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def queue_raw_jobs ( queue , params_list , ** kwargs ) : """Queue some jobs on a raw queue"""
from . queue import Queue queue_obj = Queue ( queue ) queue_obj . enqueue_raw_jobs ( params_list , ** kwargs )
def get_slab ( self , shift = 0 , tol = 0.1 , energy = None ) : """This method takes in shift value for the c lattice direction and generates a slab based on the given shift . You should rarely use this method . Instead , it is used by other generation algorithms to obtain all slabs . Arg : shift ( float ...
h = self . _proj_height p = h / self . parent . lattice . d_hkl ( self . miller_index ) if self . in_unit_planes : nlayers_slab = int ( math . ceil ( self . min_slab_size / p ) ) nlayers_vac = int ( math . ceil ( self . min_vac_size / p ) ) else : nlayers_slab = int ( math . ceil ( self . min_slab_size / h ...
def on_select_fit ( self , event ) : """Picks out the fit selected in the fit combobox and sets it to the current fit of the GUI then calls the select function of the fit to set the GUI ' s bounds boxes and alter other such parameters Parameters event : the wx . ComboBoxEvent that triggers this function A...
fit_val = self . fit_box . GetValue ( ) if self . s not in self . pmag_results_data [ 'specimens' ] or not self . pmag_results_data [ 'specimens' ] [ self . s ] or fit_val == 'None' : self . clear_boxes ( ) self . current_fit = None self . fit_box . SetStringSelection ( 'None' ) self . tmin_box . SetStr...
def list_comments ( self , page = 0 ) : """Get the comments of current object : param page : the page starting at 0 : return : the emails : rtype : list"""
from highton . models . comment import Comment params = { 'page' : int ( page ) * self . COMMENT_OFFSET } return fields . ListField ( name = self . ENDPOINT , init_class = Comment ) . decode ( self . element_from_string ( self . _get_request ( endpoint = self . ENDPOINT + '/' + str ( self . id ) + '/' + Comment . ENDPO...
def _choose_package_version ( self ) : # type : ( ) - > Union [ str , None ] """Tries to select a version of a required package . Returns the name of the package whose incompatibilities should be propagated by _ propagate ( ) , or None indicating that version solving is complete and a solution has been found ...
unsatisfied = self . _solution . unsatisfied if not unsatisfied : return # Prefer packages with as few remaining versions as possible , # so that if a conflict is necessary it ' s forced quickly . def _get_min ( dependency ) : if dependency . name in self . _use_latest : # If we ' re forced to use the latest ve...
def serialize ( self ) : """Convert Document to python dictionary ."""
# Serialize fields to a dict elements = [ ] for element in self . elements : elements . append ( element . serialize ( ) ) data = { 'type' : 'document' , 'elements' : elements } return data
def floating_ip_disassociate ( self , server_name , floating_ip ) : '''Disassociate a floating IP from server . . versionadded : : 2016.3.0'''
nt_ks = self . compute_conn server_ = self . server_by_name ( server_name ) server = nt_ks . servers . get ( server_ . __dict__ [ 'id' ] ) server . remove_floating_ip ( floating_ip ) return self . floating_ip_list ( ) [ floating_ip ]
def calculate_dc_coefficients ( contour ) : """Calculate the : math : ` A _ 0 ` and : math : ` C _ 0 ` coefficients of the elliptic Fourier series . : param numpy . ndarray contour : A contour array of size ` ` [ M x 2 ] ` ` . : return : The : math : ` A _ 0 ` and : math : ` C _ 0 ` coefficients . : rtype : t...
dxy = np . diff ( contour , axis = 0 ) dt = np . sqrt ( ( dxy ** 2 ) . sum ( axis = 1 ) ) t = np . concatenate ( [ ( [ 0. , ] ) , np . cumsum ( dt ) ] ) T = t [ - 1 ] xi = np . cumsum ( dxy [ : , 0 ] ) - ( dxy [ : , 0 ] / dt ) * t [ 1 : ] A0 = ( 1 / T ) * np . sum ( ( ( dxy [ : , 0 ] / ( 2 * dt ) ) * np . diff ( t ** 2...
def get_logger ( name ) : """Get a logger with the specified name ."""
logger = logging . getLogger ( name ) logger . setLevel ( getenv ( 'LOGLEVEL' , 'INFO' ) ) return logger
def __initialize_ui ( self ) : """Initializes the Widget ui ."""
LOGGER . debug ( "> Initializing Application toolBar!" ) self . setIconSize ( QSize ( UiConstants . default_toolbar_icon_size , UiConstants . default_toolbar_icon_size ) ) self . setAllowedAreas ( Qt . TopToolBarArea ) self . setFloatable ( False ) self . setMovable ( False ) self . set_layout_default_geometry ( ) self...
def format_full_name ( first_name : str , last_name : str , max_length : int = 20 ) : """Limits name length to specified length . Tries to keep name as human - readable an natural as possible . : param first _ name : First name : param last _ name : Last name : param max _ length : Maximum length : return :...
# dont allow commas in limited names first_name = first_name . replace ( ',' , ' ' ) last_name = last_name . replace ( ',' , ' ' ) # accept short full names as is original_full_name = first_name + ' ' + last_name if len ( original_full_name ) <= max_length : return original_full_name # drop middle names first_name ...
def all ( self , res ) : "Get resources using a filter condition"
B = get_backend ( ) return B . get_objects ( B . get_concrete ( res ) )
def _get_params ( mapper_spec , allowed_keys = None , allow_old = True ) : """Obtain input reader parameters . Utility function for input readers implementation . Fetches parameters from mapreduce specification giving appropriate usage warnings . Args : mapper _ spec : The MapperSpec for the job allowed _...
if "input_reader" not in mapper_spec . params : message = ( "Input reader's parameters should be specified in " "input_reader subdictionary." ) if not allow_old or allowed_keys : raise errors . BadReaderParamsError ( message ) params = mapper_spec . params params = dict ( ( str ( n ) , v ) for n...
def from_ff_and_topologies ( cls , box , ff , topologies , atom_style = "full" ) : """Constructor building LammpsData from a ForceField object and a list of Topology objects . Do not support intermolecular topologies since a Topology object includes data for ONE molecule or structure only . Args : box ( L...
atom_types = set . union ( * [ t . species for t in topologies ] ) assert atom_types . issubset ( ff . maps [ "Atoms" ] . keys ( ) ) , "Unknown atom type found in topologies" items = dict ( box = box , atom_style = atom_style , masses = ff . masses , force_field = ff . force_field ) mol_ids , charges , coords , labels ...
def read ( filename ) : """Read a file relative to setup . py location ."""
import os here = os . path . dirname ( os . path . abspath ( __file__ ) ) with open ( os . path . join ( here , filename ) ) as fd : return fd . read ( )
def plot_wigner2d ( iradon_output , bin_centres , cmap = _cm . cubehelix_r , figsize = ( 6 , 6 ) ) : """Plots the wigner space representation as a 2D heatmap . Parameters iradon _ output : ndarray 2d array of size ( histbins x histbins ) bin _ centres : ndarray positions of the bin centres cmap : matplo...
xx , yy = _np . meshgrid ( bin_centres , bin_centres ) resid1 = iradon_output . sum ( axis = 0 ) resid2 = iradon_output . sum ( axis = 1 ) wigner_marginal_seperation = 0.001 left , width = 0.2 , 0.65 - 0.1 # left = left side of hexbin and hist _ x bottom , height = 0.1 , 0.65 - 0.1 # bottom = bottom of hexbin and hist ...
def getMusicAlbumList ( self , tagtype = 0 , startnum = 0 , pagingrow = 100 ) : """GetMusicAlbumList Args : tagtype = ? ? ? startnum pagingrow Returns : False : Failed to get property"""
url = nurls [ 'setProperty' ] data = { 'userid' : self . user_id , 'useridx' : self . useridx , 'tagtype' : tagtype , 'startnum' : startnum , 'pagingrow' : pagingrow , } r = self . session . post ( url = url , data = data ) return resultManager ( r . text )
def get_version ( module ) : """Return package version as listed in ` _ _ version _ _ ` ."""
init_py = open ( '{0}.py' . format ( module ) ) . read ( ) return re . search ( "__version__ = ['\"]([^'\"]+)['\"]" , init_py ) . group ( 1 )
def AddPort ( self , protocol , port , port_to = None ) : """Add and commit a single port . # Add single port > > > clc . v2 . Server ( " WA1BTDIX01 " ) . PublicIPs ( ) . public _ ips [ 0 ] . AddPort ( protocol = ' TCP ' , port = ' 22 ' ) . WaitUntilComplete ( ) # Add port range > > > clc . v2 . Server ( " ...
self . ports . append ( Port ( self , protocol , port , port_to ) ) return ( self . Update ( ) )
def links ( cls , page ) : """return all links on a page , including potentially rel = links ."""
for match in cls . HREF_RE . finditer ( page ) : yield cls . href_match_to_url ( match )
async def get_decryption_aes_key ( self , key : bytes , material_description : Dict [ str , Any ] ) -> bytes : """Get decryption key for a given S3 object : param key : Base64 decoded version of x - amz - key - v2 : param material _ description : JSON decoded x - amz - matdesc : return : Raw AES key bytes"""
raise NotImplementedError ( )
def parse_log ( file_path ) : """Parse a CISM output log and extract some information . Args : file _ path : absolute path to the log file Return : A dictionary created by the elements object corresponding to the results of the bit for bit testing"""
if not os . path . isfile ( file_path ) : return elements . error ( "Output Log" , "Could not open file: " + file_path . split ( os . sep ) [ - 1 ] ) headers = [ "Converged Iterations" , "Avg. Iterations to Converge" , "Processor Count" , "Dycore Type" ] with open ( file_path , 'r' ) as f : dycore_types = { "0"...
def union ( union_a , union_b ) : """Union of two vector layers . Issue https : / / github . com / inasafe / inasafe / issues / 3186 : param union _ a : The vector layer for the union . : type union _ a : QgsVectorLayer : param union _ b : The vector layer for the union . : type union _ b : QgsVectorLayer...
output_layer_name = union_steps [ 'output_layer_name' ] output_layer_name = output_layer_name % ( union_a . keywords [ 'layer_purpose' ] , union_b . keywords [ 'layer_purpose' ] ) keywords_union_1 = union_a . keywords keywords_union_2 = union_b . keywords inasafe_fields_union_1 = keywords_union_1 [ 'inasafe_fields' ] i...
def conceptual_info ( subsystem ) : """Return the conceptual information for a | Subsystem | . This is the distance from the subsystem ' s | CauseEffectStructure | to the null concept ."""
ci = ces_distance ( ces ( subsystem ) , CauseEffectStructure ( ( ) , subsystem = subsystem ) ) return round ( ci , config . PRECISION )
def check_selection_for_save ( self , task , releasetype , descriptor ) : """Emit warnings if the descriptor is None or the current file is of a different task . : param task : the selected task : type task : : class : ` djadapter . models . Task ` : param releasetype : the releasetype to save ( probably wo...
if not descriptor : self . statusbar . showMessage ( "Please provide a descriptor!" ) return False try : jukedj . validators . alphanum_vld ( descriptor ) except ValidationError : self . statusbar . showMessage ( "Descriptor contains characters other than alphanumerical ones." ) return False cur = s...
def snmp_server_user_ipv4_acl ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) snmp_server = ET . SubElement ( config , "snmp-server" , xmlns = "urn:brocade.com:mgmt:brocade-snmp" ) user = ET . SubElement ( snmp_server , "user" ) username_key = ET . SubElement ( user , "username" ) username_key . text = kwargs . pop ( 'username' ) ipv4_acl = ET . SubElement ( us...
def set_current_filename ( self , filename , focus = True ) : """Set current filename and return the associated editor instance ."""
index = self . has_filename ( filename ) if index is not None : if focus : self . set_stack_index ( index ) editor = self . data [ index ] . editor if focus : editor . setFocus ( ) else : self . stack_history . remove_and_append ( index ) return editor
def load ( self , key = None ) : # type : ( Hashable ) - > Promise """Loads a key , returning a ` Promise ` for the value represented by that key ."""
if key is None : raise TypeError ( ( "The loader.load() function must be called with a value," + "but got: {}." ) . format ( key ) ) cache_key = self . get_cache_key ( key ) # If caching and there is a cache - hit , return cached Promise . if self . cache : cached_promise = self . _promise_cache . get ( cache_k...
def points_with_surrounding_gaps ( points ) : """This function makes sure that any gaps in the sequence provided have stopper points at their beginning and end so a graph will be drawn with correct 0 ranges . This is more efficient than filling in all points up to the maximum value . For example : input : [ 1...
points_with_gaps = [ ] last_point = - 1 for point in points : if last_point + 1 == point : pass elif last_point + 2 == point : points_with_gaps . append ( last_point + 1 ) else : points_with_gaps . append ( last_point + 1 ) points_with_gaps . append ( point - 1 ) points_w...
def content ( self ) : """以处理过的Html代码形式返回答案内容 . : return : 答案内容 : rtype : str"""
answer_wrap = self . soup . find ( 'div' , id = 'zh-question-answer-wrap' ) content = answer_wrap . find ( 'div' , class_ = 'zm-editable-content' ) content = answer_content_process ( content ) return content
def only ( self , * fields ) : '''Restricts the fields to be fetched when mapping . Set to ` _ _ model ` to fetch all fields define in the ModelIndex .'''
s = self . _clone ( ) if len ( fields ) == 1 and fields [ 0 ] == '__model' : s . _only = '__model' else : s . _only = fields return s
def report ( self , simulation , state ) : """Generate a report . Parameters simulation : Simulation The Simulation to generate a report for state : State The current state of the simulation"""
if not self . _initialized : self . _initial_clock_time = datetime . now ( ) self . _initial_simulation_time = state . getTime ( ) self . _initial_steps = simulation . currentStep self . _initialized = True steps = simulation . currentStep time = datetime . now ( ) - self . _initial_clock_time days = ti...
def select ( self , selection_specs = None , ** selection ) : """Applies selection by dimension name Applies a selection along the dimensions of the object using keyword arguments . The selection may be narrowed to certain objects using selection _ specs . For container objects the selection will be applied...
if selection_specs is not None and not isinstance ( selection_specs , ( list , tuple ) ) : selection_specs = [ selection_specs ] selection = { dim : sel for dim , sel in selection . items ( ) if dim in self . dimensions ( ) + [ 'selection_mask' ] } if ( selection_specs and not any ( self . matches ( sp ) for sp in ...
def get_intern_pattern ( self , url = None ) : """Get pattern for intern URL matching . @ return non - empty regex pattern or None @ rtype String or None"""
if url is None : url = absolute_url ( self . base_url , self . base_ref , self . parent_url ) if not url : return None return get_intern_pattern ( url )
def extend_hierarchy ( levels , strength , CF , keep ) : """Extend the multigrid hierarchy ."""
def unpack_arg ( v ) : if isinstance ( v , tuple ) : return v [ 0 ] , v [ 1 ] else : return v , { } A = levels [ - 1 ] . A # Compute the strength - of - connection matrix C , where larger # C [ i , j ] denote stronger couplings between i and j . fn , kwargs = unpack_arg ( strength ) if fn == 'sy...
def _validate ( self , val ) : """val must be None , an instance of self . class _ if self . is _ instance = True or a subclass of self _ class if self . is _ instance = False"""
if isinstance ( self . class_ , tuple ) : class_name = ( '(%s)' % ', ' . join ( cl . __name__ for cl in self . class_ ) ) else : class_name = self . class_ . __name__ if self . is_instance : if not ( isinstance ( val , self . class_ ) ) and not ( val is None and self . allow_None ) : raise ValueErro...
def get_assets ( self ) : """Gets the asset list resulting from a search . return : ( osid . repository . AssetList ) - the asset list raise : IllegalState - the list has already been retrieved * compliance : mandatory - - This method must be implemented . *"""
if self . retrieved : raise errors . IllegalState ( 'List has already been retrieved.' ) self . retrieved = True return objects . AssetList ( self . _results , runtime = self . _runtime )
def get ( self , key ) : """Gets a value by a key . Args : key ( str ) : Key to retrieve the value . Returns : Retrieved value ."""
self . _create_file_if_none_exists ( ) with open ( self . filename , 'rb' ) as file_object : cache_pickle = pickle . load ( file_object ) val = cache_pickle . get ( key , None ) return val
def _try_prop_method ( self , instance , value , method_name ) : """Helper method to perform a method on each of the union props This method gathers all errors and returns them at the end if the method on each of the props fails ."""
error_messages = [ ] for prop in self . props : try : return getattr ( prop , method_name ) ( instance , value ) except GENERIC_ERRORS as err : if hasattr ( err , 'error_tuples' ) : error_messages += [ err_tup . message for err_tup in err . error_tuples ] if error_messages : extr...
def _w_sigma_delta ( self , sigma , delta ) : """invert variance : param sigma : : param delta : : return : w parameter"""
sigma2 = sigma ** 2 w2 = sigma2 / ( 1 - 2 * delta ** 2 / np . pi ) w = np . sqrt ( w2 ) return w
def get_instance ( self , payload ) : """Build an instance of AssignedAddOnExtensionInstance : param dict payload : Payload response from the API : returns : twilio . rest . api . v2010 . account . incoming _ phone _ number . assigned _ add _ on . assigned _ add _ on _ extension . AssignedAddOnExtensionInstance...
return AssignedAddOnExtensionInstance ( self . _version , payload , account_sid = self . _solution [ 'account_sid' ] , resource_sid = self . _solution [ 'resource_sid' ] , assigned_add_on_sid = self . _solution [ 'assigned_add_on_sid' ] , )
def _import_model ( models , crumbs ) : """Change the nested items of the paleoModel data . Overwrite the data in - place . : param list models : Metadata : param str crumbs : Crumbs : return dict _ models : Metadata"""
logger_jsons . info ( "enter import_model" . format ( crumbs ) ) _models = OrderedDict ( ) try : for _idx , model in enumerate ( models ) : # Keep the original dictionary , but replace the three main entries below # Do a direct replacement of chronModelTable columns . No table name , no table work needed . ...
def get_subdomain_ops_at_txid ( txid , db_path = None , zonefiles_dir = None ) : """Static method for getting the list of subdomain operations accepted at a given txid . Includes unaccepted subdomain operations"""
opts = get_blockstack_opts ( ) if not is_subdomains_enabled ( opts ) : return [ ] if db_path is None : db_path = opts [ 'subdomaindb_path' ] if zonefiles_dir is None : zonefiles_dir = opts [ 'zonefiles' ] db = SubdomainDB ( db_path , zonefiles_dir ) return db . get_subdomain_ops_at_txid ( txid )
def __parseResponse ( self , result ) : """Parses the server response ."""
response = [ ] for data in result [ 'data' ] : result_dict = { } for k , v in data . items ( ) : column = self . getOutputColumn ( k ) if column != None : type = column . getSqlColumnType ( ) if type != None and type . startswith ( 'int' ) : result_dict . ...
def swap_atom_keys ( self , swap_dict , dict_key = 'atom_ids' ) : """Swap a force field atom id for another user - defined value . This modified all values in : attr : ` MolecularSystem . system [ ' atom _ ids ' ] ` that match criteria . This function can be used to decipher a whole forcefield if an appropr...
# Similar situation to the one from decipher _ atom _ keys function . if 'atom_ids' not in self . system . keys ( ) : dict_key = 'elements' for atom_key in range ( len ( self . system [ dict_key ] ) ) : for key in swap_dict . keys ( ) : if self . system [ dict_key ] [ atom_key ] == key : sel...
def cover ( self ) : """album cover as : class : ` Picture ` object"""
if not self . _cover : self . _cover = Picture ( self . _cover_url , self . _connection ) return self . _cover
def humanize_filesize ( value ) : """Return an humanized file size ."""
value = float ( value ) if value == 1 : return '1 Byte' elif value < 1024 : return '%d Bytes' % value elif value < 1024 : return '%dB' % value for i , s in enumerate ( SUFFIXES ) : unit = 1024 ** ( i + 2 ) if value < unit : return '%.1f %s' % ( ( 1024 * value / unit ) , s ) return '%.1f %s' ...
def stationary_distribution_sensitivity ( T , j ) : r"""Calculate the sensitivity matrix for entry j the stationary distribution vector given transition matrix T . Parameters T : numpy . ndarray shape = ( n , n ) Transition matrix j : int entry of stationary distribution for which the sensitivity is to ...
n = len ( T ) lEV = numpy . ones ( n ) rEV = stationary_distribution ( T ) eVal = 1.0 T = numpy . transpose ( T ) vecA = numpy . zeros ( n ) vecA [ j ] = 1.0 matA = T - eVal * numpy . identity ( n ) # normalize s . t . sum is one using rEV which is constant matA = numpy . concatenate ( ( matA , [ lEV ] ) ) phi = numpy ...
def text_dict_write ( fpath , dict_ ) : """Very naive , but readable way of storing a dictionary on disk FIXME : This broke on RoseMary ' s big dataset . Not sure why . It gave bad syntax . And the SyntaxError did not seem to be excepted ."""
# dict _ = text _ dict _ read ( fpath ) # dict _ [ key ] = val dict_text2 = util_str . repr4 ( dict_ , strvals = False ) if VERBOSE : print ( '[cache] ' + str ( dict_text2 ) ) util_io . write_to ( fpath , dict_text2 )
def get_feedback ( self , feedback = None , ** kwargs ) : """[ NOT IMPLEMENTED ] : raises NotImplementedError : because it isn ' t"""
raise NotImplementedError if feedback is not None : kwargs [ 'feedback' ] = feedback kwargs [ 'context' ] = 'feedback' return self . filter ( ** kwargs )
def findPrimerBidi ( primer , seq ) : """Look for a primer in a sequence and its reverse complement . @ param primer : A C { str } primer sequence . @ param seq : A BioPython C { Bio . Seq } sequence . @ return : A C { tuple } of two lists . The first contains ( zero - based ) ascending offsets into the seq...
# Note that we reverse complement the primer to find the reverse # matches . This is much simpler than reverse complementing the sequence # because it allows us to use findPrimer and to deal with overlapping # matches correctly . forward = findPrimer ( primer , seq ) reverse = findPrimer ( reverse_complement ( primer )...
def iso8601_datetime ( d ) : """Return a string representation of a date that the Twilio API understands Format is YYYY - MM - DD . Returns None if d is not a string , datetime , or date"""
if d == values . unset : return d elif isinstance ( d , datetime . datetime ) or isinstance ( d , datetime . date ) : return d . strftime ( '%Y-%m-%dT%H:%M:%SZ' ) elif isinstance ( d , str ) : return d
def _getUniqueName ( self , fileName , jobStoreID = None , sourceFunctionName = "x" ) : """Create unique file name within a jobStore directory or tmp directory . : param fileName : A file name , which can be a full path as only the basename will be used . : param jobStoreID : If given , the path returned will...
fd , absPath = self . _getTempFile ( jobStoreID ) os . close ( fd ) os . unlink ( absPath ) # remove the . tmp extension and add the file name ( noExt , ext ) = os . path . splitext ( absPath ) uniquePath = noExt + '-' + sourceFunctionName + '-' + os . path . basename ( fileName ) if os . path . exists ( absPath ) : ...
def get_tab ( self , tab_name , allow_disabled = False ) : """Returns a specific tab from this tab group . If the tab is not allowed or not enabled this method returns ` ` None ` ` . If the tab is disabled but you wish to return it anyway , you can pass ` ` True ` ` to the allow _ disabled argument ."""
tab = self . _tabs . get ( tab_name , None ) if tab and tab . _allowed and ( tab . _enabled or allow_disabled ) : return tab return None
def option ( func , * args , ** attrs ) : """Args : func ( function ) : Function defining this option * args : Optional extra short flag name * * attrs : Optional attr overrides provided by caller Returns : function : Click decorator"""
if click is None : return func def decorator ( f ) : name = attrs . pop ( "name" , func . __name__ . replace ( "_" , "-" ) ) attrs . setdefault ( "help" , func . __doc__ ) attrs . setdefault ( "required" , False ) if not attrs . get ( "is_flag" ) : attrs . setdefault ( "show_default" , True ...
def _clean_flags ( args , caller ) : '''Sanitize flags passed into df'''
flags = '' if args is None : return flags allowed = ( 'a' , 'B' , 'h' , 'H' , 'i' , 'k' , 'l' , 'P' , 't' , 'T' , 'x' , 'v' ) for flag in args : if flag in allowed : flags += flag else : raise CommandExecutionError ( 'Invalid flag passed to {0}' . format ( caller ) ) return flags
def profile ( ids = None , track_ids = None , buckets = None , limit = False ) : """get the profiles for multiple songs at once Args : ids ( str or list ) : a song ID or list of song IDs Kwargs : buckets ( list ) : A list of strings specifying which buckets to retrieve limit ( bool ) : A boolean indicatin...
kwargs = { } if ids : if not isinstance ( ids , list ) : ids = [ ids ] kwargs [ 'id' ] = ids if track_ids : if not isinstance ( track_ids , list ) : track_ids = [ track_ids ] kwargs [ 'track_id' ] = track_ids buckets = buckets or [ ] if buckets : kwargs [ 'bucket' ] = buckets if limi...
def _evolve_kwargs ( self ) : """Filter None keyword arguments . Intended to be passed on to algorithm . evolve ( . . . )"""
valid_evolve_kwargs = ( 'max_generations' , 'max_evaluations' , 'pop_size' , 'neighborhood_size' , 'tournament_size' , 'mutation_rate' ) filtered_evolve_kwargs = dict ( ) for key in valid_evolve_kwargs : attr_value = getattr ( self , key ) if attr_value is not None : filtered_evolve_kwargs [ key ] = att...
def set_state ( self , state , enable ) : """Set the state ."""
is_enabled = self . get_state ( state ) if is_enabled == enable : return True key = None desired_states = [ { 'state' : state , 'enabled' : not is_enabled } ] if state == States . FILTER_LOW_SPEED : if not self . _multi_speed_pump : return False # Send the FILTER key once . # If the pump is in h...
def update ( self , ell , k ) : """Update the posterior and estimates after a label is sampled Parameters ell : int sampled label : 0 or 1 k : int index of stratum where label was sampled"""
self . alpha_ [ k ] += ell self . beta_ [ k ] += 1 - ell self . _calc_theta ( ) if self . store_variance : self . _calc_var_theta ( )
def publish ( self ) : """Start asynchonous publishing Publishing takes into account all available and currently toggled plug - ins and instances ."""
def get_data ( ) : model = self . data [ "models" ] [ "item" ] # Communicate with host to retrieve current plugins and instances # This can potentially take a very long time ; it is run # asynchronously and initiates processing once complete . host_plugins = dict ( ( p . id , p ) for p in self . hos...
def monitor_deletion ( ) : """Function for checking for correct deletion of weakref - able objects . Example usage : : monitor , is _ alive = monitor _ deletion ( ) obj = set ( ) monitor ( obj , " obj " ) assert is _ alive ( " obj " ) # True because there is a ref to ` obj ` is _ alive del obj assert ...
monitors = { } def set_deleted ( x ) : def _ ( weakref ) : del monitors [ x ] return _ def monitor ( item , name ) : monitors [ name ] = ref ( item , set_deleted ( name ) ) def is_alive ( name ) : return monitors . get ( name , None ) is not None return monitor , is_alive
def tag ( self : object , tokens : List [ str ] ) : """Docs ( mostly ) inherited from TaggerI ; cf . https : / / www . nltk . org / _ modules / nltk / tag / api . html # TaggerI . tag Two tweaks : 1 . Properly handle ' verbose ' listing of current tagger in the case of None ( i . e . ` ` if tag : etc . ` ` ...
tags = [ ] taggers = [ ] for i in range ( len ( tokens ) ) : tag , tagger = self . tag_one ( tokens , i , tags ) tags . append ( tag ) taggers . append ( str ( tagger ) ) if tag else taggers . append ( None ) if self . VERBOSE : return list ( zip ( tokens , tags , taggers ) ) else : return list ( zi...
def getUpperDetectionLimit ( self ) : """Returns the Upper Detection Limit ( UDL ) that applies to this analysis in particular . If no value set or the analysis service doesn ' t allow manual input of detection limits , returns the value set by default in the Analysis Service"""
if self . isUpperDetectionLimit ( ) : result = self . getResult ( ) try : # in this case , the result itself is the LDL . return float ( result ) except ( TypeError , ValueError ) : logger . warn ( "The result for the analysis %s is a lower " "detection limit, but not floatable: '%s'. " "Ret...
def updateUserTone ( conversationPayload , toneAnalyzerPayload , maintainHistory ) : """updateUserTone processes the Tone Analyzer payload to pull out the emotion , writing and social tones , and identify the meaningful tones ( i . e . , those tones that meet the specified thresholds ) . The conversationPaylo...
emotionTone = None writingTone = None socialTone = None # if there is no context in a if 'context' not in conversationPayload : conversationPayload [ 'context' ] = { } if 'user' not in conversationPayload [ 'context' ] : conversationPayload [ 'context' ] = initUser ( ) # For convenience sake , define a variable...
def log_predictive_density ( self , y_test , mu_star , var_star , Y_metadata = None ) : """assumes independence"""
v = var_star + self . variance return - 0.5 * np . log ( 2 * np . pi ) - 0.5 * np . log ( v ) - 0.5 * np . square ( y_test - mu_star ) / v
def get_merge_rules ( schema = None ) : """Returns merge rules as key - value pairs , in which the key is a JSON path as a tuple , and the value is a list of merge properties whose values are ` true ` ."""
schema = schema or get_release_schema_url ( get_tags ( ) [ - 1 ] ) if isinstance ( schema , dict ) : deref_schema = jsonref . JsonRef . replace_refs ( schema ) else : deref_schema = _get_merge_rules_from_url_or_path ( schema ) return dict ( _get_merge_rules ( deref_schema [ 'properties' ] ) )
def is_uniformly_weighted ( self ) : """` ` True ` ` if the weighting is the same for all space points ."""
try : is_uniformly_weighted = self . __is_uniformly_weighted except AttributeError : bdry_fracs = self . partition . boundary_cell_fractions is_uniformly_weighted = ( np . allclose ( bdry_fracs , 1.0 ) or self . exponent == float ( 'inf' ) or not getattr ( self . tspace , 'is_weighted' , False ) ) self ...
def subst_dict ( target , source ) : """Create a dictionary for substitution of special construction variables . This translates the following special arguments : target - the target ( object or array of objects ) , used to generate the TARGET and TARGETS construction variables source - the source ( obj...
dict = { } if target : def get_tgt_subst_proxy ( thing ) : try : subst_proxy = thing . get_subst_proxy ( ) except AttributeError : subst_proxy = thing # probably a string , just return it return subst_proxy tnl = NLWrapper ( target , get_tgt_subst_prox...
def elementTypeName ( self ) : """String representation of the element type ."""
fieldName = self . nodeName return str ( self . _h5Dataset . dtype . fields [ fieldName ] [ 0 ] )
def parse ( content ) : """Parse the content of a . env file ( a line - delimited KEY = value format ) into a dictionary mapping keys to values ."""
values = { } for line in content . splitlines ( ) : lexer = shlex . shlex ( line , posix = True ) tokens = list ( lexer ) # parses the assignment statement if len ( tokens ) < 3 : continue name , op = tokens [ : 2 ] value = '' . join ( tokens [ 2 : ] ) if op != '=' : continue...
def item ( self , infohash , prefetch = None , cache = False ) : """Fetch a single item by its info hash ."""
return next ( self . items ( infohash , prefetch , cache ) )
def explained_variance ( returns , values ) : """Calculate how much variance in returns do the values explain"""
exp_var = 1 - torch . var ( returns - values ) / torch . var ( returns ) return exp_var . item ( )
def _random_stochastic_matrix ( m , n , k = None , sparse = False , format = 'csr' , random_state = None ) : """Generate a " non - square stochastic matrix " of shape ( m , n ) , which contains as rows m probability vectors of length n with k nonzero entries . For other parameters , see ` random _ stochastic ...
if k is None : k = n # m prob vectors of dimension k , shape ( m , k ) probvecs = probvec ( m , k , random_state = random_state ) if k == n : P = probvecs if sparse : return scipy . sparse . coo_matrix ( P ) . asformat ( format ) else : return P # if k < n : rows = np . repeat ( np . ara...
def open_outside_spyder ( self , fnames ) : """Open file outside Spyder with the appropriate application If this does not work , opening unknown file in Spyder , as text file"""
for path in sorted ( fnames ) : path = file_uri ( path ) ok = programs . start_file ( path ) if not ok : self . sig_edit . emit ( path )
def read_handle ( self , handle : int ) -> bytes : """Read a handle from the device ."""
if not self . is_connected ( ) : raise BluetoothBackendException ( 'Not connected to device!' ) return self . _device . char_read_handle ( handle )
def render_linked_css ( self , css_files : Iterable [ str ] ) -> str : """Default method used to render the final css links for the rendered webpage . Override this method in a sub - classed controller to change the output ."""
paths = [ ] unique_paths = set ( ) # type : Set [ str ] for path in css_files : if not is_absolute ( path ) : path = self . static_url ( path ) if path not in unique_paths : paths . append ( path ) unique_paths . add ( path ) return "" . join ( '<link href="' + escape . xhtml_escape ( p ...
def container_state ( name = None , remote_addr = None , cert = None , key = None , verify_cert = True ) : '''Get container state remote _ addr : An URL to a remote Server , you also have to give cert and key if you provide remote _ addr and its a TCP Address ! Examples : https : / / myserver . lan : 8443...
client = pylxd_client_get ( remote_addr , cert , key , verify_cert ) if name is None : containers = client . containers . all ( ) else : try : containers = [ client . containers . get ( name ) ] except pylxd . exceptions . LXDAPIException : raise SaltInvocationError ( 'Container \'{0}\' not ...
def deprecated ( message ) : """Deprecated function decorator ."""
def wrapper ( fn ) : def deprecated_method ( * args , ** kargs ) : warnings . warn ( message , DeprecationWarning , 2 ) return fn ( * args , ** kargs ) # TODO : use decorator ? functools . wrapper ? deprecated_method . __name__ = fn . __name__ deprecated_method . __doc__ = "%s\n\n%s" % (...
def close_stream ( self ) : """Close the underlying socket ."""
if not self . is_connected : return self . stream . close ( ) self . state = DISCONNECTED self . on_close . send ( self )
def make_attribute_list ( self , node ) : """Produces the " Attributes " section in class docstrings for public member variables ( attributes ) ."""
atr_nodes = [ ] for n in self . get_specific_subnodes ( node , 'memberdef' , recursive = 2 ) : if n . attributes [ 'kind' ] . value == 'variable' and n . attributes [ 'prot' ] . value == 'public' : atr_nodes . append ( n ) if not atr_nodes : return self . add_text ( [ '\n' , 'Attributes' , '\n' , '-----...
def plotly_app_identifier ( name = None , slug = None , da = None , postfix = None ) : 'Return a slug - friendly identifier'
da , app = _locate_daapp ( name , slug , da ) slugified_id = app . slugified_id ( ) if postfix : return "%s-%s" % ( slugified_id , postfix ) return slugified_id
def _readfile ( self , filename ) : """Read content of specified NEWS file"""
f = open ( filename ) self . content = f . readlines ( ) f . close ( )
def mlon2mlt ( self , mlon , datetime , ssheight = 50 * 6371 ) : """Computes the magnetic local time at the specified magnetic longitude and UT . Parameters mlon : array _ like Magnetic longitude ( apex and quasi - dipole longitude are always equal ) datetime : : class : ` datetime . datetime ` Date a...
ssglat , ssglon = helpers . subsol ( datetime ) ssalat , ssalon = self . geo2apex ( ssglat , ssglon , ssheight ) # np . float64 will ensure lists are converted to arrays return ( 180 + np . float64 ( mlon ) - ssalon ) / 15 % 24
def code_from_ipynb ( nb , markdown = False ) : """Get the code for a given notebook nb is passed in as a dictionary that ' s a parsed ipynb file"""
code = PREAMBLE for cell in nb [ 'cells' ] : if cell [ 'cell_type' ] == 'code' : # transform the input to executable Python code += '' . join ( cell [ 'source' ] ) if cell [ 'cell_type' ] == 'markdown' : code += '\n# ' + '# ' . join ( cell [ 'source' ] ) # We want a blank newline after each ...
def create_response ( version , status , headers ) : """Create a HTTP response header ."""
message = [ ] message . append ( 'HTTP/{} {}\r\n' . format ( version , status ) ) for name , value in headers : message . append ( name ) message . append ( ': ' ) message . append ( value ) message . append ( '\r\n' ) message . append ( '\r\n' ) return s2b ( '' . join ( message ) )
def find_in_subgraph_by_name ( subgraph , target_name , target_package , nodetype ) : """Find an entry in a subgraph by name . Any mapping that implements . items ( ) and maps unique id - > something can be used as the subgraph . Names are like : ' { nodetype } . { target _ package } . { target _ name } ' Y...
for name , model in subgraph . items ( ) : if id_matches ( name , target_name , target_package , nodetype , model ) : return model return None
def getDateReceived ( self ) : """Used to populate catalog values . Returns the date the Analysis Request this analysis belongs to was received . If the analysis was created after , then returns the date the analysis was created ."""
request = self . getRequest ( ) if request : ar_date = request . getDateReceived ( ) if ar_date and self . created ( ) > ar_date : return self . created ( ) return ar_date return None
def max_size ( self ) : """Gets the largest size of the object over all timesteps . Returns : Maximum size of the object in pixels"""
sizes = np . array ( [ m . sum ( ) for m in self . masks ] ) return sizes . max ( )
def add_url ( self , issuer , url , ** kwargs ) : """Add a set of keys by url . This method will create a : py : class : ` oidcmsg . key _ bundle . KeyBundle ` instance with the url as source specification . If no file format is given it ' s assumed that what ' s on the other side is a JWKS . : param issuer...
if not url : raise KeyError ( "No url given" ) if "/localhost:" in url or "/localhost/" in url : kb = self . keybundle_cls ( source = url , verify_ssl = False , httpc = self . httpc , ** kwargs ) else : kb = self . keybundle_cls ( source = url , verify_ssl = self . verify_ssl , httpc = self . httpc , ** kwa...
def delete_comment ( repo : GithubRepository , comment_id : int ) -> None : """References : https : / / developer . github . com / v3 / issues / comments / # delete - a - comment"""
url = ( "https://api.github.com/repos/{}/{}/issues/comments/{}" "?access_token={}" . format ( repo . organization , repo . name , comment_id , repo . access_token ) ) response = requests . delete ( url ) if response . status_code != 204 : raise RuntimeError ( 'Comment delete failed. Code: {}. Content: {}.' . format...
def graph_attention ( q , k , v , bias , dropout_rate = 0.0 , image_shapes = None , name = None , make_image_summary = True , save_weights_to = None , dropout_broadcast_dims = None , adjacency_matrix = None , num_edge_types = 5 ) : """graph attention . Args : q : a Tensor with shape [ batch , heads , length _ q...
with tf . variable_scope ( name , default_name = "dot_product_attention" , values = [ q , k , v ] ) as scope : # [ batch , num _ heads , query _ length , memory _ length ] logits = tf . matmul ( q , k , transpose_b = True ) if adjacency_matrix is not None : key_head_depth = common_layers . shape_list ( ...
def headers_as_dict ( cls , resp ) : """Turns an array of response headers into a dictionary"""
if six . PY2 : pairs = [ header . split ( ':' , 1 ) for header in resp . msg . headers ] return dict ( [ ( k , v . strip ( ) ) for k , v in pairs ] ) else : return dict ( [ ( k , v . strip ( ) ) for k , v in resp . msg . _headers ] )
def url ( self ) : """Path to local catalog file"""
return os . path . join ( self . path , self . main . value [ 0 ] )
def set_access_control ( self , mode , onerror = None ) : """Enable use of access control lists at connection setup if mode is X . EnableAccess , disable if it is X . DisableAccess ."""
request . SetAccessControl ( display = self . display , onerror = onerror , mode = mode )
def start_fitting ( self ) : """Launches the fitting routine on another thread"""
self . queue = queue . Queue ( ) self . peak_vals = [ ] self . fit_thread = QThread ( ) # must be assigned as an instance variable , not local , as otherwise thread is garbage # collected immediately at the end of the function before it runs self . fitobj = self . do_fit ( str ( self . data_filepath . text ( ) ) , self...
def check_session ( self ) : """Make sure a session is open . If it ' s not and autosession is turned on , create a new session automatically . If it ' s not and autosession is off , raise an exception ."""
if self . session is None : if self . autosession : self . open_session ( ) else : msg = "must open a session before modifying %s" % self raise RuntimeError ( msg )
def total_write_throughput ( self ) : """Combined write throughput of table and global indexes"""
total = self . write_throughput for index in itervalues ( self . global_indexes ) : total += index . write_throughput return total
def find_hbd ( self , all_atoms , hydroph_atoms ) : """Find all possible strong and weak hydrogen bonds donors ( all hydrophobic C - H pairings )"""
donor_pairs = [ ] data = namedtuple ( 'hbonddonor' , 'd d_orig_atom d_orig_idx h type' ) for donor in [ a for a in all_atoms if a . OBAtom . IsHbondDonor ( ) and a . idx not in self . altconf ] : in_ring = False if not in_ring : for adj_atom in [ a for a in pybel . ob . OBAtomAtomIter ( donor . OBAtom )...
def detectIphone ( self ) : """Return detection of an iPhone Detects if the current device is an iPhone ."""
# The iPad and iPod touch say they ' re an iPhone ! So let ' s disambiguate . return UAgentInfo . deviceIphone in self . __userAgent and not self . detectIpad ( ) and not self . detectIpod ( )