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def has_error ( self ) : """Queries the server to check if the job has an error . Returns True or False ."""
self . get_info ( ) if 'status' not in self . info : return False if 'hasError' not in self . info [ 'status' ] : return False return self . info [ 'status' ] [ 'hasError' ]
def write_fits ( self , fitsfile ) : """Write the ROI model to a FITS file ."""
tab = self . create_table ( ) hdu_data = fits . table_to_hdu ( tab ) hdus = [ fits . PrimaryHDU ( ) , hdu_data ] fits_utils . write_hdus ( hdus , fitsfile )
def visit ( d , op ) : """Recursively call op ( d ) for all list subelements and dictionary ' values ' that d may have ."""
op ( d ) if isinstance ( d , list ) : for i in d : visit ( i , op ) elif isinstance ( d , dict ) : for i in itervalues ( d ) : visit ( i , op )
def create_ondemand_instances ( ec2 , image_id , spec , num_instances = 1 ) : """Requests the RunInstances EC2 API call but accounts for the race between recently created instance profiles , IAM roles and an instance creation that refers to them . : rtype : list [ Instance ]"""
instance_type = spec [ 'instance_type' ] log . info ( 'Creating %s instance(s) ... ' , instance_type ) for attempt in retry_ec2 ( retry_for = a_long_time , retry_while = inconsistencies_detected ) : with attempt : return ec2 . run_instances ( image_id , min_count = num_instances , max_count = num_instances ...
def download ( self , chunk_size = 1024 ) : """Download attachment Args : chunk _ size ( int ) : Byte - size of chunked download request stream Returns : BytesIO : Stream ready for reading containing the attachment file contents"""
stream = BytesIO ( ) response = self . _swimlane . request ( 'get' , 'attachment/download/{}' . format ( self . file_id ) , stream = True ) for chunk in response . iter_content ( chunk_size ) : stream . write ( chunk ) stream . seek ( 0 ) return stream
def initializeSessionAsBob ( sessionState , sessionVersion , parameters ) : """: type sessionState : SessionState : type sessionVersion : int : type parameters : BobAxolotlParameters"""
sessionState . setSessionVersion ( sessionVersion ) sessionState . setRemoteIdentityKey ( parameters . getTheirIdentityKey ( ) ) sessionState . setLocalIdentityKey ( parameters . getOurIdentityKey ( ) . getPublicKey ( ) ) secrets = bytearray ( ) if sessionVersion >= 3 : secrets . extend ( RatchetingSession . getDis...
def remove_connection ( self , alias ) : """Remove connection from the registry . Raises ` ` KeyError ` ` if connection wasn ' t found ."""
errors = 0 for d in ( self . _conns , self . _kwargs ) : try : del d [ alias ] except KeyError : errors += 1 if errors == 2 : raise KeyError ( 'There is no connection with alias %r.' % alias )
def load_config ( path , env_var , default_path = None , exit_on_config_errors = True ) : '''Returns configuration dict from parsing either the file described by ` ` path ` ` or the environment variable described by ` ` env _ var ` ` as YAML .'''
if path is None : # When the passed path is None , we just want the configuration # defaults , not actually loading the whole configuration . return { } if default_path is None : # This is most likely not being used from salt , i . e . , could be salt - cloud # or salt - api which have not yet migrated to the new d...
def refine_arccalibration ( sp , poly_initial , wv_master , poldeg , nrepeat = 3 , ntimes_match_wv = 2 , nwinwidth_initial = 7 , nwinwidth_refined = 5 , times_sigma_reject = 5 , interactive = False , threshold = 0 , plottitle = None , decimal_places = 4 , ylogscale = False , geometry = None , pdf = None , debugplot = 0...
# check that nrepeat is larger than zero if nrepeat <= 0 : raise ValueError ( "Unexpected nrepeat=" , str ( nrepeat ) ) # check that the requested polynomial degree is equal or larger than # the degree of the initial polynomial if poldeg < len ( poly_initial . coef ) - 1 : raise ValueError ( "Polynomial degree ...
def handle_class_prepared ( sender , ** kwargs ) : """See if this class needs registering of fields"""
from . settings import M2M_REGISTRY , FK_REGISTRY from . registration import registry sender_app = sender . _meta . app_label sender_name = sender . _meta . model_name for key , val in list ( FK_REGISTRY . items ( ) ) : app_name , model_name = key . split ( '.' ) if app_name == sender_app and sender_name == mod...
def _create_save_scenario_action ( self ) : """Create action for save scenario dialog ."""
icon = resources_path ( 'img' , 'icons' , 'save-as-scenario.svg' ) self . action_save_scenario = QAction ( QIcon ( icon ) , self . tr ( 'Save Current Scenario' ) , self . iface . mainWindow ( ) ) message = self . tr ( 'Save current scenario to text file' ) self . action_save_scenario . setStatusTip ( message ) self . a...
def trade ( self ) : """每次交易的pivot表 Returns : pd . DataFrame 此处的pivot _ table一定要用np . sum"""
return self . history_table . pivot_table ( index = [ 'datetime' , 'account_cookie' ] , columns = 'code' , values = 'amount' , aggfunc = np . sum ) . fillna ( 0 ) . sort_index ( )
def average_build_durations ( connection , packages ) : """Return the average build duration for list of packages ( or containers ) . : param connection : txkoji . Connection : param list packages : package names . These must all be containers , or they must all be RPMs ( do not mix and match . ) : returns ...
containers = [ name for name in packages if name . endswith ( '-container' ) ] if len ( containers ) == len ( packages ) : containers = True elif len ( containers ) == 0 : containers = False else : # This is going to be too complicated to do with multicalls . raise NotImplementedError ( 'cannot mix containe...
def get_string ( self , offset = 0 ) : """Return non space chars from current position until a whitespace ."""
if not self . has_space ( offset = offset ) : return '' # Get a char for each char in the current string from pos onward # solong as the char is not whitespace . string = self . string pos = self . pos + offset for i , char in enumerate ( string [ pos : ] ) : if char . isspace ( ) : return string [ pos ...
def upload ( ) : """Uploads to PyPI"""
env = os . environ . copy ( ) print ( env ) env [ 'PYTHONPATH' ] = "./pynt" print ( env ) # subprocess . call ( [ ' ssh - add ' , ' ~ / . ssh / id _ rsa ' ] ) pipe = subprocess . Popen ( [ 'python' , 'setup.py' , 'sdist' , 'upload' ] , env = env ) pipe . wait ( )
async def reset ( request : web . Request ) -> web . Response : """Execute a reset of the requested parts of the user configuration ."""
data = await request . json ( ) ok , bad_key = _check_reset ( data ) if not ok : return web . json_response ( { 'message' : '{} is not a valid reset option' . format ( bad_key ) } , status = 400 ) log . info ( "Reset requested for {}" . format ( ', ' . join ( data . keys ( ) ) ) ) if data . get ( 'tipProbe' ) : ...
def get_response ( self , key , serializable = False ) : """Get the value of a key from etcd ."""
range_request = self . _build_get_range_request ( key , serializable = serializable ) return self . kvstub . Range ( range_request , self . timeout , credentials = self . call_credentials , metadata = self . metadata )
def command_help_long ( self ) : """Return command help for use in global parser usage string @ TODO update to support self . current _ indent from formatter"""
indent = " " * 2 # replace with current _ indent help = "Command must be one of:\n" for action_name in self . parser . valid_commands : help += "%s%-10s %-70s\n" % ( indent , action_name , self . parser . commands [ action_name ] . desc_short . capitalize ( ) ) help += '\nSee \'%s help COMMAND\' for help and inform...
def get_unix_tput_terminal_size ( ) : """Get the terminal size of a UNIX terminal using the tput UNIX command . Ref : http : / / stackoverflow . com / questions / 263890 / how - do - i - find - the - width - height - of - a - terminal - window"""
import subprocess try : proc = subprocess . Popen ( [ "tput" , "cols" ] , stdin = subprocess . PIPE , stdout = subprocess . PIPE ) output = proc . communicate ( input = None ) cols = int ( output [ 0 ] ) proc = subprocess . Popen ( [ "tput" , "lines" ] , stdin = subprocess . PIPE , stdout = subprocess ....
def getFilesFromAFolder ( path ) : """Getting all the files in a folder . Args : path : The path in which looking for the files Returns : list : The list of filenames found ."""
from os import listdir from os . path import isfile , join # onlyfiles = [ f for f in listdir ( path ) if isfile ( join ( path , f ) ) ] onlyFiles = [ ] for f in listdir ( path ) : if isfile ( join ( path , f ) ) : onlyFiles . append ( f ) return onlyFiles
def list_json_files ( directory , recursive = False ) : """Return a list of file paths for JSON files within ` directory ` . Args : directory : A path to a directory . recursive : If ` ` True ` ` , this function will descend into all subdirectories . Returns : A list of JSON file paths directly under ` ...
json_files = [ ] for top , dirs , files in os . walk ( directory ) : dirs . sort ( ) # Get paths to each file in ` files ` paths = ( os . path . join ( top , f ) for f in sorted ( files ) ) # Add all the . json files to our return collection json_files . extend ( x for x in paths if is_json ( x ) ) ...
def raise_remote_error ( error_code : int ) -> None : """Raise the appropriate error with a remote error code ."""
try : error = next ( ( v for k , v in ERROR_CODES . items ( ) if k == error_code ) ) raise RequestError ( error ) except StopIteration : raise RequestError ( 'Unknown remote error code returned: {0}' . format ( error_code ) )
def parent ( self ) : '''We use parent for some initial data'''
if not hasattr ( self , '_parent' ) : if 'parent' in self . kwargs : try : self . _parent = Page . objects . get ( id = self . kwargs [ "parent" ] ) except Exception as e : raise e else : if hasattr ( self . request , 'leonardo_page' ) : self . _parent...
def line_tokenizer ( self , text ) : """From a . txt file , outputs lines as string in list . input : 21 . u2 - wa - a - ru at - ta e2 - kal2 - la - ka _ e2 _ - ka wu - e - er 22 . . . . u2 - ul szi - . . . 23 . . . . x . . . output : [ ' 21 . u2 - wa - a - ru at - ta e2 - kal2 - la - ka _ e2 _ - ka wu - e ...
line_output = [ ] with open ( text , mode = 'r+' , encoding = 'utf8' ) as file : lines = file . readlines ( ) assert isinstance ( text , str ) , 'Incoming argument must be a string.' for line in lines : # Strip out damage characters if not self . damage : # Add ' xn ' - - missing sign or number ? li...
def get_nearest ( self , path , return_type = 'file' , strict = True , all_ = False , ignore_strict_entities = None , full_search = False , ** kwargs ) : '''Walk up the file tree from the specified path and return the nearest matching file ( s ) . Args : path ( str ) : The file to search from . return _ typ...
entities = { } for ent in self . entities . values ( ) : m = ent . regex . search ( path ) if m : entities [ ent . name ] = ent . _astype ( m . group ( 1 ) ) # Remove any entities we want to ignore when strict matching is on if strict and ignore_strict_entities is not None : for k in ignore_strict_e...
def generate_one ( self ) : """Generate a single element . Returns element An element from the domain . Examples > > > generator = RepellentGenerator ( [ ' a ' , ' b ' ] ) > > > gen _ item = generator . generate _ one ( ) > > > gen _ item in [ ' a ' , ' b ' ] True"""
# Get the weights for all items in the domain weights = [ self . probability_func ( self . generated [ element ] ) for element in self . domain ] # Sample from the domain using the weights element = random . choices ( self . domain , weights = weights ) [ 0 ] # Update the generated values and return self . generated [ ...
def item_at ( self , row , column ) : """Returns the TableItem instance at row , column cordinates Args : row ( int ) : zero based index column ( int ) : zero based index"""
return self . children [ str ( row ) ] . children [ str ( column ) ]
def upload_file ( self , localFileName , remoteFileName = None , connId = 'default' ) : """Sends file from local drive to current directory on FTP server in binary mode . Returns server output . Parameters : - localFileName - file name or path to a file on a local drive . - remoteFileName ( optional ) - a n...
thisConn = self . __getConnection ( connId ) outputMsg = "" remoteFileName_ = "" localFilePath = os . path . normpath ( localFileName ) if not os . path . isfile ( localFilePath ) : raise FtpLibraryError ( "Valid file path should be provided." ) else : if remoteFileName == None : fileTuple = os . path ....
def olympic_sprints ( data_set = 'rogers_girolami_data' ) : """All olympics sprint winning times for multiple output prediction ."""
X = np . zeros ( ( 0 , 2 ) ) Y = np . zeros ( ( 0 , 1 ) ) cats = { } for i , dataset in enumerate ( [ olympic_100m_men , olympic_100m_women , olympic_200m_men , olympic_200m_women , olympic_400m_men , olympic_400m_women ] ) : data = dataset ( ) year = data [ 'X' ] time = data [ 'Y' ] X = np . vstack ( (...
def clear_published ( self ) : """stub"""
if ( self . get_published_metadata ( ) . is_read_only ( ) or self . get_published_metadata ( ) . is_required ( ) ) : raise NoAccess ( ) self . my_osid_object_form . _my_map [ 'published' ] = self . _published_metadata [ 'default_published_values' ] [ 0 ]
async def do_after_sleep ( delay : float , coro , * args , ** kwargs ) : """Performs an action after a set amount of time . This function only calls the coroutine after the delay , preventing asyncio complaints about destroyed coros . : param delay : Time in seconds : param coro : Coroutine to run : param...
await asyncio . sleep ( delay ) return await coro ( * args , ** kwargs )
def _get_property ( name ) : """Delegate property to self . loop"""
ret = property ( lambda self : getattr ( self . loop , name ) ) if six . PY3 : # _ _ doc _ _ is readonly in Py2 try : ret . __doc__ = getattr ( TrainLoop , name ) . __doc__ except AttributeError : pass return ret
def _process_dbxref ( self ) : """We bring in the dbxref identifiers and store them in a hashmap for lookup in other functions . Note that some dbxrefs aren ' t mapped to identifiers . For example , 5004018 is mapped to a string , " endosome & imaginal disc epithelial cell | somatic clone . . . " In those...
raw = '/' . join ( ( self . rawdir , 'dbxref' ) ) LOG . info ( "processing dbxrefs" ) line_counter = 0 with open ( raw , 'r' ) as f : filereader = csv . reader ( f , delimiter = '\t' , quotechar = '\"' ) f . readline ( ) # read the header row ; skip for line in filereader : ( dbxref_id , db_id ,...
def scalar ( self , value , step , name ) : """Plot a scalar value . : param value : int or float , the value on the y - axis : param step : int or float , the value on the x - axis : param name : String , the name of the variable to be used during visualization"""
# Spaces not allowed for scalar variable name assert len ( name . split ( " " ) ) < 2 , "Ensure that you don't have spaces in your variable name, use '_' instead." name = "scalar_" + name self . previous . append ( name ) if self . previous [ - 1 ] not in self . previous [ : - 1 ] : self . c . execute ( """INSERT I...
def p_nonfluent_def ( self , p ) : '''nonfluent _ def : IDENT LPAREN param _ list RPAREN COLON LCURLY NON _ FLUENT COMMA type _ spec COMMA DEFAULT ASSIGN _ EQUAL range _ const RCURLY SEMI | IDENT COLON LCURLY NON _ FLUENT COMMA type _ spec COMMA DEFAULT ASSIGN _ EQUAL range _ const RCURLY SEMI'''
if len ( p ) == 16 : p [ 0 ] = PVariable ( name = p [ 1 ] , fluent_type = 'non-fluent' , range_type = p [ 9 ] , param_types = p [ 3 ] , default = p [ 13 ] ) else : p [ 0 ] = PVariable ( name = p [ 1 ] , fluent_type = 'non-fluent' , range_type = p [ 6 ] , default = p [ 10 ] )
def kde ( data , bw , cmap = 'hot' , method = 'hist' , scaling = 'sqrt' , alpha = 220 , cut_below = None , clip_above = None , binsize = 1 , cmap_levels = 10 , show_colorbar = False ) : """Kernel density estimation visualization : param data : data access object : param bw : kernel bandwidth ( in screen coordin...
from geoplotlib . layers import KDELayer _global_config . layers . append ( KDELayer ( data , bw , cmap , method , scaling , alpha , cut_below , clip_above , binsize , cmap_levels , show_colorbar ) )
def namedb_get_all_names ( cur , current_block , offset = None , count = None , include_expired = False ) : """Get a list of all names in the database , optionally paginated with offset and count . Exclude expired names . Include revoked names ."""
unexpired_query = "" unexpired_args = ( ) if not include_expired : # all names , including expired ones unexpired_query , unexpired_args = namedb_select_where_unexpired_names ( current_block ) unexpired_query = 'WHERE {}' . format ( unexpired_query ) query = "SELECT name FROM name_records JOIN namespaces ON nam...
def uniform_crossover ( parents ) : """Perform uniform crossover on two parent chromosomes . Randomly take genes from one parent or the other . Ex . p1 = xxxxx , p2 = yyyyy , child = xyxxy"""
chromosome_length = len ( parents [ 0 ] ) children = [ [ ] , [ ] ] for i in range ( chromosome_length ) : selected_parent = random . randint ( 0 , 1 ) # Take from the selected parent , and add it to child 1 # Take from the other parent , and add it to child 2 children [ 0 ] . append ( parents [ selected...
def _init_qualifier ( qualifier , qual_repo ) : """Initialize the flavors of a qualifier from the qualifier repo and initialize propagated ."""
qual_dict_entry = qual_repo [ qualifier . name ] qualifier . propagated = False if qualifier . tosubclass is None : if qual_dict_entry . tosubclass is None : qualifier . tosubclass = True else : qualifier . tosubclass = qual_dict_entry . tosubclass if qualifier . overridable is None : if qua...
def _create_lists ( config , results , current , stack , inside_cartesian = None ) : """An ugly recursive method to transform config dict into a tree of AbstractNestedList ."""
# Have we done it already ? try : return results [ current ] except KeyError : pass # Check recursion depth and detect loops if current in stack : raise ConfigurationError ( 'Rule {!r} is recursive: {!r}' . format ( stack [ 0 ] , stack ) ) if len ( stack ) > 99 : raise ConfigurationError ( 'Rule {!r} is...
def get_pool_context ( self ) : # TODO : Add in - process caching """Builds context for the WF pool . Returns : Context dict ."""
context = { self . current . lane_id : self . current . role , 'self' : self . current . role } for lane_id , role_id in self . current . pool . items ( ) : if role_id : context [ lane_id ] = lazy_object_proxy . Proxy ( lambda : self . role_model ( super_context ) . objects . get ( role_id ) ) return contex...
async def unregister ( self , channel , event , callback ) : """Safely unregister a callback from the list of ` ` event ` ` callbacks for ` ` channel _ name ` ` . : param channel : channel name : param event : event name : param callback : callback to execute when event on channel occurs : return : a coro...
channel = self . channel ( channel , create = False ) if channel : channel . unregister ( event , callback ) if not channel : await channel . disconnect ( ) self . channels . pop ( channel . name ) return channel
def fetch_host_ip ( host : str ) -> str : """Fetch ip by host"""
try : ip = socket . gethostbyname ( host ) except socket . gaierror : return '' return ip
def pseudo_raw_input ( self , prompt : str ) -> str : """Began life as a copy of cmd ' s cmdloop ; like raw _ input but - accounts for changed stdin , stdout - if input is a pipe ( instead of a tty ) , look at self . echo to decide whether to print the prompt and the input"""
if self . use_rawinput : try : if sys . stdin . isatty ( ) : # Wrap in try since terminal _ lock may not be locked when this function is called from unit tests try : # A prompt is about to be drawn . Allow asynchronous changes to the terminal . self . terminal_lock . release ( ) ...
def draw_pdf ( buffer , invoice ) : """Draws the invoice"""
canvas = Canvas ( buffer , pagesize = A4 ) canvas . translate ( 0 , 29.7 * cm ) canvas . setFont ( 'Helvetica' , 10 ) canvas . saveState ( ) header_func ( canvas ) canvas . restoreState ( ) canvas . saveState ( ) footer_func ( canvas ) canvas . restoreState ( ) canvas . saveState ( ) address_func ( canvas ) canvas . re...
def clear ( self ) : """Clear the statement _ group , citation , evidence , and annotations ."""
self . statement_group = None self . citation . clear ( ) self . evidence = None self . annotations . clear ( )
def get_actions ( self , commands ) : """Get parameterized actions from command list based on command type and verb ."""
actions = [ ] for type , turn_based , verb in commands : if len ( self . action_filter ) != 0 and verb not in self . action_filter : continue if type == 'DiscreteMovement' : if verb in { "move" , "turn" , "look" , "strafe" , "jumpmove" , "jumpstrafe" } : actions . append ( verb + " 1...
def saveSheets ( fn , * vsheets , confirm_overwrite = False ) : 'Save sheet ` vs ` with given filename ` fn ` .'
givenpath = Path ( fn ) # determine filetype to save as filetype = '' basename , ext = os . path . splitext ( fn ) if ext : filetype = ext [ 1 : ] filetype = filetype or options . save_filetype if len ( vsheets ) > 1 : if not fn . endswith ( '/' ) : # forcibly specify save individual files into directory by end...
def run ( samples , run_parallel , stage ) : """Run structural variation detection . The stage indicates which level of structural variant calling to run . - initial , callers that can be used in subsequent structural variation steps ( cnvkit - > lumpy ) - standard , regular batch calling - ensemble , post ...
to_process , extras , background = _batch_split_by_sv ( samples , stage ) processed = run_parallel ( "detect_sv" , ( [ xs , background , stage ] for xs in to_process . values ( ) ) ) finalized = ( run_parallel ( "finalize_sv" , [ ( [ xs [ 0 ] for xs in processed ] , processed [ 0 ] [ 0 ] [ "config" ] ) ] ) if len ( pro...
def transformer_en_de_512 ( dataset_name = None , src_vocab = None , tgt_vocab = None , pretrained = False , ctx = cpu ( ) , root = os . path . join ( get_home_dir ( ) , 'models' ) , ** kwargs ) : r"""Transformer pretrained model . Embedding size is 400 , and hidden layer size is 1150. Parameters dataset _ na...
predefined_args = { 'num_units' : 512 , 'hidden_size' : 2048 , 'dropout' : 0.1 , 'epsilon' : 0.1 , 'num_layers' : 6 , 'num_heads' : 8 , 'scaled' : True , 'share_embed' : True , 'embed_size' : 512 , 'tie_weights' : True , 'embed_initializer' : None } mutable_args = frozenset ( [ 'num_units' , 'hidden_size' , 'dropout' ,...
def from_str ( cls , tagstring ) : """Create a tag by parsing the tag of a message : param tagstring : A tag string described in the irc protocol : type tagstring : : class : ` str ` : returns : A tag : rtype : : class : ` Tag ` : raises : None"""
m = cls . _parse_regexp . match ( tagstring ) return cls ( name = m . group ( 'name' ) , value = m . group ( 'value' ) , vendor = m . group ( 'vendor' ) )
def _transform_filter_to_sql ( filter_block , node , context ) : """Transform a Filter block to its corresponding SQLAlchemy expression . Args : filter _ block : Filter , the Filter block to transform . node : SqlNode , the node Filter block applies to . context : CompilationContext , global compilation sta...
expression = filter_block . predicate return _expression_to_sql ( expression , node , context )
def mod ( ctx , number , divisor ) : """Returns the remainder after number is divided by divisor"""
number = conversions . to_decimal ( number , ctx ) divisor = conversions . to_decimal ( divisor , ctx ) return number - divisor * _int ( ctx , number / divisor )
def get ( self , sid ) : """Constructs a DocumentContext : param sid : The sid : returns : twilio . rest . preview . sync . service . document . DocumentContext : rtype : twilio . rest . preview . sync . service . document . DocumentContext"""
return DocumentContext ( self . _version , service_sid = self . _solution [ 'service_sid' ] , sid = sid , )
def random_sense ( ambiguous_word : str , pos = None ) -> "wn.Synset" : """Returns a random sense . : param ambiguous _ word : String , a single word . : param pos : String , one of ' a ' , ' r ' , ' s ' , ' n ' , ' v ' , or None . : return : A random Synset ."""
if pos is None : return custom_random . choice ( wn . synsets ( ambiguous_word ) ) else : return custom_random . choice ( wn . synsets ( ambiguous_word , pos ) )
def address ( self ) : """Should be called to get client direct address @ method address @ returns { String } client direct address"""
if self . isDirect ( ) : base36 = self . _iban [ 4 : ] asInt = int ( base36 , 36 ) return to_checksum_address ( pad_left_hex ( baseN ( asInt , 16 ) , 20 ) ) return ""
def delete_thumbnails ( self , source_cache = None ) : """Delete any thumbnails generated from the source image . : arg source _ cache : An optional argument only used for optimisation where the source cache instance is already known . : returns : The number of files deleted ."""
source_cache = self . get_source_cache ( ) deleted = 0 if source_cache : thumbnail_storage_hash = utils . get_storage_hash ( self . thumbnail_storage ) for thumbnail_cache in source_cache . thumbnails . all ( ) : # Only attempt to delete the file if it was stored using the # same storage as is currently use...
def render ( self , template_name : str , ** ctx ) : """Convenience method for rendering a template . : param template _ name : The template ' s name . Can either be a full path , or a filename in the controller ' s template folder . : param ctx : Context variables to pass into the template ."""
if '.' not in template_name : template_file_extension = ( self . Meta . template_file_extension or app . config . TEMPLATE_FILE_EXTENSION ) template_name = f'{template_name}{template_file_extension}' if self . Meta . template_folder_name and os . sep not in template_name : template_name = os . path . join (...
def get_most_specific_tinfo_dcnt ( goids , go2nt ) : """Get the GO ID with the highest GO term annotation information value ."""
# go2nt _ usr = { go : go2nt [ go ] for go in goids } # return max ( go2nt _ usr . items ( ) , key = lambda t : [ t [ 1 ] . tinfo , t [ 1 ] . dcnt ] ) [ 0] return max ( _get_go2nt ( goids , go2nt ) , key = lambda t : [ t [ 1 ] . tinfo , t [ 1 ] . dcnt ] ) [ 0 ]
def fetch_state_data ( self , states ) : """Fetch census estimates from table ."""
print ( "Fetching census data" ) for table in CensusTable . objects . all ( ) : api = self . get_series ( table . series ) for variable in table . variables . all ( ) : estimate = "{}_{}" . format ( table . code , variable . code ) print ( ">> Fetching {} {} {}" . format ( table . year , table ....
def collect ( self , top , sup , argv = None , parent = "" ) : """means this element is part of a larger object , hence a property of that object"""
try : argv_copy = sd_copy ( argv ) return [ self . repr ( top , sup , argv_copy , parent = parent ) ] , [ ] except AttributeError as exc : print ( "#!!!!" , exc ) return [ ] , [ ]
def is_palatal ( c , lang ) : """Is the character a palatal"""
o = get_offset ( c , lang ) return ( o >= PALATAL_RANGE [ 0 ] and o <= PALATAL_RANGE [ 1 ] )
def has_entry ( self , name ) : # type : ( str ) - > bool '''An internal method to tell if we have already parsed an entry of the named type . Parameters : name - The name of the entry to check . Returns : True if we have already parsed an entry of the named type , False otherwise .'''
return getattr ( self . dr_entries , name ) or getattr ( self . ce_entries , name )
def interrupt_kernel ( self ) : """Interrupt kernel of current client ."""
client = self . get_current_client ( ) if client is not None : self . switch_to_plugin ( ) client . stop_button_click_handler ( )
def value ( self , n = 0 ) : """Returns the value or values measured by the sensor . Check num _ values to see how many values there are . Values with N > = num _ values will return an error . The values are fixed point numbers , so check decimals to see if you need to divide to get the actual value ."""
n = int ( n ) self . _value [ n ] , value = self . get_attr_int ( self . _value [ n ] , 'value' + str ( n ) ) return value
def model_code_key_prefix ( code_location_key_prefix , model_name , image ) : """Returns the s3 key prefix for uploading code during model deployment The location returned is a potential concatenation of 2 parts 1 . code _ location _ key _ prefix if it exists 2 . model _ name or a name derived from the image ...
training_job_name = sagemaker . utils . name_from_image ( image ) return '/' . join ( filter ( None , [ code_location_key_prefix , model_name or training_job_name ] ) )
def arange ( start , stop = None , step = 1.0 , repeat = 1 , infer_range = False , name = None , dtype = None ) : """Returns evenly spaced values within a given interval . Values are generated within the half - open interval [ ` start ` , ` stop ` ) . In other words , the interval includes ` start ` but exclude...
if dtype is None : dtype = _numpy . float32 return _internal . _arange ( start = start , stop = stop , step = step , repeat = repeat , infer_range = infer_range , name = name , dtype = dtype )
def drop_database ( self , name_or_database ) : """Drop a database . Raises : class : ` TypeError ` if ` name _ or _ database ` is not an instance of : class : ` basestring ` ( : class : ` str ` in python 3 ) or : class : ` ~ pymongo . database . Database ` . : Parameters : - ` name _ or _ database ` : th...
name = name_or_database if isinstance ( name , database . Database ) : name = name . name if not isinstance ( name , string_type ) : raise TypeError ( "name_or_database must be an instance " "of %s or a Database" % ( string_type . __name__ , ) ) self . _purge_index ( name ) with self . _socket_for_reads ( ReadP...
def _cutoff ( table , frequency_cutoff ) : '''Generate new codon frequency table given a mean cutoff . : param table : codon frequency table of form { amino acid : codon : frequency } : type table : dict : param frequency _ cutoff : value between 0 and 1.0 for mean frequency cutoff : type frequency _ cutoff...
new_table = { } # IDEA : cutoff should be relative to most - frequent codon , not average ? for amino_acid , codons in table . iteritems ( ) : average_cutoff = frequency_cutoff * sum ( codons . values ( ) ) / len ( codons ) new_table [ amino_acid ] = { } for codon , frequency in codons . iteritems ( ) : ...
def unregister ( self , fileobj ) : """Remove interest in IO events from the specified fileobj : param fileobj : Any existing file - like object that has a fileno ( ) method and was previously registered with : meth : ` register ( ) ` : raises ValueError : if ` fileobj ` is invalid or not supported : ra...
fd = _get_fd ( fileobj ) key = self . _fd_map [ fd ] try : self . _epoll . unregister ( fd ) except OSError : pass del self . _fd_map [ fd ] return key
def get_listing_calendar ( self , listing_id , starting_date = datetime . datetime . now ( ) , calendar_months = 6 ) : """Get host availability calendar for a given listing"""
params = { '_format' : 'host_calendar_detailed' } starting_date_str = starting_date . strftime ( "%Y-%m-%d" ) ending_date_str = ( starting_date + datetime . timedelta ( days = 30 ) ) . strftime ( "%Y-%m-%d" ) r = self . _session . get ( API_URL + "/calendars/{}/{}/{}" . format ( str ( listing_id ) , starting_date_str ,...
def main ( args = None ) : """Call the CLI interface and wait for the result ."""
retcode = 0 try : ci = CliInterface ( ) args = ci . parser . parse_args ( ) result = args . func ( args ) if result is not None : print ( result ) retcode = 0 except Exception : retcode = 1 traceback . print_exc ( ) sys . exit ( retcode )
def get_lists ( client ) : '''Gets all the client ' s lists'''
response = client . authenticated_request ( client . api . Endpoints . LISTS ) return response . json ( )
def get_child_nodes ( docgraph , parent_node_id , data = False ) : """Yield all nodes that the given node dominates or spans ."""
return select_neighbors_by_edge_attribute ( docgraph = docgraph , source = parent_node_id , attribute = 'edge_type' , value = [ EdgeTypes . dominance_relation ] , data = data )
def covariance_ellipse ( P , deviations = 1 ) : """Returns a tuple defining the ellipse representing the 2 dimensional covariance matrix P . Parameters P : nd . array shape ( 2,2) covariance matrix deviations : int ( optional , default = 1) # of standard deviations . Default is 1. Returns ( angle _ ra...
U , s , _ = linalg . svd ( P ) orientation = math . atan2 ( U [ 1 , 0 ] , U [ 0 , 0 ] ) width = deviations * math . sqrt ( s [ 0 ] ) height = deviations * math . sqrt ( s [ 1 ] ) if height > width : raise ValueError ( 'width must be greater than height' ) return ( orientation , width , height )
def inference ( images , num_classes , for_training = False , restore_logits = True , scope = None ) : """Build Inception v3 model architecture . See here for reference : http : / / arxiv . org / abs / 1512.00567 Args : images : Images returned from inputs ( ) or distorted _ inputs ( ) . num _ classes : num...
# Parameters for BatchNorm . batch_norm_params = { # Decay for the moving averages . 'decay' : BATCHNORM_MOVING_AVERAGE_DECAY , # epsilon to prevent 0s in variance . 'epsilon' : 0.001 , } # Set weight _ decay for weights in Conv and FC layers . with slim . arg_scope ( [ slim . ops . conv2d , slim . ops . fc ] , weight_...
def setItemPolicy ( self , item , policy ) : """Sets the policy of the given item"""
index = item . _combobox_indices [ self . ColAction ] . get ( policy , 0 ) self . _updateItemComboBoxIndex ( item , self . ColAction , index ) combobox = self . itemWidget ( item , self . ColAction ) if combobox : combobox . setCurrentIndex ( index )
def classify_dataset ( dataset , fn ) : """Classify dataset via fn Parameters dataset : list A list of data fn : function A function which recieve : attr : ` data ` and return classification string . It if is None , a function which return the first item of the : attr : ` data ` will be used ( See ` `...
if fn is None : fn = default_classify_function # classify dataset via classify _ fn classified_dataset = OrderedDict ( ) for data in dataset : classify_name = fn ( data ) if classify_name not in classified_dataset : classified_dataset [ classify_name ] = [ ] classified_dataset [ classify_name ] ...
def appendPoint ( self , position = None , type = "line" , smooth = False , name = None , identifier = None , point = None ) : """Append a point to the contour ."""
if point is not None : if position is None : position = point . position type = point . type smooth = point . smooth if name is None : name = point . name if identifier is not None : identifier = point . identifier self . insertPoint ( len ( self . points ) , position = posit...
def add ( self , resource ) : """Add a resource change or an iterable collection of them . Allows multiple resource _ change objects for the same resource ( ie . URI ) and preserves the order of addition ."""
if isinstance ( resource , collections . Iterable ) : for r in resource : self . add_if_changed ( r ) else : self . add_if_changed ( resource )
def perform_proxy ( self , proxy_ticket , headers = None ) : '''Fetch a response from the remote CAS ` proxy ` endpoint .'''
url = self . _get_proxy_url ( ticket = proxy_ticket ) logging . debug ( '[CAS] Proxy URL: {}' . format ( url ) ) return self . _perform_cas_call ( url , ticket = proxy_ticket , headers = headers , )
def convert_from_unicode ( data ) : """converts unicode data to a string : param data : the data to convert : return :"""
# if isinstance ( data , basestring ) : if isinstance ( data , str ) : return str ( data ) elif isinstance ( data , collectionsAbc . Mapping ) : return dict ( map ( convert_from_unicode , data . items ( ) ) ) elif isinstance ( data , collectionsAbc . Iterable ) : return type ( data ) ( map ( convert_from_un...
def gen_version ( do_write = True , txt = None ) : """Generate a version based on git tag info . This will write the couchbase / _ version . py file . If not inside a git tree it will raise a CantInvokeGit exception - which is normal ( and squashed by setup . py ) if we are running from a tarball"""
if txt is None : txt = get_git_describe ( ) try : info = VersionInfo ( txt ) vstr = info . package_version except MalformedGitTag : warnings . warn ( "Malformed input '{0}'" . format ( txt ) ) vstr = '0.0.0' + txt if not do_write : print ( vstr ) return lines = ( '# This file automatically g...
def scan ( self , data , dlen = None ) : '''Scan a data block for matching signatures . @ data - A string of data to scan . @ dlen - If specified , signatures at offsets larger than dlen will be ignored . Returns a list of SignatureResult objects .'''
results = [ ] matched_offsets = set ( ) # Since data can potentially be quite a large string , make it available to other # methods via a class attribute so that it doesn ' t need to be passed around to # different methods over and over again . self . data = data # If dlen wasn ' t specified , search all of self . data...
def click_button ( self , index_or_name ) : """Click button"""
_platform_class_dict = { 'ios' : 'UIAButton' , 'android' : 'android.widget.Button' } if self . _is_support_platform ( _platform_class_dict ) : class_name = self . _get_class ( _platform_class_dict ) self . _click_element_by_class_name ( class_name , index_or_name )
def download_archive ( self , name , file_path ) : """Download archived logs of the OS Volume . Args : name : Name of the OS Volume . file _ path ( str ) : Destination file path . Returns : bool : Indicates if the resource was successfully downloaded ."""
uri = self . URI + "/archive/" + name return self . _client . download ( uri , file_path )
def _shuffle_tfrecord ( path , random_gen ) : """Shuffle a single record file in memory ."""
# Read all records record_iter = tf . compat . v1 . io . tf_record_iterator ( path ) all_records = [ r for r in utils . tqdm ( record_iter , desc = "Reading..." , unit = " examples" , leave = False ) ] # Shuffling in memory random_gen . shuffle ( all_records ) # Write all record back with tf . io . TFRecordWriter ( pat...
def validipaddr ( address ) : """Returns True if ` address ` is a valid IPv4 address . > > > validipaddr ( ' 192.168.1.1 ' ) True > > > validipaddr ( ' 192.168.1.800 ' ) False > > > validipaddr ( ' 192.168.1 ' ) False"""
try : octets = address . split ( '.' ) if len ( octets ) != 4 : return False for x in octets : if not ( 0 <= int ( x ) <= 255 ) : return False except ValueError : return False return True
def waitForEvent ( self , event_name , predicate , timeout = DEFAULT_TIMEOUT ) : """Wait for an event of a specific name that satisfies the predicate . This call will block until the expected event has been received or time out . The predicate function defines the condition the event is expected to satisfy ...
deadline = time . time ( ) + timeout while time . time ( ) <= deadline : # Calculate the max timeout for the next event rpc call . rpc_timeout = deadline - time . time ( ) if rpc_timeout < 0 : break # A single RPC call cannot exceed MAX _ TIMEOUT . rpc_timeout = min ( rpc_timeout , MAX_TIMEOUT )...
def writes ( self , nb , metadata = None , ** kwargs ) : """Return the text representation of the notebook"""
if self . fmt . get ( 'format_name' ) == 'pandoc' : metadata = insert_jupytext_info_and_filter_metadata ( metadata , self . ext , self . implementation ) cells = [ ] for cell in nb . cells : cell_metadata = filter_metadata ( copy ( cell . metadata ) , self . fmt . get ( 'cell_metadata_filter' ) , _I...
def frequency_bins ( header ) : '''Returnes the frequency - axis lower bin edge values for the spectrogram .'''
center_frequency = 1.0e6 * header [ 'rf_center_frequency' ] if header [ "number_of_subbands" ] > 1 : center_frequency += header [ "subband_spacing_hz" ] * ( header [ "number_of_subbands" ] / 2.0 - 0.5 ) return np . fft . fftshift ( np . fft . fftfreq ( int ( header [ "number_of_subbands" ] * constants . bins_per_ha...
def parse_memory ( s ) : """Converts bytes expression to number of mebibytes . If no unit is specified , ` ` MiB ` ` is used ."""
if isinstance ( s , integer ) : out = s elif isinstance ( s , float ) : out = math_ceil ( s ) elif isinstance ( s , string ) : s = s . replace ( ' ' , '' ) if not s : raise context . ValueError ( "Could not interpret %r as a byte unit" % s ) if s [ 0 ] . isdigit ( ) : for i , c in en...
def get_post_replies ( self , * args , ** kwargs ) : """Return a get _ content generator for inboxed submission replies . The additional parameters are passed directly into : meth : ` . get _ content ` . Note : the ` url ` parameter cannot be altered ."""
return self . get_content ( self . config [ 'post_replies' ] , * args , ** kwargs )
def format_camel_case ( text ) : """Example : : ThisIsVeryGood * * 中文文档 * * 将文本格式化为各单词首字母大写 , 拼接而成的长变量名 。"""
text = text . strip ( ) if len ( text ) == 0 : # if empty string , return it raise ValueError ( "can not be empty string!" ) else : text = text . lower ( ) # lower all char # delete redundant empty space words = list ( ) word = list ( ) for char in text : if char in ALPHA_DIGITS : ...
def draw_rect ( grid , attr , dc , rect ) : """Draws a rect"""
dc . SetBrush ( wx . Brush ( wx . Colour ( 15 , 255 , 127 ) , wx . SOLID ) ) dc . SetPen ( wx . Pen ( wx . BLUE , 1 , wx . SOLID ) ) dc . DrawRectangleRect ( rect )
def command_insert ( prog_name , prof_mgr , prof_name , prog_args ) : """Insert components ."""
# Retrieve arguments parser = argparse . ArgumentParser ( prog = prog_name ) parser . add_argument ( "components" , metavar = "comps" , nargs = argparse . REMAINDER , help = "system components" ) args = parser . parse_args ( prog_args ) # Profile load prof_stub = prof_mgr . load ( prof_name ) # Collect component stubs ...
def DecompressionFile ( src_fp , algorithm ) : """This looks like a class to users , but is actually a function that instantiates a class based on algorithm ."""
if algorithm == "lzma" : return lzma . open ( src_fp , "r" ) if algorithm == "snappy" : return SnappyFile ( src_fp , "rb" ) if algorithm : raise InvalidConfigurationError ( "invalid compression algorithm: {!r}" . format ( algorithm ) ) return src_fp
async def get_initial_offset_async ( self ) : # throws InterruptedException , ExecutionException """Gets the initial offset for processing the partition . : rtype : str"""
_logger . info ( "Calling user-provided initial offset provider %r %r" , self . host . guid , self . partition_id ) starting_checkpoint = await self . host . storage_manager . get_checkpoint_async ( self . partition_id ) if not starting_checkpoint : # No checkpoint was ever stored . Use the initialOffsetProvider instea...
def html ( self ) : '''Get full page HTML . . . warning : : This can get pretty slow on long pages .'''
if not getattr ( self , '_html' , False ) : query_params = { 'prop' : 'revisions' , 'rvprop' : 'content' , 'rvlimit' : 1 , 'rvparse' : '' , 'titles' : self . title } request = _wiki_request ( query_params ) self . _html = request [ 'query' ] [ 'pages' ] [ self . pageid ] [ 'revisions' ] [ 0 ] [ '*' ] return...
def matches_rule ( message , rule , destinations = None ) : "does Message message match against the specified rule ."
if not isinstance ( message , Message ) : raise TypeError ( "message must be a Message" ) # end if rule = unformat_rule ( rule ) eavesdrop = rule . get ( "eavesdrop" , "false" ) == "true" def match_message_type ( expect , actual ) : return actual == Message . type_from_string ( expect ) # end match _ message _ ...