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def FileEntryExistsByPathSpec ( self , path_spec ) : """Determines if a file entry for a path specification exists . Args : path _ spec ( PathSpec ) : path specification . Returns : bool : True if the file entry exists ."""
# Opening a file by inode number is faster than opening a file by location . tsk_file = None inode = getattr ( path_spec , 'inode' , None ) location = getattr ( path_spec , 'location' , None ) try : if inode is not None : tsk_file = self . _tsk_file_system . open_meta ( inode = inode ) elif location is ...
def make_qadapter ( ** kwargs ) : """Return the concrete : class : ` QueueAdapter ` class from a string . Note that one can register a customized version with : . . example : : from qadapters import SlurmAdapter class MyAdapter ( SlurmAdapter ) : QTYPE = " myslurm " # Add your customized code here # R...
# Get all known subclasses of QueueAdapter . d = { c . QTYPE : c for c in all_subclasses ( QueueAdapter ) } # Preventive copy before pop kwargs = copy . deepcopy ( kwargs ) qtype = kwargs [ "queue" ] . pop ( "qtype" ) return d [ qtype ] ( ** kwargs )
def pipeline_filepath ( pm , filename = None , suffix = None ) : """Derive path to file for managed pipeline . : param pypiper . PipelineManager | pypiper . Pipeline pm : Manager of a particular pipeline instance . : param str filename : Name of file for which to create full path based on pipeline ' s outpu...
if filename is None and suffix is None : raise TypeError ( "Provide filename and/or suffix to create " "path to a pipeline file." ) filename = ( filename or pm . name ) + ( suffix or "" ) # Note that Pipeline and PipelineManager define the same outfolder . # In fact , a Pipeline just references its manager ' s outf...
def add_reaction_constraints ( model , reactions , Constraint ) : """Add the stoichiometric coefficients as constraints . Parameters model : optlang . Model The transposed stoichiometric matrix representation . reactions : iterable Container of ` cobra . Reaction ` instances . Constraint : optlang . Con...
constraints = [ ] for rxn in reactions : expression = add ( [ c * model . variables [ m . id ] for m , c in rxn . metabolites . items ( ) ] ) constraints . append ( Constraint ( expression , lb = 0 , ub = 0 , name = rxn . id ) ) model . add ( constraints )
def call_api ( self , request_data , service , action , idempotency = False , ** kwargs ) : """This will call the adyen api . username , password , merchant _ account , and platform are pulled from root module level and or self object . AdyenResult will be returned on 200 response . Otherwise , an exception i...
if not self . http_init : self . http_client = HTTPClient ( self . app_name , self . USER_AGENT_SUFFIX , self . LIB_VERSION , self . http_force ) self . http_init = True # username at self object has highest priority . fallback to root module # and ensure that it is set . if self . xapikey : xapikey = self ...
def find_value_type ( global_ns , value_type_str ) : """implementation details"""
if not value_type_str . startswith ( '::' ) : value_type_str = '::' + value_type_str found = global_ns . decls ( name = value_type_str , function = lambda decl : not isinstance ( decl , calldef . calldef_t ) , allow_empty = True ) if not found : no_global_ns_value_type_str = value_type_str [ 2 : ] if no_glo...
def lambda_handler ( event , context ) : """Main handler ."""
email = event . get ( 'email' , None ) api_key = event . get ( 'api_key' , None ) if not ( api_key or email ) : msg = "Missing authentication parameters in your request" return { 'success' : False , 'message' : msg } indicators = list ( set ( event . get ( 'indicators' , list ( ) ) ) ) if len ( indicators ) == ...
def extract_rows ( self , result = { } , selector = '' , table_headers = [ ] , attr = '' , connector = '' , default = '' , verbosity = 0 , * args , ** kwargs ) : """Row data extraction for extract _ tabular"""
result_list = [ ] try : values = self . get_tree_tag ( selector ) if len ( table_headers ) >= len ( values ) : from itertools import izip_longest pairs = izip_longest ( table_headers , values , fillvalue = default ) else : from itertools import izip pairs = izip ( table_heade...
def fetch ( self ) : """Fetch a ReservationInstance : returns : Fetched ReservationInstance : rtype : twilio . rest . taskrouter . v1 . workspace . task . reservation . ReservationInstance"""
params = values . of ( { } ) payload = self . _version . fetch ( 'GET' , self . _uri , params = params , ) return ReservationInstance ( self . _version , payload , workspace_sid = self . _solution [ 'workspace_sid' ] , task_sid = self . _solution [ 'task_sid' ] , sid = self . _solution [ 'sid' ] , )
def kill ( self ) : """Remove the socket as it is no longer needed ."""
try : os . unlink ( self . server_address ) except OSError : if os . path . exists ( self . server_address ) : raise
def _Function ( self , t ) : """Handle function definitions"""
if t . decorators is not None : self . _fill ( "@" ) self . _dispatch ( t . decorators ) self . _fill ( "def " + t . name + "(" ) defaults = [ None ] * ( len ( t . argnames ) - len ( t . defaults ) ) + list ( t . defaults ) for i , arg in enumerate ( zip ( t . argnames , defaults ) ) : self . _write ( arg [...
def error ( self , msg = 'Program error: {err}' , exit = None ) : """Error handler factory This function takes a message with optional ` ` { err } ` ` placeholder and returns a function that takes an exception object , prints the error message to STDERR and optionally quits . If no message is supplied ( e ....
def handler ( exc ) : if msg : self . perr ( msg . format ( err = exc ) ) if exit is not None : self . quit ( exit ) return handler
def recordData ( self , measurementId , deviceId , data ) : """Passes the data to the handler . : param deviceId : the device the data comes from . : param measurementId : the measurement id . : param data : the data . : return : true if the data was handled ."""
am , handler = self . getDataHandler ( measurementId , deviceId ) if handler is not None : am . stillRecording ( deviceId , len ( data ) ) handler . handle ( data ) return True else : logger . error ( 'Received data for unknown handler ' + deviceId + '/' + measurementId ) return False
def __authenticate ( self ) : """Sends a json payload with the email and password in order to get the authentication api _ token to be used with the rest of the requests"""
if self . api_token : # verify current API token check_auth_uri = self . uri . split ( '/api/v1' ) [ 0 ] + '/check_token' req = self . request ( check_auth_uri ) try : ping = req . get ( ) . json ( ) except Exception as exc : if str ( exc ) . startswith ( 'User not authenticated' ) : ...
def filter ( self , chamber , congress = CURRENT_CONGRESS , ** kwargs ) : """Takes a chamber and Congress , OR state and district , returning a list of members"""
check_chamber ( chamber ) kwargs . update ( chamber = chamber , congress = congress ) if 'state' in kwargs and 'district' in kwargs : path = ( "members/{chamber}/{state}/{district}/" "current.json" ) . format ( ** kwargs ) elif 'state' in kwargs : path = ( "members/{chamber}/{state}/" "current.json" ) . format ...
def troll ( roll , dec , v2 , v3 ) : """Computes the roll angle at the target position based on : : the roll angle at the V1 axis ( roll ) , the dec of the target ( dec ) , and the V2 / V3 position of the aperture ( v2 , v3 ) in arcseconds . Based on the algorithm provided by Colin Cox that is used in Gen...
# Convert all angles to radians _roll = DEGTORAD ( roll ) _dec = DEGTORAD ( dec ) _v2 = DEGTORAD ( v2 / 3600. ) _v3 = DEGTORAD ( v3 / 3600. ) # compute components sin_rho = sqrt ( ( pow ( sin ( _v2 ) , 2 ) + pow ( sin ( _v3 ) , 2 ) ) - ( pow ( sin ( _v2 ) , 2 ) * pow ( sin ( _v3 ) , 2 ) ) ) rho = asin ( sin_rho ) beta ...
def mean ( self ) : """Mean of the distribution ."""
_self = self . _discard_value ( None ) if not _self . total ( ) : return None weighted_sum = sum ( key * value for key , value in iteritems ( _self ) ) return weighted_sum / float ( _self . total ( ) )
def switch_positions ( elems ) : """This function switches the position of every nth value with ( n + 1 ) th value in a given list . Examples : switch _ positions ( [ 0 , 1 , 2 , 3 , 4 , 5 ] ) - > [ 1 , 0 , 3 , 2 , 5 , 4] switch _ positions ( [ 5 , 6 , 7 , 8 , 9 , 10 ] ) - > [ 6 , 5 , 8 , 7 , 10 , 9] switch...
from itertools import tee , chain , zip_longest ( elems1 , elems2 ) = tee ( iter ( elems ) , 2 ) return list ( chain . from_iterable ( zip_longest ( elems [ 1 : : 2 ] , elems [ : : 2 ] ) ) )
def _dim_attribute ( self , attr , * args , ** kwargs ) : """Returns a list of dimension attribute attr , for the dimensions specified as strings in args . . . code - block : : python ntime , nbl , nchan = cube . _ dim _ attribute ( ' global _ size ' , ' ntime ' , ' nbl ' , ' nchan ' ) or . . code - block...
import re # If we got a single string argument , try splitting it by separators if len ( args ) == 1 and isinstance ( args [ 0 ] , str ) : args = ( s . strip ( ) for s in re . split ( ',|:|;| ' , args [ 0 ] ) ) # Now get the specific attribute for each string dimension # Integers are returned as is result = [ d if ...
def _init ( self , trcback ) : """format a traceback from sys . exc _ info ( ) into 7 - item tuples , containing the regular four traceback tuple items , plus the original template filename , the line number adjusted relative to the template source , and code line from that line number of the template ."""
import mako . template mods = { } rawrecords = traceback . extract_tb ( trcback ) new_trcback = [ ] for filename , lineno , function , line in rawrecords : if not line : line = '' try : ( line_map , template_lines ) = mods [ filename ] except KeyError : try : info = mako ...
def convert_reshape ( node , ** kwargs ) : """Map MXNet ' s Reshape operator attributes to onnx ' s Reshape operator . Converts output shape attribute to output shape tensor and return multiple created nodes ."""
name , input_nodes , attrs = get_inputs ( node , kwargs ) output_shape_list = convert_string_to_list ( attrs [ "shape" ] ) initializer = kwargs [ "initializer" ] output_shape_np = np . array ( output_shape_list , dtype = 'int64' ) data_type = onnx . mapping . NP_TYPE_TO_TENSOR_TYPE [ output_shape_np . dtype ] dims = np...
def _DownloadTS05Data ( Overwrite = False ) : '''This function will try to download all existing TS05 archives and extract them in $ GEOPACK _ PATH / tab .'''
Year = 1995 Cont = True OutPath = Globals . DataPath + 'tab/' cmd0 = 'wget -nv --show-progress ' cmd0 += 'http://geo.phys.spbu.ru/~tsyganenko/TS05_data_and_stuff/{:4d}_OMNI_5m_with_TS05_variables.zip' cmd0 += ' -O ' + OutPath + '{:04d}.zip' cmd1 = 'unzip ' + OutPath + '{:04d}.zip -d ' + OutPath cmd2 = 'rm -v ' + OutPat...
def add_distances ( self , indices , periodic = True , indices2 = None ) : r"""Adds the distances between atoms to the feature list . Parameters indices : can be of two types : ndarray ( ( n , 2 ) , dtype = int ) : n x 2 array with the pairs of atoms between which the distances shall be computed iterable ...
from . distances import DistanceFeature atom_pairs = _parse_pairwise_input ( indices , indices2 , self . logger , fname = 'add_distances()' ) atom_pairs = self . _check_indices ( atom_pairs ) f = DistanceFeature ( self . topology , atom_pairs , periodic = periodic ) self . __add_feature ( f )
def Ctrl_V ( self , delay = 0 ) : """Ctrl + V shortcut ."""
self . _delay ( delay ) self . add ( Command ( "KeyDown" , 'KeyDown "%s", %s' % ( BoardKey . Ctrl , 1 ) ) ) self . add ( Command ( "KeyPress" , 'KeyPress "%s", %s' % ( BoardKey . V , 1 ) ) ) self . add ( Command ( "KeyUp" , 'KeyUp "%s", %s' % ( BoardKey . Ctrl , 1 ) ) )
def image_single_point_source ( self , image_model_class , kwargs_lens , kwargs_source , kwargs_lens_light , kwargs_ps ) : """return model without including the point source contributions as a list ( for each point source individually ) : param image _ model _ class : ImageModel class instance : param kwargs _ ...
# reconstructed model with given psf model , error_map , cov_param , param = image_model_class . image_linear_solve ( kwargs_lens , kwargs_source , kwargs_lens_light , kwargs_ps ) # model = image _ model _ class . image ( kwargs _ lens , kwargs _ source , kwargs _ lens _ light , kwargs _ ps ) data = image_model_class ....
def version_is_valid ( version_str ) : """Check to see if the version specified is a valid as far as pkg _ resources is concerned > > > version _ is _ valid ( ' blah ' ) False > > > version _ is _ valid ( ' 1.2.3 ' ) True"""
try : packaging . version . Version ( version_str ) except packaging . version . InvalidVersion : return False return True
def start_session ( self ) : """Start the session . Invoke in your @ gen . coroutine wrapped prepare method like : : result = yield gen . Task ( self . start _ session ) : rtype : bool"""
self . session = self . _session_start ( ) result = yield gen . Task ( self . session . fetch ) self . _set_session_cookie ( ) if not self . session . get ( 'ip_address' ) : self . session . ip_address = self . request . remote_ip self . _last_values ( ) raise gen . Return ( result )
def get_find_all_query ( self , table_name , constraints = None , * , columns = None , order_by = None , limiting = ( None , None ) ) : """Builds a find query . : limiting : if present must be a 2 - tuple of ( limit , offset ) either of which can be None ."""
where , params = self . parse_constraints ( constraints ) if columns : if isinstance ( columns , str ) : pass else : columns = ", " . join ( columns ) else : columns = "*" if order_by : order = " order by {0}" . format ( order_by ) else : order = "" paging = "" if limiting is not Non...
def one_point_crossover ( parents ) : """Perform one point crossover on two parent chromosomes . Select a random position in the chromosome . Take genes to the left from one parent and the rest from the other parent . Ex . p1 = xxxxx , p2 = yyyyy , position = 2 ( starting at 0 ) , child = xxyyy"""
# The point that the chromosomes will be crossed at ( see Ex . above ) crossover_point = random . randint ( 1 , len ( parents [ 0 ] ) - 1 ) return ( _one_parent_crossover ( parents [ 0 ] , parents [ 1 ] , crossover_point ) , _one_parent_crossover ( parents [ 1 ] , parents [ 0 ] , crossover_point ) )
def build_tree_from_alignment ( aln , moltype = DNA , best_tree = False , params = { } , working_dir = '/tmp' ) : """Returns a tree from Alignment object aln . aln : an cogent . core . alignment . Alignment object , or data that can be used to build one . - Clearcut only accepts aligned sequences . Alignment ...
params [ '--out' ] = get_tmp_filename ( working_dir ) # Create instance of app controller , enable tree , disable alignment app = Clearcut ( InputHandler = '_input_as_multiline_string' , params = params , WorkingDir = working_dir , SuppressStdout = True , SuppressStderr = True ) # Input is an alignment app . Parameters...
def platedir ( self , filetype , ** kwargs ) : """Returns plate subdirectory in : envvar : ` PLATELIST _ DIR ` of the form : ` ` NNNNXX / NNNNN ` ` . Parameters filetype : str File type parameter . plateid : int or str Plate ID number . Will be converted to int internally . Returns platedir : str Pl...
plateid = int ( kwargs [ 'plateid' ] ) plateid100 = plateid // 100 subdir = "{:0>4d}" . format ( plateid100 ) + "XX" return os . path . join ( subdir , "{:0>6d}" . format ( plateid ) )
def complete_contexts ( self ) : '''Return a list of interfaces that have satisfied contexts .'''
if self . _complete_contexts : return self . _complete_contexts self . context ( ) return self . _complete_contexts
def get_gene_names ( self ) : """Gather gene names of all nodes and node members"""
# Collect all gene names in network gene_names = [ ] for node in self . _nodes : members = node [ 'data' ] . get ( 'members' ) if members : gene_names += list ( members . keys ( ) ) else : if node [ 'data' ] [ 'name' ] . startswith ( 'Group' ) : continue gene_names . appe...
def pexpire ( self , name , time ) : """Set an expire flag on key ` ` name ` ` for ` ` time ` ` milliseconds . ` ` time ` ` can be represented by an integer or a Python timedelta object ."""
if isinstance ( time , datetime . timedelta ) : time = int ( time . total_seconds ( ) * 1000 ) return self . execute_command ( 'PEXPIRE' , name , time )
def df2plotshape ( dlen , xlabel_unit , ylabel_unit , suptitle = '' , fix = 'h' , xlabel_skip = [ ] , test = False ) : """_ xlen : _ ylen : title :"""
dlen [ 'xlabel' ] = dlen . apply ( lambda x : f"{x['_xlen']}" if not x [ 'title' ] in xlabel_skip else '' , axis = 1 ) dlen [ 'ylabel' ] = dlen . apply ( lambda x : "" , axis = 1 ) ylen = dlen [ '_ylen' ] . unique ( ) [ 0 ] if test : print ( dlen . columns ) if fix == 'h' : dlen [ 'xlen' ] = dlen [ '_xlen' ] / ...
async def get_home_data ( self ) : """Get Tautulli home stats ."""
cmd = 'get_home_stats' url = self . base_url + cmd data = { } try : async with async_timeout . timeout ( 8 , loop = self . _loop ) : request = await self . _session . get ( url ) response = await request . json ( ) for stat in response . get ( 'response' , { } ) . get ( 'data' , { } ) : ...
def escape ( self , text , quote = True ) : """Escape special characters in HTML"""
if isinstance ( text , bytes ) : return escape_b ( text , quote ) else : return escape ( text , quote )
def returnList ( self , limit = False ) : '''Return a list of dictionaries ( and * not * a PLOD class ) . The list returned maintains the ' types ' of the original entries unless another operation has explicity changed them . For example , an ' upsert ' replacement of an entry . Example of use : > > > tes...
if limit == False : return self . table result = [ ] for i in range ( limit ) : if len ( self . table ) > i : result . append ( self . table [ i ] ) return result
def polygon_to_mask ( coords , dims , z = None ) : """Given a list of pairs of points which define a polygon , return a binary mask covering the interior of the polygon with dimensions dim"""
bounds = array ( coords ) . astype ( 'int' ) path = Path ( bounds ) grid = meshgrid ( range ( dims [ 1 ] ) , range ( dims [ 0 ] ) ) grid_flat = zip ( grid [ 0 ] . ravel ( ) , grid [ 1 ] . ravel ( ) ) mask = path . contains_points ( grid_flat ) . reshape ( dims [ 0 : 2 ] ) . astype ( 'int' ) if z is not None : if le...
def expand ( self , line , do_expand , force = False , vislevels = 0 , level = - 1 ) : """Multi - purpose expand method from original STC class"""
lastchild = self . GetLastChild ( line , level ) line += 1 while line <= lastchild : if force : if vislevels > 0 : self . ShowLines ( line , line ) else : self . HideLines ( line , line ) elif do_expand : self . ShowLines ( line , line ) if level == - 1 : ...
def _device_expiry_callback ( self ) : """Periodic callback to remove expired devices from visible _ devices ."""
expired = 0 for adapters in self . _devices . values ( ) : to_remove = [ ] now = monotonic ( ) for adapter_id , dev in adapters . items ( ) : if 'expires' not in dev : continue if now > dev [ 'expires' ] : to_remove . append ( adapter_id ) local_conn = "ad...
def pi ( nsteps ) : sum , step = 0. , 1. / nsteps "omp parallel for reduction ( + : sum ) private ( x )"
for i in range ( nsteps ) : x = ( i - 0.5 ) * step sum += 4. / ( 1. + x ** 2 ) return step * sum
def order_stop ( backend , order_id ) : """Stop an order - Turn off the serving generation ability of an order . Stop any running jobs . Keep all state around ."""
if order_id is None : raise click . ClickException ( 'invalid order id %s' % order_id ) click . secho ( '%s - Stop order id %s' % ( get_datetime ( ) , order_id ) , fg = 'green' ) check_and_print ( DKCloudCommandRunner . stop_order ( backend . dki , order_id ) )
def enable_cpu ( self , rg ) : '''Enable cpus rg : range or list of threads to enable'''
if type ( rg ) == int : rg = [ rg ] to_disable = set ( rg ) & set ( self . __get_ranges ( "offline" ) ) for cpu in to_disable : fpath = path . join ( "cpu%i" % cpu , "online" ) self . __write_cpu_file ( fpath , b"1" )
def idle_task ( self ) : '''called rapidly by mavproxy'''
now = time . time ( ) time_delta = now - self . last_calc if time_delta > 1 : self . last_calc = now self . buckets . append ( self . counts ) self . counts = { } if len ( self . buckets ) > self . max_buckets : self . buckets = self . buckets [ - self . max_buckets : ]
def from_string ( string , output_path , options = None , toc = None , cover = None , css = None , config = None , cover_first = None ) : """Convert given string / strings to IMG file : param string : : param output _ path : path to output PDF file / files . False means file will be returned as string : param...
rtn = IMGKit ( string , 'string' , options = options , toc = toc , cover = cover , css = css , config = config , cover_first = cover_first ) return rtn . to_img ( output_path )
def log_status ( plugin , filename , status ) : '''Properly display a migration status line'''
display = ':' . join ( ( plugin , filename ) ) + ' ' log . info ( '%s [%s]' , '{:.<70}' . format ( display ) , status )
def add_size_info ( self ) : """Set size of URL content ( if any ) . . Should be overridden in subclasses ."""
maxbytes = self . aggregate . config [ "maxfilesizedownload" ] if self . size > maxbytes : self . add_warning ( _ ( "Content size %(size)s is larger than %(maxbytes)s." ) % dict ( size = strformat . strsize ( self . size ) , maxbytes = strformat . strsize ( maxbytes ) ) , tag = WARN_URL_CONTENT_SIZE_TOO_LARGE )
def delete_request ( self , container , resource = None , query_items = None , accept = None ) : """Send a DELETE request ."""
url = self . make_url ( container , resource ) headers = self . _make_headers ( accept ) if query_items and isinstance ( query_items , ( list , tuple , set ) ) : url += RestHttp . _list_query_str ( query_items ) query_items = None try : rsp = requests . delete ( url , params = query_items , headers = header...
def currency ( s = '' ) : 'dirty float ( strip non - numeric characters )'
if isinstance ( s , str ) : s = '' . join ( ch for ch in s if ch in floatchars ) return float ( s ) if s else TypedWrapper ( float , None )
def umount ( name , device = None , user = None , util = 'mount' ) : '''Attempt to unmount a device by specifying the directory it is mounted on CLI Example : . . code - block : : bash salt ' * ' mount . umount / mnt / foo . . versionadded : : 2015.5.0 . . code - block : : bash salt ' * ' mount . umount...
if util != 'mount' : # This functionality used to live in img . umount _ image if 'qemu_nbd.clear' in __salt__ : if 'img.mnt_{0}' . format ( name ) in __context__ : __salt__ [ 'qemu_nbd.clear' ] ( __context__ [ 'img.mnt_{0}' . format ( name ) ] ) return mnts = active ( ) if name not ...
def sign ( allocate_quota_request ) : """Obtains a signature for an operation in a ` AllocateQuotaRequest ` Args : op ( : class : ` endpoints _ management . gen . servicecontrol _ v1 _ messages . Operation ` ) : an operation used in a ` AllocateQuotaRequest ` Returns : string : a secure hash generated fro...
if not isinstance ( allocate_quota_request , sc_messages . AllocateQuotaRequest ) : raise ValueError ( u'Invalid request' ) op = allocate_quota_request . allocateOperation if op is None or op . methodName is None or op . consumerId is None : logging . error ( u'Bad %s: not initialized => not signed' , allocate_...
def volume_show ( self , name ) : '''Show one volume'''
if self . volume_conn is None : raise SaltCloudSystemExit ( 'No cinder endpoint available' ) nt_ks = self . volume_conn volumes = self . volume_list ( search_opts = { 'display_name' : name } , ) volume = volumes [ name ] # except Exception as esc : # # volume doesn ' t exist # log . error ( esc . strerror ) # retur...
def rolling_window ( arr , window_size , stride = 1 , return_idx = False ) : """There is an example of an iterator for pure - Python objects in : http : / / stackoverflow . com / questions / 6822725 / rolling - or - sliding - window - iterator - in - python This is a rolling - window iterator Numpy arrays , wit...
window_size = int ( window_size ) stride = int ( stride ) if window_size < 0 or stride < 1 : raise ValueError arr_len = len ( arr ) if arr_len < window_size : if return_idx : yield ( 0 , arr_len ) , arr else : yield arr ix1 = 0 while ix1 < arr_len : ix2 = ix1 + window_size result = a...
def after_batch ( self , stream_name : str , batch_data : Batch ) -> None : """If ` ` stream _ name ` ` equals to : py : attr : ` cxflow . constants . TRAIN _ STREAM ` , increase the iterations counter and possibly stop the training ; additionally , call : py : meth : ` _ check _ train _ time ` . : param stream...
self . _check_train_time ( ) if self . _iters is not None and stream_name == self . _train_stream_name : self . _iters_done += 1 if self . _iters_done >= self . _iters : raise TrainingTerminated ( 'Training terminated after iteration {}' . format ( self . _iters_done ) )
def to_grey ( self , on : bool = False ) : """Change the LED to grey . : param on : Unused , here for API consistency with the other states : return : None"""
self . _on = False self . _load_new ( led_grey )
def update ( self , ptime ) : """Update tween with the time since the last frame"""
delta = self . delta + ptime total_duration = self . delay + self . duration if delta > total_duration : delta = total_duration if delta < self . delay : pass elif delta == total_duration : for key , tweenable in self . tweenables : setattr ( self . target , key , tweenable . target_value ) else : ...
def local ( self ) : """Access the local : returns : twilio . rest . api . v2010 . account . available _ phone _ number . local . LocalList : rtype : twilio . rest . api . v2010 . account . available _ phone _ number . local . LocalList"""
if self . _local is None : self . _local = LocalList ( self . _version , account_sid = self . _solution [ 'account_sid' ] , country_code = self . _solution [ 'country_code' ] , ) return self . _local
def mv_grid_topology ( pypsa_network , configs , timestep = None , line_color = None , node_color = None , line_load = None , grid_expansion_costs = None , filename = None , arrows = False , grid_district_geom = True , background_map = True , voltage = None , limits_cb_lines = None , limits_cb_nodes = None , xlim = Non...
def get_color_and_size ( name , colors_dict , sizes_dict ) : if 'BranchTee' in name : return colors_dict [ 'BranchTee' ] , sizes_dict [ 'BranchTee' ] elif 'LVStation' in name : return colors_dict [ 'LVStation' ] , sizes_dict [ 'LVStation' ] elif 'GeneratorFluctuating' in name : retur...
def read_creds_from_aws_credentials_file ( profile_name , credentials_file = aws_credentials_file ) : """Read credentials from AWS config file : param profile _ name : : param credentials _ file : : return :"""
credentials = init_creds ( ) profile_found = False try : # Make sure the ~ . aws folder exists if not os . path . exists ( aws_config_dir ) : os . makedirs ( aws_config_dir ) with open ( credentials_file , 'rt' ) as cf : for line in cf : profile_line = re_profile_name . match ( line ...
def post_build ( self , pkt , pay ) : """add padding to the frame if required . note that padding is only added if pay is None / empty . this allows us to add # noqa : E501 any payload after the MACControl * PDU if needed ( piggybacking ) ."""
if not pay : under_layers_size = self . _get_underlayers_size ( ) frame_size = ( len ( pkt ) + under_layers_size ) if frame_size < 64 : return pkt + b'\x00' * ( 64 - frame_size ) return pkt + pay
def set_time ( self , time ) : """Set the time marker to a specific time : param time : Time to set for the time marker on the TimeLine : type time : float"""
x = self . get_time_position ( time ) _ , y = self . _canvas_ticks . coords ( self . _time_marker_image ) self . _canvas_ticks . coords ( self . _time_marker_image , x , y ) self . _timeline . coords ( self . _time_marker_line , x , 0 , x , self . _timeline . winfo_height ( ) )
async def send_all_reactions ( self ) : """Sends all reactions for this paginator , if any are missing . This method is generally for internal use only ."""
for emoji in filter ( None , self . emojis ) : await self . message . add_reaction ( emoji ) self . sent_page_reactions = True
def layers ( self , annotationtype = None , set = None ) : """Returns a list of annotation layers found * directly * under this element , does not include alternative layers"""
if inspect . isclass ( annotationtype ) : annotationtype = annotationtype . ANNOTATIONTYPE return [ x for x in self . select ( AbstractAnnotationLayer , set , False , True ) if annotationtype is None or x . ANNOTATIONTYPE == annotationtype ]
def get_file_history ( self , path , limit = None ) : """Returns history of file as reversed list of ` ` Changeset ` ` objects for which file at given ` ` path ` ` has been modified ."""
fctx = self . _get_filectx ( path ) hist = [ ] cnt = 0 for cs in reversed ( [ x for x in fctx . filelog ( ) ] ) : cnt += 1 hist . append ( hex ( fctx . filectx ( cs ) . node ( ) ) ) if limit and cnt == limit : break return [ self . repository . get_changeset ( node ) for node in hist ]
def serial_packet ( self , event ) : """Handles incoming raw sensor data : param data : raw incoming data"""
self . log ( 'Incoming serial packet:' , event . __dict__ , lvl = verbose ) if self . scanning : pass else : # self . log ( " Incoming data : " , ' % . 50s . . . ' % event . data , lvl = debug ) sanitized_data = self . _parse ( event . bus , event . data ) self . log ( 'Sanitized data:' , sanitized_data , l...
def gtd7 ( Input , flags , output ) : '''The standard model subroutine ( GTD7 ) always computes the ‘ ‘ thermospheric ’ ’ mass density by explicitly summing the masses of the species in equilibrium at the thermospheric temperature T ( z ) .'''
mn3 = 5 zn3 = [ 32.5 , 20.0 , 15.0 , 10.0 , 0.0 ] mn2 = 4 zn2 = [ 72.5 , 55.0 , 45.0 , 32.5 ] zmix = 62.5 soutput = nrlmsise_output ( ) tselec ( flags ) ; # / * Latitude variation of gravity ( none for sw [ 2 ] = 0 ) * / xlat = Input . g_lat ; if ( flags . sw [ 2 ] == 0 ) : # pragma : no cover xlat = 45.0 ; glatf (...
def configure ( self ) : """Configure the device . Send the device configuration saved inside the MCP342x object to the target device ."""
logger . debug ( 'Configuring ' + hex ( self . get_address ( ) ) + ' ch: ' + str ( self . get_channel ( ) ) + ' res: ' + str ( self . get_resolution ( ) ) + ' gain: ' + str ( self . get_gain ( ) ) ) self . bus . write_byte ( self . address , self . config )
def _retrieve ( self , * criterion ) : """Retrieve a model by some criteria . : raises ` ModelNotFoundError ` if the row cannot be deleted ."""
try : return self . _query ( * criterion ) . one ( ) except NoResultFound as error : raise ModelNotFoundError ( "{} not found" . format ( self . model_class . __name__ , ) , error , )
def get_tunnel_info_output_tunnel_admin_state ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) get_tunnel_info = ET . Element ( "get_tunnel_info" ) config = get_tunnel_info output = ET . SubElement ( get_tunnel_info , "output" ) tunnel = ET . SubElement ( output , "tunnel" ) admin_state = ET . SubElement ( tunnel , "admin-state" ) admin_state . text = kwargs . pop ( 'admin_stat...
def updateComponentStartVals ( self ) : """Go through selected components for each auto parameter and set the start value"""
for param in self . _parameters : for component in param [ 'selection' ] : if param [ 'parameter' ] == 'filename' : component . set ( param [ 'parameter' ] , param [ 'names' ] [ 0 ] ) else : component . set ( param [ 'parameter' ] , param [ 'start' ] )
def solve ( self ) : """Runs the Dancing Links / Algorithm X solver on the Sudoku . This code has been adapted from http : / / www . cs . mcgill . ca / ~ aassaf9 / python / algorithm _ x . html : return : List of lists with the same size as the input Sudoku , representing solutions . : rtype : list"""
R , C = int ( math . sqrt ( len ( self . sudoku ) ) ) , int ( math . sqrt ( len ( self . sudoku [ 0 ] ) ) ) N = R * C X = ( [ ( "rc" , rc ) for rc in product ( range ( N ) , range ( N ) ) ] + [ ( "rn" , rn ) for rn in product ( range ( N ) , range ( 1 , N + 1 ) ) ] + [ ( "cn" , cn ) for cn in product ( range ( N ) , ra...
def GetAllPackages ( classification ) : """Gets a list of all Blueprint Packages with a given classification . https : / / t3n . zendesk . com / entries / 20411357 - Get - Packages : param classification : package type filter ( System , Script , Software )"""
packages = [ ] for visibility in Blueprint . visibility_stoi . keys ( ) : try : for r in Blueprint . GetPackages ( classification , visibility ) : packages . append ( dict ( r . items ( ) + { 'Visibility' : visibility } . items ( ) ) ) except : pass if len ( packages ) : return (...
def _pre_train ( self , stop_param_updates , num_epochs , updates_epoch ) : """Set parameters and constants before training ."""
# Calculate the total number of updates given early stopping . updates = { k : stop_param_updates . get ( k , num_epochs ) * updates_epoch for k , v in self . params . items ( ) } # Calculate the value of a single step given the number of allowed # updates . single_steps = { k : np . exp ( - ( ( 1.0 - ( 1.0 / v ) ) ) *...
def parse_denovo_params ( user_params = None ) : """Return default GimmeMotifs parameters . Defaults will be replaced with parameters defined in user _ params . Parameters user _ params : dict , optional User - defined parameters . Returns params : dict"""
config = MotifConfig ( ) if user_params is None : user_params = { } params = config . get_default_params ( ) params . update ( user_params ) if params . get ( "torque" ) : logger . debug ( "Using torque" ) else : logger . debug ( "Using multiprocessing" ) params [ "background" ] = [ x . strip ( ) for x in p...
def img2wav ( path , min_x , max_x , min_y , max_y , window_size = 3 ) : """Generate 1 - D data ` ` y = f ( x ) ` ` from a black / white image . Suppose we have an image like that : . . image : : images / waveform . png : align : center Put some codes : : > > > from weatherlab . math . img2waveform import...
image = Image . open ( path ) . convert ( "L" ) matrix = np . array ( image ) [ : : - 1 ] # you can customize the gray scale fix behavior to fit color image matrix [ np . where ( matrix >= 128 ) ] = 255 matrix [ np . where ( matrix < 128 ) ] = 0 tick_x = ( max_x - min_x ) / matrix . shape [ 1 ] tick_y = ( max_y - min_y...
def deregister_image ( self , ami_id , region = 'us-east-1' ) : """Deregister an AMI by id : param ami _ id : : param region : region to deregister from : return :"""
deregister_cmd = "aws ec2 --profile {} --region {} deregister-image --image-id {}" . format ( self . aws_project , region , ami_id ) print "De-registering old image, now that the new one exists." print "De-registering cmd: {}" . format ( deregister_cmd ) res = subprocess . check_output ( shlex . split ( deregister_cmd ...
def get_my_learning_path_session ( self , proxy ) : """Gets the ` ` OsidSession ` ` associated with the my learning path service . : param proxy : a proxy : type proxy : ` ` osid . proxy . Proxy ` ` : return : a ` ` MyLearningPathSession ` ` : rtype : ` ` osid . learning . MyLearningPathSession ` ` : rais...
if not self . supports_my_learning_path ( ) : raise Unimplemented ( ) try : from . import sessions except ImportError : raise OperationFailed ( ) proxy = self . _convert_proxy ( proxy ) try : session = sessions . MyLearningPathSession ( proxy = proxy , runtime = self . _runtime ) except AttributeError :...
def is_insertion ( self ) : """Does this variant represent the insertion of nucleotides into the reference genome ?"""
# An insertion would appear in a VCF like C > CT , so that the # alternate allele starts with the reference nucleotides . # Since the nucleotide strings may be normalized in the constructor , # it ' s worth noting that the normalized form of this variant would be # ' ' > ' T ' , so that ' T ' . startswith ( ' ' ) still...
def bind ( self , instance_id : str , binding_id : str , details : BindDetails ) -> Binding : """Binding the instance see openbrokerapi documentation"""
# Find the instance instance = self . _backend . find ( instance_id ) # Find or create the binding binding = self . _backend . find ( binding_id , instance ) # Create the binding if needed return self . _backend . bind ( binding , details . parameters )
def check_workers ( self ) : '''Kill workers that have been pending for a while and check if all workers are alive .'''
if time . time ( ) - self . _worker_alive_time > 5 : self . _worker_alive_time = time . time ( ) # join processes if they are now gone , it should not do anything bad # if the process is still running [ worker . join ( ) for worker in self . _workers if not worker . is_alive ( ) ] self . _workers = ...
def to_frame ( self , slot = SLOT . DEVICE_CONFIG ) : """Return the current configuration as a YubiKeyFrame object ."""
data = self . to_string ( ) payload = data . ljust ( 64 , b'\0' ) return yubikey_frame . YubiKeyFrame ( command = slot , payload = payload )
def from_config ( cls , cp , data = None , delta_f = None , delta_t = None , gates = None , recalibration = None , ** kwargs ) : """Initializes an instance of this class from the given config file . Parameters cp : WorkflowConfigParser Config file parser to read . data : dict A dictionary of data , in whi...
prior_section = "marginalized_prior" args = cls . _init_args_from_config ( cp ) marg_prior = read_distributions_from_config ( cp , prior_section ) if len ( marg_prior ) == 0 : raise AttributeError ( "No priors are specified for the " "marginalization. Please specify this in a " "section in the config file with head...
def get_plaintext ( self , id ) : # pylint : disable = invalid - name , redefined - builtin """Get a config as plaintext . : param id : Config ID as an int . : rtype : string"""
return self . service . get_id ( self . base , id , params = { 'format' : 'text' } ) . text
async def list ( self , * , filters : Mapping = None ) -> List [ Mapping ] : """Return a list of services Args : filters : a dict with a list of filters Available filters : id = < service id > label = < service label > mode = [ " replicated " | " global " ] name = < service name >"""
params = { "filters" : clean_filters ( filters ) } response = await self . docker . _query_json ( "services" , method = "GET" , params = params ) return response
def _construct_rest_api ( self ) : """Constructs and returns the ApiGateway RestApi . : returns : the RestApi to which this SAM Api corresponds : rtype : model . apigateway . ApiGatewayRestApi"""
rest_api = ApiGatewayRestApi ( self . logical_id , depends_on = self . depends_on , attributes = self . resource_attributes ) rest_api . BinaryMediaTypes = self . binary_media rest_api . MinimumCompressionSize = self . minimum_compression_size if self . endpoint_configuration : self . _set_endpoint_configuration ( ...
def _expandDH ( self , sampling , lmax , lmax_calc ) : """Evaluate the coefficients on a Driscoll and Healy ( 1994 ) grid ."""
if self . normalization == '4pi' : norm = 1 elif self . normalization == 'schmidt' : norm = 2 elif self . normalization == 'unnorm' : norm = 3 elif self . normalization == 'ortho' : norm = 4 else : raise ValueError ( "Normalization must be '4pi', 'ortho', 'schmidt', or " + "'unnorm'. Input value was...
def wrap_line ( line , limit = None , chars = 80 ) : """Wraps the specified line of text on whitespace to make sure that none of the lines ' lengths exceeds ' chars ' characters ."""
result = [ ] builder = [ ] length = 0 if limit is not None : sline = line [ 0 : limit ] else : sline = line for word in sline . split ( ) : if length <= chars : builder . append ( word ) length += len ( word ) + 1 else : result . append ( ' ' . join ( builder ) ) builder ...
def wiki_versions_list ( self , page_id , updater_id ) : """Return a list of wiki page version . Parameters : page _ id ( int ) : updater _ id ( int ) :"""
params = { 'earch[updater_id]' : updater_id , 'search[wiki_page_id]' : page_id } return self . _get ( 'wiki_page_versions.json' , params )
def bmp_server_add ( self , address , port ) : """This method registers a new BMP ( BGP monitoring Protocol ) server . The BGP speaker starts to send BMP messages to the server . Currently , only one BMP server can be registered . ` ` address ` ` specifies the IP address of a BMP server . ` ` port ` ` speci...
func_name = 'bmp.start' param = { 'host' : address , 'port' : port , } call ( func_name , ** param )
def add_exception_handler ( self , exception_handler ) : # type : ( AbstractExceptionHandler ) - > None """Register input to the exception handlers list . : param exception _ handler : Exception Handler instance to be registered . : type exception _ handler : AbstractExceptionHandler : return : None"""
if exception_handler is None : raise RuntimeConfigException ( "Valid Exception Handler instance to be provided" ) if not isinstance ( exception_handler , AbstractExceptionHandler ) : raise RuntimeConfigException ( "Input should be an ExceptionHandler instance" ) self . exception_handlers . append ( exception_ha...
def _set_cfm_state ( self , v , load = False ) : """Setter method for cfm _ state , mapped from YANG variable / cfm _ state ( container ) If this variable is read - only ( config : false ) in the source YANG file , then _ set _ cfm _ state is considered as a private method . Backends looking to populate this ...
if hasattr ( v , "_utype" ) : v = v . _utype ( v ) try : t = YANGDynClass ( v , base = cfm_state . cfm_state , is_container = 'container' , presence = False , yang_name = "cfm-state" , rest_name = "cfm-state" , parent = self , path_helper = self . _path_helper , extmethods = self . _extmethods , register_paths ...
def on ( self , event , handler = None ) : """Register an event handler . : param event : The event name . Can be ` ` ' connect ' ` ` , ` ` ' message ' ` ` or ` ` ' disconnect ' ` ` . : param handler : The function that should be invoked to handle the event . When this parameter is not given , the method ...
if event not in self . event_names : raise ValueError ( 'Invalid event' ) def set_handler ( handler ) : self . handlers [ event ] = handler return handler if handler is None : return set_handler set_handler ( handler )
def _merge_two ( res1 , res2 , compute_aux = False ) : """Internal method used to merges two runs with differing ( possibly variable ) numbers of live points into one run . Parameters res1 : : class : ` ~ dynesty . results . Results ` instance The " base " nested sampling run . res2 : : class : ` ~ dynest...
# Initialize the first ( " base " ) run . base_id = res1 . samples_id base_u = res1 . samples_u base_v = res1 . samples base_logl = res1 . logl base_nc = res1 . ncall base_it = res1 . samples_it nbase = len ( base_id ) # Number of live points throughout the run . try : base_n = res1 . samples_n except : niter ,...
def override_ssh_auth_env ( ) : """Override the ` $ SSH _ AUTH _ SOCK ` env variable to mock the absence of an SSH agent ."""
ssh_auth_sock = "SSH_AUTH_SOCK" old_ssh_auth_sock = os . environ . get ( ssh_auth_sock ) del os . environ [ ssh_auth_sock ] yield if old_ssh_auth_sock : os . environ [ ssh_auth_sock ] = old_ssh_auth_sock
def prepare_model_data ( self , packages , linked , pip = None , private_packages = None ) : """Prepare downloaded package info along with pip pacakges info ."""
logger . debug ( '' ) return self . _prepare_model_data ( packages , linked , pip = pip , private_packages = private_packages )
def fileRefDiscovery ( self ) : '''Finds the missing components for file nodes by parsing the Doxygen xml ( which is just the ` ` doxygen _ output _ dir / node . refid ` ` ) . Additional items parsed include adding items whose ` ` refid ` ` tag are used in this file , the < programlisting > for the file , wha...
if not os . path . isdir ( configs . _doxygen_xml_output_directory ) : utils . fancyError ( "The doxygen xml output directory [{0}] is not valid!" . format ( configs . _doxygen_xml_output_directory ) ) # parse the doxygen xml file and extract all refid ' s put in it # keys : file object , values : list of refid ' s...
def shards ( self ) : """Retrieves information about the shards in the current remote database . : returns : Shard information retrieval status in JSON format"""
url = '/' . join ( ( self . database_url , '_shards' ) ) resp = self . r_session . get ( url ) resp . raise_for_status ( ) return response_to_json_dict ( resp )
def cancel_job ( self , job_id , project = None , location = None , retry = DEFAULT_RETRY ) : """Attempt to cancel a job from a job ID . See https : / / cloud . google . com / bigquery / docs / reference / rest / v2 / jobs / cancel Arguments : job _ id ( str ) : Unique job identifier . Keyword Arguments :...
extra_params = { "projection" : "full" } if project is None : project = self . project if location is None : location = self . location if location is not None : extra_params [ "location" ] = location path = "/projects/{}/jobs/{}/cancel" . format ( project , job_id ) resource = self . _call_api ( retry , me...
def iter ( self , offs ) : '''Iterate over items in a sequence from a given offset . Args : offs ( int ) : The offset to begin iterating from . Yields : ( indx , valu ) : The index and valu of the item .'''
startkey = s_common . int64en ( offs ) for lkey , lval in self . slab . scanByRange ( startkey , db = self . db ) : indx = s_common . int64un ( lkey ) valu = s_msgpack . un ( lval ) yield indx , valu