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def _src_path_stats ( self , src_path ) : violation_lines = self . violation_lines ( src_path ) violations = sorted ( self . _diff_violations ( ) [ src_path ] . violations ) if self . INCLUDE_SNIPPETS : try : snippets = Snippet . load_snippets_html ( src_path , violation_lines ) except IOError : snippets = [ ] else : s...
Return a dict of statistics for the source file at src_path .
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def run_command_for_code ( command ) : process = subprocess . Popen ( command , stdout = subprocess . PIPE , stderr = subprocess . PIPE ) process . communicate ( ) exit_code = process . returncode return exit_code
Returns command s exit code .
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def style_defs ( cls ) : formatter = HtmlFormatter ( ) formatter . style . highlight_color = cls . VIOLATION_COLOR return formatter . get_style_defs ( )
Return the CSS style definitions required by the formatted snippet .
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def html ( self ) : formatter = HtmlFormatter ( cssclass = self . DIV_CSS_CLASS , linenos = True , linenostart = self . _start_line , hl_lines = self . _shift_lines ( self . _violation_lines , self . _start_line ) , lineanchors = self . _src_filename ) return pygments . format ( self . src_tokens ( ) , formatter )
Return an HTML representation of the snippet .
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def load_snippets_html ( cls , src_path , violation_lines ) : snippet_list = cls . load_snippets ( src_path , violation_lines ) return [ snippet . html ( ) for snippet in snippet_list ]
Load snippets from the file at src_path and format them as HTML .
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def _group_tokens ( cls , token_stream , range_list ) : token_map = { rng : [ ] for rng in range_list } line_num = 1 for ttype , val in token_stream : if '\n' in val : val_lines = val . split ( '\n' ) for ( start , end ) , filtered_tokens in six . iteritems ( token_map ) : include_vals = [ val_lines [ i ] for i in rang...
Group tokens into snippet ranges .
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def violations ( self , src_path ) : if not any ( src_path . endswith ( ext ) for ext in self . driver . supported_extensions ) : return [ ] if src_path not in self . violations_dict : if self . reports : self . violations_dict = self . driver . parse_reports ( self . reports ) else : if self . driver_tool_installed is...
Return a list of Violations recorded in src_path .
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def configure ( self , transport , auth , address , port ) : self . transport = transport self . username = auth . username self . address = address self . port = port
Connect paramiko transport
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def start ( self , local_port , remote_address , remote_port ) : self . local_port = local_port self . remote_address = remote_address self . remote_port = remote_port logger . debug ( ( "Starting ssh tunnel {0}:{1}:{2} for " "{3}@{4}" . format ( local_port , remote_address , remote_port , self . username , self . addr...
Start ssh tunnel
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def cleanup ( self ) : if self . local_port is not None : logger . debug ( ( "Stopping ssh tunnel {0}:{1}:{2} for " "{3}@{4}" . format ( self . local_port , self . remote_address , self . remote_port , self . username , self . address ) ) ) if self . forward is not None : self . forward . stop ( ) self . forward . join...
Cleanup resources used during execution
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def set_stream_logger ( name = 'margaritashotgun' , level = logging . INFO , format_string = None ) : if format_string is None : format_string = "%(asctime)s - %(name)s - %(levelname)s - %(message)s" time_format = "%Y-%m-%dT%H:%M:%S" logger = logging . getLogger ( name ) logger . setLevel ( level ) handler = logging . ...
Add a stream handler for the provided name and level to the logging module .
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def connect ( self , username , password , key , address , port , jump_host ) : if port is None : self . remote_port = 22 else : self . remote_port = int ( port ) auth = Auth ( username = username , password = password , key = key ) if jump_host is not None : jump_auth = Auth ( username = jump_host [ 'username' ] , pas...
Connect ssh tunnel and shell executor to remote host
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def start_tunnel ( self , local_port , remote_address , remote_port ) : self . tunnel . start ( local_port , remote_address , remote_port ) self . tunnel_port = local_port
Start ssh forward tunnel
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def mem_size ( self ) : result = self . shell . execute ( self . commands . mem_size . value ) stdout = self . shell . decode ( result [ 'stdout' ] ) stderr = self . shell . decode ( result [ 'stderr' ] ) return int ( stdout )
Returns the memory size in bytes of the remote host
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def kernel_version ( self ) : result = self . shell . execute ( self . commands . kernel_version . value ) stdout = self . shell . decode ( result [ 'stdout' ] ) stderr = self . shell . decode ( result [ 'stderr' ] ) return stdout
Returns the kernel kernel version of the remote host
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def wait_for_lime ( self , listen_port , listen_address = "0.0.0.0" , max_tries = 20 , wait = 1 ) : tries = 0 pattern = self . commands . lime_pattern . value . format ( listen_address , listen_port ) lime_loaded = False while tries < max_tries and lime_loaded is False : lime_loaded = self . check_for_lime ( pattern ) ...
Wait for lime to load unless max_retries is exceeded
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def check_for_lime ( self , pattern ) : check = self . commands . lime_check . value lime_loaded = False result = self . shell . execute ( check ) stdout = self . shell . decode ( result [ 'stdout' ] ) connections = self . net_parser . parse ( stdout ) for conn in connections : local_addr , remote_addr = conn if local_...
Check to see if LiME has loaded on the remote system
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def upload_module ( self , local_path = None , remote_path = "/tmp/lime.ko" ) : if local_path is None : raise FileNotFoundFoundError ( local_path ) self . shell . upload_file ( local_path , remote_path )
Upload LiME kernel module to remote host
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def load_lime ( self , remote_path , listen_port , dump_format = 'lime' ) : load_command = self . commands . load_lime . value . format ( remote_path , listen_port , dump_format ) self . shell . execute_async ( load_command )
Load LiME kernel module from remote filesystem
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def cleanup ( self ) : try : self . unload_lime ( ) except AttributeError as ex : pass self . tunnel . cleanup ( ) self . shell . cleanup ( )
Release resources used by supporting classes
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def connect ( self , auth , address , port , jump_host , jump_auth ) : try : self . target_address = address sock = None if jump_host is not None : self . jump_host_ssh = paramiko . SSHClient ( ) self . jump_host_ssh . set_missing_host_key_policy ( paramiko . AutoAddPolicy ( ) ) self . connect_with_auth ( self . jump_h...
Creates an ssh session to a remote host
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def connect_with_password ( self , ssh , username , password , address , port , sock , timeout = 20 ) : ssh . connect ( username = username , password = password , hostname = address , port = port , sock = sock , timeout = timeout )
Create an ssh session to a remote host with a username and password
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def connect_with_key ( self , ssh , username , key , address , port , sock , timeout = 20 ) : ssh . connect ( hostname = address , port = port , username = username , pkey = key , sock = sock , timeout = timeout )
Create an ssh session to a remote host with a username and rsa key
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def execute ( self , command ) : try : if self . ssh . get_transport ( ) is not None : logger . debug ( '{0}: executing "{1}"' . format ( self . target_address , command ) ) stdin , stdout , stderr = self . ssh . exec_command ( command ) return dict ( zip ( [ 'stdin' , 'stdout' , 'stderr' ] , [ stdin , stdout , stderr ...
Executes command on remote hosts
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def execute_async ( self , command , callback = None ) : try : logger . debug ( ( '{0}: execute async "{1}"' 'with callback {2}' . format ( self . target_address , command , callback ) ) ) future = self . executor . submit ( self . execute , command ) if callback is not None : future . add_done_callback ( callback ) re...
Executes command on remote hosts without blocking
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def decode ( self , stream , encoding = 'utf-8' ) : data = stream . read ( ) . decode ( encoding ) . strip ( "\n" ) if data != "" : logger . debug ( ( '{0}: decoded "{1}" with encoding ' '{2}' . format ( self . target_address , data , encoding ) ) ) return data
Convert paramiko stream into a string
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def upload_file ( self , local_path , remote_path ) : logger . debug ( "{0}: uploading {1} to {0}:{2}" . format ( self . target_address , local_path , remote_path ) ) try : sftp = paramiko . SFTPClient . from_transport ( self . transport ( ) ) sftp . put ( local_path , remote_path ) sftp . close ( ) except SSHException...
Upload a file from the local filesystem to the remote host
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def cleanup ( self ) : for future in self . futures : future . cancel ( ) self . executor . shutdown ( wait = 10 ) if self . ssh . get_transport ( ) != None : self . ssh . close ( )
Release resources used during shell execution
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def parse_args ( self , args ) : parser = argparse . ArgumentParser ( description = 'Remote memory aquisition wrapper for LiME' ) root = parser . add_mutually_exclusive_group ( required = True ) root . add_argument ( '-c' , '--config' , help = 'path to config.yml' ) root . add_argument ( '--server' , help = 'hostname o...
Parse arguments and return an arguments object
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def configure ( self , arguments = None , config = None ) : if arguments is not None : args_config = self . configure_args ( arguments ) base_config = copy . deepcopy ( default_config ) working_config = self . merge_config ( base_config , args_config ) if config is not None : self . validate_config ( config ) base_conf...
Merge command line arguments config files and default configs
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def get_env_default ( self , variable , default ) : if variable in os . environ : env_var = os . environ [ variable ] else : env_var = default return env_var
Fetch environment variables returning a default if not found
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def configure_args ( self , arguments ) : module , key , config_path = self . check_file_paths ( arguments . module , arguments . key , arguments . config ) log_dir = self . check_directory_paths ( arguments . log_dir ) if arguments . repository_url is None : url = default_config [ 'repository' ] [ 'url' ] else : url =...
Create configuration has from command line arguments
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def check_file_paths ( self , * args ) : for path in enumerate ( args ) : path = path [ 1 ] if path is not None : try : self . check_file_path ( path ) except OSError as ex : logger . warn ( ex ) raise return args
Ensure all arguments provided correspond to a file
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def check_file_path ( self , path ) : if os . path . exists ( path ) is not True : msg = "File Not Found {}" . format ( path ) raise OSError ( msg )
Ensure file exists at the provided path
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def check_directory_paths ( self , * args ) : for path in enumerate ( args ) : path = path [ 1 ] if path is not None : try : self . check_directory_path ( path ) except OSError as ex : logger . warn ( ex ) raise return args
Ensure all arguments correspond to directories
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def check_directory_path ( self , path ) : if os . path . isdir ( path ) is not True : msg = "Directory Does Not Exist {}" . format ( path ) raise OSError ( msg )
Ensure directory exists at the provided path
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def validate_config ( self , config ) : try : hosts = config [ 'hosts' ] except KeyError : raise InvalidConfigurationError ( 'hosts' , "" , reason = ( 'hosts configuration ' 'section is required' ) ) for key in config . keys ( ) : if key not in default_allowed_keys : raise InvalidConfigurationError ( key , config [ key...
Validate configuration dict keys are supported
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def load_key ( self , key_path , password ) : try : return paramiko . RSAKey . from_private_key_file ( key_path ) except PasswordRequiredException as ex : return paramiko . RSAKey . from_private_key_file ( key_path , password = password )
Creates paramiko rsa key
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def run ( self ) : logger = logging . getLogger ( __name__ ) try : repo_conf = self . config [ 'repository' ] repo = None if repo_conf [ 'enabled' ] and repo_conf [ 'gpg_verify' ] : try : repo = Repository ( repo_conf [ 'url' ] , repo_conf [ 'gpg_verify' ] ) repo . init_gpg ( ) except Exception as ex : if repo is not N...
Captures remote hosts memory
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def capture ( self , tunnel_addr , tunnel_port , filename = None , bucket = None , destination = None ) : if filename is None : raise MemoryCaptureAttributeMissingError ( 'filename' ) if destination == OutputDestinations . local : logger . info ( "{0}: dumping to file://{1}" . format ( self . remote_addr , filename ) )...
Captures memory based on the provided OutputDestination
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def to_file ( self , filename , tunnel_addr , tunnel_port ) : if self . progressbar : self . bar = ProgressBar ( widgets = self . widgets , maxval = self . max_size ) . start ( ) self . bar . start ( ) with open ( filename , 'wb' ) as self . outfile : self . sock = socket . socket ( socket . AF_INET , socket . SOCK_STR...
Writes memory dump to a local file
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def update_progress ( self , complete = False ) : if self . progressbar : try : self . bar . update ( self . transfered ) except Exception as e : logger . debug ( "{0}: {1}, {2} exceeds memsize {3}" . format ( self . remote_addr , e , self . transfered , self . max_size ) ) if complete : self . bar . update ( self . ma...
Logs capture progress
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def cleanup ( self ) : if self . sock is not None : self . sock . close ( ) if self . outfile is not None : self . outfile . close ( ) if self . bar is not None : self . update_progress ( complete = True )
Release resources used during memory capture
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def init_gpg ( self ) : if self . gpg_verify : logger . debug ( "gpg verification enabled, initializing gpg" ) gpg_home = os . path . expanduser ( '~/.gnupg' ) self . gpg = gnupg . GPG ( gnupghome = gpg_home ) self . key_path , self . key_info = self . get_signing_key ( ) logger . debug ( "{0} {1}" . format ( self . ke...
Initialize gpg object and check if repository signing key is trusted
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def get_signing_key ( self ) : tmp_key_path = "/tmp/{0}" . format ( self . repo_signing_key ) tmp_metadata_path = "/tmp/{0}" . format ( self . key_metadata ) repo_key_path = "{0}/{1}" . format ( self . url , self . repo_signing_key ) repo_metadata_path = "{0}/{1}" . format ( self . url , self . key_metadata ) req_key =...
Download a local copy of repo signing key for installation
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def check_signing_key ( self ) : user_keys = self . gpg . list_keys ( ) if len ( user_keys ) > 0 : trusted = False for key in user_keys : if key [ 'fingerprint' ] == self . key_info [ 'fingerprint' ] : trusted = True logger . debug ( ( "repo signing key trusted in user keyring, " "fingerprint {0}" . format ( key [ 'fin...
Check that repo signing key is trusted by gpg keychain
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def prompt_for_install ( self ) : print ( self . key_info ) repo_key_url = "{0}/{1}" . format ( self . url , self . repo_signing_key ) print ( ( "warning: Repository key untrusted \n" "Importing GPG key 0x{0}:\n" " Userid: \"{1}\"\n" " From : {2}" . format ( self . key_info [ 'fingerprint' ] , self . key_info [ 'uid...
Prompt user to install untrusted repo signing key
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def install_key ( self , key_data ) : logger . info ( ( "importing repository signing key {0} " "{1}" . format ( self . key_info [ 'fingerprint' ] , self . key_info [ 'uids' ] [ 0 ] ) ) ) import_result = self . gpg . import_keys ( key_data ) logger . debug ( "import results: {0}" . format ( import_result . results ) )
Install untrusted repo signing key
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def fetch ( self , kernel_version , manifest_type ) : metadata = self . get_metadata ( ) logger . debug ( "parsed metadata: {0}" . format ( metadata ) ) manifest = self . get_manifest ( metadata [ 'manifests' ] [ manifest_type ] ) try : module = manifest [ kernel_version ] logger . debug ( "found module {0}" . format (...
Search repository for kernel module matching kernel_version
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def get_metadata ( self ) : metadata_path = "{}/{}/{}" . format ( self . url , self . metadata_dir , self . metadata_file ) metadata_sig_path = "{}/{}/{}.sig" . format ( self . url . rstrip ( '/' ) , self . metadata_dir , self . metadata_file ) req = requests . get ( metadata_path ) if req . status_code is 200 : raw_me...
Fetch repository repomd . xml file
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def parse_metadata ( self , metadata_xml ) : try : metadata = dict ( ) mdata = xmltodict . parse ( metadata_xml ) [ 'metadata' ] metadata [ 'revision' ] = mdata [ 'revision' ] metadata [ 'manifests' ] = dict ( ) if type ( mdata [ 'data' ] ) is list : manifests = mdata [ 'data' ] else : manifests = [ mdata [ 'data' ] ] ...
Parse repomd . xml file
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def get_manifest ( self , metadata ) : manifest_path = "{0}/{1}" . format ( self . url , metadata [ 'location' ] ) req = requests . get ( manifest_path , stream = True ) if req . status_code is 200 : gz_manifest = req . raw . read ( ) self . verify_checksum ( gz_manifest , metadata [ 'checksum' ] , metadata [ 'location...
Get latest manifest as specified in repomd . xml
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def unzip_manifest ( self , raw_manifest ) : buf = BytesIO ( raw_manifest ) f = gzip . GzipFile ( fileobj = buf ) manifest = f . read ( ) return manifest
Decompress gzip encoded manifest
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def parse_manifest ( self , manifest_xml ) : manifest = dict ( ) try : mdata = xmltodict . parse ( manifest_xml ) [ 'modules' ] [ 'module' ] for module in mdata : mod = dict ( ) mod [ 'type' ] = module [ '@type' ] mod [ 'name' ] = module [ 'name' ] mod [ 'arch' ] = module [ 'arch' ] mod [ 'checksum' ] = module [ 'check...
Parse manifest xml file
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def fetch_module ( self , module ) : tm = int ( time . time ( ) ) datestamp = datetime . utcfromtimestamp ( tm ) . isoformat ( ) filename = "lime-{0}-{1}.ko" . format ( datestamp , module [ 'version' ] ) url = "{0}/{1}" . format ( self . url , module [ 'location' ] ) logger . info ( "downloading {0} as {1}" . format ( ...
Download and verify kernel module
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def verify_module ( self , filename , module , verify_signature ) : with open ( filename , 'rb' ) as f : module_data = f . read ( ) self . verify_checksum ( module_data , module [ 'checksum' ] , module [ 'location' ] ) if self . gpg_verify : signature_url = "{0}/{1}" . format ( self . url , module [ 'signature' ] ) fil...
Verify kernel module checksum and signature
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def verify_checksum ( self , data , checksum , filename ) : calculated_checksum = hashlib . sha256 ( data ) . hexdigest ( ) logger . debug ( "calculated checksum {0} for {1}" . format ( calculated_checksum , filename ) ) if calculated_checksum != checksum : raise RepositoryError ( "{0}/{1}" . format ( self . url , file...
Verify sha256 checksum vs calculated checksum
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def verify_data_signature ( self , signature_url , data_url , data ) : req = requests . get ( signature_url ) if req . status_code is 200 : tm = int ( time . time ( ) ) datestamp = datetime . utcfromtimestamp ( tm ) . isoformat ( ) sigfile = "repo-{0}-tmp.sig" . format ( datestamp ) logger . debug ( "writing {0} to {1}...
Verify data against it s remote signature
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def verify_file_signature ( self , signature_url , file_url , filename ) : req = requests . get ( signature_url , stream = True ) if req . status_code is 200 : sigfile = req . raw else : raise RepositoryMissingSignatureError ( signature_url ) verified = self . gpg . verify_file ( sigfile , filename ) if verified . vali...
Verify a local file against it s remote signature
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def unpack_rsp ( cls , rsp_pb ) : ret_type = rsp_pb . retType ret_msg = rsp_pb . retMsg if ret_type != RET_OK : return RET_ERROR , ret_msg , None res = { } if rsp_pb . HasField ( 's2c' ) : res [ 'server_version' ] = rsp_pb . s2c . serverVer res [ 'login_user_id' ] = rsp_pb . s2c . loginUserID res [ 'conn_id' ] = rsp_pb...
Unpack the init connect response
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def unpack_unsubscribe_rsp ( cls , rsp_pb ) : if rsp_pb . retType != RET_OK : return RET_ERROR , rsp_pb . retMsg , None return RET_OK , "" , None
Unpack the un - subscribed response
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def dict2pb ( cls , adict , strict = False ) : obj = cls ( ) for field in obj . DESCRIPTOR . fields : if not field . label == field . LABEL_REQUIRED : continue if not field . has_default_value : continue if not field . name in adict : raise ConvertException ( 'Field "%s" missing from descriptor dictionary.' % field . n...
Takes a class representing the ProtoBuf Message and fills it with data from the dict .
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def pb2dict ( obj ) : adict = { } if not obj . IsInitialized ( ) : return None for field in obj . DESCRIPTOR . fields : if not getattr ( obj , field . name ) : continue if not field . label == FD . LABEL_REPEATED : if not field . type == FD . TYPE_MESSAGE : adict [ field . name ] = getattr ( obj , field . name ) else :...
Takes a ProtoBuf Message obj and convertes it to a dict .
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def json2pb ( cls , json , strict = False ) : return dict2pb ( cls , simplejson . loads ( json ) , strict )
Takes a class representing the Protobuf Message and fills it with data from the json string .
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def _split_stock_code ( self , code ) : stock_str = str ( code ) split_loc = stock_str . find ( "." ) if 0 <= split_loc < len ( stock_str ) - 1 and stock_str [ 0 : split_loc ] in MKT_MAP : market_str = stock_str [ 0 : split_loc ] partial_stock_str = stock_str [ split_loc + 1 : ] return RET_OK , ( market_str , partial_s...
do not use the built - in split function in python . The built - in function cannot handle some stock strings correctly . for instance US .. DJI where the dot . itself is a part of original code
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def position_list_query ( self , code = '' , pl_ratio_min = None , pl_ratio_max = None , trd_env = TrdEnv . REAL , acc_id = 0 , acc_index = 0 ) : ret , msg = self . _check_trd_env ( trd_env ) if ret != RET_OK : return ret , msg ret , msg , acc_id = self . _check_acc_id_and_acc_index ( trd_env , acc_id , acc_index ) if ...
for querying the position list
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def deal_list_query ( self , code = "" , trd_env = TrdEnv . REAL , acc_id = 0 , acc_index = 0 ) : ret , msg = self . _check_trd_env ( trd_env ) if ret != RET_OK : return ret , msg ret , msg , acc_id = self . _check_acc_id_and_acc_index ( trd_env , acc_id , acc_index ) if ret != RET_OK : return ret , msg ret , msg , sto...
for querying deal list
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def is_sock_ok ( self , timeout_select ) : self . _socket_lock . acquire ( ) try : ret = self . _is_socket_ok ( timeout_select ) finally : self . _socket_lock . release ( ) return ret
check if socket is OK
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def check_date_str_format ( s , default_time = "00:00:00" ) : try : str_fmt = s if ":" not in s : str_fmt = '{} {}' . format ( s , default_time ) dt_obj = datetime . strptime ( str_fmt , "%Y-%m-%d %H:%M:%S" ) return RET_OK , dt_obj except ValueError : error_str = ERROR_STR_PREFIX + "wrong time or time format" return RE...
Check the format of date string
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def normalize_date_format ( date_str , default_time = "00:00:00" ) : ret_code , ret_data = check_date_str_format ( date_str , default_time ) if ret_code != RET_OK : return ret_code , ret_data return RET_OK , ret_data . strftime ( "%Y-%m-%d %H:%M:%S" )
normalize the format of data
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def extract_pls_rsp ( rsp_str ) : try : rsp = json . loads ( rsp_str ) except ValueError : traceback . print_exc ( ) err = sys . exc_info ( ) [ 1 ] err_str = ERROR_STR_PREFIX + str ( err ) return RET_ERROR , err_str , None error_code = int ( rsp [ 'retType' ] ) if error_code != 1 : error_str = ERROR_STR_PREFIX + rsp [ ...
Extract the response of PLS
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def split_stock_str ( stock_str_param ) : stock_str = str ( stock_str_param ) split_loc = stock_str . find ( "." ) if 0 <= split_loc < len ( stock_str ) - 1 and stock_str [ 0 : split_loc ] in MKT_MAP : market_str = stock_str [ 0 : split_loc ] market_code = MKT_MAP [ market_str ] partial_stock_str = stock_str [ split_lo...
split the stock string
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def set_pre_handler ( self , handler ) : with self . _lock : if self . _handler_ctx is not None : return self . _handler_ctx . set_pre_handler ( handler ) return RET_ERROR
set pre handler
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def msearch ( self , m , query , fields = None , limit = None , or_ = True ) : ix = self . _index ( m ) if fields is None : fields = ix . fields group = OrGroup if or_ else AndGroup parser = MultifieldParser ( fields , ix . schema , group = group ) return ix . search ( parser . parse ( query ) , limit = limit )
set limit make search faster
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def update ( self , ** kwargs ) : "Update document not update index." kw = dict ( index = self . name , doc_type = self . doc_type , ignore = [ 404 ] ) kw . update ( ** kwargs ) return self . _client . update ( ** kw )
Update document not update index .
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def diagonalize_collision_matrix ( collision_matrices , i_sigma = None , i_temp = None , pinv_solver = 0 , log_level = 0 ) : start = time . time ( ) shape = collision_matrices . shape if len ( shape ) == 6 : size = shape [ 2 ] * shape [ 3 ] assert size == shape [ 4 ] * shape [ 5 ] elif len ( shape ) == 8 : size = np . ...
Diagonalize collision matrices .
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def _get_weights ( self ) : weights = [ ] n = float ( self . _rot_grid_points . shape [ 1 ] ) for r_gps in self . _rot_grid_points : weights . append ( np . sqrt ( len ( np . unique ( r_gps ) ) / n ) ) return weights
Returns weights used for collision matrix and |X > and |f >
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def _get_I ( self , a , b , size , plus_transpose = True ) : r_sum = np . zeros ( ( 3 , 3 ) , dtype = 'double' , order = 'C' ) for r in self . _rotations_cartesian : for i in range ( 3 ) : for j in range ( 3 ) : r_sum [ i , j ] += r [ a , i ] * r [ b , j ] if plus_transpose : r_sum += r_sum . T if ( np . abs ( r_sum ) ...
Return I matrix in Chaput s PRL paper .
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def _set_mode_kappa_Chaput ( self , i_sigma , i_temp , weights ) : X = self . _get_X ( i_temp , weights , self . _gv ) . ravel ( ) num_ir_grid_points = len ( self . _ir_grid_points ) num_band = self . _primitive . get_number_of_atoms ( ) * 3 size = num_ir_grid_points * num_band * 3 v = self . _collision_matrix [ i_sigm...
Calculate mode kappa by the way in Laurent Chaput s PRL paper .
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def get_third_order_displacements ( cell , symmetry , is_plusminus = 'auto' , is_diagonal = False ) : positions = cell . get_scaled_positions ( ) lattice = cell . get_cell ( ) . T disps_first = get_least_displacements ( symmetry , is_plusminus = is_plusminus , is_diagonal = False ) symprec = symmetry . get_symmetry_tol...
Create dispalcement dataset
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def get_bond_symmetry ( site_symmetry , lattice , positions , atom_center , atom_disp , symprec = 1e-5 ) : bond_sym = [ ] pos = positions for rot in site_symmetry : rot_pos = ( np . dot ( pos [ atom_disp ] - pos [ atom_center ] , rot . T ) + pos [ atom_center ] ) diff = pos [ atom_disp ] - rot_pos diff -= np . rint ( d...
Bond symmetry is the symmetry operations that keep the symmetry of the cell containing two fixed atoms .
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def get_least_orbits ( atom_index , cell , site_symmetry , symprec = 1e-5 ) : orbits = _get_orbits ( atom_index , cell , site_symmetry , symprec ) mapping = np . arange ( cell . get_number_of_atoms ( ) ) for i , orb in enumerate ( orbits ) : for num in np . unique ( orb ) : if mapping [ num ] > mapping [ i ] : mapping ...
Find least orbits for a centering atom
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def write_fc3_to_hdf5 ( fc3 , filename = 'fc3.hdf5' , p2s_map = None , compression = None ) : with h5py . File ( filename , 'w' ) as w : w . create_dataset ( 'fc3' , data = fc3 , compression = compression ) if p2s_map is not None : w . create_dataset ( 'p2s_map' , data = p2s_map )
Write third - order force constants in hdf5 format .
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def write_unitary_matrix_to_hdf5 ( temperature , mesh , unitary_matrix = None , sigma = None , sigma_cutoff = None , solver = None , filename = None , verbose = False ) : suffix = _get_filename_suffix ( mesh , sigma = sigma , sigma_cutoff = sigma_cutoff , filename = filename ) hdf5_filename = "unitary" + suffix + ".hdf...
Write eigenvectors of collision matrices at temperatures .
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def get_frequency_shift ( self , grid_points , temperatures = np . arange ( 0 , 1001 , 10 , dtype = 'double' ) , epsilons = None , output_filename = None ) : if self . _interaction is None : self . set_phph_interaction ( ) if epsilons is None : _epsilons = [ 0.1 ] else : _epsilons = epsilons self . _grid_points = grid_...
Frequency shift from lowest order diagram is calculated .
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def _get_triplets_reciprocal_mesh_at_q ( fixed_grid_number , mesh , rotations , is_time_reversal = True , swappable = True ) : import phono3py . _phono3py as phono3c map_triplets = np . zeros ( np . prod ( mesh ) , dtype = 'uintp' ) map_q = np . zeros ( np . prod ( mesh ) , dtype = 'uintp' ) grid_address = np . zeros (...
Search symmetry reduced triplets fixing one q - point
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def get_averaged_interaction ( self ) : v = self . _interaction_strength w = self . _weights_at_q v_sum = np . dot ( w , v . sum ( axis = 2 ) . sum ( axis = 2 ) ) return v_sum / np . prod ( v . shape [ 2 : ] )
Return sum over phonon triplets of interaction strength
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def optimize ( lattice , positions , numbers , displacements , forces , alm_options = None , p2s_map = None , p2p_map = None , log_level = 0 ) : from alm import ALM with ALM ( lattice , positions , numbers ) as alm : natom = len ( numbers ) alm . set_verbosity ( log_level ) nkd = len ( np . unique ( numbers ) ) if 'cut...
Calculate force constants
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def _get_alm_disp_fc3 ( disp_dataset ) : natom = disp_dataset [ 'natom' ] ndisp = len ( disp_dataset [ 'first_atoms' ] ) for disp1 in disp_dataset [ 'first_atoms' ] : ndisp += len ( disp1 [ 'second_atoms' ] ) disp = np . zeros ( ( ndisp , natom , 3 ) , dtype = 'double' , order = 'C' ) indices = [ ] count = 0 for disp1 ...
Create displacements of atoms for ALM input
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def capture_dash_in_url_name ( self , node ) : for keyword in node . keywords : if keyword . arg == 'name' and '-' in keyword . value . s : return DJ04 ( lineno = node . lineno , col = node . col_offset , )
Capture dash in URL name
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def capture_url_missing_namespace ( self , node ) : for arg in node . args : if not ( isinstance ( arg , ast . Call ) and isinstance ( arg . func , ast . Name ) ) : continue if arg . func . id != 'include' : continue for keyword in arg . keywords : if keyword . arg == 'namespace' : return return DJ05 ( lineno = node . ...
Capture missing namespace in url include .
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def get_call_name ( self , node ) : if isinstance ( node . func , ast . Attribute ) : return node . func . attr elif isinstance ( node . func , ast . Name ) : return node . func . id
Return call name for the given node .
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def message ( self ) : message = self . description . format ( ** self . parameters ) return '{code} {message}' . format ( code = self . code , message = message )
Return issue message .
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def run ( self , node ) : if not self . checker_applies ( node ) : return issues = [ ] for body in node . body : if not isinstance ( body , ast . ClassDef ) : continue for element in body . body : if not isinstance ( element , ast . Assign ) : continue for target in element . targets : if target . id == 'fields' and se...
Captures the use of exclude in ModelForm Meta
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def detect_scheme_and_format ( source ) : if hasattr ( source , 'read' ) : return ( 'stream' , None ) if not isinstance ( source , six . string_types ) : return ( None , 'inline' ) if 'docs.google.com/spreadsheets' in source : if 'export' not in source and 'pub' not in source : return ( None , 'gsheet' ) elif 'csv' in ...
Detect scheme and format based on source and return as a tuple .
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def detect_encoding ( sample , encoding = None ) : from cchardet import detect if encoding is not None : return normalize_encoding ( sample , encoding ) result = detect ( sample ) confidence = result [ 'confidence' ] or 0 encoding = result [ 'encoding' ] or 'ascii' encoding = normalize_encoding ( sample , encoding ) if...
Detect encoding of a byte string sample .
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def normalize_encoding ( sample , encoding ) : encoding = codecs . lookup ( encoding ) . name if encoding == 'utf-8' : if sample . startswith ( codecs . BOM_UTF8 ) : encoding = 'utf-8-sig' elif encoding == 'utf-16-be' : if sample . startswith ( codecs . BOM_UTF16_BE ) : encoding = 'utf-16' elif encoding == 'utf-16-le' ...
Normalize encoding including utf - 8 - sig utf - 16 - be utf - 16 - le tweaks .
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def detect_html ( text ) : pattern = re . compile ( '\\s*<(!doctype|html)' , re . IGNORECASE ) return bool ( pattern . match ( text ) )
Detect if text is HTML .
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def reset_stream ( stream ) : try : position = stream . tell ( ) except Exception : position = True if position != 0 : try : stream . seek ( 0 ) except Exception : message = 'It\'s not possible to reset this stream' raise exceptions . TabulatorException ( message )
Reset stream pointer to the first element .
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def requote_uri ( uri ) : import requests . utils if six . PY2 : def url_encode_non_ascii ( bytes ) : pattern = '[\x80-\xFF]' replace = lambda c : ( '%%%02x' % ord ( c . group ( 0 ) ) ) . upper ( ) return re . sub ( pattern , replace , bytes ) parts = urlparse ( uri ) uri = urlunparse ( part . encode ( 'idna' ) if inde...
Requote uri if it contains non - ascii chars spaces etc .