input
stringlengths
11
7.65k
target
stringlengths
22
8.26k
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def reset_should_print_backtrace_to_terminal(cls, should_print_backtrace): """Set whether a backtrace gets printed to the terminal error stream on a fatal error. Class state: - Overwrites `cls._should_print_backtrace_to_terminal`. """ cls._should_print_backtrace_to_terminal = sh...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def reset_log_location(cls, new_log_location: str) -> None: """Re-acquire file handles to error logs based in the new location. Class state: - Overwrites `cls._log_dir`, `cls._pid_specific_error_fileobj`, and `cls._shared_error_fileobj`. OS state: - May create a new di...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _exiter(self) -> Optional[Exiter]: return ExceptionSink.get_global_exiter()
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def get_global_exiter(cls) -> Optional[Exiter]: return cls._exiter
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def exiter_as(cls, new_exiter_fun: Callable[[Optional[Exiter]], Exiter]) -> Iterator[None]: """Temporarily override the global exiter. NB: We don't want to try/finally here, because we want exceptions to propagate with the most recent exiter installed in sys.excepthook. If we wrap this ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def exiter_as_until_exception( cls, new_exiter_fun: Callable[[Optional[Exiter]], Exiter] ) -> Iterator[None]: """Temporarily override the global exiter, except this will unset it when an exception happens.""" previous_exiter = cls._exiter new_exiter = new_exiter_fun(previous_...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _reset_exiter(cls, exiter: Optional[Exiter]) -> None: """Class state: - Overwrites `cls._exiter`. Python state: - Overwrites sys.excepthook. """ logger.debug(f"overriding the global exiter with {exiter} (from {cls._exiter})") # NB: mutate the class variables!...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def reset_interactive_output_stream( cls, interactive_output_stream, override_faulthandler_destination=True ): """Class state: - Overwrites `cls._interactive_output_stream`. OS state: - Overwrites the SIGUSR2 handler. This method registers a SIGUSR2 handler, which p...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def exceptions_log_path(cls, for_pid=None, in_dir=None): """Get the path to either the shared or pid-specific fatal errors log file.""" if for_pid is None: intermediate_filename_component = "" else: assert isinstance(for_pid, Pid) intermediate_filename_compone...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def log_exception(cls, msg): """Try to log an error message to this process's error log and the shared error log. NB: Doesn't raise (logs an error instead). """ pid = os.getpid() fatal_error_log_entry = cls._format_exception_message(msg, pid) # We care more about this l...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _try_write_with_flush(cls, fileobj, payload): """This method is here so that it can be patched to simulate write errors. This is because mock can't patch primitive objects like file objects. """ fileobj.write(payload) fileobj.flush()
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def reset_signal_handler(cls, signal_handler): """Class state: - Overwrites `cls._signal_handler`. OS state: - Overwrites signal handlers for SIGINT, SIGQUIT, and SIGTERM. NB: This method calls signal.signal(), which will crash if not called from the main thread! :retu...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def trapped_signals(cls, new_signal_handler): """A contextmanager which temporarily overrides signal handling. NB: This method calls signal.signal(), which will crash if not called from the main thread! """ previous_signal_handler = cls.reset_signal_handler(new_signal_handler) t...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def ignoring_sigint(cls): """A contextmanager which disables handling sigint in the current signal handler. This allows threads that are not the main thread to ignore sigint. NB: Only use this if you can't use ExceptionSink.trapped_signals(). Class state: - Toggles `self._ignor...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def toggle_ignoring_sigint_v2_engine(cls, toggle: bool) -> None: assert cls._signal_handler is not None cls._signal_handler._toggle_ignoring_sigint_v2_engine(toggle)
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _iso_timestamp_for_now(cls): return datetime.datetime.now().isoformat()
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _format_exception_message(cls, msg, pid): return cls._EXCEPTION_LOG_FORMAT.format( timestamp=cls._iso_timestamp_for_now(), process_title=setproctitle.getproctitle(), args=sys.argv, pid=pid, message=msg, )
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _format_traceback(cls, traceback_lines, should_print_backtrace): if should_print_backtrace: traceback_string = "\n{}".format("".join(traceback_lines)) else: traceback_string = " {}".format(cls._traceback_omitted_default_text) return traceback_string
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _format_unhandled_exception_log(cls, exc, tb, add_newline, should_print_backtrace): exc_type = type(exc) exception_full_name = "{}.{}".format(exc_type.__module__, exc_type.__name__) exception_message = str(exc) if exc else "(no message)" maybe_newline = "\n" if add_newline else "" ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _exit_with_failure(cls, terminal_msg): timestamp_msg = ( f"timestamp: {cls._iso_timestamp_for_now()}\n" if cls._should_print_backtrace_to_terminal else "" ) details_msg = ( "" if cls._should_print_backtrace_to_terminal e...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _log_unhandled_exception_and_exit( cls, exc_class=None, exc=None, tb=None, add_newline=False ): """A sys.excepthook implementation which logs the error and exits with failure.""" exc_class = exc_class or sys.exc_info()[0] exc = exc or sys.exc_info()[1] tb = tb or sys.exc_...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _handle_signal_gracefully(cls, signum, signame, traceback_lines): """Signal handler for non-fatal signals which raises or logs an error and exits with failure.""" # Extract the stack, and format an entry to be written to the exception log. formatted_traceback = cls._format_traceback(...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self, raw_data): self._raw = raw_data
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __getitem__(self, key): return self._raw[key]
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def display_name(self): """ Find the most appropriate display name for a user: look for a "display_name", then a "real_name", and finally fall back to the always-present "name". """ for k in self._NAME_KEYS: if self._raw.get(k): return self._raw[k] ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def email(self): """ Shortcut property for finding the e-mail address or bot URL. """ if "profile" in self._raw: email = self._raw["profile"].get("email") elif "bot_url" in self._raw: email = self._raw["bot_url"] else: email = None ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def image_url(self, pixel_size=None): """ Get the URL for the user icon in the desired pixel size, if it exists. If no size is supplied, give the URL for the full-size image. """ if "profile" not in self._raw: return profile = self._raw["profile"] if (...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def md5(fname): hash_md5 = hashlib.md5() with open(fname, "rb") as f: for chunk in iter(lambda: f.read(4096), b""): hash_md5.update(chunk) return hash_md5.hexdigest()
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _read_soundings(sounding_file_name, sounding_field_names, radar_image_dict): """Reads storm-centered soundings and matches w storm-centered radar imgs. :param sounding_file_name: Path to input file (will be read by `soundings.read_soundings`). :param sounding_field_names: See doc for `soundings...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def chunkstring(s, n): return [ s[i:i+n] for i in xrange(0, len(s), n) ]
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _create_2d_examples( radar_file_names, full_id_strings, storm_times_unix_sec, target_matrix, sounding_file_name=None, sounding_field_names=None): """Creates 2-D examples for one file time. E = number of desired examples (storm objects) e = number of examples returned T = number of t...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self, key): self.bs = 32 self.key = hashlib.sha256(key.encode()).digest()
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _create_3d_examples( radar_file_name_matrix, full_id_strings, storm_times_unix_sec, target_matrix, sounding_file_name=None, sounding_field_names=None): """Creates 3-D examples for one file time. :param radar_file_name_matrix: numpy array (F_r x H_r) of paths to storm- centered radar...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def encrypt(self, raw): raw = self._pad(raw) iv = Random.new().read(AES.block_size) cipher = AES.new(self.key, AES.MODE_CBC, iv) return iv + cipher.encrypt(raw)
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _create_2d3d_examples_myrorss( azimuthal_shear_file_names, reflectivity_file_names, full_id_strings, storm_times_unix_sec, target_matrix, sounding_file_name=None, sounding_field_names=None): """Creates hybrid 2D-3D examples for one file time. Fields in 2-D images: low-level and mid-...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def decrypt(self, enc): # enc = base64.b64decode(enc) iv = enc[:AES.block_size] cipher = AES.new(self.key, AES.MODE_CBC, iv) return self._unpad(cipher.decrypt(enc[AES.block_size:])).decode('utf-8')
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _read_metadata_from_example_file(netcdf_file_name, include_soundings): """Reads metadata from file with input examples. :param netcdf_file_name: Path to input file. :param include_soundings: Boolean flag. If True and file contains soundings, this method will return keys "sounding_field_names" ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _pad(self, s): return s + (self.bs - len(s) % self.bs) * chr(self.bs - len(s) % self.bs)
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _compare_metadata(netcdf_dataset, example_dict): """Compares metadata between existing NetCDF file and new batch of examples. This method contains a large number of `assert` statements. If any of the `assert` statements fails, this method will error out. :param netcdf_dataset: Instance of `netCDF...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _unpad(s): return s[:-ord(s[len(s)-1:])]
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _filter_examples_by_class(target_values, downsampling_dict, test_mode=False): """Filters examples by target value. E = number of examples :param target_values: length-E numpy array of target values (integer class labels). :param downsampling_dict: Dictionary, ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self, host, key, port=443, max_size=4096): # Params for all class self.host = host self.port = port self.max_size = max_size - 60 self.AESDriver = AESCipher(key=key) self.serv_addr = (host, port) # Class Globals self.max_packets = 255 # Limi...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _file_name_to_batch_number(example_file_name): """Parses batch number from file. :param example_file_name: See doc for `find_example_file`. :return: batch_number: Integer. :raises: ValueError: if batch number cannot be parsed from file name. """ pathless_file_name = os.path.split(example_f...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _genSeq(self): self.raw_sequence = random.getrandbits(64) parts = [] while self.raw_sequence: parts.append(self.raw_sequence & limit) self.raw_sequence >>= 32 self.sequence = struct.pack('<' + 'L'*len(parts), *parts) # struct.unpack('<LL', '\xb1l\x1c\...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _check_target_vars(target_names): """Error-checks list of target variables. Target variables must all have the same mean lead time (average of min and max lead times) and event type (tornado or wind). :param target_names: 1-D list with names of target variables. Each must be accepted by `...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _createSocket(self): try: sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) self.sock = sock return 0 except socket.error as e: sys.stderr.write("[!]\tFailed to create a UDP socket.\n%s.\n" % e) return 1
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _check_layer_operation(example_dict, operation_dict): """Error-checks layer operation. Such operations are used for dimensionality reduction (to convert radar data from 3-D to 2-D). :param example_dict: See doc for `reduce_examples_3d_to_2d`. :param operation_dict: Dictionary with the followin...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _getQUICHeader(self, count): if type(count) is not hex: try: count_id = chr(count) except: sys.stderr.write("Count must be int or hex.\n") return 1 else: count_id = count if count > self.max_packets: ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _apply_layer_operation(example_dict, operation_dict): """Applies layer operation to radar data. :param example_dict: See doc for `reduce_examples_3d_to_2d`. :param operation_dict: See doc for `_check_layer_operation`. :return: new_radar_matrix: E-by-M-by-N numpy array resulting from layer o...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _getFileContent(self, file_path): try: f = open(file_path, 'rb') data = f.read() f.close() sys.stdout.write("[+]\tFile '%s' was loaded for exfiltration.\n" % file_path) return data except IOError, e: sys.stderr.write("[-]\tUnabl...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _subset_radar_data( example_dict, netcdf_dataset_object, example_indices_to_keep, field_names_to_keep, heights_to_keep_m_agl, num_rows_to_keep, num_columns_to_keep): """Subsets radar data by field, height, and horizontal extent. If the file contains both 2-D shear images and 3-D ref...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def sendFile(self, file_path): # Get File content data = self._getFileContent(file_path) if data == 1: return 1 # Check that the file is not too big. if len(data) > (self.max_packets * self.max_size): sys.stderr.write("[!]\tFile is too big for export.\n"...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _subset_sounding_data( example_dict, netcdf_dataset_object, example_indices_to_keep, field_names_to_keep, heights_to_keep_m_agl): """Subsets sounding data by field and height. :param example_dict: See doc for `_subset_radar_data`. :param netcdf_dataset_object: Same. :param example_i...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def close(self): time.sleep(0.1) self.sock.close() return 0
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def find_storm_images_2d( top_directory_name, radar_source, radar_field_names, first_spc_date_string, last_spc_date_string, radar_heights_m_agl=None, reflectivity_heights_m_agl=None): """Locates files with 2-D storm-centered radar images. D = number of SPC dates in time period (`first_s...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def find_storm_images_3d( top_directory_name, radar_source, radar_field_names, radar_heights_m_agl, first_spc_date_string, last_spc_date_string): """Locates files with 3-D storm-centered radar images. D = number of SPC dates in time period (`first_spc_date_string`... `last_spc_date_stri...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def find_storm_images_2d3d_myrorss( top_directory_name, first_spc_date_string, last_spc_date_string, reflectivity_heights_m_agl): """Locates files with 2-D and 3-D storm-centered radar images. Fields in 2-D images: low-level and mid-level azimuthal shear Field in 3-D images: reflectivity ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def find_sounding_files( top_sounding_dir_name, radar_file_name_matrix, target_names, lag_time_for_convective_contamination_sec): """Locates files with storm-centered soundings. D = number of SPC dates in time period :param top_sounding_dir_name: Name of top-level directory. Files therein...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def find_target_files(top_target_dir_name, radar_file_name_matrix, target_names): """Locates files with target values (storm-hazard indicators). D = number of SPC dates in time period :param top_target_dir_name: Name of top-level directory. Files therein will be found by `ta...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def subset_examples(example_dict, indices_to_keep, create_new_dict=False): """Subsets examples in dictionary. :param example_dict: See doc for `write_example_file`. :param indices_to_keep: 1-D numpy array with indices of examples to keep. :param create_new_dict: Boolean flag. If True, this method will...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def find_example_file( top_directory_name, shuffled=True, spc_date_string=None, batch_number=None, raise_error_if_missing=True): """Looks for file with input examples. If `shuffled = True`, this method looks for a file with shuffled examples (from many different times). If `shuffled = Fals...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def find_many_example_files( top_directory_name, shuffled=True, first_spc_date_string=None, last_spc_date_string=None, first_batch_number=None, last_batch_number=None, raise_error_if_any_missing=True): """Looks for many files with input examples. :param top_directory_name: See doc for `...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def read_example_file( netcdf_file_name, read_all_target_vars, target_name=None, metadata_only=False, targets_only=False, include_soundings=True, radar_field_names_to_keep=None, radar_heights_to_keep_m_agl=None, sounding_field_names_to_keep=None, sounding_heights_to_keep_m_agl=None, ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def read_specific_examples( netcdf_file_name, read_all_target_vars, full_storm_id_strings, storm_times_unix_sec, target_name=None, include_soundings=True, radar_field_names_to_keep=None, radar_heights_to_keep_m_agl=None, sounding_field_names_to_keep=None, sounding_heights_to_keep_m_agl=N...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def reduce_examples_3d_to_2d(example_dict, list_of_operation_dicts): """Reduces examples from 3-D to 2-D. If the examples contain both 2-D azimuthal-shear images and 3-D reflectivity images: - Keys "reflectivity_image_matrix_dbz" and "az_shear_image_matrix_s01" are required. - "radar_heights...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def get_schema(self): """Returns the set YAML schema for the metric class. Returns: YAML schema of the metrics type. """ return self._schema
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def get(self): return os.environ[self._name]
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def get_metrics(self): """Returns the stored metrics. The metrics are type checked against the set schema. Returns: Dictionary of metrics data in the format of the set schema. """ artifact_utils.verify_schema_instance(self._schema, self._values) return self._v...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self, resolver, proxy_type, key): if proxy_type == "file": self._method = resolver.get_file_content elif proxy_type == "param": self._method = resolver.get_parameter_value elif proxy_type == "secret": self._method = resolver.get_secret_value ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self, schema_file: str): self._schema = artifact_utils.read_schema_file(schema_file) self._type_name, self._metric_fields = artifact_utils.parse_schema( self._schema) self._values = {}
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def get(self): return self._method(self._key)
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __getattr__(self, name: str) -> Any: """Custom __getattr__ to allow access to metrics schema fields.""" if name not in self._metric_fields: raise AttributeError('No field: {} in metrics.'.format(name)) return self._values[name]
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self, child_proxy): self._child_proxy = child_proxy
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __setattr__(self, name: str, value: Any): """Custom __setattr__ to allow access to metrics schema fields.""" if not self._initialized: object.__setattr__(self, name, value) return if name not in self._metric_fields: raise RuntimeError( 'F...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def get(self): return json.loads(self._child_proxy.get())
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self): super().__init__('confidence_metrics.yaml') self._initialized = True
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self): super().__init__('confusion_matrix.yaml') self._matrix = [[]] self._categories = [] self._initialized = True
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def get(self): return base64.b64decode(self._child_proxy.get())
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def set_categories(self, categories: List[str]): """Sets the categories for Confusion Matrix. Args: categories: List of strings specifying the categories. """ self._categories = [] annotation_specs = [] for category in categories: annotation_spec = ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self, key, child_proxy): try: self._key = int(key) except ValueError: self._key = key self._child_proxy = child_proxy
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def log_row(self, row_category: str, row: List[int]): """Logs a confusion matrix row. Args: row_category: Category to which the row belongs. row: List of integers specifying the values for the row. Raises: ValueError: If row_category is not in the list of categori...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def get(self): return self._child_proxy.get()[self._key]
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def log_cell(self, row_category: str, col_category: str, value: int): """Logs a cell in the confusion matrix. Args: row_category: String representing the name of the row category. col_category: String representing the name of the column category. value: Int value of the ce...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self): self._cache = {} self._bucket_client = None self._param_client = None self._secret_client = None
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _get_or_create_cached_value(self, key, getter, ttl=None): # happy path try: expiry, value = self._cache[key] except KeyError: pass else: if expiry is None or time.time() < expiry: logger.debug("Key %s from cache", key) ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def getter(): with open(filepath, "r") as f: return f.read()
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def getter(): return self._secret_client.get(name)
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def getter(): return self._bucket_client.download_to_tmpfile(key)
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def getter(): return self._param_client.get(key)
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self, path=None, resolver=None): self._path = path or () if not resolver: resolver = Resolver() self._resolver = resolver
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _make_proxy(self, key, match): proxy_type = match.group("type") key = match.group("key").strip() if proxy_type == "env": proxy = EnvProxy(key) else: proxy = ResolverMethodProxy(self._resolver, proxy_type, key) filters = [f for f in [rf.strip() for rf i...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _from_python(self, key, value): new_path = self._path + (key,) if isinstance(value, dict): value = self.custom_classes.get(new_path, ConfigDict)(value, new_path) elif isinstance(value, list): value = self.custom_classes.get(new_path, ConfigList)(value, new_path) ...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def _to_python(self, value): if isinstance(value, Proxy): return value.get() else: return value
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __len__(self): return len(self._collection)
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __delitem__(self, key): del self._collection[key]
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __setitem__(self, key, value): self._collection[key] = self._from_python(key, value)
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def pop(self, key, default=None): value = self._collection.pop(key, default) if isinstance(value, Proxy): value = value.get() return value
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __init__(self, config_l, path=None, resolver=None): super().__init__(path=path, resolver=resolver) self._collection = [] for key, value in enumerate(config_l): self._collection.append(self._from_python(str(key), value))
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __getitem__(self, key): value = self._collection[key] if isinstance(key, slice): slice_repr = ":".join(str("" if i is None else i) for i in (key.start, key.stop, key.step)) logger.debug("Get /%s[%s] config key", "/".join(self._path), slice_repr) return [self._to_p...
def getall(self): try: spec = {'data': {'$exists': 1}} fields = {'_id': 0} sort = [('tid', 1)] cur = self.db.docs.find(spec, fields, sort=sort) except Exception as e: raise DatabaseException(e) return [Document(**row) for row in cur]
def __iter__(self): for element in self._collection: yield self._to_python(element)