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def metabolites_per_compartment ( model , compartment_id ) : """Identify all metabolites that belong to a given compartment . Parameters model : cobra . Model The metabolic model under investigation . compartment _ id : string Model specific compartment identifier . Returns list List of metabolites ...
return [ met for met in model . metabolites if met . compartment == compartment_id ]
def _get_params ( self ) : """return the value of the parameters ."""
return np . hstack ( ( self . varianceU , self . varianceY , self . lengthscaleU , self . lengthscaleY ) )
def task_status ( request , task_id ) : """Returns task status and result in JSON format ."""
result = AsyncResult ( task_id ) state , retval = result . state , result . result response_data = { 'id' : task_id , 'status' : state , 'result' : retval } if state in states . EXCEPTION_STATES : traceback = result . traceback response_data . update ( { 'result' : safe_repr ( retval ) , 'exc' : get_full_cls_na...
def drop_all ( self ) : '''Drops all tables from this database'''
self . drop ( self . get_table_names ( ) ) if self . persistent : with self . _lock : try : dbfolder = os . path . join ( self . root_dir , self . name ) if os . path . exists ( dbfolder ) and not os . listdir ( dbfolder ) : rmtree ( dbfolder ) except ( IOErro...
def has_attribute ( self , attribute : str ) -> bool : """Whether the node has an attribute with the given name . Use only if is _ mapping ( ) returns True . Args : attribute : The name of the attribute to check for . Returns : True iff the attribute is present ."""
return any ( [ key_node . value == attribute for key_node , _ in self . yaml_node . value ] )
def mixin ( cls ) : """A decorator which adds event methods to a class giving it the ability to bind to and trigger events : param cls : the class to add the event logic to : type cls : class : return : the modified class : rtype : class"""
cls . _events = { } cls . bind = Pyevent . bind . __func__ cls . unbind = Pyevent . unbind . __func__ cls . trigger = Pyevent . trigger . __func__ return cls
def do_remove ( config , config_dir ) : """CLI action " remove configuration " ."""
if not os . path . exists ( config_dir ) : print "Configuration '{}' does not exist." . format ( config ) exit ( 1 ) if confirm ( "Confirm removal of the configuration '{}'" . format ( config ) ) : shutil . rmtree ( config_dir ) print "Configuration '{}' has been removed." . format ( config ) else : ...
def mdadm ( ) : '''Return list of mdadm devices'''
devices = set ( ) try : with salt . utils . files . fopen ( '/proc/mdstat' , 'r' ) as mdstat : for line in mdstat : line = salt . utils . stringutils . to_unicode ( line ) if line . startswith ( 'Personalities : ' ) : continue if line . startswith ( 'unuse...
def string_to_config ( s ) : """s is a comma - separated list of stores ."""
from . machines import Configuration s = lexer ( s ) x = parse_multiple ( s , parse_store ) parse_end ( s ) return Configuration ( x )
def guess_external_url ( local_host , port ) : """Return a URL that is most likely to route to ` local _ host ` from outside . The point is that we may be running on a remote host from the user ' s point of view , so they can ' t access ` local _ host ` from a Web browser just by typing ` ` http : / / localho...
if local_host in [ '0.0.0.0' , '::' ] : # The server is listening on all interfaces , but we have to pick one . # The system ' s FQDN should give us a hint . local_host = socket . getfqdn ( ) # https : / / github . com / vfaronov / turq / issues / 9 match = IPV4_REVERSE_DNS . match ( local_host ) if mat...
def copy ( self , * args , ** kwargs ) : """Copy the request and environment object . This only does a shallow copy , except of wsgi . input"""
self . make_body_seekable ( ) env = self . environ . copy ( ) new_req = self . __class__ ( env , * args , ** kwargs ) new_req . copy_body ( ) new_req . identity = self . identity return new_req
def _hex_ids ( self , dev_list ) : """! Build a USBID map for a device list @ param disk _ list List of disks in a system with USBID decoration @ return Returns map USBID - > device file in / dev @ details Uses regular expressions to get a USBID ( TargeTIDs ) a " by - id " symbolic link"""
for dl in dev_list : match = self . nlp . search ( dl ) if match : yield match . group ( "usbid" ) , _readlink ( dl )
async def artwork ( self ) : """Return an image file ( png ) for what is currently playing . None is returned if no artwork is available . Must be logged in ."""
art = await self . daap . get ( _ARTWORK_CMD , daap_data = False ) return art if art != b'' else None
def encode ( self , o , depth = 0 ) : """encode the json object at given depth : param o : the object : param depth : the depth : return : the json encoding"""
if isinstance ( o , OrderedDict ) : return "{" + ",\n " . join ( [ self . encode ( k ) + ":" + self . encode ( v , depth + 1 ) for ( k , v ) in o . items ( ) ] ) + "}\n" else : return simplejson . JSONEncoder . encode ( self , o )
def boolean ( value ) : """Parse the string ` ` " true " ` ` or ` ` " false " ` ` as a boolean ( case insensitive ) . Also accepts ` ` " 1 " ` ` and ` ` " 0 " ` ` as ` ` True ` ` / ` ` False ` ` ( respectively ) . If the input is from the request JSON body , the type is already a native python boolean , and w...
if isinstance ( value , bool ) : return value if not value : raise ValueError ( "boolean type must be non-null" ) value = value . lower ( ) if value in ( 'true' , '1' , ) : return True if value in ( 'false' , '0' , ) : return False raise ValueError ( "Invalid literal for boolean(): {0}" . format ( value...
def run ( self ) : """Fork , daemonize and invoke self . post _ fork _ child ( ) ( via ProcessManager ) . The scheduler has thread pools which need to be re - initialized after a fork : this ensures that when the pantsd - runner forks from pantsd , there is a working pool for any work that happens in that chi...
fork_context = self . _graph_helper . scheduler_session . with_fork_context if self . _graph_helper else None self . daemonize ( write_pid = False , fork_context = fork_context )
def _realpath ( fs , path , seen = pset ( ) ) : """. . warning : : The ` ` os . path ` ` module ' s realpath does not error or warn about loops , but we do , following the behavior of GNU ` ` realpath ( 1 ) ` ` !"""
real = Path . root ( ) for segment in path . segments : current = real / segment seen = seen . add ( current ) while True : try : current = fs . readlink ( current ) except ( exceptions . FileNotFound , exceptions . NotASymlink ) : break else : cur...
def get_appliance_event_after_time ( self , location_id , since , per_page = None , page = None , min_power = None ) : """Get appliance events by location Id after defined time . Args : location _ id ( string ) : hexadecimal id of the sensor to query , e . g . ` ` 0x0013A20040B65FAD ` ` since ( string ) : I...
url = "https://api.neur.io/v1/appliances/events" headers = self . __gen_headers ( ) headers [ "Content-Type" ] = "application/json" params = { "locationId" : location_id , "since" : since } if min_power : params [ "minPower" ] = min_power if per_page : params [ "perPage" ] = per_page if page : params [ "pag...
def get_stream_handle ( stream = sys . stdout ) : """Get the OS appropriate handle for the corresponding output stream . : param str stream : The the stream to get the handle for : return : A handle to the appropriate stream , either a ctypes buffer or * * sys . stdout * * or * * sys . stderr * * ."""
handle = stream if os . name == "nt" : from . _winconsole import get_stream_handle as get_win_stream_handle return get_win_stream_handle ( stream ) return handle
def close_list ( ctx , root ) : """Close already opened list if needed . This will try to see if it is needed to close already opened list . : Args : - ctx ( : class : ` Context ` ) : Context object - root ( Element ) : lxml element representing current position . : Returns : lxml element where future c...
try : n = len ( ctx . in_list ) if n <= 0 : return root elem = root while n > 0 : while True : if elem . tag in [ 'ul' , 'ol' , 'td' ] : elem = elem . getparent ( ) break elem = elem . getparent ( ) n -= 1 ctx . in_list ...
def get_obsmeta ( self , lcid ) : """Get the observation metadata for the given id . This is table 3 of Sesar 2010"""
if self . _obsdata is None : self . _obsdata = fetch_rrlyrae_fitdata ( ) i = np . where ( self . _obsdata [ 'id' ] == lcid ) [ 0 ] if len ( i ) == 0 : raise ValueError ( "invalid lcid: {0}" . format ( lcid ) ) return self . _obsdata [ i [ 0 ] ]
def _edit_name ( name , code , add_code = None , delete_end = False ) : """Helping function for creating file names in . SAFE format : param name : initial string : type name : str : param code : : type code : str : param add _ code : : type add _ code : str or None : param delete _ end : : type del...
info = name . split ( '_' ) info [ 2 ] = code if add_code is not None : info [ 3 ] = add_code if delete_end : info . pop ( ) return '_' . join ( info )
def bin ( values , bins , labels = None ) : """Bins data into declared bins Bins data into declared bins . By default each bin is labelled with bin center values but an explicit list of bin labels may be defined . Args : values : Array of values to be binned bins : List or array containing the bin bound...
bins = np . asarray ( bins ) if labels is None : labels = ( bins [ : - 1 ] + np . diff ( bins ) / 2. ) else : labels = np . asarray ( labels ) dtype = 'float' if labels . dtype . kind == 'f' else 'O' binned = np . full_like ( values , ( np . nan if dtype == 'f' else None ) , dtype = dtype ) for lower , upper , ...
def get_assessments_by_bank ( self , bank_id ) : """Gets the list of ` ` Assessments ` ` associated with a ` ` Bank ` ` . arg : bank _ id ( osid . id . Id ) : ` ` Id ` ` of the ` ` Bank ` ` return : ( osid . assessment . AssessmentList ) - list of related assessments raise : NotFound - ` ` bank _ id ` ` is ...
# Implemented from template for # osid . resource . ResourceBinSession . get _ resources _ by _ bin mgr = self . _get_provider_manager ( 'ASSESSMENT' , local = True ) lookup_session = mgr . get_assessment_lookup_session_for_bank ( bank_id , proxy = self . _proxy ) lookup_session . use_isolated_bank_view ( ) return look...
def addSlider3D ( self , sliderfunc , pos1 , pos2 , xmin , xmax , value = None , s = 0.03 , title = "" , rotation = 0 , c = None , showValue = True , ) : """Add a 3D slider widget which can call an external custom function . : param sliderfunc : external function to be called by the widget : param list pos1 : f...
return addons . addSlider3D ( sliderfunc , pos1 , pos2 , xmin , xmax , value , s , title , rotation , c , showValue )
def enhance ( self ) : """Load metadata from a data service to improve naming . : raises tvrenamer . exceptions . ShowNotFound : when unable to find show / series name based on parsed name : raises tvrenamer . exceptions . EpisodeNotFound : when unable to find episode name ( s ) based on parsed data"""
series , error = self . api . get_series_by_name ( self . series_name ) if series is None : self . messages . append ( str ( error ) ) LOG . info ( self . messages [ - 1 ] ) raise exc . ShowNotFound ( str ( error ) ) self . series_name = self . api . get_series_name ( series ) self . episode_names , error =...
def _decimal_to_xsd_format ( value ) : """Converts a decimal . Decimal value to its XSD decimal type value . Result is a string containing the XSD decimal type ' s lexical value representation . The conversion is done without any precision loss . Note that Python ' s native decimal . Decimal string representa...
value = XDecimal . _decimal_canonical ( value ) negative , digits , exponent = value . as_tuple ( ) # The following implementation assumes the following tuple decimal # encoding ( part of the canonical decimal value encoding ) : # - digits must contain at least one element # - no leading integral 0 digits except a sing...
def typeahead ( self , workspace , params = { } , ** options ) : """Retrieves objects in the workspace based on an auto - completion / typeahead search algorithm . This feature is meant to provide results quickly , so do not rely on this API to provide extremely accurate search results . The result set is lim...
path = "/workspaces/%s/typeahead" % ( workspace ) return self . client . get_collection ( path , params , ** options )
def get_valid_residue ( residue ) : """Check if the given string represents a valid amino acid residue ."""
if residue is not None and amino_acids . get ( residue ) is None : res = amino_acids_reverse . get ( residue . lower ( ) ) if res is None : raise InvalidResidueError ( residue ) else : return res return residue
def _factorize_from_iterables ( iterables ) : """A higher - level wrapper over ` _ factorize _ from _ iterable ` . * This is an internal function * Parameters iterables : list - like of list - likes Returns codes _ list : list of ndarrays categories _ list : list of Indexes Notes See ` _ factorize _...
if len ( iterables ) == 0 : # For consistency , it should return a list of 2 lists . return [ [ ] , [ ] ] return map ( list , lzip ( * [ _factorize_from_iterable ( it ) for it in iterables ] ) )
def run_region ( data , region , vrn_files , out_file ) : """Perform variant calling on gVCF inputs in a specific genomic region ."""
broad_runner = broad . runner_from_config ( data [ "config" ] ) if broad_runner . gatk_type ( ) == "gatk4" : genomics_db = _run_genomicsdb_import ( vrn_files , region , out_file , data ) return _run_genotype_gvcfs_genomicsdb ( genomics_db , region , out_file , data ) else : vrn_files = _batch_gvcfs ( data ,...
def directory ( name , user = None , group = None , recurse = None , max_depth = None , dir_mode = None , file_mode = None , makedirs = False , clean = False , require = None , exclude_pat = None , follow_symlinks = False , force = False , backupname = None , allow_symlink = True , children_only = False , win_owner = N...
name = os . path . expanduser ( name ) ret = { 'name' : name , 'changes' : { } , 'result' : True , 'comment' : '' } if not name : return _error ( ret , 'Must provide name to file.directory' ) # Remove trailing slash , if present and we ' re not working on " / " itself if name [ - 1 ] == '/' and name != '/' : na...
def parse_external_id ( output , type = EXTERNAL_ID_TYPE_ANY ) : """Attempt to parse the output of job submission commands for an external id . _ _ doc _ _ > > > parse _ external _ id ( " 12345 . pbsmanager " ) '12345 . pbsmanager ' > > > parse _ external _ id ( ' Submitted batch job 185 ' ) '185' > > > p...
external_id = None for pattern_type , pattern in EXTERNAL_ID_PATTERNS : if type != EXTERNAL_ID_TYPE_ANY and type != pattern_type : continue match = search ( pattern , output ) if match : external_id = match . group ( 1 ) break return external_id
def _container_getitem ( instance , elts , index , context = None ) : """Get a slice or an item , using the given * index * , for the given sequence ."""
try : if isinstance ( index , Slice ) : index_slice = _infer_slice ( index , context = context ) new_cls = instance . __class__ ( ) new_cls . elts = elts [ index_slice ] new_cls . parent = instance . parent return new_cls if isinstance ( index , Const ) : return e...
def _prepare_wsdl_objects ( self ) : """Create the data structure and get it ready for the WSDL request ."""
self . CarrierCode = 'FDXE' self . Origin = self . client . factory . create ( 'Address' ) self . Destination = self . client . factory . create ( 'Address' ) self . ShipDate = datetime . date . today ( ) . isoformat ( ) self . Service = None self . Packaging = 'YOUR_PACKAGING'
def capzone ( self , nt = 10 , zstart = None , hstepmax = 10 , vstepfrac = 0.2 , tmax = None , nstepmax = 100 , silent = '.' ) : """Compute a capture zone Parameters nt : int number of path lines zstart : scalar starting elevation of the path lines hstepmax : scalar maximum step in horizontal space ...
xstart , ystart , zstart = self . capzonestart ( nt , zstart ) xyzt = timtracelines ( self . model , xstart , ystart , zstart , - np . abs ( hstepmax ) , vstepfrac = 0.2 , tmax = tmax , nstepmax = 100 , silent = '.' ) return xyzt
def get_data ( self ) : """reads data from current WD measurement . txt or magic _ measurements . txt depending on data model and sorts it into main measurements data structures given bellow : Data - { specimen : { zijdblock : [ [ treatment temp - str , dec - float , inc - float , mag _ moment - float , Z...
# Read magic measurement file and sort to blocks # All meas data information is stored in Data [ secimen ] = { } Data = { } Data_hierarchy = { } Data_hierarchy [ 'study' ] = { } Data_hierarchy [ 'locations' ] = { } Data_hierarchy [ 'sites' ] = { } Data_hierarchy [ 'samples' ] = { } Data_hierarchy [ 'specimens' ] = { } ...
def get_locale_choices ( locale_dir ) : """Get a list of locale file names in the given locale dir ."""
file_name_s = os . listdir ( locale_dir ) choice_s = [ ] for file_name in file_name_s : if file_name . endswith ( I18n . TT_FILE_EXT_STXT ) : file_name_noext , _ = os . path . splitext ( file_name ) if file_name_noext : choice_s . append ( file_name_noext ) choice_s = sorted ( choice_s )...
def create_epub ( ident_hash , file , format = 'raw' ) : """Creates an epub from an ` ` ident _ hash ` ` , which is output to the given ` ` file ` ` ( a file - like object ) . Returns None , writes to the given ` ` file ` ` ."""
model = factory ( ident_hash , baked = ( format != 'raw' ) ) if isinstance ( model , cnxepub . Document ) : model = cnxepub . TranslucentBinder ( nodes = [ model ] ) cnxepub . make_epub ( model , file )
def _strip_top_comments ( lines : Sequence [ str ] , line_separator : str ) -> str : """Strips # comments that exist at the top of the given lines"""
lines = copy . copy ( lines ) while lines and lines [ 0 ] . startswith ( "#" ) : lines = lines [ 1 : ] return line_separator . join ( lines )
def get_stoch ( self , symbol , interval = 'daily' , fastkperiod = None , slowkperiod = None , slowdperiod = None , slowkmatype = None , slowdmatype = None ) : """Return the stochatic oscillator values in two json objects as data and meta _ data . It raises ValueError when problems arise Keyword Arguments : ...
_FUNCTION_KEY = "STOCH" return _FUNCTION_KEY , 'Technical Analysis: STOCH' , 'Meta Data'
def thermostat_states ( self ) : """: return : A list of thermostatstate object modeled as named tuples"""
return [ ThermostatState ( STATES [ state . get ( 'id' ) ] , state . get ( 'id' ) , state . get ( 'tempValue' ) , state . get ( 'dhw' ) ) for state in self . _state [ 'thermostatStates' ] [ 'state' ] ]
def n_bifurcation_points ( neurites , neurite_type = NeuriteType . all ) : '''number of bifurcation points in a collection of neurites'''
return n_sections ( neurites , neurite_type = neurite_type , iterator_type = Tree . ibifurcation_point )
def generate_type ( self ) : """Validation of type . Can be one type or list of types . Since draft 06 a float without fractional part is an integer . . . code - block : : python { ' type ' : ' string ' } { ' type ' : [ ' string ' , ' number ' ] }"""
types = enforce_list ( self . _definition [ 'type' ] ) try : python_types = ', ' . join ( JSON_TYPE_TO_PYTHON_TYPE [ t ] for t in types ) except KeyError as exc : raise JsonSchemaDefinitionException ( 'Unknown type: {}' . format ( exc ) ) extra = '' if 'integer' in types : extra += ' and not (isinstance({va...
def create ( cls , name , user = None , network_element = None , domain_name = None , zone = None , executable = None ) : """Create a match expression : param str name : name of match expression : param str user : name of user or user group : param Element network _ element : valid network element type , i . ...
ref_list = [ ] if user : pass if network_element : ref_list . append ( network_element . href ) if domain_name : ref_list . append ( domain_name . href ) if zone : ref_list . append ( zone . href ) if executable : pass json = { 'name' : name , 'ref' : ref_list } return ElementCreator ( cls , json )
def adapt_single_html ( html ) : """Adapts a single html document generated by ` ` . formatters . SingleHTMLFormatter ` ` to a ` ` models . Binder ` `"""
html_root = etree . fromstring ( html ) metadata = parse_metadata ( html_root . xpath ( '//*[@data-type="metadata"]' ) [ 0 ] ) id_ = metadata [ 'cnx-archive-uri' ] or 'book' binder = Binder ( id_ , metadata = metadata ) nav_tree = parse_navigation_html_to_tree ( html_root , id_ ) body = html_root . xpath ( '//xhtml:bod...
def get_dimension_indices ( self , query ) : """Converts a dimension / category list of dicts into a list of dimensions ’ indices . Args : query ( list ) : dimension / category list of dicts . Returns : indices ( list ) : list of dimensions ' indices ."""
ids = self [ 'id' ] if self . get ( 'id' ) else self [ 'dimension' ] [ 'id' ] indices = [ ] for idx , id in enumerate ( ids ) : indices . append ( self . get_dimension_index ( id , [ d . get ( id ) for d in query if id in d ] [ 0 ] ) ) return indices
def parse ( self , arguments ) : """Parses one or more arguments with the installed parser . Args : arguments : a single argument or a list of arguments ( typically a list of default values ) ; a single argument is converted internally into a list containing one item ."""
if not isinstance ( arguments , list ) : # Default value may be a list of values . Most other arguments # will not be , so convert them into a single - item list to make # processing simpler below . arguments = [ arguments ] if self . present : # keep a backup reference to list of previously supplied option values ...
def _remap_pair ( self , operation , src , dst , * args , ** kw ) : """Called for path pairs like rename , link , and symlink operations"""
if not self . _ok ( src ) or not self . _ok ( dst ) : self . _violation ( operation , src , dst , * args , ** kw ) return ( src , dst )
def replace_in_files ( dirname , replace ) : """Replace current version with new version in requirements files ."""
filepath = os . path . abspath ( dirname / "requirements.in" ) if os . path . isfile ( filepath ) and header_footer_exists ( filepath ) : replaced = re . sub ( Utils . exp , replace , get_file_string ( filepath ) ) with open ( filepath , "w" ) as f : f . write ( replaced ) print ( color ( "Written t...
async def rotate_slaves ( self ) : "Round - robin slave balancer"
slaves = await self . sentinel_manager . discover_slaves ( self . service_name ) slave_address = list ( ) if slaves : if self . slave_rr_counter is None : self . slave_rr_counter = random . randint ( 0 , len ( slaves ) - 1 ) for _ in range ( len ( slaves ) ) : self . slave_rr_counter = ( self . ...
def ParseOptions ( cls , options , configuration_object ) : """Parses and validates options . Args : options ( argparse . Namespace ) : parser options . configuration _ object ( CLITool ) : object to be configured by the argument helper . Raises : BadConfigObject : when the configuration object is of th...
if not isinstance ( configuration_object , tools . CLITool ) : raise errors . BadConfigObject ( 'Configuration object is not an instance of CLITool' ) profilers = cls . _ParseStringOption ( options , 'profilers' ) if not profilers : profilers = set ( ) elif profilers . lower ( ) != 'list' : profilers = set ...
def trail ( self ) : """Return an ( N , 2 ) array of mouse coordinates for every event in the current mouse drag operation . Returns None if there is no current drag operation ."""
events = self . drag_events ( ) if events is None : return None trail = np . empty ( ( len ( events ) , 2 ) , dtype = int ) for i , ev in enumerate ( events ) : trail [ i ] = ev . pos return trail
def start ( self ) : """Commence audio processing . If successful , the stream is considered active ."""
err = _pa . Pa_StartStream ( self . _stream ) if err == _pa . paStreamIsNotStopped : return self . _handle_error ( err )
def rev_comp ( seq , molecule = 'dna' ) : """DNA | RNA seq - > reverse complement"""
if molecule == 'dna' : nuc_dict = { "A" : "T" , "B" : "V" , "C" : "G" , "D" : "H" , "G" : "C" , "H" : "D" , "K" : "M" , "M" : "K" , "N" : "N" , "R" : "Y" , "S" : "S" , "T" : "A" , "V" : "B" , "W" : "W" , "Y" : "R" } elif molecule == 'rna' : nuc_dict = { "A" : "U" , "B" : "V" , "C" : "G" , "D" : "H" , "G" : "C" ...
def get_vector ( self , lr_motor : float , rr_motor : float , lf_motor : float , rf_motor : float ) -> typing . Tuple [ float , float , float ] : """Given motor values , retrieves the vector of ( distance , speed ) for your robot : param lr _ motor : Left rear motor value ( - 1 to 1 ) ; 1 is forward : param rr ...
# From http : / / www . chiefdelphi . com / media / papers / download / 2722 pp7-9 # [ F ] [ omega ] ( r ) = [ V ] # F is # .25 . 25 . 25 . 25 # - . 25 . 25 - . 25 . 25 # - . 25k - . 25k . 25k . 25k # omega is # [ lf lr rr rf ] if self . deadzone : lf_motor = self . deadzone ( lf_motor ) lr_motor = self . deadz...
def generate_sample_cdk_py_module ( env_root , module_dir = None ) : """Generate skeleton CDK python sample module ."""
if module_dir is None : module_dir = os . path . join ( env_root , 'sampleapp.cdk' ) generate_sample_module ( module_dir ) for i in [ 'app.py' , 'cdk.json' , 'lambda-index.py' , 'package.json' , 'runway.module.yml' , 'Pipfile' ] : shutil . copyfile ( os . path . join ( ROOT , 'templates' , 'cdk-py' , i ) , os ....
def _search ( self , u , start_dim , total_dim , n_add ) : """Search the graph for all the layers to be widened caused by an operation . It is an recursive function with duplication check to avoid deadlock . It searches from a starting node u until the corresponding layers has been widened . Args : u : The ...
if ( u , start_dim , total_dim , n_add ) in self . vis : return self . vis [ ( u , start_dim , total_dim , n_add ) ] = True for v , layer_id in self . adj_list [ u ] : layer = self . layer_list [ layer_id ] if is_layer ( layer , "Conv" ) : new_layer = wider_next_conv ( layer , start_dim , total_dim ...
def _sub_latlon ( self , other ) : '''Called when subtracting a LatLon object from self'''
inv = self . _pyproj_inv ( other ) heading = inv [ 'heading_reverse' ] distance = inv [ 'distance' ] return GeoVector ( initial_heading = heading , distance = distance )
def get_bundle_by_name ( self , bundle_name ) : # type : ( str ) - > Optional [ Bundle ] """Retrieves the bundle with the given name : param bundle _ name : Name of the bundle to look for : return : The requested bundle , None if not found"""
if bundle_name is None : # Nothing to do return None if bundle_name is self . get_symbolic_name ( ) : # System bundle requested return self with self . __bundles_lock : for bundle in self . __bundles . values ( ) : if bundle_name == bundle . get_symbolic_name ( ) : # Found ! return bundl...
def write_pagerange ( self , pagerange , prefix = '' ) : """Save the subset of pages specified in ` pagerange ` ( dict ) as separate PDF . e . g . pagerange = { ' title ' : ' First chapter ' , ' page _ start ' : 0 , ' page _ end ' : 5}"""
writer = PdfFileWriter ( ) slug = "" . join ( [ c for c in pagerange [ 'title' ] . replace ( " " , "-" ) if c . isalnum ( ) or c == "-" ] ) write_to_path = os . path . sep . join ( [ self . directory , "{}{}.pdf" . format ( prefix , slug ) ] ) for page in range ( pagerange [ 'page_start' ] , pagerange [ 'page_end' ] ) ...
def _flush_index ( self ) : """Writes the current list of file paths in the index to the json file and then sets self . _ _ index = None ."""
data = { 'version' : self . version , 'index' : self . _index } with open ( self . _get_path ( 'index.json' ) , 'w' ) as f : json . dump ( data , f ) self . __index = None
def _fetch ( self , params , required , defaults ) : """Make the NVP request and store the response ."""
defaults . update ( params ) pp_params = self . _check_and_update_params ( required , defaults ) pp_string = self . signature + urlencode ( pp_params ) response = self . _request ( pp_string ) response_params = self . _parse_response ( response ) log . debug ( 'PayPal Request:\n%s\n' , pprint . pformat ( defaults ) ) l...
def _create_network_backing ( network_name , switch_type , parent_ref ) : '''Returns a vim . vm . device . VirtualDevice . BackingInfo object specifying a virtual ethernet card backing information network _ name string , network name switch _ type string , type of switch parent _ ref Parent reference ...
log . trace ( 'Configuring virtual machine network backing network_name=%s ' 'switch_type=%s parent=%s' , network_name , switch_type , salt . utils . vmware . get_managed_object_name ( parent_ref ) ) backing = { } if network_name : if switch_type == 'standard' : networks = salt . utils . vmware . get_networ...
def generate_key ( ctx , slot , public_key_output , management_key , pin , algorithm , format , pin_policy , touch_policy ) : """Generate an asymmetric key pair . The private key is generated on the YubiKey , and written to one of the slots . SLOT PIV slot where private key should be stored . PUBLIC - KEY F...
dev = ctx . obj [ 'dev' ] controller = ctx . obj [ 'controller' ] _ensure_authenticated ( ctx , controller , pin , management_key ) algorithm_id = ALGO . from_string ( algorithm ) if pin_policy : pin_policy = PIN_POLICY . from_string ( pin_policy ) if touch_policy : touch_policy = TOUCH_POLICY . from_string ( t...
def ecef_to_geodetic ( x , y , z , method = None ) : """Convert ECEF into Geodetic WGS84 coordinates Parameters x : float or array _ like ECEF - X in km y : float or array _ like ECEF - Y in km z : float or array _ like ECEF - Z in km method : ' iterative ' or ' closed ' ( ' closed ' is deafult ) ...
# quick notes on ECEF to Geodetic transformations # http : / / danceswithcode . net / engineeringnotes / geodetic _ to _ ecef / geodetic _ to _ ecef . html method = method or 'closed' # ellipticity of Earth ellip = np . sqrt ( 1. - earth_b ** 2 / earth_a ** 2 ) # first eccentricity squared e2 = ellip ** 2 # 6.694379990...
def create ( name , profile ) : '''Create the named vm CLI Example : . . code - block : : bash salt < minion - id > saltcloud . create webserver rackspace _ centos _ 512'''
cmd = 'salt-cloud --out json -p {0} {1}' . format ( profile , name ) out = __salt__ [ 'cmd.run_stdout' ] ( cmd , python_shell = False ) try : ret = salt . utils . json . loads ( out ) except ValueError : ret = { } return ret
def main ( model_folder , override = False ) : """Parse the info . yml from ` ` model _ folder ` ` and create the model file ."""
model_description_file = os . path . join ( model_folder , "info.yml" ) # Read the model description file with open ( model_description_file , 'r' ) as ymlfile : model_description = yaml . load ( ymlfile ) project_root = utils . get_project_root ( ) # Read the feature description file feature_folder = os . path . j...
def log_to_ganttplot ( execution_history_items ) : """Example how to use the DataFrame representation"""
import matplotlib . pyplot as plt import matplotlib . dates as dates import numpy as np d = log_to_DataFrame ( execution_history_items ) # de - duplicate states and make mapping from state to idx unique_states , idx = np . unique ( d . path_by_name , return_index = True ) ordered_unique_states = np . array ( d . path_b...
def set_app_id ( self , id , version , icon ) : '''Sets some meta - information about the application . See also L { set _ user _ agent } ( ) . @ param id : Java - style application identifier , e . g . " com . acme . foobar " . @ param version : application version numbers , e . g . " 1.2.3 " . @ param ico...
return libvlc_set_app_id ( self , str_to_bytes ( id ) , str_to_bytes ( version ) , str_to_bytes ( icon ) )
def send_api_request ( self , method , url , params = { } , valid_parameters = [ ] , needs_api_key = False ) : """Sends the url with parameters to the requested url , validating them to make sure that they are what we expect to have passed to us : param method : a string , the request method you want to make ...
if needs_api_key : params . update ( { 'api_key' : self . request . consumer_key } ) valid_parameters . append ( 'api_key' ) files = { } if 'data' in params : if isinstance ( params [ 'data' ] , list ) : for idx , data in enumerate ( params [ 'data' ] ) : files [ 'data[' + str ( idx ) + ...
def filename_to_url ( filename : str , cache_dir : str = None ) -> Tuple [ str , str ] : """Return the url and etag ( which may be ` ` None ` ` ) stored for ` filename ` . Raise ` ` FileNotFoundError ` ` if ` filename ` or its stored metadata do not exist ."""
if cache_dir is None : cache_dir = CACHE_DIRECTORY cache_path = os . path . join ( cache_dir , filename ) if not os . path . exists ( cache_path ) : raise FileNotFoundError ( "file {} not found" . format ( cache_path ) ) meta_path = cache_path + '.json' if not os . path . exists ( meta_path ) : raise FileNo...
def contribute_to_class ( self , process , fields , name ) : """Register this field with a specific process . : param process : Process descriptor instance : param fields : Fields registry to use : param name : Field name"""
super ( ) . contribute_to_class ( process , fields , name ) self . inner . name = name self . inner . process = process
def create_one_index ( self , instance , update = False , delete = False , commit = True ) : ''': param instance : sqlalchemy instance object : param update : when update is True , use ` update _ document ` , default ` False ` : param delete : when delete is True , use ` delete _ by _ term ` with id ( primary k...
if update and delete : raise ValueError ( "update and delete can't work togther" ) table = instance . __class__ ix = self . _index ( table ) searchable = ix . fields attrs = { DEFAULT_PRIMARY_KEY : str ( instance . id ) } for field in searchable : if '.' in field : attrs [ field ] = str ( relation_colum...
def create_model_from_job ( self , training_job_name , name = None , role = None , primary_container_image = None , model_data_url = None , env = None , vpc_config_override = vpc_utils . VPC_CONFIG_DEFAULT ) : """Create an Amazon SageMaker ` ` Model ` ` from a SageMaker Training Job . Args : training _ job _ na...
training_job = self . sagemaker_client . describe_training_job ( TrainingJobName = training_job_name ) name = name or training_job_name role = role or training_job [ 'RoleArn' ] env = env or { } primary_container = container_def ( primary_container_image or training_job [ 'AlgorithmSpecification' ] [ 'TrainingImage' ] ...
def ColorLuminance ( color ) : """Compute the brightness of an sRGB color using the formula from http : / / www . w3 . org / TR / 2000 / WD - AERT - 20000426 # color - contrast . Args : color : a string of 6 hex digits in the format verified by IsValidHexColor ( ) . Returns : A floating - point number bet...
r = int ( color [ 0 : 2 ] , 16 ) g = int ( color [ 2 : 4 ] , 16 ) b = int ( color [ 4 : 6 ] , 16 ) return ( 299 * r + 587 * g + 114 * b ) / 1000.0
def cache_key ( self , request , method = None ) : """the cache key is the absolute uri and the request method"""
if method is None : method = request . method return "bettercache_page:%s:%s" % ( request . build_absolute_uri ( ) , method )
def execute_script ( self , name , keys , * args , ** options ) : '''Execute a script . makes sure all required scripts are loaded .'''
script = get_script ( name ) if not script : raise redis . RedisError ( 'No such script "%s"' % name ) address = self . address ( ) if address not in all_loaded_scripts : all_loaded_scripts [ address ] = set ( ) loaded = all_loaded_scripts [ address ] toload = script . required_scripts . difference ( loaded ) f...
def configure_logger ( self , name , config , incremental = False ) : """Configure a non - root logger from a dictionary ."""
logger = logging . getLogger ( name ) self . common_logger_config ( logger , config , incremental ) propagate = config . get ( 'propagate' , None ) if propagate is not None : logger . propagate = propagate
def parse_tag ( tag ) : """Parse the syntax of a language tag , without looking up anything in the registry , yet . Returns a list of ( type , value ) tuples indicating what information will need to be looked up ."""
tag = normalize_characters ( tag ) if tag in EXCEPTIONS : return [ ( 'grandfathered' , tag ) ] else : # The first subtag is always either the language code , or ' x ' to mark # the entire tag as private - use . Other subtags are distinguished # by their length and format , but the language code is distinguished # e...
def prepare_token_request ( self , token_url , authorization_response = None , redirect_url = None , state = None , body = '' , ** kwargs ) : """Prepare a token creation request . Note that these requests usually require client authentication , either by including client _ id or a set of provider specific authe...
if not is_secure_transport ( token_url ) : raise InsecureTransportError ( ) state = state or self . state if authorization_response : self . parse_request_uri_response ( authorization_response , state = state ) self . redirect_url = redirect_url or self . redirect_url body = self . prepare_request_body ( body =...
def stem ( self , p , metadata = None ) : """In stem ( p , i , j ) , p is a char pointer , and the string to be stemmed is from p [ i ] to p [ j ] inclusive . Typically i is zero and j is the offset to the last character of a string , ( p [ j + 1 ] = = ' \0 ' ) . The stemmer adjusts the characters p [ i ] . ....
# TODO : removed i and j from the original implementation # to comply with the ` token . update ` API i = 0 j = len ( p ) - 1 # copy the parameters into statics self . b = p self . k = j self . k0 = i if self . k <= self . k0 + 1 : return self . b # - - DEPARTURE - - # With this line , strings of length 1 or 2 don ...
def scrypt_mcf ( password , salt = None , N = SCRYPT_N , r = SCRYPT_r , p = SCRYPT_p , prefix = SCRYPT_MCF_PREFIX_DEFAULT ) : """Derives a Modular Crypt Format hash using the scrypt KDF Parameter space is smaller than for scrypt ( ) : N must be a power of two larger than 1 but no larger than 2 * * 31 r and p ...
if ( prefix != SCRYPT_MCF_PREFIX_s1 and prefix != SCRYPT_MCF_PREFIX_ANY ) : return mcf_mod . scrypt_mcf ( scrypt , password , salt , N , r , p , prefix ) if isinstance ( password , unicode ) : password = password . encode ( 'utf8' ) elif not isinstance ( password , bytes ) : raise TypeError ( 'password must...
def rescan_hba ( kwargs = None , call = None ) : '''To rescan a specified HBA or all the HBAs on the Host System CLI Example : . . code - block : : bash salt - cloud - f rescan _ hba my - vmware - config host = " hostSystemName " salt - cloud - f rescan _ hba my - vmware - config hba = " hbaDeviceName " hos...
if call != 'function' : raise SaltCloudSystemExit ( 'The rescan_hba function must be called with ' '-f or --function.' ) hba = kwargs . get ( 'hba' ) if kwargs and 'hba' in kwargs else None host_name = kwargs . get ( 'host' ) if kwargs and 'host' in kwargs else None if not host_name : raise SaltCloudSystemExit ...
def get_X_gradients ( self , X ) : """Get the gradients of the posterior distribution of X in its specific form ."""
return X . mean . gradient , X . variance . gradient , X . binary_prob . gradient
def toggle_pawn_cfg ( self ) : """Show or hide the pop - over where you can configure the dummy pawn"""
if self . app . manager . current == 'pawncfg' : dummything = self . app . dummything self . ids . thingtab . remove_widget ( dummything ) dummything . clear ( ) if self . app . pawncfg . prefix : dummything . prefix = self . app . pawncfg . prefix dummything . num = dummynum ( self . ap...
def get_venue_details ( self , venue_id ) : '''a method to retrieve venue details from meetup api : param venue _ id : integer for meetup id for venue : return : dictionary with venue details inside [ json ] key venue _ details = self . objects . venue . schema'''
title = '%s.get_venue_details' % self . __class__ . __name__ # validate inputs input_fields = { 'venue_id' : venue_id } for key , value in input_fields . items ( ) : if value : object_title = '%s(%s=%s)' % ( title , key , str ( value ) ) self . fields . validate ( value , '.%s' % key , object_title ...
def update ( self , visualization ) : """Updates existing visualization : param visualization : instance of Visualization that was previously loaded : return :"""
res = self . es . update ( index = self . index , id = visualization . id , doc_type = self . doc_type , body = { 'doc' : visualization . to_kibana ( ) } , refresh = True ) return res
def delete ( cls , repo , * heads , ** kwargs ) : """Delete the given heads : param force : If True , the heads will be deleted even if they are not yet merged into the main development stream . Default False"""
force = kwargs . get ( "force" , False ) flag = "-d" if force : flag = "-D" repo . git . branch ( flag , * heads )
def swapaxes ( vari , ax1 , ax2 ) : """Interchange two axes of a polynomial ."""
if isinstance ( vari , Poly ) : core = vari . A . copy ( ) for key in vari . keys : core [ key ] = swapaxes ( core [ key ] , ax1 , ax2 ) return Poly ( core , vari . dim , None , vari . dtype ) return numpy . swapaxes ( vari , ax1 , ax2 )
def pairs ( sel , excluded_neighbors = 0 ) : """Creates all pairs between indexes . Will exclude closest neighbors up to : py : obj : ` excluded _ neighbors ` The self - pair ( i , i ) is always excluded Parameters sel : ndarray ( ( n ) , dtype = int ) array with selected atom indexes excluded _ neighbors...
assert isinstance ( excluded_neighbors , int ) p = [ ] for i in range ( len ( sel ) ) : for j in range ( i + 1 , len ( sel ) ) : # get ordered pair I = sel [ i ] J = sel [ j ] if ( I > J ) : I = sel [ j ] J = sel [ i ] # exclude 1 and 2 neighbors if ( ...
def readlines ( self , size = None ) : """Reads a file into a list of strings . It calls : meth : ` readline ` until the file is read to the end . It does support the optional ` size ` argument if the underlaying stream supports it for ` readline ` ."""
last_pos = self . _pos result = [ ] if size is not None : end = min ( self . limit , last_pos + size ) else : end = self . limit while 1 : if size is not None : size -= last_pos - self . _pos if self . _pos >= end : break result . append ( self . readline ( size ) ) if size is no...
def pack_tuple ( self , values ) : """Pack tuple of values < tuple > : : = < cardinality > < field > + : param value : tuple to be packed : type value : tuple of scalar values ( bytes , str or int ) : return : packed tuple : rtype : bytes"""
assert isinstance ( values , ( tuple , list ) ) cardinality = [ struct_L . pack ( len ( values ) ) ] packed_items = [ self . pack_field ( v ) for v in values ] return b'' . join ( itertools . chain ( cardinality , packed_items ) )
def groupBy ( self , * cols ) : """Groups the : class : ` DataFrame ` using the specified columns , so we can run aggregation on them . See : class : ` GroupedData ` for all the available aggregate functions . : func : ` groupby ` is an alias for : func : ` groupBy ` . : param cols : list of columns to grou...
jgd = self . _jdf . groupBy ( self . _jcols ( * cols ) ) from pyspark . sql . group import GroupedData return GroupedData ( jgd , self )
def subject_areas ( self ) : """List of named tuples of subject areas in the form ( area , abbreviation , code ) of author ' s publication ."""
path = [ 'subject-areas' , 'subject-area' ] area = namedtuple ( 'Subjectarea' , 'area abbreviation code' ) areas = [ area ( area = item [ '$' ] , code = item [ '@code' ] , abbreviation = item [ '@abbrev' ] ) for item in chained_get ( self . _json , path , [ ] ) ] return areas or None
def detect_and_visualize ( self , im_list , root_dir = None , extension = None , classes = [ ] , thresh = 0.6 , show_timer = False ) : """wrapper for im _ detect and visualize _ detection Parameters : im _ list : list of str or str image path or list of image paths root _ dir : str or None directory of in...
dets = self . im_detect ( im_list , root_dir , extension , show_timer = show_timer ) if not isinstance ( im_list , list ) : im_list = [ im_list ] assert len ( dets ) == len ( im_list ) for k , det in enumerate ( dets ) : img = cv2 . imread ( im_list [ k ] ) img = cv2 . cvtColor ( img , cv2 . COLOR_BGR2RGB )...
def vinet_dPdV ( v , v0 , k0 , k0p , precision = 1.e-5 ) : """calculate dP / dV for numerical calculation of bulk modulus according to test this differs from analytical result by 1 . e - 5 : param v : unit - cell volume in A ^ 3 : param v0 : unit - cell volume in A ^ 3 at 1 bar : param k0 : bulk modulus at ...
def f_scalar ( v , v0 , k0 , k0p , precision = 1.e-5 ) : return derivative ( vinet_p , v , args = ( v0 , k0 , k0p ) , dx = v0 * precision ) f_v = np . vectorize ( f_scalar , excluded = [ 1 , 2 , 3 , 4 ] ) return f_v ( v , v0 , k0 , k0p , precision = precision )
def read ( in_path ) : """Read a grp file at the path specified by in _ path . Args : in _ path ( string ) : path to GRP file Returns : grp ( list )"""
assert os . path . exists ( in_path ) , "The following GRP file can't be found. in_path: {}" . format ( in_path ) with open ( in_path , "r" ) as f : lines = f . readlines ( ) # need the second conditional to ignore comment lines grp = [ line . strip ( ) for line in lines if line and not re . match ( "^#" , ...
def write_obs_summary_table ( self , filename = None , group_names = None ) : """write a stand alone observation summary latex table Parameters filename : str latex filename . If None , use < case > . par . tex . Default is None group _ names : dict par group names : table names for example { " w0 " : " w...
ffmt = lambda x : "{0:5G}" . format ( x ) obs = self . observation_data . copy ( ) obsgp = obs . groupby ( obs . obgnme ) . groups cols = [ "obgnme" , "obsval" , "nzcount" , "zcount" , "weight" , "stdev" , "pe" ] labels = { "obgnme" : "group" , "obsval" : "value" , "nzcount" : "non-zero weight" , "zcount" : "zero weigh...
def is_watertight ( self ) : """Check if a mesh is watertight by making sure every edge is included in two faces . Returns is _ watertight : bool Is mesh watertight or not"""
if self . is_empty : return False watertight , winding = graph . is_watertight ( edges = self . edges , edges_sorted = self . edges_sorted ) self . _cache [ 'is_winding_consistent' ] = winding return watertight