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def list ( cls , state = None , page = None , per_page = None ) : """List existing clusters present in your account . Kwargs : ` state ` : list only those clusters which are in this state Returns : List of clusters satisfying the given criteria"""
conn = Qubole . agent ( ) params = { } if page : params [ 'page' ] = page if per_page : params [ 'per_page' ] = per_page if ( params . get ( 'page' ) or params . get ( 'per_page' ) ) and Qubole . version == 'v1.2' : log . warn ( "Pagination is not supported with API v1.2. Fetching all clusters." ) params = ...
def fit_model ( p , d , q , ts , includeIntercept = True , method = "css-cgd" , userInitParams = None , sc = None ) : """Given a time series , fit a non - seasonal ARIMA model of order ( p , d , q ) , where p represents the autoregression terms , d represents the order of differencing , and q moving average error...
assert sc != None , "Missing SparkContext" jvm = sc . _jvm jmodel = jvm . com . cloudera . sparkts . models . ARIMA . fitModel ( p , d , q , _py2java ( sc , Vectors . dense ( ts ) ) , includeIntercept , method , _py2java_double_array ( sc , userInitParams ) ) return ARIMAModel ( jmodel = jmodel , sc = sc )
def keep_ ( self , * cols ) -> "Ds" : """Returns a dataswim instance with a dataframe limited to some columns : param cols : names of the columns : type cols : str : return : a dataswim instance : rtype : Ds : example : ` ` ds2 = ds . keep _ ( " Col 1 " , " Col 2 " ) ` `"""
try : ds2 = self . _duplicate_ ( self . df [ list ( cols ) ] ) except Exception as e : self . err ( e , "Can not remove colums" ) return self . ok ( "Columns" , " ," . join ( cols ) , "kept" ) return ds2
def p_instance_bodylist ( self , p ) : 'instance _ bodylist : instance _ bodylist COMMA instance _ body'
p [ 0 ] = p [ 1 ] + ( p [ 3 ] , ) p . set_lineno ( 0 , p . lineno ( 1 ) )
def extract_common_fields ( self , data ) : """Extract fields from a metadata query ."""
return dict ( dc = data . get ( 'dc' ) , role = data . get ( 'role' ) , account_name = data . get ( 'accountname' ) , user_id = data . get ( 'user_id' ) , login = data . get ( 'login' ) , login_url = data . get ( 'login_url' ) , api_endpoint = data . get ( 'api_endpoint' ) , )
def _viewset_results ( self ) : """Parse results from the viewset response ."""
results = [ ] try : response = self . _viewset_method ( self . _viewset . request , * self . _request . args , ** self . _request . kwargs ) if response . status_code == 200 : results = response . data if not isinstance ( results , list ) : if isinstance ( results , dict ) : # XXX : ...
def setCurrentDate ( self , date ) : """Sets the current date displayed by this calendar widget . : return < QDate >"""
if ( date == self . _currentDate or not date . isValid ( ) ) : return self . _currentDate = date self . markForRebuild ( ) parent = self . parent ( ) if ( not parent . signalsBlocked ( ) ) : parent . currentDateChanged . emit ( date ) parent . titleChanged . emit ( self . title ( ) )
def _level_coords ( self ) : """Return a mapping of all MultiIndex levels and their corresponding coordinate name ."""
level_coords = OrderedDict ( ) for cname , var in self . _coords . items ( ) : if var . ndim == 1 and isinstance ( var , IndexVariable ) : level_names = var . level_names if level_names is not None : dim , = var . dims level_coords . update ( { lname : dim for lname in level_...
def call_later ( self , delay : float , callback : Callable [ ... , None ] , * args : Any , ** kwargs : Any ) -> object : """Runs the ` ` callback ` ` after ` ` delay ` ` seconds have passed . Returns an opaque handle that may be passed to ` remove _ timeout ` to cancel . Note that unlike the ` asyncio ` method...
return self . call_at ( self . time ( ) + delay , callback , * args , ** kwargs )
def dark_palette ( color , n_colors = 6 , reverse = False , as_cmap = False ) : """Make a palette that blends from a deep gray to ` color ` . Parameters color : matplotlib color hex , rgb - tuple , or html color name n _ colors : int , optional number of colors in the palette reverse : bool , optional ...
gray = "#222222" colors = [ color , gray ] if reverse else [ gray , color ] return blend_palette ( colors , n_colors , as_cmap )
def my_main ( context ) : """The starting point for your app ."""
print ( 'starting MyApp...' ) if context [ 'debug' ] : print ( 'Context:' ) for k in context : print ( 'Key: {}\nValue: {}' . format ( k , context [ k ] ) ) print ( 'Done!' ) return 0
def validate_rule_name ( self , name ) : """Validate rule name . Arguments : name ( string ) : Rule name . Returns : bool : ` ` True ` ` if rule name is valid ."""
if not name : raise SerializerError ( "Rule name is empty" . format ( name ) ) if name [ 0 ] not in RULE_ALLOWED_START : msg = "Rule name '{}' must starts with a letter" raise SerializerError ( msg . format ( name ) ) for item in name : if item not in RULE_ALLOWED_CHARS : msg = ( "Invalid rule n...
def _get_study_txt ( self , goid ) : """Get GO text from GOEA study ."""
if self . go2res is not None : res = self . go2res . get ( goid , None ) if res is not None : if self . study_items is not None : return self . _get_item_str ( res ) else : return self . pltvars . fmtres . format ( study_count = res . study_count )
def get_instance ( self , payload ) : """Build an instance of RoomRecordingInstance : param dict payload : Payload response from the API : returns : twilio . rest . video . v1 . room . recording . RoomRecordingInstance : rtype : twilio . rest . video . v1 . room . recording . RoomRecordingInstance"""
return RoomRecordingInstance ( self . _version , payload , room_sid = self . _solution [ 'room_sid' ] , )
def _parse_country_file ( self , cty_file , country_mapping_filename = None ) : """Parse the content of a PLIST file from country - files . com return the parsed values in dictionaries . Country - files . com provides Prefixes and Exceptions"""
import plistlib cty_list = None entities = { } exceptions = { } prefixes = { } exceptions_index = { } prefixes_index = { } exceptions_counter = 0 prefixes_counter = 0 mapping = None with open ( country_mapping_filename , "r" ) as f : mapping = json . loads ( f . read ( ) , encoding = 'UTF-8' ) cty_list = plistlib ....
def replace_simple_tags ( s , from_tag = 'italic' , to_tag = 'i' , to_open_tag = None ) : """Replace tags such as < italic > to < i > This does not validate markup"""
if to_open_tag : s = s . replace ( '<' + from_tag + '>' , to_open_tag ) elif to_tag : s = s . replace ( '<' + from_tag + '>' , '<' + to_tag + '>' ) s = s . replace ( '<' + from_tag + '/>' , '<' + to_tag + '/>' ) else : s = s . replace ( '<' + from_tag + '>' , '' ) s = s . replace ( '<' + from_tag + ...
def sg_expand_dims ( tensor , opt ) : r"""Inserts a new axis . See tf . expand _ dims ( ) in tensorflow . Args : tensor : A ` Tensor ` ( automatically given by chain ) . opt : axis : Dimension to expand . Default is - 1. name : If provided , it replaces current tensor ' s name . Returns : A ` Tensor...
opt += tf . sg_opt ( axis = - 1 ) return tf . expand_dims ( tensor , opt . axis , name = opt . name )
def parse ( self ) : """Parses a backup file header . Will be done automatically if used together with the ' with ' statement"""
self . fp . seek ( 0 ) magic = self . fp . readline ( ) assert magic == b'ANDROID BACKUP\n' self . version = int ( self . fp . readline ( ) . strip ( ) ) self . compression = CompressionType ( int ( self . fp . readline ( ) . strip ( ) ) ) self . encryption = EncryptionType ( self . fp . readline ( ) . strip ( ) . deco...
def do_restart_role ( self , role ) : """Restart a role Usage : > restart _ role < role > Restarts this role"""
if not role : return None if not self . has_cluster ( ) : return None if '-' not in role : print ( "Please enter a valid role name" ) return None try : service = api . get_cluster ( self . cluster ) . get_service ( role . split ( '-' ) [ 0 ] ) service . restart_roles ( role ) print ( "Restar...
def onerror ( self , emitter , message , source , lineno , colno ) : """WebPage Event that occurs on webpage errors"""
super ( MyApp , self ) . onerror ( emitter , message , source , lineno , colno )
def get_interims_data ( self ) : """Returns a dictionary with the interims data"""
form = self . request . form if 'item_data' not in form : return { } item_data = { } if type ( form [ 'item_data' ] ) == list : for i_d in form [ 'item_data' ] : for i , d in json . loads ( i_d ) . items ( ) : item_data [ i ] = d return item_data return json . loads ( form [ 'item_data' ...
def param_fetch_one ( self , name ) : '''initiate fetch of one parameter'''
try : idx = int ( name ) self . mav . param_request_read_send ( self . target_system , self . target_component , "" , idx ) except Exception : self . mav . param_request_read_send ( self . target_system , self . target_component , name , - 1 )
def module_is_imported ( modname , scope = None ) : """Checks if a module is imported within the current namespace ."""
# return early if modname is not even cached if not module_is_in_cache ( modname ) : return False if scope is None : # use globals ( ) of the caller by default scope = inspect . stack ( ) [ 1 ] [ 0 ] . f_globals for m in scope . values ( ) : if isinstance ( m , type ( sys ) ) and m . __name__ == modname : ...
def _create_emitter ( self , event ) : """Create a method that emits an event of the same name ."""
if not hasattr ( self , event ) : setattr ( self , event , lambda * args , ** kwargs : self . emit ( event , * args , ** kwargs ) )
def register_file_monitor ( filename , target = None ) : """Maps a specific file / directory modification event to a signal . : param str | unicode filename : File or a directory to watch for its modification . : param int | Signal | str | unicode target : Existing signal to raise or Signal Target to register...
return _automate_signal ( target , func = lambda sig : uwsgi . add_file_monitor ( int ( sig ) , filename ) )
def default ( self , o ) : """JSONEncoder default method that converts NumPy arrays and quantities objects to lists ."""
if isinstance ( o , Q_ ) : return o . magnitude elif isinstance ( o , np . ndarray ) : return o . tolist ( ) else : # raise TypeError if not serializable return super ( SimKitJSONEncoder , self ) . default ( o )
def main ( ) : """expected output : 1a2 aba 3a4"""
colorama . init ( ) print ( "aaa" ) print ( "aaa" ) print ( "aaa" ) print ( forward ( ) + up ( 2 ) + "b" + up ( ) + back ( 2 ) + "1" + forward ( ) + "2" + back ( 3 ) + down ( 2 ) + "3" + forward ( ) + "4" )
def run_pyspark_yarn_cluster ( env_dir , env_name , env_archive , args ) : """Initializes the requires spark command line options on order to start a python job with the given python environment . Parameters env _ dir : str env _ name : str env _ archive : str args : list Returns This call will spawn ...
env = dict ( os . environ ) yarn_python = os . path . join ( "." , "CONDA" , env_name , "bin" , "python" ) archives = env_archive + "#CONDA" prepend_args = [ "--master" , "yarn" , "--deploy-mode" , "cluster" , "--conf" , "spark.yarn.appMasterEnv.PYSPARK_PYTHON={}" . format ( yarn_python ) , "--archives" , archives , ] ...
def missing_kegg_mapping ( self ) : """list : List of genes with no mapping to KEGG ."""
kegg_missing = [ ] for g in self . genes : keggs = g . protein . filter_sequences ( KEGGProp ) no_sequence_file_available = True for k in keggs : if k . sequence_file : no_sequence_file_available = False break if no_sequence_file_available : kegg_missing . append ...
def DotProd ( self , other ) : """Returns the ( scalar ) dot product of self with other ."""
return self . x * other . x + self . y * other . y + self . z * other . z
def get_percentage ( self ) : """Get the cumulative time percentage of each stopwatch ( including the current split ) . Returns cumulative _ elapsed _ time _ percentage : List [ float ]"""
cumulative_elapsed_time = self . get_cumulative_elapsed_time ( ) sum_elapsed_time = sum ( cumulative_elapsed_time , datetime . timedelta ( ) ) if not sum_elapsed_time : raise ValueError ( "cannot get percentage if there is no any elapsed time" ) return [ div_timedelta ( t , sum_elapsed_time ) for t in cumulative_el...
def get_coordination_of_site ( self , n ) : """Returns the number of neighbors of site n . In graph terms , simply returns degree of node corresponding to site n . : param n : index of site : return ( int ) :"""
number_of_self_loops = sum ( [ 1 for n , v in self . graph . edges ( n ) if n == v ] ) return self . graph . degree ( n ) - number_of_self_loops
def add_monitor ( self , pattern , callback , limit = 80 ) : """Calls the given function whenever the given pattern matches the buffer . Arguments passed to the callback are the index of the match , and the match object of the regular expression . : type pattern : str | re . RegexObject | list ( str | re . ...
self . monitors . append ( [ to_regexs ( pattern ) , callback , 0 , limit ] )
def make_json_error ( error ) : """Handle errors by logging and"""
message = extract_error_message ( error ) status_code = extract_status_code ( error ) context = extract_context ( error ) retryable = extract_retryable ( error ) headers = extract_headers ( error ) # Flask will not log user exception ( fortunately ) , but will log an error # for exceptions that escape out of the applic...
def save_data ( self , trigger_id , ** data ) : """get the data from the service : param trigger _ id : id of the trigger : params data , dict : rtype : dict"""
status = False taiga = Taiga . objects . get ( trigger_id = trigger_id ) title = self . set_title ( data ) body = self . set_content ( data ) # add a ' story ' to the project if taiga . project_name : api = self . taiga_api ( ) new_project = api . projects . get_by_slug ( taiga . project_name ) userstory = ...
def cmd ( send , msg , args ) : """Provides Metro Info . Syntax : { command }"""
incidents = get_incidents ( args [ 'config' ] [ 'api' ] [ 'wmatakey' ] ) if not incidents : send ( "No incidents found. Sure you picked the right metro system?" ) return for t , i in incidents . items ( ) : send ( "%s:" % get_type ( t ) ) for desc in i : send ( desc )
def use_sequestered_composition_view ( self ) : """Pass through to provider CompositionLookupSession . use _ sequestered _ composition _ view"""
self . _containable_views [ 'composition' ] = SEQUESTERED # self . _ get _ provider _ session ( ' composition _ lookup _ session ' ) # To make sure the session is tracked for session in self . _get_provider_sessions ( ) : try : session . use_sequestered_composition_view ( ) except AttributeError : ...
def _validate_slice ( self , start , end ) : """Validate start and end and return them as positive bit positions ."""
if start is None : start = 0 elif start < 0 : start += self . len if end is None : end = self . len elif end < 0 : end += self . len if not 0 <= end <= self . len : raise ValueError ( "end is not a valid position in the bitstring." ) if not 0 <= start <= self . len : raise ValueError ( "start is...
def add_static ( self , prefix : str , path : PathLike , * , name : Optional [ str ] = None , expect_handler : Optional [ _ExpectHandler ] = None , chunk_size : int = 256 * 1024 , show_index : bool = False , follow_symlinks : bool = False , append_version : bool = False ) -> AbstractResource : """Add static files v...
assert prefix . startswith ( '/' ) if prefix . endswith ( '/' ) : prefix = prefix [ : - 1 ] resource = StaticResource ( prefix , path , name = name , expect_handler = expect_handler , chunk_size = chunk_size , show_index = show_index , follow_symlinks = follow_symlinks , append_version = append_version ) self . reg...
def send_offer_email ( self , offer_id , email_dict ) : """Sends an offer by email If you want to send your email to more than one persons do : ' recipients ' : { ' to ' : [ ' bykof @ me . com ' , ' mbykovski @ seibert - media . net ' ] } } : param offer _ id : the invoice id : param email _ dict : the emai...
return self . _create_post_request ( resource = OFFERS , billomat_id = offer_id , send_data = email_dict , command = EMAIL , )
def mime ( self ) : """Produce the final MIME message ."""
author = self . author sender = self . sender if not author : raise ValueError ( "You must specify an author." ) if not self . subject : raise ValueError ( "You must specify a subject." ) if len ( self . recipients ) == 0 : raise ValueError ( "You must specify at least one recipient." ) if not self . plain ...
def connect ( username , password , host , heartbeats = ( 0 , 0 ) ) : """STOMP connect command . username , password : These are the needed auth details to connect to the message server . After sending this we will receive a CONNECTED message which will contain our session id ."""
if len ( heartbeats ) != 2 : raise ValueError ( 'Invalid heartbeat %r' % heartbeats ) cx , cy = heartbeats return "CONNECT\naccept-version:1.1\nhost:%s\nheart-beat:%i,%i\nlogin:%s\npasscode:%s\n\n\x00\n" % ( host , cx , cy , username , password )
def _check_collections ( self ) : """Checks node local collection storage sizes"""
self . collection_sizes = { } self . collection_total = 0 for col in self . db . collection_names ( include_system_collections = False ) : self . collection_sizes [ col ] = self . db . command ( 'collstats' , col ) . get ( 'storageSize' , 0 ) self . collection_total += self . collection_sizes [ col ] sorted_x =...
def read_runtime_class ( self , name , ** kwargs ) : """read the specified RuntimeClass This method makes a synchronous HTTP request by default . To make an asynchronous HTTP request , please pass async _ req = True > > > thread = api . read _ runtime _ class ( name , async _ req = True ) > > > result = thr...
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'async_req' ) : return self . read_runtime_class_with_http_info ( name , ** kwargs ) else : ( data ) = self . read_runtime_class_with_http_info ( name , ** kwargs ) return data
def project_role ( self , project , id ) : """Get a role Resource . : param project : ID or key of the project to get the role from : param id : ID of the role to get"""
if isinstance ( id , Number ) : id = "%s" % id return self . _find_for_resource ( Role , ( project , id ) )
def process_document ( self , doc ) : """Add your code for processing the document"""
descriptions = doc . select_segments ( "projects[*].description" ) projects = doc . select_segments ( "projects[*]" ) for d , p in zip ( descriptions , projects ) : # First phase of extraction names = doc . extract ( self . name_extractor , d ) p . store ( names , "members" ) # Second phase of extraction ...
def multiget ( client , keys , ** options ) : """Executes a parallel - fetch across multiple threads . Returns a list containing : class : ` ~ riak . riak _ object . RiakObject ` or : class : ` ~ riak . datatypes . Datatype ` instances , or 4 - tuples of bucket - type , bucket , key , and the exception raised...
transient_pool = False outq = Queue ( ) if 'pool' in options : pool = options [ 'pool' ] del options [ 'pool' ] else : pool = MultiGetPool ( ) transient_pool = True try : pool . start ( ) for bucket_type , bucket , key in keys : task = Task ( client , outq , bucket_type , bucket , key , ...
def _build_document_scrapers ( cls , session : AppSession ) : '''Create the document scrapers . Returns : A list of document scrapers'''
html_parser = session . factory [ 'HTMLParser' ] element_walker = session . factory . new ( 'ElementWalker' ) scrapers = [ session . factory . new ( 'HTMLScraper' , html_parser , element_walker , followed_tags = session . args . follow_tags , ignored_tags = session . args . ignore_tags , only_relative = session . args ...
def headerData ( self , section , orientation , role = Qt . DisplayRole ) : """Qt Override ."""
if role == Qt . TextAlignmentRole : if orientation == Qt . Horizontal : return to_qvariant ( int ( Qt . AlignHCenter | Qt . AlignVCenter ) ) return to_qvariant ( int ( Qt . AlignRight | Qt . AlignVCenter ) ) if role != Qt . DisplayRole : return to_qvariant ( ) if orientation == Qt . Horizontal : ...
def bbt_simple_plot ( self ) : """Makes a simple bar plot with summed alignment counts for each species , stacked ."""
# First , sum the different types of alignment counts data = OrderedDict ( ) cats = OrderedDict ( ) for s_name in self . bbt_data : data [ s_name ] = OrderedDict ( ) for org in self . bbt_data [ s_name ] : data [ s_name ] [ org ] = self . bbt_data [ s_name ] [ org ] [ 'hits' ] - self . bbt_data [ s_name...
def owner_profile ( self ) -> 'Profile' : """: class : ` Profile ` instance of the Post ' s owner ."""
if not self . _owner_profile : if 'username' in self . _node [ 'owner' ] : owner_struct = self . _node [ 'owner' ] else : # Sometimes , the ' owner ' structure does not contain the username , only the user ' s ID . In that case , # this call triggers downloading of the complete Post metadata struct ...
def gradient ( self ) : """Gradient operator of the functional ."""
if self . operator is None : return ConstantOperator ( self . vector , self . domain ) else : if not self . operator . is_linear : # TODO : Acutally works otherwise , but needs more work raise NotImplementedError ( '`operator` must be linear' ) # Figure out if operator is symmetric opadjoint = s...
def delete_templatetype ( type_id , template_i = None , ** kwargs ) : """Delete a template type and its typeattrs ."""
try : tmpltype_i = db . DBSession . query ( TemplateType ) . filter ( TemplateType . id == type_id ) . one ( ) except NoResultFound : raise ResourceNotFoundError ( "Template Type %s not found" % ( type_id , ) ) if template_i is None : template_i = db . DBSession . query ( Template ) . filter ( Template . id...
def naming_convention_columns ( self , convention = 'underscore' , remove_empty = True ) : """This will change the column names to a particular naming convention . underscore : lower case all letters and replaces spaces with _ title : uppercase first letter and replaces _ with spaces : param convention : str ...
converter = getattr ( self , '_%s_column' % convention , None ) assert converter is not None , 'Convention "%s" is not a valid convention' % convention self . row_columns = [ converter ( col ) for col in self . row_columns ] self . _columns = [ converter ( col ) for col in self . _columns ] if remove_empty and '' in se...
def stream_header ( self , f ) : """Stream the block header in the standard way to the file - like object f ."""
stream_struct ( "L##L" , f , self . version , self . previous_block_hash , self . merkle_root , self . height ) f . write ( b'\0' * 28 ) stream_struct ( "LL#S" , f , self . timestamp , self . difficulty , self . nonce , self . solution )
def write_desc ( self ) -> None : """Writes a description of the model to the exp _ dir ."""
path = os . path . join ( self . exp_dir , "model_description.txt" ) with open ( path , "w" ) as desc_f : for key , val in self . __dict__ . items ( ) : print ( "%s=%s" % ( key , val ) , file = desc_f ) import json json_path = os . path . join ( self . exp_dir , "model_description.json" ) desc = { } # type ...
def done ( p_queue , host = None ) : if host is not None : return _path ( _c . FSQ_DONE , root = _path ( host , root = hosts ( p_queue ) ) ) '''Construct a path to the done dir for a queue'''
return _path ( p_queue , _c . FSQ_DONE )
def send ( self , message ) : "puts a message in the outgoing queue ."
if not isinstance ( message , Message ) : raise TypeError ( "message must be a Message" ) # end if serial = ct . c_uint ( ) if not dbus . dbus_connection_send ( self . _dbobj , message . _dbobj , ct . byref ( serial ) ) : raise CallFailed ( "dbus_connection_send" ) # end if return serial . value
def _get_system_volume ( vm_ ) : '''Construct VM system volume list from cloud profile config'''
# Override system volume size if ' disk _ size ' is defined in cloud profile disk_size = get_size ( vm_ ) [ 'disk' ] if 'disk_size' in vm_ : disk_size = vm_ [ 'disk_size' ] # Construct the system volume volume = Volume ( name = '{0} Storage' . format ( vm_ [ 'name' ] ) , size = disk_size , disk_type = get_disk_type...
def remove_leading_spaces ( self , input_model ) : """This function is a part of the model post - processing pipeline . It removes leading spaces from an extracted module ; depending on the formatting of the draft / rfc text , may have multiple spaces prepended to each line . The function also determines the ...
leading_spaces = 1024 output_model = [ ] for mline in input_model : line = mline [ 0 ] if line . rstrip ( ' \r\n' ) != '' : leading_spaces = min ( leading_spaces , len ( line ) - len ( line . lstrip ( ' ' ) ) ) output_model . append ( [ line [ leading_spaces : ] , mline [ 1 ] ] ) line_le...
def _get_object ( data , position , obj_end , opts ) : """Decode a BSON subdocument to opts . document _ class or bson . dbref . DBRef ."""
obj_size = _UNPACK_INT ( data [ position : position + 4 ] ) [ 0 ] end = position + obj_size - 1 if data [ end : position + obj_size ] != b"\x00" : raise InvalidBSON ( "bad eoo" ) if end >= obj_end : raise InvalidBSON ( "invalid object length" ) obj = _elements_to_dict ( data , position + 4 , end , opts , subdoc...
def parameters ( self ) : """Get parameters of transform"""
libfn = utils . get_lib_fn ( 'getTransformParameters%s' % self . _libsuffix ) return np . asarray ( libfn ( self . pointer ) , order = 'F' )
def load ( manager , units = 80 ) : """Simulate loading services from a remote node States are connecting ( red ) , loading ( yellow ) , and loaded ( green )"""
pb_connecting = manager . counter ( total = units , desc = 'Loading' , unit = 'services' , color = 'red' , bar_format = BAR_FMT ) pb_loading = pb_connecting . add_subcounter ( 'yellow' ) pb_loaded = pb_connecting . add_subcounter ( 'green' , all_fields = True ) connecting = [ ] loading = [ ] loaded = [ ] count = 0 whil...
def load_experiment ( folder , return_path = False ) : '''load _ experiment : reads in the config . json for a folder , returns None if not found . : param folder : full path to experiment folder : param return _ path : if True , don ' t load the config . json , but return it'''
fullpath = os . path . abspath ( folder ) config = "%s/config.json" % ( fullpath ) if not os . path . exists ( config ) : bot . error ( "config.json could not be found in %s" % ( folder ) ) config = None if return_path is False and config is not None : config = read_json ( config ) return config
def send_calibrate_accelerometer ( self , simple = False ) : """Request accelerometer calibration . : param simple : if True , perform simple accelerometer calibration"""
calibration_command = self . message_factory . command_long_encode ( self . _handler . target_system , 0 , # target _ system , target _ component mavutil . mavlink . MAV_CMD_PREFLIGHT_CALIBRATION , # command 0 , # confirmation 0 , # param 1 , 1 : gyro calibration , 3 : gyro temperature calibration 0 , # param 2 , 1 : m...
def merge ( self , other , overlap = 'error' ) : """Merge content of other IntelHex object into current object ( self ) . @ param other other IntelHex object . @ param overlap action on overlap of data or starting addr : - error : raising OverlapError ; - ignore : ignore other data and keep current data i...
# check args if not isinstance ( other , IntelHex ) : raise TypeError ( 'other should be IntelHex object' ) if other is self : raise ValueError ( "Can't merge itself" ) if overlap not in ( 'error' , 'ignore' , 'replace' ) : raise ValueError ( "overlap argument should be either " "'error', 'ignore' or 'repla...
def start ( main_gui_class , ** kwargs ) : """This method starts the webserver with a specific App subclass ."""
debug = kwargs . pop ( 'debug' , False ) standalone = kwargs . pop ( 'standalone' , False ) logging . basicConfig ( level = logging . DEBUG if debug else logging . INFO , format = '%(name)-16s %(levelname)-8s %(message)s' ) logging . getLogger ( 'remi' ) . setLevel ( level = logging . DEBUG if debug else logging . INFO...
def add ( self , id , obj , criteria = { } , force = False , _check_id = True ) : """Add a : class : ` Component < cqparts . Component > ` instance to the database . : param id : unique id of entry , can be anything : type id : : class : ` str ` : param obj : component to be serialized , then added to the cat...
# Verify component if not isinstance ( obj , Component ) : raise TypeError ( "can only add(%r), component is a %r" % ( Component , type ( obj ) ) ) # Serialize object obj_data = obj . serialize ( ) # Add to database q = tinydb . Query ( ) if ( force or _check_id ) and self . items . count ( q . id == id ) : if ...
def create_markdown_cell ( block ) : """Create a markdown cell from a block ."""
kwargs = { 'cell_type' : block [ 'type' ] , 'source' : block [ 'content' ] } markdown_cell = nbbase . new_markdown_cell ( ** kwargs ) return markdown_cell
def convert_to_string ( self , block ) : """Takes a list of SeqRecordExpanded objects corresponding to a gene _ code and produces the gene _ block as string . : param block : : return : str ."""
if self . aminoacids : molecule_type = "protein" else : molecule_type = "dna" out = None for seq_record in block : if not out : out = '&[{0}]\n' . format ( molecule_type , seq_record . gene_code ) taxon_id = '{0}_{1}_{2}' . format ( seq_record . voucher_code , seq_record . taxonomy [ 'genus' ] ,...
def book_reservation ( self , sessionid , roomid , start , end ) : """Book a reservation given the session id , the room id as an integer , and the start and end time as datetimes ."""
duration = int ( ( end - start ) . seconds / 60 ) format = "%Y-%m-%dT%H:%M:%S-{}" . format ( self . get_dst_gmt_timezone ( ) ) booking_url = "{}/reserve/{}/{}/?d={}" . format ( BASE_URL , roomid , start . strftime ( format ) , duration ) resp = requests . get ( booking_url , cookies = { "sessionid" : sessionid } ) if r...
def simple_atmo ( rgb , haze , contrast , bias ) : """A simple , static ( non - adaptive ) atmospheric correction function . Parameters haze : float Amount of haze to adjust for . For example , 0.03 contrast : integer Enhances the intensity differences between the lighter and darker elements of the imag...
gamma_b = 1 - haze gamma_g = 1 - ( haze / 3.0 ) arr = np . empty ( shape = ( 3 , rgb . shape [ 1 ] , rgb . shape [ 2 ] ) ) arr [ 0 ] = rgb [ 0 ] arr [ 1 ] = gamma ( rgb [ 1 ] , gamma_g ) arr [ 2 ] = gamma ( rgb [ 2 ] , gamma_b ) output = rgb . copy ( ) output [ 0 : 3 ] = sigmoidal ( arr , contrast , bias ) return outpu...
def hybrid_forward ( self , F , inputs , states , i2h_weight , h2h_weight , h2r_weight , i2h_bias , h2h_bias ) : r"""Hybrid forward computation for Long - Short Term Memory Projected network cell with cell clip and projection clip . Parameters inputs : input tensor with shape ` ( batch _ size , input _ size )...
prefix = 't%d_' % self . _counter i2h = F . FullyConnected ( data = inputs , weight = i2h_weight , bias = i2h_bias , num_hidden = self . _hidden_size * 4 , name = prefix + 'i2h' ) h2h = F . FullyConnected ( data = states [ 0 ] , weight = h2h_weight , bias = h2h_bias , num_hidden = self . _hidden_size * 4 , name = prefi...
def set_wv_parameters ( filter_name , grism_name ) : """Set wavelength calibration parameters for rectified images . Parameters filter _ name : str Filter name . grism _ name : str Grism name . Returns wv _ parameters : dictionary Python dictionary containing relevant wavelength calibration parame...
# protections if filter_name not in EMIR_VALID_FILTERS : raise ValueError ( 'Unexpected filter_name:' , filter_name ) if grism_name not in EMIR_VALID_GRISMS : raise ValueError ( 'Unexpected grism_name:' , grism_name ) # intialize output wv_parameters = { } # set parameters wv_parameters [ 'crpix1_enlarged' ] = ...
def describe_field ( field_definition ) : """Build descriptor for Field instance . Args : field _ definition : Field instance to provide descriptor for . Returns : Initialized FieldDescriptor instance describing the Field instance ."""
field_descriptor = FieldDescriptor ( ) field_descriptor . name = field_definition . name field_descriptor . number = field_definition . number field_descriptor . variant = field_definition . variant if isinstance ( field_definition , messages . EnumField ) : field_descriptor . type_name = field_definition . type . ...
def remove ( self , record ) : """Remove a reference to the provided record"""
self . _field . validate_value ( record ) del self . _elements [ record . id ] self . _sync_field ( )
def iter_items ( cls , repo , rev , paths = '' , ** kwargs ) : """Find all commits matching the given criteria . : param repo : is the Repo : param rev : revision specifier , see git - rev - parse for viable options : param paths : is an optional path or list of paths , if set only Commits that include the ...
if 'pretty' in kwargs : raise ValueError ( "--pretty cannot be used as parsing expects single sha's only" ) # END handle pretty # use - - in any case , to prevent possibility of ambiguous arguments # see https : / / github . com / gitpython - developers / GitPython / issues / 264 args = [ '--' ] if paths : args...
def update_license ( self , license_text ) : """Install or update the Cloudera Manager license . @ param license _ text : the license in text form"""
content = ( '--MULTI_BOUNDARY' , 'Content-Disposition: form-data; name="license"' , '' , license_text , '--MULTI_BOUNDARY--' , '' ) resp = self . _get_resource_root ( ) . post ( 'cm/license' , data = "\r\n" . join ( content ) , contenttype = 'multipart/form-data; boundary=MULTI_BOUNDARY' ) return ApiLicense . from_json...
def device_by_load ( wproc = 0.5 , wmem = 0.5 ) : """Get a list of GPU device ids ordered by increasing weighted average of processor and memory load ."""
gl = gpu_load ( wproc = wproc , wmem = wmem ) # return np . argsort ( np . asarray ( gl ) [ : , - 1 ] ) . tolist ( ) return [ idx for idx , load in sorted ( enumerate ( [ g . weighted for g in gl ] ) , key = ( lambda x : x [ 1 ] ) ) ]
def runCommand ( command ) : """Run a command . : param command : the command to run . : type command : list Tries to run a command . If it fails , raise a : py : class : ` ProgramError ` . This function uses the : py : mod : ` subprocess ` module . . . warning : : The variable ` ` command ` ` should be...
output = None try : output = subprocess . check_output ( command , stderr = subprocess . STDOUT , shell = False , ) except subprocess . CalledProcessError : msg = "couldn't run command\n" + " " . join ( command ) raise ProgramError ( msg )
def merge_directories ( self , directory_digests ) : """Merges any number of directories . : param directory _ digests : Tuple of DirectoryDigests . : return : A Digest ."""
result = self . _native . lib . merge_directories ( self . _scheduler , self . _to_value ( _DirectoryDigests ( directory_digests ) ) , ) return self . _raise_or_return ( result )
def create_app ( config ) : """Create a fully configured Celery application object . Args : config ( Config ) : A reference to a lightflow configuration object . Returns : Celery : A fully configured Celery application object ."""
# configure the celery logging system with the lightflow settings setup_logging . connect ( partial ( _initialize_logging , config ) , weak = False ) task_postrun . connect ( partial ( _cleanup_workflow , config ) , weak = False ) # patch Celery to use cloudpickle instead of pickle for serialisation patch_celery ( ) # ...
def getinputencoding ( stream = None ) : """Return preferred encoding for reading from ` ` stream ` ` . ` ` stream ` ` defaults to sys . stdin ."""
if stream is None : stream = sys . stdin encoding = stream . encoding if not encoding : encoding = getpreferredencoding ( ) return encoding
def _get_deployment_instance_diagnostics ( awsclient , deployment_id , instance_id ) : """Gets you the diagnostics details for the first ' Failed ' event . : param awsclient : : param deployment _ id : : param instance _ id : return : None or ( error _ code , script _ name , message , log _ tail )"""
client_codedeploy = awsclient . get_client ( 'codedeploy' ) request = { 'deploymentId' : deployment_id , 'instanceId' : instance_id } response = client_codedeploy . get_deployment_instance ( ** request ) # find first ' Failed ' event for i , event in enumerate ( response [ 'instanceSummary' ] [ 'lifecycleEvents' ] ) : ...
def cli_info ( data , title = 'Info' ) : '''Prints an info on CLI with the title . Useful for infos , general errors etc . : param data : : param title : : return :'''
wrapper = textwrap . TextWrapper ( ) wrapper . initial_indent = ' ' * 4 wrapper . subsequent_indent = wrapper . initial_indent return '{title}:\n\n{text}' . format ( title = title , text = wrapper . fill ( data ) )
def help ( ) : """List all targets"""
print ( "Please use '{} <target>' where <target> is one of" . format ( sys . argv [ 0 ] ) ) width = max ( len ( name ) for name in TARGETS ) for name , target in TARGETS . items ( ) : print ( ' {name:{width}} {descr}' . format ( name = name , width = width , descr = target . __doc__ ) )
def copy_file_if_update_required ( source_file , target_file ) : """Copies source _ file to target _ file if latter one in not existing or outdated : param source _ file : Source file of the copy operation : param target _ file : Target file of the copy operation"""
if file_needs_update ( target_file , source_file ) : shutil . copy ( source_file , target_file )
def get_vcs_details_output_vcs_details_local_switch_wwn ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) get_vcs_details = ET . Element ( "get_vcs_details" ) config = get_vcs_details output = ET . SubElement ( get_vcs_details , "output" ) vcs_details = ET . SubElement ( output , "vcs-details" ) local_switch_wwn = ET . SubElement ( vcs_details , "local-switch-wwn" ) local_switch_wwn . tex...
def weld_standard_deviation ( array , weld_type ) : """Returns the * sample * standard deviation of the array . Parameters array : numpy . ndarray or WeldObject Input array . weld _ type : WeldType Type of each element in the input array . Returns WeldObject Representation of this computation ."""
weld_obj_var = weld_variance ( array , weld_type ) obj_id , weld_obj = create_weld_object ( weld_obj_var ) weld_obj_var_id = get_weld_obj_id ( weld_obj , weld_obj_var ) weld_template = _weld_std_code weld_obj . weld_code = weld_template . format ( var = weld_obj_var_id ) return weld_obj
def FDMT_iteration ( datain , maxDT , nchan0 , f_min , f_max , iteration_num , dataType ) : """Input : Input - 3d array , with dimensions [ nint , N _ d0 , nbl , nchan , npol ] f _ min , f _ max - are the base - band begin and end frequencies . The frequencies can be entered in both MHz and GHz , units are fa...
nint , dT , nbl , nchan , npol = datain . shape # output _ dims = list ( input _ dims ) deltaF = 2 ** ( iteration_num ) * ( f_max - f_min ) / float ( nchan0 ) dF = ( f_max - f_min ) / float ( nchan0 ) # the maximum deltaT needed to calculate at the i ' th iteration deltaT = int ( np . ceil ( ( maxDT - 1 ) * ( 1. / f_mi...
def echo ( * args , ** kwargs ) : """Write a message to a file . Arguments : args A list of arguments which make up the message . The last argument is the path to the file to write to ."""
msg = args [ : - 1 ] path = fs . path ( args [ - 1 ] ) append = kwargs . pop ( "append" , False ) if append : with open ( path , "a" ) as file : print ( * msg , file = file , ** kwargs ) else : with open ( fs . path ( path ) , "w" ) as file : print ( * msg , file = file , ** kwargs )
def _calc_adu ( self ) : """Apply DAFs if existing for the buffer ."""
res = super ( ) . _calc_adu ( ) self . ensure_one ( ) dafs_to_apply = self . env [ 'ddmrp.adjustment' ] . search ( self . _daf_to_apply_domain ( ) ) if dafs_to_apply : daf = 1 values = dafs_to_apply . mapped ( 'value' ) for val in values : daf *= val prev = self . adu self . adu *= daf _...
def _hexdecode ( hexstring ) : """Convert a hex encoded string to a byte string . For example ' 4A ' will return ' J ' , and ' 04 ' will return ` ` ' \\ x04 ' ` ` ( which has length 1 ) . Args : hexstring ( str ) : Can be for example ' A3 ' or ' A3B4 ' . Must be of even length . Allowed characters are ' 0 '...
# Note : For Python3 the appropriate would be : raise TypeError ( new _ error _ message ) from err # but the Python2 interpreter will indicate SyntaxError . # Thus we need to live with this warning in Python3: # ' During handling of the above exception , another exception occurred ' _checkString ( hexstring , descripti...
def generate_confirmation_token ( self , user ) : """Generates a unique confirmation token for the specified user . : param user : The user to work with"""
data = [ str ( user . id ) , self . hash_data ( user . email ) ] return self . security . confirm_serializer . dumps ( data )
def Kdiag ( self , X ) : """Compute the diagonal of the covariance matrix associated to X ."""
ret = np . empty ( X . shape [ 0 ] ) ret [ : ] = self . variance return ret
def submit_metric ( self , name , snmp_value , forced_type , tags = None ) : '''Convert the values reported as pysnmp - Managed Objects to values and report them to the aggregator'''
tags = [ ] if tags is None else tags if reply_invalid ( snmp_value ) : # Metrics not present in the queried object self . log . warning ( "No such Mib available: {}" . format ( name ) ) return metric_name = self . normalize ( name , prefix = "snmp" ) if forced_type : if forced_type . lower ( ) == "gauge" : ...
def _serve_file ( self , path ) : """Call Paste ' s FileApp ( a WSGI application ) to serve the file at the specified path"""
static = PkgResourcesParser ( 'pylons' , 'pylons' ) request . environ [ 'PATH_INFO' ] = '/%s' % path return static ( request . environ , self . start_response )
def strip_number ( self ) : """The number of the strip that has changed state , with 0 being the first strip . On tablets with only one strip , this method always returns 0. For events not of type : attr : ` ~ libinput . constant . EventType . TABLET _ PAD _ STRIP ` , this property raises : exc : ` Attrib...
if self . type != EventType . TABLET_PAD_STRIP : raise AttributeError ( _wrong_prop . format ( self . type ) ) return self . _libinput . libinput_event_tablet_pad_get_strip_number ( self . _handle )
def client_connected_callback ( self , reader , writer ) : """Handle connected client ."""
peer = writer . get_extra_info ( 'peername' ) clients . append ( ( reader , writer , peer ) ) log . info ( "Incoming connection from: %s:%s" , peer [ 0 ] , peer [ 1 ] ) try : while True : data = yield from reader . readline ( ) if not data : break try : line = data . ...
def alarm_disable ( self ) : """disable the alarm"""
log . debug ( "alarm => disable..." ) params = { "enabled" : False } self . _app_exec ( "com.lametric.clock" , "clock.alarm" , params = params )