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def removeContinuousSet ( self , continuousSet ) : """Removes the specified continuousSet from this repository ."""
q = models . ContinuousSet . delete ( ) . where ( models . ContinuousSet . id == continuousSet . getId ( ) ) q . execute ( )
def init_engine ( self , get_loader ) : """Construct and store a PipelineEngine from loader . If get _ loader is None , constructs an ExplodingPipelineEngine"""
if get_loader is not None : self . engine = SimplePipelineEngine ( get_loader , self . asset_finder , self . default_pipeline_domain ( self . trading_calendar ) , ) else : self . engine = ExplodingPipelineEngine ( )
def fastqc ( self , file , output_dir ) : """Create command to run fastqc on a FASTQ file : param str file : Path to file with sequencing reads : param str output _ dir : Path to folder in which to place output : return str : Command with which to run fastqc"""
# You can find the fastqc help with fastqc - - help try : pm = self . pm except AttributeError : # Do nothing , this is just for path construction . pass else : if not os . path . isabs ( output_dir ) and pm is not None : output_dir = os . path . join ( pm . outfolder , output_dir ) self . make_sure...
def do_bp ( self , arg ) : """[ ~ process ] bp < address > - set a code breakpoint"""
pid = self . get_process_id_from_prefix ( ) if not self . debug . is_debugee ( pid ) : raise CmdError ( "target process is not being debugged" ) process = self . get_process ( pid ) token_list = self . split_tokens ( arg , 1 , 1 ) try : address = self . input_address ( token_list [ 0 ] , pid ) deferred = Fa...
def get ( self , ids , ** kwargs ) : """Method to get interfaces by their ids . : param ids : List containing identifiers of interfaces . : return : Dict containing interfaces ."""
url = build_uri_with_ids ( 'api/v3/interface/%s/' , ids ) return super ( ApiInterfaceRequest , self ) . get ( self . prepare_url ( url , kwargs ) )
def update_parameters ( parameters , grads , learning_rate = 1.2 ) : """Updates parameters using the gradient descent update rule given above Arguments : parameters - - python dictionary containing your parameters grads - - python dictionary containing your gradients Returns : parameters - - python dictio...
# Retrieve each parameter from the dictionary " parameters " W1 = parameters [ "W1" ] b1 = parameters [ "b1" ] W2 = parameters [ "W2" ] b2 = parameters [ "b2" ] # Retrieve each gradient from the dictionary " grads " dW1 = grads [ "dW1" ] db1 = grads [ "db1" ] dW2 = grads [ "dW2" ] db2 = grads [ "db2" ] # Update rule fo...
def create ( self , title , description = None , private = False ) : """Create a new collection . This requires the ' write _ collections ' scope . : param title [ string ] : The title of the collection . ( Required . ) : param description [ string ] : The collection ’ s description . ( Optional . ) : param...
url = "/collections" data = { "title" : title , "description" : description , "private" : private } result = self . _post ( url , data = data ) return CollectionModel . parse ( result )
def get_course_video_ids_with_youtube_profile ( course_ids = None , offset = None , limit = None ) : """Returns a list that contains all the course ids and video ids with the youtube profile Args : course _ ids ( list ) : valid course ids limit ( int ) : batch records limit offset ( int ) : an offset for se...
course_videos = ( CourseVideo . objects . select_related ( 'video' ) . prefetch_related ( 'video__encoded_videos' , 'video__encoded_videos__profile' ) . filter ( video__encoded_videos__profile__profile_name = 'youtube' ) . order_by ( 'id' ) . distinct ( ) ) if course_ids : course_videos = course_videos . filter ( c...
def load_hvjs ( cls , logo = False , bokeh_logo = False , mpl_logo = False , plotly_logo = False , JS = True , message = 'HoloViewsJS successfully loaded.' ) : """Displays javascript and CSS to initialize HoloViews widgets ."""
import jinja2 # Evaluate load _ notebook . html template with widgetjs code if JS : widgetjs , widgetcss = Renderer . html_assets ( extras = False , backends = [ ] , script = True ) else : widgetjs , widgetcss = '' , '' # Add classic notebook MIME renderer widgetjs += nb_mime_js templateLoader = jinja2 . FileSy...
def waiting_config_state ( self , timeout = 300 ) : """waiting while real state equal config state Args : timeout - specify how long , in seconds , a command can take before server times out . return True if operation success otherwise False"""
t_start = time . time ( ) while not self . check_config_state ( ) : if time . time ( ) - t_start > timeout : return False time . sleep ( 0.1 ) return True
def output_deployment_diagnostics ( awsclient , deployment_id , log_group , start_time = None ) : """diagnostics : param awsclient : : param deployment _ id :"""
headline = False for instance_id in _list_deployment_instances ( awsclient , deployment_id ) : diagnostics = _get_deployment_instance_diagnostics ( awsclient , deployment_id , instance_id ) # if error _ code ! = ' Success ' : if diagnostics is not None : error_code , script_name , message , log_tail...
def _op_to_matrix ( self , op : Optional [ ops . Operation ] , qubits : Tuple [ ops . Qid , ... ] ) -> Optional [ np . ndarray ] : """Determines the effect of an operation on the given qubits . If the operation is a 1 - qubit operation on one of the given qubits , or a 2 - qubit operation on both of the given q...
q1 , q2 = qubits matrix = protocols . unitary ( op , None ) if matrix is None : return None assert op is not None if op . qubits == qubits : return matrix if op . qubits == ( q2 , q1 ) : return MergeInteractions . _flip_kron_order ( matrix ) if op . qubits == ( q1 , ) : return np . kron ( matrix , np . ...
def get_state_id_for_port ( port ) : """This method returns the state ID of the state containing the given port : param port : Port to check for containing state ID : return : State ID of state containing port"""
parent = port . parent from rafcon . gui . mygaphas . items . state import StateView if isinstance ( parent , StateView ) : return parent . model . state . state_id
def _call_wrapper ( self , time , function , * args ) : """Fired by tk . after , gets the callback and either executes the function and cancels or repeats"""
# execute the function function ( * args ) if function in self . _callback . keys ( ) : repeat = self . _callback [ function ] [ 1 ] if repeat : # setup the call back again and update the id callback_id = self . tk . after ( time , self . _call_wrapper , time , function , * args ) self . _callba...
def _terminate_process_iou ( self ) : """Terminate the IOU process if running"""
if self . _iou_process : log . info ( 'Stopping IOU process for IOU VM "{}" PID={}' . format ( self . name , self . _iou_process . pid ) ) try : self . _iou_process . terminate ( ) # Sometime the process can already be dead when we garbage collect except ProcessLookupError : pass self . ...
def download ( dataset_label = None , destination_dir = None , dry_run = False ) : """Download sample data by data label . Warning : function with side effect ! Labels can be listed by sample _ data . data _ urls . keys ( ) . Returns downloaded files . : param dataset _ label : label of data . If it is set to N...
if destination_dir is None : destination_dir = op . join ( dataset_path ( get_root = True ) , "medical" , "orig" ) destination_dir = op . expanduser ( destination_dir ) logger . info ( "destination dir: {}" . format ( destination_dir ) ) if dataset_label is None : dataset_label = data_urls . keys ( ) if type ( ...
def __parse_database_accessions ( ) : '''Gets and parses file'''
filename = get_file ( 'database_accession.tsv' ) with io . open ( filename , 'r' , encoding = 'cp1252' ) as textfile : next ( textfile ) for line in textfile : tokens = line . strip ( ) . split ( '\t' ) chebi_id = int ( tokens [ 1 ] ) if chebi_id not in __DATABASE_ACCESSIONS : ...
def is_condition_met ( self , hand , win_tile , melds , is_tsumo ) : """Three closed pon sets , the other sets need not to be closed : param hand : list of hand ' s sets : param win _ tile : 136 tiles format : param melds : list Meld objects : param is _ tsumo : : return : true | false"""
win_tile //= 4 open_sets = [ x . tiles_34 for x in melds if x . opened ] chi_sets = [ x for x in hand if ( is_chi ( x ) and win_tile in x and x not in open_sets ) ] pon_sets = [ x for x in hand if is_pon ( x ) ] closed_pon_sets = [ ] for item in pon_sets : if item in open_sets : continue # if we do the ...
def _split_generators ( self , dl_manager ) : """Returns SplitGenerators ."""
url = _DL_URLS [ self . builder_config . name ] data_dirs = dl_manager . download_and_extract ( url ) path_to_dataset = os . path . join ( data_dirs , tf . io . gfile . listdir ( data_dirs ) [ 0 ] ) train_a_path = os . path . join ( path_to_dataset , "trainA" ) train_b_path = os . path . join ( path_to_dataset , "train...
def get_jwt_decrypt_keys ( self , jwt , ** kwargs ) : """Get decryption keys from this keyjar based on information carried in a JWE . These keys should be usable to decrypt an encrypted JWT . : param jwt : A cryptojwt . jwt . JWT instance : param kwargs : Other key word arguments : return : list of usable k...
try : _key_type = jwe_alg2keytype ( jwt . headers [ 'alg' ] ) except KeyError : _key_type = '' try : _kid = jwt . headers [ 'kid' ] except KeyError : logger . info ( 'Missing kid' ) _kid = '' keys = self . get ( key_use = 'enc' , owner = '' , key_type = _key_type ) try : _aud = kwargs [ 'aud' ] ...
def _ParseAndValidateRecord ( self , parser_mediator , text_file_object ) : """Parses and validates an Opera global history record . Args : parser _ mediator ( ParserMediator ) : mediates interactions between parsers and other components , such as storage and dfvfs . text _ file _ object ( dfvfs . TextFile ...
try : title = text_file_object . readline ( size = self . _MAXIMUM_LINE_SIZE ) url = text_file_object . readline ( size = self . _MAXIMUM_LINE_SIZE ) timestamp = text_file_object . readline ( size = self . _MAXIMUM_LINE_SIZE ) popularity_index = text_file_object . readline ( size = self . _MAXIMUM_LINE_...
def get_queryset ( self ) : '''This is overwritten in order to not exclude drafts and pages submitted for moderation'''
request = self . request # Allow pages to be filtered to a specific type if 'type' not in request . GET : model = Page else : model_name = request . GET [ 'type' ] try : model = resolve_model_string ( model_name ) except LookupError : raise BadRequestError ( "type doesn't exist" ) if...
def get_transport ( host , username , key ) : """Create a transport object : param host : the hostname to connect to : type host : str : param username : SSH username : type username : str : param key : key object used for authentication : type key : paramiko . RSAKey : return : a transport object :...
if host == shakedown . master_ip ( ) : transport = paramiko . Transport ( host ) else : transport_master = paramiko . Transport ( shakedown . master_ip ( ) ) transport_master = start_transport ( transport_master , username , key ) if not transport_master . is_authenticated ( ) : print ( "error: ...
def do_dock6_flexible ( self , ligand_path , force_rerun = False ) : """Dock a ligand to the protein . Args : ligand _ path ( str ) : Path to ligand ( mol2 format ) to dock to protein force _ rerun ( bool ) : If method should be rerun even if output file exists"""
log . debug ( '{}: running DOCK6...' . format ( self . id ) ) ligand_name = os . path . basename ( ligand_path ) . split ( '.' ) [ 0 ] in_name = op . join ( self . dock_dir , "{}_{}_flexdock.in" . format ( self . id , ligand_name ) ) out_name = op . join ( self . dock_dir , "{}_{}_flexdock.out" . format ( self . id , l...
def _read_routes_c ( ipv6 = False ) : """Retrieve Windows routes through a GetIpForwardTable2 call . This is not available on Windows XP !"""
af = socket . AF_INET6 if ipv6 else socket . AF_INET sock_addr_name = 'Ipv6' if ipv6 else 'Ipv4' sin_addr_name = 'sin6_addr' if ipv6 else 'sin_addr' metric_name = 'ipv6_metric' if ipv6 else 'ipv4_metric' ip_len = 16 if ipv6 else 4 if ipv6 : lifaddr = in6_getifaddr ( ) routes = [ ] def _extract_ip_netmask ( obj ) : ...
def _getEngineVersionHash ( self ) : """Computes the SHA - 256 hash of the JSON version details for the latest installed version of UE4"""
versionDetails = self . _getEngineVersionDetails ( ) hash = hashlib . sha256 ( ) hash . update ( json . dumps ( versionDetails , sort_keys = True , indent = 0 ) . encode ( 'utf-8' ) ) return hash . hexdigest ( )
def zone ( self ) -> Optional [ str ] : """Zone the device is assigned to ."""
if self . _device_category == DC_BASEUNIT : return None return '{:02x}-{:02x}' . format ( self . _group_number , self . _unit_number )
def make_params ( key_parts : Sequence [ str ] , variable_parts : VariablePartsType ) -> Dict [ str , Union [ str , Tuple [ str ] ] ] : """Map keys to variables . This map URL - pattern variables to a URL related parts : param key _ parts : A list of URL parts : param variable _ parts : A linked - list ( ala ne...
# The unwrapped variable parts are in reverse order . # Instead of reversing those we reverse the key parts # and avoid the O ( n ) space required for reversing the vars return dict ( zip ( reversed ( key_parts ) , _unwrap ( variable_parts ) ) )
def binary_average ( start : int , end : int ) -> str : """Calculates the average of all integers in a given range ( inclusive ) , rounds to the nearest integer , and returns it in binary form . If the starting value is larger than the ending value , it returns - 1. Args : start ( int ) : The starting value...
if start > end : return - 1 total = sum ( range ( start , end + 1 ) ) avg = round ( total / ( end - start + 1 ) ) return bin ( avg )
def load_from_args ( args ) : """Given parsed commandline arguments , returns a list of ReadSource objects"""
if not args . reads : return None if args . read_source_name : read_source_names = util . expand ( args . read_source_name , 'read_source_name' , 'read source' , len ( args . reads ) ) else : read_source_names = util . drop_prefix ( args . reads ) filters = [ ] for ( name , info ) in READ_FILTERS . items ( ...
def _remaining_points ( hands ) : ''': param list hands : hands for which to compute the remaining points : return : a list indicating the amount of points remaining in each of the input hands'''
points = [ ] for hand in hands : points . append ( sum ( d . first + d . second for d in hand ) ) return points
def process_utterance_online ( self , utterance , frame_size = 400 , hop_size = 160 , chunk_size = 1 , buffer_size = 5760000 , corpus = None ) : """Process the utterance in * * online * * mode , chunk by chunk . The processed chunks are yielded one after another . Args : utterance ( Utterance ) : The utteranc...
return self . process_track_online ( utterance . track , frame_size = frame_size , hop_size = hop_size , start = utterance . start , end = utterance . end , utterance = utterance , corpus = corpus , chunk_size = chunk_size , buffer_size = buffer_size )
def lhs ( n , samples = None , criterion = None , iterations = None ) : """Generate a latin - hypercube design Parameters n : int The number of factors to generate samples for Optional samples : int The number of samples to generate for each factor ( Default : n ) criterion : str Allowable values ar...
H = None if samples is None : samples = n if criterion is not None : assert criterion . lower ( ) in ( 'center' , 'c' , 'maximin' , 'm' , 'centermaximin' , 'cm' , 'correlation' , 'corr' ) , 'Invalid value for "criterion": {}' . format ( criterion ) else : H = _lhsclassic ( n , samples ) if criterion is None...
def download_url ( url , destination ) : """Download an external URL to the destination"""
from settings import VALID_IMAGE_EXTENSIONS base_name , ext = os . path . splitext ( url ) ext = ext . lstrip ( '.' ) if ext not in VALID_IMAGE_EXTENSIONS : raise Exception ( "Invalid image extension" ) base_path , filename = os . path . split ( destination ) os . makedirs ( base_path ) urllib . urlretrieve ( url ,...
def system_switch_attributes_rbridge_id_chassis_name ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) system = ET . SubElement ( config , "system" , xmlns = "urn:brocade.com:mgmt:brocade-ras" ) switch_attributes = ET . SubElement ( system , "switch-attributes" ) rbridge_id = ET . SubElement ( switch_attributes , "rbridge-id" ) rbridge_id_key = ET . SubElement ( rbridge_id , "rbridge-i...
def get_filename ( key , message , default = None , history = None ) : """Like : meth : ` prompt ` , but only accepts the name of an existing file as an input . : type key : str : param key : The key under which to store the input in the : class : ` InputHistory ` . : type message : str : param message : ...
def _validate ( string ) : if not os . path . isfile ( string ) : return 'File not found. Please enter a filename.' return prompt ( key , message , default , True , _validate , history )
def _dep_changed ( self , dep , code_changed = False , value_changed = False ) : """Called when a dependency ' s expression has changed ."""
self . changed ( code_changed , value_changed )
def plot_dos ( self , T = None , npoints = 10000 ) : """Plot the total Dos using DosPlotter ( )"""
if self . bzt_interp is None : raise BoltztrapError ( "BztInterpolator not present" ) tdos = self . bzt_interp . get_dos ( T = T , npts_mu = npoints ) # print ( npoints ) dosPlotter = DosPlotter ( ) dosPlotter . add_dos ( 'Total' , tdos ) return dosPlotter
def has_permissions ( ** perms ) : """A : func : ` . check ` that is added that checks if the member has all of the permissions necessary . The permissions passed in must be exactly like the properties shown under : class : ` . discord . Permissions ` . This check raises a special exception , : exc : ` . Mi...
def predicate ( ctx ) : ch = ctx . channel permissions = ch . permissions_for ( ctx . author ) missing = [ perm for perm , value in perms . items ( ) if getattr ( permissions , perm , None ) != value ] if not missing : return True raise MissingPermissions ( missing ) return check ( predicate...
def _run_opf ( self , P , q , AA , ll , uu , xmin , xmax , x0 , opt ) : """Solves the either quadratic or linear program ."""
AAcvx = tocvx ( AA ) nx = x0 . shape [ 0 ] # number of variables # add var limits to linear constraints eyex = spmatrix ( 1.0 , range ( nx ) , range ( nx ) ) A = sparse ( [ eyex , AAcvx ] ) l = matrix ( [ - xmin , ll ] ) u = matrix ( [ xmax , uu ] ) Ae , be , Ai , bi = split_linear_constraints ( A , l , u ) if len ( P ...
def show_subnet ( self , subnet , ** _params ) : """Fetches information of a certain subnet ."""
return self . get ( self . subnet_path % ( subnet ) , params = _params )
def _sfn ( l , mask , myrad , bcast_var ) : """Score classifier on searchlight data using cross - validation . The classifier is in ` bcast _ var [ 2 ] ` . The labels are in ` bast _ var [ 0 ] ` . The number of cross - validation folds is in ` bast _ var [ 1 ] ."""
clf = bcast_var [ 2 ] data = l [ 0 ] [ mask , : ] . T # print ( l [ 0 ] . shape , mask . shape , data . shape ) skf = model_selection . StratifiedKFold ( n_splits = bcast_var [ 1 ] , shuffle = False ) accuracy = np . mean ( model_selection . cross_val_score ( clf , data , y = bcast_var [ 0 ] , cv = skf , n_jobs = 1 ) )...
def get_enum_from_name ( self , enum_name ) : """Return an enum from a name Args : enum _ name ( str ) : name of the enum Returns : Enum"""
return next ( ( e for e in self . enums if e . name == enum_name ) , None )
def trayicon_toggled ( self , settings , key , user_data ) : """If the gconf var use _ trayicon be changed , this method will be called and will show / hide the trayicon ."""
if hasattr ( self . guake . tray_icon , 'set_status' ) : self . guake . tray_icon . set_status ( settings . get_boolean ( key ) ) else : self . guake . tray_icon . set_visible ( settings . get_boolean ( key ) )
def import_opml ( url ) : """Import an OPML file locally or from a URL . Uses your text attributes as aliases ."""
# Test if URL given is local , then open , parse out feed urls , # add feeds , set text = to aliases and report success , list feeds added from bs4 import BeautifulSoup try : f = file ( url ) . read ( ) except IOError : f = requests . get ( url ) . text soup = BeautifulSoup ( f , "xml" ) links = soup . find_all...
def _overwrite ( self , n ) : """Overwrite old file with new and keep file with suffix . old"""
if os . path . isfile ( n [ : - 4 ] ) : shutil . copy2 ( n [ : - 4 ] , n [ : - 4 ] + ".old" ) print ( "Old file {0} saved as {1}.old" . format ( n [ : - 4 ] . split ( "/" ) [ - 1 ] , n [ : - 4 ] . split ( "/" ) [ - 1 ] ) ) if os . path . isfile ( n ) : shutil . move ( n , n [ : - 4 ] ) print ( "New file...
def listRoleIds ( self , * args , ** kwargs ) : """List Role IDs If no limit is given , the roleIds of all roles are returned . Since this list may become long , callers can use the ` limit ` and ` continuationToken ` query arguments to page through the responses . This method gives output : ` ` v1 / list -...
return self . _makeApiCall ( self . funcinfo [ "listRoleIds" ] , * args , ** kwargs )
def createResourceMapFromStream ( in_stream , base_url = d1_common . const . URL_DATAONE_ROOT ) : """Create a simple OAI - ORE Resource Map with one Science Metadata document and any number of Science Data objects , using a stream of PIDs . Args : in _ stream : The first non - blank line is the PID of the r...
pids = [ ] for line in in_stream : pid = line . strip ( ) if pid == "#" or pid . startswith ( "# " ) : continue if len ( pids ) < 2 : raise ValueError ( "Insufficient numbers of identifiers provided." ) logging . info ( "Read {} identifiers" . format ( len ( pids ) ) ) ore = ResourceMap ( base_url =...
def deflate_write_block ( fo , block_bytes ) : """Write block in " deflate " codec ."""
# The first two characters and last character are zlib # wrappers around deflate data . data = compress ( block_bytes ) [ 2 : - 1 ] write_long ( fo , len ( data ) ) fo . write ( data )
def csv ( self ) : """Returns the security rules as a CSV . CSV format : - id - name - description - rules _ direction - rules _ ip _ protocol - rules _ from _ port - rules _ to _ port - rules _ grants _ group _ id - rules _ grants _ name - rules _ grants _ cidr _ ip - rules _ description ...
# Generate a csv file in memory with all the data in output = StringIO . StringIO ( ) fieldnames = [ 'id' , 'name' , 'description' , 'rules_direction' , 'rules_ip_protocol' , 'rules_from_port' , 'rules_to_port' , 'rules_grants_group_id' , 'rules_grants_name' , 'rules_grants_cidr_ip' , 'rules_description' ] writer = csv...
def runfile ( self , filename , args = None ) : """Run filename args : command line arguments ( string )"""
if args is not None and not is_text_string ( args ) : raise TypeError ( "expected a character buffer object" ) self . namespace [ '__file__' ] = filename sys . argv = [ filename ] if args is not None : for arg in args . split ( ) : sys . argv . append ( arg ) self . execfile ( filename ) sys . argv = [ ...
def detect_xid_devices ( self ) : """For all of the com ports connected to the computer , send an XID command ' _ c1 ' . If the device response with ' _ xid ' , it is an xid device ."""
self . __xid_cons = [ ] for c in self . __com_ports : device_found = False for b in [ 115200 , 19200 , 9600 , 57600 , 38400 ] : con = XidConnection ( c , b ) try : con . open ( ) except SerialException : continue con . flush_input ( ) con . flush_o...
def init_parser ( ) : """Initialize the arguments parser ."""
parser = argparse . ArgumentParser ( description = "Automated development environment initialization" ) parser . add_argument ( '--version' , action = 'version' , version = '%(prog)s ' + __version__ ) subparsers = parser . add_subparsers ( title = "commands" ) # List command parser_list = subparsers . add_parser ( "lis...
def _next ( self ) : """Get the next summary and present it ."""
self . summaries . rotate ( - 1 ) current_summary = self . summaries [ 0 ] self . _update_summary ( current_summary )
def dft_postprocess_data ( arr , real_grid , recip_grid , shift , axes , interp , sign = '-' , op = 'multiply' , out = None ) : """Post - process the Fourier - space data after DFT . This function multiplies the given data with the separable function : : q ( xi ) = exp ( + - 1j * dot ( x [ 0 ] , xi ) ) * s * ...
arr = np . asarray ( arr ) if is_real_floating_dtype ( arr . dtype ) : arr = arr . astype ( complex_dtype ( arr . dtype ) ) elif not is_complex_floating_dtype ( arr . dtype ) : raise ValueError ( 'array data type {} is not a complex floating point ' 'data type' . format ( dtype_repr ( arr . dtype ) ) ) if out i...
def add_leaf_node ( self , tree_id , node_id , values , relative_hit_rate = None ) : """Add a leaf node to the tree ensemble . Parameters tree _ id : int ID of the tree to add the node to . node _ id : int ID of the node within the tree . values : [ float | int | list | dict ] Value ( s ) at the leaf ...
spec_node = self . tree_parameters . nodes . add ( ) spec_node . treeId = tree_id spec_node . nodeId = node_id spec_node . nodeBehavior = _TreeEnsemble_pb2 . TreeEnsembleParameters . TreeNode . TreeNodeBehavior . Value ( 'LeafNode' ) if not isinstance ( values , _collections . Iterable ) : values = [ values ] if re...
def get_peaks ( self , method = "slope" , peak_amp_thresh = 0.00005 , valley_thresh = 0.00003 , intervals = None , lookahead = 20 , avg_interval = 100 ) : """This function expects SMOOTHED histogram . If you run it on a raw histogram , there is a high chance that it returns no peaks . method can be interval / s...
peaks = { } slope_peaks = { } # Oh dear future me , please don ' t get confused with a lot of mess around # indices around here . All indices ( eg : left _ index etc ) refer to indices # of x or y ( of histogram ) . if method == "slope" or method == "hybrid" : # step 1 : get the peaks result = slope . peaks ( self ...
def get_logger_data ( self ) : '''Return data on managed loggers . Returns a dictionary of managed logger configuration data . The format is primarily controlled by the : func : ` SocketStreamCapturer . dump _ handler _ config _ data ` function : : < capture address > : < list of handler config for data cap...
return { address : stream_capturer [ 0 ] . dump_handler_config_data ( ) for address , stream_capturer in self . _stream_capturers . iteritems ( ) }
def inferObject ( exp , objectId , objects , objectName ) : """Run inference on the given object . objectName is the name of this object in the experiment ."""
# Create sequence of random sensations for this object for one column . The # total number of sensations is equal to the number of points on the object . # No point should be visited more than once . objectSensations = { } objectSensations [ 0 ] = [ ] obj = objects [ objectId ] objectCopy = [ pair for pair in obj ] ran...
def threshold_get_color ( self , value , name = None ) : """Obtain color for a value using thresholds . The value will be checked against any defined thresholds . These should have been set in the i3status configuration . If more than one threshold is needed for a module then the name can also be supplied . ...
# If first run then process the threshold data . if self . _thresholds is None : self . _thresholds_init ( ) # allow name with different values if isinstance ( name , tuple ) : name_used = "{}/{}" . format ( name [ 0 ] , name [ 1 ] ) if name [ 2 ] : self . _thresholds [ name_used ] = [ ( x [ 0 ] , s...
def read_code_bytes ( self , size = 128 , offset = 0 ) : """Tries to read some bytes of the code currently being executed . @ type size : int @ param size : Number of bytes to read . @ type offset : int @ param offset : Offset from the program counter to begin reading . @ rtype : str @ return : Bytes re...
return self . get_process ( ) . read ( self . get_pc ( ) + offset , size )
def create ( self , ipv4s ) : """Method to create ipv4 ' s : param ipv4s : List containing ipv4 ' s desired to be created on database : return : None"""
data = { 'ips' : ipv4s } return super ( ApiIPv4 , self ) . post ( 'api/v3/ipv4/' , data )
def add_post ( request , t_slug , t_id , p_id = False ) : # topic slug , topic id , post id """Creates a new post and attaches it to a topic"""
topic = get_object_or_404 ( Topic , id = t_id ) topic_url = '{0}page{1}/' . format ( topic . get_short_url ( ) , topic . page_count ) user = request . user current_time = time . time ( ) form_title = 'Add a post' if topic . is_locked : # If we mistakenly allowed reply on locked topic , bail with error msg . message...
def update_exc ( exc , msg , before = True , separator = "\n" ) : """Adds additional text to an exception ' s error message . The new text will be added before the existing text by default ; to append it after the original text , pass False to the ` before ` parameter . By default the old and new text will be...
emsg = exc . message if before : parts = ( msg , separator , emsg ) else : parts = ( emsg , separator , msg ) new_msg = "%s%s%s" % parts new_args = ( new_msg , ) + exc . args [ 1 : ] exc . message = new_msg exc . args = new_args return exc
def _check_denied_group ( self ) : """Returns True if the negative group requirement ( AUTH _ LDAP _ DENY _ GROUP ) is met . Always returns True if AUTH _ LDAP _ DENY _ GROUP is None ."""
denied_group_dn = self . settings . DENY_GROUP if denied_group_dn is not None : is_member = self . _get_groups ( ) . is_member_of ( denied_group_dn ) if is_member : raise self . AuthenticationFailed ( "user does not satisfy AUTH_LDAP_DENY_GROUP" ) return True
def get_groups ( self ) : """Return a list of groups of atom indexes Each atom in a group belongs to the same molecule or residue ."""
groups = [ ] for a_index , m_index in enumerate ( self . molecules ) : if m_index >= len ( groups ) : groups . append ( [ a_index ] ) else : groups [ m_index ] . append ( a_index ) return groups
def data2schema ( _data = None , _force = False , _besteffort = True , _registry = None , _factory = None , _buildkwargs = None , ** kwargs ) : """Get the schema able to instanciate input data . The default value of schema will be data . Can be used such as a decorator : . . code - block : : python @ data2s...
if _data is None : return lambda _data : data2schema ( _data , _force = False , _besteffort = True , _registry = None , _factory = None , _buildkwargs = None , ** kwargs ) result = None fdata = _data ( ) if isinstance ( _data , DynamicValue ) else _data datatype = type ( fdata ) content = getattr ( fdata , '__dict_...
def to_utf8 ( str_or_unicode ) : """Safely returns a UTF - 8 version of a given string > > > utils . to _ utf8 ( u ' hi ' ) ' hi '"""
if not isinstance ( str_or_unicode , six . text_type ) : return str_or_unicode . encode ( "utf-8" , "ignore" ) return str ( str_or_unicode )
def FontForLabels ( self , dc ) : '''Return the default GUI font , scaled for printing if necessary .'''
font = wx . SystemSettings_GetFont ( wx . SYS_DEFAULT_GUI_FONT ) scale = dc . GetPPI ( ) [ 0 ] / wx . ScreenDC ( ) . GetPPI ( ) [ 0 ] font . SetPointSize ( scale * font . GetPointSize ( ) ) return font
def modification_time ( self ) : """dfdatetime . DateTimeValues : modification time or None if not available ."""
if self . _stat_info is None : return None timestamp = int ( self . _stat_info . st_mtime ) return dfdatetime_posix_time . PosixTime ( timestamp = timestamp )
def plotCompareTrackAAModel ( self , ** kwargs ) : """NAME : plotCompareTrackAAModel PURPOSE : plot the comparison between the underlying model ' s dOmega _ perp vs . dangle _ r ( line ) and the track in ( x , v ) ' s dOmega _ perp vs . dangle _ r ( dots ; explicitly calculating the track ' s action - angle c...
# First calculate the model model_adiff = ( self . _ObsTrackAA [ : , 3 : ] - self . _progenitor_angle ) [ : , 0 ] * self . _sigMeanSign model_operp = numpy . dot ( self . _ObsTrackAA [ : , : 3 ] - self . _progenitor_Omega , self . _dsigomeanProgDirection ) * self . _sigMeanSign # Then calculate the track ' s frequency ...
def parameter_struct_dict ( self ) : """Dictionary containing PyAtomData structs for the force field ."""
if self . _parameter_struct_dict is None : self . _parameter_struct_dict = self . _make_ff_params_dict ( ) elif self . auto_update_f_params : new_hash = hash ( tuple ( [ tuple ( item ) for sublist in self . values ( ) for item in sublist . values ( ) ] ) ) if self . _old_hash != new_hash : self . _p...
def _replace_deferred ( self , arg , context ) : """This replaces all deferred nodes ( UnboundVariables and _ DeferredLayers ) . If arg is a sequence or a dict , then it ' s deferred values are also replaced . Args : arg : The argument to replace . If a list or a dict , then all items are also replaced . ...
if isinstance ( arg , UnboundVariable ) : return context [ arg ] elif isinstance ( arg , _DeferredLayer ) : # pylint : disable = protected - access return arg . _construct ( context ) elif isinstance ( arg , tuple ) : return tuple ( ( self . _replace_deferred ( x , context ) for x in arg ) ) elif ( isinstan...
def get_cdpp ( self , flux = None ) : '''Returns the scalar CDPP for the light curve .'''
if flux is None : flux = self . flux return self . _mission . CDPP ( self . apply_mask ( flux ) , cadence = self . cadence )
def compute ( cls , observation , prediction ) : """Compute a z - score from an observation and a prediction ."""
assert isinstance ( observation , dict ) try : p_value = prediction [ 'mean' ] # Use the prediction ' s mean . except ( TypeError , KeyError , IndexError ) : # If there isn ' t one . . . try : p_value = prediction [ 'value' ] # Use the prediction ' s value . except ( TypeError , IndexErr...
def tag ( self ) : """Get the string representation of the tag used to annotate the status in VOSpace . @ return : str"""
return "{}{}_{}{:02d}" . format ( self . target . prefix , self , self . target . version , self . target . ccd )
def delete ( self , _id ) : """Delete a document or create a DELETE revision : param str _ id : The ID of the document to be deleted : returns : JSON Mongo client response including the " n " key to show number of objects effected"""
mongo_response = yield self . collection . remove ( { "_id" : ObjectId ( _id ) } ) raise Return ( mongo_response )
def read_nonblocking ( self , size = 1 , timeout = None ) : """This reads data from the file descriptor . This is a simple implementation suitable for a regular file . Subclasses using ptys or pipes should override it . The timeout parameter is ignored ."""
try : s = os . read ( self . child_fd , size ) except OSError as err : if err . args [ 0 ] == errno . EIO : # Linux - style EOF self . flag_eof = True raise EOF ( 'End Of File (EOF). Exception style platform.' ) raise if s == b'' : # BSD - style EOF self . flag_eof = True raise EOF (...
def convert_ipynbs ( directory ) : """Recursively converts all ipynb files in a directory into rst files in the same directory ."""
# The ipython _ examples dir has to be in the same dir as this script for root , subfolders , files in os . walk ( os . path . abspath ( directory ) ) : for f in files : if ".ipynb_checkpoints" not in root : if f . endswith ( "ipynb" ) : ipynb_to_rst ( root , f )
def evaluate_tour_M ( self , tour ) : """Use Cythonized version to evaluate the score of a current tour"""
from . chic import score_evaluate_M return score_evaluate_M ( tour , self . active_sizes , self . M )
def blocks_info ( self , hashes , pending = False , source = False ) : """Retrieves a json representations of * * blocks * * with transaction * * amount * * & block * * account * * : param hashes : List of block hashes to return info for : type hashes : list of str : param pending : If true , returns pendin...
hashes = self . _process_value ( hashes , 'list' ) payload = { "hashes" : hashes } if pending : payload [ 'pending' ] = self . _process_value ( pending , 'strbool' ) if source : payload [ 'source' ] = self . _process_value ( source , 'strbool' ) resp = self . call ( 'blocks_info' , payload ) blocks = resp . get...
def _indexing_list_tuple_of_data ( data , i , indexings = None ) : """Data is a list / tuple of data structures ( e . g . list of numpy arrays ) . ` ` indexings ` ` are the indexing functions for each element of ` ` data ` ` . If ` ` indexings ` ` are not given , the indexing functions for the individual stru...
if not indexings : return [ multi_indexing ( x , i ) for x in data ] return [ multi_indexing ( x , i , indexing ) for x , indexing in zip ( data , indexings ) ]
def validate_username ( form , field ) : """Wrap username validator for WTForms ."""
try : validate_username ( field . data ) except ValueError as e : raise ValidationError ( e ) try : user_profile = UserProfile . get_by_username ( field . data ) if current_userprofile . is_anonymous or ( current_userprofile . user_id != user_profile . user_id and field . data != current_userprofile . u...
def get_authorize_url ( self , ** params ) : '''Returns a formatted authorize URL . : param \ * \ * params : Additional keyworded arguments to be added to the URL querystring . : type \ * \ * params : dict'''
params . update ( { 'client_id' : self . client_id } ) return self . authorize_url + '?' + urlencode ( params )
def _raise_error ( self , status_code , raw_data ) : """Locate appropriate exception and raise it ."""
error_message = raw_data additional_info = None try : if raw_data : additional_info = json . loads ( raw_data ) error_message = additional_info . get ( 'error' , error_message ) if isinstance ( error_message , dict ) and 'type' in error_message : error_message = error_message [ '...
def attach_grad ( self , grad_req = 'write' , stype = None ) : """Attach a gradient buffer to this NDArray , so that ` backward ` can compute gradient with respect to it . Parameters grad _ req : { ' write ' , ' add ' , ' null ' } How gradient will be accumulated . - ' write ' : gradient will be overwritt...
from . import zeros as _zeros if stype is not None : grad = _zeros ( self . shape , stype = stype ) else : grad = op . zeros_like ( self ) # pylint : disable = undefined - variable grad_req = _GRAD_REQ_MAP [ grad_req ] check_call ( _LIB . MXAutogradMarkVariables ( 1 , ctypes . pointer ( self . handle ) , ct...
def custom_search_model ( model , query , preview = False , published = False , id_field = "id" , sort_pinned = True , field_map = { } ) : """Filter a model with the given filter . ` field _ map ` translates incoming field names to the appropriate ES names ."""
if preview : func = preview_filter_from_query else : func = filter_from_query f = func ( query , id_field = id_field , field_map = field_map ) # filter by published if published : if f : f &= Range ( published = { "lte" : timezone . now ( ) } ) else : f = Range ( published = { "lte" : ti...
def set_extended_elements ( self ) : """Parses and sets non required elements"""
self . set_creative_commons ( ) self . set_owner ( ) self . set_subtitle ( ) self . set_summary ( )
def add_member ( self , legislator , role = 'member' , ** kwargs ) : """Add a member to the committee object . : param legislator : name of the legislator : param role : role that legislator holds in the committee ( eg . chairman ) default : ' member '"""
self [ 'members' ] . append ( dict ( name = legislator , role = role , ** kwargs ) )
def do_alarm_count ( mc , args ) : '''Count alarms .'''
fields = { } if args . alarm_definition_id : fields [ 'alarm_definition_id' ] = args . alarm_definition_id if args . metric_name : fields [ 'metric_name' ] = args . metric_name if args . metric_dimensions : fields [ 'metric_dimensions' ] = utils . format_dimensions_query ( args . metric_dimensions ) if args...
def general_stats_addcols ( self , data , headers = None , namespace = None ) : """Helper function to add to the General Statistics variable . Adds to report . general _ stats and does not return anything . Fills in required config variables if not supplied . : param data : A dict with the data . First key sh...
if headers is None : headers = { } # Use the module namespace as the name if not supplied if namespace is None : namespace = self . name # Guess the column headers from the data if not supplied if headers is None or len ( headers ) == 0 : hs = set ( ) for d in data . values ( ) : hs . update ( d...
def Needleman_Wunsch ( w1 , w2 , d = - 1 , alphabet = "abcdefghijklmnopqrstuvwxyz" , S = Default_Matrix ( 26 , 1 , - 1 ) ) : """Computes allignment using Needleman - Wunsch algorithm . The alphabet parameter is used for specifying the alphabetical order of the similarity matrix . Similarity matrix is initialize...
# S must be a square matrix matching the length of your alphabet if len ( S ) != len ( alphabet ) or len ( S [ 0 ] ) != len ( alphabet ) : raise AssertionError ( "Unexpected dimensions of Similarity matrix, S." " S must be a n by n square matrix, where n is the" " length of your predefined alphabet" ) m , n = len (...
def post ( self , request , * args , ** kwargs ) : """Check if an URL is provided and if trackbacks are enabled on the Entry . If so the URL is registered one time as a trackback ."""
url = request . POST . get ( 'url' ) if not url : return self . get ( request , * args , ** kwargs ) entry = self . get_object ( ) site = Site . objects . get_current ( ) if not entry . trackbacks_are_open : return self . render_to_response ( { 'error' : 'Trackback is not enabled for %s' % entry . title } ) tit...
def generate_swagger_html ( swagger_static_root , swagger_json_url ) : """given a root directory for the swagger statics , and a swagger json path , return back a swagger html designed to use those values ."""
tmpl = _get_template ( "swagger.html" ) return tmpl . render ( swagger_root = swagger_static_root , swagger_json_url = swagger_json_url )
def get_similar_users ( self , users = None , k = 10 ) : """Get the k most similar users for each entry in ` users ` . Each type of recommender has its own model for the similarity between users . For example , the factorization _ recommender will return the nearest users based on the cosine similarity betw...
if users is None : get_all_users = True users = _SArray ( ) else : get_all_users = False if isinstance ( users , list ) : users = _SArray ( users ) def check_type ( arg , arg_name , required_type , allowed_types ) : if not isinstance ( arg , required_type ) : raise TypeError ( "Parameter " +...
def ping ( destination , source = None , ttl = None , timeout = None , size = None , count = None , vrf = None , ** kwargs ) : # pylint : disable = unused - argument '''Executes a ping on the network device and returns a dictionary as a result . destination Hostname or IP address of remote host source Sourc...
return salt . utils . napalm . call ( napalm_device , # pylint : disable = undefined - variable 'ping' , ** { 'destination' : destination , 'source' : source , 'ttl' : ttl , 'timeout' : timeout , 'size' : size , 'count' : count , 'vrf' : vrf } )
def IPT_to_XYZ ( cobj , * args , ** kwargs ) : """Converts IPT to XYZ ."""
ipt_values = numpy . array ( cobj . get_value_tuple ( ) ) lms_values = numpy . dot ( numpy . linalg . inv ( IPTColor . conversion_matrices [ 'lms_to_ipt' ] ) , ipt_values ) lms_prime = numpy . sign ( lms_values ) * numpy . abs ( lms_values ) ** ( 1 / 0.43 ) xyz_values = numpy . dot ( numpy . linalg . inv ( IPTColor . c...
def stats ( self , alpha = 0.05 , start = 0 , batches = 100 , chain = None , quantiles = ( 2.5 , 25 , 50 , 75 , 97.5 ) ) : """Generate posterior statistics for node . : Parameters : alpha : float The alpha level for generating posterior intervals . Defaults to 0.05. start : int The starting index from w...
return self . trace . stats ( alpha = alpha , start = start , batches = batches , chain = chain , quantiles = quantiles )
def has_apps ( names , check_platform = True ) : """Check whether the applications [ < name > , . . . ] are installed ."""
if check_platform : Environment . _platform_is_windows ( ) for name in names : yield Environment . has_app ( str ( name ) , check_platform = False )
def _checkMetadata ( self , variantFile ) : """Checks that metadata is consistent"""
metadata = self . _getMetadataFromVcf ( variantFile ) if self . _metadata is not None and self . _metadata != metadata : raise exceptions . InconsistentMetaDataException ( variantFile . filename )