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def json_response_schema ( expected_object_schema ) : """Make a schema for a " standard " server response . Standard server responses have ' status ' : True and possibly ' indexing ' : True set ."""
schema = { 'type' : 'object' , 'properties' : { 'status' : { 'type' : 'boolean' , } , 'indexing' : { 'type' : 'boolean' , } , 'lastblock' : { 'anyOf' : [ { 'type' : 'integer' , 'minimum' : 0 , } , { 'type' : 'null' , } , ] , } , } , 'required' : [ 'status' , 'indexing' , 'lastblock' ] , } # fold in the given object sch...
def mousePressEvent ( self , event ) : """Selects all the text if the property is set after this widget first gains focus . : param event | < QMouseEvent >"""
super ( XLineEdit , self ) . mousePressEvent ( event ) if self . _focusedIn and self . selectAllOnFocus ( ) : self . selectAll ( ) self . _focusedIn = False
def to_string ( cls , error_code ) : """Returns the string message for the given ` ` error _ code ` ` . Args : cls ( JLinkEraseErrors ) : the ` ` JLinkEraseErrors ` ` class error _ code ( int ) : error code to convert Returns : An error string corresponding to the error code . Raises : ValueError : if...
if error_code == cls . ILLEGAL_COMMAND : return 'Failed to erase sector.' return super ( JLinkEraseErrors , cls ) . to_string ( error_code )
def is_base_form ( self , univ_pos , morphology = None ) : """Check whether we ' re dealing with an uninflected paradigm , so we can avoid lemmatization entirely ."""
morphology = { } if morphology is None else morphology others = [ key for key in morphology if key not in ( POS , 'Number' , 'POS' , 'VerbForm' , 'Tense' ) ] if univ_pos == 'noun' and morphology . get ( 'Number' ) == 'sing' : return True elif univ_pos == 'verb' and morphology . get ( 'VerbForm' ) == 'inf' : ret...
def read_data_event ( self , whence , complete = False , can_flush = False ) : """Creates a transition to a co - routine for retrieving data as bytes . Args : whence ( Coroutine ) : The co - routine to return to after the data is satisfied . complete ( Optional [ bool ] ) : True if STREAM _ END should be emit...
return Transition ( None , _read_data_handler ( whence , self , complete , can_flush ) )
def make_force ( q_vars , mass ) : """Fluxion with the potential energy of the eight planets sytem"""
# Number of bodies B : int = len ( mass ) # Build the potential energy fluxion by iterating over distinct pairs of bodies U = fl . Const ( 0.0 ) for i in range ( B ) : for j in range ( i + 1 , B ) : U += U_ij ( q_vars , mass , i , j ) # Varname arrays for both the coordinate system and U vn_q = np . array (...
def hash64 ( data : Any , seed : int = 0 ) -> int : """Non - cryptographic , deterministic , fast hash . Args : data : data to hash seed : seed Returns : signed 64 - bit integer"""
# MurmurHash3 c_data = to_str ( data ) if mmh3 : c_signed_low , _ = mmh3 . hash64 ( data , seed = seed , x64arch = IS_64_BIT ) return c_signed_low py_data = to_bytes ( c_data ) py_signed_low , _ = pymmh3_hash64 ( py_data , seed = seed ) return py_signed_low
def deleted ( self , base : pathlib . PurePath = pathlib . PurePath ( ) , include_children : bool = True , include_directories : bool = True ) -> Iterator [ str ] : """Find the paths of entities deleted between the left and right entities in this comparison . : param base : The base directory to recursively app...
if self . is_deleted : yield str ( base / self . left . name )
def recv ( self , picture , * args ) : """Receive a ' picture ' message to the socket ( or actor ) . See zsock _ send for the format and meaning of the picture . Returns the picture elements into a series of pointers as provided by the caller : i = int * ( stores signed integer ) 4 = uint32 _ t * ( stores 3...
return lib . zsock_recv ( self . _as_parameter_ , picture , * args )
def get_dataframe_from_data ( data ) : """Parameters data : string or pandas dataframe . If string , data should be an absolute or relative path to a CSV file containing the long format data for this choice model . Note long format has one row per available alternative for each observation . If pandas dat...
if isinstance ( data , str ) : if data . endswith ( ".csv" ) : dataframe = pd . read_csv ( data ) else : msg_1 = "data = {} is of unknown file type." msg_2 = " Please pass path to csv." raise ValueError ( msg_1 . format ( data ) + msg_2 ) elif isinstance ( data , pd . DataFrame )...
def next ( self ) : """Return the next service self . current ( ) will continue to return that service until the next call to this method ."""
try : self . _current = self . services . pop ( 0 ) except IndexError : raise StopIteration else : return self . _current
def make_grid ( image_batch ) : """Turns a batch of images into one big image . : param image _ batch : ndarray , shape ( batch _ size , rows , cols , channels ) : returns : a big image containing all ` batch _ size ` images in a grid"""
m , ir , ic , ch = image_batch . shape pad = 3 padded = np . zeros ( ( m , ir + pad * 2 , ic + pad * 2 , ch ) ) padded [ : , pad : - pad , pad : - pad , : ] = image_batch m , ir , ic , ch = padded . shape pr = int ( np . sqrt ( m ) ) pc = int ( np . ceil ( float ( m ) / pr ) ) extra_m = pr * pc assert extra_m > m padde...
def get_packages ( self , offset = None , limit = None , api = None ) : """Return list of packages that belong to this automation : param offset : Pagination offset . : param limit : Pagination limit . : param api : sevenbridges Api instance . : return : AutomationPackage collection"""
api = api or self . _API return AutomationPackage . query ( automation = self . id , offset = offset , limit = limit , api = api )
def multiindex_from_product_levels ( levels : Sequence [ pd . Index ] , names : Optional [ Sequence [ str ] ] = None ) -> pd . MultiIndex : """Creating a MultiIndex from a product without refactorizing levels . Keeping levels the same gives back the original labels when we unstack . Parameters levels : sequen...
if any ( not isinstance ( lev , pd . Index ) for lev in levels ) : raise TypeError ( 'levels must be a list of pd.Index objects' ) split_labels , levels = zip ( * [ lev . factorize ( ) for lev in levels ] ) labels_mesh = np . meshgrid ( * split_labels , indexing = 'ij' ) labels = [ x . ravel ( ) for x in labels_mes...
def squared_distance ( self , other ) : """Squared distance from a SparseVector or 1 - dimensional NumPy array . > > > a = SparseVector ( 4 , [ 1 , 3 ] , [ 3.0 , 4.0 ] ) > > > a . squared _ distance ( a ) 0.0 > > > a . squared _ distance ( array . array ( ' d ' , [ 1 . , 2 . , 3 . , 4 . ] ) ) 11.0 > > >...
assert len ( self ) == _vector_size ( other ) , "dimension mismatch" if isinstance ( other , np . ndarray ) or isinstance ( other , DenseVector ) : if isinstance ( other , np . ndarray ) and other . ndim != 1 : raise Exception ( "Cannot call squared_distance with %d-dimensional array" % other . ndim ) i...
def ad_stat ( data ) : """Calculates the Anderson - Darling statistic for sorted values from U ( 0 , 1 ) . The statistic is not defined if any of the values is exactly 0 or 1 . You will get infinity as a result and a divide - by - zero warning for such values . The warning can be silenced or raised using nump...
samples = len ( data ) factors = arange ( 1 , 2 * samples , 2 ) return - samples - ( factors * log ( data * ( 1 - data [ : : - 1 ] ) ) ) . sum ( ) / samples
def destroy_droplet ( self , droplet_id , scrub_data = False ) : """This method destroys one of your droplets - this is irreversible . Required parameters : droplet _ id : Numeric , this is the id of your droplet that you want to destroy Optional parameters scrub _ data : Boolean , this will strictly wr...
params = { } if scrub_data : params [ 'scrub_data' ] = True json = self . request ( '/droplets/%s/destroy' % droplet_id , method = 'GET' , params = params ) status = json . get ( 'status' ) if status == 'OK' : return json . get ( 'event_id' ) else : message = json . get ( 'message' ) raise DOPException ...
def rl_dashes ( x ) : """Replace dash to long / medium dashes"""
patterns = ( # тире ( re . compile ( u'(^|(.\\s))\\-\\-?(([\\s\u202f].)|$)' , re . MULTILINE | re . UNICODE ) , u'\\1\u2014\\3' ) , # диапазоны между цифрами - en dash ( re . compile ( u'(\\d[\\s\u2009]*)\\-([\\s\u2009]*\d)' , re . MULTILINE | re . UNICODE ) , u'\\1\u2013\\2' ) , # TODO : а что с минусом ? ) return _su...
def _get_channels ( self ) : """获取channel列表"""
self . _channel_list = [ # { ' name ' : ' 红心兆赫 ' , ' channel _ id ' : - 3 } , { 'name' : '我的私人兆赫' , 'channel_id' : 0 } , { 'name' : '每日私人歌单' , 'channel_id' : - 2 } , { 'name' : '豆瓣精选兆赫' , 'channel_id' : - 10 } , # 心情 / 场景 { 'name' : '工作学习' , 'channel_id' : 153 } , { 'name' : '户外' , 'channel_id' : 151 } , { 'name' : '休息...
def create_vm ( vm_name , cpu , memory , image , version , datacenter , datastore , placement , interfaces , disks , scsi_devices , serial_ports = None , ide_controllers = None , sata_controllers = None , cd_drives = None , advanced_configs = None , service_instance = None ) : '''Creates a virtual machine container...
# If datacenter is specified , set the container reference to start search # from it instead container_object = salt . utils . vmware . get_datacenter ( service_instance , datacenter ) ( resourcepool_object , placement_object ) = salt . utils . vmware . get_placement ( service_instance , datacenter , placement = placem...
def tupleize_version ( version ) : """Split ` ` version ` ` into a lexicographically comparable tuple . "1.0.3 " - > ( ( 1 , 0 , 3 ) , ) "1.0.3 - dev " - > ( ( 1 , 0 , 3 ) , ( " dev " , ) ) "1.0.3 - rc - 5 " - > ( ( 1 , 0 , 3 ) , ( " rc " , ) , ( 5 , ) )"""
if version is None : return ( ( "unknown" , ) , ) if version . startswith ( "<unknown" ) : return ( ( "unknown" , ) , ) split = re . split ( "(?:\.|(-))" , version ) parsed = tuple ( try_fix_num ( x ) for x in split if x ) # Put the tuples in groups by " - " def is_dash ( s ) : return s == "-" grouped = gro...
def _build_likelihood ( self ) : r"""Construct a tf function to compute the likelihood of a general GP model . \ log p ( Y , V | theta ) ."""
K = self . kern . K ( self . X ) L = tf . cholesky ( K + tf . eye ( tf . shape ( self . X ) [ 0 ] , dtype = settings . float_type ) * settings . numerics . jitter_level ) F = tf . matmul ( L , self . V ) + self . mean_function ( self . X ) return tf . reduce_sum ( self . likelihood . logp ( F , self . Y ) )
def function_name ( self ) : """Returns name of the function to invoke . If no function identifier is provided , this method will return name of the only function from the template : return string : Name of the function : raises InvokeContextException : If function identifier is not provided"""
if self . _function_identifier : return self . _function_identifier # Function Identifier is * not * provided . If there is only one function in the template , # default to it . all_functions = [ f for f in self . _function_provider . get_all ( ) ] if len ( all_functions ) == 1 : return all_functions [ 0 ] . na...
def rts_smoother ( Xs , Ps , Fs , Qs ) : """Runs the Rauch - Tung - Striebal Kalman smoother on a set of means and covariances computed by a Kalman filter . The usual input would come from the output of ` KalmanFilter . batch _ filter ( ) ` . Parameters Xs : numpy . array array of the means ( state variab...
if len ( Xs ) != len ( Ps ) : raise ValueError ( 'length of Xs and Ps must be the same' ) n = Xs . shape [ 0 ] dim_x = Xs . shape [ 1 ] # smoother gain K = zeros ( ( n , dim_x , dim_x ) ) x , P , pP = Xs . copy ( ) , Ps . copy ( ) , Ps . copy ( ) for k in range ( n - 2 , - 1 , - 1 ) : pP [ k ] = dot ( dot ( Fs ...
def learn ( self , matches , recall ) : '''Takes in a set of training pairs and predicates and tries to find a good set of blocking rules .'''
compound_length = 2 dupe_cover = Cover ( self . blocker . predicates , matches ) dupe_cover . dominators ( cost = self . total_cover ) dupe_cover . compound ( compound_length ) comparison_count = self . comparisons ( dupe_cover , compound_length ) dupe_cover . dominators ( cost = comparison_count , comparison = True ) ...
def append ( self , value ) : """Appends an item to the list . Similar to list . append ( ) ."""
self . _values . append ( self . _type_checker . CheckValue ( value ) ) if not self . _message_listener . dirty : self . _message_listener . Modified ( )
def css ( self , * props , ** kwprops ) : """Adds css properties to this element ."""
self . _stable = False styles = { } if props : if len ( props ) == 1 and isinstance ( props [ 0 ] , Mapping ) : styles = props [ 0 ] else : raise WrongContentError ( self , props , "Arguments not valid" ) elif kwprops : styles = kwprops else : raise WrongContentError ( self , None , "arg...
def add_file ( self , path , yaml ) : """Adds given file to the file index"""
if is_job_config ( yaml ) : name = self . get_job_name ( yaml ) file_data = FileData ( path = path , yaml = yaml ) self . files [ path ] = file_data self . jobs [ name ] = file_data else : self . files [ path ] = FileData ( path = path , yaml = yaml )
def open_grpc_channel ( endpoint ) : """open grpc channel : - for http : / / we open insecure _ channel - for https : / / we open secure _ channel ( with default credentials ) - without prefix we open insecure _ channel"""
if ( endpoint . startswith ( "https://" ) ) : return grpc . secure_channel ( remove_http_https_prefix ( endpoint ) , grpc . ssl_channel_credentials ( ) ) return grpc . insecure_channel ( remove_http_https_prefix ( endpoint ) )
def plot_scalar ( step , var , field = None , axis = None , set_cbar = True , ** extra ) : """Plot scalar field . Args : step ( : class : ` ~ stagpy . stagyydata . _ Step ` ) : a step of a StagyyData instance . var ( str ) : the scalar field name . field ( : class : ` numpy . array ` ) : if not None , it ...
if var in phyvars . FIELD : meta = phyvars . FIELD [ var ] else : meta = phyvars . FIELD_EXTRA [ var ] meta = phyvars . Varf ( misc . baredoc ( meta . description ) , meta . dim ) if step . geom . threed : raise NotAvailableError ( 'plot_scalar only implemented for 2D fields' ) xmesh , ymesh , fld = get...
def to_sif ( graph , output_path ) : """Generates Simple Interaction Format output file from provided graph . The SIF specification is described ` here < http : / / wiki . cytoscape . org / Cytoscape _ User _ Manual / Network _ Formats > ` _ . : func : ` . to _ sif ` will generate a . sif file describing the ...
warnings . warn ( "Removed in 0.8. Use write_csv instead." , DeprecationWarning ) graph = _strip_list_attributes ( graph ) if output_path [ - 4 : ] == ".sif" : output_path = output_path [ : - 4 ] if nx . number_of_nodes ( graph ) == 0 : # write an empty file ( for a non - existant graph ) f = open ( output_path...
def binary_operation_comparison ( self , rule , left , right , ** kwargs ) : """Implementation of : py : func : ` pynspect . traversers . RuleTreeTraverser . binary _ operation _ comparison ` interface ."""
return self . evaluate_binop_comparison ( rule . operation , left , right , ** kwargs )
def _fix_port_assignment ( self ) : """The : attr : ` port ` attribute can be set either by name or by its numeric value . This method attempt to fix the semantics of name / number as its extremely convenient ."""
port_name = '' port_number = None if self . _port : if isinstance ( self . _port , int ) : port_number = self . _port port_name = get_port_name ( port_number ) elif isinstance ( self . _port , string_types ) : port_name = self . _port port_number = get_port_number ( port_name ) ...
def ed25519_private_key_to_string ( key ) : """Convert an ed25519 private key to a base64 - encoded string . Args : key ( Ed25519PrivateKey ) : the key to write to the file . Returns : str : the key representation as a str"""
return base64 . b64encode ( key . private_bytes ( encoding = serialization . Encoding . Raw , format = serialization . PrivateFormat . Raw , encryption_algorithm = serialization . NoEncryption ( ) ) , None ) . decode ( 'utf-8' )
def trigger ( self , events , * args , ** kwargs ) : """Fires the given * events * ( string or list of strings ) . All callbacks associated with these * events * will be called and if their respective objects have a * times * value set it will be used to determine when to remove the associated callback from t...
# Make sure our _ on _ off _ events dict is present ( if first invokation ) if not hasattr ( self , '_on_off_events' ) : self . _on_off_events = { } if not hasattr ( self , 'exc_info' ) : self . exc_info = None logging . debug ( "OnOffMixin triggering event(s): %s" % events ) if isinstance ( events , ( str , un...
def clone ( self , user , repo , branch = None , rw = True ) : '''Clones a new repository : param user : namespace of the repository : param repo : name slug of the repository : Param branch : branch to pull as tracking This command is fairly simple , and pretty close to the real ` git clone ` command , e...
log . info ( 'Cloning {}…' . format ( repo ) ) project = self . get_repository ( user , repo ) if not branch : branch = self . get_project_default_branch ( project ) is_empty = self . is_repository_empty ( project ) if is_empty : self . repository . init ( ) else : url = self . get_parent_project_url ( user...
def potential ( self , x , y , kwargs , k = None ) : """lensing potential : param x : x - position ( preferentially arcsec ) : type x : numpy array : param y : y - position ( preferentially arcsec ) : type y : numpy array : param kwargs : list of keyword arguments of lens model parameters matching the len...
x = np . array ( x , dtype = float ) y = np . array ( y , dtype = float ) bool_list = self . _bool_list ( k ) x_ , y_ , kwargs_copy = self . _update_foreground ( x , y , kwargs ) potential = np . zeros_like ( x ) for i , func in enumerate ( self . func_list ) : if bool_list [ i ] is True : if self . _model_...
def update ( self , instance ) : """this is an upsert method : replaces or creates the DB representation of the model instance"""
assert isinstance ( instance , self . model_klass ) if instance . db_id : query = { '_id' : ObjectId ( instance . db_id ) } else : query = build_db_query ( self . primary_key , instance . key ) self . ds . update ( self . collection_name , query , instance ) return instance . db_id
def from_ ( self , table , alias = None ) : """Establece el origen de datos ( y un alias opcionalmente ) ."""
if isinstance ( table , str ) : table = [ [ table , alias ] ] self . raw_tables = table return self
def _set_authentication_key ( self , v , load = False ) : """Setter method for authentication _ key , mapped from YANG variable / ntp / authentication _ key ( list ) If this variable is read - only ( config : false ) in the source YANG file , then _ set _ authentication _ key is considered as a private method...
if hasattr ( v , "_utype" ) : v = v . _utype ( v ) try : t = YANGDynClass ( v , base = YANGListType ( "keyid" , authentication_key . authentication_key , yang_name = "authentication-key" , rest_name = "authentication-key" , parent = self , is_container = 'list' , user_ordered = False , path_helper = self . _pat...
def execute_cql_query ( self , query , compression ) : """Executes a CQL ( Cassandra Query Language ) statement and returns a CqlResult containing the results . Parameters : - query - compression"""
self . _seqid += 1 d = self . _reqs [ self . _seqid ] = defer . Deferred ( ) self . send_execute_cql_query ( query , compression ) return d
def get_mac_address_table_input_request_type_get_interface_based_request_forwarding_interface_interface_name ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) get_mac_address_table = ET . Element ( "get_mac_address_table" ) config = get_mac_address_table input = ET . SubElement ( get_mac_address_table , "input" ) request_type = ET . SubElement ( input , "request-type" ) get_interface_based_request = ET . SubElement ( request_type , "get-int...
def temp_directory ( * args , ** kwargs ) : """Context manager returns a path created by mkdtemp and cleans it up afterwards ."""
path = tempfile . mkdtemp ( * args , ** kwargs ) try : yield path finally : shutil . rmtree ( path )
def lmpool ( cvals ) : """Load the variables contained in an internal buffer into the kernel pool . http : / / naif . jpl . nasa . gov / pub / naif / toolkit _ docs / C / cspice / lmpool _ c . html : param cvals : list of strings . : type cvals : list of str"""
lenvals = ctypes . c_int ( len ( max ( cvals , key = len ) ) + 1 ) n = ctypes . c_int ( len ( cvals ) ) cvals = stypes . listToCharArrayPtr ( cvals , xLen = lenvals , yLen = n ) libspice . lmpool_c ( cvals , lenvals , n )
def _proxy ( self ) : """Generate an instance context for the instance , the context is capable of performing various actions . All instance actions are proxied to the context : returns : BuildContext for this BuildInstance : rtype : twilio . rest . serverless . v1 . service . build . BuildContext"""
if self . _context is None : self . _context = BuildContext ( self . _version , service_sid = self . _solution [ 'service_sid' ] , sid = self . _solution [ 'sid' ] , ) return self . _context
def p_elif_clause ( p ) : '''elif _ clause : ELIF compound _ list THEN compound _ list | ELIF compound _ list THEN compound _ list ELSE compound _ list | ELIF compound _ list THEN compound _ list elif _ clause'''
parts = [ ] for i in range ( 1 , len ( p ) ) : if isinstance ( p [ i ] , ast . node ) : parts . append ( p [ i ] ) else : parts . append ( ast . node ( kind = 'reservedword' , word = p [ i ] , pos = p . lexspan ( i ) ) ) p [ 0 ] = parts
def _inject_synthetic_target ( self , vt , sources ) : """Create , inject , and return a synthetic target for the given target and workdir . : param vt : A codegen input VersionedTarget to inject a synthetic target for . : param sources : A FilesetWithSpec to inject for the target ."""
target = vt . target # NB : For stability , the injected target exposes the stable - symlinked ` vt . results _ dir ` , # rather than the hash - named ` vt . current _ results _ dir ` . synthetic_target_dir = self . synthetic_target_dir ( target , vt . results_dir ) synthetic_target_type = self . synthetic_target_type ...
def save_state ( self ) : """Save state of the system to a dump file : attr : ` System . filename `"""
if not self . filename : self . logger . error ( 'Filename not specified. Could not save state' ) return self . logger . debug ( 'Saving system state to %s' , self . filename ) for i in reversed ( range ( self . num_state_backups ) ) : fname = self . filename if i == 0 else '%s.%d' % ( self . filename , i )...
def _factorize_from_iterable ( values ) : """Factorize an input ` values ` into ` categories ` and ` codes ` . Preserves categorical dtype in ` categories ` . * This is an internal function * Parameters values : list - like Returns codes : ndarray categories : Index If ` values ` has a categorical d...
from pandas . core . indexes . category import CategoricalIndex if not is_list_like ( values ) : raise TypeError ( "Input must be list-like" ) if is_categorical ( values ) : if isinstance ( values , ( ABCCategoricalIndex , ABCSeries ) ) : values = values . _values categories = CategoricalIndex ( val...
def add_hook ( self , key_name , hook_name , hook_dict ) : """Add hook to the keyframe key _ name ."""
kf = self . dct [ key_name ] if 'hooks' not in kf : kf [ 'hooks' ] = { } kf [ 'hooks' ] [ str ( hook_name ) ] = hook_dict
def _element_append_path ( start_element , # type : ET . Element element_names # type : Iterable [ Text ] ) : # type : ( . . . ) - > ET . Element """Append the list of element names as a path to the provided start element . : return : The final element along the path ."""
end_element = start_element for element_name in element_names : new_element = ET . Element ( element_name ) end_element . append ( new_element ) end_element = new_element return end_element
def _is_compact_jws ( self , jws ) : """Check if we ' ve got a compact signed JWT : param jws : The message : return : True / False"""
try : jwt = JWSig ( ) . unpack ( jws ) except Exception as err : logger . warning ( 'Could not parse JWS: {}' . format ( err ) ) return False if "alg" not in jwt . headers : return False if jwt . headers [ "alg" ] is None : jwt . headers [ "alg" ] = "none" if jwt . headers [ "alg" ] not in SIGNER_AL...
def render_uploads ( content , template_path = "adminfiles/render/" ) : """Replace all uploaded file references in a content string with the results of rendering a template found under ` ` template _ path ` ` with the ` ` FileUpload ` ` instance and the key = value options found in the file reference . So i...
def _replace ( match ) : upload , options = parse_match ( match ) return render_upload ( upload , template_path , ** options ) return oembed_replace ( substitute_uploads ( content , _replace ) )
def flatten_list ( multiply_list ) : """碾平 list : : > > > a = [ 1 , 2 , [ 3 , 4 ] , [ [ 5 , 6 ] , [ 7 , 8 ] ] ] > > > flatten _ list ( a ) [1 , 2 , 3 , 4 , 5 , 6 , 7 , 8] : param multiply _ list : 混淆的多层列表 : return : 单层的 list"""
if isinstance ( multiply_list , list ) : return [ rv for l in multiply_list for rv in flatten_list ( l ) ] else : return [ multiply_list ]
def plot_sim ( ax , cell , synapse , grid_electrode , point_electrode , letter = 'a' ) : '''create a plot'''
fig = plt . figure ( figsize = ( 3.27 * 2 / 3 , 3.27 * 2 / 3 ) ) ax = fig . add_axes ( [ .1 , .05 , .9 , .9 ] , aspect = 'equal' , frameon = False ) phlp . annotate_subplot ( ax , ncols = 1 , nrows = 1 , letter = letter , fontsize = 16 ) cax = fig . add_axes ( [ 0.8 , 0.2 , 0.02 , 0.2 ] , frameon = False ) LFP = np . m...
def pot_to_rpole_aligned ( pot , sma , q , F , d , component = 1 ) : """Transforms surface potential to polar radius"""
q = q_for_component ( q , component = component ) Phi = pot_for_component ( pot , q , component = component ) logger . debug ( "libphobe.roche_pole(q={}, F={}, d={}, Omega={})" . format ( q , F , d , pot ) ) return libphoebe . roche_pole ( q , F , d , pot ) * sma
def add_profiler ( self , id , profiler ) : """Add a profiler for RDD ` id `"""
if not self . profilers : if self . profile_dump_path : atexit . register ( self . dump_profiles , self . profile_dump_path ) else : atexit . register ( self . show_profiles ) self . profilers . append ( [ id , profiler , False ] )
def _connect_func ( builder , obj , signal_name , handler_name , connect_object , flags , cls ) : '''Handles GtkBuilder signal connect events'''
if connect_object is None : extra = ( ) else : extra = ( connect_object , ) # The handler name refers to an attribute on the template instance , # so ask GtkBuilder for the template instance template_inst = builder . get_object ( cls . __gtype_name__ ) if template_inst is None : # This should never happen e...
def get_vertices ( self , indexed = None ) : """Get the vertices Parameters indexed : str | None If Note , return an array ( N , 3 ) of the positions of vertices in the mesh . By default , each unique vertex appears only once . If indexed is ' faces ' , then the array will instead contain three vertices...
if indexed is None : if ( self . _vertices is None and self . _vertices_indexed_by_faces is not None ) : self . _compute_unindexed_vertices ( ) return self . _vertices elif indexed == 'faces' : if ( self . _vertices_indexed_by_faces is None and self . _vertices is not None ) : self . _vertic...
def rotation_matrix ( phi , theta , psi ) : """Retourne la matrice de rotation décrite par les angles d ' Euler donnés en paramètres"""
return np . dot ( Rz_matrix ( phi ) , np . dot ( Rx_matrix ( theta ) , Rz_matrix ( psi ) ) )
def get_attributes ( user , service ) : """Return a dictionary of user attributes from the set of configured callback functions ."""
attributes = { } for path in get_callbacks ( service ) : callback = import_string ( path ) attributes . update ( callback ( user , service ) ) return attributes
def create_parser ( ) : """Return command - line parser ."""
parser = argparse . ArgumentParser ( description = docstring_summary ( __doc__ ) , prog = 'autopep8' ) parser . add_argument ( '--version' , action = 'version' , version = '%(prog)s {} ({})' . format ( __version__ , _get_package_version ( ) ) ) parser . add_argument ( '-v' , '--verbose' , action = 'count' , default = 0...
def matrix_iter_detail ( matrix , version , scale = 1 , border = None ) : """Returns an iterator / generator over the provided matrix which includes the border and the scaling factor . This iterator / generator returns different values for dark / light modules and therefor the different parts ( like the finde...
from segno import encoder check_valid_border ( border ) scale = int ( scale ) check_valid_scale ( scale ) border = get_border ( version , border ) width , height = get_symbol_size ( version , scale = 1 , border = 0 ) is_micro = version < 1 # Create an empty matrix with invalid 0x2 values alignment_matrix = encoder . ma...
def simulate ( self , partition , outdir , jobhandler = default_jobhandler , batchsize = 1 , ** kwargs ) : """Simulate a set of alignments from the parameters inferred on a partition : param partition : : return :"""
results = self . get_partition_results ( partition ) DEFAULT_DNA_MODEL = 'GTR' DEFAULT_PROTEIN_MODEL = 'LG08' # Collect argument list args = [ None ] * len ( self . collection ) for result in results : if len ( result [ 'partitions' ] ) > 1 : places = dict ( ( j , i ) for ( i , j ) in enumerate ( rec . name...
def export ( self , path , epoch = 0 ) : """Export HybridBlock to json format that can be loaded by ` SymbolBlock . imports ` , ` mxnet . mod . Module ` or the C + + interface . . . note : : When there are only one input , it will have name ` data ` . When there Are more than one inputs , they will be named a...
if not self . _cached_graph : raise RuntimeError ( "Please first call block.hybridize() and then run forward with " "this block at least once before calling export." ) sym = self . _cached_graph [ 1 ] sym . save ( '%s-symbol.json' % path ) arg_names = set ( sym . list_arguments ( ) ) aux_names = set ( sym . list_au...
def update_datatype ( self , datatype , w = None , dw = None , pw = None , return_body = None , timeout = None , include_context = None ) : """Sends an update to a Riak Datatype to the server . This operation is not idempotent and so will not be retried automatically . : param datatype : the datatype with pendi...
_validate_timeout ( timeout ) with self . _transport ( ) as transport : return transport . update_datatype ( datatype , w = w , dw = dw , pw = pw , return_body = return_body , timeout = timeout , include_context = include_context )
def pydot__tree_to_png ( tree , filename , rankdir = "LR" ) : """Creates a colorful image that represents the tree ( data + children , without meta ) Possible values for ` rankdir ` are " TB " , " LR " , " BT " , " RL " , corresponding to directed graphs drawn from top to bottom , from left to right , from bott...
import pydot graph = pydot . Dot ( graph_type = 'digraph' , rankdir = rankdir ) i = [ 0 ] def new_leaf ( leaf ) : node = pydot . Node ( i [ 0 ] , label = repr ( leaf ) ) i [ 0 ] += 1 graph . add_node ( node ) return node def _to_pydot ( subtree ) : color = hash ( subtree . data ) & 0xffffff colo...
def disttar ( target , source , env ) : """tar archive builder"""
import tarfile env_dict = env . Dictionary ( ) if env_dict . get ( "DISTTAR_FORMAT" ) in [ "gz" , "bz2" ] : tar_format = env_dict [ "DISTTAR_FORMAT" ] else : tar_format = "" # split the target directory , filename , and stuffix base_name = str ( target [ 0 ] ) . split ( '.tar' ) [ 0 ] ( target_dir , dir_name ) ...
def send_and_return_status ( self , send , expect = None , shutit_pexpect_child = None , timeout = None , fail_on_empty_before = True , record_command = True , exit_values = None , echo = None , escape = False , retry = 3 , note = None , assume_gnu = True , follow_on_commands = None , loglevel = logging . INFO ) : ...
shutit_global . shutit_global_object . yield_to_draw ( ) shutit_pexpect_child = shutit_pexpect_child or self . get_current_shutit_pexpect_session ( ) . pexpect_child shutit_pexpect_session = self . get_shutit_pexpect_session_from_child ( shutit_pexpect_child ) shutit_pexpect_session . send ( ShutItSendSpec ( shutit_pex...
def md5sum ( filen ) : '''Calculate the md5sum of a file .'''
with open ( filen , 'rb' ) as fileh : md5 = hashlib . md5 ( fileh . read ( ) ) return md5 . hexdigest ( )
def from_dynacRepr ( cls , pynacRepr ) : """Construct a ` ` Steerer ` ` instance from the Pynac lattice element"""
f = float ( pynacRepr [ 1 ] [ 0 ] [ 0 ] ) p = 'HV' [ int ( pynacRepr [ 1 ] [ 0 ] [ 1 ] ) ] return cls ( f , p )
def previous_layout ( pymux , variables ) : "Select previous layout ."
pane = pymux . arrangement . get_active_window ( ) if pane : pane . select_previous_layout ( )
def _DecodeURL ( self , url ) : """Decodes the URL , replaces % XX to their corresponding characters . Args : url ( str ) : encoded URL . Returns : str : decoded URL ."""
if not url : return '' decoded_url = urlparse . unquote ( url ) if isinstance ( decoded_url , py2to3 . BYTES_TYPE ) : try : decoded_url = decoded_url . decode ( 'utf-8' ) except UnicodeDecodeError as exception : decoded_url = decoded_url . decode ( 'utf-8' , errors = 'replace' ) logg...
def remove_time_series ( self , label_values ) : """Remove the time series for specific label values . : type label _ values : list ( : class : ` LabelValue ` ) : param label _ values : Label values of the time series to remove ."""
if label_values is None : raise ValueError if any ( lv is None for lv in label_values ) : raise ValueError if len ( label_values ) != self . _len_label_keys : raise ValueError self . _remove_time_series ( label_values )
def set_user_preferences_from_request ( request ) : """Sets user subscription preferences using data from a request . Expects data sent by form built with ` sitemessage _ prefs _ table ` template tag . : param request : : rtype : bool : return : Flag , whether prefs were found in the request ."""
prefs = [ ] for pref in request . POST . getlist ( _PREF_POST_KEY ) : message_alias , messenger_alias = pref . split ( _ALIAS_SEP ) try : get_registered_message_type ( message_alias ) get_registered_messenger_object ( messenger_alias ) except ( UnknownMessengerError , UnknownMessageTypeError...
def write ( self , message , flush = True ) : if isinstance ( message , bytes ) : # pragma : no cover message = message . decode ( 'utf-8' ) """A Writting like write method , delayed at each char"""
for char in message : time . sleep ( self . delay * ( 4 if char == '\n' else 1 ) ) super ( Writting , self ) . write ( char , flush )
def get_resource_by_agent ( self , agent_id ) : """Gets the ` ` Resource ` ` associated with the given agent . arg : agent _ id ( osid . id . Id ) : ` ` Id ` ` of the ` ` Agent ` ` return : ( osid . resource . Resource ) - associated resource raise : NotFound - ` ` agent _ id ` ` is not found raise : NullAr...
collection = JSONClientValidated ( 'resource' , collection = 'Resource' , runtime = self . _runtime ) result = collection . find_one ( dict ( { 'agentIds' : { '$in' : [ str ( agent_id ) ] } } , ** self . _view_filter ( ) ) ) return objects . Resource ( osid_object_map = result , runtime = self . _runtime , proxy = self...
def locateChild ( self , ctx , segments ) : """Attempt to locate the child via the ' . fragment ' attribute , then fall back to normal locateChild behavior ."""
if self . fragment is not None : # There are still a bunch of bogus subclasses of this class , which # are used in a variety of distasteful ways . ' fragment ' * should * # always be set to something that isn ' t None , but there ' s no way to # make sure that it will be for the moment . Every effort should be # made t...
def gcmt_to_simple_array ( self , centroid_location = True ) : """Converts the GCMT catalogue to a simple array of [ ID , year , month , day , hour , minute , second , long . , lat . , depth , Mw , strike1 , dip1 , rake1 , strike2 , dip2 , rake2 , b - plunge , b - azimuth , b - eigenvalue , p - plunge , p - a...
catalogue = np . zeros ( [ self . get_number_tensors ( ) , 29 ] , dtype = float ) for iloc , tensor in enumerate ( self . gcmts ) : catalogue [ iloc , 0 ] = iloc if centroid_location : catalogue [ iloc , 1 ] = float ( tensor . centroid . date . year ) catalogue [ iloc , 2 ] = float ( tensor . ce...
def gitignore_template ( self , language ) : """Returns the template for language . : returns : str"""
url = self . _build_url ( 'gitignore' , 'templates' , language ) json = self . _json ( self . _get ( url ) , 200 ) if not json : return '' return json . get ( 'source' , '' )
def PluginRunToTagToContent ( self , plugin_name ) : """Returns a 2 - layer dictionary of the form { run : { tag : content } } . The ` content ` referred above is the content field of the PluginData proto for the specified plugin within a Summary . Value proto . Args : plugin _ name : The name of the plugin...
mapping = { } for run in self . Runs ( ) : try : tag_to_content = self . GetAccumulator ( run ) . PluginTagToContent ( plugin_name ) except KeyError : # This run lacks content for the plugin . Try the next run . continue mapping [ run ] = tag_to_content return mapping
def start_background_task ( self , target , * args , ** kwargs ) : """Start a background task . This is a utility function that applications can use to start a background task . : param target : the target function to execute . : param args : arguments to pass to the function . : param kwargs : keyword ar...
th = threading . Thread ( target = target , args = args , kwargs = kwargs ) th . start ( ) return th
async def main ( ) : """Run ."""
async with ClientSession ( ) as websession : try : # Create a client : client = Client ( '<EMAIL>' , '<PASSWORD>' , websession ) await client . async_init ( ) print ( 'Showing active Tiles:' ) print ( await client . tiles . all ( ) ) print ( 'Showing all Tiles:' ) pri...
def triple ( self ) : """This module ' s target " triple " specification , as a string ."""
# LLVMGetTarget ( ) points inside a std : : string managed by LLVM . with ffi . OutputString ( owned = False ) as outmsg : ffi . lib . LLVMPY_GetTarget ( self , outmsg ) return str ( outmsg )
def get_query_columns ( query ) : """: type query str : rtype : list [ str ]"""
columns = [ ] last_keyword = None last_token = None # print ( preprocess _ query ( query ) ) # these keywords should not change the state of a parser # and not " reset " previously found SELECT keyword keywords_ignored = [ 'AS' , 'AND' , 'OR' , 'IN' , 'IS' , 'NOT' , 'NOT NULL' , 'LIKE' , 'CASE' , 'WHEN' ] # these funct...
def calculate_width_and_height ( url_parts , options ) : '''Appends width and height information to url'''
width = options . get ( 'width' , 0 ) has_width = width height = options . get ( 'height' , 0 ) has_height = height flip = options . get ( 'flip' , False ) flop = options . get ( 'flop' , False ) if flip : width = width * - 1 if flop : height = height * - 1 if not has_width and not has_height : if flip : ...
def get_current_user_ids ( self , db_read = None ) : """Returns current user ids and the count ."""
db_read = db_read or self . db_read return self . user_ids . using ( db_read )
def setProfile ( self , name ) : """Assign a PROFILE to this unnamed component . Used by vCard , not by vCalendar ."""
if self . name or self . useBegin : if self . name == name : return raise VObjectError ( "This component already has a PROFILE or " "uses BEGIN." ) self . name = name . upper ( )
def readlinkabs ( l ) : """Return an absolute path for the destination of a symlink"""
assert ( os . path . islink ( l ) ) p = os . readlink ( l ) if os . path . isabs ( p ) : return os . path . abspath ( p ) return os . path . abspath ( os . path . join ( os . path . dirname ( l ) , p ) )
def random_redshift_array ( log , sampleNumber , lowerRedshiftLimit , upperRedshiftLimit , redshiftResolution , pathToOutputPlotDirectory , plot = False ) : """* Generate a NumPy array of random distances given a sample number and distance limit * * * Key Arguments : * * - ` ` log ` ` - - logger - ` ` sampleN...
# # # # # # > IMPORTS # # # # # # # STANDARD LIB # # # # THIRD PARTY # # import matplotlib . pyplot as plt import numpy as np import numpy . random as npr # # LOCAL APPLICATION # # import dryxPython . astrotools as da redshiftDistribution = np . arange ( 0. , upperRedshiftLimit , redshiftResolution ) closestNumber = la...
def create_tcp_monitor ( self , topics , batch_size = 1 , batch_duration = 0 , compression = 'gzip' , format_type = 'json' ) : """Creates a TCP Monitor instance in Device Cloud for a given list of topics : param topics : a string list of topics ( e . g . [ ' DeviceCore [ U ] ' , ' FileDataCore ' ] ) . : param...
monitor_xml = """\ <Monitor> <monTopic>{topics}</monTopic> <monBatchSize>{batch_size}</monBatchSize> <monFormatType>{format_type}</monFormatType> <monTransportType>tcp</monTransportType> <monCompression>{compression}</monCompression> </Monitor>...
def _file_details ( filename ) : """Grab the start and end of the file"""
max_head , max_foot = _max_lengths ( ) with open ( filename , "rb" ) as fin : head = fin . read ( max_head ) try : fin . seek ( - max_foot , os . SEEK_END ) except IOError : fin . seek ( 0 ) foot = fin . read ( ) return head , foot
def sign_raw_data ( raw_data , privatekey_hex ) : """Sign a string of data . Returns signature as a base64 string"""
if not isinstance ( raw_data , ( str , unicode ) ) : raise ValueError ( "Data is not a string" ) raw_data = str ( raw_data ) si = ECSigner ( privatekey_hex ) si . update ( raw_data ) return si . finalize ( )
def append_op ( self , operation ) : """Append an : class : ` Operation < stellar _ base . operation . Operation > ` to the list of operations . Add the operation specified if it doesn ' t already exist in the list of operations of this : class : ` Builder ` instance . : param operation : The operation to a...
if operation not in self . ops : self . ops . append ( operation ) return self
def __download_from_s3 ( self , key , dest_dir ) : """Private method for downloading from S3 This private helper method takes a key and the full path to the destination directory , assumes that the args have been validated by the public caller methods , and attempts to download the specified key to the dest...
log = logging . getLogger ( self . cls_logger + '.__download_from_s3' ) filename = key . split ( '/' ) [ - 1 ] if filename is None : log . error ( 'Could not determine the filename from key: %s' , key ) return None destination = dest_dir + '/' + filename log . info ( 'Attempting to download %s from bucket %s to...
def write ( self ) : """Rewrite the configuration file . It rewrites the same file than PaperworkConfig . read ( ) read ."""
logger . info ( "Updating %s ..." % self . __configfile ) for setting in self . settings . values ( ) : setting . update ( self . _configparser ) file_path = self . __configfile try : with open ( file_path , 'w' ) as file_descriptor : self . _configparser . write ( file_descriptor ) logger . info ( ...
def update_gunicorns ( ) : """Updates the dict of gunicorn processes . Run the ps command and parse its output for processes named after gunicorn , building up a dict of gunicorn processes . When new gunicorns are discovered , run the netstat command to determine the ports they ' re serving on ."""
global tick tick += 1 if ( tick * screen_delay ) % ps_delay != 0 : return tick = 0 for pid in gunicorns : gunicorns [ pid ] . update ( { "workers" : 0 , "mem" : 0 } ) ps = Popen ( PS_ARGS , stdout = PIPE ) . communicate ( ) [ 0 ] . split ( "\n" ) headings = ps . pop ( 0 ) . split ( ) name_col = headings . index...
def bulk_get ( cls , tasks , api = None ) : """Retrieve tasks with specified ids in bulk : param tasks : Tasks to be retrieved . : param api : Api instance . : return : List of TaskBulkRecord objects ."""
api = api or cls . _API task_ids = [ Transform . to_task ( task ) for task in tasks ] data = { 'task_ids' : task_ids } logger . info ( 'Getting tasks in bulk.' ) response = api . post ( url = cls . _URL [ 'bulk_get' ] , data = data ) return TaskBulkRecord . parse_records ( response = response , api = api )
def process ( self , metric , handler ) : """process a single diamond metric @ type metric : diamond . metric . Metric @ param metric : metric to process @ type handler : diamond . handler . sentry . SentryHandler @ param handler : configured Sentry graphite handler @ rtype None"""
match = self . regexp . match ( metric . path ) if match : minimum = Minimum ( metric . value , self . min ) maximum = Maximum ( metric . value , self . max ) if minimum . is_error or maximum . is_error : self . counter_errors += 1 message = "%s Warning on %s: %.1f" % ( self . name , handler...
def create_fileset_with_spec ( cls , rel_path , * patterns , ** kwargs ) : """: param rel _ path : The relative path to create a FilesetWithSpec for . : param patterns : glob patterns to apply . : param exclude : A list of { , r , z } globs objects , strings , or lists of strings to exclude . NB : this argume...
for pattern in patterns : if not isinstance ( pattern , string_types ) : raise ValueError ( "Expected string patterns for {}: got {}" . format ( cls . __name__ , patterns ) ) raw_exclude = kwargs . pop ( 'exclude' , [ ] ) buildroot = get_buildroot ( ) root = os . path . normpath ( os . path . join ( buildro...