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def validate_network_topology ( network_id , ** kwargs ) : """Check for the presence of orphan nodes in a network ."""
user_id = kwargs . get ( 'user_id' ) try : net_i = db . DBSession . query ( Network ) . filter ( Network . id == network_id ) . one ( ) net_i . check_write_permission ( user_id = user_id ) except NoResultFound : raise ResourceNotFoundError ( "Network %s not found" % ( network_id ) ) nodes = [ ] for node_i i...
def _treat_devices_added ( self ) : """Process the new devices ."""
try : devices_details_list = self . _plugin_rpc . get_devices_details_list ( self . _context , self . _added_ports , self . _agent_id ) except Exception as exc : LOG . debug ( "Unable to get ports details for " "devices %(devices)s: %(exc)s" , { 'devices' : self . _added_ports , 'exc' : exc } ) return for d...
def iter_xCharts ( self ) : """Generate each xChart child element in document ."""
plot_tags = ( qn ( 'c:area3DChart' ) , qn ( 'c:areaChart' ) , qn ( 'c:bar3DChart' ) , qn ( 'c:barChart' ) , qn ( 'c:bubbleChart' ) , qn ( 'c:doughnutChart' ) , qn ( 'c:line3DChart' ) , qn ( 'c:lineChart' ) , qn ( 'c:ofPieChart' ) , qn ( 'c:pie3DChart' ) , qn ( 'c:pieChart' ) , qn ( 'c:radarChart' ) , qn ( 'c:scatterCha...
def attach_http_service ( cls , http_service : HTTPService ) : """Attaches a service for hosting : param http _ service : A HTTPService instance"""
if cls . _http_service is None : cls . _http_service = http_service cls . _set_bus ( http_service ) else : warnings . warn ( 'HTTP service is already attached' )
def _len_iter ( obj ) : '''Length ( hint ) of an iterator .'''
n = getattr ( obj , '__length_hint__' , None ) if n : n = n ( ) else : # try len ( ) n = _len ( obj ) return n
def load_and_append ( probe_dict , probes , instruments = { } ) : """load probes from probe _ dict and append to probes , if additional instruments are required create them and add them to instruments Args : probe _ dict : dictionary of form probe _ dict = { instrument1 _ name : probe1 _ of _ instrument1 , ...
loaded_failed = { } updated_probes = { } updated_probes . update ( probes ) updated_instruments = { } updated_instruments . update ( instruments ) # = = = = = load new instruments = = = = = new_instruments = list ( set ( probe_dict . keys ( ) ) - set ( probes . keys ( ) ) ) if new_instruments != [ ] : updated_instr...
def get_parser ( ) : "Specifies the arguments and defaults , and returns the parser ."
parser = argparse . ArgumentParser ( prog = "hiwenet" ) parser . add_argument ( "-f" , "--in_features_path" , action = "store" , dest = "in_features_path" , required = True , help = "Abs. path to file containing features for a given subject" ) parser . add_argument ( "-g" , "--groups_path" , action = "store" , dest = "...
def add_channel_cb ( self , viewer , channel ) : """Called when a channel is added from the main interface . Parameter is channel ( a bunch ) ."""
fitsimage = channel . fitsimage fitssettings = fitsimage . get_settings ( ) for name in [ 'cuts' ] : fitssettings . get_setting ( name ) . add_callback ( 'set' , self . cutset_cb , fitsimage ) fitsimage . add_callback ( 'transform' , self . transform_cb ) rgbmap = fitsimage . get_rgbmap ( ) rgbmap . add_callback ( ...
def detect_components ( args , distro ) : """Since the package split , now there are various different Ceph components to install like : * ceph * ceph - mon * ceph - mgr * ceph - osd * ceph - mds This helper function should parse the args that may contain specifics about these flags and return the d...
# the flag that prevents all logic here is the ` - - repo ` flag which is used # when no packages should be installed , just the repo files , so check for # that here and return an empty list ( which is equivalent to say ' no # packages should be installed ' ) if args . repo : return [ ] flags = { 'install_osd' : '...
def parse ( self , line ) : """Returns tree objects from a sentence Args : line : Sentence to be parsed into a tree Returns : Tree object representing parsed sentence None if parse fails"""
tree = list ( self . parser . raw_parse ( line ) ) [ 0 ] tree = tree [ 0 ] return tree
def get_services ( ) : """Retrieve a list of all system services . @ see : L { get _ active _ services } , L { start _ service } , L { stop _ service } , L { pause _ service } , L { resume _ service } @ rtype : list ( L { win32 . ServiceStatusProcessEntry } ) @ return : List of service status descriptors ...
with win32 . OpenSCManager ( dwDesiredAccess = win32 . SC_MANAGER_ENUMERATE_SERVICE ) as hSCManager : try : return win32 . EnumServicesStatusEx ( hSCManager ) except AttributeError : return win32 . EnumServicesStatus ( hSCManager )
def validate_context_for_visiting_vertex_field ( parent_location , vertex_field_name , context ) : """Ensure that the current context allows for visiting a vertex field ."""
if is_in_fold_innermost_scope ( context ) : raise GraphQLCompilationError ( u'Traversing inside a @fold block after filtering on {} or outputting fields ' u'is not supported! Parent location: {}, vertex field name: {}' . format ( COUNT_META_FIELD_NAME , parent_location , vertex_field_name ) )
def setBatchSize ( self , size ) : """Sets the batch size of records to look up for this record box . : param size | < int >"""
self . _batchSize = size try : self . _worker . setBatchSize ( size ) except AttributeError : pass
def isfunc ( x ) : """Returns ` True ` if the given value is a function or method object . Arguments : x ( mixed ) : value to check . Returns : bool"""
return any ( [ inspect . isfunction ( x ) and not asyncio . iscoroutinefunction ( x ) , inspect . ismethod ( x ) and not asyncio . iscoroutinefunction ( x ) ] )
def restore_watched ( plex , opts ) : """Restore watched status from the specified filepath ."""
with open ( opts . filepath , 'r' ) as handle : source = json . load ( handle ) # Find the differences differences = defaultdict ( lambda : dict ( ) ) for section in _iter_sections ( plex , opts ) : print ( 'Finding differences in %s..' % section . title ) skey = section . title . lower ( ) for item in ...
def forest ( S = 3 , r1 = 4 , r2 = 2 , p = 0.1 , is_sparse = False ) : """Generate a MDP example based on a simple forest management scenario . This function is used to generate a transition probability ( ` ` A ` ` × ` ` S ` ` × ` ` S ` ` ) array ` ` P ` ` and a reward ( ` ` S ` ` × ` ` A ` ` ) matrix ` ` R `...
assert S > 1 , "The number of states S must be greater than 1." assert ( r1 > 0 ) and ( r2 > 0 ) , "The rewards must be non-negative." assert 0 <= p <= 1 , "The probability p must be in [0; 1]." # Definition of Transition matrix if is_sparse : P = [ ] rows = list ( range ( S ) ) * 2 cols = [ 0 ] * S + list ...
def putcell ( self , columnname , rownr , value ) : """Put a value into one or more table cells . The columnname and ( 0 - relative ) rownrs indicate the table cells . rownr can be a single row number or a sequence of row numbers . If multiple rownrs are given , the given value is put in all those rows . Th...
self . _putcell ( columnname , rownr , value )
def open_listing_page ( trailing_part_of_url ) : """Opens a BBC radio tracklisting page based on trailing part of url . Returns a lxml ElementTree derived from that page . trailing _ part _ of _ url : a string , like the pid or e . g . pid / segments . inc"""
base_url = 'http://www.bbc.co.uk/programmes/' print ( "Opening web page: " + base_url + trailing_part_of_url ) try : html = requests . get ( base_url + trailing_part_of_url ) . text except ( IOError , NameError ) : print ( "Error opening web page." ) print ( "Check network connection and/or programme id." )...
def fs_obj_set_acl ( self , path , follow_symlinks , acl , mode ) : """Sets the access control list ( ACL ) of a file system object ( file , directory , etc ) in the guest . in path of type str Full path of the file system object which ACL to set in follow _ symlinks of type bool If @ c true symbolic link...
if not isinstance ( path , basestring ) : raise TypeError ( "path can only be an instance of type basestring" ) if not isinstance ( follow_symlinks , bool ) : raise TypeError ( "follow_symlinks can only be an instance of type bool" ) if not isinstance ( acl , basestring ) : raise TypeError ( "acl can only b...
def pad ( data , length ) : """This function returns a padded version of the input data to the given length . this function will shorten the given data to the length specified if necessary . post - condition : len ( data ) = length : param data : the data byte array to pad : param length : the length to pad...
if ( len ( data ) > length ) : return data [ 0 : length ] else : return data + b"\0" * ( length - len ( data ) )
def _readGroupSetsGenerator ( self , request , numObjects , getByIndexMethod ) : """Returns a generator over the results for the specified request , which is over a set of objects of the specified size . The objects are returned by call to the specified method , which must take a single integer as an argument...
currentIndex = 0 if request . page_token : currentIndex , = paging . _parsePageToken ( request . page_token , 1 ) while currentIndex < numObjects : obj = getByIndexMethod ( currentIndex ) include = True rgsp = obj . toProtocolElement ( ) if request . name and request . name != obj . getLocalId ( ) :...
def consolidate ( self ) : """Remove duplicate vertices and edges from this skeleton without side effects . Returns : new consolidated PrecomputedSkeleton"""
nodes = self . vertices edges = self . edges radii = self . radii vertex_types = self . vertex_types if self . empty ( ) : return PrecomputedSkeleton ( ) eff_nodes , uniq_idx , idx_representative = np . unique ( nodes , axis = 0 , return_index = True , return_inverse = True ) edge_vector_map = np . vectorize ( lamb...
def parse_tag_pattern ( self , sel , m , has_selector ) : """Parse tag pattern from regex match ."""
parts = [ css_unescape ( x ) for x in m . group ( 0 ) . split ( '|' ) ] if len ( parts ) > 1 : prefix = parts [ 0 ] tag = parts [ 1 ] else : tag = parts [ 0 ] prefix = None sel . tag = ct . SelectorTag ( tag , prefix ) has_selector = True return has_selector
def log_message ( self , user , message ) : """Log a channel message . This log acts as a sort of cache so that recent activity can be searched by the bot and command modules without querying the database ."""
if isinstance ( user , SeshetUser ) : user = user . nick elif not isinstance ( user , IRCstr ) : user = IRCstr ( user ) time = datetime . utcnow ( ) self . message_log . append ( ( time , user , message ) ) while len ( self . message_log ) > self . _log_size : del self . message_log [ 0 ]
def update_bounds_axes ( self ) : """Update the bounds axes of the render window"""
if ( hasattr ( self , '_box_object' ) and self . _box_object is not None and self . bounding_box_actor is not None ) : if not np . allclose ( self . _box_object . bounds , self . bounds ) : color = self . bounding_box_actor . GetProperty ( ) . GetColor ( ) self . remove_bounding_box ( ) self...
def sensor ( self , name , config = None , inactive_sensor_expiration_time_seconds = sys . maxsize , parents = None ) : """Get or create a sensor with the given unique name and zero or more parent sensors . All parent sensors will receive every value recorded with this sensor . Arguments : name ( str ) : Th...
sensor = self . get_sensor ( name ) if sensor : return sensor with self . _lock : sensor = self . get_sensor ( name ) if not sensor : sensor = Sensor ( self , name , parents , config or self . config , inactive_sensor_expiration_time_seconds ) self . _sensors [ name ] = sensor if par...
def _write_passphrase ( stream , passphrase , encoding ) : """Write the passphrase from memory to the GnuPG process ' stdin . : type stream : file , : class : ` ~ io . BytesIO ` , or : class : ` ~ io . StringIO ` : param stream : The input file descriptor to write the password to . : param str passphrase : Th...
passphrase = '%s\n' % passphrase passphrase = passphrase . encode ( encoding ) stream . write ( passphrase ) log . debug ( "Wrote passphrase on stdin." )
def address_exists ( name , addressname = None , vsys = 1 , ipnetmask = None , iprange = None , fqdn = None , description = None , commit = False ) : '''Ensures that an address object exists in the configured state . If it does not exist or is not configured with the specified attributes , it will be adjusted to ...
ret = _default_ret ( name ) if not addressname : ret . update ( { 'comment' : "The service name field must be provided." } ) return ret # Check if address object currently exists address = __salt__ [ 'panos.get_address' ] ( addressname , vsys ) [ 'result' ] if address and 'entry' in address : address = addr...
def _CompositeFoldByteStream ( self , mapped_value , context = None , ** unused_kwargs ) : """Folds the data type into a byte stream . Args : mapped _ value ( object ) : mapped value . context ( Optional [ DataTypeMapContext ] ) : data type map context . Returns : bytes : byte stream . Raises : Foldin...
context_state = getattr ( context , 'state' , { } ) attribute_index = context_state . get ( 'attribute_index' , 0 ) subcontext = context_state . get ( 'context' , None ) if not subcontext : subcontext = DataTypeMapContext ( values = { type ( mapped_value ) . __name__ : mapped_value } ) data_attributes = [ ] for att...
def merge_svg_layers ( svg_sources , share_transform = True ) : '''Merge layers from input svg sources into a single XML document . Args : svg _ sources ( list ) : A list of file - like objects , each containing one or more XML layers . share _ transform ( bool ) : If exactly one layer has a transform , app...
# Get list of XML layers . ( width , height ) , layers = get_svg_layers ( svg_sources ) if share_transform : transforms = [ layer_i . attrib [ 'transform' ] for layer_i in layers if 'transform' in layer_i . attrib ] if len ( transforms ) > 1 : raise ValueError ( 'Transform can only be shared if *exactly...
def get_changes ( self , new_name , in_file = None , in_hierarchy = False , unsure = None , docs = False , resources = None , task_handle = taskhandle . NullTaskHandle ( ) ) : """Get the changes needed for this refactoring Parameters : - ` in _ hierarchy ` : when renaming a method this keyword forces to renam...
if unsure in ( True , False ) : warnings . warn ( 'unsure parameter should be a function that returns ' 'True or False' , DeprecationWarning , stacklevel = 2 ) def unsure_func ( value = unsure ) : return value unsure = unsure_func if in_file is not None : warnings . warn ( '`in_file` argument ha...
def ellipticity_lens_light ( self , kwargs_lens_light , center_x = 0 , center_y = 0 , model_bool_list = None , deltaPix = None , numPix = None ) : """make sure that the window covers all the light , otherwise the moments may give to low answers . : param kwargs _ lens _ light : : param center _ x : : param ce...
if model_bool_list is None : model_bool_list = [ True ] * len ( kwargs_lens_light ) if numPix is None : numPix = 100 if deltaPix is None : deltaPix = 0.05 x_grid , y_grid = util . make_grid ( numPix = numPix , deltapix = deltaPix ) x_grid += center_x y_grid += center_y I_xy = self . _lens_light_internal ( x...
def clone ( existing_compound , clone_of = None , root_container = None ) : """A faster alternative to deepcopying . Does not resolve circular dependencies . This should be safe provided you never try to add the top of a Compound hierarchy to a sub - Compound . Parameters existing _ compound : mb . Compou...
if clone_of is None : clone_of = dict ( ) newone = existing_compound . _clone ( clone_of = clone_of , root_container = root_container ) existing_compound . _clone_bonds ( clone_of = clone_of ) return newone
def compute ( self , inputVector , learn , activeArray ) : """This method resembles the primary public method of the SpatialPooler class . It takes a input vector and outputs the indices of the active columns . If ' learn ' is set to True , this method also performs weight updates and updates to the activity ...
x = inputVector y = self . encode ( x ) active_units = np . where ( y == 1. ) [ 0 ] if learn : self . update_statistics ( [ y ] ) self . update_weights ( [ x ] , [ y ] ) activeArray [ active_units ] = 1. return active_units
def transpose ( self ) : """Create a matrix , transpose it , and then create a new FVM : raise NotImplementedError : if all existing rows aren ' t keyed : return : a new FVM rotated from self"""
if len ( self . _row_name_list ) != len ( self . _rows ) : raise NotImplementedError ( "You can't rotate a FVM that doesn't have all rows keyed" ) fvm = FeatureVectorMatrix ( default_value = self . _default_value , default_to_hashed_rows = self . _default_to_hashed_rows ) fvm . _update_internal_column_state ( self ...
def ready ( self ) : """Return 200 is ready , else 500. Override is _ ready ( ) to change the readiness check ."""
try : if self . is_ready ( ) : return "OK" , 200 else : return "FAIL" , 500 except Exception as e : self . app . logger . exception ( ) return str ( e ) , 500
def get_ichrone ( models , bands = None , default = False , ** kwargs ) : """Gets Isochrone Object by name , or type , with the right bands If ` default ` is ` True ` , then will set bands to be the union of bands and default _ bands"""
if isinstance ( models , Isochrone ) : return models def actual ( bands , ictype ) : if bands is None : return list ( ictype . default_bands ) elif default : return list ( set ( bands ) . union ( set ( ictype . default_bands ) ) ) else : return bands if type ( models ) is type ( ...
def is_ini_file ( filename , show_warnings = False ) : """Check configuration file type is INI Return a boolean indicating wheather the file is INI format or not"""
try : config_dict = load_config ( filename , file_type = "ini" ) if config_dict == { } : is_ini = False else : is_ini = True except : is_ini = False return ( is_ini )
def CSVofIntegers ( msg = None ) : '''Checks whether a value is list of integers . Returns list of integers or just one integer in list if there is only one element in given CSV string .'''
def fn ( value ) : try : if isinstance ( value , basestring ) : if ',' in value : value = list ( map ( int , filter ( bool , list ( map ( lambda x : x . strip ( ) , value . split ( ',' ) ) ) ) ) ) return value else : return [ int ( valu...
def default_classification_value_maps ( classification ) : """Helper to get default value maps from classification . : param classification : Classification definition . : type classification : dict : returns : Dictionary with key = the class key and value = default strings . : rtype : dict"""
value_maps = { } for hazard_class in classification [ 'classes' ] : value_maps [ hazard_class [ 'key' ] ] = hazard_class . get ( 'string_defaults' , [ ] ) return value_maps
def print_status ( self ) : """Print out the current tweet rate and reset the counter"""
tweets = self . received now = time . time ( ) diff = now - self . since self . since = now self . received = 0 if diff > 0 : logger . info ( "Receiving tweets at %s tps" , tweets / diff )
def add_project_name_or_id_arg ( arg_parser , required = True , help_text_suffix = "manage" ) : """Adds project name or project id argument . These two are mutually exclusive . : param arg _ parser : : param required : : param help _ text : : return :"""
project_name_or_id = arg_parser . add_mutually_exclusive_group ( required = required ) name_help_text = "Name of the project to {}." . format ( help_text_suffix ) add_project_name_arg ( project_name_or_id , required = False , help_text = name_help_text ) id_help_text = "ID of the project to {}." . format ( help_text_su...
def unregister ( self , entry_point ) : """Unregister a provider : param str entry _ point : provider to unregister ( entry point syntax ) ."""
if entry_point not in self . registered_extensions : raise ValueError ( 'Extension not registered' ) ep = EntryPoint . parse ( entry_point ) self . registered_extensions . remove ( entry_point ) if self . _extensions_by_name is not None : del self . _extensions_by_name [ ep . name ] for i , ext in enumerate ( s...
def vm_profiles_config ( path , providers , env_var = 'SALT_CLOUDVM_CONFIG' , defaults = None ) : '''Read in the salt cloud VM config file'''
if defaults is None : defaults = VM_CONFIG_DEFAULTS overrides = salt . config . load_config ( path , env_var , os . path . join ( salt . syspaths . CONFIG_DIR , 'cloud.profiles' ) ) default_include = overrides . get ( 'default_include' , defaults [ 'default_include' ] ) include = overrides . get ( 'include' , [ ] )...
def celery ( function , * args , ** kwargs ) : '''Calls ` ` function ` ` asynchronously by creating a pickling it and calling it in a task .'''
from . tasks import dill_callable dilled_function = dill . dumps ( function ) dill_callable . delay ( dilled_function , * args , ** kwargs )
def _call_func ( self ) : """Call the wrapped function and return the result wrapped by DataFrameWrapper . Also updates attributes like columns , index , and length ."""
if _CACHING and self . cache and self . name in _TABLE_CACHE : logger . debug ( 'returning table {!r} from cache' . format ( self . name ) ) return _TABLE_CACHE [ self . name ] . value with log_start_finish ( 'call function to get frame for table {!r}' . format ( self . name ) , logger ) : kwargs = _collect...
def _utc_tuple ( self , offset = 0.0 ) : """Return UTC as ( year , month , day , hour , minute , second . fraction ) . The ` offset ` is added to the UTC time before it is split into its components . This is useful if the user is going to round the result before displaying it . If the result is going to be ...
tai = self . tai + offset 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' ) j = tai - leap_offsets [ i ] / DAY_S whole , fraction = divmod ( j + 0.5 , 1.0 ) whole = whole . astype ( i...
def then_no_model_exists ( context , model_name , key , value ) : """: type model _ name : str : type key : str : type value : str : type context : behave . runner . Context"""
model = apps . get_model ( model_name ) args = { key : value } obj = model . objects . filter ( ** args ) assert len ( obj ) == 0
def flatten_matrix ( mat ) : """This function transforms a given 2D tuple matrix into a list of tuples , where each tuple represents a column from the original matrix . Examples : > > > flatten _ matrix ( [ [ ( 4 , 5 ) , ( 7 , 8 ) ] , [ ( 10 , 13 ) , ( 18 , 17 ) ] , [ ( 0 , 4 ) , ( 10 , 1 ) ] ] ) ' [ ( 4 , ...
intermediate_list = [ element for sublist in mat for element in sublist ] result_list = list ( zip ( * intermediate_list ) ) return str ( result_list )
def _restore_group ( self , group_id ) : """Get group metadata for a group by id ."""
meta = self . TaskSetModel . _default_manager . restore_taskset ( group_id ) if meta : return meta . to_dict ( )
def entropy_calc ( item , POP ) : """Calculate reference and response likelihood . : param item : TOP or P : type item : dict : param POP : population : type POP : dict : return : reference or response likelihood as float"""
try : result = 0 for i in item . keys ( ) : likelihood = item [ i ] / POP [ i ] if likelihood != 0 : result += likelihood * math . log ( likelihood , 2 ) return - result except Exception : return "None"
def uma_rs_check_access ( self , rpt , path , http_method ) : """Function to be used in a UMA Resource Server to check access . Parameters : * * * rpt ( string ) : * * RPT or blank value if absent ( not send by RP ) * * * path ( string ) : * * Path of resource ( e . g . for http : / / rs . com / phones , / ph...
params = { "oxd_id" : self . oxd_id , "rpt" : rpt , "path" : path , "http_method" : http_method } logger . debug ( "Sending command `uma_rs_check_access` with params %s" , params ) response = self . msgr . request ( "uma_rs_check_access" , ** params ) logger . debug ( "Received response: %s" , response ) if response [ ...
def send_sticker ( self , peer : Peer , sticker : str , reply : int = None , on_success : callable = None , reply_markup : botapi . ReplyMarkup = None ) : """Send sticker to peer . : param peer : Peer to send message to . : param sticker : File path to sticker to send . : param reply : Message object or messa...
if isinstance ( reply , Message ) : reply = reply . id sticker = botapi . InputFile ( 'sticker' , botapi . InputFileInfo ( sticker , open ( sticker , 'rb' ) , get_mimetype ( sticker ) ) ) botapi . send_sticker ( chat_id = peer . id , sticker = sticker , reply_to_message_id = reply , on_success = on_success , reply_...
def transcript_to_gene ( gtf ) : """return a dictionary keyed by transcript _ id of the associated gene _ id"""
gene_lookup = { } for feature in complete_features ( get_gtf_db ( gtf ) ) : gene_id = feature . attributes . get ( 'gene_id' , [ None ] ) [ 0 ] transcript_id = feature . attributes . get ( 'transcript_id' , [ None ] ) [ 0 ] gene_lookup [ transcript_id ] = gene_id return gene_lookup
def cmd_async ( self , low ) : '''Execute a function asynchronously ; eauth is respected This function requires that : conf _ master : ` external _ auth ` is configured and the user is authorized . . code - block : : python > > > wheel . cmd _ async ( { ' fun ' : ' key . finger ' , ' match ' : ' jerry '...
fun = low . pop ( 'fun' ) return self . asynchronous ( fun , low )
def delete_agent ( self , pool_id , agent_id ) : """DeleteAgent . [ Preview API ] Delete an agent . You probably don ' t want to call this endpoint directly . Instead , [ use the agent configuration script ] ( https : / / docs . microsoft . com / azure / devops / pipelines / agents / agents ) to remove an agent f...
route_values = { } if pool_id is not None : route_values [ 'poolId' ] = self . _serialize . url ( 'pool_id' , pool_id , 'int' ) if agent_id is not None : route_values [ 'agentId' ] = self . _serialize . url ( 'agent_id' , agent_id , 'int' ) self . _send ( http_method = 'DELETE' , location_id = 'e298ef32-5878-4c...
def transformer_moe_layer_v1 ( inputs , output_dim , hparams , train , variable_dtype , layout = None , mesh_shape = None , nonpadding = None ) : """Local mixture of experts that works well on TPU . Adapted from the paper https : / / arxiv . org / abs / 1701.06538 Note : until the algorithm and inferface solidi...
orig_inputs = inputs hidden_dim = mtf . Dimension ( "expert_hidden" , hparams . moe_hidden_size ) experts_dim = mtf . Dimension ( "experts" , hparams . moe_num_experts ) # We " cheat " here and look at the mesh shape and layout . This is to ensure # that the number of groups is a multiple of the mesh dimension # over w...
def get_writer ( self ) : """Get a writer . This method also makes the output filename be the same as the . track file but with . mpc . ( Currently only works on local filesystem ) : rtype MPCWriter"""
if self . _writer is None : suffix = tasks . get_suffix ( tasks . TRACK_TASK ) try : base_name = re . search ( "(?P<base_name>.*?)\.\d*{}" . format ( suffix ) , self . filename ) . group ( 'base_name' ) except : base_name = os . path . splitext ( self . filename ) [ 0 ] mpc_filename_patt...
def to_phy ( self ) : """Convert this to the standard : class : ` pyparser . capture . common . PhyInfo ` class ."""
kwargs = { } for attr in [ 'signal' , 'noise' , 'freq_mhz' , 'fcs_error' , 'rate' , 'mcs' , 'len' , 'caplen' , 'epoch_ts' , 'end_epoch_ts' ] : kwargs [ attr ] = getattr ( self , attr , None ) kwargs [ 'has_fcs' ] = True return PhyInfo ( ** kwargs )
def save_source ( driver , name ) : """Save the rendered HTML of the browser . The location of the source can be configured by the environment variable ` SAVED _ SOURCE _ DIR ` . If not set , this defaults to the current working directory . Args : driver ( selenium . webdriver ) : The Selenium - controlle...
source = driver . page_source file_name = os . path . join ( os . environ . get ( 'SAVED_SOURCE_DIR' ) , '{name}.html' . format ( name = name ) ) try : with open ( file_name , 'wb' ) as output_file : output_file . write ( source . encode ( 'utf-8' ) ) except Exception : # pylint : disable = broad - except ...
def assign_dict ( self , node , xml_dict ) : """Assigns a Python dict to a ` ` lxml ` ` node . : param node : A node to assign the dict to . : param xml _ dict : The dict with attributes / children to use ."""
new_node = etree . Element ( node . tag ) # Replaces the previous node with the new one self . _xml . replace ( node , new_node ) # Copies # text and @ attrs from the xml _ dict helpers . dict_to_etree ( xml_dict , new_node )
def _get_calculated_value ( self , value ) : """Get ' s the final value of the field and runs the lambda functions recursively until a final value is derived . : param value : The value to calculate / expand : return : The final value"""
if isinstance ( value , types . LambdaType ) : expanded_value = value ( self . structure ) return self . _get_calculated_value ( expanded_value ) else : # perform one final parsing of the value in case lambda value # returned a different type return self . _parse_value ( value )
def _neg_bounded_fun ( fun , bounds , x , args = ( ) ) : """Wrapper for bounding and taking the negative of ` fun ` for the Nelder - Mead algorithm . JIT - compiled in ` nopython ` mode using Numba . Parameters fun : callable The objective function to be minimized . ` fun ( x , * args ) - > float ` wher...
if _check_bounds ( x , bounds ) : return - fun ( x , * args ) else : return np . inf
def Instance ( self ) : """Returns the singleton instance . Upon its first call , it creates a new instance of the decorated class and calls its ` _ _ init _ _ ` method . On all subsequent calls , the already created instance is returned ."""
try : return self . _instance except AttributeError : self . _instance = self . _decorated ( ) return self . _instance
def group_list ( ** kwargs ) : """Show available routing groups ."""
ctx = Context ( ** kwargs ) ctx . execute_action ( 'group:list' , ** { 'storage' : ctx . repo . create_secure_service ( 'storage' ) , } )
def toCSV ( pdl , out = None , write_field_names = True ) : """Conversion from the PyDbLite Base instance pdl to the file object out open for writing in binary mode If out is not specified , the field name is the same as the PyDbLite file with extension . csv If write _ field _ names is True , field names a...
import csv if out is None : file_name = os . path . splitext ( pdl . name ) [ 0 ] + ".csv" out = open ( file_name , "wb" ) fields = [ "__id__" , "__version__" ] + pdl . fields writer = csv . DictWriter ( out , fields ) # write field names if write_field_names : writer . writerow ( dict ( [ ( k , k ) for k i...
def pagination_links ( paginator_page , show_pages , url_params = None , first_page_label = None , last_page_label = None , page_url = '' ) : '''Django template tag to display pagination links for a paginated list of items . Expects the following variables : * the current : class : ` ~ django . core . paginat...
return { 'items' : paginator_page , 'show_pages' : show_pages , 'url_params' : url_params , 'first_page_label' : first_page_label , 'last_page_label' : last_page_label , 'page_url' : page_url , }
def postinit ( self , body = None , handlers = None , orelse = None ) : """Do some setup after initialisation . : param body : The contents of the block to catch exceptions from . : type body : list ( NodeNG ) or None : param handlers : The exception handlers . : type handlers : list ( ExceptHandler ) or No...
self . body = body self . handlers = handlers self . orelse = orelse
def _loadServices ( self ) : """Load module services . : return : < void >"""
servicesPath = os . path . join ( self . path , "service" ) if not os . path . isdir ( servicesPath ) : return self . _scanDirectoryForServices ( servicesPath )
def add_textbox ( self , left , top , width , height ) : """Return newly added text box shape appended to this shape tree . The text box is of the specified size , located at the specified position on the slide ."""
sp = self . _add_textbox_sp ( left , top , width , height ) self . _recalculate_extents ( ) return self . _shape_factory ( sp )
def add_matplotlib_cmap ( cm , name = None ) : """Add a matplotlib colormap ."""
global cmaps cmap = matplotlib_to_ginga_cmap ( cm , name = name ) cmaps [ cmap . name ] = cmap
def dispatch ( self , event : Event ) -> Iterator [ Any ] : """Yields handlers matching the routing of the incoming : class : ` slack . events . Event ` . Args : event : : class : ` slack . events . Event ` Yields : handler"""
LOG . debug ( 'Dispatching event "%s"' , event . get ( "type" ) ) if event [ "type" ] in self . _routes : for detail_key , detail_values in self . _routes . get ( event [ "type" ] , { } ) . items ( ) : event_value = event . get ( detail_key , "*" ) yield from detail_values . get ( event_value , [ ] ...
def _vad_collector ( self , sample_rate , frame_duration_ms , padding_duration_ms , vad , frames ) : """Filters out non - voiced audio frames . Given a webrtcvad . Vad and a source of audio frames , yields only the voiced audio . Uses a padded , sliding window algorithm over the audio frames . When more tha...
num_padding_frames = int ( padding_duration_ms / frame_duration_ms ) # We use a deque for our sliding window / ring buffer . ring_buffer = collections . deque ( maxlen = num_padding_frames ) # We have two states : TRIGGERED and NOTTRIGGERED . We start in the # NOTTRIGGERED state . triggered = False voiced_frames = [ ] ...
def splitstatus ( a , statusfn ) : 'split sequence into subsequences based on binary condition statusfn . a is a list , returns list of lists'
groups = [ ] ; mode = None for elt , status in zip ( a , map ( statusfn , a ) ) : assert isinstance ( status , bool ) if status != mode : mode = status ; group = [ mode ] ; groups . append ( group ) group . append ( elt ) return groups
def nifti_copy ( filename , prefix = None , gzip = True ) : '''creates a ` ` . nii ` ` copy of the given dataset and returns the filename as a string'''
# I know , my argument ` ` prefix ` ` clobbers the global method . . . but it makes my arguments look nice and clean if prefix == None : prefix = filename nifti_filename = globals ( ) [ 'prefix' ] ( prefix ) + ".nii" if gzip : nifti_filename += '.gz' if not os . path . exists ( nifti_filename ) : try : ...
def detach ( self , auth_no_user_interaction = None ) : """Detach the device by e . g . powering down the physical port ."""
return self . _assocdrive . _M . Drive . PowerOff ( '(a{sv})' , filter_opt ( { 'auth.no_user_interaction' : ( 'b' , auth_no_user_interaction ) , } ) )
def _tostr ( self , obj ) : """converts a object to list , if object is a list , it creates a comma seperated string ."""
if not obj : return '' if isinstance ( obj , list ) : return ', ' . join ( map ( self . _tostr , obj ) ) return str ( obj )
def check_syntax ( string ) : """Check syntax of a string of PostgreSQL - dialect SQL"""
args = [ "ecpg" , "-o" , "-" , "-" ] with open ( os . devnull , "w" ) as devnull : try : proc = subprocess . Popen ( args , shell = False , stdout = devnull , stdin = subprocess . PIPE , stderr = subprocess . PIPE , universal_newlines = True ) _ , err = proc . communicate ( string ) except OSErr...
def get_valid_time_stamp ( ) : """Get a valid time stamp without illegal characters . Adds time _ to make the time stamp a valid table name in sql . : return : String , extracted timestamp"""
time_stamp = str ( datetime . datetime . now ( ) ) time_stamp = "time_" + time_stamp . replace ( "-" , "_" ) . replace ( ":" , "_" ) . replace ( " " , "_" ) . replace ( "." , "_" ) return time_stamp
def annual_frequency_of_exceedence ( poe , t_haz ) : """: param poe : array of probabilities of exceedence : param t _ haz : hazard investigation time : returns : array of frequencies ( with + inf values where poe = 1)"""
with warnings . catch_warnings ( ) : warnings . simplefilter ( "ignore" ) # avoid RuntimeWarning : divide by zero encountered in log return - numpy . log ( 1. - poe ) / t_haz
def Convert ( self , metadata , stat_entry , token = None ) : """Converts StatEntry to ExportedFile . Does nothing if StatEntry corresponds to a registry entry and not to a file . Args : metadata : ExportedMetadata to be used for conversion . stat _ entry : StatEntry to be converted . token : Security tok...
return self . BatchConvert ( [ ( metadata , stat_entry ) ] , token = token )
def to_byte ( stype ) : """Returns the instruction sequence for converting from the given type to byte ."""
output = [ ] if stype in ( 'i8' , 'u8' ) : return [ ] if is_int_type ( stype ) : output . append ( 'ld a, l' ) elif stype == 'f16' : output . append ( 'ld a, e' ) elif stype == 'f' : # Converts C ED LH to byte output . append ( 'call __FTOU32REG' ) output . append ( 'ld a, l' ) REQUIRES . add ( ...
def sign_extend ( self , new_length ) : """Unary operation : SignExtend : param new _ length : New length after sign - extension : return : A new StridedInterval"""
msb = self . extract ( self . bits - 1 , self . bits - 1 ) . eval ( 2 ) if msb == [ 0 ] : # All positive numbers return self . zero_extend ( new_length ) if msb == [ 1 ] : # All negative numbers si = self . copy ( ) si . _bits = new_length mask = ( 2 ** new_length - 1 ) - ( 2 ** self . bits - 1 ) si...
def _add_ticks ( xaxis : go . layout . XAxis , histogram : HistogramBase , kwargs : dict ) : """Customize ticks for an axis ( 1D histogram ) ."""
ticks = kwargs . pop ( "ticks" , None ) tick_handler = kwargs . pop ( "tick_handler" , None ) if tick_handler : if ticks : raise ValueError ( "Cannot specify both tick and tick_handler" ) ticks , labels = tick_handler ( histogram , histogram . min_edge , histogram . max_edge ) xaxis . tickvals = tic...
def spectral_analysis ( dx , Ain , tapering = None , overlap = None , wsize = None , alpha = 3.0 , detrend = False , normalise = False , integration = True , average = True , ARspec = None ) : """Spectral _ Analysis : This function performs a spatial spectral analysis with different options on a time series of SL...
A = Ain . copy ( ) # Check dimensions sh = A . shape ndims = len ( sh ) N = sh [ 0 ] # Time series are found along the last dimension # If vector , add one dimension if ndims == 1 : A = A . reshape ( ( N , 1 ) ) sh = A . shape ndims = len ( sh ) nr = sh [ 1 ] # Number of repeats nt = nr # gain = 1.0 # Scali...
def one_mask ( self ) : """Return a mask to determine whether an array chunk has any ones ."""
accum = 0 for i in range ( self . data . itemsize ) : accum += ( 0xAA << ( i << 3 ) ) return accum
def bbox_rotate ( bbox , angle , rows , cols , interpolation ) : """Rotates a bounding box by angle degrees Args : bbox ( tuple ) : A tuple ( x _ min , y _ min , x _ max , y _ max ) . angle ( int ) : Angle of rotation in degrees rows ( int ) : Image rows . cols ( int ) : Image cols . interpolation ( int...
scale = cols / float ( rows ) x = np . array ( [ bbox [ 0 ] , bbox [ 2 ] , bbox [ 2 ] , bbox [ 0 ] ] ) y = np . array ( [ bbox [ 1 ] , bbox [ 1 ] , bbox [ 3 ] , bbox [ 3 ] ] ) x = x - 0.5 y = y - 0.5 angle = np . deg2rad ( angle ) x_t = ( np . cos ( angle ) * x * scale + np . sin ( angle ) * y ) / scale y_t = ( - np . ...
def users ( self , start = 1 , num = 10 , sortField = "fullName" , sortOrder = "asc" , role = None ) : """Lists all the members of the organization . The start and num paging parameters are supported . Inputs : start - The number of the first entry in the result set response . The index number is 1 - based ...
users = [ ] url = self . _url + "/users" params = { "f" : "json" , "start" : start , "num" : num } if not role is None : params [ 'role' ] = role if not sortField is None : params [ 'sortField' ] = sortField if not sortOrder is None : params [ 'sortOrder' ] = sortOrder from . _community import Community res...
def do_show ( self , cmd , args ) : """Display content of a file . cat Display current working directory . cat < file > Display content of a file ."""
if not args : self . stdout . write ( os . getcwd ( ) ) self . stdout . write ( '\n' ) return fname = args [ 0 ] with open ( fname , 'r' , encoding = 'utf8' ) as f : self . stdout . write ( f . read ( ) ) self . stdout . write ( '\n' )
def get_colour_handler ( extranames : List [ str ] = None , with_process_id : bool = False , with_thread_id : bool = False , stream : TextIO = None ) -> logging . StreamHandler : """Gets a colour log handler using a standard format . Args : extranames : additional names to append to the logger ' s name with _...
fmt = "%(white)s%(asctime)s.%(msecs)03d" # this is dim white = grey if with_process_id or with_thread_id : procinfo = [ ] # type : List [ str ] if with_process_id : procinfo . append ( "p%(process)d" ) if with_thread_id : procinfo . append ( "t%(thread)d" ) fmt += " [{}]" . format ( ...
def deploy_new_instance ( cls , w3 : Web3 ) -> "VyperReferenceRegistry" : """Returns a new instance of ` ` ` VyperReferenceRegistry ` ` representing a freshly deployed instance on the given ` ` web3 ` ` instance of the Vyper Reference Registry implementation ."""
manifest = get_vyper_registry_manifest ( ) registry_package = Package ( manifest , w3 ) registry_factory = registry_package . get_contract_factory ( "registry" ) tx_hash = registry_factory . constructor ( ) . transact ( ) tx_receipt = w3 . eth . waitForTransactionReceipt ( tx_hash ) registry_address = to_canonical_addr...
def merge_from_master ( git_action , study_id , auth_info , parent_sha ) : """merge from master into the WIP for this study / author this is needed to allow a worker ' s future saves to be merged seamlessly into master"""
return _merge_from_master ( git_action , doc_id = study_id , auth_info = auth_info , parent_sha = parent_sha , doctype_display_name = "study" )
def build_tri ( adf ) : """Looks at each column , and chooses the feed with the most recent data point . Honours the Trump override / failsafe logic ."""
# just look at the capital ( price ) , in " feed one " , and income ( dividend ) , in " feed two " cap , inc = adf . columns [ 1 : 3 ] data = adf [ [ cap , inc ] ] # find the feeds with the most recent data . . . inc_pct = data [ inc ] . div ( data [ cap ] . shift ( 1 ) ) cap_pct = data [ cap ] . pct_change ( 1 ) pre_f...
def contacts ( self , uid = 0 , ** kwargs ) : """Fetch user contacts by given group id . A useful synonym for " contacts / search " command with provided ` groupId ` parameter . : Example : lists = client . lists . contacts ( 1901010) : param int uid : The unique id of the List . Required . : param int pa...
contacts = Contacts ( self . base_uri , self . auth ) return self . get_subresource_instances ( uid , instance = contacts , resource = "contacts" , params = kwargs )
def from_statement ( cls , statement , filename = '<expr>' ) : """A helper to construct a PythonFile from a triple - quoted string , for testing . : param statement : Python file contents : return : Instance of PythonFile"""
lines = textwrap . dedent ( statement ) . split ( '\n' ) if lines and not lines [ 0 ] : # Remove the initial empty line , which is an artifact of dedent . lines = lines [ 1 : ] blob = '\n' . join ( lines ) . encode ( 'utf-8' ) tree = cls . _parse ( blob , filename ) return cls ( blob = blob , tree = tree , root = N...
def _StackSummary_extract ( frame_gen , limit = None , lookup_lines = True , capture_locals = False ) : """Replacement for : func : ` StackSummary . extract ` . Create a StackSummary from a traceback or stack object . Very simplified copy of the original StackSummary . extract ( ) . We want always to capture ...
result = StackSummary ( ) for f , lineno in frame_gen : co = f . f_code filename = co . co_filename name = co . co_name result . append ( ExtendedFrameSummary ( frame = f , filename = filename , lineno = lineno , name = name , lookup_line = False ) ) return result
def main_impl ( all_detector_classes , all_printer_classes ) : """: param all _ detector _ classes : A list of all detectors that can be included / excluded . : param all _ printer _ classes : A list of all printers that can be included ."""
args = parse_args ( all_detector_classes , all_printer_classes ) # Set colorization option set_colorization_enabled ( not args . disable_color ) printer_classes = choose_printers ( args , all_printer_classes ) detector_classes = choose_detectors ( args , all_detector_classes ) default_log = logging . INFO if not args ....
def set ( zpool , prop , value ) : '''Sets the given property on the specified pool zpool : string Name of storage pool prop : string Name of property to set value : string Value to set for the specified property . . versionadded : : 2016.3.0 CLI Example : . . code - block : : bash salt ' * ' zp...
ret = OrderedDict ( ) # set property res = __salt__ [ 'cmd.run_all' ] ( __utils__ [ 'zfs.zpool_command' ] ( command = 'set' , property_name = prop , property_value = value , target = zpool , ) , python_shell = False , ) return __utils__ [ 'zfs.parse_command_result' ] ( res , 'set' )
def handle_url_build_error ( self , error : Exception , endpoint : str , values : dict ) -> str : """Handle a build error . Ideally this will return a valid url given the error endpoint and values ."""
for handler in self . url_build_error_handlers : result = handler ( error , endpoint , values ) if result is not None : return result raise error
def lapmod ( n , cc , ii , kk , fast = True , return_cost = True , fp_version = FP_DYNAMIC ) : """Solve sparse linear assignment problem using Jonker - Volgenant algorithm . n : number of rows of the assignment cost matrix cc : 1D array of all finite elements of the assignement cost matrix ii : 1D array of in...
# log = logging . getLogger ( ' lapmod ' ) check_cost ( n , cc , ii , kk ) if fast is True : # log . debug ( ' [ - - - - CR & RT & ARR & augmentation - - - - ] ' ) x , y = _lapmod ( n , cc , ii , kk , fp_version = fp_version ) else : cc = np . ascontiguousarray ( cc , dtype = np . float64 ) ii = np . ascont...