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def generate_default_schema ( output ) : """Get default schema for fake PII"""
original_path = os . path . join ( os . path . dirname ( __file__ ) , 'data' , 'randomnames-schema.json' ) shutil . copyfile ( original_path , output )
def render ( self , template = None , additional = None ) : """Render single model to its html representation . You may set template path in render function argument , or model ' s variable named ' template _ path ' , or get default name : $ app _ label $ / models / $ model _ name $ . html Settings : * MO...
template_path = template or self . get_template_path ( ) template_vars = { 'model' : self } if additional : template_vars . update ( additional ) rendered = render_to_string ( template_path , template_vars ) return mark_safe ( rendered )
def guess_payload_class ( self , payload ) : """ISOTP encodes the frame type in the first nibble of a frame ."""
t = ( orb ( payload [ 0 ] ) & 0xf0 ) >> 4 if t == 0 : return ISOTP_SF elif t == 1 : return ISOTP_FF elif t == 2 : return ISOTP_CF else : return ISOTP_FC
def midi_inputs ( self ) : """: return : A list of MIDI input : class : ` Ports ` ."""
return self . client . get_ports ( is_midi = True , is_physical = True , is_input = True )
def main ( ) : """This is the main body of the process that does the work . Summary : - load the raw data - read in rules list - create log events for AIKIF according to rules [ map ] - create new facts / reports based on rules [ report ] OUTPUT = AIKIF mapping : Date _ of _ transaction = > event AI...
print ( 'AIKIF example: Processing Finance data\n' ) data = read_bank_statements ( 'your_statement.csv' ) print ( data ) maps = load_column_maps ( ) rules = load_rules ( ) for m in maps : print ( 'AIKIF mapping : ' + m [ 0 ] + ' => ' + m [ 1 ] ) for rule in rules : # print ( rule ) if rule [ 0 ] == 'agg' : ...
def uuid_from_kronos_time ( time , _type = UUIDType . RANDOM ) : """Generate a UUID with the specified time . If ` lowest ` is true , return the lexicographically first UUID for the specified time ."""
return timeuuid_from_time ( int ( time ) + UUID_TIME_OFFSET , type = _type )
def grant_user_permission ( self , id , ** kwargs ) : # noqa : E501 """Grants a specific user permission # noqa : E501 # noqa : E501 This method makes a synchronous HTTP request by default . To make an asynchronous HTTP request , please pass async _ req = True > > > thread = api . grant _ user _ permission ...
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'async_req' ) : return self . grant_user_permission_with_http_info ( id , ** kwargs ) # noqa : E501 else : ( data ) = self . grant_user_permission_with_http_info ( id , ** kwargs ) # noqa : E501 return data
def get_nodes ( self , path ) : """Returns combined ` ` DirNode ` ` and ` ` FileNode ` ` objects list representing state of changeset at the given ` ` path ` ` . If node at the given ` ` path ` ` is not instance of ` ` DirNode ` ` , ChangesetError would be raised ."""
if self . _get_kind ( path ) != NodeKind . DIR : raise ChangesetError ( "Directory does not exist for revision %s at " " '%s'" % ( self . revision , path ) ) path = self . _fix_path ( path ) filenodes = [ FileNode ( f , changeset = self ) for f in self . _file_paths if os . path . dirname ( f ) == path ] dirs = pat...
def set_offchain_reveal_state ( transfers_pair : List [ MediationPairState ] , payee_address : Address , ) -> None : """Set the state of a transfer * sent * to a payee ."""
for pair in transfers_pair : if pair . payee_address == payee_address : pair . payee_state = 'payee_secret_revealed'
def dimension ( self , name , copy = True ) : """Returns the requested : class : ` ~ hypercube . dims . Dimension ` object Parameters name : str Name of the : class : ` ~ hypercube . dims . Dimension ` object copy : boolean Returns a copy of the : class : ` ~ hypercube . dims . Dimension ` object if True ...
try : return create_dimension ( name , self . _dims [ name ] ) if copy else self . _dims [ name ] except KeyError : raise KeyError ( "Dimension '{n}' is not registered " "on this cube" . format ( n = name ) ) , None , sys . exc_info ( ) [ 2 ]
def append ( self , tweet ) : """Add a tweet to the end of the list ."""
c = self . connection . cursor ( ) last_tweet = c . execute ( "SELECT tweet from tweetlist where label='last_tweet'" ) . next ( ) [ 0 ] c . execute ( "INSERT INTO tweets(message, previous_tweet, next_tweet) VALUES (?,?,NULL)" , ( tweet , last_tweet ) ) tweet_id = c . lastrowid # Set the current tweet as the last tweet...
def plot_time_elapsed ( filename , elapsed = False , unit = 's' , plot_kwargs = None ) : '''Plot series data from MonitorTimeElapsed output text file . Args : filename ( str ) : Path to * . series . txt file produced by : obj : ` ~ nnabla . MonitorSeries ` class . elapsed ( bool ) : If ` ` True ` ` , it plots...
import matplotlib . pyplot as plt if plot_kwargs is None : plot_kwargs = { } data_column = 3 if elapsed else 1 data = np . genfromtxt ( filename , dtype = 'i8,f4' , usecols = ( 0 , data_column ) , names = [ 'k' , 'v' ] ) index = data [ 'k' ] values = data [ 'v' ] if unit == 's' : pass elif unit == 'm' : val...
def custom_prefix_lax ( instance ) : """Ensure custom content follows lenient naming style conventions for forward - compatibility ."""
for error in chain ( custom_object_prefix_lax ( instance ) , custom_property_prefix_lax ( instance ) , custom_observable_object_prefix_lax ( instance ) , custom_object_extension_prefix_lax ( instance ) , custom_observable_properties_prefix_lax ( instance ) ) : yield error
def login ( self ) : """Login and get a valid session ID ."""
try : ( sid , challenge ) = self . _login_request ( ) if sid == '0000000000000000' : secret = self . _create_login_secret ( challenge , self . _password ) ( sid2 , challenge ) = self . _login_request ( username = self . _user , secret = secret ) if sid2 == '0000000000000000' : ...
def _load_resources ( self ) : """Load all the native goldman resources . The route or API endpoint will be automatically determined based on the resource object instance passed in . INFO : Only our Model based resources are supported when auto - generating API endpoints ."""
for resource in self . RESOURCES : if isinstance ( resource , goldman . ModelsResource ) : route = '/%s' % resource . rtype elif isinstance ( resource , goldman . ModelResource ) : route = '/%s/{rid}' % resource . rtype elif isinstance ( resource , goldman . RelatedResource ) : route...
def store ( self , response ) : """Store response in cache , skipping if code is forbidden . : param requests . Response response : HTTP response"""
if response . status_code not in CACHE_CODES : return now = datetime . datetime . now ( ) self . data [ response . url ] = { 'date' : now , 'response' : response , } logger . info ( 'Stored response in cache' ) self . _reduce_age ( now ) self . _reduce_count ( )
def getSystemIps ( ) : """will not return the localhost one"""
IPs = [ ] for interface in NetInfo . getSystemIfs ( ) : if not interface . startswith ( 'lo' ) : ip = netinfo . get_ip ( interface ) IPs . append ( ip ) return IPs
def get_aggregate_by_id ( self , tx_id : str ) -> ScheduledTxAggregate : """Creates an aggregate for single entity"""
tran = self . get_by_id ( tx_id ) return self . get_aggregate_for ( tran )
def listdir ( self , folder_id = '0' , type_filter = None , offset = None , limit = None , ** listdir_kwz ) : '''Return a list of objects in the specified folder _ id . limit is passed to the API , so might be used as optimization . None means " fetch all items , with several requests , if necessary " . type ...
res = yield super ( txBox , self ) . listdir ( folder_id = folder_id , offset = offset , limit = limit if limit is not None else 900 , ** listdir_kwz ) lst = res [ 'entries' ] if limit is None : # treat it as " no limit " , using several requests to fetch all items while res [ 'total_count' ] > res [ 'offset' ] + r...
def split_string_into_words ( input_str : str ) -> list : """This function takes a string of words separated by either commas or spaces as input . It then splits the string into individual words and returns them as a list . Example : split _ string _ into _ words ( " Hi , my name is John " ) - > [ " Hi " , " ...
if not input_str : return [ ] word_list = [ ] modified_str = input_str . replace ( ',' , ' ' ) word_list = modified_str . split ( ) return word_list
def _make_settings ( args , application , settings , STATIC_ROOT , MEDIA_ROOT ) : """Setup the Django settings : param args : docopt arguments : param default _ settings : default Django settings : param settings : Django settings module : param STATIC _ ROOT : static root directory : param MEDIA _ ROOT :...
import dj_database_url from . default_settings import get_default_settings , get_boilerplates_settings try : extra_settings_file = args . get ( '--extra-settings' ) if not extra_settings_file : extra_settings_file = HELPER_FILE if extra_settings_file [ - 3 : ] != '.py' : filename , __ = os ....
def harvest_openaire_projects ( source = None , setspec = None ) : """Harvest grants from OpenAIRE and store as authority records ."""
loader = LocalOAIRELoader ( source = source ) if source else RemoteOAIRELoader ( setspec = setspec ) for grant_json in loader . iter_grants ( ) : register_grant . delay ( grant_json )
def upload_directory ( self , directory , bucket , key , transfer_config = None , subscribers = None ) : '''upload a directory using Aspera'''
check_io_access ( directory , os . R_OK ) return self . _queue_task ( bucket , [ FilePair ( key , directory ) ] , transfer_config , subscribers , enumAsperaDirection . SEND )
def _write_file ( folder , filename , data ) : '''Writes a file to disk'''
path = os . path . join ( folder , filename ) if not os . path . exists ( folder ) : msg = '{0} cannot be written. {1} does not exist' . format ( filename , folder ) log . error ( msg ) raise AttributeError ( six . text_type ( msg ) ) with salt . utils . files . fopen ( path , 'w' ) as fp_ : fp_ . write...
def update ( self , obj_id , is_public = NotUpdated , is_protected = NotUpdated ) : """Update a Job Execution ."""
data = { } self . _copy_if_updated ( data , is_public = is_public , is_protected = is_protected ) return self . _patch ( '/job-executions/%s' % obj_id , data )
def cached_property ( prop ) : """A replacement for the property decorator that will only compute the attribute ' s value on the first call and serve a cached copy from then on ."""
def cache_wrapper ( self ) : if not hasattr ( self , "_cache" ) : self . _cache = { } if prop . __name__ not in self . _cache : return_value = prop ( self ) if isgenerator ( return_value ) : return_value = tuple ( return_value ) self . _cache [ prop . __name__ ] = ret...
def send ( self , conn ) : '''Send the message on the given connection . Args : conn ( WebSocketHandler ) : a WebSocketHandler to send messages Returns : int : number of bytes sent'''
if conn is None : raise ValueError ( "Cannot send to connection None" ) with ( yield conn . write_lock . acquire ( ) ) : sent = 0 yield conn . write_message ( self . header_json , locked = False ) sent += len ( self . header_json ) # uncomment this to make it a lot easier to reproduce lock - related...
def main ( ) : """NAME plot _ magmap . py DESCRIPTION makes a color contour map of desired field model SYNTAX plot _ magmap . py [ command line options ] OPTIONS - h prints help and quits - f FILE specify field model file with format : l m g h - fmt [ pdf , eps , svg , png ] specify format for out...
cmap = 'RdYlBu' date = 2016. if not ccrs : print ( "-W- You must intstall the cartopy module to run plot_magmap.py" ) sys . exit ( ) dir_path = '.' lincr = 1 # level increment for contours if '-WD' in sys . argv : ind = sys . argv . index ( '-WD' ) dir_path = sys . argv [ ind + 1 ] if '-h' in sys . argv...
def _verify_validator ( self , validator , path ) : """Verifies that a given validator associated with the field at the given path is legitimate ."""
# Validator should be a function if not callable ( validator ) : raise SchemaFormatException ( "Invalid validations for {}" , path ) # Validator should accept a single argument ( args , varargs , keywords , defaults ) = getargspec ( validator ) if len ( args ) != 1 : raise SchemaFormatException ( "Invalid valid...
def stopword_remove ( self , items , threshold = False ) : """Remove stopwords from either tokens ( items = " tokens " ) or stems ( items = " stems " )"""
def remove ( tokens ) : return [ t for t in tokens if t not in self . stopwords ] if items == 'tokens' : self . tokens = list ( map ( remove , self . tokens ) ) elif items == 'stems' : self . stems = list ( map ( remove , self . stems ) ) else : raise ValueError ( "Items must be either \'tokens\' or \'s...
def locate ( desktop_filename_or_name ) : '''Locate a . desktop from the standard locations . Find the path to the . desktop file of a given . desktop filename or application name . Standard locations : - ` ` ~ / . local / share / applications / ` ` - ` ` / usr / share / applications ` ` Args : desktop ...
paths = [ os . path . expanduser ( '~/.local/share/applications' ) , '/usr/share/applications' ] result = [ ] for path in paths : for file in os . listdir ( path ) : if desktop_filename_or_name in file . split ( '.' ) or desktop_filename_or_name == file : # Example : org . gnome . gedit result ....
def gradients_X ( self , dL_dK , X , X2 , target ) : """Derivative of the covariance matrix with respect to X"""
self . _K_computations ( X , X2 ) arg = self . _K_poly_arg if X2 is None : target += 2 * self . weight_variance * self . degree * self . variance * ( ( ( X [ None , : , : ] ) ) * ( arg ** ( self . degree - 1 ) ) [ : , : , None ] * dL_dK [ : , : , None ] ) . sum ( 1 ) else : target += self . weight_variance * se...
def findsource ( object ) : """Return the entire source file and starting line number for an object . The argument may be a module , class , method , function , traceback , frame , or code object . The source code is returned as a list of all the lines in the file and the line number indexes a line in that li...
try : file = open ( getsourcefile ( object ) ) except ( TypeError , IOError ) : raise IOError , 'could not get source code' lines = file . readlines ( ) file . close ( ) if ismodule ( object ) : return lines , 0 if isclass ( object ) : name = object . __name__ pat = re . compile ( r'^\s*class\s*' + ...
def redfearn ( lat , lon , false_easting = None , false_northing = None , zone = None , central_meridian = None , scale_factor = None ) : """Compute UTM projection using Redfearn ' s formula lat , lon is latitude and longitude in decimal degrees If false easting and northing are specified they will override t...
from math import pi , sqrt , sin , cos , tan # GDA Specifications a = 6378137.0 # Semi major axis inverse_flattening = 298.257222101 # 1 / f if scale_factor is None : K0 = 0.9996 # Central scale factor else : K0 = scale_factor # print ( ' scale ' , K0) zone_width = 6 # Degrees longitude_of_central_meridian_...
def request ( self , host , handler , request_body , verbose ) : '''Send xml - rpc request using proxy'''
# We get a traceback if we don ' t have this attribute : self . verbose = verbose url = 'http://' + host + handler request = urllib2 . Request ( url ) request . add_data ( request_body ) # Note : ' Host ' and ' Content - Length ' are added automatically request . add_header ( 'User-Agent' , self . user_agent ) request ...
def between ( value , min = None , max = None ) : """Validate that a number is between minimum and / or maximum value . This will work with any comparable type , such as floats , decimals and dates not just integers . This validator is originally based on ` WTForms NumberRange validator ` _ . . . _ WTForms ...
if min is None and max is None : raise AssertionError ( 'At least one of `min` or `max` must be specified.' ) if min is None : min = Min if max is None : max = Max try : min_gt_max = min > max except TypeError : min_gt_max = max < min if min_gt_max : raise AssertionError ( '`min` cannot be more ...
def delete ( user_id ) : '''Delele the user in the database by ` user _ id ` .'''
try : del_count = TabMember . delete ( ) . where ( TabMember . uid == user_id ) del_count . execute ( ) return True except : return False
def _read ( self , directory , filename , session , path , name , extension , spatial , spatialReferenceID , replaceParamFile ) : """Storm Pipe Network File Read from File Method"""
# Set file extension property self . fileExtension = extension # Dictionary of keywords / cards and parse function names KEYWORDS = { 'CONNECT' : spc . connectChunk , 'SJUNC' : spc . sjuncChunk , 'SLINK' : spc . slinkChunk } sjuncs = [ ] slinks = [ ] connections = [ ] # Parse file into chunks associated with keywords /...
def run_trial ( self , trial_id = 0 ) : """Run a single trial of the simulation Parameters trial _ id : int"""
# Set - up trial environment and graph self . env = NetworkEnvironment ( self . G . copy ( ) , initial_time = 0 , ** self . environment_params ) # self . G = self . initial _ topology . copy ( ) # self . trial _ params = deepcopy ( self . global _ params ) # Set up agents on nodes print ( 'Setting up agents...' ) self ...
def map_values ( self , func ) : """: param func : : type func : T - > U : rtype : TDict [ U ] Usage : > > > TDict ( k1 = 1 , k2 = 2 , k3 = 3 ) . map _ values ( lambda x : x * 2 ) = = { . . . " k1 " : 2, . . . " k2 " : 4, . . . " k3 " : 6 True"""
return TDict ( { k : func ( v ) for k , v in self . items ( ) } )
def collect_filtered_models ( discard , * input_values ) : '''Collect a duplicate - free list of all other Bokeh models referred to by this model , or by any of its references , etc , unless filtered - out by the provided callable . Iterate over ` ` input _ values ` ` and descend through their structure col...
ids = set ( [ ] ) collected = [ ] queued = [ ] def queue_one ( obj ) : if obj . id not in ids and not ( callable ( discard ) and discard ( obj ) ) : queued . append ( obj ) for value in input_values : _visit_value_and_its_immediate_references ( value , queue_one ) while queued : obj = queued . pop (...
def visit_class ( rec , cls , op ) : # type : ( Any , Iterable , Union [ Callable [ . . . , Any ] , partial [ Any ] ] ) - > None """Apply a function to with " class " in cls ."""
if isinstance ( rec , MutableMapping ) : if "class" in rec and rec . get ( "class" ) in cls : op ( rec ) for d in rec : visit_class ( rec [ d ] , cls , op ) if isinstance ( rec , MutableSequence ) : for d in rec : visit_class ( d , cls , op )
def clear ( self ) : """Removes all child widgets ."""
layout = self . layout ( ) for index in reversed ( range ( layout . count ( ) ) ) : item = layout . takeAt ( index ) try : item . widget ( ) . deleteLater ( ) except AttributeError : item = None
def get_area ( self ) : """Calculate area of bounding box ."""
return ( self . p2 . x - self . p1 . x ) * ( self . p2 . y - self . p1 . y )
def read_tree ( input , schema ) : '''Read a tree from a string or file Args : ` ` input ` ` ( ` ` str ` ` ) : Either a tree string , a path to a tree file ( plain - text or gzipped ) , or a DendroPy Tree object ` ` schema ` ` ( ` ` str ` ` ) : The schema of ` ` input ` ` ( DendroPy , Newick , NeXML , or Nexu...
schema_to_function = { 'dendropy' : read_tree_dendropy , 'newick' : read_tree_newick , 'nexml' : read_tree_nexml , 'nexus' : read_tree_nexus } if schema . lower ( ) not in schema_to_function : raise ValueError ( "Invalid schema: %s (valid options: %s)" % ( schema , ', ' . join ( sorted ( schema_to_function . keys (...
def _iter_matches ( self , input_match , subject_graph , one_match , level = 0 ) : """Given an onset for a match , iterate over all completions of that match This iterator works recursively . At each level the match is extended with a new set of relations based on vertices in the pattern graph that are at a d...
self . print_debug ( "ENTERING _ITER_MATCHES" , 1 ) self . print_debug ( "input_match: %s" % input_match ) # A ) collect the new edges in the pattern graph and the subject graph # to extend the match . # Note that the edges are ordered . edge [ 0 ] is always in the match . # edge [ 1 ] is never in the match . The const...
def p_postfix_expr ( self , p ) : """postfix _ expr : left _ hand _ side _ expr | left _ hand _ side _ expr PLUSPLUS | left _ hand _ side _ expr MINUSMINUS"""
if len ( p ) == 2 : p [ 0 ] = p [ 1 ] else : p [ 0 ] = self . asttypes . PostfixExpr ( op = p [ 2 ] , value = p [ 1 ] ) p [ 0 ] . setpos ( p , 2 )
def _expect_inline_link ( text , start ) : """( link _ dest " link _ title " )"""
if start >= len ( text ) or text [ start ] != '(' : return None i = start + 1 m = patterns . whitespace . match ( text , i ) if m : i = m . end ( ) m = patterns . link_dest_1 . match ( text , i ) if m : link_dest = m . start ( ) , m . end ( ) , m . group ( ) i = m . end ( ) else : open_num = 0 e...
def _copy_from_to ( from_file , to_file ) : """A very rough and ready copy from / to function ."""
with pelican_open ( from_file ) as text_in : encoding = 'utf-8' with open ( to_file , 'w' , encoding = encoding ) as text_out : text_out . write ( text_in ) logger . info ( 'Writing %s' , to_file )
def _check_requirements ( self ) : """Check if VPCS is available with the correct version ."""
path = self . _vpcs_path ( ) if not path : raise VPCSError ( "No path to a VPCS executable has been set" ) # This raise an error if ubridge is not available self . ubridge_path if not os . path . isfile ( path ) : raise VPCSError ( "VPCS program '{}' is not accessible" . format ( path ) ) if not os . access ( p...
def validate_isosceles_triangle ( a , b , c ) : """This function checks whether a triangle with provided sides is an isosceles triangle . An isosceles triangle is a triangle that has two sides of equal length . Args : a , b , c : The lengths of the sides of a triangle . Returns : Boolean : True if the tri...
return a == b or b == c or c == a
def read ( input_taxonomy_io ) : '''Parse in a taxonomy from the given I / O . Parameters input _ taxonomy _ io : io an open io object that is iterable . This stream is neither opened nor closed by this method Returns A GreenGenesTaxonomy instance with the taxonomy parsed in Raises DuplicateTaxonomy...
tax = { } for line in input_taxonomy_io : if len ( line . strip ( ) ) == 0 : continue # ignore empty lines splits = line . split ( "\t" ) if len ( splits ) != 2 : raise MalformedGreenGenesTaxonomyException ( "Unexpected number of tab-separated fields found in taxonomy file, on line %...
def _dbc_decorate_namespace ( bases : List [ type ] , namespace : MutableMapping [ str , Any ] ) -> None : """Collect invariants , preconditions and postconditions from the bases and decorate all the methods . Instance methods are simply replaced with the decorated function / Properties , class methods and static...
_collapse_invariants ( bases = bases , namespace = namespace ) for key , value in namespace . items ( ) : if inspect . isfunction ( value ) or isinstance ( value , ( staticmethod , classmethod ) ) : _decorate_namespace_function ( bases = bases , namespace = namespace , key = key ) elif isinstance ( valu...
def reference_preprocessing ( job , samples , config ) : """Spawn the jobs that create index and dict file for reference : param JobFunctionWrappingJob job : passed automatically by Toil : param Namespace config : Argparse Namespace object containing argument inputs : param list [ list ] samples : A nested li...
job . fileStore . logToMaster ( 'Processed reference files' ) config . fai = job . addChildJobFn ( run_samtools_faidx , config . reference ) . rv ( ) config . dict = job . addChildJobFn ( run_picard_create_sequence_dictionary , config . reference ) . rv ( ) job . addFollowOnJobFn ( map_job , download_sample , samples ,...
def _utc_float ( self ) : """Return UTC as a floating point Julian date ."""
tai = self . tai leap_dates = self . ts . leap_dates leap_offsets = self . ts . leap_offsets leap_reverse_dates = leap_dates + leap_offsets / DAY_S i = searchsorted ( leap_reverse_dates , tai , 'right' ) return tai - leap_offsets [ i ] / DAY_S
def create_component ( self , name , project , description = None , leadUserName = None , assigneeType = None , isAssigneeTypeValid = False , ) : """Create a component inside a project and return a Resource for it . : param name : name of the component : type name : str : param project : key of the project to...
data = { 'name' : name , 'project' : project , 'isAssigneeTypeValid' : isAssigneeTypeValid } if description is not None : data [ 'description' ] = description if leadUserName is not None : data [ 'leadUserName' ] = leadUserName if assigneeType is not None : data [ 'assigneeType' ] = assigneeType url = self ...
def get_arsc_info ( arscobj ) : """Return a string containing all resources packages ordered by packagename , locale and type . : param arscobj : : class : ` ~ ARSCParser ` : return : a string"""
buff = "" for package in arscobj . get_packages_names ( ) : buff += package + ":\n" for locale in arscobj . get_locales ( package ) : buff += "\t" + repr ( locale ) + ":\n" for ttype in arscobj . get_types ( package , locale ) : buff += "\t\t" + ttype + ":\n" try : ...
def del_instance ( self , obj ) : """Remove any stored instance methods that belong to an object Args : obj : The instance object to remove"""
to_remove = set ( ) for wrkey , _obj in self . iter_instances ( ) : if obj is _obj : to_remove . add ( wrkey ) for wrkey in to_remove : del self [ wrkey ]
def coalescence_waiting_times ( self , backward = True ) : '''Generator over the waiting times of successive coalescence events Args : ` ` backward ` ` ( ` ` bool ` ` ) : ` ` True ` ` to go backward in time ( i . e . , leaves to root ) , otherwise ` ` False ` `'''
if not isinstance ( backward , bool ) : raise TypeError ( "backward must be a bool" ) times = list ( ) ; lowest_leaf_dist = float ( '-inf' ) for n , d in self . distances_from_root ( ) : if len ( n . children ) > 1 : times . append ( d ) elif len ( n . children ) == 0 and d > lowest_leaf_dist : ...
def str_to_date ( self ) : """Returns the date attribute as a date object . : returns : Date of the status if it exists . : rtype : date or NoneType"""
if hasattr ( self , 'date' ) : return date ( * list ( map ( int , self . date . split ( '-' ) ) ) ) else : return None
def validate ( self ) : """Ensure that all fields ' values are valid and that non - nullable fields are present ."""
for field_name , field_obj in self . _fields . items ( ) : value = field_obj . __get__ ( self , self . __class__ ) if value is None and field_obj . null is False : raise ValidationError ( 'Non-nullable field {0} is set to None' . format ( field_name ) ) elif value is None and field_obj . null is Tru...
def wishart_pairwise_pvals ( self , axis = 0 ) : """Return matrices of column - comparison p - values as list of numpy . ndarrays . Square , symmetric matrix along * axis * of pairwise p - values for the null hypothesis that col [ i ] = col [ j ] for each pair of columns . * axis * ( int ) : axis along which ...
return [ slice_ . wishart_pairwise_pvals ( axis = axis ) for slice_ in self . slices ]
def set_root_logger ( root_log_level , log_path = None ) : """Set the root logger ' pypyr ' . Do this before you do anything else . Run once and only once at initialization ."""
handlers = [ ] console_handler = logging . StreamHandler ( ) handlers . append ( console_handler ) if log_path : file_handler = logging . FileHandler ( log_path ) handlers . append ( file_handler ) set_logging_config ( root_log_level , handlers = handlers ) root_logger = logging . getLogger ( "pypyr" ) root_log...
def read ( cls , five9 , external_id ) : """Return a record singleton for the ID . Args : five9 ( five9 . Five9 ) : The authenticated Five9 remote . external _ id ( mixed ) : The identified on Five9 . This should be the value that is in the ` ` _ _ uid _ field _ _ ` ` field on the record . Returns : Bas...
results = cls . search ( five9 , { cls . __uid_field__ : external_id } ) if not results : return None return results [ 0 ]
def _secondary_min ( self ) : """Getter for the minimum series value"""
return ( self . secondary_range [ 0 ] if ( self . secondary_range and self . secondary_range [ 0 ] is not None ) else ( min ( self . _secondary_values ) if self . _secondary_values else None ) )
def infographic_header_element ( impact_function_name , feature , parent ) : """Get a formatted infographic header sentence for an impact function . For instance : * infographic _ header _ element ( ' flood ' ) - > ' Estimated impact of a flood '"""
_ = feature , parent # NOQA string_format = infographic_header [ 'string_format' ] if impact_function_name : header = string_format . format ( impact_function_name = impact_function_name ) return header . capitalize ( ) return None
def _pad ( self , text ) : """Pad the text ."""
top_bottom = ( "\n" * self . _padding ) + " " right_left = " " * self . _padding * self . PAD_WIDTH return top_bottom + right_left + text + right_left + top_bottom
def M200 ( self , Rs , rho0 , c ) : """M ( R _ 200 ) calculation for NFW profile : param Rs : scale radius : type Rs : float : param rho0 : density normalization ( characteristic density ) : type rho0 : float : param c : concentration : type c : float [ 4,40] : return : M ( R _ 200 ) density"""
return 4 * np . pi * rho0 * Rs ** 3 * ( np . log ( 1. + c ) - c / ( 1. + c ) )
def _get_batch ( self ) : """Load data / label from dataset"""
batch_data = mx . nd . zeros ( ( self . batch_size , 3 , self . _data_shape [ 0 ] , self . _data_shape [ 1 ] ) ) batch_label = [ ] for i in range ( self . batch_size ) : if ( self . _current + i ) >= self . _size : if not self . is_train : continue # use padding from middle in each epoch...
def cleanup_containers ( self , include_initial = False , exclude = None , raise_on_error = False , list_only = False ) : """Finds all stopped containers and removes them ; by default does not remove containers that have never been started . : param include _ initial : Consider containers that have never been s...
exclude_names = set ( exclude or ( ) ) def _stopped_containers ( ) : for container in self . containers ( all = True ) : c_names = [ name [ 1 : ] for name in container [ 'Names' ] or ( ) if name . find ( '/' , 2 ) ] c_status = container [ 'Status' ] if ( ( ( include_initial and c_status == '...
def quit ( self ) : """This will terminate ( with SIGTERM ) the underlying Tor process . : returns : a Deferred that callback ( ) ' s ( with None ) when the process has actually exited ."""
try : self . transport . signalProcess ( 'TERM' ) d = Deferred ( ) self . _on_exit . append ( d ) except error . ProcessExitedAlready : self . transport . loseConnection ( ) d = succeed ( None ) except Exception : d = fail ( ) return d
def validate_array ( datum , schema , parent_ns = None , raise_errors = True ) : """Check that the data list values all match schema [ ' items ' ] . Parameters datum : Any Data being validated schema : dict Schema parent _ ns : str parent namespace raise _ errors : bool If true , raises Validation...
return ( isinstance ( datum , Sequence ) and not is_str ( datum ) and all ( validate ( datum = d , schema = schema [ 'items' ] , field = parent_ns , raise_errors = raise_errors ) for d in datum ) )
def create ( cls , resource_id , * , account_id , properties = None , tags = None , location = None , auto_add = True , auto_commit = False ) : """Creates a new Resource object with the properties and tags provided Args : resource _ id ( str ) : Unique identifier for the resource object account _ id ( int ) :...
if cls . get ( resource_id ) : raise ResourceException ( 'Resource {} already exists' . format ( resource_id ) ) res = Resource ( ) res . resource_id = resource_id res . account_id = account_id res . location = location res . resource_type_id = ResourceType . get ( cls . resource_type ) . resource_type_id if proper...
def _finalize_upload ( self ) : """Finalizes the upload on the API server ."""
from sevenbridges . models . file import File try : response = self . _api . post ( self . _URL [ 'upload_complete' ] . format ( upload_id = self . _upload_id ) ) . json ( ) self . _result = File ( api = self . _api , ** response ) self . _status = TransferState . COMPLETED except SbgError as e : self ....
def encode ( i , * , width = - 1 ) : """Encodes a nonnegative integer into syncsafe format When width > 0 , then len ( result ) = = width When width < 0 , then len ( result ) > = abs ( width )"""
if i < 0 : raise ValueError ( "value is negative" ) assert width != 0 data = bytearray ( ) while i : data . append ( i & 127 ) i >>= 7 if width > 0 and len ( data ) > width : raise ValueError ( "Integer too large" ) if len ( data ) < abs ( width ) : data . extend ( [ 0 ] * ( abs ( width ) - len ( da...
def inserted_hs_indices ( self , prune = False ) : """Get indices of the inserted H & S ( for formatting purposes ) ."""
if self . ndim == 2 and prune : # If pruning is applied , we need to subtract from the H & S indes # the number of pruned rows ( cols ) that come before that index . pruning_bases = [ self . _pruning_base ( axis = i , hs_dims = [ 0 , 1 ] ) for i in [ 1 , 0 ] ] pruning_bases = [ base if base . ndim == 1 else np ...
def client_receives_binary ( self , name = None , timeout = None , label = None ) : """Receive raw binary message . If client ` name ` is not given , uses the latest client . Optional message ` label ` is shown on logs . Examples : | $ { binary } = | Client receives binary | | $ { binary } = | Client rece...
client , name = self . _clients . get_with_name ( name ) msg = client . receive ( timeout = timeout ) self . _register_receive ( client , label , name ) return msg
def get ( policy_class = None , return_full_policy_names = True , hierarchical_return = False , adml_language = 'en-US' , return_not_configured = False ) : '''Get a policy value Args : policy _ class ( str ) : Some policies are both user and computer , by default all policies will be pulled , but this can b...
vals = { } modal_returns = { } _policydata = _policy_info ( ) if policy_class is None or policy_class . lower ( ) == 'both' : policy_class = _policydata . policies . keys ( ) elif policy_class . lower ( ) not in [ z . lower ( ) for z in _policydata . policies . keys ( ) ] : msg = 'The policy_class {0} is not an...
def GetInput ( self ) : """Yield client urns ."""
clients = GetAllClients ( token = self . token ) logging . debug ( "Got %d clients" , len ( clients ) ) return clients
def make_title ( self , chan , cycle , stage , evt_type ) : """Make a title for plots , etc ."""
cyc_str = None if cycle is not None : cyc_str = [ str ( c [ 2 ] ) for c in cycle ] cyc_str [ 0 ] = 'cycle ' + cyc_str [ 0 ] title = [ ' + ' . join ( [ str ( x ) for x in y ] ) for y in [ chan , cyc_str , stage , evt_type ] if y is not None ] return ', ' . join ( title )
def radius_of_gyration ( neurite ) : '''Calculate and return radius of gyration of a given neurite .'''
centre_mass = neurite_centre_of_mass ( neurite ) sum_sqr_distance = 0 N = 0 dist_sqr = [ distance_sqr ( centre_mass , s ) for s in nm . iter_segments ( neurite ) ] sum_sqr_distance = np . sum ( dist_sqr ) N = len ( dist_sqr ) return np . sqrt ( sum_sqr_distance / N )
def remove ( self , index ) : '''Return new tree with index removed .'''
newtree = LookupTree ( ) newtree . root = _remove_down ( self . root , index , 0 ) return newtree
def _retranslate ( seq ) : '''Retranslates a nucleotide sequence following refinement . Input is a Pair sequence ( basically a dict of MongoDB output ) .'''
if len ( seq [ 'vdj_nt' ] ) % 3 != 0 : trunc = len ( seq [ 'vdj_nt' ] ) % 3 seq [ 'vdj_nt' ] = seq [ 'vdj_nt' ] [ : - trunc ] seq [ 'vdj_aa' ] = Seq ( seq [ 'vdj_nt' ] , generic_dna ) . translate ( )
def EnqueueBreakpointUpdate ( self , breakpoint ) : """Asynchronously updates the specified breakpoint on the backend . This function returns immediately . The worker thread is actually doing all the work . The worker thread is responsible to retry the transmission in case of transient errors . Args : bre...
with self . _transmission_thread_startup_lock : if self . _transmission_thread is None : self . _transmission_thread = threading . Thread ( target = self . _TransmissionThreadProc ) self . _transmission_thread . name = 'Cloud Debugger transmission thread' self . _transmission_thread . daemon...
def execute ( query , data = None ) : """Execute an arbitrary SQL query given by query , returning any results as a list of OrderedDicts . A list of values can be supplied as an , additional argument , which will be substituted into question marks in the query ."""
connection = _State . connection ( ) _State . new_transaction ( ) if data is None : data = [ ] result = connection . execute ( query , data ) _State . table = None _State . metadata = None try : del _State . table_pending except AttributeError : pass if not result . returns_rows : return { u'data' : [ ]...
def get_theme ( ) : '''Checks system for theme information . First checks for the environment variable COLORFGBG . Next , queries terminal , supported on Windows and xterm , perhaps others . See notes on get _ color ( ) . Returns : str , None : ' dark ' , ' light ' , None if no information .'''
theme = None log . debug ( 'COLORFGBG: %s' , env . COLORFGBG ) if env . COLORFGBG : FG , _ , BG = env . COLORFGBG . partition ( ';' ) theme = 'dark' if BG < '8' else 'light' # background wins else : if os_name == 'nt' : from . windows import get_color as _get_color # avoid Unbound Local ...
def get_data_file_names_from_scan_base ( scan_base , filter_str = [ '_analyzed.h5' , '_interpreted.h5' , '_cut.h5' , '_result.h5' , '_hists.h5' ] , sort_by_time = True , meta_data_v2 = True ) : """Generate a list of . h5 files which have a similar file name . Parameters scan _ base : list , string List of str...
data_files = [ ] if scan_base is None : return data_files if isinstance ( scan_base , basestring ) : scan_base = [ scan_base ] for scan_base_str in scan_base : if '.h5' == os . path . splitext ( scan_base_str ) [ 1 ] : data_files . append ( scan_base_str ) else : data_files . extend ( gl...
def distinguished_name_list_exists ( name , items ) : '''Ensures that a distinguished name list exists with the items provided . name : The name of the module function to execute . name ( str ) : The name of the distinguished names list . items ( list ) : A list of items to ensure exist on the distinguished n...
ret = _default_ret ( name ) req_change = False try : existing_lists = __salt__ [ 'bluecoat_sslv.get_distinguished_name_lists' ] ( ) if name not in existing_lists : __salt__ [ 'bluecoat_sslv.add_distinguished_name_list' ] ( name ) req_change = True list_members = __salt__ [ 'bluecoat_sslv.get...
def send_packet ( self , pk , expected_reply = ( ) , resend = False , timeout = 0.2 ) : """Send a packet through the link interface . pk - - Packet to send expect _ answer - - True if a packet from the Crazyflie is expected to be sent back , otherwise false"""
self . _send_lock . acquire ( ) if self . link is not None : if len ( expected_reply ) > 0 and not resend and self . link . needs_resending : pattern = ( pk . header , ) + expected_reply logger . debug ( 'Sending packet and expecting the %s pattern back' , pattern ) new_timer = Timer ( timeo...
def add_row ( self , list_or_dict , key = None ) : """Adds a list or dict as a row in the FVM data structure : param str key : key used when rows is a dict rather than an array : param list _ or _ dict : a feature list or dict"""
if isinstance ( list_or_dict , list ) : self . _add_list_row ( list_or_dict , key ) else : self . _add_dict_row ( list_or_dict , key )
def context_changed ( self , context ) : """: type context : dict"""
self . _image . set_cmap ( context [ 'colormap' ] ) self . _image . set_clim ( context [ 'min' ] , context [ 'max' ] ) self . _image . set_interpolation ( context [ 'interpolation' ] ) self . _update_indicators ( context ) self . _set_view_limits ( ) if self . _model . index_direction is not SliceDirection . depth : ...
def remove_duplicates ( errors ) : """Filter duplicates from given error ' s list ."""
passed = defaultdict ( list ) for error in errors : key = error . linter , error . number if key in DUPLICATES : if key in passed [ error . lnum ] : continue passed [ error . lnum ] = DUPLICATES [ key ] yield error
def trajectories ( self , M , N , start = None , stop = None ) : """Generates M trajectories , each of length N , starting from state s Parameters M : int number of trajectories N : int trajectory length start : int , optional , default = None starting state . If not given , will sample from the stati...
trajs = [ self . trajectory ( N , start = start , stop = stop ) for _ in range ( M ) ] return trajs
def _add_warp_ctc_loss ( pred , seq_len , num_label , label ) : """Adds Symbol . contrib . ctc _ loss on top of pred symbol and returns the resulting symbol"""
label = mx . sym . Reshape ( data = label , shape = ( - 1 , ) ) label = mx . sym . Cast ( data = label , dtype = 'int32' ) return mx . sym . WarpCTC ( data = pred , label = label , label_length = num_label , input_length = seq_len )
def generate_item_urls ( self ) : """Return dict with identifier / URL pairs for the dataset items ."""
item_urls = { } for i in self . dataset . identifiers : relpath = self . dataset . item_properties ( i ) [ "relpath" ] url = self . generate_url ( "data/" + relpath ) item_urls [ i ] = url return item_urls
def _checkTypeSchemaConsistency ( self , actualType , onDiskSchema ) : """Called for all known types at database startup : make sure that what we know ( in memory ) about this type agrees with what is stored about this type in the database . @ param actualType : A L { MetaItem } instance which is associated w...
# make sure that both the runtime and the database both know about this # type ; if they don ' t both know , we can ' t check that their views are # consistent try : inMemorySchema = _inMemorySchemaCache [ actualType ] except KeyError : inMemorySchema = _inMemorySchemaCache [ actualType ] = [ ( storedAttribute ...
def cache_result ( default_size = settings . AVATAR_DEFAULT_SIZE ) : """Decorator to cache the result of functions that take a ` ` user ` ` and a ` ` size ` ` value ."""
if not settings . AVATAR_CACHE_ENABLED : def decorator ( func ) : return func return decorator def decorator ( func ) : def cached_func ( user , size = None , ** kwargs ) : prefix = func . __name__ cached_funcs . add ( prefix ) key = get_cache_key ( user , size or default_siz...
def add_flow_exception ( exc ) : """Add an exception that should not be logged . The argument must be a subclass of Exception ."""
global _flow_exceptions if not isinstance ( exc , type ) or not issubclass ( exc , Exception ) : raise TypeError ( 'Expected an Exception subclass, got %r' % ( exc , ) ) as_set = set ( _flow_exceptions ) as_set . add ( exc ) _flow_exceptions = tuple ( as_set )
def _did_receive_response ( self , connection ) : """Receive a response from the connection"""
if connection . has_timeouted : bambou_logger . info ( "NURESTConnection has timeout." ) return has_callbacks = connection . has_callbacks ( ) should_post = not has_callbacks if connection . handle_response_for_connection ( should_post = should_post ) and has_callbacks : callback = connection . callbacks [ ...
def __finish_initializing ( self ) : """Handle any initialization after arguments & config has been parsed ."""
if self . args . debug or self . args . trace : # Set the console ( StreamHandler ) to allow debug statements . if self . args . debug : self . console . setLevel ( logging . DEBUG ) self . console . setFormatter ( logging . Formatter ( '[%(levelname)s] %(asctime)s %(name)s - %(message)s' ) ) # Set ...