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def get_asset_classes_for_security ( self , namespace : str , symbol : str ) -> List [ AssetClass ] : """Find all asset classes ( should be only one at the moment , though ! ) to which the symbol belongs"""
full_symbol = symbol if namespace : full_symbol = f"{namespace}:{symbol}" result = ( self . session . query ( AssetClassStock ) . filter ( AssetClassStock . symbol == full_symbol ) . all ( ) ) return result
def create_session ( self , lock_type = library . LockType . shared , session = None ) : """Lock this machine Arguments : lock _ type - see IMachine . lock _ machine for details session - optionally define a session object to lock this machine against . If not defined , a new ISession object is created to...
if session is None : session = library . ISession ( ) # NOTE : The following hack handles the issue of unknown machine state . # This occurs most frequently when a machine is powered off and # in spite waiting for the completion event to end , the state of # machine still raises the following Error : # virtualbox ....
def _do_resumable_upload ( self , stream , metadata , num_retries ) : """Perform a resumable upload . : type stream : IO [ bytes ] : param stream : A bytes IO object open for reading . : type metadata : dict : param metadata : The metadata associated with the upload . : type num _ retries : int : param ...
upload , transport = self . _initiate_resumable_upload ( stream , metadata , num_retries ) while not upload . finished : response = upload . transmit_next_chunk ( transport ) return response
def methods ( * meth ) : """To explicitely set the methods to use without using @ route This can only be applied of methods . Not class . : param meth : tuple of available method : return :"""
def decorator ( f ) : if not hasattr ( f , '_methods_cache' ) : f . _methods_cache = [ m . upper ( ) for m in meth ] return f return decorator
def _get_response ( self , params ) : """wrap the call to the requests package"""
return self . _session . get ( self . _api_url , params = params , timeout = self . _timeout ) . json ( encoding = "utf8" )
def getfo ( self , remotepath , fl , callback = None ) : """Copy a remote file ( ` ` remotepath ` ` ) from the SFTP server and write to an open file or file - like object , ` ` fl ` ` . Any exception raised by operations will be passed through . This method is primarily provided as a convenience . : param o...
file_size = self . stat ( remotepath ) . st_size with self . open ( remotepath , "rb" ) as fr : fr . prefetch ( file_size ) return self . _transfer_with_callback ( reader = fr , writer = fl , file_size = file_size , callback = callback )
def from_array ( self , coeffs , r0 , errors = None , normalization = 'schmidt' , csphase = 1 , lmax = None , copy = True ) : """Initialize the class with spherical harmonic coefficients from an input array . Usage x = SHMagCoeffs . from _ array ( array , r0 , [ errors , normalization , csphase , lmax , cop...
if _np . iscomplexobj ( coeffs ) : raise TypeError ( 'The input array must be real.' ) if type ( normalization ) != str : raise ValueError ( 'normalization must be a string. ' 'Input type was {:s}' . format ( str ( type ( normalization ) ) ) ) if normalization . lower ( ) not in ( '4pi' , 'ortho' , 'schmidt' , ...
def solve_sort ( expr , vars ) : """Sort values on the LHS by the value they yield when passed to RHS ."""
lhs_values = repeated . getvalues ( __solve_for_repeated ( expr . lhs , vars ) [ 0 ] ) sort_expression = expr . rhs def _key_func ( x ) : return solve ( sort_expression , __nest_scope ( expr . lhs , vars , x ) ) . value results = ordered . ordered ( lhs_values , key_func = _key_func ) return Result ( repeated . mel...
def verify_selenium_server_is_running ( self ) : """Start the Selenium standalone server , if it isn ' t already running . Returns a tuple of two elements : * A boolean which is True if the server is now running * The Popen object representing the process so it can be terminated later ; if the server was al...
selenium_jar = settings . SELENIUM_JAR_PATH if len ( selenium_jar ) < 5 : self . stdout . write ( 'You need to configure SELENIUM_JAR_PATH' ) return False , None _jar_dir , jar_name = os . path . split ( selenium_jar ) # Is it already running ? process = Popen ( [ 'ps -e | grep "%s"' % jar_name [ : - 4 ] ] , sh...
def plot_acquisition ( bounds , input_dim , model , Xdata , Ydata , acquisition_function , suggested_sample , filename = None ) : '''Plots of the model and the acquisition function in 1D and 2D examples .'''
# Plots in dimension 1 if input_dim == 1 : # X = np . arange ( bounds [ 0 ] [ 0 ] , bounds [ 0 ] [ 1 ] , 0.001) # X = X . reshape ( len ( X ) , 1) # acqu = acquisition _ function ( X ) # acqu _ normalized = ( - acqu - min ( - acqu ) ) / ( max ( - acqu - min ( - acqu ) ) ) # normalize acquisition # m , v = model . predi...
def create_links ( self ) : """Create links to installed scripts in the virtualenv ' s bin directory to our bin directory ."""
for link in self . list_exes ( ) : print_pretty ( "<FG_BLUE>Creating link for {}...<END>" . format ( link ) ) os . symlink ( link , path . join ( ENV_BIN , path . basename ( link ) ) )
def get_permission ( self , service , func ) : """Build permission required to access function " func " """
if self . permission : perm = self . permission elif self . prefix is False : # No permission will be checked perm = False elif self . prefix : perm = build_permission_name ( service . model_class , self . prefix ) else : name = func . __name__ # check if there is a translation between default permi...
def request_add_sensor ( self , sock , msg ) : """add a sensor"""
self . add_sensor ( Sensor ( int , 'int_sensor%d' % len ( self . _sensors ) , 'descr' , 'unit' , params = [ - 10 , 10 ] ) ) return Message . reply ( 'add-sensor' , 'ok' )
def get_schema ( schema_type ) : '''Get a schema that can validate BSE JSON files The schema _ type represents the type of BSE JSON file to be validated , and can be ' component ' , ' element ' , ' table ' , ' metadata ' , or ' references ' .'''
schema_file = "{}-schema.json" . format ( schema_type ) file_path = os . path . join ( _default_schema_dir , schema_file ) if not os . path . isfile ( file_path ) : raise RuntimeError ( 'Schema file \'{}\' does not exist, is not readable, or is not a file' . format ( file_path ) ) return fileio . read_schema ( file...
def match ( self , path : str ) -> Tuple [ Optional [ Dict [ str , Any ] ] , bool ] : """Check if the path matches this Rule . If it does it returns a dict of matched and converted values , otherwise None is returned ."""
match = self . _pattern . match ( path ) if match is not None : # If the route is a branch ( not leaf ) and the path is # missing a trailing slash then it needs one to be # considered a match in the strict slashes mode . needs_slash = ( self . strict_slashes and not self . is_leaf and match . groupdict ( ) [ '__sla...
def _event_to_pb ( event ) : """Supports converting internal TaskData and WorkerData , as well as celery Task and Worker to proto buffers messages . Args : event ( Union [ TaskData | Task | WorkerData | Worker ] ) : Returns : ProtoBuf object"""
if isinstance ( event , ( TaskData , Task ) ) : key , klass = 'task' , clearly_pb2 . TaskMessage elif isinstance ( event , ( WorkerData , Worker ) ) : key , klass = 'worker' , clearly_pb2 . WorkerMessage else : raise ValueError ( 'unknown event' ) keys = klass . DESCRIPTOR . fields_by_name . keys ( ) # noin...
def sendcommand ( self , cmd , opt = None ) : "Send a telnet command ( IAC )"
if cmd in [ DO , DONT ] : if not self . DOOPTS . has_key ( opt ) : self . DOOPTS [ opt ] = None if ( ( ( cmd == DO ) and ( self . DOOPTS [ opt ] != True ) ) or ( ( cmd == DONT ) and ( self . DOOPTS [ opt ] != False ) ) ) : self . DOOPTS [ opt ] = ( cmd == DO ) self . writecooked ( IAC + ...
def _merge_many_to_one_field ( self , main_infos , prop , result ) : """* Find the foreignkey associated to the current relationship * Get its title * Remove this fkey field from the export : param dict main _ infos : The datas collected about the relationship : param obj prop : The property mapper of the r...
title = None # We first find the related foreignkey to get the good title rel_base = list ( prop . local_columns ) [ 0 ] related_fkey_name = rel_base . name if not main_infos . get ( 'keep_key' , False ) : for val in result : if val [ 'name' ] == related_fkey_name : title = val [ 'label' ] ...
def sync_type ( ks_name , type_model , connection = None ) : """Inspects the type _ model and creates / updates the corresponding type . Note that the attributes removed from the type _ model are not deleted on the database ( this operation is not supported ) . They become effectively ignored by ( will not show...
if not _allow_schema_modification ( ) : return if not issubclass ( type_model , UserType ) : raise CQLEngineException ( "Types must be derived from base UserType." ) _sync_type ( ks_name , type_model , connection = connection )
def _GetArgsFromRequest ( self , request , method_metadata , route_args ) : """Builds args struct out of HTTP request ."""
format_mode = GetRequestFormatMode ( request , method_metadata ) if request . method in [ "GET" , "HEAD" ] : if method_metadata . args_type : unprocessed_request = request . args if hasattr ( unprocessed_request , "dict" ) : unprocessed_request = unprocessed_request . dict ( ) ar...
def draw ( self ) : """Draw guide Returns out : matplotlib . offsetbox . Offsetbox A drawing of this legend"""
obverse = slice ( 0 , None ) reverse = slice ( None , None , - 1 ) nbreak = len ( self . key ) themeable = self . theme . figure . _themeable # When there is more than one guide , we keep # record of all of them using lists if 'legend_title' not in themeable : themeable [ 'legend_title' ] = [ ] if 'legend_text_lege...
def wait_socket ( host , port , timeout = 120 ) : '''Wait for socket opened on remote side . Return False after timeout'''
return wait_result ( lambda : check_socket ( host , port ) , True , timeout )
def merge_scores ( self , df_addition , reference_markers = 'all' , addition_markers = 'all' , on = [ 'project_name' , 'sample_name' , 'frame_name' , 'cell_index' ] ) : """Combine CellDataFrames that differ by score composition Args : df _ addition ( CellDataFrame ) : The CellDataFrame to merge scores in from ...
if isinstance ( reference_markers , str ) : reference_markers = self . scored_names elif reference_markers is None : reference_markers = [ ] if isinstance ( addition_markers , str ) : addition_markers = df_addition . scored_names elif addition_markers is None : addition_markers = [ ] df_addition = df_ad...
def parents ( self , p_todo , p_only_direct = False ) : """Returns a list of parent todos that ( in ) directly depend on the given todo ."""
parents = self . _depgraph . incoming_neighbors ( hash ( p_todo ) , not p_only_direct ) return [ self . _tododict [ parent ] for parent in parents ]
def get_overlay_data_start_offset ( self ) : """Get the offset of data appended to the file and not contained within the area described in the headers ."""
largest_offset_and_size = ( 0 , 0 ) def update_if_sum_is_larger_and_within_file ( offset_and_size , file_size = len ( self . __data__ ) ) : if sum ( offset_and_size ) <= file_size and sum ( offset_and_size ) > sum ( largest_offset_and_size ) : return offset_and_size return largest_offset_and_size if has...
async def list ( self , * args , ** kwargs ) : '''Corresponds to GET request without a resource identifier , fetching documents from the database'''
limit = int ( kwargs . pop ( 'limit' , self . limit ) ) limit = 1000 if limit == 0 else limit # lets not go crazy here offset = int ( kwargs . pop ( 'offset' , self . offset ) ) projection = None # perform full text search or standard filtering if self . _meta . fts_operator in kwargs . keys ( ) : filters = { '$tex...
def add_contact ( self , segment_id , contact_id ) : """Add a contact to the segment : param segment _ id : int Segment ID : param contact _ id : int Contact ID : return : dict | str"""
response = self . _client . session . post ( '{url}/{segment_id}/contact/add/{contact_id}' . format ( url = self . endpoint_url , segment_id = segment_id , contact_id = contact_id ) ) return self . process_response ( response )
def m2eul ( r , axis3 , axis2 , axis1 ) : """Factor a rotation matrix as a product of three rotations about specified coordinate axes . http : / / naif . jpl . nasa . gov / pub / naif / toolkit _ docs / C / cspice / m2eul _ c . html : param r : A rotation matrix to be factored : type r : 3x3 - Element Array...
r = stypes . toDoubleMatrix ( r ) axis3 = ctypes . c_int ( axis3 ) axis2 = ctypes . c_int ( axis2 ) axis1 = ctypes . c_int ( axis1 ) angle3 = ctypes . c_double ( ) angle2 = ctypes . c_double ( ) angle1 = ctypes . c_double ( ) libspice . m2eul_c ( r , axis3 , axis2 , axis1 , ctypes . byref ( angle3 ) , ctypes . byref ( ...
def parse_args ( self , args = None , namespace = None , config_file_contents = None , env_vars = os . environ ) : """Supports all the same args as the ArgumentParser . parse _ args ( . . ) , as well as the following additional args . Additional Args : args : a list of args as in argparse , or a string ( eg ....
args , argv = self . parse_known_args ( args = args , namespace = namespace , config_file_contents = config_file_contents , env_vars = env_vars ) if argv : self . error ( 'unrecognized arguments: %s' % ' ' . join ( argv ) ) return args
def insert ( self , i , tab_index ) : """Insert the widget ( at tab index ) in the position i ( index ) ."""
_id = id ( self . editor . tabs . widget ( tab_index ) ) self . history . insert ( i , _id )
def corr_dim ( data , emb_dim , rvals = None , dist = rowwise_euclidean , fit = "RANSAC" , debug_plot = False , debug_data = False , plot_file = None ) : """Calculates the correlation dimension with the Grassberger - Procaccia algorithm Explanation of correlation dimension : The correlation dimension is a chara...
data = np . asarray ( data ) # TODO what are good values for r ? # TODO do this for multiple values of emb _ dim ? if rvals is None : sd = np . std ( data ) rvals = logarithmic_r ( 0.1 * sd , 0.5 * sd , 1.03 ) n = len ( data ) orbit = delay_embedding ( data , emb_dim , lag = 1 ) dists = np . array ( [ dist ( or...
def breakpoint ( args ) : """% prog breakpoint mstmap . input > breakpoints . bed Find scaffold breakpoints using genetic map . Use variation . vcf . mstmap ( ) to generate the input for this routine ."""
from jcvi . utils . iter import pairwise p = OptionParser ( breakpoint . __doc__ ) p . add_option ( "--diff" , default = .1 , type = "float" , help = "Maximum ratio of differences allowed [default: %default]" ) opts , args = p . parse_args ( args ) if len ( args ) != 1 : sys . exit ( not p . print_help ( ) ) mstmap...
def ip_hide_as_path_holder_as_path_access_list_seq_keyword ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) ip = ET . SubElement ( config , "ip" , xmlns = "urn:brocade.com:mgmt:brocade-common-def" ) hide_as_path_holder = ET . SubElement ( ip , "hide-as-path-holder" , xmlns = "urn:brocade.com:mgmt:brocade-ip-policy" ) as_path = ET . SubElement ( hide_as_path_holder , "as-path" ) access_list ...
def validate_enum_attribute ( self , attribute : str , candidates : Set [ Union [ str , int , float ] ] ) -> None : """Validates that the attribute value is among the candidates"""
self . add_errors ( validate_enum_attribute ( self . fully_qualified_name , self . _spec , attribute , candidates ) )
def check_time_param ( t ) : """Check whether a string sent in matches the ISO8601 format . If a Datetime object is passed instead , it will be converted into an ISO8601 compliant string . : param t : the datetime to check : type t : string or Datetime : rtype : string"""
if type ( t ) is str : if not ISO . match ( t ) : raise ValueError ( 'Date string "%s" does not match ISO8601 format' % ( t ) ) return t else : return t . isoformat ( )
def create ( self , bundle , container_id = None , empty_process = False , log_path = None , pid_file = None , sync_socket = None , log_format = "kubernetes" ) : '''use the client to create a container from a bundle directory . The bundle directory should have a config . json . You must be the root user to crea...
return self . _run ( bundle , container_id = container_id , empty_process = empty_process , log_path = log_path , pid_file = pid_file , sync_socket = sync_socket , command = "create" , log_format = log_format )
def quick_mapper ( table : Table ) -> Type [ DeclarativeMeta ] : """Makes a new SQLAlchemy mapper for an existing table . See http : / / www . tylerlesmann . com / 2009 / apr / 27 / copying - databases - across - platforms - sqlalchemy / Args : table : SQLAlchemy : class : ` Table ` object Returns : a :...
# noqa # noinspection PyPep8Naming Base = declarative_base ( ) class GenericMapper ( Base ) : __table__ = table # noinspection PyTypeChecker return GenericMapper
def Parse ( self , stat , unused_knowledge_base ) : """Parse the key currentcontrolset output ."""
value = stat . registry_data . GetValue ( ) if not str ( value ) . isdigit ( ) or int ( value ) > 999 or int ( value ) < 0 : raise parser . ParseError ( "Invalid value for CurrentControlSet key %s" % value ) yield rdfvalue . RDFString ( "HKEY_LOCAL_MACHINE\\SYSTEM\\ControlSet%03d" % int ( value ) )
def eeg_name_frequencies ( freqs ) : """Name frequencies according to standart classifications . Parameters freqs : list or numpy . array list of floats containing frequencies to classify . Returns freqs _ names : list Named frequencies Example > > > import neurokit as nk > > > nk . eeg _ name _ f...
freqs = list ( freqs ) freqs_names = [ ] for freq in freqs : if freq < 1 : freqs_names . append ( "UltraLow" ) elif freq <= 3 : freqs_names . append ( "Delta" ) elif freq <= 7 : freqs_names . append ( "Theta" ) elif freq <= 9 : freqs_names . append ( "Alpha1/Mu" ) eli...
def double_ell_distance ( mjr0 , mnr0 , pa0 , mjr1 , mnr1 , pa1 , dx , dy ) : """Given two ellipses separated by * dx * and * dy * , compute their separation in terms of σ . Based on Pineau et al ( 2011A & A . . . 527A . 126P ) . The " 0 " ellipse is taken to be centered at ( 0 , 0 ) , while the " 1" ellipse ...
# 1 . We need to rotate the frame so that ellipse 1 lies on the X axis . theta = - np . arctan2 ( dy , dx ) # 2 . We also need to express these rotated ellipses in " biv " format . sx0 , sy0 , cxy0 = ellbiv ( mjr0 , mnr0 , pa0 + theta ) sx1 , sy1 , cxy1 = ellbiv ( mjr1 , mnr1 , pa1 + theta ) # 3 . Their convolution is ...
def log_filenos ( log , cloexec = True ) : """Identify the filenos ( unix file descriptors ) of a logging object . This is most commonly used to avoid closing the log file descriptors after a fork so information can be logged before an exec ( ) . To prevent conficts and potential hangs , the default is to set...
filenos = [ ] try : for handler in log . handlers : for name in dir ( handler ) : attr = getattr ( handler , name , None ) if attr and hasattr ( attr , 'fileno' ) and callable ( attr . fileno ) : filenos . append ( attr . fileno ( ) ) for fd in filenos : f...
def compute ( self , config , budget , working_directory , * args , ** kwargs ) : """Simple example for a compute function using a feed forward network . It is trained on the MNIST dataset . The input parameter " config " ( dictionary ) contains the sampled configurations passed by the bohb optimizer"""
model = Sequential ( ) model . add ( Conv2D ( config [ 'num_filters_1' ] , kernel_size = ( 3 , 3 ) , activation = 'relu' , input_shape = self . input_shape ) ) model . add ( MaxPooling2D ( pool_size = ( 2 , 2 ) ) ) if config [ 'num_conv_layers' ] > 1 : model . add ( Conv2D ( config [ 'num_filters_2' ] , kernel_size...
def read ( self , path ) : """Read EPW weather data from path . Args : path ( str ) : path to read weather data from"""
with open ( path , "r" ) as f : for line in f : line = line . strip ( ) match_obj_name = re . search ( r"^([A-Z][A-Z/ \d]+)," , line ) if match_obj_name is not None : internal_name = match_obj_name . group ( 1 ) if internal_name in self . _data : self ...
def LaplaceCentreWeight ( self ) : """Centre weighting matrix for TV Laplacian ."""
sz = [ 1 , ] * self . S . ndim for ax in self . axes : sz [ ax ] = self . S . shape [ ax ] lcw = 2 * len ( self . axes ) * np . ones ( sz , dtype = self . dtype ) for ax in self . axes : lcw [ ( slice ( None ) , ) * ax + ( [ 0 , - 1 ] , ) ] -= 1.0 return lcw
def add_context ( self , name , cluster_name = None , user_name = None , namespace_name = None , ** attrs ) : """Add a context to config ."""
if self . context_exists ( name ) : raise KubeConfError ( "context with the given name already exists." ) contexts = self . get_contexts ( ) # Add parameters . new_context = { 'name' : name , 'context' : { } } # Add attributes attrs_ = new_context [ 'context' ] if cluster_name is not None : attrs_ [ 'cluster' ]...
def Read ( self , timeout = None ) : '''Reads the context menu : param timeout : Optional . Any value other than None indicates a non - blocking read : return :'''
if not self . Shown : self . Shown = True self . TrayIcon . show ( ) if timeout is None : self . App . exec_ ( ) elif timeout == 0 : self . App . processEvents ( ) else : self . timer = start_systray_read_timer ( self , timeout ) self . App . exec_ ( ) if self . timer : stop_timer ( ...
def index ( ) : """Display list of the user ' s repositories ."""
github = GitHubAPI ( user_id = current_user . id ) token = github . session_token ctx = dict ( connected = False ) if token : # The user is authenticated and the token we have is still valid . if github . account . extra_data . get ( 'login' ) is None : github . init_account ( ) db . session . commi...
def coords_by_dimension ( self , dimensions = 3 ) : """Returns fitted coordinates in specified number of dimensions , and the amount of variance explained )"""
coords_matrix = self . vecs [ : , : dimensions ] varexp = self . cve [ dimensions - 1 ] return coords_matrix , varexp
def emit ( self , action , payload ) : """Emit action with payload via ` requests . post ` ."""
url = self . get_emit_api ( action ) headers = { 'User-Agent' : 'rio/%s' % VERSION , 'X-Rio-Protocol' : '1' , } args = dict ( url = url , json = payload , headers = headers , timeout = self . timeout , ) resp = requests . post ( ** args ) data = resp . json ( ) is_success = resp . status_code == 200 result = dict ( is_...
def carve ( self , freespace = True ) : """Call this method to carve the free space of the volume for ( deleted ) files . Note that photorec has its own interface that temporarily takes over the shell . : param freespace : indicates whether the entire volume should be carved ( False ) or only the free space ( T...
self . _make_mountpoint ( var_name = 'carve' , suffix = "carve" , in_paths = True ) # if no slot , we need to make a loopback that we can use to carve the volume loopback_was_created_for_carving = False if not self . slot : if not self . loopback : self . _find_loopback ( ) # Can ' t carve if volume...
def serial_udb_extra_f8_encode ( self , sue_HEIGHT_TARGET_MAX , sue_HEIGHT_TARGET_MIN , sue_ALT_HOLD_THROTTLE_MIN , sue_ALT_HOLD_THROTTLE_MAX , sue_ALT_HOLD_PITCH_MIN , sue_ALT_HOLD_PITCH_MAX , sue_ALT_HOLD_PITCH_HIGH ) : '''Backwards compatible version of SERIAL _ UDB _ EXTRA F8 : format sue _ HEIGHT _ TARGET _ ...
return MAVLink_serial_udb_extra_f8_message ( sue_HEIGHT_TARGET_MAX , sue_HEIGHT_TARGET_MIN , sue_ALT_HOLD_THROTTLE_MIN , sue_ALT_HOLD_THROTTLE_MAX , sue_ALT_HOLD_PITCH_MIN , sue_ALT_HOLD_PITCH_MAX , sue_ALT_HOLD_PITCH_HIGH )
def get_provider_name ( driver ) : """Return the provider name from the driver class : param driver : obj : return : str"""
kls = driver . __class__ . __name__ for d , prop in DRIVERS . items ( ) : if prop [ 1 ] == kls : return d return None
def bivnorm ( sx , sy , cxy ) : """Given the parameters of a Gaussian bivariate distribution , compute the correct normalization for the equivalent 2D Gaussian . It ' s 1 / ( 2 pi sqrt ( sx * * 2 sy * * 2 - cxy * * 2 ) . This function adds a lot of sanity checking . Inputs : * sx : standard deviation ( not ...
_bivcheck ( sx , sy , cxy ) from numpy import pi , sqrt t = ( sx * sy ) ** 2 - cxy ** 2 if t <= 0 : raise ValueError ( 'covariance just barely out of bounds ' '(sx=%.10e, sy=%.10e, cxy=%.10e, cxy/sxsy=%.16f)' % ( sx , sy , cxy , cxy / ( sx * sy ) ) ) return ( 2 * pi * sqrt ( t ) ) ** - 1
def _get_dense_tensor ( self , inputs , weight_collections = None , trainable = None ) : """Returns a ` Tensor ` ."""
del weight_collections text_batch = tf . reshape ( inputs . get ( self ) , shape = [ - 1 ] ) m = module . Module ( self . module_spec , trainable = self . trainable and trainable ) return m ( text_batch )
def index_exists ( self , table : str , indexname : str ) -> bool : """Does an index exist ? ( Specific to MySQL . )"""
# MySQL : sql = ( "SELECT COUNT(*) FROM information_schema.statistics" " WHERE table_name=? AND index_name=?" ) row = self . fetchone ( sql , table , indexname ) return True if row [ 0 ] >= 1 else False
def parse ( self , rrstr ) : # type : ( bytes ) - > None '''Parse a Rock Ridge Continuation Entry record out of a string . Parameters : rrstr - The string to parse the record out of . Returns : Nothing .'''
if self . _initialized : raise pycdlibexception . PyCdlibInternalError ( 'CE record already initialized!' ) ( su_len , su_entry_version_unused , bl_cont_area_le , bl_cont_area_be , offset_cont_area_le , offset_cont_area_be , len_cont_area_le , len_cont_area_be ) = struct . unpack_from ( '=BBLLLLLL' , rrstr [ : 28 ]...
def _set_ecmp ( self , v , load = False ) : """Setter method for ecmp , mapped from YANG variable / rbridge _ id / fabric / ecmp ( container ) If this variable is read - only ( config : false ) in the source YANG file , then _ set _ ecmp is considered as a private method . Backends looking to populate this va...
if hasattr ( v , "_utype" ) : v = v . _utype ( v ) try : t = YANGDynClass ( v , base = ecmp . ecmp , is_container = 'container' , presence = False , yang_name = "ecmp" , rest_name = "ecmp" , parent = self , path_helper = self . _path_helper , extmethods = self . _extmethods , register_paths = True , extensions ...
def _parse_symbol ( self , sym ) : """Parse a string with a symbol to extract a string representing an element . Args : sym ( str ) : A symbol to be parsed . Returns : A string with the parsed symbol . None if no parsing was possible ."""
# Common representations for elements / water in cif files # TODO : fix inconsistent handling of water special = { "Hw" : "H" , "Ow" : "O" , "Wat" : "O" , "wat" : "O" , "OH" : "" , "OH2" : "" , "NO3" : "N" } parsed_sym = None # try with special symbols , otherwise check the first two letters , # then the first letter a...
def case_insensitive_update ( dct1 , dct2 ) : """Given two dicts , updates the first one with the second , but considers keys that are identical except for case to be the same . No return value ; this function modified dct1 similar to the update ( ) method ."""
lowkeys = dict ( [ ( key . lower ( ) , key ) for key in dct1 ] ) for key , val in dct2 . items ( ) : d1_key = lowkeys . get ( key . lower ( ) , key ) dct1 [ d1_key ] = val
def jsonify_assert ( asserted , message , status_code = 400 ) : """Asserts something is true , aborts the request if not ."""
if asserted : return try : raise AssertionError ( message ) except AssertionError , e : stack = traceback . extract_stack ( ) stack . pop ( ) logging . error ( 'Assertion failed: %s\n%s' , str ( e ) , '' . join ( traceback . format_list ( stack ) ) ) abort ( jsonify_error ( e , status_code = sta...
def loadVectorsFromFile ( self , filename , cols = None , everyNrows = 1 , delim = ' ' , checkEven = 1 , patterned = 0 ) : """Deprecated ."""
fp = open ( filename , "r" ) line = fp . readline ( ) lineno = 0 lastLength = None data = [ ] while line : if lineno % everyNrows == 0 : if patterned : linedata1 = [ x for x in line . strip ( ) . split ( delim ) ] else : linedata1 = [ float ( x ) for x in line . strip ( ) . s...
def create_log_entry ( self , log_entry_form ) : """Creates a new ` ` LogEntry ` ` . arg : log _ entry _ form ( osid . logging . LogEntryForm ) : the form for this ` ` LogEntry ` ` return : ( osid . logging . LogEntry ) - the new ` ` LogEntry ` ` raise : IllegalState - ` ` log _ entry _ form ` ` already use...
collection = JSONClientValidated ( 'logging' , collection = 'LogEntry' , runtime = self . _runtime ) if not isinstance ( log_entry_form , ABCLogEntryForm ) : raise errors . InvalidArgument ( 'argument type is not an LogEntryForm' ) if log_entry_form . is_for_update ( ) : raise errors . InvalidArgument ( 'the Lo...
def get_calendar ( self , calendar_id = None , calendar_name = None ) : """Returns a calendar by it ' s id or name : param str calendar _ id : the calendar id to be retrieved . : param str calendar _ name : the calendar name to be retrieved . : return : calendar for the given info : rtype : Calendar"""
if calendar_id and calendar_name : raise RuntimeError ( 'Provide only one of the options' ) if not calendar_id and not calendar_name : raise RuntimeError ( 'Provide one of the options' ) if calendar_id : # get calendar by it ' s id url = self . build_url ( self . _endpoints . get ( 'get_calendar' ) . format...
def oauth_logout_handler ( sender_app , user = None ) : """Remove all access tokens from session on logout ."""
oauth = current_app . extensions [ 'oauthlib.client' ] for remote in oauth . remote_apps . values ( ) : token_delete ( remote ) db . session . commit ( )
def get_language ( ) : """Return an active language code that is guaranteed to be in settings . LANGUAGES ( Django does not seem to guarantee this for us ) ."""
lang = _get_language ( ) if lang is None : # Django > = 1.8 return settings . DEFAULT_LANGUAGE if lang not in settings . AVAILABLE_LANGUAGES and '-' in lang : lang = lang . split ( '-' ) [ 0 ] if lang in settings . AVAILABLE_LANGUAGES : return lang return settings . DEFAULT_LANGUAGE
def _cache ( self , key , val ) : """Request that a key / value pair be considered for caching ."""
cache_size = ( 1 if util . dimensionless_contents ( self . streams , self . kdims ) else self . cache_size ) if len ( self ) >= cache_size : first_key = next ( k for k in self . data ) self . data . pop ( first_key ) self [ key ] = val
def _parse_splits ( patch , splits ) : """Parse splits string to get list of all associated subset strings . Parameters patch : obj Patch object containing data to subset splits : str Specifies how a column of a dataset should be split . See Notes . Returns list List of subset strings derived from s...
split_list = splits . replace ( ' ' , '' ) . split ( ';' ) subset_list = [ ] # List of all subset strings for split in split_list : col , val = split . split ( ':' ) if val == 'split' : uniques = [ ] for level in patch . table [ col ] : if level not in uniques : uniqu...
def set_cloexec ( fd ) : """Set the file descriptor ` fd ` to automatically close on : func : ` os . execve ` . This has no effect on file descriptors inherited across : func : ` os . fork ` , they must be explicitly closed through some other means , such as : func : ` mitogen . fork . on _ fork ` ."""
flags = fcntl . fcntl ( fd , fcntl . F_GETFD ) assert fd > 2 fcntl . fcntl ( fd , fcntl . F_SETFD , flags | fcntl . FD_CLOEXEC )
def get_composite_field_value ( self , name ) : """Return the form / formset instance for the given field name ."""
field = self . composite_fields [ name ] if hasattr ( field , 'get_form' ) : return self . forms [ name ] if hasattr ( field , 'get_formset' ) : return self . formsets [ name ]
def xpath ( self , query ) : """Run Xpath expression and parse the resulting elements . Don ' t forget to use the FoLiA namesapace in your expressions , using folia : or the short form f :"""
for result in self . tree . xpath ( query , namespaces = { 'f' : 'http://ilk.uvt.nl/folia' , 'folia' : 'http://ilk.uvt.nl/folia' } ) : yield self . parsexml ( result )
def get_connection_id ( self , conn_or_int_id ) : """Get the connection id . Args : conn _ or _ int _ id ( int , string ) : The external integer connection id or and internal string connection id Returns : dict : The context data associated with that connection or None if it cannot be found . Raises :...
key = conn_or_int_id if isinstance ( key , str ) : table = self . _int_connections elif isinstance ( key , int ) : table = self . _connections else : raise ArgumentError ( "You must supply either an int connection id or a string internal id to _get_connection_state" , id = key ) try : data = table [ key...
def generate_report ( self , components , output_folder = None , iface = None , ordered_layers_uri = None , legend_layers_uri = None , use_template_extent = False ) : """Generate Impact Report independently by the Impact Function . : param components : Report components to be generated . : type components : lis...
# iface set up , in case IF run from test if not iface : iface = IFACE error_code = None message = None population_found = False population_impact_function = None for impact_function in self . impact_functions : exposure_keywords = impact_function . provenance [ 'exposure_keywords' ] exposure_type = definit...
def validCtxtNormalizeAttributeValue ( self , doc , elem , name , value ) : """Does the validation related extra step of the normalization of attribute values : If the declared value is not CDATA , then the XML processor must further process the normalized attribute value by discarding any leading and trailin...
if doc is None : doc__o = None else : doc__o = doc . _o if elem is None : elem__o = None else : elem__o = elem . _o ret = libxml2mod . xmlValidCtxtNormalizeAttributeValue ( self . _o , doc__o , elem__o , name , value ) return ret
def _add_vertex_attributes_by_genes ( self , genes : List [ Gene ] ) -> None : """Assign values to attributes on vertices . : param genes : A list of Gene objects from which values will be extracted ."""
for gene in genes : try : vertex = self . graph . vs . find ( name = str ( gene . entrez_id ) ) . index self . graph . vs [ vertex ] [ 'l2fc' ] = gene . log2_fold_change self . graph . vs [ vertex ] [ 'symbol' ] = gene . symbol self . graph . vs [ vertex ] [ 'padj' ] = gene . padj ...
def _fetchAllChildren ( self ) : """Fetches all sub groups and variables that this group contains ."""
assert self . _ncGroup is not None , "dataset undefined (file not opened?)" assert self . canFetchChildren ( ) , "canFetchChildren must be True" childItems = [ ] # Add dimensions for dimName , ncDim in self . _ncGroup . dimensions . items ( ) : childItems . append ( NcdfDimensionRti ( ncDim , nodeName = dimName , f...
def sort ( self ) : """Consolidate adjacent lines , if same commit ID . Will modify line number to be a range , when two or more lines with the same commit ID ."""
self . sorted_commits = [ ] if not self . commits : return self . sorted_commits prev_commit = self . commits . pop ( 0 ) prev_line = prev_commit . line_number prev_uuid = prev_commit . uuid for commit in self . commits : if ( commit . uuid != prev_uuid or commit . line_number != ( prev_line + 1 ) ) : p...
def unpack ( regex ) : """Remove the outermost parens , keep the ( ? P . . . ) one > > > unpack ( r ' ( abc ) ' ) ' abc ' > > > unpack ( r ' ( ? : abc ) ' ) ' abc ' > > > unpack ( r ' ( ? P < xyz > abc ) ' ) ' ( ? P < xyz > abc ) ' > > > unpack ( r ' [ abc ] ' ) ' [ abc ] '"""
if is_packed ( regex ) and not regex . startswith ( '(?P<' ) : return re . sub ( r'^\((\?:)?(?P<content>.*?)\)$' , r'\g<content>' , regex ) else : return regex
def remove_bond ( self , particle_pair ) : """Deletes a bond between a pair of Particles Parameters particle _ pair : indexable object , length = 2 , dtype = mb . Compound The pair of Particles to remove the bond between"""
from mbuild . port import Port if self . root . bond_graph is None or not self . root . bond_graph . has_edge ( * particle_pair ) : warn ( "Bond between {} and {} doesn't exist!" . format ( * particle_pair ) ) return self . root . bond_graph . remove_edge ( * particle_pair ) bond_vector = particle_pair [ 0 ] . ...
def create_jinja_environment ( self ) : """Creates the Jinja2 environment based on : attr : ` jinja _ options ` and : meth : ` select _ jinja _ autoescape ` . Since 0.7 this also adds the Jinja2 globals and filters after initialization . Override this function to customize the behavior ."""
options = dict ( self . jinja_options ) if 'autoescape' not in options : options [ 'autoescape' ] = self . select_jinja_autoescape rv = SandboxedEnvironment ( self , ** options ) rv . globals . update ( url_for = url_for , get_flashed_messages = get_flashed_messages , config = self . config , # FIXME : Sandboxed te...
def _check_preferences ( prefs , pref_type = None ) : """Check cipher , digest , and compression preference settings . MD5 is not allowed . This is ` not 1994 ` _ _ . SHA1 is allowed _ grudgingly _ . _ _ http : / / www . cs . colorado . edu / ~ jrblack / papers / md5e - full . pdf . . _ allowed : http : / / e...
if prefs is None : return cipher = frozenset ( [ 'AES256' , 'AES192' , 'AES128' , 'CAMELLIA256' , 'CAMELLIA192' , 'TWOFISH' , '3DES' ] ) digest = frozenset ( [ 'SHA512' , 'SHA384' , 'SHA256' , 'SHA224' , 'RMD160' , 'SHA1' ] ) compress = frozenset ( [ 'BZIP2' , 'ZLIB' , 'ZIP' , 'Uncompressed' ] ) trust = frozenset (...
async def change_mode ( self , area , new_mode ) : """Set / unset / part set an area ."""
if not isinstance ( new_mode , AreaMode ) : raise TypeError ( "new_mode must be an AreaMode" ) AREA_MODE_COMMAND_MAP = { AreaMode . UNSET : 'unset' , AreaMode . PART_SET_A : 'set_a' , AreaMode . PART_SET_B : 'set_b' , AreaMode . FULL_SET : 'set' } if isinstance ( area , Area ) : area_id = area . id else : a...
def _submit ( self ) : '''submit a uservoice ticket . When we get here we should have : { ' user _ prompt _ issue ' : ' I want to do the thing . ' , ' record _ asciinema ' : ' / tmp / helpme . 93o _ _ nt5 . json ' , ' record _ environment ' : ( ( 1,1 ) , ( 2,2 ) . . . ( N , N ) ) } Required Client Variables...
# Step 0 : Authenticate with uservoice API self . authenticate ( ) title = "HelpMe UserVoice Ticket: %s" % ( self . run_id ) body = self . data [ 'user_prompt_issue' ] # Step 1 : Environment envars = self . data . get ( 'record_environment' ) if envars not in [ None , '' , [ ] ] : body += '\n\nEnvironment:\n' f...
def subprogram_signature ( vo , fullname = None ) : '''Generate a signature string Args : vo ( VhdlFunction , VhdlProcedure ) : Subprogram object Returns : Signature string .'''
if fullname is None : fullname = vo . name if isinstance ( vo , VhdlFunction ) : plist = ',' . join ( p . data_type for p in vo . parameters ) sig = '{}[{} return {}]' . format ( fullname , plist , vo . return_type ) else : # procedure plist = ',' . join ( p . data_type for p in vo . parameters ) si...
def set_probe_file_name ( self , checked ) : """sets the filename to which the probe logging function will write Args : checked : boolean ( True : opens file ) ( False : closes file )"""
if checked : file_name = os . path . join ( self . gui_settings [ 'probes_log_folder' ] , '{:s}_probes.csv' . format ( datetime . datetime . now ( ) . strftime ( '%y%m%d-%H_%M_%S' ) ) ) if os . path . isfile ( file_name ) == False : self . probe_file = open ( file_name , 'a' ) new_values = self ...
def initialize ( self ) : """Initializes important node values to zero for each node in the layer ( target , error , activation , dbias , delta , netinput , bed ) ."""
self . randomize ( ) self . dweight = Numeric . zeros ( self . size , 'f' ) self . delta = Numeric . zeros ( self . size , 'f' ) self . wed = Numeric . zeros ( self . size , 'f' ) self . wedLast = Numeric . zeros ( self . size , 'f' ) self . target = Numeric . zeros ( self . size , 'f' ) self . error = Numeric . zeros ...
def make_tarball ( tarball_fname , directory , cwd = None ) : "create a tarball from a directory"
if tarball_fname . endswith ( '.gz' ) : opts = 'czf' else : opts = 'cf' args = [ '/bin/tar' , opts , tarball_fname , directory ] process_command ( args , cwd = cwd )
def setiddname ( cls , iddname , testing = False ) : """Set the path to the EnergyPlus IDD for the version of EnergyPlus which is to be used by eppy . Parameters iddname : str Path to the IDD file . testing : bool Flag to use if running tests since we may want to ignore the ` IDDAlreadySetError ` . ...
if cls . iddname == None : cls . iddname = iddname cls . idd_info = None cls . block = None elif cls . iddname == iddname : pass else : if testing == False : errortxt = "IDD file is set to: %s" % ( cls . iddname , ) raise IDDAlreadySetError ( errortxt )
def _infer_binary_operation ( left , right , binary_opnode , context , flow_factory ) : """Infer a binary operation between a left operand and a right operand This is used by both normal binary operations and augmented binary operations , the only difference is the flow factory used ."""
context , reverse_context = _get_binop_contexts ( context , left , right ) left_type = helpers . object_type ( left ) right_type = helpers . object_type ( right ) methods = flow_factory ( left , left_type , binary_opnode , right , right_type , context , reverse_context ) for method in methods : try : result...
def _check_outcome_validity ( self , check_outcome ) : """Checks the validity of an outcome Checks whether the id or the name of the outcome is already used by another outcome within the state . : param rafcon . core . logical _ port . Outcome check _ outcome : The outcome to be checked : return bool validity...
for outcome_id , outcome in self . outcomes . items ( ) : # Do not compare outcome with itself when checking for existing name / id if check_outcome is not outcome : if check_outcome . outcome_id == outcome_id : return False , "outcome id '{0}' existing in state" . format ( check_outcome . outco...
def add ( self , dimlist , dimvalues ) : '''add dimensions : parameter dimlist : list of dimensions : parameter dimvalues : list of values for dimlist'''
for i , d in enumerate ( dimlist ) : self [ d ] = dimvalues [ i ] self . set_ndims ( )
def join_configs ( configs ) : """Join all config files into one config ."""
joined_config = { } for config in configs : joined_config . update ( yaml . load ( config ) ) return joined_config
def is_same_host ( self , url ) : """Check if the given ` ` url ` ` is a member of the same host as this connection pool ."""
if url . startswith ( '/' ) : return True # TODO : Add optional support for socket . gethostbyname checking . scheme , host , port = get_host ( url ) host = _ipv6_host ( host ) . lower ( ) # Use explicit default port for comparison when none is given if self . port and not port : port = port_by_scheme . get ( s...
def create_storage_container ( kwargs = None , storage_conn = None , call = None ) : '''. . versionadded : : 2015.8.0 Create a storage container CLI Example : . . code - block : : bash salt - cloud - f create _ storage _ container my - azure name = mycontainer name : Name of container to create . meta...
if call != 'function' : raise SaltCloudSystemExit ( 'The create_storage_container function must be called with -f or --function.' ) if not storage_conn : storage_conn = get_storage_conn ( conn_kwargs = kwargs ) try : storage_conn . create_container ( container_name = kwargs [ 'name' ] , x_ms_meta_name_value...
def buff_internal_eval ( params ) : """Builds and evaluates BUFF internal energy of a model in parallelization Parameters params : list Tuple containing the specification to be built , the sequence and the parameters for model building . Returns model . bude _ score : float BUFF internal energy score ...
specification , sequence , parsed_ind = params model = specification ( * parsed_ind ) model . build ( ) model . pack_new_sequences ( sequence ) return model . buff_internal_energy . total_energy
async def fromURL ( cls , url , * , credentials = None , insecure = False ) : """Return a ` SessionAPI ` for a given MAAS instance ."""
try : description = await helpers . fetch_api_description ( url , insecure = insecure ) except helpers . RemoteError as error : # For now just re - raise as SessionError . raise SessionError ( str ( error ) ) else : session = cls ( description , credentials ) session . insecure = insecure return ses...
def assure_check ( fnc ) : """Converts an checkID passed as the check to a CloudMonitorCheck object ."""
@ wraps ( fnc ) def _wrapped ( self , check , * args , ** kwargs ) : if not isinstance ( check , CloudMonitorCheck ) : # Must be the ID check = self . _check_manager . get ( check ) return fnc ( self , check , * args , ** kwargs ) return _wrapped
def _preprocess_movie_lens ( ratings_df ) : """Separate the rating datafram into train and test sets . Filters out users with less than two distinct timestamps . Creates train set and test set . The test set contains all the last interactions of users with more than two distinct timestamps . Args : rating...
ratings_df [ "data" ] = 1.0 num_timestamps = ratings_df [ [ "userId" , "timestamp" ] ] . groupby ( "userId" ) . nunique ( ) last_user_timestamp = ratings_df [ [ "userId" , "timestamp" ] ] . groupby ( "userId" ) . max ( ) ratings_df [ "numberOfTimestamps" ] = ratings_df [ "userId" ] . apply ( lambda x : num_timestamps [...
def getargs ( ) : """Return a list of valid arguments ."""
parser = argparse . ArgumentParser ( description = 'Python Disk Usage Calculator.' ) parser . add_argument ( "path" , type = chkpath , nargs = '?' , default = "." , help = "A valid path." ) return parser . parse_args ( )
def getCitations ( self , field = None , values = None , pandasFriendly = True , counts = True ) : """Creates a pandas ready dict with each row a different citation the contained Records and columns containing the original string , year , journal , author ' s name and the number of times it occured . There are al...
retCites = [ ] if values is not None : if isinstance ( values , ( str , int , float ) ) or not isinstance ( values , collections . abc . Container ) : values = [ values ] for R in self : retCites += R . getCitations ( field = field , values = values , pandasFriendly = False ) if pandasFriendly : ret...
def headerData ( self , section , orientation , role ) : """Returns the header for a section ( row or column depending on orientation ) . Reimplemented from QAbstractTableModel to make the headers start at 0."""
if role == QtCore . Qt . DisplayRole : if orientation == Qt . Horizontal : return self . attrNames [ section ] else : return str ( section ) else : return None