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def connection_exists ( self , from_obj , to_obj ) : """Returns ` ` True ` ` if a connection between the given objects exists , else ` ` False ` ` ."""
self . _validate_ctypes ( from_obj , to_obj ) return self . connections . filter ( from_pk = from_obj . pk , to_pk = to_obj . pk ) . exists ( )
def _check_data ( self ) : """Check if the data given is valid"""
if self . axes is None : raise PolygonFilterError ( "`axes` parm not set." ) if self . points is None : raise PolygonFilterError ( "`points` parm not set." ) self . points = np . array ( self . points ) if self . points . shape [ 1 ] != 2 : raise PolygonFilterError ( "data points' shape[1] must be 2." ) if ...
def _ip_is_usable ( self , current_ip ) : """Check if the current Tor ' s IP is usable . : argument current _ ip : current Tor IP : type current _ ip : str : returns bool"""
# Consider IP addresses only . try : ipaddress . ip_address ( current_ip ) except ValueError : return False # Never use real IP . if current_ip == self . real_ip : return False # Do dot allow IP reuse . if not self . _ip_is_safe ( current_ip ) : return False return True
def get_variables ( self , * args , ** kwargs ) : """Provide a warning that get _ variables on Sequential always returns ( ) ."""
tf . logging . warning ( "Calling Sequential.get_variables, which will always return an empty " "tuple. get_variables() can only return variables created directly by " "a Module, or created by submodules directly created inside the " "Module. Sequential is constructed from already constructed submodules " "and so this ...
def read ( self , path , encoding = None ) : """Read the template at the given path , and return it as a unicode string ."""
b = common . read ( path ) if encoding is None : encoding = self . file_encoding return self . unicode ( b , encoding )
def msg ( self , * args , ** kwargs ) : "Only execute callback when interval is reached ."
if self . timestamp is None or self . _interval_reached ( ) : self . callback ( * args , ** kwargs ) self . reset ( )
def create_role ( self , name ) : '''Create a new : class : ` Role ` owned by this : class : ` Subject `'''
models = self . session . router return models . role . new ( name = name , owner = self )
def authenticate ( self , provider = None , identifier = None ) : "Fetch user for a given provider by id ."
provider_q = Q ( provider__name = provider ) if isinstance ( provider , Provider ) : provider_q = Q ( provider = provider ) try : access = AccountAccess . objects . filter ( provider_q , identifier = identifier ) . select_related ( 'user' ) [ 0 ] except IndexError : return None else : return access . us...
def _get_address_override ( endpoint_type = PUBLIC ) : """Returns any address overrides that the user has defined based on the endpoint type . Note : this function allows for the service name to be inserted into the address if the user specifies { service _ name } . somehost . org . : param endpoint _ type ...
override_key = ADDRESS_MAP [ endpoint_type ] [ 'override' ] addr_override = config ( override_key ) if not addr_override : return None else : return addr_override . format ( service_name = service_name ( ) )
def restart_kernel ( self ) : """Restart kernel of current client ."""
client = self . get_current_client ( ) if client is not None : self . switch_to_plugin ( ) client . restart_kernel ( )
def get_logging_file_handler ( logger = None , file = None , formatter = LOGGING_DEFAULT_FORMATTER ) : """Adds a logging file handler to given logger or default logger using given file . : param logger : Logger to add the handler to . : type logger : Logger : param file : File to verbose into . : type file ...
logger = LOGGER if logger is None else logger file = tempfile . NamedTemporaryFile ( ) . name if file is None else file logging_file_handler = logging . FileHandler ( file ) logging_file_handler . setFormatter ( formatter ) logger . addHandler ( logging_file_handler ) return logging_file_handler
def window_open_config ( self , temperature , duration ) : """Configures the window open behavior . The duration is specified in 5 minute increments ."""
_LOGGER . debug ( "Window open config, temperature: %s duration: %s" , temperature , duration ) self . _verify_temperature ( temperature ) if duration . seconds < 0 and duration . seconds > 3600 : raise ValueError value = struct . pack ( 'BBB' , PROP_WINDOW_OPEN_CONFIG , int ( temperature * 2 ) , int ( duration . s...
def get_midpoint_outgroup ( self ) : """Returns the node that divides the current tree into two distance - balanced partitions ."""
# Gets the farthest node to the current root root = self . get_tree_root ( ) nA , r2A_dist = root . get_farthest_leaf ( ) nB , A2B_dist = nA . get_farthest_node ( ) outgroup = nA middist = A2B_dist / 2.0 cdist = 0 current = nA while current is not None : cdist += current . dist if cdist > ( middist ) : # Deja d...
def get_option_columns ( self , typ , element ) : """Return the column of the model to show for each level Because each level might be displayed in a combobox . So you might want to provide the column to show . : param typ : the typ of options . E . g . Asset , Alembic , Camera etc : type typ : str : para...
inter = self . get_typ_interface ( typ ) return inter . get_option_columns ( element )
def _set_use_vrf ( self , v , load = False ) : """Setter method for use _ vrf , mapped from YANG variable / rbridge _ id / ssh / server / ssh _ vrf _ cont / use _ vrf ( list ) If this variable is read - only ( config : false ) in the source YANG file , then _ set _ use _ vrf is considered as a private method ...
if hasattr ( v , "_utype" ) : v = v . _utype ( v ) try : t = YANGDynClass ( v , base = YANGListType ( "use_vrf_name" , use_vrf . use_vrf , yang_name = "use-vrf" , rest_name = "use-vrf" , parent = self , is_container = 'list' , user_ordered = False , path_helper = self . _path_helper , yang_keys = 'use-vrf-name'...
def add_pane ( self , pane , vsplit = False ) : """Add another pane to this Window ."""
assert isinstance ( pane , Pane ) assert isinstance ( vsplit , bool ) split_cls = VSplit if vsplit else HSplit if self . active_pane is None : self . root . append ( pane ) else : parent = self . _get_parent ( self . active_pane ) same_direction = isinstance ( parent , split_cls ) index = parent . index...
def bounding_box ( self ) : """Generate a bounding box based on the full complexity part . : return : bounding box of part : rtype : cadquery . BoundBox"""
if self . world_coords : return self . world_obj . findSolid ( ) . BoundingBox ( ) return self . local_obj . findSolid ( ) . BoundingBox ( )
def make_fileitem_peinfo_detectedentrypointsignature_name ( entrypoint_name , condition = 'is' , negate = False , preserve_case = False ) : """Create a node for FileItem / PEInfo / DetectedEntryPointSignature / Name : return : A IndicatorItem represented as an Element node"""
document = 'FileItem' search = 'FileItem/PEInfo/DetectedEntryPointSignature/Name' content_type = 'string' content = entrypoint_name ii_node = ioc_api . make_indicatoritem_node ( condition , document , search , content_type , content , negate = negate , preserve_case = preserve_case ) return ii_node
def to_file ( self , filename , format = 'shtools' , header = None , errors = False , ** kwargs ) : """Save spherical harmonic coefficients to a file . Usage x . to _ file ( filename , [ format = ' shtools ' , header , errors ] ) x . to _ file ( filename , [ format = ' npy ' , * * kwargs ] ) Parameters fi...
if format is 'shtools' : if errors is True and self . errors is None : raise ValueError ( 'Can not save errors when then have not been ' 'initialized.' ) if self . omega is None : omega = 0. else : omega = self . omega with open ( filename , mode = 'w' ) as file : if head...
def _greater_or_close ( a , value , ** kwargs ) : r"""Compare values for greater or close to boolean masks . Returns a boolean mask for values greater than or equal to a target within a specified absolute or relative tolerance ( as in : func : ` numpy . isclose ` ) . Parameters a : array - like Array of v...
return ( a > value ) | np . isclose ( a , value , ** kwargs )
def skip ( self , regex ) : """Like : meth : ` scan ` , but return the number of characters matched . > > > s = Scanner ( " test string " ) > > > s . skip ( ' test ' )"""
return self . scan_full ( regex , return_string = False , advance_pointer = True )
def _imm_dir ( self ) : '''An immutable object ' s dir function should list not only its attributes , but also its un - cached lazy values .'''
dir0 = set ( dir ( self . __class__ ) ) dir0 . update ( self . __dict__ . keys ( ) ) dir0 . update ( six . iterkeys ( _imm_value_data ( self ) ) ) return sorted ( list ( dir0 ) )
def format_stats ( stats ) : """Given a dictionary following this layout : ' encoded : label ' : ' Encoded ' , ' encoded : value ' : ' Yes ' , ' encoded : description ' : ' Indicates if the column is encoded ' , ' encoded : include ' : True , ' size : label ' : ' Size ' , ' size : value ' : 128, ' siz...
stats_collector = { } for stat_key , stat_value in stats . items ( ) : stat_id , stat_field = stat_key . split ( ":" ) stats_collector . setdefault ( stat_id , { "id" : stat_id } ) stats_collector [ stat_id ] [ stat_field ] = stat_value # strip out all the stats we don ' t want stats_collector = { stat_id :...
def now ( self , when = None ) : """Set the current value to the correct tuple based on the seconds since the epoch . If ' when ' is not provided , get the current time from the task manager ."""
if when is None : when = _TaskManager ( ) . get_time ( ) tup = time . localtime ( when ) self . value = ( tup [ 0 ] - 1900 , tup [ 1 ] , tup [ 2 ] , tup [ 6 ] + 1 ) return self
def addReference ( self , reference ) : """Adds the specified reference to this ReferenceSet ."""
id_ = reference . getId ( ) self . _referenceIdMap [ id_ ] = reference self . _referenceNameMap [ reference . getLocalId ( ) ] = reference self . _referenceIds . append ( id_ )
async def close_authenticator_async ( self ) : """Close the CBS auth channel and session asynchronously ."""
_logger . info ( "Shutting down CBS session on connection: %r." , self . _connection . container_id ) try : self . _cbs_auth . destroy ( ) _logger . info ( "Auth closed, destroying session on connection: %r." , self . _connection . container_id ) await self . _session . destroy_async ( ) finally : _logg...
def prep_itasser_modeling ( self , itasser_installation , itlib_folder , runtype , create_in_dir = None , execute_from_dir = None , all_genes = False , print_exec = False , ** kwargs ) : """Prepare to run I - TASSER homology modeling for genes without structures , or all genes . Args : itasser _ installation ( ...
if not create_in_dir : if not self . data_dir : raise ValueError ( 'Output directory must be specified' ) self . homology_models_dir = op . join ( self . data_dir , 'homology_models' ) else : self . homology_models_dir = create_in_dir ssbio . utils . make_dir ( self . homology_models_dir ) if not ex...
def new_data ( self , mem , addr , data ) : """Callback for when new memory data has been fetched"""
if mem . id == self . id : if addr == LocoMemory2 . ADR_ID_LIST : self . _handle_id_list_data ( data ) elif addr == LocoMemory2 . ADR_ACTIVE_ID_LIST : self . _handle_active_id_list_data ( data ) else : id = int ( ( addr - LocoMemory2 . ADR_ANCHOR_BASE ) / LocoMemory2 . ANCHOR_PAGE_SI...
async def send_invoice ( self , chat_id : base . Integer , title : base . String , description : base . String , payload : base . String , provider_token : base . String , start_parameter : base . String , currency : base . String , prices : typing . List [ types . LabeledPrice ] , provider_data : typing . Union [ typi...
prices = prepare_arg ( [ price . to_python ( ) if hasattr ( price , 'to_python' ) else price for price in prices ] ) reply_markup = prepare_arg ( reply_markup ) payload_ = generate_payload ( ** locals ( ) ) result = await self . request ( api . Methods . SEND_INVOICE , payload_ ) return types . Message ( ** result )
def s3_cache_timeout ( self ) : """The socket timeout in seconds for connections to Amazon S3 ( an integer ) . This value is injected into Boto ' s configuration to override the default socket timeout used for connections to Amazon S3. - Environment variable : ` ` $ PIP _ ACCEL _ S3 _ TIMEOUT ` ` - Configur...
value = self . get ( property_name = 's3_cache_timeout' , environment_variable = 'PIP_ACCEL_S3_TIMEOUT' , configuration_option = 's3-timeout' ) try : n = int ( value ) if n >= 0 : return n except : return 60
def compare ( self , other , t_threshold = 1e-3 , r_threshold = 1e-3 ) : """Compare two transformations The RMSD values of the rotation matrices and the translation vectors are computed . The return value is True when the RMSD values are below the thresholds , i . e . when the two transformations are almost ...
return compute_rmsd ( self . t , other . t ) < t_threshold and compute_rmsd ( self . r , other . r ) < r_threshold
def status ( self ) : """Returns modified , added , removed , deleted files for current changeset"""
return self . repository . _repo . status ( self . _ctx . p1 ( ) . node ( ) , self . _ctx . node ( ) )
def longitude ( self , value ) : """Set longitude value in degrees ."""
self . _longitude = math . radians ( float ( value ) ) # update time _ zone if abs ( ( value / 15.0 ) - self . time_zone ) > 1 : # if time _ zone doesn ' t match the longitude update the time _ zone self . time_zone = value / 15.0
def on_for_distance ( self , speed , distance_mm , brake = True , block = True ) : """Drive distance _ mm"""
rotations = distance_mm / self . wheel . circumference_mm log . debug ( "%s: on_for_rotations distance_mm %s, rotations %s, speed %s" % ( self , distance_mm , rotations , speed ) ) MoveTank . on_for_rotations ( self , speed , speed , rotations , brake , block )
def gen_opt_str ( ser_rec : pd . Series ) -> str : '''generate rst option string Parameters ser _ rec : pd . Series record for specifications Returns str rst string'''
name = ser_rec . name indent = r' ' str_opt = f'.. option:: {name}' + '\n\n' for spec in ser_rec . sort_index ( ) . index : str_opt += indent + f':{spec}:' + '\n' spec_content = ser_rec [ spec ] str_opt += indent + indent + f'{spec_content}' + '\n' return str_opt
def create ( configs ) : """Creates AndroidDevice controller objects . Args : configs : A list of dicts , each representing a configuration for an Android device . Returns : A list of AndroidDevice objects ."""
if not configs : raise Error ( ANDROID_DEVICE_EMPTY_CONFIG_MSG ) elif configs == ANDROID_DEVICE_PICK_ALL_TOKEN : ads = get_all_instances ( ) elif not isinstance ( configs , list ) : raise Error ( ANDROID_DEVICE_NOT_LIST_CONFIG_MSG ) elif isinstance ( configs [ 0 ] , dict ) : # Configs is a list of dicts . ...
def loads ( s , _dict = dict , decoder = None ) : """Parses string as toml Args : s : String to be parsed _ dict : ( optional ) Specifies the class of the returned toml dictionary Returns : Parsed toml file represented as a dictionary Raises : TypeError : When a non - string is passed TomlDecodeErro...
implicitgroups = [ ] if decoder is None : decoder = TomlDecoder ( _dict ) retval = decoder . get_empty_table ( ) currentlevel = retval if not isinstance ( s , basestring ) : raise TypeError ( "Expecting something like a string" ) if not isinstance ( s , unicode ) : s = s . decode ( 'utf8' ) original = s sl ...
def cli ( obj , ids , query , filters , attributes ) : """Update alert attributes ."""
client = obj [ 'client' ] if ids : total = len ( ids ) else : if query : query = [ ( 'q' , query ) ] else : query = build_query ( filters ) total , _ , _ = client . get_count ( query ) ids = [ a . id for a in client . get_alerts ( query ) ] with click . progressbar ( ids , label = 'U...
def cancel_merge_when_pipeline_succeeds ( self , ** kwargs ) : """Cancel merge when the pipeline succeeds . Args : * * kwargs : Extra options to send to the server ( e . g . sudo ) Raises : GitlabAuthenticationError : If authentication is not correct GitlabMROnBuildSuccessError : If the server could not h...
path = ( '%s/%s/cancel_merge_when_pipeline_succeeds' % ( self . manager . path , self . get_id ( ) ) ) server_data = self . manager . gitlab . http_put ( path , ** kwargs ) self . _update_attrs ( server_data )
def get_lines_from_file ( filepath , encoding = "UTF-8" ) : """Return an iterator over lines ."""
try : fd = codecs . open ( filepath , 'r' , encoding ) lines = fd . readlines ( ) except UnicodeDecodeError : # Fall back to ' ISO - 8859-1' fd = codecs . open ( filepath , 'r' , 'ISO-8859-1' ) lines = fd . readlines ( ) finally : fd . close ( ) return lines
def _pool ( self , pool_name , pool_function , k_height , k_width , d_height , d_width , mode , input_layer , num_channels_in ) : """Construct a pooling layer ."""
if input_layer is None : input_layer = self . top_layer else : self . top_size = num_channels_in name = pool_name + str ( self . counts [ pool_name ] ) self . counts [ pool_name ] += 1 if self . use_tf_layers : pool = pool_function ( input_layer , [ k_height , k_width ] , [ d_height , d_width ] , padding = ...
def _string2Duration ( text ) : """CONVERT SIMPLE < float > < type > TO A DURATION OBJECT"""
if text == "" or text == "zero" : return ZERO amount , interval = re . match ( r"([\d\.]*)(.*)" , text ) . groups ( ) amount = int ( amount ) if amount else 1 if MILLI_VALUES [ interval ] == None : from mo_logs import Log Log . error ( "{{interval|quote}} in {{text|quote}} is not a recognized duration type ...
def onStart ( self , event ) : """Display the environment of a started container"""
c = event . container print '+' * 5 , 'started:' , c kv = lambda s : s . split ( '=' , 1 ) env = { k : v for ( k , v ) in ( kv ( s ) for s in c . attrs [ 'Config' ] [ 'Env' ] ) } print env
def resolve_kw ( self , kwargs ) : """Resolve : kwargs : like ` story _ id : 1 ` to the form of ` id : 1 ` ."""
resolved = { } for key , value in kwargs . items ( ) : split = key . split ( '_' , 1 ) if len ( split ) > 1 : key = split [ 1 ] resolved [ key ] = value return resolved
def pyquil_to_circuit ( program : pyquil . Program ) -> Circuit : """Convert a protoquil pyQuil program to a QuantumFlow Circuit"""
circ = Circuit ( ) for inst in program . instructions : # print ( type ( inst ) ) if isinstance ( inst , pyquil . Declare ) : # Ignore continue if isinstance ( inst , pyquil . Halt ) : # Ignore continue if isinstance ( inst , pyquil . Pragma ) : # TODO Barrier ? continue elif isi...
def end_address ( self ) : """Get basic block end address ."""
if self . _instrs is [ ] : return None return self . _instrs [ - 1 ] . address + self . _instrs [ - 1 ] . size - 1
def group ( self , meta = None , meta_aggregates = None , regs = None , regs_aggregates = None , meta_group_name = "_group" ) : """* Wrapper of * ` ` GROUP ` ` The GROUP operator is used for grouping both regions and / or metadata of input dataset samples according to distinct values of certain attributes ( kno...
if isinstance ( meta , list ) and all ( [ isinstance ( x , str ) for x in meta ] ) : meta = Some ( meta ) elif meta is None : meta = none ( ) else : raise TypeError ( "meta must be a list of strings. " "{} was provided" . format ( type ( meta ) ) ) expBuild = self . pmg . getNewExpressionBuilder ( self . __...
def _generate_autoscaling_metadata ( self , cls , args ) : """Provides special handling for the autoscaling . Metadata object"""
assert isinstance ( args , Mapping ) init_config = self . _create_instance ( cloudformation . InitConfig , args [ 'AWS::CloudFormation::Init' ] [ 'config' ] ) init = self . _create_instance ( cloudformation . Init , { 'config' : init_config } ) auth = None if 'AWS::CloudFormation::Authentication' in args : auth_blo...
def toc ( self ) : """Returns a rich list of texts in the catalog ."""
output = [ ] for key in sorted ( self . catalog . keys ( ) ) : edition = self . catalog [ key ] [ 'edition' ] length = len ( self . catalog [ key ] [ 'transliteration' ] ) output . append ( "Pnum: {key}, Edition: {edition}, length: {length} line(s)" . format ( key = key , edition = edition , length = length...
def get_shelveset_work_items ( self , shelveset_id ) : """GetShelvesetWorkItems . Get work items associated with a shelveset . : param str shelveset _ id : Shelveset ' s unique ID : rtype : [ AssociatedWorkItem ]"""
query_parameters = { } if shelveset_id is not None : query_parameters [ 'shelvesetId' ] = self . _serialize . query ( 'shelveset_id' , shelveset_id , 'str' ) response = self . _send ( http_method = 'GET' , location_id = 'a7a0c1c1-373e-425a-b031-a519474d743d' , version = '5.0' , query_parameters = query_parameters )...
def set_working_directory ( self , dirname ) : """Set current working directory . In the workingdirectory and explorer plugins ."""
if dirname : self . main . workingdirectory . chdir ( dirname , refresh_explorer = True , refresh_console = False )
def stations_iter ( self , * , page_size = 250 ) : """Get a paged iterator of library stations . Parameters : page _ size ( int , Optional ) : The maximum number of results per returned page . Max allowed is ` ` 49995 ` ` . Default : ` ` 250 ` ` Yields : list : Station dicts ."""
start_token = None while True : response = self . _call ( mc_calls . RadioStation , max_results = page_size , start_token = start_token ) yield response . body . get ( 'data' , { } ) . get ( 'items' , [ ] ) start_token = response . body . get ( 'nextPageToken' ) if start_token is None : break
def GetForwardedIps ( self , interface , interface_ip = None ) : """Retrieve the list of configured forwarded IP addresses . Args : interface : string , the output device to query . interface _ ip : string , current interface ip address . Returns : list , the IP address strings ."""
try : ips = netifaces . ifaddresses ( interface ) ips = ips [ netifaces . AF_INET ] except ( ValueError , IndexError ) : return [ ] forwarded_ips = [ ] for ip in ips : if ip [ 'addr' ] != interface_ip : full_addr = '%s/%d' % ( ip [ 'addr' ] , netaddr . IPAddress ( ip [ 'netmask' ] ) . netmask_bi...
def _DiscoverElementTypeFromLocalname ( self , type_localname ) : """Searches all namespaces for a type by name . Args : type _ localname : The name of the type . Returns : A fully qualified SOAP type with the specified name . Raises : A zeep . exceptions . LookupError if the type cannot be found in any...
elem_type = None last_exception = None for ns_prefix in self . zeep_client . wsdl . types . prefix_map . values ( ) : try : elem_type = self . zeep_client . get_type ( '{%s}%s' % ( ns_prefix , type_localname ) ) except zeep . exceptions . LookupError as e : last_exception = e continue ...
def do ( self , resource , method , params = None , data = None , json = None , headers = None ) : """Does the request job Args : resource ( str ) : resource uri ( relative path ) method ( str ) : HTTP method params ( dict ) : uri queries data ( dict ) : HTTP body ( form ) json ( dict ) : HTTP body ( js...
uri = "{0}/{1}" . format ( self . _api_base , resource ) if not params : params = { } params . update ( { 'token' : self . _token } ) req = Request ( method = method , url = uri , params = params , headers = headers , data = data , json = json ) s = Session ( ) prepped = s . prepare_request ( req ) resp = s . send ...
def _header ( self , message : str , with_gap = True ) : """Logs a special ( colored ) message at the indent level ."""
if with_gap : self . _line_break ( ) self . _log ( self . _set_color ( message , self . YELLOW ) )
def insecure_channel ( target , options = None , * , loop = None , executor = None , standalone_pool_for_streaming = False ) : """Creates an insecure Channel to a server . Args : target : The server address options : An optional list of key - value pairs ( channel args in gRPC runtime ) to configure the cha...
return Channel ( _grpc . insecure_channel ( target , options ) , loop , executor , standalone_pool_for_streaming )
def _update_stage ( awsclient , api_id , stage_name , method_settings ) : """Helper to apply method _ settings to stage : param awsclient : : param api _ id : : param stage _ name : : param method _ settings : : return :"""
# settings docs in response : https : / / botocore . readthedocs . io / en / latest / reference / services / apigateway . html # APIGateway . Client . update _ stage client_api = awsclient . get_client ( 'apigateway' ) operations = _convert_method_settings_into_operations ( method_settings ) if operations : print (...
def _infer_decorator_callchain ( node ) : """Detect decorator call chaining and see if the end result is a static or a classmethod ."""
if not isinstance ( node , FunctionDef ) : return None if not node . parent : return None try : result = next ( node . infer_call_result ( node . parent ) ) except exceptions . InferenceError : return None if isinstance ( result , bases . Instance ) : result = result . _proxied if isinstance ( resul...
def id_nameDAVID ( df , GTF = None , name_id = None ) : """Given a DAVIDenrich output it converts ensembl gene ids to genes names and adds this column to the output : param df : a dataframe output from DAVIDenrich : param GTF : a GTF dataframe from readGTF ( ) : param name _ id : instead of a gtf dataframe a ...
if name_id is None : gene_name = retrieve_GTF_field ( 'gene_name' , GTF ) gene_id = retrieve_GTF_field ( 'gene_id' , GTF ) GTF = pd . concat ( [ gene_name , gene_id ] , axis = 1 ) else : GTF = name_id . copy ( ) df [ 'Gene_names' ] = "genes" terms = df [ 'termName' ] . tolist ( ) enrichN = pd . DataFram...
def cat_acc ( y , z ) : """Classification accuracy for multi - categorical case"""
weights = _cat_sample_weights ( y ) _acc = K . cast ( K . equal ( K . argmax ( y , axis = - 1 ) , K . argmax ( z , axis = - 1 ) ) , K . floatx ( ) ) _acc = K . sum ( _acc * weights ) / K . sum ( weights ) return _acc
def get_captcha_key ( self , captcha_image_url ) : """Read CAPTCHA key from user input"""
if self . interactive : print ( 'Open CAPTCHA image url in your browser and enter it below: ' , captcha_image_url ) captcha_key = raw_input ( 'Enter CAPTCHA key: ' ) return captcha_key else : raise VkAuthError ( 'Captcha is required. Use interactive mode to enter it ' 'manually' )
def _handle_post ( self , transaction ) : """Handle POST requests : type transaction : Transaction : param transaction : the transaction that owns the request : rtype : Transaction : return : the edited transaction with the response to the request"""
path = str ( "/" + transaction . request . uri_path ) transaction . response = Response ( ) transaction . response . destination = transaction . request . source transaction . response . token = transaction . request . token # Create request transaction = self . _server . resourceLayer . create_resource ( path , transa...
def handle_typical_memberdefs ( self , signature , memberdef_nodes ) : """Produces docstring entries containing an " Overloaded function " section with the documentation for each overload , if the function is overloaded and self . with _ overloaded _ functions is set . Else , produce normal documentation ."""
if len ( memberdef_nodes ) == 1 or not self . with_overloaded_functions : self . handle_typical_memberdefs_no_overload ( signature , memberdef_nodes ) return self . add_text ( [ '\n' , '%feature("docstring") ' , signature , ' "' , '\n' ] ) if self . with_function_signature : for n in memberdef_nodes : ...
def owns_endpoint ( self , endpoint ) : """Tests if an endpoint name ( not path ) belongs to this Api . Takes in to account the Blueprint name part of the endpoint name . : param endpoint : The name of the endpoint being checked : return : bool"""
if self . blueprint : if endpoint . startswith ( self . blueprint . name ) : endpoint = endpoint . split ( self . blueprint . name + '.' , 1 ) [ - 1 ] else : return False return endpoint in self . endpoints
def reject_sv ( m , s , y ) : """Sample from N ( m , s ^ 2 ) times SV likelihood using rejection . SV likelihood ( in x ) corresponds to y ~ N ( 0 , exp ( x ) ) ."""
mp = m + 0.5 * s ** 2 * ( - 1. + y ** 2 * np . exp ( - m ) ) ntries = 0 while True : ntries += 1 x = stats . norm . rvs ( loc = mp , scale = s ) u = stats . uniform . rvs ( ) if np . log ( u ) < - 0.5 * y ** 2 * ( np . exp ( - x ) - np . exp ( - m ) * ( 1. + m - x ) ) : break if ntries > 100...
def enabled ( name , ** kwargs ) : '''Check to see if the named service is enabled to start on boot CLI Example : . . code - block : : bash salt ' * ' service . enabled < service name >'''
if _service_is_upstart ( name ) : return _upstart_is_enabled ( name ) else : if _service_is_sysv ( name ) : return _sysv_is_enabled ( name ) return None
def meta_to_indexes ( meta , table_name = None , model_name = None ) : """Find all the indexes ( primary keys ) based on the meta data"""
indexes , pk_field = { } , None indexes = [ ] for meta_model_name , model_meta in meta . iteritems ( ) : if ( table_name or model_name ) and not ( table_name == model_meta [ 'Meta' ] . get ( 'db_table' , '' ) or model_name == meta_model_name ) : continue field_name , field_infodict , score = find_index ...
def add_copy_spec ( self , copyspecs , sizelimit = None , tailit = True , pred = None ) : """Add a file or glob but limit it to sizelimit megabytes . If fname is a single file the file will be tailed to meet sizelimit . If the first file in a glob is too large it will be tailed to meet the sizelimit ."""
if not self . test_predicate ( pred = pred ) : self . _log_info ( "skipped copy spec '%s' due to predicate (%s)" % ( copyspecs , self . get_predicate ( pred = pred ) ) ) return if sizelimit is None : sizelimit = self . get_option ( "log_size" ) if self . get_option ( 'all_logs' ) : sizelimit = None if s...
def unregisterSdc ( self , sdcObj ) : """Unregister SDC from MDM / SIO Cluster : param sdcObj : ScaleIO SDC object : return : POST request response : rtype : Requests POST response object"""
# TODO : # Add code that unmap volume if mapped self . conn . connection . _check_login ( ) response = self . conn . connection . _do_post ( "{}/{}{}/{}" . format ( self . conn . connection . _api_url , "instances/Sdc::" , sdcObj . id , 'action/removeSdc' ) ) return response
def render ( json_data , saltenv = 'base' , sls = '' , ** kws ) : '''Accepts JSON as a string or as a file object and runs it through the JSON parser . : rtype : A Python data structure'''
if not isinstance ( json_data , six . string_types ) : json_data = json_data . read ( ) if json_data . startswith ( '#!' ) : json_data = json_data [ ( json_data . find ( '\n' ) + 1 ) : ] if not json_data . strip ( ) : return { } return json . loads ( json_data )
def lchop ( string , prefix ) : """Removes a prefix from string : param string : String , possibly prefixed with prefix : param prefix : Prefix to remove from string : returns : string without the prefix"""
if string . startswith ( prefix ) : return string [ len ( prefix ) : ] return string
def write_def_finish ( self , node , buffered , filtered , cached , callstack = True ) : """write the end section of a rendering function , either outermost or inline . this takes into account if the rendering function was filtered , buffered , etc . and closes the corresponding try : block if any , and wri...
if not buffered and not cached and not filtered : self . printer . writeline ( "return ''" ) if callstack : self . printer . writelines ( "finally:" , "context.caller_stack._pop_frame()" , None ) if buffered or filtered or cached : if buffered or cached : # in a caching scenario , don ' t try to get...
def AddDirectory ( self , path ) : """Adds a directory to the fake file system . Note that this function will create parent directories if needed . Args : path ( str ) : path of the directory within the fake file system . Raises : ValueError : if the path is already set ."""
if self . file_system . FileEntryExistsByPath ( path ) : raise ValueError ( 'Path: {0:s} already set.' . format ( path ) ) self . _AddParentDirectories ( path ) self . file_system . AddFileEntry ( path , file_entry_type = definitions . FILE_ENTRY_TYPE_DIRECTORY )
def instantiate_from_config ( cfg ) : """Instantiate data types from config"""
for h in cfg : if h . get ( "type" ) in data_types : raise KeyError ( "Data type '%s' already exists" % h ) data_types [ h . get ( "type" ) ] = DataType ( h )
def get_max_capvol ( self , remove = True , insert = True , volume = None ) : """Give max capacity in mAh / cc for inserting and removing a charged cation into base structure . Args : remove : ( bool ) whether to allow cation removal insert : ( bool ) whether to allow cation insertion volume : ( float ) vol...
vol = volume if volume else self . struc_oxid . volume return self . _get_max_cap_ah ( remove , insert ) * 1000 * 1E24 / ( vol * const . N_A )
def asd ( M1 , M2 ) : """Compute a Fourier transform based distance between two matrices . Inspired from Galiez et al . , 2015 ( https : / / www . ncbi . nlm . nih . gov / pmc / articles / PMC4535829 / )"""
from scipy . fftpack import fft2 spectra1 = np . abs ( fft2 ( M1 ) ) spectra2 = np . abs ( fft2 ( M2 ) ) return np . linalg . norm ( spectra2 - spectra1 )
def merge ( self , hosts ) : """Merge extended host information into services : param hosts : hosts list , to look for a specific one : type hosts : alignak . objects . host . Hosts : return : None"""
for extinfo in self : host_name = extinfo . get_name ( ) host = hosts . find_by_name ( host_name ) if host is not None : # Fusion self . merge_extinfo ( host , extinfo )
def generate_parameters ( self , parameter_id ) : """Returns a dict of trial ( hyper - ) parameters , as a serializable object . Parameters parameter _ id : int Returns config : dict"""
if not self . population : raise RuntimeError ( 'The population is empty' ) pos = - 1 for i in range ( len ( self . population ) ) : if self . population [ i ] . result is None : pos = i break if pos != - 1 : indiv = copy . deepcopy ( self . population [ pos ] ) self . population . pop (...
def forward_complex ( self , log_sigma ) : """Compute a model response , i . e . complex impedances Parameters log _ sigma : 1xN or 2xN numpy . ndarray Model parameters log sigma , N the number of cells . If first dimension is of length one , assume phase values to be zero Returns measurements : Nx2 num...
m = 1.0 / np . exp ( log_sigma ) tdm = self . _get_tdm ( m ) measurements = tdm . measurements ( ) # import IPython # IPython . embed ( ) # convert R to log sigma measurements [ : , 0 ] = np . log ( 1.0 / measurements [ : , 0 ] ) return measurements
def put_policy ( Bucket , Policy , region = None , key = None , keyid = None , profile = None ) : '''Given a valid config , update the policy for a bucket . Returns { updated : true } if policy was updated and returns { updated : False } if policy was not updated . CLI Example : . . code - block : : bash ...
try : conn = _get_conn ( region = region , key = key , keyid = keyid , profile = profile ) if Policy is None : Policy = '{}' elif not isinstance ( Policy , six . string_types ) : Policy = salt . utils . json . dumps ( Policy ) conn . put_bucket_policy ( Bucket = Bucket , Policy = Policy ...
def todjango ( table , model , update = True , create = True , use_bulk_create = True , * args , ** kwargs ) : '''Given a table with appropriate headings create Django models .'''
assert issubclass ( model , Model ) , 'Must be supplied a valid Django model class' table_iterator = iter ( table ) table_headers = table_iterator . next ( ) model_pk_field_name = model . _meta . pk . name model_field_names = _get_model_field_names ( model ) model_name = model . __name__ existing_models = _get_django_o...
def checkArgs ( args ) : """Checks the arguments and options . : param args : an object containing the options of the program . : type args : argparse . Namespace : returns : ` ` True ` ` if everything was OK . If there is a problem with an option , an exception is raised using the : py : class : ` Progra...
# Check in input file if not os . path . isfile ( args . file ) : msg = "%s: no such file" % args . file raise ProgramError ( msg ) # Check the population file if args . population_file is None : msg = "population-file: no population file" raise ProgramError ( msg ) elif not os . path . isfile ( args . ...
def _get_acquisition ( self , model , space ) : """Imports the acquisition"""
from copy import deepcopy acqOpt_config = deepcopy ( self . config [ 'acquisition' ] [ 'optimizer' ] ) acqOpt_name = acqOpt_config [ 'name' ] del acqOpt_config [ 'name' ] from . . optimization import AcquisitionOptimizer acqOpt = AcquisitionOptimizer ( space , acqOpt_name , ** acqOpt_config ) from . . acquisitions impo...
def get_object ( self , queryset = None ) : """Return the object the view is displaying . Same as rest _ framework . generics . GenericAPIView , but : - Failed assertions instead of deprecations"""
# Determine the base queryset to use . assert queryset is None , "Passing a queryset is disabled" queryset = self . filter_queryset ( self . get_queryset ( ) ) # Perform the lookup filtering . lookup_url_kwarg = self . lookup_url_kwarg or self . lookup_field lookup = self . kwargs . get ( lookup_url_kwarg , None ) asse...
def read_config ( ) : """Reads and preprocesses the pydoc - markdown configuration file ."""
with open ( PYDOCMD_CONFIG ) as fp : config = yaml . load ( fp ) return default_config ( config )
def spec_var ( model , ph ) : """Compute variance of ` ` p ` ` from Fourier coefficients ` ` ph ` ` . Parameters model : pyqg . Model instance The model object from which ` ph ` originates ph : complex array The field on which to compute the variance Returns var _ dens : float The variance of ` ph `...
var_dens = 2. * np . abs ( ph ) ** 2 / model . M ** 2 # only half of coefs [ 0 ] and [ nx / 2 + 1 ] due to symmetry in real fft2 var_dens [ ... , 0 ] /= 2 var_dens [ ... , - 1 ] /= 2 return var_dens . sum ( axis = ( - 1 , - 2 ) )
def group_modes ( modes ) : """Groups consecutive transportation modes with same label , into one Args : modes ( : obj : ` list ` of : obj : ` dict ` ) Returns : : obj : ` list ` of : obj : ` dict `"""
if len ( modes ) > 0 : previous = modes [ 0 ] grouped = [ ] for changep in modes [ 1 : ] : if changep [ 'label' ] != previous [ 'label' ] : previous [ 'to' ] = changep [ 'from' ] grouped . append ( previous ) previous = changep previous [ 'to' ] = modes [ - 1 ...
def get_component_types_from_topic ( topic_id , db_conn = None ) : """Returns the component types of a topic ."""
db_conn = db_conn or flask . g . db_conn query = sql . select ( [ models . TOPICS ] ) . where ( models . TOPICS . c . id == topic_id ) topic = db_conn . execute ( query ) . fetchone ( ) topic = dict ( topic ) return topic [ 'component_types' ]
def get ( cls , reactor , source = 'graphite' , ** options ) : """Get Alert Class by source ."""
acls = cls . alerts [ source ] return acls ( reactor , ** options )
def next_moment_operating_on ( self , qubits : Iterable [ ops . Qid ] , start_moment_index : int = 0 , max_distance : int = None ) -> Optional [ int ] : """Finds the index of the next moment that touches the given qubits . Args : qubits : We ' re looking for operations affecting any of these qubits . start _ ...
max_circuit_distance = len ( self . _moments ) - start_moment_index if max_distance is None : max_distance = max_circuit_distance elif max_distance < 0 : raise ValueError ( 'Negative max_distance: {}' . format ( max_distance ) ) else : max_distance = min ( max_distance , max_circuit_distance ) return self ....
def _reshape_conv_array ( self , array , section_height , image_width ) : '''Reshape a rank 4 array to be rank 2 , where each column of block _ width is a filter , and each row of block height is an input channel . For example : [ [ [ [ 11 , 21 , 31 , 41 ] , [ 51 , 61 , 71 , 81 ] , [ 91 , 101 , 111 , 121 ] ...
# E . g . [ 100 , 24 , 24 , 10 ] : this shouldn ' t be reshaped like normal . if array . shape [ 1 ] == array . shape [ 2 ] and array . shape [ 0 ] != array . shape [ 1 ] : array = np . rollaxis ( np . rollaxis ( array , 2 ) , 2 ) block_height , block_width , in_channels = array . shape [ : 3 ] rows = [ ] max_eleme...
def get_external_instances ( self , phase = None ) : """Get a list of external instances ( in a specific phase ) If phase is None , return all external instances whtever the phase : param phase : phase to filter ( never used ) : type phase : : return : external instances list : rtype : list"""
if phase is None : return [ instance for instance in self . instances if instance . is_external ] return [ instance for instance in self . instances if instance . is_external and phase in instance . phases and instance not in self . to_restart ]
def calc_qref_v1 ( self ) : """Determine the reference discharge within the given space - time interval . Required state sequences : | QZ | | QA | Calculated flux sequence : | QRef | Basic equation : : math : ` QRef = \\ frac { QZ _ { new } + QZ _ { old } + QA _ { old } } { 3 } ` Example : > > > f...
new = self . sequences . states . fastaccess_new old = self . sequences . states . fastaccess_old flu = self . sequences . fluxes . fastaccess flu . qref = ( new . qz + old . qz + old . qa ) / 3.
def unpack ( self , gpsd_socket_response ) : """Sets new socket data as DataStream attributes in those initialised dictionaries Arguments : gpsd _ socket _ response ( json object ) : Provides : self attribute dictionaries , e . g . , self . TPV [ ' lat ' ] , self . SKY [ ' gdop ' ] Raises : AttributeErr...
try : fresh_data = json . loads ( gpsd_socket_response ) # The reserved word ' class ' is popped from JSON object class package_name = fresh_data . pop ( 'class' , 'ERROR' ) # gpsd data package errors are also ' ERROR ' . package = getattr ( self , package_name , package_name ) # packages are na...
def load_all ( stream , Loader = None ) : """Parse all YAML documents in a stream and produce corresponding Python objects ."""
if Loader is None : load_warning ( 'load_all' ) Loader = FullLoader loader = Loader ( stream ) try : while loader . check_data ( ) : yield loader . get_data ( ) finally : loader . dispose ( )
def convert_tuple_to_float ( input_tuple ) : """Converts a tuple to a float where first element of tuple is before the decimal and the second element is after the decimal . Parameters : input _ tuple : A tuple of two integers Returns : A float number which is a combination of both elements of tuple Exam...
combined_number = float ( '.' . join ( map ( str , input_tuple ) ) ) return combined_number
def mount ( name , device , mkmnt = False , fstype = '' , opts = 'defaults' , user = None , util = 'mount' ) : '''Mount a device CLI Example : . . code - block : : bash salt ' * ' mount . mount / mnt / foo / dev / sdz1 True'''
if util != 'mount' : # This functionality used to live in img . mount _ image if util == 'guestfs' : return __salt__ [ 'guestfs.mount' ] ( name , root = device ) elif util == 'qemu_nbd' : mnt = __salt__ [ 'qemu_nbd.init' ] ( name , device ) if not mnt : return False f...
def autopage ( self ) : """Iterate through results from all pages . : return : all results : rtype : generator"""
while self . items : yield from self . items self . items = self . fetch_next ( )
def get_connection_string ( params , hide_password = True ) : """Get a database connection string Args : params ( dict ) : database configuration , as defined in : mod : ` ozelot . config ` hide _ password ( bool ) : if True , the password is hidden in the returned string ( use this for logging purposes ) ....
connection_string = params [ 'driver' ] + '://' user = params . get ( 'user' , None ) password = params . get ( 'password' , None ) host = params . get ( 'host' , None ) port = params . get ( 'port' , None ) database = params . get ( 'database' , None ) if database is None : raise ValueError ( "Field 'database' of ...