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def update_feature_type_rates ( sender , instance , created , * args , ** kwargs ) : """Creates a default FeatureTypeRate for each role after the creation of a FeatureTypeRate ."""
if created : for role in ContributorRole . objects . all ( ) : FeatureTypeRate . objects . create ( role = role , feature_type = instance , rate = 0 )
def loads ( conditions_string ) : """Deserializes the conditions property into its corresponding components : the condition _ structure and the condition _ list . Args : conditions _ string : String defining valid and / or conditions . Returns : A tuple of ( condition _ structure , condition _ list ) . ...
decoder = ConditionDecoder ( _audience_condition_deserializer ) # Create a custom JSONDecoder using the ConditionDecoder ' s object _ hook method # to create the condition _ structure as well as populate the condition _ list json_decoder = json . JSONDecoder ( object_hook = decoder . object_hook ) # Perform the decodin...
def int_gps_time_to_str ( t ) : """Takes an integer GPS time , either given as int or lal . LIGOTimeGPS , and converts it to a string . If a LIGOTimeGPS with nonzero decimal part is given , raises a ValueError ."""
if isinstance ( t , int ) : return str ( t ) elif isinstance ( t , float ) : # Wouldn ' t this just work generically ? int_t = int ( t ) if abs ( t - int_t ) > 0. : raise ValueError ( 'Need an integer GPS time, got %s' % str ( t ) ) return str ( int_t ) elif isinstance ( t , lal . LIGOTimeGPS ) ...
def parse ( self , limit = None ) : """Override Source . parse ( ) Args : : param limit ( int , optional ) limit the number of rows processed Returns : : return None"""
if limit is not None : LOG . info ( "Only parsing first %d rows" , limit ) protein_paths = self . _get_file_paths ( self . tax_ids , 'protein_links' ) col = [ 'NCBI taxid' , 'entrez' , 'STRING' ] for taxon in protein_paths : ensembl = Ensembl ( self . graph_type , self . are_bnodes_skized ) string_file_path...
def sqlupdate ( table , rowupdate , where ) : """Generates SQL update table set . . . Returns ( sql , parameters ) > > > sqlupdate ( ' mytable ' , { ' field1 ' : 3 , ' field2 ' : ' hello ' } , { ' id ' : 5 } ) ( ' update mytable set field1 = % s , field2 = % s where id = % s ' , [ 3 , ' hello ' , 5 ] )"""
validate_name ( table ) fields = sorted ( rowupdate . keys ( ) ) validate_names ( fields ) values = [ rowupdate [ field ] for field in fields ] setparts = [ field + '=%s' for field in fields ] setclause = ', ' . join ( setparts ) sql = "update {} set " . format ( table ) + setclause ( whereclause , wherevalues ) = sqlw...
def post_async ( self , path , params = None ) : """Asynchronously calls a function on a child block Args : path ( list ) : The path to post to params ( dict ) : parameters for the call Returns : Future : as single Future that will resolve to the result"""
request = Post ( self . _get_next_id ( ) , path , params ) request . set_callback ( self . _q . put ) future = self . _dispatch_request ( request ) return future
def admin_permission_factory ( admin_view ) : """Default factory for creating a permission for an admin . It tries to load a : class : ` invenio _ access . permissions . Permission ` instance if ` invenio _ access ` is installed . Otherwise , it loads a : class : ` flask _ principal . Permission ` instance . ...
try : pkg_resources . get_distribution ( 'invenio-access' ) from invenio_access import Permission except pkg_resources . DistributionNotFound : from flask_principal import Permission return Permission ( action_admin_access )
def get_text_contents ( self ) : """Fetch the decoded text contents of a Unicode encoded Entry . Since this should return the text contents from the file system , we check to see into what sort of subclass we should morph this Entry ."""
try : self = self . disambiguate ( must_exist = 1 ) except SCons . Errors . UserError : # There was nothing on disk with which to disambiguate # this entry . Leave it as an Entry , but return a null # string so calls to get _ text _ contents ( ) in emitters and # the like ( e . g . in qt . py ) don ' t have to disa...
def hit_create ( self , numWorkers , reward , duration ) : '''Create a HIT'''
if self . sandbox : mode = 'sandbox' else : mode = 'live' server_loc = str ( self . config . get ( 'Server Parameters' , 'host' ) ) use_psiturk_ad_server = self . config . getboolean ( 'Shell Parameters' , 'use_psiturk_ad_server' ) if use_psiturk_ad_server : if not self . web_services . check_credentials ( ...
def _get_task_descriptor_info ( self , courseid , taskid ) : """: param courseid : the course id of the course : param taskid : the task id of the task : raise InvalidNameException , TaskNotFoundException : return : a tuple , containing : ( descriptor filename , task file manager for the descriptor )"""
if not id_checker ( courseid ) : raise InvalidNameException ( "Course with invalid name: " + courseid ) if not id_checker ( taskid ) : raise InvalidNameException ( "Task with invalid name: " + taskid ) task_fs = self . get_task_fs ( courseid , taskid ) for ext , task_file_manager in self . _task_file_managers ....
def load_spelling ( spell_file = SPELLING_FILE ) : """Load the term _ freq from spell _ file"""
with open ( spell_file ) as f : tokens = f . read ( ) . split ( '\n' ) size = len ( tokens ) term_freq = { token : size - i for i , token in enumerate ( tokens ) } return term_freq
def set_used_labels ( self , labels ) : """Specify which trials to use in subsequent analysis steps . This function masks trials based on their class labels . Parameters labels : list of class labels Marks all trials that have a label that is in the ` labels ` list for further processing . Returns self ...
mask = np . zeros ( self . cl_ . size , dtype = bool ) for l in labels : mask = np . logical_or ( mask , self . cl_ == l ) self . trial_mask_ = mask return self
def topic_over_time ( self , k , mode = 'counts' , slice_kwargs = { } ) : """Calculate the representation of topic ` ` k ` ` in the corpus over time ."""
return self . corpus . feature_distribution ( 'topics' , k , mode = mode , ** slice_kwargs )
def array ( self ) : """Returns a numpy array containing the last stored values ."""
if self . _ind < self . shape : return self . _values [ : self . _ind ] if not self . _cached : ind = int ( self . _ind % self . shape ) self . _cache [ : self . shape - ind ] = self . _values [ ind : ] self . _cache [ self . shape - ind : ] = self . _values [ : ind ] self . _cached = True return se...
def replace_namespaced_replication_controller_scale ( self , name , namespace , body , ** kwargs ) : # noqa : E501 """replace _ namespaced _ replication _ controller _ scale # noqa : E501 replace scale of the specified ReplicationController # noqa : E501 This method makes a synchronous HTTP request by default ....
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'async_req' ) : return self . replace_namespaced_replication_controller_scale_with_http_info ( name , namespace , body , ** kwargs ) # noqa : E501 else : ( data ) = self . replace_namespaced_replication_controller_scale_with_http_info ( name , nam...
def tri_filter ( self , inplace = False ) : """Returns an all triangle mesh . More complex polygons will be broken down into triangles . Parameters inplace : bool , optional Updates mesh in - place while returning nothing . Returns mesh : vtki . PolyData Mesh containing only triangles . None when inpl...
trifilter = vtk . vtkTriangleFilter ( ) trifilter . SetInputData ( self ) trifilter . PassVertsOff ( ) trifilter . PassLinesOff ( ) trifilter . Update ( ) mesh = _get_output ( trifilter ) if inplace : self . overwrite ( mesh ) else : return mesh
def getSrcBlockParents ( self , url , block ) : """List block at src DBS"""
# blockname = block . replace ( " # " , urllib . quote _ plus ( ' # ' ) ) # resturl = " % s / blockparents ? block _ name = % s " % ( url , blockname ) params = { 'block_name' : block } return cjson . decode ( self . callDBSService ( url , 'blockparents' , params , { } ) )
def cowsay ( text = '' , align = 'centre' ) : """Simulate an ASCII cow saying text . : type text : string : param text : The text to print out . : type align : string : param algin : Where to align the cow . Can be ' left ' , ' centre ' or ' right '"""
# Make align lowercase align = align . lower ( ) # Set the cowtext cowtext = str ( text ) # Set top part of speech bubble to the length of the text plus 2 topbar = ' ' * ( len ( text ) + 2 ) # Set bottom part of speech bubble to the length of the text plus 2 bottombar = ' ' * ( len ( text ) + 2 ) # If align is centre i...
def _serve_clients ( self ) : '''Accept cients and serve , one separate thread per client .'''
self . __up = True while self . __up : log . debug ( 'Waiting for a client to connect' ) try : conn , addr = self . skt . accept ( ) log . debug ( 'Received connection from %s:%d' , addr [ 0 ] , addr [ 1 ] ) except socket . error as error : if not self . __up : return ...
def read ( self , data ) : """Handles incoming raw sensor data and broadcasts it to specified udp servers and connected tcp clients : param data : NMEA raw sentences incoming data"""
self . log ( 'Received NMEA data:' , data , lvl = debug ) # self . log ( data , pretty = True ) if self . _tcp_socket is not None and len ( self . _connected_tcp_endpoints ) > 0 : self . log ( 'Publishing data on tcp server' , lvl = debug ) for endpoint in self . _connected_tcp_endpoints : self . fireEv...
def compile ( pattern , flags = 0 , auto_compile = None ) : # noqa A001 """Compile both the search or search and replace into one object ."""
if isinstance ( pattern , Bre ) : if auto_compile is not None : raise ValueError ( "Cannot compile Bre with a different auto_compile!" ) elif flags != 0 : raise ValueError ( "Cannot process flags argument with a compiled pattern" ) return pattern else : if auto_compile is None : ...
def convert_field_value ( type_ , value ) : """Convert atomic field value according to the type"""
if value == "." : return None elif type_ in ( "Character" , "String" ) : if "%" in value : for k , v in record . UNESCAPE_MAPPING : value = value . replace ( k , v ) return value else : try : return _CONVERTERS [ type_ ] ( value ) except ValueError : warnings . wa...
def call ( self , command , * args ) : """Sends call to the function , whose name is specified by command . Used by Script invocations and normalizes calls using standard Redis arguments to use the expected redis - py arguments ."""
command = self . _normalize_command_name ( command ) args = self . _normalize_command_args ( command , * args ) redis_function = getattr ( self , command ) value = redis_function ( * args ) return self . _normalize_command_response ( command , value )
def add_tools ( self , * tools ) : '''Adds tools to the plot . Args : * tools ( Tool ) : the tools to add to the Plot Returns : None'''
for tool in tools : if not isinstance ( tool , Tool ) : raise ValueError ( "All arguments to add_tool must be Tool subclasses." ) self . toolbar . tools . append ( tool )
def setup_files ( class_dir , seed ) : """Returns shuffled files"""
# make sure its reproducible random . seed ( seed ) files = list_files ( class_dir ) files . sort ( ) random . shuffle ( files ) return files
def check_value_error_for_parity ( value_error : ValueError , call_type : ParityCallType ) -> bool : """For parity failing calls and functions do not return None if the transaction will fail but instead throw a ValueError exception . This function checks the thrown exception to see if it ' s the correct one and...
try : error_data = json . loads ( str ( value_error ) . replace ( "'" , '"' ) ) except json . JSONDecodeError : return False if call_type == ParityCallType . ESTIMATE_GAS : code_checks_out = error_data [ 'code' ] == - 32016 message_checks_out = 'The execution failed due to an exception' in error_data [ ...
def default_working_dir ( ) : """Get the default configuration directory for blockstackd"""
import nameset . virtualchain_hooks as virtualchain_hooks return os . path . expanduser ( '~/.{}' . format ( virtualchain_hooks . get_virtual_chain_name ( ) ) )
def iwls ( y , x , family , offset , y_fix , ini_betas = None , tol = 1.0e-8 , max_iter = 200 , wi = None ) : """Iteratively re - weighted least squares estimation routine Parameters y : array n * 1 , dependent variable x : array n * k , designs matrix of k independent variables family : family object ...
n_iter = 0 diff = 1.0e6 if ini_betas is None : betas = np . zeros ( ( x . shape [ 1 ] , 1 ) , np . float ) else : betas = ini_betas if isinstance ( family , Binomial ) : y = family . link . _clean ( y ) if isinstance ( family , Poisson ) : y_off = y / offset y_off = family . starting_mu ( y_off ) ...
def update ( self , ** kwargs ) : """Update the drawing : param kwargs : Drawing properties"""
# Update node properties with additional elements svg_changed = False for prop in kwargs : if prop == "drawing_id" : pass # No good reason to change a drawing _ id elif getattr ( self , prop ) != kwargs [ prop ] : if prop == "svg" : # To avoid spamming client with large data we don ' t s...
def send_result ( pipe , data ) : """Send result handling pickling and communication errors ."""
try : pipe . send ( data ) except ( pickle . PicklingError , TypeError ) as error : error . traceback = format_exc ( ) pipe . send ( RemoteException ( error , error . traceback ) )
def _fetchAllChildren ( self ) : """Fetches all fields that this variable contains . Only variables with a structured data type can have fields ."""
assert self . canFetchChildren ( ) , "canFetchChildren must be True" childItems = [ ] # Add fields in case of an array of structured type . if self . _isStructured : for fieldName in self . _array . dtype . names : childItem = FieldRti ( self . _array , nodeName = fieldName , fileName = self . fileName ) ...
def split_delimited_symbol ( symbol ) : """Takes in a symbol that may be delimited and splits it in to a company symbol and share class symbol . Also returns the fuzzy symbol , which is the symbol without any fuzzy characters at all . Parameters symbol : str The possibly - delimited symbol to be split R...
# return blank strings for any bad fuzzy symbols , like NaN or None if symbol in _delimited_symbol_default_triggers : return '' , '' symbol = symbol . upper ( ) split_list = re . split ( pattern = _delimited_symbol_delimiters_regex , string = symbol , maxsplit = 1 , ) # Break the list up in to its two components , ...
def start_recv ( sockfile = None ) : '''Open a server on Unix Domain Socket'''
if sockfile is not None : SOCKFILE = sockfile else : # default sockfile SOCKFILE = "/tmp/snort_alert" if os . path . exists ( SOCKFILE ) : os . unlink ( SOCKFILE ) unsock = socket . socket ( socket . AF_UNIX , socket . SOCK_DGRAM ) unsock . bind ( SOCKFILE ) logging . warning ( 'Unix socket start listening....
def get_version_info ( self , key_name = 'ver_sw_release' ) : """get the ( major , minor , patch , type ) version information as tuple . Returns None if not found definition of type is : > = 0 : development > = 64 : alpha version > = 128 : beta version > = 192 : RC version = = 255 : release version"""
if key_name in self . _msg_info_dict : val = self . _msg_info_dict [ key_name ] return ( ( val >> 24 ) & 0xff , ( val >> 16 ) & 0xff , ( val >> 8 ) & 0xff , val & 0xff ) return None
def draw ( self ) : """使用draw方法将图形绘制在窗口里"""
self . update_all ( ) self . vertex_list . draw ( self . gl ) pyglet . gl . glLoadIdentity ( )
def _values ( expr ) : """Retrieve values of a dict : param expr : dict sequence / scalar : return :"""
if isinstance ( expr , SequenceExpr ) : dtype = expr . data_type else : dtype = expr . value_type return composite_op ( expr , DictValues , df_types . List ( dtype . value_type ) )
def run ( self , ** kwargs ) : '''Run all benchmarks . Extras kwargs are passed to benchmarks construtors .'''
self . report_start ( ) for bench in self . benchmarks : bench = bench ( before = self . report_before_method , after = self . report_after_method , after_each = self . report_progress , debug = self . debug , ** kwargs ) self . report_before_class ( bench ) bench . run ( ) self . report_after_class ( b...
def update_port_monitor ( self , resource , timeout = - 1 ) : """Updates the port monitor configuration of a logical interconnect . Args : resource : Port monitor configuration . Returns : dict : Port monitor configuration ."""
data = resource . copy ( ) if 'type' not in data : data [ 'type' ] = 'port-monitor' uri = "{}{}" . format ( self . data [ "uri" ] , self . PORT_MONITOR_PATH ) return self . _helper . update ( data , uri = uri , timeout = timeout )
def iconFile ( self ) : """Returns the icon file that is linked that to this plugin . : return < str >"""
if not os . path . isfile ( self . _iconFile ) : return projexui . resources . find ( self . _iconFile ) return self . _iconFile
def get_block ( self , parent , config = 'running_config' ) : """Scans the config and returns a block of code Args : parent ( str ) : The parent string to search the config for and return the block config ( str ) : A text config string to be searched . Default is to search the running - config of the Node...
try : parent = r'^%s$' % parent return self . node . section ( parent , config = config ) except TypeError : return None
def current_path ( local_function ) : """Get current path , refers to ` how - do - i - get - the - path - of - the - current - executed - file - in - python ` _ Examples : . . code - block : : Python from pygeoc . utils import UtilClass curpath = UtilClass . current _ path ( lambda : 0) . . _ how - do - i...
from inspect import getsourcefile fpath = getsourcefile ( local_function ) if fpath is None : return None return os . path . dirname ( os . path . abspath ( fpath ) )
def normalize_mapping_line ( mapping_line , previous_source_column = 0 ) : """Often times the position will remain stable , such that the naive process will end up with many redundant values ; this function will iterate through the line and remove all extra values ."""
if not mapping_line : return [ ] , previous_source_column # Note that while the local record here is also done as a 4 - tuple , # element 1 and 2 are never used since they are always provided by # the segments in the mapping line ; they are defined for consistency # reasons . def regenerate ( segment ) : if len...
def _fit ( self , df ) : """Private fit method of the Estimator , which trains the model ."""
simple_rdd = df_to_simple_rdd ( df , categorical = self . get_categorical_labels ( ) , nb_classes = self . get_nb_classes ( ) , features_col = self . getFeaturesCol ( ) , label_col = self . getLabelCol ( ) ) simple_rdd = simple_rdd . repartition ( self . get_num_workers ( ) ) keras_model = model_from_yaml ( self . get_...
def subtract ( self , other , numPartitions = None ) : """Return each value in C { self } that is not contained in C { other } . > > > x = sc . parallelize ( [ ( " a " , 1 ) , ( " b " , 4 ) , ( " b " , 5 ) , ( " a " , 3 ) ] ) > > > y = sc . parallelize ( [ ( " a " , 3 ) , ( " c " , None ) ] ) > > > sorted ( x...
# note : here ' True ' is just a placeholder rdd = other . map ( lambda x : ( x , True ) ) return self . map ( lambda x : ( x , True ) ) . subtractByKey ( rdd , numPartitions ) . keys ( )
def _validateClasses ( classes ) : """Check to make sure that a glyph is not part of more than one class . If this is found , an ExtractorError is raised ."""
glyphToClass = { } for className , glyphList in classes . items ( ) : for glyphName in glyphList : if glyphName not in glyphToClass : glyphToClass [ glyphName ] = set ( ) glyphToClass [ glyphName ] . add ( className ) for glyphName , groupList in glyphToClass . items ( ) : if len ( g...
def alias_relationship ( self , relationship_id , alias_id ) : """Adds an ` ` Id ` ` to a ` ` Relationship ` ` for the purpose of creating compatibility . The primary ` ` Id ` ` of the ` ` Relationship ` ` is determined by the provider . The new ` ` Id ` ` performs as an alias to the primary ` ` Id ` ` . If t...
# Implemented from template for # osid . resource . ResourceAdminSession . alias _ resources _ template self . _alias_id ( primary_id = relationship_id , equivalent_id = alias_id )
def aperture_photometry ( data , apertures , error = None , mask = None , method = 'exact' , subpixels = 5 , unit = None , wcs = None ) : """Perform aperture photometry on the input data by summing the flux within the given aperture ( s ) . Parameters data : array _ like , ` ~ astropy . units . Quantity ` , `...
data , error , mask , wcs = _prepare_photometry_input ( data , error , mask , wcs , unit ) if method == 'subpixel' : if ( int ( subpixels ) != subpixels ) or ( subpixels <= 0 ) : raise ValueError ( 'subpixels must be a positive integer.' ) scalar_aperture = False if isinstance ( apertures , Aperture ) : ...
def p_parameter_2 ( p ) : """parameter _ 2 : qualifierList dataType parameterName | qualifierList dataType parameterName array"""
args = { } if len ( p ) == 5 : args [ 'is_array' ] = True args [ 'array_size' ] = p [ 4 ] quals = OrderedDict ( [ ( x . name , x ) for x in p [ 1 ] ] ) p [ 0 ] = CIMParameter ( p [ 3 ] , p [ 2 ] , qualifiers = quals , ** args )
def histogram_and_plot ( df , column = 0 , width = 0.9 , resolution = 2 , str_timetags = True , counted = False , title = '' , xlabel = None , datetime_format = '%b %d, %Y' , num_labels = 24 , bins = None , labels = None , color = None , alpha = None , normalize = True , percent = False , padding = 0.03 , formatter = N...
try : assert len ( bins ) == len ( counted ) + 1 his0 , his1 = bins , counted except : his0 , his1 = [ ] , [ ] if isinstance ( df , basestring ) and os . path . isfile ( df ) : df = pd . DataFrame . from_csv ( df ) if not isinstance ( df , pd . DataFrame ) : df = pd . DataFrame ( df ...
def listTasks ( self , opts = { } , queryOpts = { } ) : """Get information about all Koji tasks . Calls " listTasks " XML - RPC . : param dict opts : Eg . { ' state ' : [ task _ states . OPEN ] } : param dict queryOpts : Eg . { ' order ' : ' priority , create _ time ' } : returns : deferred that when fired ...
opts [ 'decode' ] = True # decode xmlrpc data in " request " data = yield self . call ( 'listTasks' , opts , queryOpts ) tasks = [ ] for tdata in data : task = Task . fromDict ( tdata ) task . connection = self tasks . append ( task ) defer . returnValue ( tasks )
def setup_conf ( conf_globals ) : """Setup function that is called from within the project ' s docs / conf . py module that takes the conf module ' s globals ( ) and assigns the values that can be automatically determined from the current project , such as project name , package name , version and author ."...
project_path = abspath ( join ( dirname ( conf_globals [ "__file__" ] ) , ".." ) ) chdir ( project_path ) sys . path . insert ( 0 , project_path ) authors_file = "AUTHORS" version = None author = None setup = "setup.py" setup_path = join ( project_path , setup ) ignore = ( setup , ) # First try and get the author and v...
def unreduce_like ( array , original_array , axis , keepdims ) : """Reverse summing over a dimension . Args : array : The array that was reduced . original _ array : An array whose shape to unreduce to . axis : The axis or axes that were summed . keepdims : Whether these axes were kept as singleton axes ....
atype = type ( array ) unreducer = unreducers [ atype ] shape = shape_functions [ atype ] return unreducer ( array , shape ( original_array ) , axis , keepdims )
def plotnoise ( noisepkl , mergepkl , plot_width = 950 , plot_height = 400 ) : """Make two panel plot to summary noise analysis with estimated flux scale"""
d = pickle . load ( open ( mergepkl ) ) ndist , imstd , flagfrac = plotnoisedist ( noisepkl , plot_width = plot_width / 2 , plot_height = plot_height ) fluxscale = calcfluxscale ( d , imstd , flagfrac ) logger . info ( 'Median image noise is {0:.3} Jy.' . format ( fluxscale * imstd ) ) ncum , imnoise = plotnoisecum ( n...
def __merge_all_bgedges_between_two_vertices ( self , vertex1 , vertex2 ) : """Merges all edge between two supplied vertices into a single edge from a perspective of multi - color merging . : param vertex1 : a first out of two vertices edges between which are to be merged together : type vertex1 : any python ha...
# no actual merging is performed , but rather all edges between two vertices are deleted # and then added with a merge argument set to true edges_multicolors = [ deepcopy ( data [ "attr_dict" ] [ "multicolor" ] ) for v1 , v2 , data in self . bg . edges ( nbunch = vertex1 , data = True ) if v2 == vertex2 ] self . __dele...
def except_ ( self , enumerable , key = lambda x : x ) : """Returns enumerable that subtracts given enumerable elements from self : param enumerable : enumerable object : param key : key selector as lambda expression : return : new Enumerable object"""
if not isinstance ( enumerable , Enumerable3 ) : raise TypeError ( u"enumerable parameter must be an instance of Enumerable" ) membership = ( 0 if key ( element ) in enumerable . intersect ( self , key ) . select ( key ) else 1 for element in self ) return Enumerable3 ( itertools . compress ( self , membership ) )
def print_ ( * objects , ** kwargs ) : """print _ ( * objects , sep = None , end = None , file = None , flush = False ) Args : objects ( object ) : zero or more objects to print sep ( str ) : Object separator to use , defaults to ` ` " " ` ` end ( str ) : Trailing string to use , defaults to ` ` " \\ n " ` ...
sep = kwargs . get ( "sep" ) sep = sep if sep is not None else " " end = kwargs . get ( "end" ) end = end if end is not None else "\n" file = kwargs . get ( "file" ) file = file if file is not None else sys . stdout flush = bool ( kwargs . get ( "flush" , False ) ) if is_win : _print_windows ( objects , sep , end ,...
def generateRandomSymbol ( numColumns , sparseCols ) : """Generates a random SDR with sparseCols number of active columns @ param numColumns ( int ) number of columns in the temporal memory @ param sparseCols ( int ) number of sparse columns for desired SDR @ return symbol ( list ) SDR"""
symbol = list ( ) remainingCols = sparseCols while remainingCols > 0 : col = random . randrange ( numColumns ) if col not in symbol : symbol . append ( col ) remainingCols -= 1 return symbol
def restore_default ( self , key ) : """Restore ( and return ) default value for the specified key . This method will only work for a ConfigObj that was created with a configspec and has been validated . If there is no default value for this key , ` ` KeyError ` ` is raised ."""
default = self . default_values [ key ] dict . __setitem__ ( self , key , default ) if key not in self . defaults : self . defaults . append ( key ) return default
def geweke ( x , seg_length , seg_stride , end_idx , ref_start , ref_end = None , seg_start = 0 ) : """Calculates Geweke conervergence statistic for a chain of data . This function will advance along the chain and calculate the statistic for each step . Parameters x : numpy . array A one - dimensional arr...
# lists to hold statistic and end index stats = [ ] ends = [ ] # get the beginning of all segments starts = numpy . arange ( seg_start , end_idx , seg_stride ) # get second segment of data at the end to compare x_end = x [ ref_start : ref_end ] # loop over all segments for start in starts : # find the end of the first ...
def to_code ( self , context : Context = None ) : """Generate the code and return it as a string ."""
# Do not override this method ! context = context or Context ( ) for imp in self . imports : if imp not in context . imports : context . imports . append ( imp ) counter = Counter ( ) lines = list ( self . to_lines ( context = context , counter = counter ) ) if counter . num_indented_non_doc_blocks == 0 : ...
def delete_asset ( self , asset_id , asset_type ) : """Delete the asset with the provided asset _ id . Args : asset _ id : The id of the asset . asset _ type : The asset type . Returns :"""
return self . asset ( asset_id , asset_type = asset_type , action = 'DELETE' )
def remove_bad_sequence ( codon_list , bad_seq , bad_seqs ) : """Make a silent mutation to the given codon list to remove the first instance of the given bad sequence found in the gene sequence . If the bad sequence isn ' t found , nothing happens and the function returns false . Otherwise the function return...
gene_seq = '' . join ( codon_list ) problem = bad_seq . search ( gene_seq ) if not problem : return False bs_start_codon = problem . start ( ) // 3 bs_end_codon = problem . end ( ) // 3 for i in range ( bs_start_codon , bs_end_codon ) : problem_codon = codon_list [ i ] amino_acid = translate_dna ( problem_c...
def split_token ( output ) : """Split an output into token tuple , real output tuple . : param output : : return : tuple , tuple"""
output = ensure_tuple ( output ) flags , i , len_output , data_allowed = set ( ) , 0 , len ( output ) , True while i < len_output and isflag ( output [ i ] ) : if output [ i ] . must_be_first and i : raise ValueError ( "{} flag must be first." . format ( output [ i ] ) ) if i and output [ i - 1 ] . must...
def compile_suffix_regex ( entries ) : """Compile a sequence of suffix rules into a regex object . entries ( tuple ) : The suffix rules , e . g . spacy . lang . punctuation . TOKENIZER _ SUFFIXES . RETURNS ( regex object ) : The regex object . to be used for Tokenizer . suffix _ search ."""
expression = "|" . join ( [ piece + "$" for piece in entries if piece . strip ( ) ] ) return re . compile ( expression )
def extract ( self , m ) : """extract info specified in option"""
self . _clear ( ) self . m = m # self . _ preprocess ( ) if self . option != [ ] : self . _url_filter ( ) self . _email_filter ( ) if 'tex' in self . option : self . _tex_filter ( ) # if ' email ' in self . option : # self . _ email _ filter ( ) if 'telephone' in self . option : ...
def suppressed ( self ) : """Returns the number of seconds that this search is blocked from running ( possibly 0 ) . : return : The number of seconds . : rtype : ` ` integer ` `"""
r = self . _run_action ( "suppress" ) if r . suppressed == "1" : return int ( r . expiration ) else : return 0
def _get_cache_dir ( ) : '''Get pillar cache directory . Initialize it if it does not exist .'''
cache_dir = os . path . join ( __opts__ [ 'cachedir' ] , 'pillar_s3fs' ) if not os . path . isdir ( cache_dir ) : log . debug ( 'Initializing S3 Pillar Cache' ) os . makedirs ( cache_dir ) return cache_dir
def change ( ui , repo , * pats , ** opts ) : """create , edit or delete a change list Create , edit or delete a change list . A change list is a group of files to be reviewed and submitted together , plus a textual description of the change . Change lists are referred to by simple alphanumeric names . Ch...
if codereview_disabled : raise hg_util . Abort ( codereview_disabled ) dirty = { } if len ( pats ) > 0 and GoodCLName ( pats [ 0 ] ) : name = pats [ 0 ] if len ( pats ) != 1 : raise hg_util . Abort ( "cannot specify CL name and file patterns" ) pats = pats [ 1 : ] cl , err = LoadCL ( ui , re...
def DEFINE_bool ( self , name , default , help , constant = False ) : """A helper for defining boolean options ."""
self . AddOption ( type_info . Bool ( name = name , default = default , description = help ) , constant = constant )
def hideFromPublicBundle ( self , otpk_pub ) : """Hide a one - time pre key from the public bundle . : param otpk _ pub : The public key of the one - time pre key to hide , encoded as a bytes - like object ."""
self . __checkSPKTimestamp ( ) for otpk in self . __otpks : if otpk . pub == otpk_pub : self . __otpks . remove ( otpk ) self . __hidden_otpks . append ( otpk ) self . __refillOTPKs ( )
def unitResponse ( self , band ) : """This is used internally for : ref : ` pysynphot - formula - effstim ` calculations ."""
wave = band . wave total = band . trapezoidIntegration ( wave , band . throughput / wave ) modtot = total * ( 1.0e-29 / H ) return 1.0 / modtot
def atoms_order ( self ) : """Morgan like algorithm for graph nodes ordering : return : dict of atom - weight pairs"""
if not len ( self ) : # for empty containers return { } elif len ( self ) == 1 : # optimize single atom containers return dict . fromkeys ( self , 2 ) params = { n : ( int ( node ) , tuple ( sorted ( int ( edge ) for edge in self . _adj [ n ] . values ( ) ) ) ) for n , node in self . atoms ( ) } newlevels = { }...
def DeleteMessageHandlerRequests ( self , requests ) : """Deletes a list of message handler requests from the database ."""
for r in requests : flow_dict = self . message_handler_requests . get ( r . handler_name , { } ) if r . request_id in flow_dict : del flow_dict [ r . request_id ] flow_dict = self . message_handler_leases . get ( r . handler_name , { } ) if r . request_id in flow_dict : del flow_dict [ r...
def token ( self , id , ** kwargs ) : """Retrieve a service request ID from a token . > > > Three ( ' api . city . gov ' ) . token ( ' 12345 ' ) { ' service _ request _ id ' : { ' for ' : { ' token ' : ' 12345 ' } } }"""
data = self . get ( 'tokens' , id , ** kwargs ) return data
def traverse ( self , callback ) : '''Traverse through all keys and values ( in - order ) and replace keys and values with the return values from the callback function .'''
def _traverse_node ( path , node , callback ) : ret_val = callback ( path , node ) if ret_val is not None : # replace node with the return value node = ret_val else : # traverse deep into the hierarchy if isinstance ( node , YAMLDict ) : for k , v in node . items ( ) : ...
def _selectTree ( self ) : """Matches the tree selection to the views selection ."""
self . uiGanttTREE . blockSignals ( True ) self . uiGanttTREE . clearSelection ( ) for item in self . uiGanttVIEW . scene ( ) . selectedItems ( ) : item . treeItem ( ) . setSelected ( True ) self . uiGanttTREE . blockSignals ( False )
def load_table_data ( self ) : """Calls the ` ` get _ { { table _ name } } _ data ` ` methods for each table class . When returning , the loaded data is set on the tables ."""
# We only want the data to be loaded once , so we track if we have . . . if not self . _table_data_loaded : for table_name , table in self . _tables . items ( ) : # Fetch the data function . func_name = "get_%s_data" % table_name data_func = getattr ( self , func_name , None ) if data_func i...
def _transform_key_value ( self , key , value , map_dict ) : '''Massage keys and values for iapp dict to look like JSON . : param key : string dictionary key : param value : string dictionary value : param map _ dict : dictionary to map key names'''
if key in self . tcl_list_patterns : value = self . _parse_tcl_list ( key , value ) if key in map_dict : key = map_dict [ key ] return key , value
def read_backend ( self ) : '''Returns the : class : ` stdnet . BackendStructure ` .'''
session = self . session if session is not None : if self . _field : return session . model ( self . _field . model ) . read_backend else : return session . model ( self ) . read_backend
def encodeSemiOctets ( number ) : """Semi - octet encoding algorithm ( e . g . for phone numbers ) : return : bytearray containing the encoded octets : rtype : bytearray"""
if len ( number ) % 2 == 1 : number = number + 'F' # append the " end " indicator octets = [ int ( number [ i + 1 ] + number [ i ] , 16 ) for i in xrange ( 0 , len ( number ) , 2 ) ] return bytearray ( octets )
def unwrap_message ( self , message , signature ) : """Verifies the supplied signature against the message and decrypts the message if ' confidentiality ' was negotiated . A SignatureException is raised if the signature cannot be parsed or the version is unsupported A SequenceException is raised if the sequen...
if not self . is_established : raise Exception ( "Context has not been established" ) if self . _wrapper is None : raise Exception ( "Neither sealing or signing have been negotiated" ) else : return self . _wrapper . unwrap ( message , signature )
def command2str ( num ) : """Turn command number into name"""
for attr in SLOT . __dict__ . keys ( ) : if not attr . startswith ( '_' ) and attr == attr . upper ( ) : if getattr ( SLOT , attr ) == num : return 'SLOT_%s' % attr return "0x%02x" % ( num )
def on_unaryop ( self , node ) : # ( ' op ' , ' operand ' ) """Unary operator ."""
return op2func ( node . op ) ( self . run ( node . operand ) )
def relativeAreaSTE ( self ) : '''return STE area - relative to image area'''
s = self . noSTE . shape return np . sum ( self . mask_STE ) / ( s [ 0 ] * s [ 1 ] )
def norm ( self , valu ) : '''Normalize the value for a given type . Args : valu ( obj ) : The value to normalize . Returns : ( ( obj , dict ) ) : The normalized valu , info tuple . Notes : The info dictionary uses the following key conventions : subs ( dict ) : The normalized sub - fields as name : v...
func = self . _type_norms . get ( type ( valu ) ) if func is None : raise s_exc . NoSuchFunc ( name = self . name , mesg = 'no norm for type: %r' % ( type ( valu ) , ) ) return func ( valu )
def get_mean ( self , col , row ) : """Returns the mean at this location ( if valid location ) . : param col : the 0 - based column index : type col : int : param row : the 0 - based row index : type row : int : return : the mean : rtype : float"""
return javabridge . call ( self . jobject , "getMean" , "(II)D" , col , row )
def worker_exec ( self , ** kwargs ) : """Target function of workers"""
self . feed ( ** kwargs ) self . logger . info ( 'thread {} exit' . format ( current_thread ( ) . name ) )
def remove_experiment_choice ( experiment , choice ) : """Removes an experiment choice"""
redis = oz . redis . create_connection ( ) oz . bandit . Experiment ( redis , experiment ) . remove_choice ( choice )
def get_translation_speed ( self , distance_from_target ) : """Returns the translation speed for ` ` distance _ from _ target ` ` in units per radius ."""
return ( distance_from_target * np . tan ( self . fov_deg / 2.0 / 180.0 * np . pi ) )
async def get_record ( type_ : str , id : str , options : str ) : """Retrieves a record from the wallet storage . : param type _ : String : param id : String : param options : String Example : import json await Wallet . add _ record ( { ' id ' : ' RecordId ' , ' tags ' : json . dumps ( { ' tag1 ' ...
logger = logging . getLogger ( __name__ ) if not hasattr ( Wallet . get_record , "cb" ) : logger . debug ( "vcx_wallet_get_record: Creating callback" ) Wallet . get_record . cb = create_cb ( CFUNCTYPE ( None , c_uint32 , c_uint32 , c_char_p ) ) c_type_ = c_char_p ( type_ . encode ( 'utf-8' ) ) c_id = c_char_p (...
def thin_string_list ( list_of_strings , max_nonempty_strings = 50 , blank = '' ) : """Designed for composing lists of strings suitable for pyplot axis labels Often the xtick spacing doesn ' t allow room for 100 ' s of text labels , so this eliminates every other one , then every other one of those , until they...
# blank some labels to make sure they don ' t overlap list_of_strings = list ( list_of_strings ) istep = 2 while sum ( bool ( s ) for s in list_of_strings ) > max_nonempty_strings : list_of_strings = [ blank if i % istep else s for i , s in enumerate ( list_of_strings ) ] istep += 2 return list_of_strings
def mod ( self ) : """Modulus of vector ."""
return math . sqrt ( self . x ** 2 + self . y ** 2 + self . z ** 2 )
def fetch_gpml_usps_resampled_data ( transpose_data = True , data_home = None ) : """Fetch the USPS handwritten digits dataset from the internet and parse appropriately into python arrays > > > usps _ resampled = fetch _ gpml _ usps _ resampled _ data ( ) > > > usps _ resampled . train . targets . shape (46...
data_home = get_data_home ( data_home = data_home ) data_filename = os . path . join ( data_home , 'usps_resampled/usps_resampled.mat' ) if not os . path . exists ( data_filename ) : r = requests . get ( 'http://www.gaussianprocess.org/gpml/data/' 'usps_resampled.tar.bz2' ) with tarfile . open ( fileobj = Bytes...
def _line_by_type ( self , line , header , hgroups , htypes , out , want_type , collapse_quals_fn = None ) : """Parse out key value pairs for line information based on a group of values ."""
for index , htype in ( ( i , t ) for i , t in enumerate ( htypes ) if t == want_type ) : col = hgroups [ index ] [ 0 ] key = header [ col ] # self . _ clean _ header ( header [ col ] ) if collapse_quals_fn : val = collapse_quals_fn ( line , header , hgroups [ index ] ) else : val = l...
def tolist ( expr , ** kwargs ) : """Pack all data in the sequence into a list : param expr : : param unique : make every elements in the sequence to be unique : return :"""
unique = kwargs . get ( 'unique' , kwargs . get ( '_unique' , False ) ) output_type = None if isinstance ( expr , ( SequenceExpr , SequenceGroupBy ) ) : output_type = types . List ( expr . _data_type ) return _reduction ( expr , ToList , output_type , _unique = unique )
def checksum ( fpath , hasher = None , asbytes = False ) : """Returns the checksum of the file at the given path as a hex string ( default ) or as a bytes literal . Uses MD5 by default . * * Attribution * * : Based on code from ` Stack Overflow < https : / / stackoverflow . com / a / 3431835/789078 > ` _ ."...
def blockiter ( fpath , blocksize = 0x1000 ) : with open ( fpath , "rb" ) as afile : block = afile . read ( blocksize ) while len ( block ) > 0 : yield block block = afile . read ( blocksize ) hasher = hasher or hashlib . md5 ( ) for block in blockiter ( fpath ) : hasher ...
def begin_transaction ( self , transaction_type , trace_parent = None ) : """Start a new transactions and bind it in a thread - local variable : returns the Transaction object"""
if trace_parent : is_sampled = bool ( trace_parent . trace_options . recorded ) else : is_sampled = self . _sample_rate == 1.0 or self . _sample_rate > random . random ( ) transaction = Transaction ( self , transaction_type , trace_parent = trace_parent , is_sampled = is_sampled ) if trace_parent is None : ...
def xflatten ( iterable , transform , check = is_iterable ) : """Apply a transform to iterable before flattening at each level ."""
for value in transform ( iterable ) : if check ( value ) : for flat in xflatten ( value , transform , check ) : yield flat else : yield value
def path ( self , which = None ) : """Extend ` ` nailgun . entity _ mixins . Entity . path ` ` . The format of the returned path depends on the value of ` ` which ` ` : add / content _ view _ components / add remove / content _ view _ components / remove Otherwise , call ` ` super ` ` ."""
if which in ( 'add' , 'remove' ) : return '{0}/{1}' . format ( super ( ContentViewComponent , self ) . path ( which = 'base' ) , which ) return super ( ContentViewComponent , self ) . path ( which )
def initialize_options ( self , * args ) : """omit - Wstrict - prototypes from CFLAGS since its only valid for C code ."""
import distutils . sysconfig cfg_vars = distutils . sysconfig . get_config_vars ( ) # if ' CFLAGS ' in cfg _ vars : # cfg _ vars [ ' CFLAGS ' ] = cfg _ vars [ ' CFLAGS ' ] . replace ( ' - Wstrict - prototypes ' , ' ' ) for k , v in cfg_vars . items ( ) : if isinstance ( v , str ) and v . find ( "-Wstrict-prototypes...