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def add ( self , value ) : """Add a value to the buffer ."""
ind = int ( self . _ind % self . shape ) self . _pos = self . _ind % self . shape self . _values [ ind ] = value if self . _ind < self . shape : self . _ind += 1 # fast fill else : self . _ind += self . _splitValue self . _splitPos += self . _splitValue self . _cached = False
def export_avg_losses_ebrisk ( ekey , dstore ) : """: param ekey : export key , i . e . a pair ( datastore key , fmt ) : param dstore : datastore object"""
name = ekey [ 0 ] oq = dstore [ 'oqparam' ] dt = oq . loss_dt ( ) value = dstore [ name ] . value # shape ( A , L ) writer = writers . CsvWriter ( fmt = writers . FIVEDIGITS ) assets = get_assets ( dstore ) dest = dstore . build_fname ( name , 'mean' , 'csv' ) array = numpy . zeros ( len ( value ) , dt ) for l , lt in ...
def playTone ( self , freq , reps = 1 , delay = 0.1 , muteDelay = 0.0 ) : """\~english Play a tone \~chinese 播放音符 \~english @ param freq @ param reps @ param delay > = 0 ( s ) if 0 means do not delay . tone play will be Stop immediately < br > @ param muteDelay > = 0 ( s ) If 0 means no pause after play...
if freq == 0 : self . stopTone ( ) self . _delay ( delay ) # sleep ( delay ) return False if self . _pwmPlayer == None : self . _initPWMPlayer ( freq ) for r in range ( 0 , reps ) : self . _pwmPlayer . start ( self . TONE_DUTY ) self . _pwmPlayer . ChangeFrequency ( freq ) self . _delay ...
def encodeWord ( self , word ) : """Encode word in API format . : param word : Word to encode . : returns : Encoded word ."""
encoded_word = word . encode ( encoding = self . encoding , errors = 'strict' ) return Encoder . encodeLength ( len ( word ) ) + encoded_word
def delete_user ( deleted_user_id , ** kwargs ) : """Delete a user"""
# check _ perm ( kwargs . get ( ' user _ id ' ) , ' edit _ user ' ) try : user_i = db . DBSession . query ( User ) . filter ( User . id == deleted_user_id ) . one ( ) db . DBSession . delete ( user_i ) except NoResultFound : raise ResourceNotFoundError ( "User (user_id=%s) does not exist" % ( deleted_user_i...
def get_word_under_cursor ( self ) : """Returns the document word under cursor . : return : Word under cursor . : rtype : QString"""
if not re . match ( r"^\w+$" , foundations . strings . to_string ( self . get_previous_character ( ) ) ) : return QString ( ) cursor = self . textCursor ( ) cursor . movePosition ( QTextCursor . PreviousWord , QTextCursor . MoveAnchor ) cursor . movePosition ( QTextCursor . EndOfWord , QTextCursor . KeepAnchor ) re...
def set_trigger_group_bit_mask ( self , trigger_group_bit_mask ) : """Set the trigger _ group _ bit _ mask for the current group / button ."""
set_cmd = self . _create_set_property_msg ( "_trigger_group_bit_mask" , 0x0c , trigger_group_bit_mask ) self . _send_method ( set_cmd , self . _property_set )
def start_trajectory ( self , trajectory_id , time_scale = 1.0 , relative = False , reversed = False , group_mask = ALL_GROUPS ) : """starts executing a specified trajectory : param trajectory _ id : id of the trajectory ( previously defined by define _ trajectory ) : param time _ scale : time factor ; 1.0 = ...
self . _send_packet ( struct . pack ( '<BBBBBf' , self . COMMAND_START_TRAJECTORY , group_mask , relative , reversed , trajectory_id , time_scale ) )
def get_editor ( self , file ) : """Returns the Model editor associated with given file . : param file : File to search editors for . : type file : unicode : return : Editor . : rtype : Editor"""
for editor in self . __model . list_editors ( ) : if editor . file == file : return editor
def value_iteration ( self , v_init = None , epsilon = None , max_iter = None ) : """Solve the optimization problem by value iteration . See the ` solve ` method ."""
if self . beta == 1 : raise NotImplementedError ( self . _error_msg_no_discounting ) if max_iter is None : max_iter = self . max_iter if epsilon is None : epsilon = self . epsilon try : tol = epsilon * ( 1 - self . beta ) / ( 2 * self . beta ) except ZeroDivisionError : # Raised if beta = 0 tol = np...
def masked_within_block_local_attention_1d ( q , k , v , block_length = 64 , name = None ) : """Attention to the source and a neighborhood to the left within a block . The sequence is divided into blocks of length block _ length . Attention for a given query position can only see memory positions less than or e...
with tf . variable_scope ( name , default_name = "within_local_attention_1d" , values = [ q , k , v ] ) : batch , heads , length , depth_k = common_layers . shape_list ( q ) depth_v = common_layers . shape_list ( v ) [ - 1 ] if isinstance ( block_length , tf . Tensor ) : const = tf . contrib . util ...
def disconnect ( self , * args , ** kwargs ) : """Close connection , see : meth : ` . CMClient . disconnect `"""
self . logged_on = False CMClient . disconnect ( self , * args , ** kwargs )
def _jinja_sub ( self , st ) : """Create a Jina template engine , then perform substitutions on a string"""
if isinstance ( st , string_types ) : from jinja2 import Template try : for i in range ( 5 ) : # Only do 5 recursive substitutions . st = Template ( st ) . render ( ** ( self . _top . dict ) ) if '{{' not in st : break return st except Exception as e :...
def docker_monitor ( self , cidfile , tmpdir_prefix , cleanup_cidfile , process ) : # type : ( Text , Text , bool , subprocess . Popen ) - > None """Record memory usage of the running Docker container ."""
# Todo : consider switching to ` docker create ` / ` docker start ` # instead of ` docker run ` as ` docker create ` outputs the container ID # to stdout , but the container is frozen , thus allowing us to start the # monitoring process without dealing with the cidfile or too - fast # container execution cid = None whi...
def candidates ( self , word ) : """Generate possible spelling corrections for the provided word up to an edit distance of two , if and only when needed Args : word ( str ) : The word for which to calculate candidate spellings Returns : set : The set of words that are possible candidates"""
if self . known ( [ word ] ) : # short - cut if word is correct already return { word } # get edit distance 1 . . . res = [ x for x in self . edit_distance_1 ( word ) ] tmp = self . known ( res ) if tmp : return tmp # if still not found , use the edit distance 1 to calc edit distance 2 if self . _distance == 2 ...
def _unhash ( hashed , alphabet ) : """Restores a number tuple from hashed using the given ` alphabet ` index ."""
number = 0 len_alphabet = len ( alphabet ) for character in hashed : position = alphabet . index ( character ) number *= len_alphabet number += position return number
def match_events ( ref , est , window , distance = None ) : """Compute a maximum matching between reference and estimated event times , subject to a window constraint . Given two lists of event times ` ` ref ` ` and ` ` est ` ` , we seek the largest set of correspondences ` ` ( ref [ i ] , est [ j ] ) ` ` suc...
if distance is not None : # Compute the indices of feasible pairings hits = np . where ( distance ( ref , est ) <= window ) else : hits = _fast_hit_windows ( ref , est , window ) # Construct the graph input G = { } for ref_i , est_i in zip ( * hits ) : if est_i not in G : G [ est_i ] = [ ] G [ e...
def validate_redis ( self , db_data , user_data , oper ) : """Validate data in Redis . Args : db _ data ( str ) : The data store in Redis . user _ data ( str ) : The user provided data . oper ( str ) : The comparison operator . Returns : bool : True if the data passed validation ."""
passed = True # convert any int to string since playbooks don ' t support int values if isinstance ( db_data , int ) : db_data = str ( db_data ) if isinstance ( user_data , int ) : user_data = str ( user_data ) # try to sort list of strings for simple comparisons # if list has a more complex data structure the ...
def getquerydict ( self , sep = '&' , encoding = 'utf-8' , errors = 'strict' ) : """Split the query component into individual ` name = value ` pairs separated by ` sep ` and return a dictionary of query variables . The dictionary keys are the unique query variable names and the values are lists of values for ...
dict = collections . defaultdict ( list ) for name , value in self . getquerylist ( sep , encoding , errors ) : dict [ name ] . append ( value ) return dict
def verify_contracts ( ) : """Verify that the contracts are deployed correctly in the network . : raise Exception : raise exception if the contracts are not deployed correctly ."""
artifacts_path = ConfigProvider . get_config ( ) . keeper_path logger . info ( f'Keeper contract artifacts (JSON abi files) at: {artifacts_path}' ) if os . environ . get ( 'KEEPER_NETWORK_NAME' ) : logger . warning ( f'The `KEEPER_NETWORK_NAME` env var is set to ' f'{os.environ.get("KEEPER_NETWORK_NAME")}. ' f'This...
def only_extras ( self ) : """Return True if this instance only has key , value pairs for keys that are not defined in c _ params . : return : True / False"""
known = [ key for key in self . _dict . keys ( ) if key in self . c_param ] if not known : return True else : return False
def var ( type = None , # noqa default = None , name = None , title = None , description = None , required = True , examples = None , encoder = None , decoder = None , min = None , # noqa max = None , # noqa unique = None , contains = None , ** kwargs , ) : """Creates a config variable . Use this method to create...
# NOTE : this method overrides some of the builtin Python method names on purpose in # order to supply a readable and easy to understand api # In this case it is not dangerous as they are only overriden in the scope and are # never used within the scope kwargs . update ( dict ( default = default , type = type ) ) retur...
def add_presenter ( self , presenter ) : """Add presenter to a collection . If the given presenter is a : class : ` . WWebEnhancedPresenter ` instance then public routes are checked ( via : meth : ` . . WWebEnhancedPresenter . _ _ public _ routes _ _ ` method ) and are added in this route map : param presente...
self . __presenter_collection . add ( presenter ) if issubclass ( presenter , WWebEnhancedPresenter ) is True : for route in presenter . __public_routes__ ( ) : self . route_map ( ) . append ( route )
def build_info ( self ) : """Return the build ' s info"""
if 'build_info' not in self . _memo : self . _memo [ 'build_info' ] = _get_url ( self . artifact_url ( 'json' ) ) . json ( ) return self . _memo [ 'build_info' ]
def draw_summary ( self , history , title = "" ) : """Inserts a text summary at the top that lists the number of steps and total training time ."""
# Generate summary string time_str = str ( history . get_total_time ( ) ) . split ( "." ) [ 0 ] # remove microseconds summary = "Step: {} Time: {}" . format ( history . step , time_str ) if title : summary = title + "\n\n" + summary self . figure . suptitle ( summary )
def put_document ( document_path : str , content_type : str , presigned_url : str ) -> str : """Convenience method for putting a document to presigned url . > > > from las import Client > > > client = Client ( endpoint = ' < api endpoint > ' ) > > > client . put _ document ( document _ path = ' document . jpe...
body = pathlib . Path ( document_path ) . read_bytes ( ) headers = { 'Content-Type' : content_type } put_document_response = requests . put ( presigned_url , data = body , headers = headers ) put_document_response . raise_for_status ( ) return put_document_response . content . decode ( )
def fetch_next_block ( self ) : """Returns a block of results with respecting retry policy . This method only exists for backward compatibility reasons . ( Because QueryIterable has exposed fetch _ next _ block api ) . : return : List of results . : rtype : list"""
if not self . _has_more_pages ( ) : return [ ] if len ( self . _buffer ) : # if there is anything in the buffer returns that res = list ( self . _buffer ) self . _buffer . clear ( ) return res else : # fetches the next block return self . _fetch_next_block ( )
def service_healthy ( service_name , app_id = None ) : """Check whether a named service is healthy : param service _ name : the service name : type service _ name : str : param app _ id : app _ id to filter : type app _ id : str : return : True if healthy , False otherwise : rtype : bool"""
marathon_client = marathon . create_client ( ) apps = marathon_client . get_apps_for_framework ( service_name ) if apps : for app in apps : if ( app_id is not None ) and ( app [ 'id' ] != "/{}" . format ( str ( app_id ) ) ) : continue if ( app [ 'tasksHealthy' ] ) and ( app [ 'tasksRunni...
def cmd ( send , msg , args ) : """Causes the bot to snack on something . Syntax : { command } [ object ]"""
if not msg : send ( "This tastes yummy!" ) elif msg == args [ 'botnick' ] : send ( "wyang says Cannibalism is generally frowned upon." ) else : send ( "%s tastes yummy!" % msg . capitalize ( ) )
def team_players ( self , team ) : """Prints the team players in a pretty format"""
players = sorted ( team , key = lambda d : d [ 'shirtNumber' ] ) click . secho ( "%-4s %-25s %-20s %-20s %-15s" % ( "N." , "NAME" , "POSITION" , "NATIONALITY" , "BIRTHDAY" ) , bold = True , fg = self . colors . MISC ) fmt = ( u"{shirtNumber:<4} {name:<28} {position:<23} {nationality:<23}" u" {dateOfBirth:<18}"...
def get_edge_pathways ( self , edge_id ) : """Get the pathways associated with an edge . Parameters edge _ id : tup ( int , int ) Returns tup ( str , str ) | None , the edge as a pair of 2 pathways if the edge id is in this network"""
vertex0_id , vertex1_id = edge_id pw0 = self . get_pathway_from_vertex_id ( vertex0_id ) pw1 = self . get_pathway_from_vertex_id ( vertex1_id ) if not pw0 or not pw1 : return None return ( pw0 , pw1 )
def maybe_convert_dtype ( data , copy ) : """Convert data based on dtype conventions , issuing deprecation warnings or errors where appropriate . Parameters data : np . ndarray or pd . Index copy : bool Returns data : np . ndarray or pd . Index copy : bool Raises TypeError : PeriodDType data is pa...
if is_float_dtype ( data ) : # Note : we must cast to datetime64 [ ns ] here in order to treat these # as wall - times instead of UTC timestamps . data = data . astype ( _NS_DTYPE ) copy = False # TODO : deprecate this behavior to instead treat symmetrically # with integer dtypes . See discussion in GH ...
def pagerank_limit_push ( s , r , w_i , a_i , push_node , rho ) : """Performs a random step without a self - loop ."""
# Calculate the A and B quantities to infinity A_inf = rho * r [ push_node ] B_inf = ( 1 - rho ) * r [ push_node ] # Update approximate Pagerank and residual vectors s [ push_node ] += A_inf r [ push_node ] = 0.0 # Update residual vector at push node ' s adjacent nodes r [ a_i ] += B_inf * w_i
def parse_elements ( elements ) : """Parse waypoint data elements . Args : elements ( list ) : Data values for fix Returns : nmea . Waypoint : Object representing data"""
if not len ( elements ) == 5 : raise ValueError ( 'Invalid WPL waypoint data' ) # Latitude and longitude are checked for validity during Fix # instantiation latitude = parse_latitude ( elements [ 0 ] , elements [ 1 ] ) longitude = parse_longitude ( elements [ 2 ] , elements [ 3 ] ) name = elements [ 4 ] return Wayp...
def dhcp_options_present ( name , dhcp_options_id = None , vpc_name = None , vpc_id = None , domain_name = None , domain_name_servers = None , ntp_servers = None , netbios_name_servers = None , netbios_node_type = None , tags = None , region = None , key = None , keyid = None , profile = None ) : '''Ensure a set of...
ret = { 'name' : name , 'result' : True , 'comment' : '' , 'changes' : { } } _new = { 'domain_name' : domain_name , 'domain_name_servers' : domain_name_servers , 'ntp_servers' : ntp_servers , 'netbios_name_servers' : netbios_name_servers , 'netbios_node_type' : netbios_node_type } # boto provides no " update _ dhcp _ o...
def unregister ( self , obj = None ) : """Unregisters the object from the system . If None is supplied , then all objects will be unregistered : param obj : < str > or < orb . Database > or < orb . Schema > or None"""
if obj is None : self . __databases . clear ( ) self . __schemas . clear ( ) elif isinstance ( obj , orb . Schema ) : self . __schemas . pop ( obj . name ( ) , None ) elif isinstance ( obj , orb . Database ) : if obj == self . __current_db : self . __current_db = None self . __databases . po...
def multiplicon_file ( self , value ) : """Setter for _ multiplicon _ file attribute"""
assert os . path . isfile ( value ) , "%s is not a valid file" % value self . _multiplicon_file = value
def data_received ( self , data ) : """Handle received data ."""
self . _data_buffer += data . decode ( ) if not self . _data_buffer . endswith ( '\r\n' ) : return data = self . _data_buffer self . _data_buffer = '' # clear buffer for cmd in data . strip ( ) . split ( '\r\n' ) : data = json . loads ( cmd ) if not isinstance ( data , list ) : data = [ data ] f...
def get_installed_distributions ( skip = stdlib_pkgs ) : """Return a list of installed Distribution objects . ` ` skip ` ` argument is an iterable of lower - case project names to ignore ; defaults to stdlib _ pkgs"""
return [ d for d in pkg_resources . working_set if d . key not in skip ]
def bisect_key_left ( self , key ) : """Similar to the * bisect * module in the standard library , this returns an appropriate index to insert a value with a given * key * . If values with * key * are already present , the insertion point will be before ( to the left of ) any existing entries ."""
_maxes = self . _maxes if not _maxes : return 0 pos = bisect_left ( _maxes , key ) if pos == len ( _maxes ) : return self . _len idx = bisect_left ( self . _keys [ pos ] , key ) return self . _loc ( pos , idx )
def is_id_only ( self ) : """Return True if identifier information only ."""
for key , value in self . items ( ) : if key not in { 'names' , 'labels' , 'roles' } and value : return False if self . names or self . labels : return True return False
def do_open ( self , args ) : """Open resource by number , resource name or alias : open 3"""
if not args : print ( 'A resource name must be specified.' ) return if self . current : print ( 'You can only open one resource at a time. Please close the current one first.' ) return if args . isdigit ( ) : try : args = self . resources [ int ( args ) ] [ 0 ] except IndexError : ...
def get_request_authorization ( method , resource , key , params , headers ) : """: return bytes ( PY2 ) or string ( PY2)"""
if not key : return six . b ( '' ) content = method + "\n" if 'Content-MD5' in headers : content += headers [ 'Content-MD5' ] content += '\n' if 'Content-Type' in headers : content += headers [ 'Content-Type' ] content += "\n" content += headers [ 'Date' ] + "\n" content += Util . canonicalized_log_headers ...
def _gen_prov ( self ) : """Extracts provenance information from the pipeline into a PipelineProv object Returns prov : dict [ str , * ] A dictionary containing the provenance information to record for the pipeline"""
# Export worfklow graph to node - link data format wf_dict = nx_json . node_link_data ( self . workflow . _graph ) # Replace references to Node objects with the node ' s provenance # information and convert to a dict organised by node name to allow it # to be compared more easily . Also change link node - references fr...
def _get_bit ( self , n , hash_bytes ) : """Determines if the n - th bit of passed bytes is 1 or 0. Arguments : hash _ bytes - List of hash byte values for which the n - th bit value should be checked . Each element of the list should be an integer from 0 to 255. Returns : True if the bit is 1 . False i...
if hash_bytes [ n // 8 ] >> int ( 8 - ( ( n % 8 ) + 1 ) ) & 1 == 1 : return True return False
def get_exchange ( self , vhost , name ) : """Gets a single exchange which requires a vhost and name . : param string vhost : The vhost containing the target exchange : param string name : The name of the exchange : returns : dict"""
vhost = quote ( vhost , '' ) name = quote ( name , '' ) path = Client . urls [ 'exchange_by_name' ] % ( vhost , name ) exch = self . _call ( path , 'GET' ) return exch
def initialize ( self ) : '''Calling this function initializes the printer . Args : None Returns : None Raises : None'''
self . fonttype = self . font_types [ 'bitmap' ] self . send ( chr ( 27 ) + chr ( 64 ) )
def ensure_unicode ( text ) : u"""helper to ensure that text passed to WriteConsoleW is unicode"""
if isinstance ( text , str ) : try : return text . decode ( pyreadline_codepage , u"replace" ) except ( LookupError , TypeError ) : return text . decode ( u"ascii" , u"replace" ) return text
def _load_kgXref ( filename ) : """Load UCSC kgXref table . Parameters filename : str path to kgXref file Returns df : pandas . DataFrame kgXref table if loading was successful , else None"""
try : df = pd . read_table ( filename , names = [ "kgID" , "mRNA" , "spID" , "spDisplayID" , "geneSymbol" , "refseq" , "protAcc" , "description" , "rfamAcc" , "tRnaName" , ] , index_col = 0 , dtype = object , ) return df except Exception as err : print ( err ) return None
def parse_redis_url ( url ) : """Given a url like redis : / / localhost : 6379/0 , return a dict with host , port , and db members ."""
warnings . warn ( "Use redis.StrictRedis.from_url instead" , DeprecationWarning , stacklevel = 2 ) parsed = urllib . parse . urlsplit ( url ) return { 'host' : parsed . hostname , 'port' : parsed . port , 'db' : int ( parsed . path . replace ( '/' , '' ) ) , }
def ProcessPathSpec ( self , mediator , path_spec ) : """Processes a path specification . Args : mediator ( ParserMediator ) : mediates the interactions between parsers and other components , such as storage and abort signals . path _ spec ( dfvfs . PathSpec ) : path specification ."""
self . last_activity_timestamp = time . time ( ) self . processing_status = definitions . STATUS_INDICATOR_RUNNING file_entry = path_spec_resolver . Resolver . OpenFileEntry ( path_spec , resolver_context = mediator . resolver_context ) if file_entry is None : display_name = mediator . GetDisplayNameForPathSpec ( p...
def debug_channel ( mdf , group , channel , dependency , file = None ) : """use this to print debug information in case of errors Parameters mdf : MDF source MDF object group : dict group channel : Channel channel object dependency : ChannelDependency channel dependency object"""
print ( "MDF" , "=" * 76 , file = file ) print ( "name:" , mdf . name , file = file ) print ( "version:" , mdf . version , file = file ) print ( "read fragment size:" , mdf . _read_fragment_size , file = file ) print ( "write fragment size:" , mdf . _write_fragment_size , file = file ) print ( ) parents , dtypes = mdf ...
def wr_py_goea_results ( self , fout_py , goea_results , ** kws ) : """Save GOEA results into Python package containing list of namedtuples ."""
var_name = kws . get ( "var_name" , "goea_results" ) docstring = kws . get ( "docstring" , "" ) sortby = kws . get ( "sortby" , None ) if goea_results : from goatools . nt_utils import wr_py_nts nts_goea = goea_results # If list has GOEnrichmentRecords or verbose namedtuples , exclude some fields . if h...
def serialise ( self , element : Element , ** kwargs ) -> str : """Serialises the given element into JSON . > > > JSONSerialiser ( ) . serialise ( String ( content = ' Hello ' ) ) ' { " element " : " string " , " content " : " Hello " } '"""
return json . dumps ( self . serialise_dict ( element ) , ** kwargs )
def update_pipeline_field ( self , pipeline_key , field ) : '''Upates pipeline field as specified Args : pipeline _ keykey for pipeline where the fields lives field StreakField object with fresh data returns ( status code , updated field dict )'''
uri = '/' . join ( [ self . api_uri , self . pipelines_suffix , pipeline_key , self . fields_suffix ] ) return self . _update_field ( uri , field )
def export ( self , obj ) : """Returns value from the provided object converted to export representation ."""
value = self . get_value ( obj ) if value is None : return "" return self . widget . render ( value , obj )
def VerifyStructure ( self , parser_mediator , line ) : """Verify that this file is a XChat log file . Args : parser _ mediator ( ParserMediator ) : mediates interactions between parsers and other components , such as storage and dfvfs . line ( str ) : line from a text file . Returns : bool : True if th...
try : structure = self . _HEADER . parseString ( line ) except pyparsing . ParseException : logger . debug ( 'Not a XChat log file' ) return False _ , month , day , hours , minutes , seconds , year = structure . date_time month = timelib . MONTH_DICT . get ( month . lower ( ) , 0 ) time_elements_tuple = ( y...
def recursive_chmod ( path , mode = 0755 ) : """Recursively change ` ` mode ` ` for given ` ` path ` ` . Same as ` ` chmod - R mode ` ` . Args : path ( str ) : Path of the directory / file . mode ( octal int , default 0755 ) : New mode of the file . Warning : Don ' t forget to add ` ` 0 ` ` at the beginni...
passwd_reader . set_permissions ( path , mode = mode ) if os . path . isfile ( path ) : return # recursively change mode of all subdirectories for root , dirs , files in os . walk ( path ) : for fn in files + dirs : passwd_reader . set_permissions ( os . path . join ( root , fn ) , mode = mode )
def get_price_id_list ( self , package_keyname , item_keynames , core = None ) : """Converts a list of item keynames to a list of price IDs . This function is used to convert a list of item keynames into a list of price IDs that are used in the Product _ Order verifyOrder ( ) and placeOrder ( ) functions . ...
mask = 'id, itemCategory, keyName, prices[categories]' items = self . list_items ( package_keyname , mask = mask ) prices = [ ] category_dict = { "gpu0" : - 1 , "pcie_slot0" : - 1 } for item_keyname in item_keynames : try : # Need to find the item in the package that has a matching # keyName with the current it...
def headers ( self ) : """The contig ID must be twenty characters or fewer . The names of the headers created following SPAdes assembly are usually far too long . This renames them as the sample name"""
for sample in self . metadata . samples : # Create an attribute to store the path / file name of the fasta file with fixed headers sample . general . fixedheaders = sample . general . bestassemblyfile . replace ( '.fasta' , '.ffn' ) sample . general . fixedheaders = os . path . abspath ( sample . general . fixe...
def forward_substitution ( matrix_l , matrix_b ) : """Forward substitution method for the solution of linear systems . Solves the equation : math : ` Ly = b ` using forward substitution method where : math : ` L ` is a lower triangular matrix and : math : ` b ` is a column matrix . : param matrix _ l : L , lo...
q = len ( matrix_b ) matrix_y = [ 0.0 for _ in range ( q ) ] matrix_y [ 0 ] = float ( matrix_b [ 0 ] ) / float ( matrix_l [ 0 ] [ 0 ] ) for i in range ( 1 , q ) : matrix_y [ i ] = float ( matrix_b [ i ] ) - sum ( [ matrix_l [ i ] [ j ] * matrix_y [ j ] for j in range ( 0 , i ) ] ) matrix_y [ i ] /= float ( matr...
def users_reset_avatar ( self , user_id = None , username = None , ** kwargs ) : """Reset a user ’ s avatar"""
if user_id : return self . __call_api_post ( 'users.resetAvatar' , userId = user_id , kwargs = kwargs ) elif username : return self . __call_api_post ( 'users.resetAvatar' , username = username , kwargs = kwargs ) else : raise RocketMissingParamException ( 'userID or username required' )
def get ( self , request , path = None , ** resources ) : """Proxy request to GA ."""
tracker = Tracker ( self . _meta . account_id , self . _meta . domain or request . META . get ( 'SERVER_NAME' ) ) visitor = Visitor ( ) visitor . extract_from_server_meta ( request . META ) session = Session ( ) page = Page ( path ) tracker . track_pageview ( page , session , visitor )
def getSolrType ( self , field ) : """Returns the SOLR type of the specified field name . Assumes the convention of dynamic fields using an underscore + type character code for the field name ."""
ftype = 'string' try : ftype = self . fieldtypes [ field ] return ftype except Exception : pass fta = field . split ( '_' ) if len ( fta ) > 1 : ft = fta [ len ( fta ) - 1 ] try : ftype = self . fieldtypes [ ft ] # cache the type so it ' s used next time self . fieldtypes [ f...
def show_md5_view ( md5 ) : '''Renders template with ` stream _ sample ` of the md5.'''
if not WORKBENCH : return flask . redirect ( '/' ) md5_view = WORKBENCH . stream_sample ( md5 ) return flask . render_template ( 'templates/md5_view.html' , md5_view = list ( md5_view ) , md5 = md5 )
def add_issue_type ( self , name , ** attrs ) : """Add a Issue type to the project and returns a : class : ` IssueType ` object . : param name : name of the : class : ` IssueType ` : param attrs : optional attributes for : class : ` IssueType `"""
return IssueTypes ( self . requester ) . create ( self . id , name , ** attrs )
def get_auth_error_message ( self ) : '''create an informative error message if there is an issue authenticating'''
errors = [ "Authentication error retrieving ec2 inventory." ] if None in [ os . environ . get ( 'AWS_ACCESS_KEY_ID' ) , os . environ . get ( 'AWS_SECRET_ACCESS_KEY' ) ] : errors . append ( ' - No AWS_ACCESS_KEY_ID or AWS_SECRET_ACCESS_KEY environment vars found' ) else : errors . append ( ' - AWS_ACCESS_KEY_ID ...
def set_base_headers ( self , hdr ) : """Set metadata in FITS headers ."""
hdr = super ( StareImageBaseRecipe , self ) . set_base_headers ( hdr ) # Update EXP to 0 hdr [ 'EXP' ] = 0 return hdr
def find_exact ( self , prefix ) : '''Find the exact child with the given prefix'''
matches = self . find_all ( prefix ) if len ( matches ) == 1 : match = matches . pop ( ) if match . prefix == prefix : return match return None
def retrieve ( self , aclass ) : """Look for a specifc class / name in the packet"""
resu = [ ] for x in self . payload : try : if isinstance ( aclass , str ) : if x . name == aclass : resu . append ( x ) else : if isinstance ( x , aclass ) : resu . append ( x ) resu += x . retrieve ( aclass ) except : pass ...
def edge_betweenness_bin ( G ) : '''Edge betweenness centrality is the fraction of all shortest paths in the network that contain a given edge . Edges with high values of betweenness centrality participate in a large number of shortest paths . Parameters A : NxN np . ndarray binary directed / undirected c...
n = len ( G ) BC = np . zeros ( ( n , ) ) # vertex betweenness EBC = np . zeros ( ( n , n ) ) # edge betweenness for u in range ( n ) : D = np . zeros ( ( n , ) ) D [ u ] = 1 # distance from u NP = np . zeros ( ( n , ) ) NP [ u ] = 1 # number of paths from u P = np . zeros ( ( n , n ) ) ...
def list_nodes_full ( call = None , for_output = True ) : '''Return a list of the VMs that are on the provider'''
if call == 'action' : raise SaltCloudSystemExit ( 'The list_nodes_full function must be called with -f or --function.' ) return _list_nodes ( full = True , for_output = for_output )
def get_reserved_resources ( role = None ) : """resource types from state summary include : reserved _ resources : param role : the name of the role if for reserved and if None all reserved : type role : str : return : resources ( cpu , mem ) : rtype : Resources"""
rtype = 'reserved_resources' cpus = 0.0 mem = 0.0 summary = DCOSClient ( ) . get_state_summary ( ) if 'slaves' in summary : agents = summary . get ( 'slaves' ) for agent in agents : resource_reservations = agent . get ( rtype ) reservations = [ ] if role is None or '*' in role : ...
def cluster_applications ( self , state = None , final_status = None , user = None , queue = None , limit = None , started_time_begin = None , started_time_end = None , finished_time_begin = None , finished_time_end = None ) : """With the Applications API , you can obtain a collection of resources , each of which...
path = '/ws/v1/cluster/apps' legal_states = set ( [ s for s , _ in YarnApplicationState ] ) if state is not None and state not in legal_states : msg = 'Yarn Application State %s is illegal' % ( state , ) raise IllegalArgumentError ( msg ) legal_final_statuses = set ( [ s for s , _ in FinalApplicationStatus ] ) ...
def _to_torch ( Z , dtype = None ) : """Converts a None , list , np . ndarray , or torch . Tensor to torch . Tensor"""
if isinstance ( Z , list ) : return [ Classifier . _to_torch ( z , dtype = dtype ) for z in Z ] else : return Classifier . _to_torch ( Z )
def apply_security_groups ( self , security_groups ) : """Applies security groups to the load balancer . Applying security groups that are already registered with the Load Balancer has no effect . : type security _ groups : string or List of strings : param security _ groups : The name of the security group...
if isinstance ( security_groups , str ) or isinstance ( security_groups , unicode ) : security_groups = [ security_groups ] new_sgs = self . connection . apply_security_groups_to_lb ( self . name , security_groups ) self . security_groups = new_sgs
def data ( request ) : """Return server side data ."""
columns = [ ColumnDT ( User . id ) , ColumnDT ( User . name ) , ColumnDT ( Address . description ) , ColumnDT ( func . strftime ( "%d-%m-%Y" , User . birthday ) ) , ColumnDT ( User . age ) ] query = DBSession . query ( ) . select_from ( User ) . join ( Address ) . filter ( Address . id > 4 ) rowTable = DataTables ( req...
def convert_pdf_to_txt ( filename : str = None , blob : bytes = None , config : TextProcessingConfig = _DEFAULT_CONFIG ) -> str : """Converts a PDF file to text . Pass either a filename or a binary object ."""
pdftotext = tools [ 'pdftotext' ] if pdftotext : # External command method if filename : return get_cmd_output ( pdftotext , filename , '-' ) else : return get_cmd_output_from_stdin ( blob , pdftotext , '-' , '-' ) elif pdfminer : # Memory - hogging method with get_filelikeobject ( filename ...
def set_state ( self , state ) : """: param state : a boolean of true ( on ) or false ( ' off ' ) : return : nothing"""
_field = self . binary_state_name ( ) values = { "desired_state" : { _field : state } } response = self . api_interface . local_set_state ( self , values , type_override = "binary_switche" ) self . _update_state_from_response ( response )
def leftsibling ( node ) : """Return Left Sibling of ` node ` . > > > from anytree import Node > > > dan = Node ( " Dan " ) > > > jet = Node ( " Jet " , parent = dan ) > > > jan = Node ( " Jan " , parent = dan ) > > > joe = Node ( " Joe " , parent = dan ) > > > leftsibling ( dan ) > > > leftsibling ( ...
if node . parent : pchildren = node . parent . children idx = pchildren . index ( node ) if idx : return pchildren [ idx - 1 ] else : return None else : return None
async def get_volume_information ( self ) -> List [ Volume ] : """Get the volume information ."""
res = await self . services [ "audio" ] [ "getVolumeInformation" ] ( { } ) volume_info = [ Volume . make ( services = self . services , ** x ) for x in res ] if len ( volume_info ) < 1 : logging . warning ( "Unable to get volume information" ) elif len ( volume_info ) > 1 : logging . debug ( "The device seems t...
def load_parser_options_from_env ( parser_class : t . Type [ BaseParser ] , env : t . Optional [ t . Dict [ str , str ] ] = None ) -> t . Dict [ str , t . Any ] : """Extracts arguments from ` ` parser _ class . _ _ init _ _ ` ` and populates them from environment variables . Uses ` ` _ _ init _ _ ` ` argument typ...
env = env or os . environ sentinel = object ( ) spec : inspect . FullArgSpec = inspect . getfullargspec ( parser_class . __init__ ) environment_parser = EnvironmentParser ( scope = parser_class . __name__ . upper ( ) , env = env ) stop_args = [ 'self' ] safe_types = [ int , bool , str ] init_args = { } for arg_name in ...
def type_decisioner ( marc_xml , mono_callback , multimono_callback , periodical_callback ) : """Detect type of the ` marc _ xml ` . Call proper callback . Args : marc _ xml ( str ) : Filename or XML string . Don ' t use ` ` \\ n ` ` in case of filename . mono _ callback ( fn reference ) : Callback in case ...
marc_xml = _read_content_or_path ( marc_xml ) record = MARCXMLRecord ( marc_xml ) if record . is_monographic or record . is_single_unit : return mono_callback ( ) elif record . is_multi_mono : return multimono_callback ( ) elif record . is_continuing : return periodical_callback ( ) raise ValueError ( "Can'...
def Seek ( self , offset , whence = os . SEEK_SET ) : """Seek to an offset in the file ."""
if whence == os . SEEK_SET : self . offset = offset elif whence == os . SEEK_CUR : self . offset += offset elif whence == os . SEEK_END : self . offset = self . size + offset else : raise ValueError ( "Illegal whence value %s" % whence )
def stat_object ( self , bucket_name , object_name , sse = None ) : """Check if an object exists . : param bucket _ name : Bucket of object . : param object _ name : Name of object : return : Object metadata if object exists"""
headers = { } if sse : is_valid_sse_c_object ( sse = sse ) headers . update ( sse . marshal ( ) ) is_valid_bucket_name ( bucket_name ) is_non_empty_string ( object_name ) response = self . _url_open ( 'HEAD' , bucket_name = bucket_name , object_name = object_name , headers = headers ) etag = response . headers ...
def _get_command_buffer ( self , host_id , command_name ) : """Returns the command buffer for the given command and arguments ."""
buf = self . _cb_poll . get ( host_id ) if buf is not None : return buf if self . _max_concurrency is not None : while len ( self . _cb_poll ) >= self . _max_concurrency : self . join ( timeout = 1.0 ) def connect ( ) : return self . connection_pool . get_connection ( command_name , shard_hint = hos...
def add ( self , pattern , method = None , call = None , name = None ) : """Add a url pattern . Args : pattern ( : obj : ` str ` ) : URL pattern to add . This is usually ' / ' separated path . Parts of the URL can be parameterised using curly braces . Examples : " / " , " / path / to / resource " , " / re...
if not pattern . endswith ( '/' ) : pattern += '/' parts = tuple ( pattern . split ( '/' ) [ 1 : ] ) node = self . _routes for part in parts : node = node . setdefault ( part , { } ) if method is None : node [ 'GET' ] = call elif isinstance ( method , str ) : node [ method . upper ( ) ] = call else : ...
def canonical_name ( name ) : """Find the canonical name for the given window in scipy . signal Parameters name : ` str ` the name of the window you want Returns realname : ` str ` the name of the window as implemented in ` scipy . signal . window ` Raises ValueError if ` ` name ` ` cannot be reso...
if name . lower ( ) == 'planck' : # make sure to handle the Planck window return 'planck' try : # use equivalence introduced in scipy 0.16.0 # pylint : disable = protected - access return scipy_windows . _win_equiv [ name . lower ( ) ] . __name__ except AttributeError : # old scipy try : return geta...
def from_env ( ) : """Get host / port settings from the environment ."""
if 'MICROMONGO_URI' in os . environ : return ( os . environ [ 'MICROMONGO_URI' ] , ) host = os . environ . get ( 'MICROMONGO_HOST' , 'localhost' ) port = int ( os . environ . get ( 'MICROMONGO_PORT' , 27017 ) ) return ( host , port )
def extended ( self ) -> ListP : """The body structure attributes with extension data ."""
parts = [ part . extended for part in self . parts ] return ListP ( [ _Concatenated ( parts ) , String . build ( self . subtype ) , _ParamsList ( self . content_type_params ) , String . build ( self . content_disposition ) , String . build ( self . content_language ) , String . build ( self . content_location ) ] )
def _eval_xpath ( self , xpath ) : """Evaluates xpath expressions . Either string or XPath object ."""
if isinstance ( xpath , etree . XPath ) : result = xpath ( self . _dataObject ) else : result = self . _dataObject . xpath ( xpath , namespaces = self . _namespaces ) # print ' Xpath expression : ' , xpath # print etree . tostring ( self . _ dataObject ) # print ' Got Result : \ n % s \ n End Result ' % result ...
def Send ( self , message ) : """Send a message through Fleetspeak . Args : message : A message protocol buffer . Returns : Size of the message in bytes . Raises : ValueError : If message is not a common _ pb2 . Message ."""
if not isinstance ( message , common_pb2 . Message ) : raise ValueError ( "Send requires a fleetspeak.Message" ) if message . destination . service_name == "system" : raise ValueError ( "Only predefined messages can have destination.service_name == \"system\"" ) return self . _SendImpl ( message )
def get_gmm_pdf ( self , x ) : """Calculate the GMM likelihood for a single point . . . math : : y = \\ sum _ { i = 1 } ^ { N } w _ i \\ times \\ text { normpdf } ( x , x _ i , \\ sigma _ i ) / \\ sum _ { i = 1 } ^ { N } w _ i : label : gmm - likelihood Arguments x : float Point at which likelihood ne...
def my_norm_pdf ( xt , mu , sigma ) : z = ( xt - mu ) / sigma return ( math . exp ( - 0.5 * z * z ) / ( math . sqrt ( 2. * np . pi ) * sigma ) ) y = 0 if ( x < self . min_limit ) : return 0 if ( x > self . max_limit ) : return 0 for _x in range ( self . points . size ) : y += ( my_norm_pdf ( x , sel...
def handler ( self , handler_class ) : """Link to an API handler class ( e . g . piston or DRF ) ."""
self . handler_class = handler_class # we take the docstring from the handler class , not the methods if self . docs is None and handler_class . __doc__ : self . docs = clean_docstring ( handler_class . __doc__ ) return handler_class
def create_token ( cls , number , exp_month , exp_year , cvc , api_key = djstripe_settings . STRIPE_SECRET_KEY , ** kwargs ) : """Creates a single use token that wraps the details of a credit card . This token can be used in place of a credit card dictionary with any API method . These tokens can only be used onc...
card = { "number" : number , "exp_month" : exp_month , "exp_year" : exp_year , "cvc" : cvc } card . update ( kwargs ) return stripe . Token . create ( api_key = api_key , card = card )
def read_spec ( path , http_client = None ) : """Reads in a swagger spec file used to initialize a SwaggerClient : param path : String path to local swagger spec file . : param http _ client : : class : ` bravado . requests _ client . RequestsClient ` : return : : class : ` bravado _ core . spec . Spec `"""
with open ( path , 'r' ) as f : spec_dict = json . loads ( f . read ( ) ) return SwaggerClient . from_spec ( spec_dict , http_client = http_client , config = SPEC_CONFIG )
def extract_params ( params ) : """Extracts the values of a set of parameters , recursing into nested dictionaries ."""
values = [ ] if isinstance ( params , dict ) : for key , value in params . items ( ) : values . extend ( extract_params ( value ) ) elif isinstance ( params , list ) : for value in params : values . extend ( extract_params ( value ) ) else : values . append ( params ) return values
def _merge_struct ( lhs , rhs , type_ ) : """Helper for ' _ merge _ by _ type ' ."""
fields = type_ . struct_type . fields lhs , rhs = list ( lhs . list_value . values ) , list ( rhs . list_value . values ) candidate_type = fields [ len ( lhs ) - 1 ] . type first = rhs . pop ( 0 ) if first . HasField ( "null_value" ) or candidate_type . code in _UNMERGEABLE_TYPES : lhs . append ( first ) else : ...
def start_import ( self , version_id = None ) : """Starts importing this draft layerversion ( cancelling any running import ) , even if the data object hasn ’ t changed from the previous version . : raises Conflict : if this version is already published ."""
if not version_id : version_id = self . version . id target_url = self . _client . get_url ( 'VERSION' , 'POST' , 'import' , { 'layer_id' : self . id , 'version_id' : version_id } ) r = self . _client . request ( 'POST' , target_url , json = { } ) return self . _deserialize ( r . json ( ) , self . _manager )
def get_env_dict ( root_section ) : """Read all Lago variables from the environment . The lookup format is : LAGO _ VARNAME - will land into ' lago ' section LAGO _ _ SECTION1 _ _ VARNAME - will land into ' section1 ' section , notice the double ' _ _ ' . LAGO _ _ LONG _ SECTION _ NAME _ _ VARNAME - will ...
env_lago = defaultdict ( dict ) decider = re . compile ( ( r'^{0}(?:_(?!_)|(?P<has>__))' r'(?(has)(?P<section>.+?)__)' r'(?P<name>.+)$' ) . format ( root_section . upper ( ) ) ) for key , value in os . environ . iteritems ( ) : match = decider . match ( key ) if not match : continue if not match . g...