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def get_power_factor ( self , output = 'eigs' , doping_levels = True , relaxation_time = 1e-14 ) : """Gives the power factor ( Seebeck ^ 2 * conductivity ) in units microW / ( m * K ^ 2 ) in either a full 3x3 tensor form , as 3 eigenvalues , or as the average value ( trace / 3.0 ) If doping _ levels = True , ...
result = None result_doping = None if doping_levels : result_doping = { doping : { t : [ ] for t in self . _seebeck_doping [ doping ] } for doping in self . _seebeck_doping } for doping in result_doping : for t in result_doping [ doping ] : for i in range ( len ( self . doping [ doping ] ) )...
def dict_setdiff ( dict_ , negative_keys ) : r"""returns a copy of dict _ without keys in the negative _ keys list Args : dict _ ( dict ) : negative _ keys ( list ) :"""
keys = [ key for key in six . iterkeys ( dict_ ) if key not in set ( negative_keys ) ] subdict_ = dict_subset ( dict_ , keys ) return subdict_
def post ( self , url , headers = None , ** kwargs ) : """Sends a POST request to a URL . : param url : The URL . : type url : ` ` string ` ` : param headers : A list of pairs specifying the headers for the HTTP response ( for example , ` ` [ ( ' Content - Type ' : ' text / cthulhu ' ) , ( ' Token ' : ' bor...
if headers is None : headers = [ ] headers . append ( ( "Content-Type" , "application/x-www-form-urlencoded" ) ) , # We handle GET - style arguments and an unstructured body . This is here # to support the receivers / stream endpoint . if 'body' in kwargs : body = kwargs . pop ( 'body' ) if len ( kwargs ) >...
def query_put_bounders ( query , partition_column , start , end ) : """Put bounders in the query Args : query : SQL query string partition _ column : partition _ column name start : lower _ bound end : upper _ bound Returns : Query with bounders"""
where = " WHERE TMP_TABLE.{0} >= {1} AND TMP_TABLE.{0} <= {2}" . format ( partition_column , start , end ) query_with_bounders = "SELECT * FROM ({0}) AS TMP_TABLE {1}" . format ( query , where ) return query_with_bounders
def _update_usage_plan_apis ( plan_id , apis , op , region = None , key = None , keyid = None , profile = None ) : '''Helper function that updates the usage plan identified by plan _ id by adding or removing it to each of the stages , specified by apis parameter . apis a list of dictionaries , where each dictio...
try : patchOperations = [ ] for api in apis : patchOperations . append ( { 'op' : op , 'path' : '/apiStages' , 'value' : '{0}:{1}' . format ( api [ 'apiId' ] , api [ 'stage' ] ) } ) res = None if patchOperations : conn = _get_conn ( region = region , key = key , keyid = keyid , profile =...
def get_all_zones ( self , zones = None , filters = None ) : """Get all Availability Zones associated with the current region . : type zones : list : param zones : Optional list of zones . If this list is present , only the Zones associated with these zone names will be returned . : type filters : dict ...
params = { } if zones : self . build_list_params ( params , zones , 'ZoneName' ) if filters : self . build_filter_params ( params , filters ) return self . get_list ( 'DescribeAvailabilityZones' , params , [ ( 'item' , Zone ) ] , verb = 'POST' )
def check_release_files ( package_info , * args ) : """Does the package have release files ? : param package _ info : package _ info dictionary : return : Tuple ( is the condition True or False ? , reason if it is False else None )"""
reason = "No release files uploaded" result = False release_urls = args [ 0 ] if len ( release_urls ) > 0 : result = True return result , reason , HAS_RELEASE_FILES
def logger ( self ) : """Instantiates and returns a ServiceLogger instance"""
if not hasattr ( self , '_logger' ) or not self . _logger : self . _logger = ServiceLogger ( ) return self . _logger
def find_or_create_by_name ( self , item_name , items_list , item_type ) : """See if item with item _ name exists in item _ list . If not , create that item . Either way , return an item of type item _ type ."""
item = self . find_by_name ( item_name , items_list ) if not item : item = self . data_lists [ item_type ] [ 2 ] ( item_name , None ) return item
def convert_args ( self , command , args ) : """Converts ` ` str - > int ` ` or ` ` register - > int ` ` ."""
for wanted , arg in zip ( command . argtypes ( ) , args ) : wanted = wanted . type_ if ( wanted == "const" ) : try : yield to_int ( arg ) except : if ( arg in self . processor . constants ) : yield self . processor . constants [ arg ] else : ...
def transformer_moe_layer_v1 ( inputs , output_dim , hparams , train , master_dtype = tf . bfloat16 , slice_dtype = tf . float32 ) : """Local mixture of experts that works well on TPU . Adapted from the paper https : / / arxiv . org / abs / 1701.06538 Note : until the algorithm and inferface solidify , we pass ...
orig_inputs = inputs input_dim = inputs . shape . dims [ - 1 ] hidden_dim = mtf . Dimension ( "expert_hidden" , hparams . moe_hidden_size ) experts_dim = mtf . Dimension ( "experts" , hparams . moe_num_experts ) group_size_dim = mtf . Dimension ( "group" , hparams . moe_group_size ) batch_dim = mtf . Dimension ( orig_i...
def add_nodes ( self , nodes , nesting = 1 ) : """Adds edges indicating the call - tree for the procedures listed in the nodes ."""
hopNodes = set ( ) # nodes in this hop hopEdges = [ ] # edges in this hop # get nodes and edges for this hop for i , n in zip ( range ( len ( nodes ) ) , nodes ) : r , g , b = rainbowcolour ( i , len ( nodes ) ) colour = '#%02X%02X%02X' % ( r , g , b ) for p in n . calls : if p not in hopNodes : ...
def validate ( self , instance , value ) : """Check the class of the container and validate each element This returns a copy of the container to prevent unwanted sharing of pointers ."""
if not self . coerce and not isinstance ( value , self . _class_container ) : self . error ( instance , value ) if self . coerce and not isinstance ( value , CONTAINERS ) : value = [ value ] if not isinstance ( value , self . _class_container ) : out_class = self . _class_container else : out_class = va...
def LightcurveHDU ( model ) : '''Construct the data HDU file containing the arrays and the observing info .'''
# Get mission cards cards = model . _mission . HDUCards ( model . meta , hdu = 1 ) # Add EVEREST info cards . append ( ( 'COMMENT' , '************************' ) ) cards . append ( ( 'COMMENT' , '* EVEREST INFO *' ) ) cards . append ( ( 'COMMENT' , '************************' ) ) cards . append ( ( 'MISSION' , m...
def default ( self , request , tag ) : """Render the initial value of the wrapped L { Parameter } instance ."""
if self . parameter . default is not None : tag [ self . parameter . default ] return tag
def _new_empty_handle ( ) : """Returns a new empty handle . Empty handle can be used to hold a result . Returns handle A new empty ` NDArray ` handle ."""
hdl = NDArrayHandle ( ) check_call ( _LIB . MXNDArrayCreateNone ( ctypes . byref ( hdl ) ) ) return hdl
def _spin_up ( self , images , duration ) : """Simulate the motors getting warmed up ."""
total = 0 # pylint : disable = no - member for image in images : self . microbit . display . show ( image ) time . sleep ( 0.05 ) total += 0.05 if total >= duration : return remaining = duration - total self . _full_speed_rumble ( images [ - 2 : ] , remaining ) self . set_display ( )
def config_args ( self ) : """Set config options"""
# Module list options : self . arg_parser . add_argument ( '--version' , action = 'version' , version = '%(prog)s ' + str ( __version__ ) ) self . arg_parser . add_argument ( '--verbose' , action = 'store_true' , dest = 'verbosemode' , help = _ ( 'set verbose terminal output' ) ) self . arg_parser . add_argument ( '-s'...
def get_subscription_from_cli ( name = None ) : '''Get the default , or named , subscription id from CLI ' s local cache . Args : name ( str ) : Optional subscription name . If this is set , the subscription id of the named subscription is returned from the CLI cache if present . If not set , the subscription...
home = os . path . expanduser ( '~' ) azure_profile_path = home + os . sep + '.azure' + os . sep + 'azureProfile.json' if os . path . isfile ( azure_profile_path ) is False : print ( 'Error from get_subscription_from_cli(): Cannot find ' + azure_profile_path ) return None with io . open ( azure_profile_path , '...
def setPosition ( self , poiID , x , y ) : """setPosition ( string , ( double , double ) ) - > None Sets the position coordinates of the poi ."""
self . _connection . _beginMessage ( tc . CMD_SET_POI_VARIABLE , tc . VAR_POSITION , poiID , 1 + 8 + 8 ) self . _connection . _string += struct . pack ( "!Bdd" , tc . POSITION_2D , x , y ) self . _connection . _sendExact ( )
def zipWithUniqueId ( self ) : """Zips this RDD with generated unique Long ids . Items in the kth partition will get ids k , n + k , 2 * n + k , . . . , where n is the number of partitions . So there may exist gaps , but this method won ' t trigger a spark job , which is different from L { zipWithIndex } ...
n = self . getNumPartitions ( ) def func ( k , it ) : for i , v in enumerate ( it ) : yield v , i * n + k return self . mapPartitionsWithIndex ( func )
def rsdl ( self ) : """Compute fixed point residual ."""
return np . linalg . norm ( ( self . X - self . Yprv ) . ravel ( ) )
def TokenClient ( domain , token , user_agent = None , request_encoder = default_request_encoder , response_decoder = default_response_decoder , ) : """Creates a Freshbooks client for a freshbooks domain , using token - based auth . The optional request _ encoder and response _ decoder parameters can be passe...
return AuthorizingClient ( domain , transport . TokenAuthorization ( token ) , request_encoder , response_decoder , user_agent = user_agent )
def init ( req , model ) : # pylint : disable = unused - argument """Determine the pagination preference by query parameter Numbers only , > = 0 , & each query param may only be specified once . : return : Paginator object"""
limit = req . get_param ( 'page[limit]' ) or goldman . config . PAGE_LIMIT offset = req . get_param ( 'page[offset]' ) or 0 try : return Paginator ( limit , offset ) except ValueError : raise InvalidQueryParams ( ** { 'detail' : 'The page[\'limit\'] & page[\'offset\'] query ' 'params may only be specified once ...
def get_pokemon_by_name ( self , name ) : """Returns an array of Pokemon objects containing all the forms of the Pokemon specified the name of the Pokemon ."""
endpoint = '/pokemon/' + str ( name ) return self . make_request ( self . BASE_URL + endpoint )
def get_upregulated_genes_network ( self ) -> Graph : """Get the graph of up - regulated genes . : return Graph : Graph of up - regulated genes ."""
logger . info ( "In get_upregulated_genes_network()" ) deg_graph = self . graph . copy ( ) # deep copy graph not_diff_expr = self . graph . vs ( up_regulated_eq = False ) # delete genes which are not differentially expressed or have no connections to others deg_graph . delete_vertices ( not_diff_expr . indices ) deg_gr...
def watch_docs ( c ) : """Watch both doc trees & rebuild them if files change . This includes e . g . rebuilding the API docs if the source code changes ; rebuilding the WWW docs if the README changes ; etc . Reuses the configuration values ` ` packaging . package ` ` or ` ` tests . package ` ` ( the former...
# TODO : break back down into generic single - site version , then create split # tasks as with docs / www above . Probably wants invoke # 63. # NOTE : ' www ' / ' docs ' refer to the module level sub - collections . meh . # Readme & WWW triggers WWW www_c = Context ( config = c . config . clone ( ) ) www_c . update ( ...
def dicom_read ( directory , pixeltype = 'float' ) : """Read a set of dicom files in a directory into a single ANTsImage . The origin of the resulting 3D image will be the origin of the first dicom image read . Arguments directory : string folder in which all the dicom images exist Returns ANTsImage ...
slices = [ ] imgidx = 0 for imgpath in os . listdir ( directory ) : if imgpath . endswith ( '.dcm' ) : if imgidx == 0 : tmp = image_read ( os . path . join ( directory , imgpath ) , dimension = 3 , pixeltype = pixeltype ) origin = tmp . origin spacing = tmp . spacing ...
def beta_geometric_nbd_model_transactional_data ( T , r , alpha , a , b , observation_period_end = "2019-1-1" , freq = "D" , size = 1 ) : """Generate artificial transactional data according to the BG / NBD model . See [ 1 ] for model details Parameters T : int , float or array _ like The length of time obse...
observation_period_end = pd . to_datetime ( observation_period_end ) if type ( T ) in [ float , int ] : start_date = [ observation_period_end - pd . Timedelta ( T - 1 , unit = freq ) ] * size T = T * np . ones ( size ) else : start_date = [ observation_period_end - pd . Timedelta ( T [ i ] - 1 , unit = freq...
def check_presence_of_mandatory_args ( args , mandatory_args ) : '''Checks whether all mandatory arguments are passed . This function aims at methods with many arguments which are passed as kwargs so that the order in which the are passed does not matter . : args : The dictionary passed as args . : mandat...
missing_args = [ ] for name in mandatory_args : if name not in args . keys ( ) : missing_args . append ( name ) if len ( missing_args ) > 0 : raise ValueError ( 'Missing mandatory arguments: ' + ', ' . join ( missing_args ) ) else : return True
def _addsub_int_array ( self , other , op ) : """Add or subtract array - like of integers equivalent to applying ` _ time _ shift ` pointwise . Parameters other : Index , ExtensionArray , np . ndarray integer - dtype op : { operator . add , operator . sub } Returns result : same class as self"""
# _ addsub _ int _ array is overriden by PeriodArray assert not is_period_dtype ( self ) assert op in [ operator . add , operator . sub ] if self . freq is None : # GH # 19123 raise NullFrequencyError ( "Cannot shift with no freq" ) elif isinstance ( self . freq , Tick ) : # easy case where we can convert to timede...
def angular_separation ( lonp1 , latp1 , lonp2 , latp2 ) : """Compute the angles between lon / lat points p1 and p2 given in radians . On the unit sphere , this also corresponds to the great circle distance . p1 and p2 can be numpy arrays of the same length ."""
xp1 , yp1 , zp1 = lonlat2xyz ( lonp1 , latp1 ) xp2 , yp2 , zp2 = lonlat2xyz ( lonp2 , latp2 ) # # dot products to obtain angles angles = np . arccos ( ( xp1 * xp2 + yp1 * yp2 + zp1 * zp2 ) ) # # As this is a unit sphere , angle = length return angles
def undo ( self , x_prec ) : """Transform the unknowns to original coordinates This method also transforms the gradient to preconditioned coordinates"""
if self . scales is None : return x_prec else : return np . dot ( self . rotation , x_prec / self . scales )
def _get_optional_attrs ( kws ) : """Given keyword args , return optional _ attributes to be loaded into the GODag ."""
vals = OboOptionalAttrs . attributes . intersection ( kws . keys ( ) ) if 'sections' in kws : vals . add ( 'relationship' ) if 'norel' in kws : vals . discard ( 'relationship' ) return vals
def bads_report ( bads , path_prefix = None ) : """Return a nice report of bad architectures in ` bads ` Parameters bads : set set of length 2 or 3 tuples . A length 2 tuple is of form ` ` ( depending _ lib , missing _ archs ) ` ` meaning that an arch in ` require _ archs ` was missing from ` ` depending ...
path_processor = ( ( lambda x : x ) if path_prefix is None else get_rp_stripper ( path_prefix ) ) reports = [ ] for result in bads : if len ( result ) == 3 : depended_lib , depending_lib , missing_archs = result reports . append ( "{0} needs {1} {2} missing from {3}" . format ( path_processor ( depe...
def inlink_file ( self , filepath ) : """Create a symbolic link to the specified file in the directory containing the input files of the task ."""
if not os . path . exists ( filepath ) : logger . debug ( "Creating symbolic link to not existent file %s" % filepath ) # Extract the Abinit extension and add the prefix for input files . root , abiext = abi_splitext ( filepath ) infile = "in_" + abiext infile = self . indir . path_in ( infile ) # Link path to dest...
def swap_axis_to_0 ( x , axis ) : """Insert a new singleton axis at position 0 and swap it with the specified axis . The resulting array has an additional dimension , with ` ` axis ` ` + 1 ( which was ` ` axis ` ` before the insertion of the new axis ) of ` ` x ` ` at position 0 , and a singleton axis at posi...
return np . ascontiguousarray ( np . swapaxes ( x [ np . newaxis , ... ] , 0 , axis + 1 ) )
def print_in_box ( text ) : """Prints ` text ` surrounded by a box made of * s"""
print ( '' ) print ( '*' * ( len ( text ) + 6 ) ) print ( '** ' + text + ' **' ) print ( '*' * ( len ( text ) + 6 ) ) print ( '' )
def error ( self , msg ) : '''error ( msg : string ) Print a usage message incorporating ' msg ' to stderr and exit . This keeps option parsing exit status uniform for all parsing errors .'''
self . print_usage ( sys . stderr ) self . exit ( salt . defaults . exitcodes . EX_USAGE , '{0}: error: {1}\n' . format ( self . get_prog_name ( ) , msg ) )
def _merge_flags ( new_flags , old_flags = None , conf = 'any' ) : '''Merges multiple lists of flags removing duplicates and resolving conflicts giving priority to lasts lists .'''
if not old_flags : old_flags = [ ] args = [ old_flags , new_flags ] if conf == 'accept_keywords' : tmp = new_flags + [ i for i in old_flags if _check_accept_keywords ( new_flags , i ) ] else : tmp = portage . flatten ( args ) flags = { } for flag in tmp : if flag [ 0 ] == '-' : flags [ flag [ 1 ...
def _register_external_service ( self , plugin_name , plugin_instance ) : """Register an external service . : param plugin _ name : Service name : param plugin _ instance : PluginBase : return :"""
for attr in plugin_instance . get_external_services ( ) . keys ( ) : if attr in self . _external_services : raise PluginException ( "External service with name {} already exists! Unable to add " "services from plugin {}." . format ( attr , plugin_name ) ) self . _external_services [ attr ] = plugin_inst...
def load_from_s3 ( self , bucket , prefix = None ) : """Load messages previously saved to S3."""
n = 0 if prefix : prefix = '%s/' % prefix else : prefix = '%s/' % self . id [ 1 : ] rs = bucket . list ( prefix = prefix ) for key in rs : n += 1 m = self . new_message ( key . get_contents_as_string ( ) ) self . write ( m ) return n
def moveOrder ( self , orderNumber , rate , amount = None , postOnly = None , immediateOrCancel = None ) : """Cancels an order and places a new one of the same type in a single atomic transaction , meaning either both operations will succeed or both will fail . Required POST parameters are " orderNumber " and "...
return self . _private ( 'moveOrder' , orderNumber = orderNumber , rate = rate , amount = amount , postOnly = postOnly , immediateOrCancel = immediateOrCancel )
def shift_down_left ( self , times = 1 ) : """Finds Location shifted down left by 1 : rtype : Location"""
try : return Location ( self . _rank - times , self . _file - times ) except IndexError as e : raise IndexError ( e )
def _lookup_parent ( self , cls ) : """Lookup a transitive parent object that is an instance of a given class ."""
codeobj = self . parent while codeobj is not None and not isinstance ( codeobj , cls ) : codeobj = codeobj . parent return codeobj
def list_prediction ( self , species , to_this_composition = True ) : """Args : species : list of species to _ this _ composition : If true , substitutions with this as a final composition will be found . If false , substitutions with this as a starting composition will be found ( these are slightly d...
for sp in species : if get_el_sp ( sp ) not in self . p . species : raise ValueError ( "the species {} is not allowed for the" "probability model you are using" . format ( sp ) ) max_probabilities = [ ] for s1 in species : if to_this_composition : max_p = max ( [ self . p . cond_prob ( s2 , s1 )...
def inspect ( self ) : """Fetches image information from the client ."""
policy = self . policy image_name = format_image_tag ( ( self . config_id . config_name , self . config_id . instance_name ) ) image_id = policy . images [ self . client_name ] . get ( image_name ) if image_id : self . detail = { 'Id' : image_id } # Currently there is no need for actually inspecting the image ....
def get_available_extension ( name , user = None , host = None , port = None , maintenance_db = None , password = None , runas = None ) : '''Get info about an available postgresql extension CLI Example : . . code - block : : bash salt ' * ' postgres . get _ available _ extension plpgsql'''
return available_extensions ( user = user , host = host , port = port , maintenance_db = maintenance_db , password = password , runas = runas ) . get ( name , None )
def get_submission ( submission_uuid , read_replica = False ) : """Retrieves a single submission by uuid . Args : submission _ uuid ( str ) : Identifier for the submission . Kwargs : read _ replica ( bool ) : If true , attempt to use the read replica database . If no read replica is available , use the de...
if not isinstance ( submission_uuid , six . string_types ) : if isinstance ( submission_uuid , UUID ) : submission_uuid = six . text_type ( submission_uuid ) else : raise SubmissionRequestError ( msg = "submission_uuid ({!r}) must be serializable" . format ( submission_uuid ) ) cache_key = Submi...
def flood_fill_aplx ( self , * args , ** kwargs ) : """Unreliably flood - fill APLX to a set of application cores . . . note : : Most users should use the : py : meth : ` . load _ application ` wrapper around this method which guarantees successful loading . This method can be called in either of the follow...
# Coerce the arguments into a single form . If there are two arguments # then assume that we have filename and a map of chips and cores ; # otherwise there should be ONE argument which is of the form of the # return value of ` build _ application _ map ` . application_map = { } if len ( args ) == 1 : application_ma...
def validate ( self , result , spec ) : # noqa Yes , it ' s too complex . """Validate that the result has the correct structure ."""
if spec is None : # None matches anything . return if isinstance ( spec , dict ) : if not isinstance ( result , dict ) : raise ValueError ( 'Dictionary expected, but %r found.' % result ) if spec : spec_value = next ( iter ( spec . values ( ) ) ) # Yay Python 3! for value in ...
def list_annotations ( self ) -> List [ Namespace ] : """List all annotations ."""
return self . session . query ( Namespace ) . filter ( Namespace . is_annotation ) . all ( )
def cosinebell ( n , fraction ) : """Return a cosine bell spanning n pixels , masking a fraction of pixels Parameters n : int Number of pixels . fraction : float Length fraction over which the data will be masked ."""
mask = np . ones ( n ) nmasked = int ( fraction * n ) for i in range ( nmasked ) : yval = 0.5 * ( 1 - np . cos ( np . pi * float ( i ) / float ( nmasked ) ) ) mask [ i ] = yval mask [ n - i - 1 ] = yval return mask
def ustack ( arrs , axis = 0 ) : """Join a sequence of arrays along a new axis while preserving units The axis parameter specifies the index of the new axis in the dimensions of the result . For example , if ` ` axis = 0 ` ` it will be the first dimension and if ` ` axis = - 1 ` ` it will be the last dimensio...
v = np . stack ( arrs , axis = axis ) v = _validate_numpy_wrapper_units ( v , arrs ) return v
def _folder_item_report_visibility ( self , analysis_brain , item ) : """Set if the hidden field can be edited ( enabled / disabled ) : analysis _ brain : Brain that represents an analysis : item : analysis ' dictionary counterpart to be represented as a row"""
# Users that can Add Analyses to an Analysis Request must be able to # set the visibility of the analysis in results report , also if the # current state of the Analysis Request ( e . g . verified ) does not allow # the edition of other fields . Note that an analyst has no privileges # by default to edit this value , c...
def tokenizer ( self ) : """Datasets can provide support for segmentation ( aka tokenization ) in two ways : - by providing an orthography profile at etc / orthography . tsv or - by overwriting this method to return a custom tokenizer callable . : return : A callable to do segmentation . The expected signat...
profile = self . dir / 'etc' / 'orthography.tsv' if profile . exists ( ) : profile = Profile . from_file ( str ( profile ) , form = 'NFC' ) default_spec = list ( next ( iter ( profile . graphemes . values ( ) ) ) . keys ( ) ) for grapheme in [ '^' , '$' ] : if grapheme not in profile . graphemes : ...
def get_points ( self , measurement = None , tags = None ) : """Return a generator for all the points that match the given filters . : param measurement : The measurement name : type measurement : str : param tags : Tags to look for : type tags : dict : return : Points generator"""
# Raise error if measurement is not str or bytes if not isinstance ( measurement , ( bytes , type ( b'' . decode ( ) ) , type ( None ) ) ) : raise TypeError ( 'measurement must be an str or None' ) for series in self . _get_series ( ) : series_name = series . get ( 'measurement' , series . get ( 'name' , 'resul...
def convert_strtime_datetime ( dt_str ) : """Converts datetime isoformat string to datetime ( dt ) object Args : : dt _ str ( str ) : input string in ' 2017-12-30T18:48:00.353Z ' form or similar Returns : TYPE : datetime object"""
dt , _ , us = dt_str . partition ( "." ) dt = datetime . datetime . strptime ( dt , "%Y-%m-%dT%H:%M:%S" ) us = int ( us . rstrip ( "Z" ) , 10 ) return dt + datetime . timedelta ( microseconds = us )
def CreateGroup ( r , name , alloc_policy = None , dry_run = False ) : """Creates a new node group . @ type name : str @ param name : the name of node group to create @ type alloc _ policy : str @ param alloc _ policy : the desired allocation policy for the group , if any @ type dry _ run : bool @ param...
query = { "dry-run" : dry_run , } body = { "name" : name , "alloc_policy" : alloc_policy } return r . request ( "post" , "/2/groups" , query = query , content = body )
def sum_transactions ( transactions ) : """Sums transactions into a total of remaining vacation days ."""
workdays_per_year = 250 previous_date = None rate = 0 day_sum = 0 for transaction in transactions : date , action , value = _parse_transaction_entry ( transaction ) if previous_date is None : previous_date = date elapsed = workdays . networkdays ( previous_date , date , stat_holidays ( ) ) - 1 i...
def get_column_names ( engine : Engine , tablename : str ) -> List [ str ] : """Get all the database column names for the specified table ."""
return [ info . name for info in gen_columns_info ( engine , tablename ) ]
def to_valid_density_matrix ( density_matrix_rep : Union [ int , np . ndarray ] , num_qubits : int , dtype : Type [ np . number ] = np . complex64 ) -> np . ndarray : """Verifies the density _ matrix _ rep is valid and converts it to ndarray form . This method is used to support passing a matrix , a vector ( wave...
if ( isinstance ( density_matrix_rep , np . ndarray ) and density_matrix_rep . ndim == 2 ) : if density_matrix_rep . shape != ( 2 ** num_qubits , 2 ** num_qubits ) : raise ValueError ( 'Density matrix was not square and of size 2 ** num_qubit, ' 'instead was {}' . format ( density_matrix_rep . shape ) ) ...
def get_learning_objectives ( self ) : """This method also mirrors that in the Item ."""
# This is pretty much identicial to the method in assessment . Item ! mgr = self . _get_provider_manager ( 'LEARNING' ) lookup_session = mgr . get_objective_lookup_session ( proxy = getattr ( self , "_proxy" , None ) ) lookup_session . use_federated_objective_bank_view ( ) return lookup_session . get_objectives_by_ids ...
def get_waveset ( model ) : """Get optimal wavelengths for sampling a given model . Parameters model : ` ~ astropy . modeling . Model ` Model . Returns waveset : array - like or ` None ` Optimal wavelengths . ` None ` if undefined . Raises synphot . exceptions . SynphotError Invalid model ."""
if not isinstance ( model , Model ) : raise SynphotError ( '{0} is not a model.' . format ( model ) ) if isinstance ( model , _CompoundModel ) : waveset = model . _tree . evaluate ( WAVESET_OPERATORS , getter = None ) else : waveset = _get_sampleset ( model ) return waveset
def make_sloppy_codec ( encoding ) : """Take a codec name , and return a ' sloppy ' version of that codec that can encode and decode the unassigned bytes in that encoding . Single - byte encodings in the standard library are defined using some boilerplate classes surrounding the functions that do the actual w...
# Make a bytestring of all 256 possible bytes . all_bytes = bytes ( range ( 256 ) ) # Get a list of what they would decode to in Latin - 1. sloppy_chars = list ( all_bytes . decode ( 'latin-1' ) ) # Get a list of what they decode to in the given encoding . Use the # replacement character for unassigned bytes . if PY26 ...
def parse ( readDataInstance , sectionHeadersInstance ) : """Returns a new L { Sections } object . @ type readDataInstance : L { ReadData } @ param readDataInstance : A L { ReadData } object with data to be parsed as a L { Sections } object . @ type sectionHeadersInstance : instance @ param sectionHeadersIn...
sData = Sections ( ) for sectionHdr in sectionHeadersInstance : if sectionHdr . sizeOfRawData . value > len ( readDataInstance . data ) : print "Warning: SizeOfRawData is larger than file." if sectionHdr . pointerToRawData . value > len ( readDataInstance . data ) : print "Warning: PointerToRawD...
def decode_aes256 ( cipher , iv , data , encryption_key ) : """Decrypt AES - 256 bytes . Allowed ciphers are : : ecb , : cbc . If for : ecb iv is not used and should be set to " " ."""
if cipher == 'cbc' : aes = AES . new ( encryption_key , AES . MODE_CBC , iv ) elif cipher == 'ecb' : aes = AES . new ( encryption_key , AES . MODE_ECB ) else : raise ValueError ( 'Unknown AES mode' ) d = aes . decrypt ( data ) # http : / / passingcuriosity . com / 2009 / aes - encryption - in - python - wit...
def get_bitcoind_client ( ) : """Connect to the bitcoind node"""
bitcoind_opts = get_bitcoin_opts ( ) bitcoind_host = bitcoind_opts [ 'bitcoind_server' ] bitcoind_port = bitcoind_opts [ 'bitcoind_port' ] bitcoind_user = bitcoind_opts [ 'bitcoind_user' ] bitcoind_passwd = bitcoind_opts [ 'bitcoind_passwd' ] return create_bitcoind_service_proxy ( bitcoind_user , bitcoind_passwd , serv...
def compile_files_cwd ( * args , ** kwargs ) : """change working directory to contract ' s dir in order to avoid symbol name conflicts"""
# get root directory of the contracts compile_wd = os . path . commonprefix ( args [ 0 ] ) # edge case - compiling a single file if os . path . isfile ( compile_wd ) : compile_wd = os . path . dirname ( compile_wd ) # remove prefix from the files if compile_wd [ - 1 ] != '/' : compile_wd += '/' file_list = [ x ...
def sanitize ( self ) : """Sanitize all fields of the KNX message ."""
self . repeat = self . repeat % 2 self . priority = self . priority % 4 self . src_addr = self . src_addr % 0x10000 self . dst_addr = self . dst_addr % 0x10000 self . multicast = self . multicast % 2 self . routing = self . routing % 8 self . length = self . length % 16 for i in range ( 0 , self . length - 1 ) : se...
def snmp_server_host_source_interface_source_interface_type_loopback_loopback ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) snmp_server = ET . SubElement ( config , "snmp-server" , xmlns = "urn:brocade.com:mgmt:brocade-snmp" ) host = ET . SubElement ( snmp_server , "host" ) ip_key = ET . SubElement ( host , "ip" ) ip_key . text = kwargs . pop ( 'ip' ) community_key = ET . SubElement ( host , "community" ) ...
def query ( self , query , args = ( ) , as_dict = False , suppress_warnings = True , reconnect = None ) : """Execute the specified query and return the tuple generator ( cursor ) . : param query : mysql query : param args : additional arguments for the client . cursor : param as _ dict : If as _ dict is set t...
if reconnect is None : reconnect = config [ 'database.reconnect' ] cursor = client . cursors . DictCursor if as_dict else client . cursors . Cursor cur = self . _conn . cursor ( cursor = cursor ) logger . debug ( "Executing SQL:" + query [ 0 : 300 ] ) try : with warnings . catch_warnings ( ) : if suppre...
def angularjs ( parser , token ) : """Conditionally switch between AngularJS and Django variable expansion for ` ` { { ` ` and ` ` } } ` ` keeping Django ' s expansion for ` ` { % ` ` and ` ` % } ` ` Usage : : { % angularjs 1 % } or simply { % angularjs % } { % process variables through the AngularJS templa...
bits = token . contents . split ( ) if len ( bits ) < 2 : bits . append ( '1' ) values = [ parser . compile_filter ( bit ) for bit in bits [ 1 : ] ] django_nodelist = parser . parse ( ( 'endangularjs' , ) ) angular_nodelist = NodeList ( ) for node in django_nodelist : # convert all occurrences of VariableNode into ...
def zip_a_folder ( src , dst ) : """Add a folder and everything inside to zip archive . Example : : | - - - paper | - - - algorithm . pdf | - - - images | - - - 1 . jpg zip _ a _ folder ( " paper " , " paper . zip " ) paper . zip | - - - paper | - - - algorithm . pdf | - - - images | - - - 1 ....
src , dst = os . path . abspath ( src ) , os . path . abspath ( dst ) cwd = os . getcwd ( ) todo = list ( ) dirname , basename = os . path . split ( src ) os . chdir ( dirname ) for dirname , _ , fnamelist in os . walk ( basename ) : for fname in fnamelist : newname = os . path . join ( dirname , fname ) ...
def _remove_layer ( self , layer ) : """remove the layer and its input / output edges"""
successors = self . get_successors ( layer ) predecessors = self . get_predecessors ( layer ) # remove all edges for succ in successors : self . _remove_edge ( layer , succ ) for pred in predecessors : self . _remove_edge ( pred , layer ) # remove layer in the data structures self . keras_layer_map . pop ( laye...
def finalize_download ( url , download_to_file , content_type , request ) : """Finalizes the download operation by doing various checks , such as format type , size check etc ."""
# If format is given , a format check is performed . if content_type and content_type not in request . headers [ 'content-type' ] : msg = 'The downloaded file is not of the desired format' raise InvenioFileDownloadError ( msg ) # Save the downloaded file to desired or generated location . to_file = open ( downl...
def compress ( condition , data , axis = 0 , out = None , blen = None , storage = None , create = 'array' , ** kwargs ) : """Return selected slices of an array along given axis ."""
# setup if out is not None : # argument is only there for numpy API compatibility raise NotImplementedError ( 'out argument is not supported' ) storage = _util . get_storage ( storage ) blen = _util . get_blen_array ( data , blen ) length = len ( data ) nnz = count_nonzero ( condition ) if axis == 0 : _util . c...
def create_process_behavior ( self , behavior , process_id ) : """CreateProcessBehavior . [ Preview API ] Creates a single behavior in the given process . : param : class : ` < ProcessBehaviorCreateRequest > < azure . devops . v5_0 . work _ item _ tracking _ process . models . ProcessBehaviorCreateRequest > ` b...
route_values = { } if process_id is not None : route_values [ 'processId' ] = self . _serialize . url ( 'process_id' , process_id , 'str' ) content = self . _serialize . body ( behavior , 'ProcessBehaviorCreateRequest' ) response = self . _send ( http_method = 'POST' , location_id = 'd1800200-f184-4e75-a5f2-ad0b04b...
def trim ( value ) : '''Raise an exception if value is empty . Otherwise strip it down . : param value : : return :'''
value = ( value or '' ) . strip ( ) if not value : raise CommandExecutionError ( "Empty value during sanitation" ) return six . text_type ( value )
def _match_vcs_scheme ( url ) : # type : ( str ) - > Optional [ str ] """Look for VCS schemes in the URL . Returns the matched VCS scheme , or None if there ' s no match ."""
from pipenv . patched . notpip . _internal . vcs import VcsSupport for scheme in VcsSupport . schemes : if url . lower ( ) . startswith ( scheme ) and url [ len ( scheme ) ] in '+:' : return scheme return None
def CheckStyle ( filename , linenumber , clean_lines , errors ) : """Check style issues . These are : No extra spaces between command and parenthesis Matching spaces between parenthesis and arguments No repeated logic in else ( ) , endif ( ) , endmacro ( )"""
CheckIndent ( filename , linenumber , clean_lines , errors ) CheckCommandSpaces ( filename , linenumber , clean_lines , errors ) line = clean_lines . raw_lines [ linenumber ] if line . find ( '\t' ) != - 1 : errors ( filename , linenumber , 'whitespace/tabs' , 'Tab found; please use spaces' ) if line and line [ - 1...
def chained_parameter_variation ( subject , durations , y0 , varied_params , default_params = None , integrate_kwargs = None , x0 = None , npoints = 1 , numpy = None ) : """Integrate an ODE - system for a serie of durations with some parameters changed in - between Parameters subject : function or ODESys instan...
assert len ( durations ) > 0 , 'need at least 1 duration (preferably many)' assert npoints > 0 , 'need at least 1 point per duration' for k , v in varied_params . items ( ) : if len ( v ) != len ( durations ) : raise ValueError ( "Mismathced lengths of durations and varied_params" ) if isinstance ( subject ...
def _parse_wikiheadlines ( path ) : """Generates examples from Wikiheadlines dataset file ."""
lang_match = re . match ( r".*\.([a-z][a-z])-([a-z][a-z])$" , path ) assert lang_match is not None , "Invalid Wikiheadlines filename: %s" % path l1 , l2 = lang_match . groups ( ) with tf . io . gfile . GFile ( path ) as f : for line in f : s1 , s2 = line . split ( "|||" ) yield { l1 : s1 . strip ( )...
def process_output ( self , data , output_prompt , input_lines , output , is_doctest , decorator , image_file ) : """Process data block for OUTPUT token ."""
TAB = ' ' * 4 if is_doctest and output is not None : found = output found = found . strip ( ) submitted = data . strip ( ) if self . directive is None : source = 'Unavailable' content = 'Unavailable' else : source = self . directive . state . document . current_source ...
def _get_algorithm ( self , algorithm_name ) : """Get the specific algorithm . : param str algorithm _ name : name of the algorithm to use ( file name ) . : return : algorithm object ."""
try : algorithm = anomaly_detector_algorithms [ algorithm_name ] return algorithm except KeyError : raise exceptions . AlgorithmNotFound ( 'luminol.AnomalyDetector: ' + str ( algorithm_name ) + ' not found.' )
def update_schema ( schema_old , schema_new ) : """Given an old BigQuery schema , update it with a new one . Where a field name is the same , the new will replace the old . Any new fields not present in the old schema will be added . Arguments : schema _ old : the old schema to update schema _ new : the n...
old_fields = schema_old [ "fields" ] new_fields = schema_new [ "fields" ] output_fields = list ( old_fields ) field_indices = { field [ "name" ] : i for i , field in enumerate ( output_fields ) } for field in new_fields : name = field [ "name" ] if name in field_indices : # replace old field with new field of s...
def should_be_hidden_as_cause ( exc ) : """Used everywhere to decide if some exception type should be displayed or hidden as the casue of an error"""
# reduced traceback in case of HasWrongType ( instance _ of checks ) from valid8 . validation_lib . types import HasWrongType , IsWrongType return isinstance ( exc , ( HasWrongType , IsWrongType ) )
def clear_queues ( self , manager ) : """Release the resources associated to the queues of this instance : param manager : Manager ( ) object : type manager : None | object : return : None"""
for queue in ( self . to_q , self . from_q ) : if queue is None : continue # If we got no manager , we directly call the clean if not manager : try : queue . close ( ) queue . join_thread ( ) except AttributeError : pass # else : # q . _ ca...
def pore_coords ( target ) : r"""The average of the pore coords"""
network = target . project . network Ts = network . throats ( target . name ) conns = network [ 'throat.conns' ] coords = network [ 'pore.coords' ] return _sp . mean ( coords [ conns ] , axis = 1 ) [ Ts ]
def worker_exec ( self , max_num , default_ext = '' , queue_timeout = 5 , req_timeout = 5 , ** kwargs ) : """Target method of workers . Get task from ` ` task _ queue ` ` and then download files and process meta data . A downloader thread will exit in either of the following cases : 1 . All parser threads hav...
self . max_num = max_num while True : if self . signal . get ( 'reach_max_num' ) : self . logger . info ( 'downloaded images reach max num, thread %s' ' is ready to exit' , current_thread ( ) . name ) break try : task = self . in_queue . get ( timeout = queue_timeout ) except queue ....
def listen ( self , once = False ) : """Listen for changes in all registered listeners . Use add _ listener before calling this funcion to listen for desired events or set ` once ` to True to listen for initial room information"""
if once : # we listen for time event and return false so our # run _ queues function will be also falsy and break the loop self . add_listener ( "time" , lambda _ : False ) return self . conn . listen ( )
def validate ( config ) : """Validate a configuration file ."""
with open ( config ) as fh : data = utils . yaml_load ( fh . read ( ) ) jsonschema . validate ( data , CONFIG_SCHEMA )
def get_bucket_type_props ( self , bucket_type ) : """Get properties for a bucket - type"""
self . _check_bucket_types ( bucket_type ) url = self . bucket_type_properties_path ( bucket_type . name ) status , headers , body = self . _request ( 'GET' , url ) if status == 200 : props = json . loads ( bytes_to_str ( body ) ) return props [ 'props' ] else : raise RiakError ( 'Error getting bucket-type ...
def add_token_without_limits ( self , token_address : TokenAddress , ) -> Address : """Register token of ` token _ address ` with the token network . This applies for versions prior to 0.13.0 of raiden - contracts , since limits were hardcoded into the TokenNetwork contract ."""
return self . _add_token ( token_address = token_address , additional_arguments = dict ( ) , )
def _put ( self , * args , ** kwargs ) : """A wrapper for putting things . It will also json encode your ' data ' parameter : returns : The response of your put : rtype : dict"""
if 'data' in kwargs : kwargs [ 'data' ] = json . dumps ( kwargs [ 'data' ] ) response = requests . put ( * args , ** kwargs ) response . raise_for_status ( )
def decrypt_from ( self , f , mac_bytes = 10 ) : """Decrypts a message from f ."""
ctx = DecryptionContext ( self . curve , f , self , mac_bytes ) yield ctx ctx . read ( )
def note_revert ( self , note_id , version ) : """Function to revert a specific note ( Requires login ) ( UNTESTED ) . Parameters : note _ id ( int ) : The note id to update . version ( int ) : The version to revert to ."""
params = { 'id' : note_id , 'version' : version } return self . _get ( 'note/revert' , params , method = 'PUT' )
def post_helper ( form_tag = True , edit_mode = False ) : """Post ' s form layout helper"""
helper = FormHelper ( ) helper . form_action = '.' helper . attrs = { 'data_abide' : '' } helper . form_tag = form_tag fieldsets = [ Row ( Column ( 'text' , css_class = 'small-12' ) , ) , ] # Threadwatch option is not in edit form if not edit_mode : fieldsets . append ( Row ( Column ( 'threadwatch' , css_class = 's...
def _parse_pairwise_input ( indices1 , indices2 , MDlogger , fname = '' ) : r"""For input of pairwise type ( distances , inverse distances , contacts ) checks the type of input the user gave and reformats it so that : py : func : ` DistanceFeature ` , : py : func : ` InverseDistanceFeature ` , and ContactFeatur...
if is_iterable_of_int ( indices1 ) : MDlogger . warning ( 'The 1D arrays input for %s have been sorted, and ' 'index duplicates have been eliminated.\n' 'Check the output of describe() to see the actual order of the features' % fname ) # Eliminate duplicates and sort indices1 = np . unique ( indices1 ) ...
def get_cusum ( self , mag ) : """Return max - min of cumulative sum . Parameters mag : array _ like An array of magnitudes . Returns mm _ cusum : float Max - min of cumulative sum ."""
c = np . cumsum ( mag - self . weighted_mean ) / len ( mag ) / self . weighted_std return np . max ( c ) - np . min ( c )