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def as_curl ( self , endpoint , encoded_data , headers ) : """Return the send as a curl command . Useful for debugging . This will write out the encoded data to a local file named ` encrypted . data ` : param endpoint : Push service endpoint URL : type endpoint : basestring : param encoded _ data : byte a...
header_list = [ '-H "{}: {}" \\ \n' . format ( key . lower ( ) , val ) for key , val in headers . items ( ) ] data = "" if encoded_data : with open ( "encrypted.data" , "wb" ) as f : f . write ( encoded_data ) data = "--data-binary @encrypted.data" if 'content-length' not in headers : header_list . ...
def populate ( self , other ) : """Like update , but clears the contents first ."""
self . clear ( ) self . update ( other ) self . reset_all_changes ( )
def schaffer ( self , x ) : """Schaffer function x0 in [ - 100 . . 100]"""
N = len ( x ) s = x [ 0 : N - 1 ] ** 2 + x [ 1 : N ] ** 2 return sum ( s ** 0.25 * ( np . sin ( 50 * s ** 0.1 ) ** 2 + 1 ) )
def create_account ( self , balance = 0 , address = None , concrete_storage = False , dynamic_loader = None , creator = None , ) -> Account : """Create non - contract account . : param address : The account ' s address : param balance : Initial balance for the account : param concrete _ storage : Interpret ac...
address = address if address else self . _generate_new_address ( creator ) new_account = Account ( address , balance = balance , dynamic_loader = dynamic_loader , concrete_storage = concrete_storage , ) self . _put_account ( new_account ) return new_account
def stream ( self ) : """Returns a generator of lines instead of a list of lines ."""
st = self . _stream ( ) for l in next ( st ) : yield l . rstrip ( "\n" )
def main ( ) : """Main entry function ."""
if len ( sys . argv ) < 3 : print ( 'Usage: <project-name> <filetype> <list-of-path to traverse>' ) print ( '\tfiletype can be python/cpp/all' ) exit ( - 1 ) _HELPER . project_name = sys . argv [ 1 ] file_type = sys . argv [ 2 ] allow_type = [ ] if file_type == 'python' or file_type == 'all' : allow_typ...
def momentum ( self , exponent = 1 , errorrequested = True ) : """Calculate momenta ( integral of y times x ^ exponent ) The integration is done by the trapezoid formula ( np . trapz ) . Inputs : exponent : the exponent of q in the integration . errorrequested : True if error should be returned ( true Gauss...
y = self . Intensity * self . q ** exponent m = np . trapz ( y , self . q ) if errorrequested : err = self . Error * self . q ** exponent dm = errtrapz ( self . q , err ) return ErrorValue ( m , dm ) else : return m
def get_inspect_for_image ( image , registry , insecure = False , dockercfg_path = None ) : """Return inspect for image . : param image : ImageName , the remote image to inspect : param registry : str , URI for registry , if URI schema is not provided , https : / / will be used : param insecure : bool , whe...
all_man_digests = get_all_manifests ( image , registry , insecure = insecure , dockercfg_path = dockercfg_path ) blob_config = None config_digest = None image_inspect = { } # we have manifest list ( get digest for 1st platform ) if 'v2_list' in all_man_digests : man_list_json = all_man_digests [ 'v2_list' ] . json ...
def index ( self , key ) : """Return the index of the given item . : param key : : return :"""
if isinstance ( key , int ) : if 0 <= key < len ( self . __keys ) : return key raise IndexError ( key ) elif isinstance ( key , str ) : try : return self . __keys . index ( key ) except ValueError : raise KeyError ( key ) else : raise TypeError ( key )
def search ( cls , query , search_opts = None ) : """Search pools . Maps to the function : py : func : ` nipap . backend . Nipap . search _ pool ` in the backend . Please see the documentation for the backend function for information regarding input arguments and return values ."""
if search_opts is None : search_opts = { } xmlrpc = XMLRPCConnection ( ) try : search_result = xmlrpc . connection . search_pool ( { 'query' : query , 'search_options' : search_opts , 'auth' : AuthOptions ( ) . options } ) except xmlrpclib . Fault as xml_fault : raise _fault_to_exception ( xml_fault ) resul...
def writeFasta ( sequence , sequence_name , output_file ) : """Writes a fasta sequence into a file . : param sequence : a string with the sequence to be written : param sequence _ name : name of the the fasta sequence : param output _ file : / path / to / file . fa to be written : returns : nothing"""
i = 0 f = open ( output_file , 'w' ) f . write ( ">" + str ( sequence_name ) + "\n" ) while i <= len ( sequence ) : f . write ( sequence [ i : i + 60 ] + "\n" ) i = i + 60 f . close ( )
def check_api_version ( resource_root , min_version ) : """Checks if the resource _ root ' s API version it at least the given minimum version ."""
if resource_root . version < min_version : raise Exception ( "API version %s is required but %s is in use." % ( min_version , resource_root . version ) )
def compute_Pi_J ( self , CDR3_seq , J_usage_mask ) : """Compute Pi _ J . This function returns the Pi array from the model factors of the J genomic contributions , P ( delJ | J ) . This corresponds to J ( D ) ^ { x _ 4 } . For clarity in parsing the algorithm implementation , we include which instance attr...
# Note , the cutJ _ genomic _ CDR3 _ segs INCLUDE the palindromic insertions and thus are max _ palindrome nts longer than the template . # furthermore , the genomic sequence should be pruned to start at a conserved region on the J side Pi_J = [ ] # Holds the aggregate weight for each nt possiblity and position r_J_usa...
async def list_state ( self , request ) : """Fetches list of data entries , optionally filtered by address prefix . Request : query : - head : The id of the block to use as the head of the chain - address : Return entries whose addresses begin with this prefix Response : data : An array of leaf object...
paging_controls = self . _get_paging_controls ( request ) head , root = await self . _head_to_root ( request . url . query . get ( 'head' , None ) ) validator_query = client_state_pb2 . ClientStateListRequest ( state_root = root , address = request . url . query . get ( 'address' , None ) , sorting = self . _get_sortin...
def QA_indicator_OBV ( DataFrame ) : """能量潮"""
VOL = DataFrame . volume CLOSE = DataFrame . close return pd . DataFrame ( { 'OBV' : np . cumsum ( IF ( CLOSE > REF ( CLOSE , 1 ) , VOL , IF ( CLOSE < REF ( CLOSE , 1 ) , - VOL , 0 ) ) ) / 10000 } )
def get_string_length ( self ) : """Attempts to parse array size out of the address"""
try : return self . get_array_size ( ) except : match = re . search ( r"(?<=\.)\d+" , self . get_address ( ) ) try : return int ( match . group ( 0 ) ) except Exception as ex : raise Exception ( 'Could not get string size of {0} address {1}' . format ( self . name , self . get_address ( ...
def plot ( self , plot_intermediate_solutions = True , plot_observed_data = True , plot_starting_trajectory = True , plot_optimal_trajectory = True , filter_plots_function = None , legend = True , kwargs_observed_data = None , kwargs_starting_trajectories = None , kwargs_optimal_trajectories = None , kwargs_intermediat...
from matplotlib import pyplot as plt if filter_plots_function is None : filter_plots_function = lambda x : True observed_trajectories = self . observed_trajectories starting_trajectories = self . starting_trajectories optimal_trajectories = self . optimal_trajectories if plot_intermediate_solutions : intermedia...
def read ( self ) : """Read stdout and stdout pipes if process is no longer running ."""
if self . _process and self . _process . poll ( ) is not None : ip = get_ipython ( ) err = ip . user_ns [ 'error' ] . read ( ) . decode ( ) out = ip . user_ns [ 'output' ] . read ( ) . decode ( ) else : out = '' err = '' return out , err
def base_image_inspect ( self ) : """inspect base image : return : dict"""
if self . _base_image_inspect is None : if self . base_from_scratch : self . _base_image_inspect = { } elif self . parents_pulled or self . custom_base_image : try : self . _base_image_inspect = self . tasker . inspect_image ( self . base_image ) except docker . errors . NotF...
def uploadFileToIM ( self , directory , filename , title ) : """Parameters as they look in the form for uploading packages to IM"""
self . logger . debug ( "uploadFileToIM(" + "{},{},{})" . format ( directory , filename , title ) ) parameters = { 'data-filename-placement' : 'inside' , 'title' : str ( filename ) , 'filename' : str ( filename ) , 'type' : 'file' , 'name' : 'files' , 'id' : 'fileToUpload' , 'multiple' : '' } file_dict = { 'files' : ( ...
def add_volume ( self , volume ) : """Add a volume to self . volumes if it isn ' t already present"""
for old_vol in self . volumes : if volume == old_vol : return self . volumes . append ( volume )
def _regex_strings ( self ) : """A property to link into IntentEngine ' s _ regex _ strings . Warning : this is only for backwards compatiblility and should not be used if you intend on using domains . Returns : the domains _ regex _ strings from its IntentEngine"""
domain = 0 if domain not in self . domains : self . register_domain ( domain = domain ) return self . domains [ domain ] . _regex_strings
def find_zero_constrained_reactions ( model ) : """Return list of reactions that are constrained to zero flux ."""
return [ rxn for rxn in model . reactions if rxn . lower_bound == 0 and rxn . upper_bound == 0 ]
def measure_board_rms ( control_board , n_samples = 10 , sampling_ms = 10 , delay_between_samples_ms = 0 ) : '''Read RMS voltage samples from control board high - voltage feedback circuit .'''
try : results = control_board . measure_impedance ( n_samples , sampling_ms , delay_between_samples_ms , True , True , [ ] ) except RuntimeError : # ` RuntimeError ` may be raised if , for example , current limit was # reached during measurement . In such cases , return an empty frame . logger . warning ( 'Erro...
def set_attributes_from_headers ( self , headers ) : """Set instance attributes with HTTP header : param headers : HTTP header"""
self . total_count = headers . get ( 'x-total-count' , None ) self . current_page = headers . get ( 'x-current-page' , None ) self . per_page = headers . get ( 'x-per-page' , None ) self . user_type = headers . get ( 'x-user-type' , None ) if self . total_count : self . total_count = int ( self . total_count ) if s...
def advertise ( self , routers = None , name = None , timeout = None , router_file = None , jitter = None , ) : """Make a service available on the Hyperbahn routing mesh . This will make contact with a Hyperbahn host from a list of known Hyperbahn routers . Additional Hyperbahn connections will be established ...
name = name or self . name if not self . is_listening ( ) : self . listen ( ) return hyperbahn . advertise ( self , name , routers , timeout , router_file , jitter , )
def exists ( self ) : """: return : True if the submodule exists , False otherwise . Please note that a submodule may exist ( in the . gitmodules file ) even though its module doesn ' t exist on disk"""
# keep attributes for later , and restore them if we have no valid data # this way we do not actually alter the state of the object loc = locals ( ) for attr in self . _cache_attrs : try : if hasattr ( self , attr ) : loc [ attr ] = getattr ( self , attr ) # END if we have the attribute ...
def write_yaml ( self , data , encoding = None , errors = None , newline = None , ** kwargs ) : """Read * data * to this path as a YAML document . The * encoding * , * errors * , and * newline * keywords are passed to : meth : ` open ` . The remaining * kwargs * are passed to : meth : ` yaml . dump ` ."""
import yaml with self . open ( mode = 'wt' , encoding = encoding , errors = errors , newline = newline ) as f : return yaml . dump ( data , stream = f , ** kwargs )
def from_binary_string ( cls , stream ) : """Read feedback information from the stream and unpack it . : param stream : A stream of feedback data from APN . Can contain multiple feedback tuples , as defined in the feedback service protocol . : return A list containing all unpacked feedbacks ."""
offset = 0 length = len ( stream ) feedbacks = [ ] while offset < length : timestamp , token_length = struct . unpack ( cls . FORMAT_PREFIX , stream [ offset : offset + 6 ] ) when = datetime . fromtimestamp ( timestamp ) offset += 6 token = struct . unpack ( '>{0}s' . format ( token_length ) , stream [ ...
def iat ( x , maxlag = None ) : """Calculate the integrated autocorrelation time ( IAT ) , given the trace from a Stochastic ."""
if not maxlag : # Calculate maximum lag to which autocorrelation is calculated maxlag = _find_max_lag ( x ) acr = [ autocorr ( x , lag ) for lag in range ( 1 , maxlag + 1 ) ] # Calculate gamma values gammas = [ ( acr [ 2 * i ] + acr [ 2 * i + 1 ] ) for i in range ( maxlag // 2 ) ] cut = _cut_time ( gammas ) if cut ...
def explode ( self ) : """If the current Line entity consists of multiple line break it up into n Line entities . Returns exploded : ( n , ) Line entities"""
points = np . column_stack ( ( self . points , self . points ) ) . ravel ( ) [ 1 : - 1 ] . reshape ( ( - 1 , 2 ) ) exploded = [ Line ( i ) for i in points ] return exploded
def delayed_close ( self ) : """Delayed close - won ' t close immediately , but on the next reactor loop ."""
self . state = SESSION_STATE . CLOSING reactor . callLater ( 0 , self . close )
def documentation ( default = None , api_version = None , api = None , ** kwargs ) : """returns documentation for the current api"""
api_version = default or api_version if api : return api . http . documentation ( base_url = "" , api_version = api_version )
def clear_data ( self ) : """Clear menu data from previous menu generation ."""
self . __header . title = None self . __header . subtitle = None self . __prologue . text = None self . __epilogue . text = None self . __items_section . items = None
def clientConnectionFailed ( self , err , address : Address ) : """Called when we fail to connect to an endpoint Args : err : Twisted Failure instance address : the address we failed to connect to"""
if type ( err . value ) == error . TimeoutError : logger . debug ( f"Failed connecting to {address} connection timed out" ) elif type ( err . value ) == error . ConnectError : ce = err . value if len ( ce . args ) > 0 : logger . debug ( f"Failed connecting to {address} {ce.args[0].value}" ) else...
def perform_request ( self , request ) : '''Sends an HTTPRequest to Azure Storage and returns an HTTPResponse . If the response code indicates an error , raise an HTTPError . : param HTTPRequest request : The request to serialize and send . : return : An HTTPResponse containing the parsed HTTP response . ...
# Verify the body is in bytes or either a file - like / stream object if request . body : request . body = _get_data_bytes_or_stream_only ( 'request.body' , request . body ) # Construct the URI uri = self . protocol . lower ( ) + '://' + request . host + request . path # Send the request response = self . session ....
def ansi_split ( text , _re = re . compile ( u"(\x1b\\[(\\d*;?)*\\S)" ) ) : """Yields ( is _ ansi , text )"""
for part in _re . split ( text ) : if part : yield ( bool ( _re . match ( part ) ) , part )
def frameify ( self , state , data ) : """Split data into a sequence of lines ."""
# Pull in any partially - processed data data = state . recv_buf + data # Loop over the data while data : line , sep , rest = data . partition ( '\n' ) # Did we have a whole line ? if sep != '\n' : break # OK , update the data . . . data = rest # Now , strip off carriage return , if ther...
def refine_pi_cation_laro ( self , all_picat , stacks ) : """Just important for constellations with histidine involved . If the histidine ring is positioned in stacking position to an aromatic ring in the ligand , there is in most cases stacking and pi - cation interaction reported as histidine also carries a p...
i_set = [ ] for picat in all_picat : exclude = False for stack in stacks : if whichrestype ( stack . proteinring . atoms [ 0 ] ) == 'HIS' and picat . ring . obj == stack . ligandring . obj : exclude = True if not exclude : i_set . append ( picat ) return i_set
def pitch_shift ( y , sr , n_steps , rbargs = None ) : '''Apply a pitch shift to an audio time series . Parameters y : np . ndarray [ shape = ( n , ) or ( n , c ) ] Audio time series , either single or multichannel sr : int > 0 Sampling rate of ` y ` n _ steps : float Shift by ` n _ steps ` semitones ...
if n_steps == 0 : return y if rbargs is None : rbargs = dict ( ) rbargs . setdefault ( '--pitch' , n_steps ) return __rubberband ( y , sr , ** rbargs )
def _genEmptyResults ( self ) : """Uses allowed keys to generate a empty dict to start counting from : return :"""
allowedKeys = self . _allowedKeys keysDict = OrderedDict ( ) # Note : list comprehension take 0 then 2 then 1 then 3 etc for some reason . we want strict order for k in allowedKeys : keysDict [ k ] = 0 resultsByClass = keysDict return resultsByClass
def get_xdsl_stats ( self ) : """Get all stats about your xDSL connection : return : A dict with all stats about your xdsl connection ( see API doc ) : rtype : dict"""
self . bbox_auth . set_access ( BboxConstant . AUTHENTICATION_LEVEL_PUBLIC , BboxConstant . AUTHENTICATION_LEVEL_PRIVATE ) self . bbox_url . set_api_name ( BboxConstant . API_WAN , "xdsl/stats" ) api = BboxApiCall ( self . bbox_url , BboxConstant . HTTP_METHOD_GET , None , self . bbox_auth ) resp = api . execute_api_re...
def to_path_value ( self , obj ) : """Takes value and turn it into a string suitable for inclusion in the path , by url - encoding . : param obj : object or string value . : return string : quoted value ."""
if type ( obj ) == list : return ',' . join ( obj ) else : return str ( obj )
def start ( self , request , application , extra_roles = None ) : """Continue the state machine at first state ."""
# Get the authentication of the current user roles = self . _get_roles_for_request ( request , application ) if extra_roles is not None : roles . update ( extra_roles ) # Ensure current user is authenticated . If user isn ' t applicant , # leader , delegate or admin , they probably shouldn ' t be here . if 'is_auth...
def filenames ( self ) : """list of file names the data is originally being read from . Returns names : list of str list of file names at the beginning of the input chain ."""
if self . _is_reader : assert self . _filenames is not None return self . _filenames else : return self . data_producer . filenames
def get_mac_acl_for_intf_input_direction ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) get_mac_acl_for_intf = ET . Element ( "get_mac_acl_for_intf" ) config = get_mac_acl_for_intf input = ET . SubElement ( get_mac_acl_for_intf , "input" ) direction = ET . SubElement ( input , "direction" ) direction . text = kwargs . pop ( 'direction' ) callback = kwargs . pop ( 'callba...
def union ( self , * others : 'Substitution' ) -> 'Substitution' : """Try to merge the substitutions . If a variable occurs in multiple substitutions , try to merge the replacements . See : meth : ` union _ with _ variable ` to see how replacements are merged . Does not modify any of the original substitution...
new_subst = Substitution ( self ) for other in others : for variable_name , replacement in other . items ( ) : new_subst . try_add_variable ( variable_name , replacement ) return new_subst
def find_commands ( management_dir ) : """Given a path to a management directory , returns a list of all the command names that are available . Returns an empty list if no commands are defined ."""
command_dir = os . path . join ( management_dir , 'commands' ) try : return [ f [ : - 3 ] for f in os . listdir ( command_dir ) if not f . startswith ( '_' ) and f . endswith ( '.py' ) ] except OSError : return [ ]
def isJournal ( self , dbname = abrevDBname , manualDB = manualDBname , returnDict = 'both' , checkIfExcluded = False ) : """Returns ` True ` if the ` Citation ` ' s ` journal ` field is a journal abbreviation from the WOS listing found at [ http : / / images . webofknowledge . com / WOK46 / help / WOS / A _ abrvjt...
global abbrevDict if abbrevDict is None : abbrevDict = getj9dict ( dbname = dbname , manualDB = manualDB , returnDict = returnDict ) if not hasattr ( self , 'journal' ) : return False elif checkIfExcluded and self . journal : try : if abbrevDict . get ( self . journal , [ True ] ) [ 0 ] : ...
def load_consumer_metadata_for_group ( self , group ) : """Determine broker for the consumer metadata for the specified group Returns a deferred which callbacks with True if the group ' s coordinator could be determined , or errbacks with ConsumerCoordinatorNotAvailableError if not . Parameters group : ...
group = _coerce_consumer_group ( group ) log . debug ( "%r: load_consumer_metadata_for_group(%r)" , self , group ) # If we are already loading the metadata for this group , then # just return the outstanding deferred if group in self . coordinator_fetches : d = defer . Deferred ( ) self . coordinator_fetches [ ...
def iter_sections ( self , order = Tree . ipreorder , neurite_order = NeuriteIter . FileOrder ) : '''iteration over section nodes Parameters : order : section iteration order within a given neurite . Must be one of : Tree . ipreorder : Depth - first pre - order iteration of tree nodes Tree . ipreorder : Dep...
return iter_sections ( self , iterator_type = order , neurite_order = neurite_order )
def vertical_headers ( self , value ) : """Setter for * * self . _ _ vertical _ headers * * attribute . : param value : Attribute value . : type value : OrderedDict"""
if value is not None : assert type ( value ) is OrderedDict , "'{0}' attribute: '{1}' type is not 'OrderedDict'!" . format ( "vertical_headers" , value ) self . __vertical_headers = value
def delete_user ( self , username ) : """Deletes a user from the server . : param string username : Name of the user to delete from the server ."""
path = Client . urls [ 'users_by_name' ] % username return self . _call ( path , 'DELETE' )
def HasDateExceptionOn ( self , date , exception_type = _EXCEPTION_TYPE_ADD ) : """Test if this service period has a date exception of the given type . Args : date : a string of form " YYYYMMDD " exception _ type : the exception type the date should have . Defaults to _ EXCEPTION _ TYPE _ ADD Returns : ...
if date in self . date_exceptions : return exception_type == self . date_exceptions [ date ] [ 0 ] return False
def query_nds2 ( cls , name , host = None , port = None , connection = None , type = None ) : """Query an NDS server for channel information Parameters name : ` str ` name of requested channel host : ` str ` , optional name of NDS2 server . port : ` int ` , optional port number for NDS2 connection c...
return ChannelList . query_nds2 ( [ name ] , host = host , port = port , connection = connection , type = type , unique = True ) [ 0 ]
def sort_diclist ( undecorated , sort_on ) : """Sort a list of dictionaries by the value in each dictionary for the sorting key Parameters undecorated : list of dicts sort _ on : str , numeric key that is present in all dicts to sort on Returns ordered list of dicts Examples > > > lst = [ { ' key1...
decorated = [ ( len ( dict_ [ sort_on ] ) if hasattr ( dict_ [ sort_on ] , '__len__' ) else dict_ [ sort_on ] , index ) for ( index , dict_ ) in enumerate ( undecorated ) ] decorated . sort ( ) return [ undecorated [ index ] for ( key , index ) in decorated ]
def get_staged_files ( ) : """Get all files staged for the current commit ."""
proc = subprocess . Popen ( ( 'git' , 'status' , '--porcelain' ) , stdout = subprocess . PIPE , stderr = subprocess . PIPE ) out , _ = proc . communicate ( ) staged_files = modified_re . findall ( out ) return staged_files
def children ( self , parent ) : """Return set of children of parent . Parameters parent : : class : ` katcp . Sensor ` object Parent whose children to return . Returns children : set of : class : ` katcp . Sensor ` objects The child sensors of parent ."""
if parent not in self . _parent_to_children : raise ValueError ( "Parent sensor %r not in tree." % parent ) return self . _parent_to_children [ parent ] . copy ( )
def publish ( self ) : '''Function to publish cmdvel .'''
self . lock . acquire ( ) tw = cmdvel2Twist ( self . data ) self . lock . release ( ) self . pub . publish ( tw )
def is_plugin ( plugin ) : """Returns true if the plugin implements the ` Plugin ` interface . : param plugin : The plugin to check . : returns : True if plugin , False otherwise . : rtype : bool"""
try : return isinstance ( plugin , Plugin ) or issubclass ( plugin , Plugin ) except TypeError : return False
def get ( self , * args , ** kwargs ) : """The base activation logic ; subclasses should leave this method alone and implement activate ( ) , which is called from this method ."""
extra_context = { } try : activated_user = self . activate ( * args , ** kwargs ) except ActivationError as e : extra_context [ 'activation_error' ] = { 'message' : e . message , 'code' : e . code , 'params' : e . params } else : signals . user_activated . send ( sender = self . __class__ , user = activated...
def getOutputColumn ( self , columnAlias ) : """Returns a Column ."""
result = None for column in self . __outputColumns : if column . getColumnAlias ( ) == columnAlias : result = column break return result
def close ( self , * args , ** kwargs ) : """Engine closed , copy file to DB if it has changed"""
super ( DatabaseWrapper , self ) . close ( * args , ** kwargs ) signature_version = self . settings_dict . get ( "SIGNATURE_VERSION" , "s3v4" ) s3 = boto3 . resource ( 's3' , config = botocore . client . Config ( signature_version = signature_version ) , ) try : with open ( self . settings_dict [ 'NAME' ] , 'rb' ) ...
def move ( self , fnames = None , directory = None ) : """Move files / directories"""
if fnames is None : fnames = self . get_selected_filenames ( ) orig = fixpath ( osp . dirname ( fnames [ 0 ] ) ) while True : self . redirect_stdio . emit ( False ) if directory is None : folder = getexistingdirectory ( self , _ ( "Select directory" ) , orig ) else : folder = directory ...
def flatten ( iterable ) : """Fully flattens an iterable : In : flatten ( [ 1,2,3,4 , [ 5,6 , [ 7,8 ] ] ] ) Out : [ 1,2,3,4,5,6,7,8]"""
container = iterable . __class__ placeholder = [ ] for item in iterable : try : placeholder . extend ( flatten ( item ) ) except TypeError : placeholder . append ( item ) return container ( placeholder )
def _get_char ( self , win , char ) : def get_check_next_byte ( ) : char = win . getch ( ) if 128 <= char <= 191 : return char else : raise UnicodeError bytes = [ ] if char <= 127 : # 1 bytes bytes . append ( char ) # elif 194 < = char < = 223: ...
while 0 in bytes : bytes . remove ( 0 ) if version_info < ( 3 , 0 ) : out = '' . join ( [ chr ( b ) for b in bytes ] ) else : buf = bytearray ( bytes ) out = self . _decode_string ( buf ) # out = buf . decode ( ' utf - 8 ' ) return out
def mp_spawn ( self ) : """Spawn worker processes ( using multiprocessing )"""
processes = [ ] for x in range ( self . queue_worker_amount ) : process = multiprocessing . Process ( target = self . mp_worker ) process . start ( ) processes . append ( process ) for process in processes : process . join ( )
def cosh ( x ) : """Hyperbolic cosine"""
if isinstance ( x , UncertainFunction ) : mcpts = np . cosh ( x . _mcpts ) return UncertainFunction ( mcpts ) else : return np . cosh ( x )
def has_edge ( self , node1_name , node2_name , account_for_direction = True ) : """Proxies a call to the _ _ has _ edge method"""
return self . __has_edge ( node1_name = node1_name , node2_name = node2_name , account_for_direction = account_for_direction )
def _sort_layers ( self ) : """Sort the layers by depth ."""
self . _layers = OrderedDict ( sorted ( self . _layers . items ( ) , key = lambda t : t [ 0 ] ) )
def percent_point ( self , y , V ) : """Compute the inverse of conditional cumulative distribution : math : ` C ( u | v ) ^ - 1 ` Args : y : ` np . ndarray ` value of : math : ` C ( u | v ) ` . v : ` np . ndarray ` given value of v ."""
self . check_fit ( ) if self . theta < 0 : return V else : a = np . power ( y , self . theta / ( - 1 - self . theta ) ) b = np . power ( V , self . theta ) u = np . power ( ( a + b - 1 ) / b , - 1 / self . theta ) return u
def get_existing_item ( self , item ) : """Lookup item in remote service based on keys . : param item : D4S2Item data contains keys we will use for lookup . : return : requests . Response containing the successful result"""
params = { 'project_id' : item . project_id , 'from_user_id' : item . from_user_id , 'to_user_id' : item . to_user_id , } resp = requests . get ( self . make_url ( item . destination ) , headers = self . json_headers , params = params ) self . check_response ( resp ) return resp
def add_leverage ( self ) : """Adds leverage term to the model Returns None ( changes instance attributes )"""
if self . leverage is True : pass else : self . leverage = True self . z_no += 1 for i in range ( len ( self . X_names ) * 2 + 3 ) : self . latent_variables . z_list . pop ( ) for parm in range ( len ( self . X_names ) ) : self . latent_variables . add_z ( 'Vol Beta ' + self . X_name...
def get_repository_nodes ( self , repository_id , ancestor_levels , descendant_levels , include_siblings ) : """Gets a portion of the hierarchy for the given repository . arg : repository _ id ( osid . id . Id ) : the ` ` Id ` ` to query arg : ancestor _ levels ( cardinal ) : the maximum number of ancestor le...
# Implemented from template for # osid . resource . BinHierarchySession . get _ bin _ nodes return objects . RepositoryNode ( self . get_repository_node_ids ( repository_id = repository_id , ancestor_levels = ancestor_levels , descendant_levels = descendant_levels , include_siblings = include_siblings ) . _my_map , run...
def sub_retab ( match ) : r"""Remove all tabs and convert them into spaces . PARAMETERS : match - - regex match ; uses re _ retab pattern : \ 1 is text before tab , \2 is a consecutive string of tabs . A simple substitution of 4 spaces would result in the following : to \ tlive # original to live # simp...
before = match . group ( 1 ) tabs = len ( match . group ( 2 ) ) return before + ( ' ' * ( TAB_SIZE * tabs - len ( before ) % TAB_SIZE ) )
def on_peer_down ( self , peer ) : """Peer down handler . Cleans up the paths in global tables that was received from this peer ."""
LOG . debug ( 'Cleaning obsolete paths whose source/version: %s/%s' , peer . ip_address , peer . version_num ) # Launch clean - up for each global tables . self . _table_manager . clean_stale_routes ( peer )
def get_server_networks ( self , network , public = False , private = False , key = None ) : """Creates the dict of network UUIDs required by Cloud Servers when creating a new server with isolated networks . By default , the UUID values are returned with the key of " net - id " , which is what novaclient expe...
return _get_server_networks ( network , public = public , private = private , key = key )
def __add_delayed_assert_failure ( self ) : """Add a delayed _ assert failure into a list for future processing ."""
current_url = self . driver . current_url message = self . __get_exception_message ( ) self . __delayed_assert_failures . append ( "CHECK #%s: (%s)\n %s" % ( self . __delayed_assert_count , current_url , message ) )
def run ( xmin , ymin , xmax , ymax , step , range_ , range_x , range_y , t ) : pt = numpy . zeros ( ( range_x , range_y ) ) "omp parallel for private ( i , j , k , tmp )"
for i in xrange ( range_x ) : for j in xrange ( range_y ) : xi , yj = xmin + step * i , ymin + step * j for k in xrange ( t . shape [ 0 ] ) : tmp = 6368. * math . acos ( math . cos ( xi ) * math . cos ( t [ k , 0 ] ) * math . cos ( ( yj ) - t [ k , 1 ] ) + math . sin ( xi ) * math . sin ...
def modify_model_backprop ( model , backprop_modifier ) : """Creates a copy of model by modifying all activations to use a custom op to modify the backprop behavior . Args : model : The ` keras . models . Model ` instance . backprop _ modifier : One of ` { ' guided ' , ' rectified ' } ` Returns : A copy o...
# The general strategy is as follows : # - Save original model so that upstream callers don ' t see unexpected results with their models . # - Call backend specific function that registers the custom op and loads the model under modified context manager . # - Maintain cache to save this expensive process on subsequent ...
def create_source ( self , datapusher = True ) : """Populate ckan directory from preloaded image and copy who . ini and schema . xml info conf directory"""
task . create_source ( self . target , self . _preload_image ( ) , datapusher )
def getSettingsPath ( ) : """Returns the path where the settings are stored"""
parser = SafeConfigParser ( ) try : parser . read ( os . path . normpath ( pyGeno_SETTINGS_DIR + '/config.ini' ) ) return parser . get ( 'pyGeno_config' , 'settings_dir' ) except : createDefaultConfigFile ( ) return getSettingsPath ( )
def post_op ( self , id : str , path_data : Union [ dict , None ] , post_data : Any ) -> dict : """Modifies the ESI by looking up an operation id . Args : path : raw ESI URL path path _ data : data to format the path with ( can be None ) post _ data : data to send to ESI Returns : ESI data"""
path = self . _get_path_for_op_id ( id ) return self . post_path ( path , path_data , post_data )
def Connect ( self , Username , WaitConnected = False ) : """Connects application to user . : Parameters : Username : str Name of the user to connect to . WaitConnected : bool If True , causes the method to wait until the connection is established . : return : If ` ` WaitConnected ` ` is True , returns ...
if WaitConnected : self . _Connect_Event = threading . Event ( ) self . _Connect_Stream = [ None ] self . _Connect_Username = Username self . _Connect_ApplicationStreams ( self , self . Streams ) self . _Owner . RegisterEventHandler ( 'ApplicationStreams' , self . _Connect_ApplicationStreams ) s...
def _find_ssh_exe ( ) : '''Windows only : search for Git ' s bundled ssh . exe in known locations'''
# Known locations for Git ' s ssh . exe in Windows globmasks = [ os . path . join ( os . getenv ( 'SystemDrive' ) , os . sep , 'Program Files*' , 'Git' , 'usr' , 'bin' , 'ssh.exe' ) , os . path . join ( os . getenv ( 'SystemDrive' ) , os . sep , 'Program Files*' , 'Git' , 'bin' , 'ssh.exe' ) ] for globmask in globmasks...
def parse ( path ) : """Parse URL path and convert it to regexp if needed ."""
parsed = re . sre_parse . parse ( path ) for case , _ in parsed : if case not in ( re . sre_parse . LITERAL , re . sre_parse . ANY ) : break else : return path path = path . strip ( '^$' ) def parse_ ( match ) : [ part ] = match . groups ( ) match = DYNR_RE . match ( part ) params = match . ...
def _parse_lsb_release_content ( lines ) : """Parse the output of the lsb _ release command . Parameters : * lines : Iterable through the lines of the lsb _ release output . Each line must be a unicode string or a UTF - 8 encoded byte string . Returns : A dictionary containing all information items ."""
props = { } for line in lines : kv = line . strip ( '\n' ) . split ( ':' , 1 ) if len ( kv ) != 2 : # Ignore lines without colon . continue k , v = kv props . update ( { k . replace ( ' ' , '_' ) . lower ( ) : v . strip ( ) } ) return props
def cropped ( self , t0 , t1 ) : """returns a cropped copy of this segment which starts at self . point ( t0 ) and ends at self . point ( t1 ) ."""
return Line ( self . point ( t0 ) , self . point ( t1 ) )
def runProcess ( cmd , * args ) : """Run ` cmd ` ( which is searched for in the executable path ) with ` args ` and return the exit status . In general ( unless you know what you ' re doing ) use : : runProcess ( ' program ' , filename ) rather than : : os . system ( ' program % s ' % filename ) because...
from os import spawnvp , P_WAIT return spawnvp ( P_WAIT , cmd , ( cmd , ) + args )
def execution_engine_model_changed ( self , model , prop_name , info ) : """High light active state machine ."""
notebook = self . view [ 'notebook' ] active_state_machine_id = self . model . state_machine_manager . active_state_machine_id if active_state_machine_id is None : # un - mark all state machine that are marked with execution - running style class for tab in self . tabs . values ( ) : label = notebook . get_...
def add ( self , rule : ControlRule = None , * , supply : float ) : """Register a new rule above a given ` ` supply ` ` threshold Registration supports a single - argument form for use as a decorator , as well as a two - argument form for direct application . Use the former for ` ` def ` ` or ` ` class ` ` de...
if supply in self . _thresholds : raise ValueError ( 'rule for threshold %s re-defined' % supply ) if rule is not None : self . rules . append ( ( supply , rule ) ) self . _thresholds . add ( supply ) return rule else : return partial ( self . add , supply = supply )
def mac_address_table_static_vlanid ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) mac_address_table = ET . SubElement ( config , "mac-address-table" , xmlns = "urn:brocade.com:mgmt:brocade-mac-address-table" ) static = ET . SubElement ( mac_address_table , "static" ) mac_address_key = ET . SubElement ( static , "mac-address" ) mac_address_key . text = kwargs . pop ...
def highest_expr_genes ( adata , n_top = 30 , show = None , save = None , ax = None , gene_symbols = None , ** kwds ) : """Fraction of counts assigned to each gene over all cells . Computes , for each gene , the fraction of counts assigned to that gene within a cell . The ` n _ top ` genes with the highest mean...
from scipy . sparse import issparse # compute the percentage of each gene per cell dat = normalize_per_cell ( adata , counts_per_cell_after = 100 , copy = True ) # identify the genes with the highest mean if issparse ( dat . X ) : dat . var [ 'mean_percent' ] = dat . X . mean ( axis = 0 ) . A1 else : dat . var ...
def _get_django_sites ( ) : """Get a list of sites as dictionaries { site _ id : ' domain . name ' }"""
deployed = version_state ( 'deploy_project' ) if not env . sites and 'django.contrib.sites' in env . INSTALLED_APPS and deployed : with cd ( '/' . join ( [ deployment_root ( ) , 'env' , env . project_fullname , 'project' , env . project_package_name , 'sitesettings' ] ) ) : venv = '/' . join ( [ deployment_...
def _encode ( self ) : """Encode the message and return a bytestring ."""
data = ByteBuffer ( ) if not hasattr ( self , '__fields__' ) : return data . tostring ( ) for field in self . __fields__ : field . encode ( self , data ) return data . tostring ( )
def get_credentials ( ) : """Get the credentials to use . We try application credentials first , followed by user credentials . The path to the application credentials can be overridden by pointing the GOOGLE _ APPLICATION _ CREDENTIALS environment variable to some file ; the path to the user credentials can ...
try : credentials , _ = google . auth . default ( ) credentials = google . auth . credentials . with_scopes_if_required ( credentials , CREDENTIAL_SCOPES ) return credentials except Exception as e : # Try load user creds from file cred_file = get_config_dir ( ) + '/credentials' if os . path . exists...
def datasetScalarTimeStepChunk ( lines , numberColumns , numberCells ) : """Process the time step chunks for scalar datasets"""
END_DATASET_TAG = 'ENDDS' # Define the result object result = { 'iStatus' : None , 'timestamp' : None , 'cellArray' : None , 'rasterText' : None } # Split the chunks timeStep = pt . splitLine ( lines . pop ( 0 ) ) # Extract cells , ignoring the status indicators startCellsIndex = numberCells # Handle case when status c...
def uncshare ( self ) : """The UNC mount point for this path . This is empty for paths on local drives ."""
unc , r = self . module . splitunc ( self ) return self . _next_class ( unc )
def error ( self , msg , indent = 0 , ** kwargs ) : """invoke ` ` self . logger . error ` `"""
return self . logger . error ( self . _indent ( msg , indent ) , ** kwargs )
def X_less ( self ) : """Zoom out on the x - axis ."""
self . parent . value ( 'window_length' , self . parent . value ( 'window_length' ) / 2 ) self . parent . overview . update_position ( )