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def coverage_score ( gold , pred , ignore_in_gold = [ ] , ignore_in_pred = [ ] ) : """Calculate ( global ) coverage . Args : gold : A 1d array - like of gold labels pred : A 1d array - like of predicted labels ( assuming abstain = 0) ignore _ in _ gold : A list of labels for which elements having that gold ...
gold , pred = _preprocess ( gold , pred , ignore_in_gold , ignore_in_pred ) return np . sum ( pred != 0 ) / len ( pred )
def search ( self , ** kwargs ) : """Method to search environments based on extends search . : param search : Dict containing QuerySets to find environments . : param include : Array containing fields to include on response . : param exclude : Array containing fields to exclude on response . : param fields ...
return super ( ApiEnvironment , self ) . get ( self . prepare_url ( 'api/v3/environment/' , kwargs ) )
def _ExtractSymbols ( self , descriptors ) : """Pulls out all the symbols from descriptor protos . Args : descriptors : The messages to extract descriptors from . Yields : A two element tuple of the type name and descriptor object ."""
for desc in descriptors : yield ( _PrefixWithDot ( desc . full_name ) , desc ) for symbol in self . _ExtractSymbols ( desc . nested_types ) : yield symbol for enum in desc . enum_types : yield ( _PrefixWithDot ( enum . full_name ) , enum )
def iq_query ( self , message : str ) : """Send data query to IQFeed API ."""
end_msg = '!ENDMSG!' recv_buffer = 4096 # Send the historical data request message and buffer the data self . _send_cmd ( message ) chunk = "" data = "" while True : chunk = self . _sock . recv ( recv_buffer ) . decode ( 'latin-1' ) data += chunk if chunk . startswith ( 'E,' ) : # error condition if...
def delete ( rule : str , cls_method_name_or_view_fn : Optional [ Union [ str , Callable ] ] = None , * , defaults : Optional [ Defaults ] = _missing , endpoint : Optional [ str ] = _missing , is_member : Optional [ bool ] = _missing , only_if : Optional [ Union [ bool , Callable [ [ FlaskUnchained ] , bool ] ] ] = _mi...
rule_options . pop ( 'methods' , None ) yield Route ( rule , cls_method_name_or_view_fn , defaults = defaults , endpoint = endpoint , is_member = is_member , methods = [ 'DELETE' ] , only_if = only_if , ** rule_options )
def visit_BinOp ( self , node : ast . BinOp ) -> Any : """Recursively visit the left and right operand , respectively , and apply the operation on the results ."""
# pylint : disable = too - many - branches left = self . visit ( node = node . left ) right = self . visit ( node = node . right ) if isinstance ( node . op , ast . Add ) : result = left + right elif isinstance ( node . op , ast . Sub ) : result = left - right elif isinstance ( node . op , ast . Mult ) : re...
def open ( filename , frame = 'unspecified' ) : """Creates a PointCloudImage from a file . Parameters filename : : obj : ` str ` The file to load the data from . Must be one of . png , . jpg , . npy , or . npz . frame : : obj : ` str ` A string representing the frame of reference in which the new image ...
data = Image . load_data ( filename ) return PointCloudImage ( data , frame )
def update_history ( self , directory ) : """Update browse history"""
try : directory = osp . abspath ( to_text_string ( directory ) ) if directory in self . history : self . histindex = self . history . index ( directory ) except Exception : user_directory = get_home_dir ( ) self . chdir ( directory = user_directory , browsing_history = True )
def check_successful_tx ( web3 : Web3 , txid : str , timeout = 180 ) -> Tuple [ dict , dict ] : """See if transaction went through ( Solidity code did not throw ) . : return : Transaction receipt and transaction info"""
receipt = wait_for_transaction_receipt ( web3 = web3 , txid = txid , timeout = timeout ) txinfo = web3 . eth . getTransaction ( txid ) if 'status' not in receipt : raise KeyError ( 'A transaction receipt does not contain the "status" field. ' 'Does your chain have Byzantium rules enabled?' , ) if receipt [ 'status'...
def get_new_actions ( self ) : """Wrapper function for do _ get _ new _ actions For stats purpose : return : None TODO : Use a decorator for timing this function"""
try : _t0 = time . time ( ) self . do_get_new_actions ( ) statsmgr . timer ( 'actions.got.time' , time . time ( ) - _t0 ) except RuntimeError : logger . error ( "Exception like issue #1007" )
def get_queryset ( self ) : '''We want to still be able to modify archived users , but they shouldn ' t show up on list views . We have an archived query param , where ' true ' shows archived , ' false ' omits them , and ' both ' shows both .'''
if self . action == 'list' : active = get_true_false_both ( self . request . query_params , 'active' , 'true' ) if active == 'true' : return self . queryset . filter ( is_active = True ) if active == 'false' : return self . queryset . filter ( is_active = False ) return self . queryset
def PrintIndented ( self , file , ident , code ) : """Takes an array , add indentation to each entry and prints it ."""
for entry in code : print >> file , '%s%s' % ( ident , entry )
def execute_catch ( c , sql , vars = None ) : """Run a query , but ignore any errors . For error recovery paths where the error handler should not raise another ."""
try : c . execute ( sql , vars ) except Exception as err : cmd = sql . split ( ' ' , 1 ) [ 0 ] log . error ( "Error executing %s: %s" , cmd , err )
def request_uniq ( func ) : """return unique dict for each uwsgi request . note : won ' t work on non - uwsgi cases"""
def _wrapped ( * args , ** kwargs ) : data = _get_request_unique_cache ( ) return func ( data , * args , ** kwargs ) return _wrapped
def Recurrent ( step_model ) : """Apply a stepwise model over a sequence , maintaining state . For RNNs"""
ops = step_model . ops def recurrent_fwd ( seqs , drop = 0.0 ) : lengths = [ len ( X ) for X in seqs ] X , size_at_t , unpad = ops . square_sequences ( seqs ) Y = ops . allocate ( ( X . shape [ 0 ] , X . shape [ 1 ] , step_model . nO ) ) cell_drop = ops . get_dropout_mask ( ( len ( seqs ) , step_model ....
def render_twitter ( text , ** kwargs ) : """Strict template block for rendering twitter embeds ."""
author = render_author ( ** kwargs [ 'author' ] ) metadata = render_metadata ( ** kwargs [ 'metadata' ] ) image = render_image ( ** kwargs [ 'image' ] ) html = """ <div class="attachment attachment-twitter"> {author} <p class="twitter-content">{text}</p> {metadata} ...
def conv2d_trans ( ni : int , nf : int , ks : int = 2 , stride : int = 2 , padding : int = 0 , bias = False ) -> nn . ConvTranspose2d : "Create ` nn . ConvTranspose2d ` layer ."
return nn . ConvTranspose2d ( ni , nf , kernel_size = ks , stride = stride , padding = padding , bias = bias )
def clean_ufo ( path ) : """Make sure old UFO data is removed , as it may contain deleted glyphs ."""
if path . endswith ( ".ufo" ) and os . path . exists ( path ) : shutil . rmtree ( path )
def plot_joint_sfs ( s , ax = None , imshow_kwargs = None ) : """Plot a joint site frequency spectrum . Parameters s : array _ like , int , shape ( n _ chromosomes _ pop1 , n _ chromosomes _ pop2) Joint site frequency spectrum . ax : axes , optional Axes on which to draw . If not provided , a new figure w...
import matplotlib . pyplot as plt from matplotlib . colors import LogNorm # check inputs s = asarray_ndim ( s , 2 ) # setup axes if ax is None : w = plt . rcParams [ 'figure.figsize' ] [ 0 ] fig , ax = plt . subplots ( figsize = ( w , w ) ) # set plotting defaults if imshow_kwargs is None : imshow_kwargs = ...
def predict ( self , input ) : """Submits an input batch to the model . Returns a MpsFloatArray representing the model predictions . Calling asnumpy ( ) on this value will wait for the batch to finish and yield the predictions as a numpy array ."""
assert self . _mode == MpsGraphMode . Inference assert input . shape == self . _ishape input_array = MpsFloatArray ( input ) result_handle = _ctypes . c_void_p ( ) status_code = self . _LIB . TCMPSPredictGraph ( self . handle , input_array . handle , _ctypes . byref ( result_handle ) ) assert status_code == 0 , "Error ...
def last ( self ) : """Returns the last object matched or None if there is no matching object . > > > iterator = Host . objects . iterator ( ) > > > c = iterator . filter ( ' kali ' ) > > > if c . exists ( ) : > > > print ( c . last ( ) ) Host ( name = kali - foo ) : return : element or None"""
if len ( self ) : self . _params . update ( limit = 1 ) if 'filter' not in self . _params : return list ( self ) [ - 1 ] else : # Filter may not return results result = list ( self ) if result : return result [ - 1 ]
def get_action_meanings ( self ) : """Return a list of actions meanings ."""
actions = sorted ( self . _action_meanings . keys ( ) ) return [ self . _action_meanings [ action ] for action in actions ]
def tracking_number ( self , service : str = 'usps' ) -> str : """Generate random tracking number . Supported services : USPS , FedEx and UPS . : param str service : Post service . : return : Tracking number ."""
service = service . lower ( ) if service not in ( 'usps' , 'fedex' , 'ups' ) : raise ValueError ( 'Unsupported post service' ) services = { 'usps' : ( '#### #### #### #### ####' , '@@ ### ### ### US' , ) , 'fedex' : ( '#### #### ####' , '#### #### #### ###' , ) , 'ups' : ( '1Z@####@##########' , ) , } mask = self ....
def set_mappings ( self , mappings ) : """Applies VC mappings : param mappings : mappings ( dict )"""
for source , destination in mappings . items ( ) : if not isinstance ( source , str ) or not isinstance ( destination , str ) : raise DynamipsError ( "Invalid Frame-Relay mappings" ) source_port , source_dlci = map ( int , source . split ( ':' ) ) destination_port , destination_dlci = map ( int , de...
def sync_folder_to_container ( self , folder_path , container , delete = False , include_hidden = False , ignore = None , ignore_timestamps = False , object_prefix = "" , verbose = False ) : """Compares the contents of the specified folder , and checks to make sure that the corresponding object is present in the ...
cont = self . get_container ( container ) self . _local_files = [ ] # Load a list of all the remote objects so we don ' t have to keep # hitting the service if verbose : log = logging . getLogger ( "pyrax" ) log . info ( "Loading remote object list (prefix=%s)" , object_prefix ) data = cont . get_objects ( pref...
def geometrize_shapes ( shapes : DataFrame , * , use_utm : bool = False ) -> DataFrame : """Given a GTFS shapes DataFrame , convert it to a GeoPandas GeoDataFrame and return the result . The result has a ` ` ' geometry ' ` ` column of WGS84 LineStrings instead of the columns ` ` ' shape _ pt _ sequence ' ` ` ...
import geopandas as gpd f = shapes . copy ( ) . sort_values ( [ "shape_id" , "shape_pt_sequence" ] ) def my_agg ( group ) : d = { } d [ "geometry" ] = sg . LineString ( group [ [ "shape_pt_lon" , "shape_pt_lat" ] ] . values ) return pd . Series ( d ) g = f . groupby ( "shape_id" ) . apply ( my_agg ) . reset...
def option_changed ( self , option , value ) : """Handle when the value of an option has changed"""
setattr ( self , to_text_string ( option ) , value ) self . shellwidget . set_namespace_view_settings ( ) if self . setup_in_progress is False : self . sig_option_changed . emit ( option , value )
def parse_lookup_expression ( element ) : """This syntax parses lookups that are defined with their own element"""
lookup_grammar = r""" lookup = _ "(" range? _ ( "(" _ number _ "," _ number _ ")" _ ","? _ )+ ")" number = ("+"/"-")? ~r"\d+\.?\d*(e[+-]\d+)?" _ = ~r"[\s\\]*" # whitespace character range = _ "[" ~r"[^\]]*" "]" _ "," """ parser = parsimonious . Grammar ( lookup_grammar ) tree = parser . parse ( elemen...
def _can_access_request ( self ) : """Can access current request object if all are true - The serializer is the root . - A request context was passed in . - The request method is GET ."""
if self . parent : return False if not hasattr ( self , "context" ) or not self . context . get ( "request" , None ) : return False return self . context [ "request" ] . method == "GET"
def dft ( blk , freqs , normalize = True ) : """Complex non - optimized Discrete Fourier Transform Finds the DFT for values in a given frequency list , in order , over the data block seen as periodic . Parameters blk : An iterable with well - defined length . Don ' t use this function with Stream object...
dft_data = ( sum ( xn * cexp ( - 1j * n * f ) for n , xn in enumerate ( blk ) ) for f in freqs ) if normalize : lblk = len ( blk ) return [ v / lblk for v in dft_data ] return list ( dft_data )
def fix_e722 ( self , result ) : """fix bare except"""
( line_index , _ , target ) = get_index_offset_contents ( result , self . source ) if BARE_EXCEPT_REGEX . search ( target ) : self . source [ line_index ] = '{0}{1}' . format ( target [ : result [ 'column' ] - 1 ] , "except Exception:" )
def fit ( self , X , chunks ) : """Learn the RCA model . Parameters data : ( n x d ) data matrix Each row corresponds to a single instance chunks : ( n , ) array of ints When ` ` chunks [ i ] = = - 1 ` ` , point i doesn ' t belong to any chunklet . When ` ` chunks [ i ] = = j ` ` , point i belongs to ch...
X = self . _prepare_inputs ( X , ensure_min_samples = 2 ) # PCA projection to remove noise and redundant information . if self . pca_comps is not None : pca = decomposition . PCA ( n_components = self . pca_comps ) X_t = pca . fit_transform ( X ) M_pca = pca . components_ else : X_t = X - X . mean ( axi...
def zoom ( image , factor , dimension , hdr = False , order = 3 ) : """Zooms the provided image by the supplied factor in the supplied dimension . The factor is an integer determining how many slices should be put between each existing pair . If an image header ( hdr ) is supplied , its voxel spacing gets upd...
# check if supplied dimension is valid if dimension >= image . ndim : raise argparse . ArgumentError ( 'The supplied zoom-dimension {} exceeds the image dimensionality of 0 to {}.' . format ( dimension , image . ndim - 1 ) ) # get logger logger = Logger . getInstance ( ) logger . debug ( 'Old shape = {}.' . format ...
def subvol_create ( self , path ) : """Create a btrfs subvolume in the specified path : param path : path to create"""
args = { 'path' : path } self . _subvol_chk . check ( args ) self . _client . sync ( 'btrfs.subvol_create' , args )
def _get_auth_from_console ( self , realm ) : """Prompt for the user and password ."""
self . user , self . password = self . AUTH_MEMOIZE_INPUT . get ( realm , ( self . user , None ) ) if not self . auth_valid ( ) : if not self . user : login = getpass . getuser ( ) self . user = self . _raw_input ( 'Username for "{}" [{}]: ' . format ( realm , login ) ) or login self . password ...
def requote_uri ( uri ) : """Requote uri if it contains non - ascii chars , spaces etc ."""
# To reduce tabulator import time import requests . utils if six . PY2 : def url_encode_non_ascii ( bytes ) : pattern = '[\x80-\xFF]' replace = lambda c : ( '%%%02x' % ord ( c . group ( 0 ) ) ) . upper ( ) return re . sub ( pattern , replace , bytes ) parts = urlparse ( uri ) uri = u...
def _populate_lp ( self , dataset , ** kwargs ) : """Populate columns necessary for an LP dataset This should not be called directly , but rather via : meth : ` Body . populate _ observable ` or : meth : ` System . populate _ observables `"""
logger . debug ( "{}._populate_lp(dataset={})" . format ( self . component , dataset ) ) profile_rest = kwargs . get ( 'profile_rest' , self . lp_profile_rest . get ( dataset ) ) rv_cols = self . _populate_rv ( dataset , ** kwargs ) cols = rv_cols # rvs = ( rv _ cols [ ' rvs ' ] * u . solRad / u . d ) . to ( u . m / u ...
def scene_remove ( frames ) : """parse a scene . rm message"""
# " scene . rm " < scene _ id > reader = MessageReader ( frames ) results = reader . string ( "command" ) . uint32 ( "scene_id" ) . assert_end ( ) . get ( ) if results . command != "scene.rm" : raise MessageParserError ( "Command is not 'scene.rm'" ) return ( results . scene_id , )
def _send_command_raw ( self , command , opt = '' ) : """Description : The TV doesn ' t handle long running connections very well , so we open a new connection every time . There might be a better way to do this , but it ' s pretty quick and resilient . Returns : If a value is being requested ( opt2 is ...
# According to the documentation : # http : / / files . sharpusa . com / Downloads / ForHome / # HomeEntertainment / LCDTVs / Manuals / tel _ man _ LC40_46_52_60LE830U . pdf # Page 58 - Communication conditions for IP # The connection could be lost ( but not only after 3 minutes ) , # so we need to the remote commands ...
def decode_hparams ( overrides = "" ) : """Hparams for decoding ."""
hparams = decoding . decode_hparams ( ) # Number of interpolations between [ 0.0 , 1.0 ] . hparams . add_hparam ( "num_interp" , 11 ) # Which level ( s ) to interpolate . hparams . add_hparam ( "level_interp" , [ 0 , 1 , 2 ] ) # " all " or " ranked " , interpolate all channels or a " ranked " . hparams . add_hparam ( "...
def get ( self , resource_id = None ) : """Return an HTTP response object resulting from an HTTP GET call . If * resource _ id * is provided , return just the single resource . Otherwise , return the full collection . : param resource _ id : The value of the resource ' s primary key"""
if request . path . endswith ( 'meta' ) : return self . _meta ( ) if resource_id is None : error_message = is_valid_method ( self . __model__ ) if error_message : raise BadRequestException ( error_message ) if 'export' in request . args : return self . _export ( self . _all_resources ( )...
def _prompt ( self , prompt = None ) : """Reads a line written by the user : param prompt : An optional prompt message : return : The read line , after a conversion to str"""
if prompt : # Print the prompt self . write ( prompt ) self . output . flush ( ) # Read the line return to_str ( self . input . readline ( ) )
def filter_slaves ( selfie , slaves ) : """Remove slaves that are in an ODOWN or SDOWN state also remove slaves that do not have ' ok ' master - link - status"""
return [ ( s [ 'ip' ] , s [ 'port' ] ) for s in slaves if not s [ 'is_odown' ] and not s [ 'is_sdown' ] and s [ 'master-link-status' ] == 'ok' ]
def ServicesGet ( self , sensor_id ) : """Retrieve services connected to a sensor in CommonSense . If ServicesGet is successful , the result can be obtained by a call to getResponse ( ) and should be a json string . @ sensor _ id ( int ) - Sensor id of sensor to retrieve services from . @ return ( bool ) - Bo...
if self . __SenseApiCall__ ( '/sensors/{0}/services.json' . format ( sensor_id ) , 'GET' ) : return True else : self . __error__ = "api call unsuccessful" return False
def get_text_style ( text ) : """Return the text style dict for a text instance"""
style = { } style [ 'alpha' ] = text . get_alpha ( ) if style [ 'alpha' ] is None : style [ 'alpha' ] = 1 style [ 'fontsize' ] = text . get_size ( ) style [ 'color' ] = color_to_hex ( text . get_color ( ) ) style [ 'halign' ] = text . get_horizontalalignment ( ) # left , center , right style [ 'valign' ] = text . g...
def add_key ( service , key ) : """Add a key to a keyring . Creates the keyring if it doesn ' t already exist . Logs and returns if the key is already in the keyring ."""
keyring = _keyring_path ( service ) if os . path . exists ( keyring ) : with open ( keyring , 'r' ) as ring : if key in ring . read ( ) : log ( 'Ceph keyring exists at %s and has not changed.' % keyring , level = DEBUG ) return log ( 'Updating existing keyring %s.' % keyring ...
def stats_timing ( stats_key , stats_logger ) : """Provide a transactional scope around a series of operations ."""
start_ts = now_as_float ( ) try : yield start_ts except Exception as e : raise e finally : stats_logger . timing ( stats_key , now_as_float ( ) - start_ts )
def add_note ( self , note ) : """Add a note to the usernotes wiki page . Arguments : note : the note to be added ( Note ) Returns the update message for the usernotes wiki Raises : ValueError when the warning type of the note can not be found in the stored list of warnings ."""
notes = self . cached_json if not note . moderator : note . moderator = self . r . user . me ( ) . name # Get index of moderator in mod list from usernotes # Add moderator to list if not already there try : mod_index = notes [ 'constants' ] [ 'users' ] . index ( note . moderator ) except ValueError : notes ...
def setup_logging ( debug , logfile = None ) : '''Setup logging format and log level .'''
if debug : level = logging . DEBUG else : level = logging . INFO if logfile is not None : logging . basicConfig ( format = "%(asctime)s %(levelname)8s %(message)s" , datefmt = "%H:%M:%S %Y/%m/%d" , level = level , filename = logfile ) else : logging . basicConfig ( format = "%(asctime)s %(levelname)8s %...
def get_subset_riverid_index_list ( self , river_id_list ) : """Gets the subset riverid _ list from the netcdf file Optional returns include the list of valid river ids in the dataset as well as a list of missing rive rids Parameters river _ id _ list : list or : obj : ` numpy . array ` Array of river ID ...
netcdf_river_indices_list = [ ] valid_river_ids = [ ] missing_river_ids = [ ] for river_id in river_id_list : # get where streamids are in netcdf file try : netcdf_river_indices_list . append ( self . get_river_index ( river_id ) ) valid_river_ids . append ( river_id ) except IndexError : ...
def kill_cursor ( self , cursor ) : """Kills the text selected by the give cursor ."""
text = cursor . selectedText ( ) if text : cursor . removeSelectedText ( ) self . kill ( text )
def return_single_real_id_base ( dbpath , set_object , object_id ) : """Generic function which returns a real _ id string of an object specified by the object _ id Parameters dbpath : string , path to SQLite database file set _ object : object ( either TestSet or TrainSet ) which is stored in the database o...
engine = create_engine ( 'sqlite:////' + dbpath ) session_cl = sessionmaker ( bind = engine ) session = session_cl ( ) tmp_object = session . query ( set_object ) . get ( object_id ) session . close ( ) return tmp_object . real_id
def _flush_graph_val ( self ) : """Send all new and changed graph values to the database ."""
if not self . _graphvals2set : return delafter = { } for graph , key , branch , turn , tick , value in self . _graphvals2set : if ( graph , key , branch ) in delafter : delafter [ graph , key , branch ] = min ( ( ( turn , tick ) , delafter [ graph , key , branch ] ) ) else : delafter [ graph...
def can_proceed ( self ) : """Checks whether app can proceed : return : True iff app is not locked and times since last update < app update interval"""
now = datetime . datetime . now ( ) delta = datetime . timedelta ( days = self . update_interval ) return now >= self . last_update + delta
def list_shares ( self , prefix = None , marker = None , num_results = None , include_metadata = False , timeout = None ) : '''Returns a generator to list the shares under the specified account . The generator will lazily follow the continuation tokens returned by the service and stop when all shares have been ...
include = 'metadata' if include_metadata else None operation_context = _OperationContext ( location_lock = True ) kwargs = { 'prefix' : prefix , 'marker' : marker , 'max_results' : num_results , 'include' : include , 'timeout' : timeout , '_context' : operation_context } resp = self . _list_shares ( ** kwargs ) return ...
def create_system ( self , new_machine_id = False ) : """Create the machine via the API"""
client_hostname = determine_hostname ( ) machine_id = generate_machine_id ( new_machine_id ) branch_info = self . branch_info if not branch_info : return False remote_branch = branch_info [ 'remote_branch' ] remote_leaf = branch_info [ 'remote_leaf' ] data = { 'machine_id' : machine_id , 'remote_branch' : remote_br...
def put ( self , page , payload , parms = None ) : '''Puts an XML object on the server - used to update Redmine items . Returns nothing useful .'''
if self . readonlytest : print 'Redmine read only test: Pretending to update: ' + page else : return self . open ( page , parms , payload , HTTPrequest = self . PUT_Request )
def load_presets ( self , presets_path = None ) : """Load presets from disk . Read JSON formatted preset data from the specified path , or the default location at ` ` / var / lib / sos / presets ` ` . : param presets _ path : a directory containing JSON presets ."""
presets_path = presets_path or self . presets_path if not os . path . exists ( presets_path ) : return for preset_path in os . listdir ( presets_path ) : preset_path = os . path . join ( presets_path , preset_path ) try : preset_data = json . load ( open ( preset_path ) ) except ValueError : ...
def isbns ( self , key , value ) : """Populate the ` ` isbns ` ` key ."""
def _get_medium ( value ) : def _normalize ( medium ) : schema = load_schema ( 'hep' ) valid_media = schema [ 'properties' ] [ 'isbns' ] [ 'items' ] [ 'properties' ] [ 'medium' ] [ 'enum' ] medium = medium . lower ( ) . replace ( '-' , '' ) . replace ( ' ' , '' ) if medium in valid_m...
def new ( type_dict , type_factory , * type_parameters ) : """Create a fully reified type from a type schema ."""
type_tuple = ( type_factory , ) + type_parameters if type_tuple not in type_dict : factory = TypeFactory . get_factory ( type_factory ) reified_type = factory . create ( type_dict , * type_parameters ) type_dict [ type_tuple ] = reified_type return type_dict [ type_tuple ]
def check_param ( param , param_name , dtype , constraint = None , iterable = True , max_depth = 2 ) : """checks the dtype of a parameter , and whether it satisfies a numerical contraint Parameters param : object param _ name : str , name of the parameter dtype : str , desired dtype of the parameter con...
msg = [ ] msg . append ( param_name + " must be " + dtype ) if iterable : msg . append ( " or nested iterable of depth " + str ( max_depth ) + " containing " + dtype + "s" ) msg . append ( ", but found " + param_name + " = {}" . format ( repr ( param ) ) ) if constraint is not None : msg = ( " " + constraint ) ...
def ensure_xpointer_compatibility ( node_id ) : """makes a given node ID xpointer compatible . xpointer identifiers must not contain ' : ' , so we ' ll replace it by ' _ ' . Parameters node _ id : str or unicode or int a node or edge ID Returns xpointer _ id : str or unicode or int int IDs are retur...
assert isinstance ( node_id , ( int , str , unicode ) ) , "node ID must be an int, str or unicode, not" . format ( type ( node_id ) ) if isinstance ( node_id , ( str , unicode ) ) : return FORBIDDEN_XPOINTER_RE . sub ( '_' , node_id ) else : return node_id
def create_gce_image ( zone , project , instance_name , name , description ) : """Shuts down the instance and creates and image from the disk . Assumes that the disk name is the same as the instance _ name ( this is the default behavior for boot disks on GCE ) ."""
disk_name = instance_name try : down_gce ( instance_name = instance_name , project = project , zone = zone ) except HttpError as e : if e . resp . status == 404 : log_yellow ( "the instance {} is already down" . format ( instance_name ) ) else : raise e body = { "rawDisk" : { } , "name" : na...
def reload ( self , client = None ) : """Reload properties from Cloud Storage . If : attr : ` user _ project ` is set , bills the API request to that project . : type client : : class : ` ~ google . cloud . storage . client . Client ` or ` ` NoneType ` ` : param client : the client to use . If not passed , ...
client = self . _require_client ( client ) query_params = self . _query_params # Pass only ' ? projection = noAcl ' here because ' acl ' and related # are handled via custom endpoints . query_params [ "projection" ] = "noAcl" api_response = client . _connection . api_request ( method = "GET" , path = self . path , quer...
def create ( self , rate , amount , order_type , pair ) : '''create new order function : param rate : float : param amount : float : param order _ type : str ; set ' buy ' or ' sell ' : param pair : str ; set ' btc _ jpy ' '''
nonce = nounce ( ) payload = { 'rate' : rate , 'amount' : amount , 'order_type' : order_type , 'pair' : pair } url = 'https://coincheck.com/api/exchange/orders' body = 'rate={rate}&amount={amount}&order_type={order_type}&pair={pair}' . format ( ** payload ) message = nonce + url + body signature = hmac . new ( self . s...
def _assign_uid ( self , sid ) : """Purpose : Assign a uid to the current object based on the sid passed"""
self . _uid = ru . generate_id ( 'task.%(item_counter)04d' , ru . ID_CUSTOM , namespace = sid )
def get_repository_config ( namespace , config , snapshot_id ) : """Get a method configuration from the methods repository . Args : namespace ( str ) : Methods namespace config ( str ) : config name snapshot _ id ( int ) : snapshot _ id of the method Swagger : https : / / api . firecloud . org / # ! / M...
uri = "configurations/{0}/{1}/{2}" . format ( namespace , config , snapshot_id ) return __get ( uri )
def paths ( self ) : """Get list of paths to look in for configuration data"""
filename = '.mbed_cloud_config.json' return [ # Global config in / etc for * nix users "/etc/%s" % filename , # Config file in home directory os . path . join ( os . path . expanduser ( "~" ) , filename ) , # Config file in current directory os . path . join ( os . getcwd ( ) , filename ) , # Config file specified usin...
def properties_changed ( self , properties , changed_properties , invalidated_properties ) : value = changed_properties . get ( 'Value' ) """Called when a Characteristic property has changed ."""
if value is not None : self . service . device . characteristic_value_updated ( characteristic = self , value = bytes ( value ) )
def _compute ( self , arrays , dates , assets , mask ) : """Compute our stored expression string with numexpr ."""
out = full ( mask . shape , self . missing_value , dtype = self . dtype ) # This writes directly into our output buffer . numexpr . evaluate ( self . _expr , local_dict = { "x_%d" % idx : array for idx , array in enumerate ( arrays ) } , global_dict = { 'inf' : inf } , out = out , ) return out
def by_filter ( cls , session , opts , ** kwargs ) : """Get packages from given filters . : param session : SQLAlchemy session : type session : : class : ` sqlalchemy . Session ` : param opts : filtering options : type opts : ` dict : return : package instances : rtype : generator of : class : ` pyshop ...
where = [ ] if opts . get ( 'local_only' ) : where . append ( cls . local == True ) if opts . get ( 'names' ) : where . append ( cls . name . in_ ( opts [ 'names' ] ) ) if opts . get ( 'classifiers' ) : ids = [ c . id for c in opts . get ( 'classifiers' ) ] cls_pkg = classifier__package qry = sessio...
def get_catalogue ( self , locale ) : """Reloads messages catalogue if requested after more than one second since last reload"""
if locale is None : locale = self . locale if locale not in self . catalogues or datetime . now ( ) - self . last_reload > timedelta ( seconds = 1 ) : self . _load_catalogue ( locale ) self . last_reload = datetime . now ( ) return self . catalogues [ locale ]
def data ( self , data ) : """: type : numppy . ndarray"""
self . _assert_shape ( data , self . _x_indexes , self . _y_indexes ) data [ data == - np . inf ] = 0.0 data [ data == np . inf ] = 0.0 self . _data = data self . _min_value = np . nanmin ( self . data ) self . _max_value = np . nanmax ( self . data ) self . _data_x_indexes = list ( range ( data . shape [ 0 ] ) ) self ...
def reply_inform ( self , connection , inform , orig_req ) : """Send an inform as part of the reply to an earlier request . Parameters connection : ClientConnection object The client to send the inform to . inform : Message object The inform message to send . orig _ req : Message object The request me...
if isinstance ( connection , ClientRequestConnection ) : self . _logger . warn ( 'Deprecation warning: do not use self.reply_inform() ' 'within a reply handler context -- ' 'use req.inform(*inform_arguments)\n' 'Traceback:\n %s' , "" . join ( traceback . format_stack ( ) ) ) # Get the underlying ClientConnectio...
def delete ( self , path ) : """Wrap the hvac delete call , using the right token for cubbyhole interactions ."""
path = sanitize_mount ( path ) val = None if path . startswith ( 'cubbyhole' ) : self . token = self . initial_token val = super ( Client , self ) . delete ( path ) self . token = self . operational_token else : super ( Client , self ) . delete ( path ) return val
def make_bcbiornaseq_object ( data ) : """load the initial bcb . rda object using bcbioRNASeq"""
if "bcbiornaseq" not in dd . get_tools_on ( data ) : return data upload_dir = tz . get_in ( ( "upload" , "dir" ) , data ) report_dir = os . path . join ( upload_dir , "bcbioRNASeq" ) safe_makedir ( report_dir ) organism = dd . get_bcbiornaseq ( data ) . get ( "organism" , None ) groups = dd . get_bcbiornaseq ( data...
def run ( self , task ) : '''Runs a task and re - schedule it'''
self . _remove_dead_greenlet ( task . name ) if isinstance ( task . timer , types . GeneratorType ) : # Starts the task immediately greenlet_ = gevent . spawn ( task . action , * task . args , ** task . kwargs ) self . active [ task . name ] . append ( greenlet_ ) try : # total _ seconds is available in Pyt...
def spawn_callback ( self , callback : Callable , * args : Any , ** kwargs : Any ) -> None : """Calls the given callback on the next IOLoop iteration . As of Tornado 6.0 , this method is equivalent to ` add _ callback ` . . . versionadded : : 4.0"""
self . add_callback ( callback , * args , ** kwargs )
def main ( arguments = None ) : # suppress ( unused - function ) """Entry point for the linter ."""
result = _parse_arguments ( arguments ) linter_funcs = _ordered ( linter_functions_from_filters , result . whitelist , result . blacklist ) global_options = vars ( result ) tool_options = tool_options_from_global ( global_options , len ( result . files ) ) any_would_run = _any_would_run ( _run_lint_on_file_exceptions ,...
def task_menu ( course , task , template_helper ) : """Displays the link to the scoreboards on the task page , if the plugin is activated for this course and the task is used in scoreboards"""
scoreboards = course . get_descriptor ( ) . get ( 'scoreboard' , [ ] ) try : tolink = [ ] for sid , scoreboard in enumerate ( scoreboards ) : if task . get_id ( ) in scoreboard [ "content" ] : tolink . append ( ( sid , scoreboard [ "name" ] ) ) if tolink : return str ( template_h...
def force_start ( self , infohash_list , value = True ) : """Force start selected torrents . : param infohash _ list : Single or list ( ) of infohashes . : param value : Force start value ( bool )"""
data = self . _process_infohash_list ( infohash_list ) data . update ( { 'value' : json . dumps ( value ) } ) return self . _post ( 'command/setForceStart' , data = data )
def get_all_unresolved ( self ) : """Returns a set of all unresolved imports ."""
assert self . final , 'Call build() before using the graph.' out = set ( ) for v in self . broken_deps . values ( ) : out |= v return out
def _build_master ( cls ) : """Prepare the master working set ."""
ws = cls ( ) try : from __main__ import __requires__ except ImportError : # The main program does not list any requirements return ws # ensure the requirements are met try : ws . require ( __requires__ ) except VersionConflict : return cls . _build_from_requirements ( __requires__ ) return ws
def verify ( self , public_pair , val , sig ) : """: param : public _ pair : a : class : ` Point < pycoin . ecdsa . Point . Point > ` on the curve : param : val : an integer value : param : sig : a pair of integers ` ` ( r , s ) ` ` representing an ecdsa signature : returns : True if and only if the signature...
order = self . _order r , s = sig if r < 1 or r >= order or s < 1 or s >= order : return False s_inverse = self . inverse ( s ) u1 = val * s_inverse u2 = r * s_inverse point = u1 * self + u2 * self . Point ( * public_pair ) v = point [ 0 ] % order return v == r
def convert ( self , inp ) : """Converts a string representation of some quantity of units into a quantities object . Args : inp ( str ) : A textual representation of some quantity of units , e . g . , " fifty kilograms " . Returns : A quantities object representing the described quantity and its unit...
inp = self . _preprocess ( inp ) n = NumberService ( ) . longestNumber ( inp ) units = self . extractUnits ( inp ) # Convert to quantity object , attempt conversion quantity = pq . Quantity ( float ( n ) , units [ 0 ] ) quantity . units = units [ 1 ] return quantity
def sign ( self , payload ) : """Sign payload using the supplied authenticator"""
if self . authenticator : return self . authenticator . signed ( payload ) return payload
def alter_change_column ( self , table , column , field ) : """Support change columns ."""
return self . _update_column ( table , column , lambda a , b : b )
def imagetransformer_base_10l_8h_big_uncond_dr03_dan_64_2d ( ) : """big 1d model for unconditional generation on imagenet ."""
hparams = image_transformer2d_base ( ) hparams . unconditional = True hparams . hidden_size = 512 hparams . batch_size = 1 hparams . img_len = 64 hparams . num_heads = 8 hparams . filter_size = 2048 hparams . batch_size = 1 hparams . max_length = 3075 hparams . max_length = 14000 hparams . layer_preprocess_sequence = "...
def get_tensor_num_entries ( self , tensor_name , partial_layout = None , mesh_dimension_to_size = None ) : """The number of entries in a tensor . If partial _ layout is specified , then mesh _ dimension _ to _ size must also be . In this case , the number of entries on a single device is returned . Args : ...
shape = self . get_tensor_shape ( tensor_name ) # We don ' t have to worry about divisiblity issues because Mesh TensorFlow # only allows evenly divisible assignments . num_entries = 1 for dim in shape . dims : num_entries = num_entries * dim . value if not partial_layout : return num_entries for mtf_dimension_...
def get_feature_variable_boolean ( self , feature_key , variable_key , user_id , attributes = None ) : """Returns value for a certain boolean variable attached to a feature flag . Args : feature _ key : Key of the feature whose variable ' s value is being accessed . variable _ key : Key of the variable whose ...
variable_type = entities . Variable . Type . BOOLEAN return self . _get_feature_variable_for_type ( feature_key , variable_key , variable_type , user_id , attributes )
def get_db_references ( cls , entry ) : """get list of ` models . DbReference ` from XML node entry : param entry : XML node entry : return : list of : class : ` pyuniprot . manager . models . DbReference `"""
db_refs = [ ] for db_ref in entry . iterfind ( "./dbReference" ) : db_ref_dict = { 'identifier' : db_ref . attrib [ 'id' ] , 'type_' : db_ref . attrib [ 'type' ] } db_refs . append ( models . DbReference ( ** db_ref_dict ) ) return db_refs
def _check_hetcaller ( item ) : """Ensure upstream SV callers requires to heterogeneity analysis are available ."""
svs = _get_as_list ( item , "svcaller" ) hets = _get_as_list ( item , "hetcaller" ) if hets or any ( [ x in svs for x in [ "titancna" , "purecn" ] ] ) : if not any ( [ x in svs for x in [ "cnvkit" , "gatk-cnv" ] ] ) : raise ValueError ( "Heterogeneity caller used but need CNV calls. Add `gatk4-cnv` " "or `c...
def analyze ( self , count ) : """Analyze count data from : meth : ` PDFHistogram . count ` . Turns an array of counts ( see : meth : ` PDFHistogram . count ` ) into a histogram of probabilities , and estimates the mean , standard deviation , and other statistical characteristics of the corresponding probab...
if numpy . ndim ( count ) != 1 : raise ValueError ( 'count must have dimension 1' ) if len ( count ) == len ( self . midpoints ) + 2 : norm = numpy . sum ( count ) data = numpy . asarray ( count [ 1 : - 1 ] ) / norm elif len ( count ) != len ( self . midpoints ) : raise ValueError ( 'wrong data length: ...
def save_macros ( self , filepath , macros ) : """Saves macros to file Parameters filepath : String \t Path to macro file macros : String \t Macro code"""
io_error_text = _ ( "Error writing to file {filepath}." ) io_error_text = io_error_text . format ( filepath = filepath ) # Make sure that old macro file does not get lost on abort save tmpfile = filepath + "~" try : wx . BeginBusyCursor ( ) self . main_window . grid . Disable ( ) with open ( tmpfile , "w" )...
def zoom_to_ligand ( self ) : """Zoom in too ligand and its interactions ."""
cmd . center ( self . ligname ) cmd . orient ( self . ligname ) cmd . turn ( 'x' , 110 ) # If the ligand is aligned with the longest axis , aromatic rings are hidden if 'AllBSRes' in cmd . get_names ( "selections" ) : cmd . zoom ( '%s or AllBSRes' % self . ligname , 3 ) else : if self . object_exists ( self . l...
def hasScoreBetterThan ( self , score ) : """Is there an HSP with a score better than a given value ? @ return : A C { bool } , C { True } if there is at least one HSP in the alignments for this title with a score better than C { score } ."""
# Note : Do not assume that HSPs in an alignment are sorted in # decreasing order ( as they are in BLAST output ) . If we could # assume that , we could just check the first HSP in each alignment . for hsp in self . hsps ( ) : if hsp . betterThan ( score ) : return True return False
def start_stop_video ( self ) : """Start and stop the video , and change the button ."""
if self . parent . info . dataset is None : self . parent . statusBar ( ) . showMessage ( 'No Dataset Loaded' ) return # & is added automatically by PyQt , it seems if 'Start' in self . idx_button . text ( ) . replace ( '&' , '' ) : try : self . update_video ( ) except IndexError as er : ...
def smallest_pair_diff ( pairs_list ) : """This function find the smallest difference in the pairs of the given list of tuples . Examples : smallest _ pair _ diff ( [ ( 3 , 5 ) , ( 1 , 7 ) , ( 10 , 3 ) , ( 1 , 2 ) ] ) - > 1 smallest _ pair _ diff ( [ ( 4 , 6 ) , ( 12 , 8 ) , ( 11 , 4 ) , ( 2 , 13 ) ] ) - > 2 ...
diff_list = [ abs ( a - b ) for a , b in pairs_list ] min_diff = min ( diff_list ) return min_diff
def sobol ( N , dim , scrambled = 1 ) : """Sobol sequence . Parameters N : int length of sequence dim : int dimension scrambled : int which scrambling method to use : + 0 : no scrambling + 1 : Owen ' s scrambling + 2 : Faure - Tezuka + 3 : Owen + Faure - Tezuka Returns ( N , dim ) numpy ar...
while ( True ) : seed = np . random . randint ( 2 ** 32 ) out = lowdiscrepancy . sobol ( N , dim , scrambled , seed , 1 , 0 ) if ( scrambled == 0 ) or ( ( out < 1. ) . all ( ) and ( out > 0. ) . all ( ) ) : # no need to test if scrambled = = 0 return out
def write_data ( self , buf ) : """Send data to the device . If the write fails for any reason , an : obj : ` IOError ` exception is raised . : param buf : the data to send . : type buf : list ( int ) : return : success status . : rtype : bool"""
if sys . version_info [ 0 ] < 3 : str_buf = '' . join ( map ( chr , buf ) ) else : str_buf = bytes ( buf ) result = self . dev . controlWrite ( libusb1 . LIBUSB_ENDPOINT_OUT | libusb1 . LIBUSB_TYPE_CLASS | libusb1 . LIBUSB_RECIPIENT_INTERFACE , libusb1 . LIBUSB_REQUEST_SET_CONFIGURATION , 0x200 , 0 , str_buf , ...