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def del_pipe ( self , pipe , forced = False ) : """Deletes a pipe ( A , . . . , N ) which is an N - ` ` tuple ` ` of ` ` Piper ` ` instances . Deleting a pipe means to delete all the connections between ` ` Pipers ` ` and to delete all the ` ` Pipers ` ` . If " forced " is ` ` False ` ` only ` ` Pipers ` ` wh...
self . log . debug ( '%s removes pipe%s forced: %s' % ( repr ( self ) , repr ( pipe ) , forced ) ) pipe = list ( reversed ( pipe ) ) for i in xrange ( len ( pipe ) - 1 ) : edge = ( self . resolve ( pipe [ i ] ) , self . resolve ( pipe [ i + 1 ] ) ) self . del_edge ( edge ) self . log . debug ( '%s removed t...
def create_choice_attribute ( creator_type , value , choice_entry ) : """Create an instance of a subclass of ChoiceAttributeMixin for the given value . Parameters creator _ type : type ` ` ChoiceAttributeMixin ` ` or a subclass , from which we ' ll call the ` ` get _ class _ for _ value ` ` class - method ....
klass = creator_type . get_class_for_value ( value ) return klass ( value , choice_entry )
def handle_error ( self , callback ) : """Called when an error occurs in an event loop callback . By default , sets the error view ."""
self . loop . log_error ( callback ) msg = "\n" . join ( [ "Exception in callback %r" % callback , traceback . format_exc ( ) ] ) self . show_error ( msg . encode ( 'utf-8' ) )
def format_datetime ( dt , usegmt = False ) : """Turn a datetime into a date string as specified in RFC 2822. If usegmt is True , dt must be an aware datetime with an offset of zero . In this case ' GMT ' will be rendered instead of the normal + 0000 required by RFC2822 . This is to support HTTP headers invol...
now = dt . timetuple ( ) if usegmt : if dt . tzinfo is None or dt . tzinfo != datetime . timezone . utc : raise ValueError ( "usegmt option requires a UTC datetime" ) zone = 'GMT' elif dt . tzinfo is None : zone = '-0000' else : zone = dt . strftime ( "%z" ) return _format_timetuple_and_zone ( n...
def takeScreenshotAndShowItOnWindow ( self ) : '''Takes the current screenshot and shows it on the main window . It also : - sizes the window - create the canvas - set the focus - enable the events - create widgets - finds the targets ( as explained in L { findTargets } ) - hides the vignette ( that...
if PROFILE : print >> sys . stderr , "PROFILING: takeScreenshotAndShowItOnWindow()" profileStart ( ) if DEBUG : print >> sys . stderr , "takeScreenshotAndShowItOnWindow()" if self . vc and self . vc . uiAutomatorHelper : received = self . vc . uiAutomatorHelper . takeScreenshot ( ) stream = StringIO...
def is_iterable ( val ) : """Check if val is not a list , but is a collections . Iterable type . This is used to determine when list ( ) should be called on val > > > l = [ 1 , 2] > > > is _ iterable ( l ) False > > > is _ iterable ( iter ( l ) ) True : param val : value to check : return : True if ...
if isinstance ( val , list ) : return False return isinstance ( val , collections . Iterable )
def run ( self , ** client_params ) : """Actually creates the async job on the CARTO server : param client _ params : To be send to the CARTO API . See CARTO ' s documentation depending on the subclass you are using : type client _ params : kwargs : return : : raise : CartoException"""
try : self . send ( self . get_collection_endpoint ( ) , http_method = "POST" , ** client_params ) except Exception as e : raise CartoException ( e )
def make_model ( self ) : """Assemble text from the set of collected INDRA Statements . Returns stmt _ strs : str Return the assembled text as unicode string . By default , the text is a single string consisting of one or more sentences with periods at the end ."""
stmt_strs = [ ] for stmt in self . statements : if isinstance ( stmt , ist . Modification ) : stmt_strs . append ( _assemble_modification ( stmt ) ) elif isinstance ( stmt , ist . Autophosphorylation ) : stmt_strs . append ( _assemble_autophosphorylation ( stmt ) ) elif isinstance ( stmt , i...
def _decode_surrogatepass ( data , codec ) : """Like data . decode ( codec , ' surrogatepass ' ) but makes utf - 16 - le / be work on Python < 3.4 + Windows https : / / bugs . python . org / issue27971 Raises UnicodeDecodeError , LookupError"""
try : return data . decode ( codec , _surrogatepass ) except UnicodeDecodeError : if not _codec_can_decode_with_surrogatepass ( codec ) : if _normalize_codec ( codec ) == "utf-16-be" : data = _swap_bytes ( data ) codec = "utf-16-le" if _normalize_codec ( codec ) == "utf-1...
def erase_all ( self ) : """@ brief Erase all the flash . @ exception FlashEraseFailure"""
assert self . _active_operation == self . Operation . ERASE assert self . is_erase_all_supported # update core register to execute the erase _ all subroutine result = self . _call_function_and_wait ( self . flash_algo [ 'pc_eraseAll' ] ) # check the return code if result != 0 : raise FlashEraseFailure ( 'erase_all ...
def module_can_run_parallel ( test_module : unittest . TestSuite ) -> bool : """Checks if a given module of tests can be run in parallel or not : param test _ module : the module to run : return : True if the module can be run on parallel , False otherwise"""
for test_class in test_module : # if the test is already failed , we just don ' t filter it # and let the test runner deal with it later . if hasattr ( unittest . loader , '_FailedTest' ) : # import failure in python 3.4.5 + # noinspection PyProtectedMember if isinstance ( test_class , unittest . loader...
def stoptimes ( self , start_date , end_date ) : """Return all stop times in the date range : param start _ date : The starting date for the query . : param end _ date : The end date for the query . > > > import datetime > > > today = datetime . date . today ( ) > > > trans . stoptimes ( today - datet...
params = { 'start' : self . format_date ( start_date ) , 'end' : self . format_date ( end_date ) } response = self . _request ( ENDPOINTS [ 'STOPTIMES' ] , params ) return response
def _get_hash ( self , name , operation , create = False ) : """Get ( and maybe create ) a hash by name ."""
return self . _get_by_type ( name , operation , create , b'hash' , { } )
def calculate_start_time ( df ) : """Calculate the star _ time per read . Time data is either a " time " ( in seconds , derived from summary files ) or a " timestamp " ( in UTC , derived from fastq _ rich format ) and has to be converted appropriately in a datetime format time _ arr For both the time _ ze...
if "time" in df : df [ "time_arr" ] = pd . Series ( df [ "time" ] , dtype = 'datetime64[s]' ) elif "timestamp" in df : df [ "time_arr" ] = pd . Series ( df [ "timestamp" ] , dtype = "datetime64[ns]" ) else : return df if "dataset" in df : for dset in df [ "dataset" ] . unique ( ) : time_zero = d...
def vrfs_get ( self , subcommand = 'routes' , route_dist = None , route_family = 'all' , format = 'json' ) : """This method returns the existing vrfs . ` ` subcommand ` ` specifies one of the following . - ' routes ' : shows routes present for vrf - ' summary ' : shows configuration and summary of vrf ` ` r...
show = { 'format' : format , } if route_family in SUPPORTED_VRF_RF : assert route_dist is not None show [ 'params' ] = [ 'vrf' , subcommand , route_dist , route_family ] else : show [ 'params' ] = [ 'vrf' , subcommand , 'all' ] return call ( 'operator.show' , ** show )
def get_initial ( self , form , name ) : """Get the initial data that got passed into the superform for this composite field . It should return ` ` None ` ` if no initial values where given ."""
if hasattr ( form , 'initial' ) : return form . initial . get ( name , None ) return None
def get_history_by_flight_number ( self , flight_number , page = 1 , limit = 100 ) : """Fetch the history of a flight by its number . This method can be used to get the history of a flight route by the number . It checks the user authentication and returns the data accordingly . Args : flight _ number ( str...
url = FLT_BASE . format ( flight_number , str ( self . AUTH_TOKEN ) , page , limit ) return self . _fr24 . get_data ( url )
def do_dump ( self , arg ) : '''Output all bytes waiting in output queue .'''
if not self . arm . is_connected ( ) : print ( self . style . error ( 'Error: ' , 'Arm is not connected.' ) ) return print ( self . arm . dump ( ) )
def final ( ) : """In case the program is cancelled or quit , we need to clean up the PulseIn helper process and also the message queue , this is called at exit to do so"""
if DEBUG : print ( "Cleaning up message queues" , queues ) print ( "Cleaning up processes" , procs ) for q in queues : q . remove ( ) for proc in procs : proc . terminate ( )
def get_context ( self , arr , expr , context ) : """Returns a context dictionary for use in evaluating the expression . : param arr : The input array . : param expr : The input expression . : param context : Evaluation context ."""
expression_names = [ x for x in self . get_expression_names ( expr ) if x not in set ( context . keys ( ) ) . union ( [ 'i' ] ) ] if len ( expression_names ) != 1 : raise ValueError ( 'The expression must have exactly one variable.' ) return { expression_names [ 0 ] : arr }
def _get_conversion_outfile ( self , convert_to = None ) : '''a helper function to return a conversion temporary output file based on kind of conversion Parameters convert _ to : a string either docker or singularity , if a different'''
conversion = self . _get_conversion_type ( convert_to ) prefix = "Singularity" if conversion == "docker" : prefix = "Dockerfile" suffix = next ( tempfile . _get_candidate_names ( ) ) return "%s.%s" % ( prefix , suffix )
def get_skyline ( lrh ) : """Wortst Time Complexity : O ( NlogN ) : type buildings : List [ List [ int ] ] : rtype : List [ List [ int ] ]"""
skyline , live = [ ] , [ ] i , n = 0 , len ( lrh ) while i < n or live : if not live or i < n and lrh [ i ] [ 0 ] <= - live [ 0 ] [ 1 ] : x = lrh [ i ] [ 0 ] while i < n and lrh [ i ] [ 0 ] == x : heapq . heappush ( live , ( - lrh [ i ] [ 2 ] , - lrh [ i ] [ 1 ] ) ) i += 1 ...
def submit_all ( self , poll = True , errors = True , process_files = True , halt_on_error = True ) : """Submit Batch request to ThreatConnect API . By default this method will submit the job request and data and if the size of the data is below the value * * synchronousBatchSaveLimit * * set in System Setting ...
batch_data_array = [ ] while True : batch_data = { } batch_id = None if self . action . lower ( ) == 'delete' : # while waiting of FR for delete support in createAndUpload submit delete request # the old way ( submit job + submit data ) , still using V2. if len ( self ) > 0 : # pylint : disable ...
def page ( self , status = values . unset , date_created_after = values . unset , date_created_before = values . unset , room_sid = values . unset , page_token = values . unset , page_number = values . unset , page_size = values . unset ) : """Retrieve a single page of CompositionInstance records from the API . R...
params = values . of ( { 'Status' : status , 'DateCreatedAfter' : serialize . iso8601_datetime ( date_created_after ) , 'DateCreatedBefore' : serialize . iso8601_datetime ( date_created_before ) , 'RoomSid' : room_sid , 'PageToken' : page_token , 'Page' : page_number , 'PageSize' : page_size , } ) response = self . _ve...
def set ( self , time , value , compact = False ) : """Set the value for the time series . If compact is True , only set the value if it ' s different from what it would be anyway ."""
if ( len ( self ) == 0 ) or ( not compact ) or ( compact and self . get ( time ) != value ) : self . _d [ time ] = value
async def open_session ( self , request : BaseRequestWebsocket ) -> Session : """Open and return a Session using the request ."""
return await ensure_coroutine ( self . session_interface . open_session ) ( self , request )
def tmpfile ( prefix , direc ) : """Returns the path to a newly created temporary file ."""
return tempfile . mktemp ( prefix = prefix , suffix = '.pdb' , dir = direc )
def query_pa_no_flush ( session , permission , role , obj ) : """Query for a : class : ` PermissionAssignment ` using ` session ` without any ` flush ( ) ` . It works by looking in session ` new ` , ` dirty ` and ` deleted ` , and issuing a query with no autoflush . . . note : : This function is used by `...
to_visit = [ session . deleted , session . dirty , session . new ] with session . no_autoflush : # no _ autoflush is required to visit PERMISSIONS _ ATTR without emitting a # flush ( ) if obj : to_visit . append ( getattr ( obj , PERMISSIONS_ATTR ) ) permissions = ( p for p in chain ( * to_visit ) if is...
async def toggle ( self ) : """Toggles between pause and resume command"""
self . logger . debug ( "toggle command" ) if not self . state == 'ready' : return if self . streamer is None : return try : if self . streamer . is_playing ( ) : await self . pause ( ) else : await self . resume ( ) except Exception as e : logger . error ( e ) pass
def get_row_generator ( self , ref , cache = None ) : """Return a row generator for a reference"""
from inspect import isgenerator from rowgenerators import get_generator g = get_generator ( ref ) if not g : raise GenerateError ( "Cant figure out how to generate rows from {} ref: {}" . format ( type ( ref ) , ref ) ) else : return g
def urlsplit ( url ) : """Split an arbitrary url into protocol , host , rest The standard urlsplit does not want to provide ' netloc ' for arbitrary protocols , this works around that . : param url : The url to split into component parts"""
proto , rest = url . split ( ':' , 1 ) host = '' if rest [ : 2 ] == '//' : host , rest = rest [ 2 : ] . split ( '/' , 1 ) rest = '/' + rest return proto , host , rest
def _compute_inflation ( value , reference_value ) : """Helper function to compute the inflation / deflation based on a value and a reference value"""
res = value / float ( reference_value ) return InflationResult ( factor = res , value = res - 1 )
def dropout_mask ( x : Tensor , sz : Collection [ int ] , p : float ) : "Return a dropout mask of the same type as ` x ` , size ` sz ` , with probability ` p ` to cancel an element ."
return x . new ( * sz ) . bernoulli_ ( 1 - p ) . div_ ( 1 - p )
def _discover_meta_cols ( self , ** kwargs ) : """Return the subset of ` kwargs ` values ( not keys ! ) matching a ` meta ` column name"""
cols = set ( [ 'exclude' ] ) for arg , value in kwargs . items ( ) : if isstr ( value ) and value in self . meta . columns : cols . add ( value ) return list ( cols )
def prepare_function_symbol ( self , symbol_name , basic_addr = None ) : """Prepare the address space with the data necessary to perform relocations pointing to the given symbol Returns a 2 - tuple . The first item is the address of the function code , the second is the address of the relocation target ."""
if basic_addr is None : basic_addr = self . project . loader . extern_object . get_pseudo_addr ( symbol_name ) return basic_addr , basic_addr
def normalize_keys ( self , value ) : """Normalize the keys of a dictionary using : func : ` normalize _ name ( ) ` . : param value : The dictionary to normalize . : returns : A dictionary with normalized keys ."""
return dict ( ( self . normalize_name ( k ) , v ) for k , v in value . items ( ) )
def list_all_promotions ( cls , ** kwargs ) : """List Promotions Return a list of Promotions This method makes a synchronous HTTP request by default . To make an asynchronous HTTP request , please pass async = True > > > thread = api . list _ all _ promotions ( async = True ) > > > result = thread . get (...
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'async' ) : return cls . _list_all_promotions_with_http_info ( ** kwargs ) else : ( data ) = cls . _list_all_promotions_with_http_info ( ** kwargs ) return data
def tx_tn_days_above ( tasmin , tasmax , thresh_tasmin = '22 degC' , thresh_tasmax = '30 degC' , freq = 'YS' ) : r"""Number of days with both hot maximum and minimum daily temperatures . The number of days per period with tasmin above a threshold and tasmax above another threshold . Parameters tasmin : xarray...
thresh_tasmax = utils . convert_units_to ( thresh_tasmax , tasmax ) thresh_tasmin = utils . convert_units_to ( thresh_tasmin , tasmin ) events = ( ( tasmin > ( thresh_tasmin ) ) & ( tasmax > ( thresh_tasmax ) ) ) * 1 return events . resample ( time = freq ) . sum ( dim = 'time' )
def GetCollectionNode ( self , partition_key ) : """Gets the SelfLink / ID based link of the collection node that maps to the partition key based on the hashing algorithm used for finding the node in the ring . : param str partition _ key : The partition key to be used for finding the node in the ring . : r...
if partition_key is None : raise ValueError ( "partition_key is None or empty." ) partition_number = self . _FindPartition ( self . _GetBytes ( partition_key ) ) return self . partitions [ partition_number ] . GetNode ( )
def mk_dict ( results , description ) : """Given a result list and descrition sequence , return a list of dictionaries"""
rows = [ ] for row in results : row_dict = { } for idx in range ( len ( row ) ) : col = description [ idx ] [ 0 ] row_dict [ col ] = row [ idx ] rows . append ( row_dict ) return rows
def get_shard_id2num_examples ( num_shards , total_num_examples ) : """Return the mapping shard _ id = > num _ examples , assuming round - robin ."""
# TODO ( b / 130353071 ) : This has the strong assumption that the shards have # been written in a round - robin fashion . This assumption does not hold , for # instance , with Beam generation . The mapping shard _ id = > num _ examples # should be computed during generation . # Minimum number of example per shards num...
def segment_length ( curve , start , end , start_point , end_point , error = LENGTH_ERROR , min_depth = LENGTH_MIN_DEPTH , depth = 0 ) : """Recursively approximates the length by straight lines"""
mid = ( start + end ) / 2 mid_point = curve . point ( mid ) length = abs ( end_point - start_point ) first_half = abs ( mid_point - start_point ) second_half = abs ( end_point - mid_point ) length2 = first_half + second_half if ( length2 - length > error ) or ( depth < min_depth ) : # Calculate the length of each segme...
def filter_input ( keys , raw ) : """Adds fancy mouse wheel functionality and VI navigation to ListBox"""
if len ( keys ) == 1 : if keys [ 0 ] in UI . keys [ 'up' ] : keys [ 0 ] = 'up' elif keys [ 0 ] in UI . keys [ 'down' ] : keys [ 0 ] = 'down' elif len ( keys [ 0 ] ) == 4 and keys [ 0 ] [ 0 ] == 'mouse press' : if keys [ 0 ] [ 1 ] == 4 : keys [ 0 ] = 'up' elif keys...
def histogram_summary ( tag , values , bins ) : """Outputs a ` Summary ` protocol buffer with a histogram . Adding a histogram summary makes it possible to visualize the data ' s distribution in TensorBoard . See detailed explanation of the TensorBoard histogram dashboard at https : / / www . tensorflow . org...
tag = _clean_tag ( tag ) values = _make_numpy_array ( values ) hist = _make_histogram ( values . astype ( float ) , bins ) return Summary ( value = [ Summary . Value ( tag = tag , histo = hist ) ] )
def add_federation ( self , provider , federated_id ) : """Add federated login to the current user : param provider : : param federated _ id : : return :"""
models . AuthUserFederation . new ( user = self , provider = provider , federated_id = federated_id )
def _read_dataframes_100k ( path ) : """reads in the movielens 100k dataset"""
import pandas ratings = pandas . read_table ( os . path . join ( path , "u.data" ) , names = [ 'userId' , 'movieId' , 'rating' , 'timestamp' ] ) movies = pandas . read_csv ( os . path . join ( path , "u.item" ) , names = [ 'movieId' , 'title' ] , usecols = [ 0 , 1 ] , delimiter = '|' , encoding = 'ISO-8859-1' ) return ...
def load_model ( self , tid , custom_objects = None ) : """Load saved keras model of the trial . If tid = None , get the best model Not applicable for trials ran in cross validion ( i . e . not applicable for ` CompileFN . cv _ n _ folds is None `"""
if tid is None : tid = self . best_trial_tid ( ) model_path = self . get_trial ( tid ) [ "result" ] [ "path" ] [ "model" ] return load_model ( model_path , custom_objects = custom_objects )
def subroutine ( self , iterator , asyncStart = True , name = None , daemon = False ) : """Start extra routines in this container . : param iterator : A coroutine object i . e the return value of an async method ` my _ routine ( ) ` : param asyncStart : if False , start the routine in foreground . By default , ...
r = Routine ( iterator , self . scheduler , asyncStart , self , True , daemon ) if name is not None : setattr ( self , name , r ) # Call subroutine may change the currentroutine , we should restore it currentroutine = getattr ( self , 'currentroutine' , None ) try : next ( r ) except StopIteration : pass se...
def tune ( self , divergence_threshold = 1e10 , verbose = 0 ) : """Tunes the scaling parameter for the proposal distribution according to the acceptance rate of the last k proposals : Rate Variance adaptation < 0.001 x 0.1 < 0.05 x 0.5 < 0.2 x 0.9 > 0.5 x 1.1 > 0.75 x 2 > 0.95 x 10 This method is ...
if self . verbose > - 1 : verbose = self . verbose # Verbose feedback if verbose > 0 : print_ ( '\t%s tuning:' % self . _id ) # Flag for tuning state tuning = True # Calculate recent acceptance rate if not ( self . accepted + self . rejected ) : return tuning acc_rate = self . accepted / ( self . accepted +...
def fits_region_objects_to_table ( regions ) : """Converts list of regions to FITS region table . Parameters regions : list List of ` regions . Region ` objects Returns region _ string : ` ~ astropy . table . Table ` FITS region table Examples > > > from regions import CirclePixelRegion , PixCoord ...
for reg in regions : if isinstance ( reg , SkyRegion ) : raise TypeError ( 'Every region must be a pixel region' . format ( reg ) ) shape_list = to_shape_list ( regions , coordinate_system = 'image' ) return shape_list . to_fits ( )
def _onPaint ( self , evt ) : """Called when wxPaintEvt is generated"""
DEBUG_MSG ( "_onPaint()" , 1 , self ) drawDC = wx . PaintDC ( self ) if not self . _isDrawn : self . draw ( drawDC = drawDC ) else : self . gui_repaint ( drawDC = drawDC ) evt . Skip ( )
def get_representations_of_kind ( kind , start = None , end = None ) : """Return all representations of properties of kind in the specified range . NOTE : This function does not return unindexed properties . Args : kind : name of kind whose properties you want . start : only return properties > = start if s...
q = Property . query ( ancestor = Property . key_for_kind ( kind ) ) if start is not None and start != '' : q = q . filter ( Property . key >= Property . key_for_property ( kind , start ) ) if end is not None : if end == '' : return { } q = q . filter ( Property . key < Property . key_for_property (...
def plot_predict ( self , h = 5 , past_values = 20 , intervals = True , oos_data = None , ** kwargs ) : """Makes forecast with the estimated model Parameters h : int ( default : 5) How many steps ahead would you like to forecast ? past _ values : int ( default : 20) How many past observations to show on t...
import matplotlib . pyplot as plt import seaborn as sns figsize = kwargs . get ( 'figsize' , ( 10 , 7 ) ) nsims = kwargs . get ( 'nsims' , 200 ) if self . latent_variables . estimated is False : raise Exception ( "No latent variables estimated!" ) else : _ , X_oos = dmatrices ( self . formula , oos_data ) X...
def reloadFileAtIndex ( self , itemIndex , rtiClass = None ) : """Reloads the item at the index by removing the repo tree item and inserting a new one . The new item will have by of type rtiClass . If rtiClass is None ( the default ) , the new rtiClass will be the same as the old one ."""
fileRtiParentIndex = itemIndex . parent ( ) fileRti = self . getItem ( itemIndex ) position = fileRti . childNumber ( ) fileName = fileRti . fileName if rtiClass is None : rtiClass = type ( fileRti ) # Delete old RTI and Insert a new one instead . self . deleteItemAtIndex ( itemIndex ) # this will close the items r...
def send_result ( self , additional_dict ) : '''Send a result to the RPC client : param additional _ dict : the dictionary with the response'''
self . send_response ( 200 ) self . send_header ( "Content-type" , "application/json" ) response = { 'jsonrpc' : self . req_rpc_version , 'id' : self . req_id , } response . update ( additional_dict ) jresponse = json . dumps ( response ) self . send_header ( "Content-length" , len ( jresponse ) ) self . end_headers ( ...
def replace_cancel_operation_by_id ( cls , cancel_operation_id , cancel_operation , ** kwargs ) : """Replace CancelOperation Replace all attributes of CancelOperation This method makes a synchronous HTTP request by default . To make an asynchronous HTTP request , please pass async = True > > > thread = api ...
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'async' ) : return cls . _replace_cancel_operation_by_id_with_http_info ( cancel_operation_id , cancel_operation , ** kwargs ) else : ( data ) = cls . _replace_cancel_operation_by_id_with_http_info ( cancel_operation_id , cancel_operation , ** kwargs ...
def select_option_by_text ( self , dropdown_selector , option , dropdown_by = By . CSS_SELECTOR , timeout = settings . SMALL_TIMEOUT ) : """Selects an HTML < select > option by option text . @ Params dropdown _ selector - the < select > selector option - the text of the option"""
if self . timeout_multiplier and timeout == settings . SMALL_TIMEOUT : timeout = self . __get_new_timeout ( timeout ) self . __select_option ( dropdown_selector , option , dropdown_by = dropdown_by , option_by = "text" , timeout = timeout )
def get ( self , sid ) : """Constructs a FunctionContext : param sid : The sid : returns : twilio . rest . serverless . v1 . service . function . FunctionContext : rtype : twilio . rest . serverless . v1 . service . function . FunctionContext"""
return FunctionContext ( self . _version , service_sid = self . _solution [ 'service_sid' ] , sid = sid , )
def concordance_index_ipcw ( survival_train , survival_test , estimate , tau = None , tied_tol = 1e-8 ) : """Concordance index for right - censored data based on inverse probability of censoring weights . This is an alternative to the estimator in : func : ` concordance _ index _ censored ` that does not depend...
test_event , test_time = check_y_survival ( survival_test ) if tau is not None : survival_test = survival_test [ test_time < tau ] estimate = check_array ( estimate , ensure_2d = False ) check_consistent_length ( test_event , test_time , estimate ) cens = CensoringDistributionEstimator ( ) cens . fit ( survival_tra...
def validate_query_params ( self , request ) : """Validate that query params are in the list of valid query keywords in : py : attr : ` query _ regex ` : raises ValidationError : if not ."""
# TODO : For jsonapi error object conformance , must set jsonapi errors " parameter " for # the ValidationError . This requires extending DRF / DJA Exceptions . for qp in request . query_params . keys ( ) : if not self . query_regex . match ( qp ) : raise ValidationError ( 'invalid query parameter: {}' . fo...
def set_integer_value ( self , value = None ) : """stub"""
if value is None : raise NullArgument ( ) if self . get_integer_value_metadata ( ) . is_read_only ( ) : raise NoAccess ( ) if not self . my_osid_object_form . _is_valid_integer ( value , self . get_integer_value_metadata ( ) ) : raise InvalidArgument ( ) self . my_osid_object_form . _my_map [ 'integerValue'...
def add ( self , key , val ) : """Adds a ( name , value ) pair , doesn ' t overwrite the value if it already exists . > > > headers = HTTPHeaderDict ( foo = ' bar ' ) > > > headers . add ( ' Foo ' , ' baz ' ) > > > headers [ ' foo ' ] ' bar , baz '"""
key_lower = key . lower ( ) new_vals = key , val # Keep the common case aka no item present as fast as possible vals = _dict_setdefault ( self , key_lower , new_vals ) if new_vals is not vals : # new _ vals was not inserted , as there was a previous one if isinstance ( vals , list ) : # If already several items got...
def connect_cloudwatch ( aws_access_key_id = None , aws_secret_access_key = None , ** kwargs ) : """: type aws _ access _ key _ id : string : param aws _ access _ key _ id : Your AWS Access Key ID : type aws _ secret _ access _ key : string : param aws _ secret _ access _ key : Your AWS Secret Access Key : ...
from boto . ec2 . cloudwatch import CloudWatchConnection return CloudWatchConnection ( aws_access_key_id , aws_secret_access_key , ** kwargs )
async def edit_message ( self , entity , message = None , text = None , * , parse_mode = ( ) , link_preview = True , file = None , buttons = None ) : """Edits the given message ID ( to change its contents or disable preview ) . Args : entity ( ` entity ` | ` Message < telethon . tl . custom . message . Message ...
if isinstance ( entity , types . InputBotInlineMessageID ) : text = message message = entity elif isinstance ( entity , types . Message ) : text = message # Shift the parameters to the right message = entity entity = entity . to_id text , msg_entities = await self . _parse_message_text ( text , ...
def poll ( self ) : """Update internal state from polling strava . com . : raise stravalib . exc . ActivityUploadFailed : If the poll returns an error ."""
response = self . client . protocol . get ( '/uploads/{upload_id}' , upload_id = self . upload_id , check_for_errors = False ) self . update_from_response ( response )
def delete ( self ) : """delete the object from the db if pk is set"""
ret = False q = self . query pk = self . pk if pk : pk_name = self . schema . pk . name self . query . is_field ( pk_name , pk ) . delete ( ) setattr ( self , pk_name , None ) # mark all the fields that still exist as modified self . reset_modified ( ) for field_name in self . schema . fields : ...
def createEditor ( self , parent , column , operator , value ) : """Creates a new editor for the system ."""
editor = super ( EnumPlugin , self ) . createEditor ( parent , column , operator , value ) editor . setEnum ( column . enum ( ) ) if operator in ( 'contains' , 'does not contain' ) : editor . setCheckable ( True ) editor . setCurrentValue ( value ) return editor
def _read_mol ( self ) : """- V3000"""
self . system = dict ( ) if self . file_content [ 2 ] != '\n' : self . system [ 'remarks' ] = self . file_content [ 2 ] file_body = [ i . split ( ) for i in self . file_content ] elements = [ ] coordinates = [ ] atom_data = False for line in file_body : if len ( line ) > 2 : if line [ 2 ] == 'END' and l...
def _geometric_intersect ( nodes1 , degree1 , nodes2 , degree2 , verify ) : r"""Find all intersections among edges of two surfaces . . . note : : There is also a Fortran implementation of this function , which will be used if it can be built . Uses : func : ` generic _ intersect ` with the : attr : ` ~ . ...
all_intersections = _geometric_intersection . all_intersections return generic_intersect ( nodes1 , degree1 , nodes2 , degree2 , verify , all_intersections )
def from_dict ( d ) : """Recreate a KrausModel from the dictionary representation . : param dict d : The dictionary representing the KrausModel . See ` to _ dict ` for an example . : return : The deserialized KrausModel . : rtype : KrausModel"""
kraus_ops = [ KrausModel . unpack_kraus_matrix ( k ) for k in d [ 'kraus_ops' ] ] return KrausModel ( d [ 'gate' ] , d [ 'params' ] , d [ 'targets' ] , kraus_ops , d [ 'fidelity' ] )
def clean_tenant_url ( url_string ) : """Removes the TENANT _ TOKEN from a particular string"""
if hasattr ( settings , 'PUBLIC_SCHEMA_URLCONF' ) : if ( settings . PUBLIC_SCHEMA_URLCONF and url_string . startswith ( settings . PUBLIC_SCHEMA_URLCONF ) ) : url_string = url_string [ len ( settings . PUBLIC_SCHEMA_URLCONF ) : ] return url_string
def find ( cls , paths ) : """Given a list of files or directories , try to detect python interpreters amongst them . Returns a list of PythonInterpreter objects ."""
pythons = [ ] for path in paths : for fn in cls . expand_path ( path ) : basefile = os . path . basename ( fn ) if cls . _matches_binary_name ( basefile ) : try : pythons . append ( cls . from_binary ( fn ) ) except Exception as e : TRACER . lo...
def _auto_wait_for_status ( self , message = None , exclude_services = None , include_only = None , timeout = None ) : """Wait for all units to have a specific extended status , except for any defined as excluded . Unless specified via message , any status containing any case of ' ready ' will be considered a m...
if not timeout : timeout = int ( os . environ . get ( 'AMULET_SETUP_TIMEOUT' , 1800 ) ) self . log . info ( 'Waiting for extended status on units for {}s...' '' . format ( timeout ) ) all_services = self . d . services . keys ( ) if exclude_services and include_only : raise ValueError ( 'exclude_services can no...
def abup_se_plot ( mod , species ) : """plot species from one ABUPP file and the se file . You must use this function in the directory where the ABP files are and an ABUP file for model mod must exist . Parameters mod : integer Model to plot , you need to have an ABUPP file for that model . species : ...
# Marco , you have already implemented finding headers and columns in # ABUP files . You may want to transplant that into here ? species = 'C-12' filename = 'ABUPP%07d0000.DAT' % mod print ( filename ) mass , c12 = np . loadtxt ( filename , skiprows = 4 , usecols = [ 1 , 18 ] , unpack = True ) c12_se = self . se . get ...
def threshold_brier_score ( observations , forecasts , threshold , issorted = False , axis = - 1 ) : """Calculate the Brier scores of an ensemble for exceeding given thresholds . According to the threshold decomposition of CRPS , the resulting Brier scores can thus be summed along the last axis to calculate CRP...
observations = np . asarray ( observations ) threshold = np . asarray ( threshold ) forecasts = np . asarray ( forecasts ) if axis != - 1 : forecasts = move_axis_to_end ( forecasts , axis ) if forecasts . shape == observations . shape : forecasts = forecasts [ ... , np . newaxis ] if observations . shape != for...
def submit_async_work_chain ( self , work_chain , workunit_parent , done_hook = None ) : """Submit work to be executed in the background . - work _ chain : An iterable of Work instances . Will be invoked serially . Each instance may have a different cardinality . There is no output - input chaining : the argume...
def done ( ) : if done_hook : done_hook ( ) with self . _pending_workchains_cond : self . _pending_workchains -= 1 self . _pending_workchains_cond . notify ( ) def error ( e ) : done ( ) self . _run_tracker . log ( Report . ERROR , '{}' . format ( e ) ) # We filter out Nones defe...
def crop_at_zero_crossing ( gen , seconds = 5 , error = 0.1 ) : '''Crop the generator , ending at a zero - crossing Crop the generator to produce approximately seconds seconds ( default 5s ) of audio at the provided FRAME _ RATE , attempting to end the clip at a zero crossing point to avoid clicking .'''
source = iter ( gen ) buffer_length = int ( 2 * error * sampler . FRAME_RATE ) # split the source into two iterators : # - start , which contains the bulk of the sound clip # - and end , which contains the final 100ms , plus 100ms past # the desired clip length . We may cut the clip anywhere # within this + / - 100ms e...
def main ( ) : """Sample usage for this python module This main method simply illustrates sample usage for this python module . : return : None"""
log = logging . getLogger ( Logify . get_name ( ) + '.logify.main' ) log . info ( 'logger name is: %s' , Logify . get_name ( ) ) log . debug ( 'This is DEBUG' ) log . info ( 'This is INFO' ) log . warning ( 'This is a WARNING' ) log . error ( 'This is an ERROR' )
def confirm_tell ( self , data , success ) : """Confirm that you ' ve done as you were told . Call this from your control callback to confirm action . Used when you are advertising a control and you want to tell the remote requestor that you have done what they asked you to . ` Example : ` this is a minimal e...
logger . info ( "confirm_tell(success=%s) [lid=\"%s\",pid=\"%s\"]" , success , data [ P_ENTITY_LID ] , data [ P_LID ] ) evt = self . _request_point_confirm_tell ( R_CONTROL , data [ P_ENTITY_LID ] , data [ P_LID ] , success , data [ 'requestId' ] ) self . _wait_and_except_if_failed ( evt )
def xstep ( self ) : r"""Minimise Augmented Lagrangian with respect to block vector : math : ` \ mathbf { x } = \ left ( \ begin { array } { ccc } \ mathbf { x } _ 0 ^ T & \ mathbf { x } _ 1 ^ T & \ ldots \ end { array } \ right ) ^ T \ ; ` ."""
# This test reflects empirical evidence that two slightly # different implementations are faster for single or # multi - channel data . This kludge is intended to be temporary . if self . cri . Cd > 1 : for i in range ( self . Nb ) : self . xistep ( i ) else : self . YU [ : ] = self . Y [ ... , np . new...
def infer_schema ( self , stream , namespace = None ) : """Queries the Kronos server and fetches the inferred schema for the requested stream ."""
return self . _make_request ( self . _infer_schema_url , data = { 'stream' : stream , 'namespace' : namespace or self . namespace } )
def _collectOffAxisPoints ( self ) : """Return a dictionary with all off - axis locations ."""
offAxis = { } for l , ( value , deltaName ) in self . items ( ) : location = Location ( l ) name = location . isOnAxis ( ) if name is None or name is False : offAxis [ l ] = 1 return list ( offAxis . keys ( ) )
def find_collisions ( Signal , tolerance = 50 ) : """Finds collision events in the signal from the shift in phase of the signal . Parameters Signal : array _ like Array containing the values of the signal of interest containing a single frequency . tolerance : float Percentage tolerance , if the value of ...
fmd = fm_discriminator ( Signal ) mean_fmd = _np . mean ( fmd ) Collisions = [ _is_this_a_collision ( [ value , mean_fmd , tolerance ] ) for value in fmd ] return Collisions
def parse ( self , filename_or_file , initialize = True ) : """Load manifest from file or file object"""
if isinstance ( filename_or_file , ( str , unicode ) ) : filename = filename_or_file else : filename = filename_or_file . name try : domtree = minidom . parse ( filename_or_file ) except xml . parsers . expat . ExpatError , e : args = [ e . args [ 0 ] ] if isinstance ( filename , unicode ) : ...
def _populate_domain ( self ) : '''Populate TrustDomain ' s domain attribute . This entails an inspection of each device ' s certificate - authority devices in its trust domain and recording them . After which , we get a dictionary of who trusts who in the domain .'''
self . domain = { } for device in self . devices : device_name = get_device_info ( device ) . name ca_devices = device . tm . cm . trust_domains . trust_domain . load ( name = 'Root' ) . caDevices self . domain [ device_name ] = [ d . replace ( '/%s/' % self . partition , '' ) for d in ca_devices ]
def _iter_straight_packed ( self , byte_blocks ) : """Iterator that undoes the effect of filtering ; yields each row as a sequence of packed bytes . Assumes input is straightlaced . ` byte _ blocks ` should be an iterable that yields the raw bytes in blocks of arbitrary size ."""
# length of row , in bytes rb = self . row_bytes a = bytearray ( ) # The previous ( reconstructed ) scanline . # None indicates first line of image . recon = None for some_bytes in byte_blocks : a . extend ( some_bytes ) while len ( a ) >= rb + 1 : filter_type = a [ 0 ] scanline = a [ 1 : rb + 1...
def _tr_above ( self ) : """The tr element prior in sequence to the tr this cell appears in . Raises | ValueError | if called on a cell in the top - most row ."""
tr_lst = self . _tbl . tr_lst tr_idx = tr_lst . index ( self . _tr ) if tr_idx == 0 : raise ValueError ( 'no tr above topmost tr' ) return tr_lst [ tr_idx - 1 ]
def get_worker_node_ips ( config_file , override_cluster_name ) : """Returns worker node IPs for given configuration file ."""
config = yaml . load ( open ( config_file ) . read ( ) ) if override_cluster_name is not None : config [ "cluster_name" ] = override_cluster_name provider = get_node_provider ( config [ "provider" ] , config [ "cluster_name" ] ) try : nodes = provider . non_terminated_nodes ( { TAG_RAY_NODE_TYPE : "worker" } ) ...
def parse_set ( string ) : """Parse set from comma separated string ."""
string = string . strip ( ) if string : return set ( string . split ( "," ) ) else : return set ( )
def _load_info ( self ) : """This functions stores the id and the username of the bot . Called by ` . username ` and ` . id ` properties . : return :"""
myself = self . get_me ( ) if self . return_python_objects : self . _id = myself . id self . _username = myself . username else : self . _id = myself [ "result" ] [ "id" ] self . _username = myself [ "result" ] [ "username" ]
def is_volatile ( self ) : """True if combination of field access properties result in a field that should be interpreted as volatile . ( Any hardware - writable field is inherently volatile )"""
hw = self . get_property ( 'hw' ) return ( ( hw in ( rdltypes . AccessType . rw , rdltypes . AccessType . rw1 , rdltypes . AccessType . w , rdltypes . AccessType . w1 ) ) or self . get_property ( 'counter' ) or ( self . get_property ( 'next' ) is not None ) or self . get_property ( 'hwset' ) or self . get_property ( 'h...
def process_filter_args ( cls , kwargs ) : """loop through properties in filter parameters check they match class definition deflate them and convert into something easy to generate cypher from"""
output = { } for key , value in kwargs . items ( ) : if '__' in key : prop , operator = key . rsplit ( '__' ) operator = OPERATOR_TABLE [ operator ] else : prop = key operator = '=' if prop not in cls . defined_properties ( rels = False ) : raise ValueError ( "No such...
def take_off ( self , height = DEFAULT , velocity = DEFAULT ) : """Takes off , that is starts the motors , goes straight up and hovers . Do not call this function if you use the with keyword . Take off is done automatically when the context is created . : param height : the height ( meters ) to hover at . Non...
if self . _is_flying : raise Exception ( 'Already flying' ) if not self . _cf . is_connected ( ) : raise Exception ( 'Crazyflie is not connected' ) self . _is_flying = True self . _reset_position_estimator ( ) self . _activate_controller ( ) self . _activate_high_level_commander ( ) self . _hl_commander = self ...
async def start_worker ( self , cmd : List [ str ] , input_source : str , output : Optional [ str ] = None , extra_cmd : Optional [ str ] = None , pattern : Optional [ str ] = None , reading : str = FFMPEG_STDERR , ) -> None : """Start ffmpeg do process data from output ."""
if self . is_running : _LOGGER . warning ( "Can't start worker. It is allready running!" ) return if reading == FFMPEG_STDERR : stdout = False stderr = True else : stdout = True stderr = False # start ffmpeg and reading to queue await self . open ( cmd = cmd , input_source = input_source , outpu...
def spawn ( cls , options = None , dir_base = None ) : """Alternative constructor . Creates a mutator and returns section object . : param dict options : : param str | unicode dir _ base : : rtype : SectionMutator"""
from uwsgiconf . utils import ConfModule options = options or { 'compile' : True , } dir_base = os . path . abspath ( dir_base or find_project_dir ( ) ) name_module = ConfModule . default_name name_project = get_project_name ( dir_base ) path_conf = os . path . join ( dir_base , name_module ) if os . path . exists ( pa...
def digest ( algorithm = DEFAULT_HASH_ALGORITHM , hash_library = DEFAULT_HASH_LIBRARY ) : """< Purpose > Provide the caller with the ability to create digest objects without having to worry about crypto library availability or which library to use . The caller also has the option of specifying which hash algo...
# Are the arguments properly formatted ? If not , raise # ' securesystemslib . exceptions . FormatError ' . securesystemslib . formats . NAME_SCHEMA . check_match ( algorithm ) securesystemslib . formats . NAME_SCHEMA . check_match ( hash_library ) # Was a hashlib digest object requested and is it supported ? # If so ,...
def parser ( self ) : """Creates a parser for the method based on the documentation . : return < OptionParser >"""
usage = self . usage ( ) if self . __doc__ : usage += '\n' + nstr ( self . __doc__ ) parse = PARSER_CLASS ( usage = usage ) shorts = { v : k for k , v in self . short_keys . items ( ) } for key , default in self . cmd_opts . items ( ) : # default key , cannot be duplicated if key == 'help' : continue ...
def finish ( self , key1set , key2set , mask = True ) : """Returns ( weights , means , variances ) , where : weights ndarray of number of samples per key ; shape ( n1 , n2 ) , where n1 is the size of key1set and n2 is the size of key2set . means computed mean value for each key variances computed vari...
n1_us = len ( self . _key1map ) n2_us = len ( self . _key2map ) wt_us = self . _m0 [ : n1_us , : n2_us ] badwt = ( wt_us == 0 ) | ~ np . isfinite ( wt_us ) wt_us [ badwt ] = 1 mean_us = self . _m1 [ : n1_us , : n2_us ] / wt_us var_us = self . _m2 [ : n1_us , : n2_us ] / wt_us - mean_us ** 2 wt_us [ badwt ] = 0 mean_us ...
def activated ( self , value ) : """Setter for * * self . _ _ activated * * attribute . : param value : Attribute value . : type value : bool"""
if value is not None : assert type ( value ) is bool , "'{0}' attribute: '{1}' type is not 'bool'!" . format ( "activated" , value ) self . component_activated . emit ( ) if value else self . component_deactivated . emit ( ) self . __activated = value
def add_weight ( self , weight ) : """stub"""
if weight is None : raise NullArgument ( 'weight cannot be None' ) if not self . my_osid_object_form . _is_valid_decimal ( weight , self . get_weight_metadata ( ) ) : raise InvalidArgument ( 'weight' ) self . my_osid_object_form . _my_map [ 'weight' ] = weight