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def cmd_velocity ( self , args ) : '''velocity x - ms y - ms z - ms'''
if ( len ( args ) != 3 ) : print ( "Usage: velocity x y z (m/s)" ) return if ( len ( args ) == 3 ) : x_mps = float ( args [ 0 ] ) y_mps = float ( args [ 1 ] ) z_mps = float ( args [ 2 ] ) # print ( " x : % f , y : % f , z : % f " % ( x _ mps , y _ mps , z _ mps ) ) self . master . mav . set_...
def detector_50_Cent ( text ) : """Determine whether 50 Cent is a topic ."""
keywords = [ "50 Cent" , "rap" , "hip hop" , "Curtis James Jackson III" , "Curtis Jackson" , "Eminem" , "Dre" , "Get Rich or Die Tryin'" , "G-Unit" , "Street King Immortal" , "In da Club" , "Interscope" , ] num_keywords = sum ( word in text for word in keywords ) return ( "50 Cent" , float ( num_keywords > 2 ) )
def ping ( bot , mask , target , args ) : """ping / pong % % ping"""
bot . send ( 'NOTICE %(nick)s :PONG %(nick)s!' % dict ( nick = mask . nick ) )
def convert_iris ( directory , output_directory , output_filename = 'iris.hdf5' ) : """Convert the Iris dataset to HDF5. Converts the Iris dataset to an HDF5 dataset compatible with : class : ` fuel . datasets . Iris ` . The converted dataset is saved as ' iris . hdf5 ' . This method assumes the existence o...
classes = { b'Iris-setosa' : 0 , b'Iris-versicolor' : 1 , b'Iris-virginica' : 2 } data = numpy . loadtxt ( os . path . join ( directory , 'iris.data' ) , converters = { 4 : lambda x : classes [ x ] } , delimiter = ',' ) features = data [ : , : - 1 ] . astype ( 'float32' ) targets = data [ : , - 1 ] . astype ( 'uint8' )...
def ParseFromHumanReadable ( self , string ) : """Parse a human readable string of a byte string . Args : string : The string to parse . Raises : DecodeError : If the string can not be parsed ."""
if not string : return None match = self . REGEX . match ( string . strip ( ) . lower ( ) ) if not match : raise DecodeError ( "Unknown specification for ByteSize %s" % string ) multiplier = self . DIVIDERS . get ( match . group ( 2 ) ) if not multiplier : raise DecodeError ( "Invalid multiplier %s" % match...
def format ( self , record ) : """Format a message from a record object ."""
record = ColoredRecord ( record ) record . log_color = self . color ( self . log_colors , record . levelname ) # Set secondary log colors if self . secondary_log_colors : for name , log_colors in self . secondary_log_colors . items ( ) : color = self . color ( log_colors , record . levelname ) setat...
def get_all_kernels ( self , kernel_ids = None , owners = None ) : """Retrieve all the EC2 kernels available on your account . Constructs a filter to allow the processing to happen server side . : type kernel _ ids : list : param kernel _ ids : A list of strings with the image IDs wanted : type owners : lis...
params = { } if kernel_ids : self . build_list_params ( params , kernel_ids , 'ImageId' ) if owners : self . build_list_params ( params , owners , 'Owner' ) filter = { 'image-type' : 'kernel' } self . build_filter_params ( params , filter ) return self . get_list ( 'DescribeImages' , params , [ ( 'item' , Image...
def update ( self , milliseconds ) : """Updates all of the objects in our world ."""
self . __sort_up ( ) for obj in self . __up_objects : obj . update ( milliseconds )
def get_channelstate_for ( chain_state : ChainState , payment_network_id : PaymentNetworkID , token_address : TokenAddress , partner_address : Address , ) -> Optional [ NettingChannelState ] : """Return the NettingChannelState if it exists , None otherwise ."""
token_network = get_token_network_by_token_address ( chain_state , payment_network_id , token_address , ) channel_state = None if token_network : channels = [ token_network . channelidentifiers_to_channels [ channel_id ] for channel_id in token_network . partneraddresses_to_channelidentifiers [ partner_address ] ] ...
def _encode_datetime ( name , value , dummy0 , dummy1 ) : """Encode datetime . datetime ."""
if value . utcoffset ( ) is not None : value = value - value . utcoffset ( ) millis = int ( calendar . timegm ( value . timetuple ( ) ) * 1000 + value . microsecond / 1000 ) return b"\x09" + name + _PACK_LONG ( millis )
def __create_nlinks ( self , data , inds = None , boundary_penalties_fcn = None ) : """Compute nlinks grid from data shape information . For boundary penalties are data ( intensities ) values are used . ins : Default is None . Used for multiscale GC . This are indexes of multiscale pixels . Next example shows...
# use the gerneral graph algorithm # first , we construct the grid graph start = time . time ( ) if inds is None : inds = np . arange ( data . size ) . reshape ( data . shape ) # if not self . segparams [ ' use _ boundary _ penalties ' ] and \ # boundary _ penalties _ fcn is None : if boundary_penalties_fcn is None...
def confirm ( prompt = None , resp = False ) : """Prompts user for confirmation . : param prompt : String to display to user . : param resp : Default response value . : return : Boolean response from user , or default value ."""
if prompt is None : prompt = 'Confirm' if resp : prompt = '%s [%s]|%s: ' % ( prompt , 'y' , 'n' ) else : prompt = '%s [%s]|%s: ' % ( prompt , 'n' , 'y' ) while True : ans = raw_input ( prompt ) if not ans : return resp if ans not in [ 'y' , 'Y' , 'n' , 'N' ] : print 'please enter...
def shuffle ( enable ) : """Change shuffle mode of current player ."""
message = command ( protobuf . CommandInfo_pb2 . ChangeShuffleMode ) send_command = message . inner ( ) send_command . options . shuffleMode = 3 if enable else 1 return message
def subnet_absent ( name , virtual_network , resource_group , connection_auth = None ) : '''. . versionadded : : 2019.2.0 Ensure a virtual network does not exist in the virtual network . : param name : Name of the subnet . : param virtual _ network : Name of the existing virtual network containing the sub...
ret = { 'name' : name , 'result' : False , 'comment' : '' , 'changes' : { } } if not isinstance ( connection_auth , dict ) : ret [ 'comment' ] = 'Connection information must be specified via connection_auth dictionary!' return ret snet = __salt__ [ 'azurearm_network.subnet_get' ] ( name , virtual_network , reso...
def views_show_many ( self , ids = None , ** kwargs ) : "https : / / developer . zendesk . com / rest _ api / docs / core / views # list - views - by - id"
api_path = "/api/v2/views/show_many.json" api_query = { } if "query" in kwargs . keys ( ) : api_query . update ( kwargs [ "query" ] ) del kwargs [ "query" ] if ids : api_query . update ( { "ids" : ids , } ) return self . call ( api_path , query = api_query , ** kwargs )
async def i2c_read_data ( self , command ) : """This method retrieves the last value read for an i2c device identified by address . This is a polling implementation and i2c _ read _ request and i2c _ read _ request _ reply may be a better alternative . : param command : { " method " : " i2c _ read _ data " , ...
address = int ( command [ 0 ] ) i2c_data = await self . core . i2c_read_data ( address ) reply = json . dumps ( { "method" : "i2c_read_data_reply" , "params" : i2c_data } ) await self . websocket . send ( reply )
def get_logins ( self , user_id , start_date = None ) : """Gets the login history for a user , default start _ date is 30 days ago : param int id : User id to get : param string start _ date : " % m / % d / % Y % H : % M : % s " formatted string . : returns : list https : / / softlayer . github . io / referen...
if start_date is None : date_object = datetime . datetime . today ( ) - datetime . timedelta ( days = 30 ) start_date = date_object . strftime ( "%m/%d/%Y 0:0:0" ) date_filter = { 'loginAttempts' : { 'createDate' : { 'operation' : 'greaterThanDate' , 'options' : [ { 'name' : 'date' , 'value' : [ start_date ] } ...
def _git_config ( cwd , user , password , output_encoding = None ) : '''Helper to retrieve git config options'''
contextkey = 'git.config.' + cwd if contextkey not in __context__ : git_dir = rev_parse ( cwd , opts = [ '--git-dir' ] , user = user , password = password , ignore_retcode = True , output_encoding = output_encoding ) if not os . path . isabs ( git_dir ) : paths = ( cwd , git_dir , 'config' ) else : ...
def _graphql_query_waittime ( self , query_hash : str , current_time : float , untracked_queries : bool = False ) -> int : """Calculate time needed to wait before GraphQL query can be executed ."""
sliding_window = 660 if query_hash not in self . _graphql_query_timestamps : self . _graphql_query_timestamps [ query_hash ] = [ ] self . _graphql_query_timestamps [ query_hash ] = list ( filter ( lambda t : t > current_time - 60 * 60 , self . _graphql_query_timestamps [ query_hash ] ) ) reqs_in_sliding_window = li...
def long_form_one_format ( jupytext_format , metadata = None , update = None ) : """Parse ' sfx . py : percent ' into { ' suffix ' : ' sfx ' , ' extension ' : ' py ' , ' format _ name ' : ' percent ' }"""
if isinstance ( jupytext_format , dict ) : if update : jupytext_format . update ( update ) return validate_one_format ( jupytext_format ) if not jupytext_format : return { } common_name_to_ext = { 'notebook' : 'ipynb' , 'rmarkdown' : 'Rmd' , 'markdown' : 'md' , 'c++' : 'cpp' } if jupytext_format . l...
def raw ( self ) -> str : """Return signed raw format string of the Membership instance : return :"""
return """Version: {0} Type: Membership Currency: {1} Issuer: {2} Block: {3} Membership: {4} UserID: {5} CertTS: {6} """ . format ( self . version , self . currency , self . issuer , self . membership_ts , self . membership_type , self . uid , self . identity_ts )
def mediation_analysis ( data = None , x = None , m = None , y = None , covar = None , alpha = 0.05 , n_boot = 500 , seed = None , return_dist = False ) : """Mediation analysis using a bias - correct non - parametric bootstrap method . Parameters data : pd . DataFrame Dataframe . x : str Column name in da...
# Sanity check assert isinstance ( x , str ) , 'y must be a string.' assert isinstance ( y , str ) , 'y must be a string.' assert isinstance ( m , ( list , str ) ) , 'Mediator(s) must be a list or string.' assert isinstance ( covar , ( type ( None ) , str , list ) ) if isinstance ( m , str ) : m = [ m ] n_mediator ...
def swap_word_order ( source ) : """Swap the order of the words in ' source ' bitstring"""
assert len ( source ) % 4 == 0 words = "I" * ( len ( source ) // 4 ) return struct . pack ( words , * reversed ( struct . unpack ( words , source ) ) )
def verify_light_chains ( self , threshold = 0.9 ) : '''Clusters the light chains to identify potentially spurious ( non - lineage ) pairings . Following clustering , all pairs in the largest light chain cluster are assumed to be correctly paired . For each of those pairs , the < verified > attribute is set t...
lseqs = [ l . light for l in self . lights ] clusters = cluster ( lseqs , threshold = threshold ) clusters . sort ( key = lambda x : x . size , reverse = True ) verified_ids = clusters [ 0 ] . ids for p in self . lights : p . verified = True if p . name in verified_ids else False
def apply ( self , tokens ) : """Applies the named entity recognizer to the given list of tokens , where each token is a [ word , tag ] list ."""
# Note : we could also scan for patterns , e . g . , # " my | his | her name is | was * " = > NNP - PERS . i = 0 while i < len ( tokens ) : w = tokens [ i ] [ 0 ] . lower ( ) if RE_ENTITY1 . match ( w ) or RE_ENTITY2 . match ( w ) or RE_ENTITY3 . match ( w ) : tokens [ i ] [ 1 ] = self . tag if w in...
def field_value ( key , label , color , padding ) : """Print a specific field ' s stats ."""
if not clr . has_colors and padding > 0 : padding = 7 if color == "bright gray" or color == "dark gray" : bright_prefix = "" else : bright_prefix = "bright " field = clr . stringc ( key , "{0}{1}" . format ( bright_prefix , color ) ) field_label = clr . stringc ( label , color ) return "{0:>{1}} {2}" . form...
def as_widget ( self , widget = None , attrs = None , only_initial = False ) : """Renders the field ."""
if not widget : widget = self . field . widget if DJANGO_VERSION > ( 1 , 10 ) : # so that we can refer to the field when building the rendering context widget . _field = self . field # Make sure that NgWidgetMixin is not already part of the widget ' s bases so it doesn ' t get added twice . if not isins...
def LoadFromString ( yaml_doc , product_yaml_key , required_client_values , optional_product_values ) : """Loads the data necessary for instantiating a client from file storage . In addition to the required _ client _ values argument , the yaml file must supply the keys used to create OAuth2 credentials . It ma...
data = yaml . safe_load ( yaml_doc ) or { } if 'dfp' in data : raise googleads . errors . GoogleAdsValueError ( 'Please replace the "dfp" key in the configuration YAML string with' '"ad_manager" to fix this issue.' ) logging_config = data . get ( _LOGGING_KEY ) if logging_config : logging . config . dictConfig ...
def _parse_float_vec ( vec ) : """Parse a vector of float values representing IBM 8 byte floats into native 8 byte floats ."""
dtype = np . dtype ( '>u4,>u4' ) vec1 = vec . view ( dtype = dtype ) xport1 = vec1 [ 'f0' ] xport2 = vec1 [ 'f1' ] # Start by setting first half of ieee number to first half of IBM # number sans exponent ieee1 = xport1 & 0x00ffffff # The fraction bit to the left of the binary point in the ieee # format was set and the ...
def filter_time_frame ( start , delta ) : """Filter : class : ` . Line ` objects by their connection time . : param start : a time expression ( see - s argument on - - help for its format ) to filter log lines that are before this time . : type start : string : param delta : a relative time expression ( see...
start_value = start delta_value = delta end_value = None if start_value is not '' : start_value = _date_str_to_datetime ( start_value ) if delta_value is not '' : delta_value = _delta_str_to_timedelta ( delta_value ) if start_value is not '' and delta_value is not '' : end_value = start_value + delta_value ...
def main ( name , options ) : """The main method for this script . : param name : The name of the VM to create . : type name : str : param template _ name : The name of the template to use for creating the VM . : type template _ name : str"""
server = config . _config_value ( "general" , "server" , options . server ) if server is None : raise ValueError ( "server must be supplied on command line" " or in configuration file." ) username = config . _config_value ( "general" , "username" , options . username ) if username is None : raise ValueError ( "...
def get ( self ) : """API endpoint to get the related blocks for a transaction . Return : A ` ` list ` ` of ` ` block _ id ` ` s that contain the given transaction . The list may be filtered when provided a status query parameter : " valid " , " invalid " , " undecided " ."""
parser = reqparse . RequestParser ( ) parser . add_argument ( 'transaction_id' , type = str , required = True ) args = parser . parse_args ( strict = True ) tx_id = args [ 'transaction_id' ] pool = current_app . config [ 'bigchain_pool' ] with pool ( ) as bigchain : blocks = bigchain . get_block_containing_tx ( tx_...
def CheckHash ( self , responses ) : """Adds the block hash to the file tracker responsible for this vfs URN ."""
index = responses . request_data [ "index" ] if index not in self . state . pending_files : # This is a blobhash for a file we already failed to read and logged as # below , check here to avoid logging dups . return file_tracker = self . state . pending_files [ index ] hash_response = responses . First ( ) if not r...
def geo_haystack ( self , name , bucket_size ) : """Create a Haystack index . See : http : / / www . mongodb . org / display / DOCS / Geospatial + Haystack + Indexing : param name : Name of the indexed column : param bucket _ size : Size of the haystack buckets ( see mongo docs )"""
self . components . append ( ( name , 'geoHaystack' ) ) self . __bucket_size = bucket_size return self
def unit ( session ) : """Run the unit test suite ."""
# Testing multiple version of django # See https : / / www . djangoproject . com / download / for supported version django_deps_27 = [ ( 'django==1.8.19' , ) , ( 'django >= 1.11.0, < 2.0.0dev' , ) , ] if session . virtualenv . interpreter == '2.7' : [ default ( session , django_dep = django ) for django in django_d...
def _literal_handling ( self , cursor ) : """Parse all literal associated with this cursor . Literal handling is usually useful only for initialization values . We can ' t use a shortcut by getting tokens # init _ value = ' ' . join ( [ t . spelling for t in children [ 0 ] . get _ tokens ( ) # if t . spelli...
# use a shortcut - does not work on unicode var _ decl # if cursor . kind = = CursorKind . STRING _ LITERAL : # value = cursor . displayname # value = self . _ clean _ string _ literal ( cursor , value ) # return value tokens = list ( cursor . get_tokens ( ) ) log . debug ( 'literal has %d tokens.[ %s ]' , len ( tokens...
def autohash_decorate ( cls , # type : Type [ T ] include = None , # type : Union [ str , Tuple [ str ] ] exclude = None , # type : Union [ str , Tuple [ str ] ] only_constructor_args = False , # type : bool only_public_fields = False , # type : bool ) : # type : ( . . . ) - > Type [ T ] """To automatically generat...
# first check that we do not conflict with other known decorators _check_known_decorators ( cls , '@autohash' ) # perform the class mod _execute_autohash_on_class ( cls , include = include , exclude = exclude , only_constructor_args = only_constructor_args , only_public_fields = only_public_fields ) return cls
def set_offchain_secret ( state : MediatorTransferState , channelidentifiers_to_channels : ChannelMap , secret : Secret , secrethash : SecretHash , ) -> List [ Event ] : """Set the secret to all mediated transfers ."""
state . secret = secret for pair in state . transfers_pair : payer_channel = channelidentifiers_to_channels . get ( pair . payer_transfer . balance_proof . channel_identifier , ) if payer_channel : channel . register_offchain_secret ( payer_channel , secret , secrethash , ) payee_channel = channelid...
def _get_batch_gender ( items ) : """Retrieve gender for a batch of items if consistent . Better not to specify for mixed populations , CNVkit will work it out https : / / github . com / bcbio / bcbio - nextgen / commit / 1a0e217c8a4d3cee10fa890fb3cfd4db5034281d # r26279752"""
genders = set ( [ population . get_gender ( x ) for x in items ] ) if len ( genders ) == 1 : gender = genders . pop ( ) if gender != "unknown" : return gender
def readBoolean ( self ) : """Read C { Boolean } . @ raise ValueError : Error reading Boolean . @ rtype : C { bool } @ return : A Boolean value , C { True } if the byte is nonzero , C { False } otherwise ."""
byte = self . stream . read ( 1 ) if byte == '\x00' : return False elif byte == '\x01' : return True else : raise ValueError ( "Error reading boolean" )
def isSelfVerificationEnabled ( self ) : """Returns if the user that submitted a result for this analysis must also be able to verify the result : returns : true or false"""
bsve = self . bika_setup . getSelfVerificationEnabled ( ) vs = self . getSelfVerification ( ) return bsve if vs == - 1 else vs == 1
def load_toml_validator_config ( filename ) : """Returns a ValidatorConfig created by loading a TOML file from the filesystem ."""
if not os . path . exists ( filename ) : LOGGER . info ( "Skipping validator config loading from non-existent config file:" " %s" , filename ) return ValidatorConfig ( ) LOGGER . info ( "Loading validator information from config: %s" , filename ) try : with open ( filename ) as fd : raw_config = fd ...
def recursive_division ( self , cells , min_size , width , height , x = 0 , y = 0 , depth = 0 ) : """Recursive division : 1 . Split room randomly 1a . Dodge towards larger half if in doorway 2 . Place doorway randomly 3 . Repeat for each half"""
assert isinstance ( cells , list ) assert isinstance ( min_size , int ) or isinstance ( min_size , float ) assert isinstance ( width , int ) or isinstance ( width , float ) assert isinstance ( height , int ) or isinstance ( height , float ) assert isinstance ( x , int ) or isinstance ( x , float ) assert isinstance ( y...
def copy_plan ( modeladmin , request , queryset ) : """Admin command for duplicating plans preserving quotas and pricings ."""
for plan in queryset : plan_copy = deepcopy ( plan ) plan_copy . id = None plan_copy . available = False plan_copy . default = False plan_copy . created = None plan_copy . save ( force_insert = True ) for pricing in plan . planpricing_set . all ( ) : pricing . id = None prici...
def split_hostname_from_port ( cls , hostname ) : """given a hostname : port return a tuple ( hostname , port )"""
bits = hostname . split ( ":" , 2 ) p = None d = bits [ 0 ] if len ( bits ) == 2 : p = int ( bits [ 1 ] ) return d , p
def _unpickle_collection ( self , collection ) : """Unpickles all members of the specified dictionary ."""
for mkey in collection : if isinstance ( collection [ mkey ] , list ) : for item in collection [ mkey ] : item . unpickle ( self ) else : collection [ mkey ] . unpickle ( self )
def get_module ( self , lpBaseOfDll ) : """@ type lpBaseOfDll : int @ param lpBaseOfDll : Base address of the DLL to look for . @ rtype : L { Module } @ return : Module object with the given base address ."""
self . __initialize_snapshot ( ) if lpBaseOfDll not in self . __moduleDict : msg = "Unknown DLL base address %s" msg = msg % HexDump . address ( lpBaseOfDll ) raise KeyError ( msg ) return self . __moduleDict [ lpBaseOfDll ]
def parse ( self ) : """Parse the options ."""
# Run the parser opt , arg = self . parser . parse_known_args ( self . arguments ) self . opt = opt self . arg = arg self . check ( ) # Enable - - all if no particular stat or group selected opt . all = not any ( [ getattr ( opt , stat . dest ) or getattr ( opt , group . dest ) for group in self . sample_stats . stats ...
def get_subject_with_local_validation ( jwt_bu64 , cert_obj ) : """Validate the JWT and return the subject it contains . - The JWT is validated by checking that it was signed with a CN certificate . - The returned subject can be trusted for authz and authn operations . - Possible validation errors include : ...
try : jwt_dict = validate_and_decode ( jwt_bu64 , cert_obj ) except JwtException as e : return log_jwt_bu64_info ( logging . error , str ( e ) , jwt_bu64 ) try : return jwt_dict [ 'sub' ] except LookupError : log_jwt_dict_info ( logging . error , 'Missing "sub" key' , jwt_dict )
def string_value ( node ) : """Compute the string - value of a node ."""
if ( node . nodeType == node . DOCUMENT_NODE or node . nodeType == node . ELEMENT_NODE ) : s = u'' for n in axes [ 'descendant' ] ( node ) : if n . nodeType == n . TEXT_NODE : s += n . data return s elif node . nodeType == node . ATTRIBUTE_NODE : return node . value elif ( node . nod...
def has_bad_headers ( self ) : """Checks for bad headers i . e . newlines in subject , sender or recipients . RFC5322 allows multiline CRLF with trailing whitespace ( FWS ) in headers"""
headers = [ self . sender , self . reply_to ] + self . recipients for header in headers : if _has_newline ( header ) : return True if self . subject : if _has_newline ( self . subject ) : for linenum , line in enumerate ( self . subject . split ( '\r\n' ) ) : if not line : ...
def subspace_detect ( detectors , stream , threshold , trig_int , moveout = 0 , min_trig = 1 , parallel = True , num_cores = None ) : """Conduct subspace detection with chosen detectors . : type detectors : list : param detectors : list of : class : ` eqcorrscan . core . subspace . Detector ` to be used for...
from multiprocessing import Pool , cpu_count # First check that detector parameters are the same parameters = [ ] detections = [ ] for detector in detectors : parameter = ( detector . lowcut , detector . highcut , detector . filt_order , detector . sampling_rate , detector . multiplex , detector . stachans ) if...
def _raw ( self , msg ) : """Print any command sent in raw format : param msg : arbitrary code to be printed : type msg : bytes"""
self . device . write ( msg ) if self . auto_flush : self . flush ( )
def find_occurrences ( self , resource = None , pymodule = None ) : """Generate ` Occurrence ` instances"""
tools = _OccurrenceToolsCreator ( self . project , resource = resource , pymodule = pymodule , docs = self . docs ) for offset in self . _textual_finder . find_offsets ( tools . source_code ) : occurrence = Occurrence ( tools , offset ) for filter in self . filters : result = filter ( occurrence ) ...
def initializePage ( self ) : """Initializes the page based on the current structure information ."""
tree = self . uiStructureTREE tree . blockSignals ( True ) tree . setUpdatesEnabled ( False ) self . uiStructureTREE . clear ( ) xstruct = self . scaffold ( ) . structure ( ) self . _structure = xstruct for xentry in xstruct : XScaffoldElementItem ( tree , xentry ) tree . blockSignals ( False ) tree . setUpdatesEna...
def _find_contpix ( wl , fluxes , ivars , target_frac ) : """Find continuum pix in spec , meeting a set target fraction Parameters wl : numpy ndarray rest - frame wavelength vector fluxes : numpy ndarray pixel intensities ivars : numpy ndarray inverse variances , parallel to fluxes target _ frac : f...
print ( "Target frac: %s" % ( target_frac ) ) bad1 = np . median ( ivars , axis = 0 ) == SMALL bad2 = np . var ( ivars , axis = 0 ) == 0 bad = np . logical_and ( bad1 , bad2 ) npixels = len ( wl ) - sum ( bad ) f_cut = 0.0001 stepsize = 0.0001 sig_cut = 0.0001 contmask = _find_contpix_given_cuts ( f_cut , sig_cut , wl ...
def References ( self ) : """Get all references . Returns : dict : Key ( UInt256 ) : input PrevHash Value ( TransactionOutput ) : object ."""
if self . __references is None : refs = { } # group by the input prevhash for hash , group in groupby ( self . inputs , lambda x : x . PrevHash ) : tx , height = GetBlockchain ( ) . GetTransaction ( hash . ToBytes ( ) ) if tx is not None : for input in group : ref...
def distance ( self , other_or_start = None , end = None , features = False ) : """check the distance between this an another interval Parameters other _ or _ start : Interval or int either an integer or an Interval with a start attribute indicating the start of the interval end : int if ` other _ or _ ...
if end is None : assert other_or_start . chrom == self . chrom other_start , other_end = get_start_end ( other_or_start , end ) if other_start > self . end : return other_start - self . end if self . start > other_end : return self . start - other_end return 0
def get_connection_details ( session , vcenter_resource_model , resource_context ) : """Methods retrieves the connection details from the vcenter resource model attributes . : param CloudShellAPISession session : : param VMwarevCenterResourceModel vcenter _ resource _ model : Instance of VMwarevCenterResourceMo...
session = session resource_context = resource_context # get vCenter connection details from vCenter resource user = vcenter_resource_model . user vcenter_url = resource_context . address password = session . DecryptPassword ( vcenter_resource_model . password ) . Value return VCenterConnectionDetails ( vcenter_url , us...
def is_legal ( self , layers = None ) : '''Judge whether is legal for layers'''
if layers is None : layers = self . layers for layer in layers : if layer . is_delete is False : if len ( layer . input ) != layer . input_size : return False if len ( layer . output ) < layer . output_size : return False # layer _ num < = max _ layer _ num if self . laye...
def gamma ( ranks_list1 , ranks_list2 ) : '''Goodman and Kruskal ' s gamma correlation coefficient : param ranks _ list1 : a list of ranks ( integers ) : param ranks _ list2 : a second list of ranks ( integers ) of equal length with corresponding entries : return : Gamma correlation coefficient ( rank correla...
num_concordant_pairs = 0 num_discordant_pairs = 0 num_tied_x = 0 num_tied_y = 0 num_tied_xy = 0 num_items = len ( ranks_list1 ) for i in range ( num_items ) : rank_1 = ranks_list1 [ i ] rank_2 = ranks_list2 [ i ] for j in range ( i + 1 , num_items ) : diff1 = ranks_list1 [ j ] - rank_1 diff2...
def _filter_hooks ( self , * hook_kinds ) : """Filter a list of hooks , keeping only applicable ones ."""
hooks = sum ( ( self . hooks . get ( kind , [ ] ) for kind in hook_kinds ) , [ ] ) return sorted ( hook for hook in hooks if hook . applies_to ( self . transition , self . current_state ) )
def getAddr ( self , ifname ) : """Get the inet addr for an interface . @ param ifname : interface name @ type ifname : string"""
if sys . platform == 'darwin' : return ifconfig_inet ( ifname ) . get ( 'address' ) return self . _getaddr ( ifname , self . SIOCGIFADDR )
def init_sentry ( self , ) : """Initializes sentry . io error logging for this session"""
if not self . use_sentry : return sentry_config = self . keychain . get_service ( "sentry" ) tags = { "repo" : self . repo_name , "branch" : self . repo_branch , "commit" : self . repo_commit , "cci version" : cumulusci . __version__ , } tags . update ( self . config . get ( "sentry_tags" , { } ) ) env = self . con...
def get_all_migrations ( path , databases = None ) : """Returns a dictionary of database = > [ migrations ] representing all migrations contained in ` ` path ` ` ."""
# database : [ ( number , full _ path ) ] possible_migrations = defaultdict ( list ) try : in_directory = sorted ( get_file_list ( path ) ) except OSError : import traceback print "An error occurred while reading migrations from %r:" % path traceback . print_exc ( ) return { } # Iterate through our ...
def get_user_by_email ( server_context , email ) : """Get the user with the provided email . Throws a ValueError if not found . : param server _ context : A LabKey server context . See utils . create _ server _ context . : param email : : return :"""
url = server_context . build_url ( user_controller , 'getUsers.api' ) payload = dict ( includeDeactivatedAccounts = True ) result = server_context . make_request ( url , payload ) if result is None or result [ 'users' ] is None : raise ValueError ( "No Users in container" + email ) for user in result [ 'users' ] : ...
def create ( database , tlmdict = None ) : """Creates a new database for the given Telemetry Dictionary and returns a connection to it ."""
if tlmdict is None : tlmdict = tlm . getDefaultDict ( ) dbconn = connect ( database ) for name , defn in tlmdict . items ( ) : createTable ( dbconn , defn ) return dbconn
def from_pb ( cls , database_pb , instance , pool = None ) : """Creates an instance of this class from a protobuf . : type database _ pb : : class : ` google . spanner . v2 . spanner _ instance _ admin _ pb2 . Instance ` : param database _ pb : A instance protobuf object . : type instance : : class : ` ~ go...
match = _DATABASE_NAME_RE . match ( database_pb . name ) if match is None : raise ValueError ( "Database protobuf name was not in the " "expected format." , database_pb . name , ) if match . group ( "project" ) != instance . _client . project : raise ValueError ( "Project ID on database does not match the " "pr...
def subscribe ( self , frame ) : """Handle the SUBSCRIBE command : Adds this connection to destination ."""
ack = frame . headers . get ( 'ack' ) reliable = ack and ack . lower ( ) == 'client' self . engine . connection . reliable_subscriber = reliable dest = frame . headers . get ( 'destination' ) if not dest : raise ProtocolError ( 'Missing destination for SUBSCRIBE command.' ) if dest . startswith ( '/queue/' ) : ...
def wait_for ( self , condition , interval = DEFAULT_WAIT_INTERVAL , timeout = DEFAULT_WAIT_TIMEOUT ) : """Wait until a condition holds by checking it in regular intervals . Raises ` ` WaitTimeoutError ` ` on timeout ."""
start = time . time ( ) # at least execute the check once ! while True : res = condition ( ) if res : return res # timeout ? if time . time ( ) - start > timeout : break # wait a bit time . sleep ( interval ) # timeout occured ! raise WaitTimeoutError ( "wait_for timed out" )
def _process_value ( value ) : """Convert the value into a human readable diff string"""
if not value : value = _ ( "Not set" ) # XXX : bad data , e . g . in AS Method field elif value == "None" : value = _ ( "Not set" ) # 0 is detected as the portal UID elif value == "0" : pass elif api . is_uid ( value ) : value = _get_title_or_id_from_uid ( value ) elif isinstance ( value , ( dict ) ) : ...
def url_params_previous_page ( self ) : """: rtype : dict [ str , str ]"""
self . assert_has_previous_page ( ) params = { self . PARAM_OLDER_ID : str ( self . older_id ) } self . _add_count_to_params_if_needed ( params ) return params
def bz2_opener ( path , pattern = '' , verbose = False ) : """Opener that opens single bz2 compressed file . : param str path : Path . : param str pattern : Regular expression pattern . : return : Filehandle ( s ) ."""
source = path if is_url ( path ) else os . path . abspath ( path ) filename = os . path . basename ( path ) if pattern and not re . match ( pattern , filename ) : logger . verbose ( 'Skipping file: {}, did not match regex pattern "{}"' . format ( os . path . abspath ( path ) , pattern ) ) return try : fileh...
def get_all_distribution_names ( url = None ) : """Return all distribution names known by an index . : param url : The URL of the index . : return : A list of all known distribution names ."""
if url is None : url = DEFAULT_INDEX client = ServerProxy ( url , timeout = 3.0 ) return client . list_packages ( )
def unregisterWalkthrough ( self , walkthrough ) : """Unregisters the inputed walkthrough from the application walkthroug list . : param walkthrough | < XWalkthrough >"""
if type ( walkthrough ) in ( str , unicode ) : walkthrough = self . findWalkthrough ( walkthrough ) try : self . _walkthroughs . remove ( walkthrough ) except ValueError : pass
def enum_device_interfaces ( h_info , guid ) : """Function generator that returns a device _ interface _ data enumerator for the given device interface info and GUID parameters"""
dev_interface_data = SP_DEVICE_INTERFACE_DATA ( ) dev_interface_data . cb_size = sizeof ( dev_interface_data ) device_index = 0 while SetupDiEnumDeviceInterfaces ( h_info , None , byref ( guid ) , device_index , byref ( dev_interface_data ) ) : yield dev_interface_data device_index += 1 del dev_interface_data
def delete_view ( self , request , object_id , extra_context = None ) : """Overrides the default to enable redirecting to the directory view after deletion of a folder . we need to fetch the object and find out who the parent is before super , because super will delete the object and make it impossible to f...
parent_folder = None try : obj = self . queryset ( request ) . get ( pk = unquote ( object_id ) ) parent_folder = obj . parent except self . model . DoesNotExist : obj = None r = super ( FolderAdmin , self ) . delete_view ( request = request , object_id = object_id , extra_context = extra_context ) url = r ...
def profile_slope ( self , kwargs_lens_list , lens_model_internal_bool = None , num_points = 10 ) : """computes the logarithmic power - law slope of a profile : param kwargs _ lens _ list : lens model keyword argument list : param lens _ model _ internal _ bool : bool list , indicate which part of the model to ...
theta_E = self . effective_einstein_radius ( kwargs_lens_list ) x0 = kwargs_lens_list [ 0 ] [ 'center_x' ] y0 = kwargs_lens_list [ 0 ] [ 'center_y' ] x , y = util . points_on_circle ( theta_E , num_points ) dr = 0.01 x_dr , y_dr = util . points_on_circle ( theta_E + dr , num_points ) if lens_model_internal_bool is None...
def addr_spec ( self ) : """The addr _ spec ( username @ domain ) portion of the address , quoted according to RFC 5322 rules , but with no Content Transfer Encoding ."""
nameset = set ( self . username ) if len ( nameset ) > len ( nameset - parser . DOT_ATOM_ENDS ) : lp = parser . quote_string ( self . username ) else : lp = self . username if self . domain : return lp + '@' + self . domain if not lp : return '<>' return lp
def monkeypatch ( ) : """monkeypath built - in numpy functions to call those provided by nparray instead ."""
np . array = array np . arange = arange np . linspace = linspace np . logspace = logspace np . geomspace = geomspace np . full = full np . full_like = full_like np . zeros = zeros np . zeros_like = zeros_like np . ones = ones np . ones_like = ones_like np . eye = eye
def p_const_ref ( self , p ) : '''const _ ref : IDENTIFIER'''
p [ 0 ] = ast . ConstReference ( p [ 1 ] , lineno = p . lineno ( 1 ) )
def removeduplicates ( self , entries = None ) : '''Loop over children a remove duplicate entries . @ return - a list of removed entries'''
removed = [ ] if entries == None : entries = { } new_children = [ ] for c in self . children : cs = str ( c ) cp = entries . get ( cs , None ) if cp : new_children . append ( cp ) removed . append ( c ) else : dups = c . removeduplicates ( entries ) if dups : ...
def get_max_ptrm_check ( ptrm_checks_included_temps , ptrm_checks_all_temps , ptrm_x , t_Arai , x_Arai ) : """input : ptrm _ checks _ included _ temps , ptrm _ checks _ all _ temps , ptrm _ x , t _ Arai , x _ Arai . sorts through included ptrm _ checks and finds the largest ptrm check diff , the sum of the tota...
if not ptrm_checks_included_temps : return [ ] , float ( 'nan' ) , float ( 'nan' ) , float ( 'nan' ) , float ( 'nan' ) diffs = [ ] abs_diffs = [ ] x_Arai_compare = [ ] ptrm_compare = [ ] check_percents = [ ] ptrm_checks_all_temps = list ( ptrm_checks_all_temps ) for check in ptrm_checks_included_temps : # goes thro...
def get ( self , name , * subkey ) : """retrieves a data item , or loads it if it is not present ."""
if subkey == [ ] : return self . get_atomic ( name ) else : return self . get_subkey ( name , tuple ( subkey ) )
def generate ( self , minlen , maxlen ) : """Generates words of different length without storing them into memory , enforced by itertools . product"""
if minlen < 1 or maxlen < minlen : raise ValueError ( ) for cur in range ( minlen , maxlen + 1 ) : # string product generator str_generator = product ( self . charset , repeat = cur ) for each in str_generator : # yield the produced word yield '' . join ( each ) + self . delimiter
def get_task ( self , name , include_helpers = True ) : """Get task identified by name or raise TaskNotFound if there is no such task : param name : name of helper / task to get : param include _ helpers : if True , also look for helpers : return : task or helper identified by name"""
if not include_helpers and name in self . _helper_names : raise TaskNotFound ( name ) try : return getattr ( self . _tasks , name ) except AttributeError : raise TaskNotFound ( name )
def _topological_sort ( self ) : """Kahn ' s algorithm for Topological Sorting - Finds cycles in graph - Computes dependency weight"""
sorted_graph = [ ] node_map = self . _graph . get_nodes ( ) nodes = [ NodeVisitor ( node_map [ node ] ) for node in node_map ] def get_pointers_for_edge_nodes ( visitor_decorated_node ) : edges = [ ] edge_ids = visitor_decorated_node . get_node ( ) . get_edges ( ) for node in nodes : if node . get_i...
def _validate_type ( self , item , name ) : """Validate the item against ` allowed _ types ` ."""
if item is None : # don ' t validate None items , since they ' ll be caught by the portion # of the validator responsible for handling ` required ` ness return if not isinstance ( item , self . allowed_types ) : item_class_name = item . __class__ . __name__ raise ArgumentError ( name , "Expected one of %s, ...
def asizeof ( * objs , ** opts ) : '''Return the combined size in bytes of all objects passed as positional argments . The available options and defaults are the following . * align = 8 * - - size alignment * all = False * - - all current objects * clip = 80 * - - clip ` ` repr ( ) ` ` strings * code = Fa...
t , p = _objs_opts ( objs , ** opts ) if t : _asizer . reset ( ** p ) s = _asizer . asizeof ( * t ) _asizer . print_stats ( objs = t , opts = opts ) # show opts as _ kwdstr _asizer . _clear ( ) else : s = 0 return s
def make_energy_funnel_data ( self , cores = 1 ) : """Compares models created during the minimisation to the best model . Returns energy _ rmsd _ gen : [ ( float , float , int ) ] A list of triples containing the BUFF score , RMSD to the top model and generation of a model generated during the minimisatio...
if not self . parameter_log : raise AttributeError ( 'No parameter log data to make funnel, have you ran the ' 'optimiser?' ) model_cls = self . _params [ 'specification' ] gen_tagged = [ ] for gen , models in enumerate ( self . parameter_log ) : for model in models : gen_tagged . append ( ( model [ 0 ]...
def send ( self , data ) : """Open transport , send data , and yield response chunks ."""
try : proc = subprocess . Popen ( self . cmd , stdin = subprocess . PIPE , stdout = subprocess . PIPE , stderr = subprocess . PIPE ) except OSError as exc : raise URLError ( "Calling %r failed (%s)!" % ( ' ' . join ( self . cmd ) , exc ) ) else : stdout , stderr = proc . communicate ( data ) if proc . r...
def create_a10_device_instance ( self , context , a10_device_instance ) : """Attempt to create instance using neutron context"""
LOG . debug ( "A10DeviceInstancePlugin.create(): a10_device_instance=%s" , a10_device_instance ) config = a10_config . A10Config ( ) vthunder_defaults = config . get_vthunder_config ( ) imgr = instance_manager . InstanceManager . from_config ( config , context ) dev_instance = common_resources . remove_attributes_not_s...
def increase_last ( self , k ) : """Increase the counter of the last matched rule by k ."""
rule = self . _last_rule if rule is not None : rule . increase_last ( k )
def allKeys ( self ) : """Returns a list of all the keys for this settings instance . : return [ < str > , . . ]"""
if self . _customFormat : return self . _customFormat . allKeys ( ) else : return super ( XSettings , self ) . allKeys ( )
def _parse_action ( self , action , current_time ) : """Parse a player action . TODO : handle cancels"""
if action . action_type == 'research' : name = mgz . const . TECHNOLOGIES [ action . data . technology_type ] self . _research [ action . data . player_id ] . append ( { 'technology' : name , 'timestamp' : _timestamp_to_time ( action . timestamp ) } ) elif action . action_type == 'build' : self . _build [ a...
def cdn_set_conf ( self , cname , originConf , environment , token ) : """The cdn _ set _ conf method enables the user to update an existing origin configuration in the CDN . The cdn _ get _ conf returns the token in the response and the cdn _ set _ conf requires a token as one of the parameters . The set a...
return self . client . service . cdn_set_conf ( cname , originConf , environment , token )
def feed_forward_builder ( name , hidden_dim , activation , trainable = True ) : """Get position - wise feed - forward layer builder . : param name : Prefix of names for internal layers . : param hidden _ dim : Hidden dimension of feed forward layer . : param activation : Activation for feed - forward layer ....
def _feed_forward_builder ( x ) : return FeedForward ( units = hidden_dim , activation = activation , trainable = trainable , name = name , ) ( x ) return _feed_forward_builder
def salm2map ( salm , s , lmax , Ntheta , Nphi ) : """Convert mode weights of spin - weighted function to values on a grid Parameters salm : array _ like , complex , shape ( . . . , ( lmax + 1 ) * * 2) Input array representing mode weights of the spin - weighted function . This array may be multi - dimensio...
if Ntheta < 2 or Nphi < 1 : raise ValueError ( "Input values of Ntheta={0} and Nphi={1} " . format ( Ntheta , Nphi ) + "are not allowed; they must be greater than 1 and 0, respectively." ) if lmax < 1 : raise ValueError ( "Input value of lmax={0} " . format ( lmax ) + "is not allowed; it must be greater than 0 ...
def list ( self , ** params ) : """Retrieve all lead unqualified reasons Returns all lead unqualified reasons available to the user according to the parameters provided : calls : ` ` get / lead _ unqualified _ reasons ` ` : param dict params : ( optional ) Search options . : return : List of dictionaries th...
_ , _ , lead_unqualified_reasons = self . http_client . get ( "/lead_unqualified_reasons" , params = params ) return lead_unqualified_reasons
def recurrence ( self , recurrence ) : """See ` recurrence ` ."""
if not is_valid_recurrence ( recurrence ) : raise KeyError ( "'%s' is not a valid recurrence value" % recurrence ) self . _recurrence = recurrence