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def smart_search_vrf ( self , auth , query_str , search_options = None , extra_query = None ) : """Perform a smart search on VRF list . * ` auth ` [ BaseAuth ] AAA options . * ` query _ str ` [ string ] Search string * ` search _ options ` [ options _ dict ] Search options . See : func : ` search _ vrf ...
if search_options is None : search_options = { } self . _logger . debug ( "smart_search_vrf query string: %s" % query_str ) success , query = self . _parse_vrf_query ( query_str ) if not success : return { 'interpretation' : query , 'search_options' : search_options , 'result' : [ ] , 'error' : True , 'error_me...
def moments_match_ep ( self , obs , tau , v , Y_metadata_i = None ) : """Calculation of moments using quadrature : param obs : observed output : param tau : cavity distribution 1st natural parameter ( precision ) : param v : cavity distribution 2nd natural paramenter ( mu * precision )"""
# Compute first integral for zeroth moment . # NOTE constant np . sqrt ( 2 * pi / tau ) added at the end of the function mu = v / tau sigma2 = 1. / tau # Lets do these for now based on the same idea as Gaussian quadrature # i . e . multiply anything by close to zero , and its zero . f_min = mu - 20 * np . sqrt ( sigma2...
def format_time ( time ) : """Formats the given time into HH : MM : SS"""
h , r = divmod ( time / 1000 , 3600 ) m , s = divmod ( r , 60 ) return "%02d:%02d:%02d" % ( h , m , s )
def package ( options ) : """Creates a tarball to use for building the system elsewhere"""
import pkg_resources import tarfile import geonode version = geonode . get_version ( ) # Use GeoNode ' s version for the package name . pkgname = 'GeoNode-%s-all' % version # Create the output directory . out_pkg = path ( pkgname ) out_pkg_tar = path ( "%s.tar.gz" % pkgname ) # Create a distribution in zip format for t...
def insert ( self , packet , time = None , ** kwargs ) : '''Insert a packet into the database Arguments packet The : class : ` ait . core . tlm . Packet ` instance to insert into the database time Optional parameter specifying the time value to use when inserting the record into the database . Default...
fields = { } pd = packet . _defn for defn in pd . fields : val = getattr ( packet . raw , defn . name ) if pd . history and defn . name in pd . history : val = getattr ( packet . history , defn . name ) if val is not None and not ( isinstance ( val , float ) and math . isnan ( val ) ) : fiel...
def iterchildren ( self ) : """Iterates the subkeys for this Registry key . @ rtype : iter of L { RegistryKey } @ return : Iterator of subkeys ."""
handle = self . handle index = 0 while 1 : subkey = win32 . RegEnumKey ( handle , index ) if subkey is None : break yield self . child ( subkey ) index += 1
def match ( self , files ) : """Matches this pattern against the specified files . * files * ( : class : ` ~ collections . abc . Iterable ` of : class : ` str ` ) contains each file relative to the root directory ( e . g . , ` ` " relative / path / to / file " ` ` ) . Returns an : class : ` ~ collections . ab...
raise NotImplementedError ( "{}.{} must override match()." . format ( self . __class__ . __module__ , self . __class__ . __name__ ) )
def write ( self , frame ) : """Write frame to Bus ."""
if not isinstance ( frame , FrameBase ) : raise PyVLXException ( "Frame not of type FrameBase" , frame_type = type ( frame ) ) PYVLXLOG . debug ( "SEND: %s" , frame ) self . transport . write ( slip_pack ( bytes ( frame ) ) )
def __init_keystone_session ( self ) : """Create and return a Keystone session object ."""
api = self . _identity_api_version # for readability tried = [ ] if api in [ '3' , None ] : sess = self . __init_keystone_session_v3 ( check = ( api is None ) ) tried . append ( 'v3' ) if sess : return sess if api in [ '2' , None ] : sess = self . __init_keystone_session_v2 ( check = ( api is No...
def a2bits_list ( chars : str , encoding : str = "UTF-8" ) -> List [ str ] : """Convert a string to its bits representation as a list of 0 ' s and 1 ' s . > > > a2bits _ list ( " Hello World ! " ) [ ' 01001000 ' , '01100101 ' , '01101100 ' , '01101100 ' , '01101111 ' , '00100000 ' , '01010111 ' , ...
return [ bin ( ord ( x ) ) [ 2 : ] . rjust ( ENCODINGS [ encoding ] , "0" ) for x in chars ]
def style_classpath ( self , products , scheduler ) : """Returns classpath as paths for scalastyle ."""
classpath_entries = self . _tool_classpath ( 'scalastyle' , products , scheduler ) return [ classpath_entry . path for classpath_entry in classpath_entries ]
def get_ht_mcs ( mcs ) : """http : / / git . kernel . org / cgit / linux / kernel / git / jberg / iw . git / tree / util . c ? id = v3.17 # n591. Positional arguments : mcs - - bytearray . Returns : Dict ."""
answers = dict ( ) max_rx_supp_data_rate = ( mcs [ 10 ] & ( ( mcs [ 11 ] & 0x3 ) << 8 ) ) tx_mcs_set_defined = not not ( mcs [ 12 ] & ( 1 << 0 ) ) tx_mcs_set_equal = not ( mcs [ 12 ] & ( 1 << 1 ) ) tx_max_num_spatial_streams = ( ( mcs [ 12 ] >> 2 ) & 3 ) + 1 tx_unequal_modulation = not not ( mcs [ 12 ] & ( 1 << 4 ) ) i...
def pdf ( self , x , e = 0. , w = 1. , a = 0. ) : """probability density function see : https : / / en . wikipedia . org / wiki / Skew _ normal _ distribution : param x : input value : param e : : param w : : param a : : return :"""
t = ( x - e ) / w return 2. / w * stats . norm . pdf ( t ) * stats . norm . cdf ( a * t )
def indent ( lines , spaces = 4 ) : """Indent ` lines ` by ` spaces ` spaces . Parameters lines : Union [ str , List [ str ] ] A string or list of strings to indent spaces : int The number of spaces to indent ` lines ` Returns indented _ lines : str"""
if isinstance ( lines , str ) : text = [ lines ] text = '\n' . join ( lines ) return textwrap . indent ( text , ' ' * spaces )
def prop_set ( prop , value , extra_args = None , cibfile = None ) : '''Set the value of a cluster property prop name of the property value value of the property prop extra _ args additional options for the pcs property command cibfile use cibfile instead of the live CIB CLI Example : . . code -...
return item_create ( item = 'property' , item_id = '{0}={1}' . format ( prop , value ) , item_type = None , create = 'set' , extra_args = extra_args , cibfile = cibfile )
def request ( self ) : """Returns an OAuth2 Session to be used to make requests . Returns None if a token hasn ' t yet been received ."""
headers = { 'Accept' : 'application/json' } # Use API Key if possible if self . api_key : headers [ 'X-API-KEY' ] = self . api_key return requests , headers else : # Try to use OAuth if self . token : return OAuth2Session ( self . client_id , token = self . token ) , headers else : raise...
def process_rule ( self , m , dct , tpe ) : """uses the MapRule ' m ' to run through the ' dict ' and extract data based on the rule"""
print ( 'TODO - ' + tpe + ' + applying rule ' + str ( m ) . replace ( '\n' , '' ) )
def iterRun ( self , sqlTail = '' , raw = False ) : """Compile filters and run the query and returns an iterator . This much more efficient for large data sets but you get the results one element at a time . One thing to keep in mind is that this function keeps the cursor open , that means that the sqlite databae...
sql , sqlValues = self . getSQLQuery ( ) cur = self . con . execute ( '%s %s' % ( sql , sqlTail ) , sqlValues ) for v in cur : if not raw : yield RabaPupa ( self . rabaClass , v [ 0 ] ) else : yield v
def get_instance ( self , payload ) : """Build an instance of UserBindingInstance : param dict payload : Payload response from the API : returns : twilio . rest . chat . v2 . service . user . user _ binding . UserBindingInstance : rtype : twilio . rest . chat . v2 . service . user . user _ binding . UserBindi...
return UserBindingInstance ( self . _version , payload , service_sid = self . _solution [ 'service_sid' ] , user_sid = self . _solution [ 'user_sid' ] , )
def get_authorizations ( self ) : """Gets the authorization list resulting from the search . return : ( osid . authorization . AuthorizationList ) - the authorization list raise : IllegalState - list has already been retrieved * compliance : mandatory - - This method must be implemented . *"""
if self . retrieved : raise errors . IllegalState ( 'List has already been retrieved.' ) self . retrieved = True return objects . AuthorizationList ( self . _results , runtime = self . _runtime )
def argmin ( self , axis = None , skipna = True ) : """Return a ndarray of the minimum argument indexer . Parameters axis : { None } Dummy argument for consistency with Series skipna : bool , default True Returns numpy . ndarray See Also numpy . ndarray . argmin"""
nv . validate_minmax_axis ( axis ) return nanops . nanargmin ( self . _values , skipna = skipna )
def reloadGraphs ( self ) : "reloads the graph list"
r = self . connection . session . get ( self . graphsURL ) data = r . json ( ) if r . status_code == 200 : self . graphs = { } for graphData in data [ "graphs" ] : try : self . graphs [ graphData [ "_key" ] ] = GR . getGraphClass ( graphData [ "_key" ] ) ( self , graphData ) except K...
def install ( self , package : str , option : str = '-r' ) -> None : '''Push package to the device and install it . Args : option : - l : forward lock application - r : replace existing application - t : allow test packages - s : install application on sdcard - d : allow version code downgrade ( debug...
if not os . path . isfile ( package ) : raise FileNotFoundError ( f'{package!r} does not exist.' ) for i in option : if i not in '-lrtsdg' : raise ValueError ( f'There is no option named: {option!r}.' ) self . _execute ( '-s' , self . device_sn , 'install' , option , package )
def mnl_estimate ( data , chosen , numalts , GPU = False , coeffrange = ( - 3 , 3 ) , weights = None , lcgrad = False , beta = None ) : """Calculate coefficients of the MNL model . Parameters data : 2D array The data are expected to be in " long " form where each row is for one alternative . Alternatives ar...
logger . debug ( 'start: MNL fit with len(data)={} and numalts={}' . format ( len ( data ) , numalts ) ) atype = 'numpy' if not GPU else 'cuda' numvars = data . shape [ 1 ] numobs = data . shape [ 0 ] // numalts if chosen is None : chosen = np . ones ( ( numobs , numalts ) ) # used for latent classes data = np . tr...
def prepare_venn_axes ( ax , centers , radii ) : '''Sets properties of the axis object to suit venn plotting . I . e . hides ticks , makes proper xlim / ylim .'''
ax . set_aspect ( 'equal' ) ax . set_xticks ( [ ] ) ax . set_yticks ( [ ] ) min_x = min ( [ centers [ i ] [ 0 ] - radii [ i ] for i in range ( len ( radii ) ) ] ) max_x = max ( [ centers [ i ] [ 0 ] + radii [ i ] for i in range ( len ( radii ) ) ] ) min_y = min ( [ centers [ i ] [ 1 ] - radii [ i ] for i in range ( len...
def get_likes ( self ) -> Iterator [ 'Profile' ] : """Iterate over all likes of the post . A : class : ` Profile ` instance of each likee is yielded ."""
if self . likes == 0 : # Avoid doing additional requests if there are no comments return likes_edges = self . _field ( 'edge_media_preview_like' , 'edges' ) if self . likes == len ( likes_edges ) : # If the Post ' s metadata already contains all likes , don ' t do GraphQL requests to obtain them yield from ( Pr...
def normalized ( vector ) : """Get unit vector for a given one . : param vector : Numpy vector as coordinates in Cartesian space , or an array of such . : returns : Numpy array of the same shape and structure where all vectors are normalized . That is , each coordinate component is divided by its vector...
length = numpy . sum ( vector * vector , axis = - 1 ) length = numpy . sqrt ( length . reshape ( length . shape + ( 1 , ) ) ) return vector / length
def tree_to_file ( tree : 'BubbleTree' , outfile : str ) : """Compute the gexf representation of given power graph , and push it into given file ."""
with open ( outfile , 'w' ) as fd : fd . write ( tree_to_gexf ( tree ) )
def set_article_url ( self , resolve_doi = True ) : """If record has a DOI , set article URL based on where the DOI points ."""
if 'DOI' in self . record : doi_url = "/" . join ( [ 'http://dx.doi.org' , self . record [ 'DOI' ] ] ) if resolve_doi : try : response = urlopen ( doi_url ) except URLError : self . url = '' else : self . url = response . geturl ( ) else : ...
def _shutdown_transport ( self ) : """Unwrap a Python 2.6 SSL socket , so we can call shutdown ( )"""
if HAVE_PY26_SSL and ( self . sslobj is not None ) : self . sock = self . sslobj . unwrap ( ) self . sslobj = None
def doctype_matches ( text , regex ) : """Check if the doctype matches a regular expression ( if present ) . Note that this method only checks the first part of a DOCTYPE . eg : ' html PUBLIC " - / / W3C / / DTD XHTML 1.0 Strict / / EN " '"""
m = doctype_lookup_re . match ( text ) if m is None : return False doctype = m . group ( 2 ) return re . compile ( regex , re . I ) . match ( doctype . strip ( ) ) is not None
def _proxy ( self ) : """Generate an instance context for the instance , the context is capable of performing various actions . All instance actions are proxied to the context : returns : StepContextContext for this StepContextInstance : rtype : twilio . rest . studio . v1 . flow . engagement . step . step _ ...
if self . _context is None : self . _context = StepContextContext ( self . _version , flow_sid = self . _solution [ 'flow_sid' ] , engagement_sid = self . _solution [ 'engagement_sid' ] , step_sid = self . _solution [ 'step_sid' ] , ) return self . _context
def omit_deep ( omit_props , dct ) : """Implementation of omit that recurses . This tests the same keys at every level of dict and in lists : param omit _ props : : param dct : : return :"""
omit_partial = omit_deep ( omit_props ) if isinstance ( dict , dct ) : # Filter out keys and then recurse on each value that wasn ' t filtered out return map_dict ( omit_partial , compact_dict ( omit ( omit_props , dct ) ) ) if isinstance ( ( list , tuple ) , dct ) : # run omit _ deep on each value return map (...
def getAttachments ( self ) : """Get all : class : ` rtcclient . models . Attachment ` objects of this workitem : return : a : class : ` list ` contains all the : class : ` rtcclient . models . Attachment ` objects : rtype : list"""
attachment_tag = ( "rtc_cm:com.ibm.team.workitem.linktype." "attachment.attachment" ) return ( self . rtc_obj . _get_paged_resources ( "Attachment" , workitem_id = self . identifier , customized_attr = attachment_tag , page_size = "10" ) )
def prepare_dax ( self , grid_site = None , tmp_exec_dir = '.' , peg_frame_cache = None ) : """Sets up a pegasus script for the given dag"""
dag = self log_path = self . __log_file_path # this function creates the following three files needed by pegasus peg_fh = open ( "pegasus_submit_dax" , "w" ) pegprop_fh = open ( "pegasus.properties" , "w" ) sitefile = open ( 'sites.xml' , 'w' ) # write the default properties print >> pegprop_fh , PEGASUS_PROPERTIES % (...
def store ( self , database , validate = True , role = None ) : """Store the document in the given database . : param database : the ` Database ` object source for storing the document . : return : an updated instance of ` Document ` / self ."""
if validate : self . validate ( ) self . _id , self . _rev = database . save ( self . to_primitive ( role = role ) ) return self
def _create_update_expression ( ) : """Create the grammar for an update expression"""
ine = ( Word ( "if_not_exists" ) + Suppress ( "(" ) + var + Suppress ( "," ) + var_val + Suppress ( ")" ) ) list_append = ( Word ( "list_append" ) + Suppress ( "(" ) + var_val + Suppress ( "," ) + var_val + Suppress ( ")" ) ) fxn = Group ( ine | list_append ) . setResultsName ( "set_function" ) # value has to come befo...
def _add_g2p_assoc ( self , graph , strain_id , sex , assay_id , phenotypes , comment ) : """Create an association between a sex - specific strain id and each of the phenotypes . Here , we create a genotype from the strain , and a sex - specific genotype . Each of those genotypes are created as anonymous no...
geno = Genotype ( graph ) model = Model ( graph ) eco_id = self . globaltt [ 'experimental phenotypic evidence' ] strain_label = self . idlabel_hash . get ( strain_id ) # strain genotype genotype_id = '_:' + '-' . join ( ( re . sub ( r':' , '' , strain_id ) , 'genotype' ) ) genotype_label = '[' + strain_label + ']' sex...
def covariance_mtx_to_superop ( self , mtx ) : """Converts a covariance matrix to the corresponding superoperator , represented as a QuTiP Qobj with ` ` type = " super " ` ` ."""
M = self . flat ( ) return qt . Qobj ( np . dot ( np . dot ( M . conj ( ) . T , mtx ) , M ) , dims = [ [ self . dims ] * 2 ] * 2 )
def clone ( self ) : """Returns a deep copy of self Function clones : * allocation * nodes Returns type Deep copy of self"""
new_route = self . __class__ ( self . _problem ) for node in self . nodes ( ) : # Insere new node on new route new_node = node . __class__ ( node . _name , node . _demand ) new_route . allocate ( [ new_node ] ) return new_route
def bovy_plot ( * args , ** kwargs ) : """NAME : bovy _ plot PURPOSE : wrapper around matplotlib ' s plot function INPUT : see http : / / matplotlib . sourceforge . net / api / pyplot _ api . html # matplotlib . pyplot . plot xlabel - ( raw string ! ) x - axis label , LaTeX math mode , no $ s needed y...
overplot = kwargs . pop ( 'overplot' , False ) gcf = kwargs . pop ( 'gcf' , False ) onedhists = kwargs . pop ( 'onedhists' , False ) scatter = kwargs . pop ( 'scatter' , False ) loglog = kwargs . pop ( 'loglog' , False ) semilogx = kwargs . pop ( 'semilogx' , False ) semilogy = kwargs . pop ( 'semilogy' , False ) color...
def transliterate ( self , word ) : """Transliterate the word from its source language to the target one . The method works by encoding the word into English then decoding the new Enlgish word to the target language ."""
encoded_word = self . encoder ( word ) decoded_word = self . decoder ( encoded_word ) return decoded_word
def source_add ( source , source_type = 'imgapi' ) : '''Add a new source source : string source url to add source _ trype : string ( imgapi ) source type , either imgapi or docker . . versionadded : : 2019.2.0 CLI Example : . . code - block : : bash salt ' * ' imgadm . source _ add https : / / updat...
ret = { } # NOTE : there are some undocumented deprecated source types # so we just warn instead of error on those if source_type not in [ 'imgapi' , 'docker' ] : log . warning ( 'Possible unsupported imgage source type specified!' ) cmd = 'imgadm sources -a {0} -t {1}' . format ( source , source_type ) res = __sal...
def update_hostname ( self , prompt ) : """Update the hostname based on the prompt analysis ."""
result = re . search ( self . prompt_re , prompt ) if result : hostname = result . group ( 'hostname' ) self . log ( "Hostname detected: {}" . format ( hostname ) ) else : hostname = self . device . hostname self . log ( "Hostname not set: {}" . format ( prompt ) ) return hostname
async def container_load ( self , container_type , params = None , container = None , obj = None ) : """Loads container of elements from the reader . Supports the container ref . Returns loaded container . : param container _ type : : param params : : param container : : param obj : : return :"""
if isinstance ( obj , IModel ) : obj = obj . val if obj is None : return NoSetSentinel ( ) c_len = len ( obj ) elem_type = params [ 0 ] if params else None if elem_type is None : elem_type = container_type . ELEM_TYPE res = container if container else [ ] for i in range ( c_len ) : try : self . ...
def build_conflict_dict ( key_list , val_list ) : """Builds dict where a list of values is associated with more than one key Args : key _ list ( list ) : val _ list ( list ) : Returns : dict : key _ to _ vals CommandLine : python - m utool . util _ dict - - test - build _ conflict _ dict Example : ...
key_to_vals = defaultdict ( list ) for key , val in zip ( key_list , val_list ) : key_to_vals [ key ] . append ( val ) return key_to_vals
def clone_environment ( self , clone , name = None , prefix = None , ** kwargs ) : """Clone the environment ` clone ` into ` name ` or ` prefix ` ."""
cmd_list = [ 'create' , '--json' ] if ( name and prefix ) or not ( name or prefix ) : raise TypeError ( "conda clone_environment: exactly one of `name` " "or `path` required" ) if name : cmd_list . extend ( [ '--name' , name ] ) if prefix : cmd_list . extend ( [ '--prefix' , prefix ] ) cmd_list . extend ( [...
def _load ( self , filename = None ) : """Read the SEVIRI rsr data"""
if not filename : filename = self . seviri_path wb_ = open_workbook ( filename ) self . rsr = { } sheet_names = [ ] for sheet in wb_ . sheets ( ) : if sheet . name in [ 'Info' , 'Requirements' ] : continue ch_name = sheet . name . strip ( ) sheet_names . append ( sheet . name . strip ( ) ) s...
def from_config ( cls , cp , model , nprocesses = 1 , use_mpi = False ) : """Loads the sampler from the given config file . For generating the temperature ladder to be used by emcee _ pt , either the number of temperatures ( provided by the option ' ntemps ' ) , or the path to a file storing inverse temperatu...
section = "sampler" # check name assert cp . get ( section , "name" ) == cls . name , ( "name in section [sampler] must match mine" ) # get the number of walkers to use nwalkers = int ( cp . get ( section , "nwalkers" ) ) if cp . has_option ( section , "ntemps" ) and cp . has_option ( section , "inverse-temperatures-fi...
def get_app_perms ( model_or_app_label ) : """Get permission - string list of the specified django application . Parameters model _ or _ app _ label : model class or string A model class or app _ label string to specify the particular django application . Returns set A set of perms of the specified dj...
from django . contrib . auth . models import Permission if isinstance ( model_or_app_label , string_types ) : app_label = model_or_app_label else : # assume model _ or _ app _ label is model class app_label = model_or_app_label . _meta . app_label qs = Permission . objects . filter ( content_type__app_label = a...
def get_select_sql ( self ) : """Gets the SELECT field portion for the field without the alias . If the field has a table , it will be included here like table . field : return : Gets the SELECT field portion for the field without the alias : rtype : str"""
if self . table : return '{0}.{1}' . format ( self . table . get_identifier ( ) , self . name ) return '{0}' . format ( self . name )
def removeChild ( self , child ) : """Remove a child from this element . The child element is returned , and it ' s parentNode element is reset ."""
super ( Table , self ) . removeChild ( child ) if child . tagName == ligolw . Column . tagName : self . _update_column_info ( ) return child
def upload ( df , gfile = "/New Spreadsheet" , wks_name = None , col_names = True , row_names = True , clean = True , credentials = None , start_cell = 'A1' , df_size = False , new_sheet_dimensions = ( 1000 , 100 ) ) : '''Upload given Pandas DataFrame to Google Drive and returns gspread Worksheet object : param...
# access credentials credentials = get_credentials ( credentials ) # auth for gspread gc = gspread . authorize ( credentials ) try : gc . open_by_key ( gfile ) . __repr__ ( ) gfile_id = gfile except : gfile_id = get_file_id ( credentials , gfile , write_access = True ) # Tuple of rows , cols in the datafram...
def print_result ( self , audio_len , start , end ) : """Print result of SD . : param audio _ len : the length of the entire audio file , in seconds : type audio _ len : float : param start : the start position of the spoken text : type start : float : param end : the end position of the spoken text : t...
msg = [ ] zero = 0 head_len = start text_len = end - start tail_len = audio_len - end msg . append ( u"" ) msg . append ( u"Head: %.3f %.3f (%.3f)" % ( zero , start , head_len ) ) msg . append ( u"Text: %.3f %.3f (%.3f)" % ( start , end , text_len ) ) msg . append ( u"Tail: %.3f %.3f (%.3f)" % ( end , audio_len , tail_...
def handle ( self , handler_name , request , suffix = '' ) : """Handle ` request ` with this block ' s runtime ."""
return self . runtime . handle ( self , handler_name , request , suffix )
def get_notebook ( note_store , my_notebook ) : """get the notebook from its name"""
notebook_id = 0 notebooks = note_store . listNotebooks ( ) # get the notebookGUID . . . for notebook in notebooks : if notebook . name . lower ( ) == my_notebook . lower ( ) : notebook_id = notebook . guid break return notebook_id
def plot ( self ) : """Plot basis functions over full range of knots . Convenience function . Requires matplotlib ."""
try : import matplotlib . pyplot as plt except ImportError : from sys import stderr print ( "ERROR: matplotlib.pyplot not found, matplotlib must be installed to use this function" , file = stderr ) raise x_min = np . min ( self . knot_vector ) x_max = np . max ( self . knot_vector ) x = np . linspace ( ...
def run ( analysis , path = None , name = None , info = None , ** kwargs ) : """Run a single analysis . : param Analysis analysis : Analysis class to run . : param str path : Path of analysis . Can be ` _ _ file _ _ ` . : param str name : Name of the analysis . : param dict info : Optional entries are ` ` v...
kwargs . update ( { 'analysis' : analysis , 'path' : path , 'name' : name , 'info' : info , } ) main ( ** kwargs )
def as_processed_list ( func ) : """A decorator used to return a JSON response of a list of model objects . It differs from ` as _ list ` in that it accepts a variety of querying parameters and can use them to filter and modify the results . It expects the decorated function to return either Model Class to ...
@ wraps ( func ) def wrapper ( * args , ** kwargs ) : func_argspec = inspect . getargspec ( func ) func_args = func_argspec . args for kw in request . args : if ( kw in func_args and kw not in RESTRICTED and not any ( request . args . get ( kw ) . startswith ( op ) for op in OPERATORS ) and not any ...
def delete_row ( self , key , value ) : """Deletes the rows where key = value ."""
self . rows = filter ( lambda x : x . get ( key ) != value , self . rows )
def make_map ( ) : """Create , configure and return the routes Mapper"""
map = Mapper ( directory = config [ 'pylons.paths' ] [ 'controllers' ] , always_scan = config [ 'debug' ] ) # The ErrorController route ( handles 404/500 error pages ) ; it should # likely stay at the top , ensuring it can always be resolved map . connect ( 'error/:action/:id' , controller = 'error' ) # CUSTOM ROUTES H...
def available ( name ) : '''Check if a service is available on the system . Args : name ( str ) : The name of the service to check Returns : bool : ` ` True ` ` if the service is available , ` ` False ` ` otherwise CLI Example : . . code - block : : bash salt ' * ' service . available < service name >...
for service in get_all ( ) : if name . lower ( ) == service . lower ( ) : return True return False
def vpn_sites ( self ) : """Instance depends on the API version : * 2018-04-01 : : class : ` VpnSitesOperations < azure . mgmt . network . v2018_04_01 . operations . VpnSitesOperations > `"""
api_version = self . _get_api_version ( 'vpn_sites' ) if api_version == '2018-04-01' : from . v2018_04_01 . operations import VpnSitesOperations as OperationClass else : raise NotImplementedError ( "APIVersion {} is not available" . format ( api_version ) ) return OperationClass ( self . _client , self . config...
def Beta ( alpha : vertex_constructor_param_types , beta : vertex_constructor_param_types , label : Optional [ str ] = None ) -> Vertex : """One to one constructor for mapping some tensorShape of alpha and beta to a matching tensorShaped Beta . : param alpha : the alpha of the Beta with either the same tensorSh...
return Double ( context . jvm_view ( ) . BetaVertex , label , cast_to_double_vertex ( alpha ) , cast_to_double_vertex ( beta ) )
def wait_for_task ( upid , timeout = 300 ) : '''Wait until a the task has been finished successfully'''
start_time = time . time ( ) info = _lookup_proxmox_task ( upid ) if not info : log . error ( 'wait_for_task: No task information ' 'retrieved based on given criteria.' ) raise SaltCloudExecutionFailure while True : if 'status' in info and info [ 'status' ] == 'OK' : log . debug ( 'Task has been fin...
def filterAcceptsRow ( self , source_row , source_parent ) : """Exclude items in ` self . excludes `"""
model = self . sourceModel ( ) item = model . items [ source_row ] key = getattr ( item , "filter" , None ) if key is not None : regex = self . filterRegExp ( ) if regex . pattern ( ) : match = regex . indexIn ( key ) return False if match == - 1 else True # - - - Check if any family assigned to...
def jdbc_datasource_absent ( name , both = True , server = None ) : '''Ensures the JDBC Datasource doesn ' t exists name Name of the datasource both Delete both the pool and the resource , defaults to ` ` true ` `'''
ret = { 'name' : name , 'result' : None , 'comment' : None , 'changes' : { } } pool_ret = _do_element_absent ( name , 'jdbc_connection_pool' , { 'cascade' : both } , server ) if not pool_ret [ 'error' ] : if __opts__ [ 'test' ] and pool_ret [ 'delete' ] : ret [ 'comment' ] = 'JDBC Datasource set to be delet...
def chunkiter ( objs , n = 100 ) : """Chunk an iterator of unknown size . The optional keyword ' n ' sets the chunk size ( default 100 ) ."""
objs = iter ( objs ) try : while ( 1 ) : chunk = [ ] while len ( chunk ) < n : chunk . append ( six . next ( objs ) ) yield chunk except StopIteration : pass if len ( chunk ) : yield chunk
def get_chassis_name ( host = None , admin_username = None , admin_password = None ) : '''Get the name of a chassis . host The chassis host . admin _ username The username used to access the chassis . admin _ password The password used to access the chassis . CLI Example : . . code - block : : bash ...
return bare_rac_cmd ( 'getchassisname' , host = host , admin_username = admin_username , admin_password = admin_password )
def is_redirect ( self ) : '''Return whether the response contains a redirect code .'''
if self . _response : status_code = self . _response . status_code return status_code in self . _codes or status_code in self . _repeat_codes
def imsurfit ( data , order , output_fit = False ) : """Fit a bidimensional polynomial to an image . : param data : a bidimensional array : param integer order : order of the polynomial : param bool output _ fit : return the fitted image : returns : a tuple with an array with the coefficients of the polynom...
# we create a grid with the same number of points # between - 1 and 1 c0 = complex ( 0 , data . shape [ 0 ] ) c1 = complex ( 0 , data . shape [ 1 ] ) xx , yy = numpy . ogrid [ - 1 : 1 : c0 , - 1 : 1 : c1 ] ncoeff = ( order + 1 ) * ( order + 2 ) // 2 powerlist = list ( _powers ( order ) ) # Array with ncoff x , y moment...
def logpdf_link ( self , link_f , y , Y_metadata = None ) : """Log Likelihood Function given link ( f ) . . math : : \\ ln p ( y _ { i } | \ lambda ( f _ { i } ) ) = \\ alpha _ { i } \\ log \\ beta - \\ log \\ Gamma ( \\ alpha _ { i } ) + ( \\ alpha _ { i } - 1) \\ log y _ { i } - \\ beta y _ { i } \\ \ \\ alph...
# alpha = self . gp _ link . transf ( gp ) * self . beta # return ( 1 . - alpha ) * np . log ( obs ) + self . beta * obs - alpha * np . log ( self . beta ) + np . log ( special . gamma ( alpha ) ) alpha = link_f * self . beta log_objective = alpha * np . log ( self . beta ) - np . log ( special . gamma ( alpha ) ) + ( ...
def shutdown ( name ) : '''Shut down Traffic Server on the local node . . . code - block : : yaml shutdown _ ats : trafficserver . shutdown'''
ret = { 'name' : name , 'changes' : { } , 'result' : None , 'comment' : '' } if __opts__ [ 'test' ] : ret [ 'comment' ] = 'Shutting down local node' return ret __salt__ [ 'trafficserver.shutdown' ] ( ) ret [ 'result' ] = True ret [ 'comment' ] = 'Shutdown local node' return ret
def build_by_builder ( self , builder : Builder , stats : BuildProcessStats ) : """run one builder , return statistics about the run"""
logger = logging . getLogger ( __name__ ) target_signature = builder . get_signature ( ) assert target_signature is not None , "builder signature is None" if self . cache . list_sig_ok ( target_signature ) : logger . info ( "verifying [{}]" . format ( builder . get_name ( ) ) ) file_bad = 0 file_correct = 0...
def load_creditscoring2 ( cost_mat_parameters = None ) : """Load and return the credit scoring PAKDD 2009 competition dataset ( classification ) . The credit scoring is a easily transformable example - dependent cost - sensitive classification dataset . Parameters cost _ mat _ parameters : Dictionary - like o...
module_path = dirname ( __file__ ) raw_data = pd . read_csv ( join ( module_path , 'data' , 'creditscoring2.csv.gz' ) , delimiter = '\t' , compression = 'gzip' ) descr = open ( join ( module_path , 'descr' , 'creditscoring2.rst' ) ) . read ( ) # Exclude TARGET _ LABEL _ BAD = 1 = = ' N ' raw_data = raw_data . loc [ raw...
def list ( self , walkTrace = tuple ( ) , case = None , element = None ) : """List section titles ."""
if case == 'sectionmain' : print ( walkTrace , self . title )
def transform ( self , flip_x , flip_y , swap_xy ) : """Transform view of the image . . . note : : Transforming the image is generally faster than rotating , if rotating in 90 degree increments . Also see : meth : ` rotate ` . Parameters flipx , flipy : bool If ` True ` , flip the image in the X and Y a...
self . logger . debug ( "flip_x=%s flip_y=%s swap_xy=%s" % ( flip_x , flip_y , swap_xy ) ) with self . suppress_redraw : self . t_ . set ( flip_x = flip_x , flip_y = flip_y , swap_xy = swap_xy )
def findAnyBracketBackward ( self , block , column ) : """Search for a needle and return ( block , column ) Raise ValueError , if not found NOTE this methods ignores strings and comments"""
depth = { '()' : 1 , '[]' : 1 , '{}' : 1 } for foundBlock , foundColumn , char in self . iterateCharsBackwardFrom ( block , column ) : if self . _qpart . isCode ( foundBlock . blockNumber ( ) , foundColumn ) : for brackets in depth . keys ( ) : opening , closing = brackets if char ==...
def close ( self ) : """Disable al operations and close the underlying file - like object , if any"""
if callable ( getattr ( self . _file , 'close' , None ) ) : self . _iterator . close ( ) self . _iterator = None self . _unconsumed = None self . closed = True
def get_tool_variants ( self , tool_name ) : """Get the variant ( s ) that provide the named tool . If there are more than one variants , the tool is in conflict , and Rez does not know which variant ' s tool is actually exposed . Args : tool _ name ( str ) : Name of the tool to search for . Returns : S...
variants = set ( ) tools_dict = self . get_tools ( request_only = False ) for variant , tools in tools_dict . itervalues ( ) : if tool_name in tools : variants . add ( variant ) return variants
def wait_until_page_does_not_contain ( self , text , timeout = None , error = None ) : """Waits until ` text ` disappears from current page . Fails if ` timeout ` expires before the ` text ` disappears . See ` introduction ` for more information about ` timeout ` and its default value . ` error ` can be use...
def check_present ( ) : present = self . _is_text_present ( text ) if not present : return else : return error or "Text '%s' did not disappear in %s" % ( text , self . _format_timeout ( timeout ) ) self . _wait_until_no_error ( timeout , check_present )
def name ( random = random , * args , ** kwargs ) : """Return someone ' s name > > > mock _ random . seed ( 0) > > > name ( random = mock _ random ) ' carl poopbritches ' > > > mock _ random . seed ( 7) > > > name ( random = mock _ random , capitalize = True ) ' Duke Testy Wonderful '"""
if random . choice ( [ True , True , True , False ] ) : return firstname ( random = random ) + " " + lastname ( random = random ) elif random . choice ( [ True , False ] ) : return title ( random = random ) + " " + firstname ( random = random ) + " " + lastname ( random = random ) else : return title ( rand...
def get_raw_fixed_block ( self , unbuffered = False ) : """Get the raw " fixed block " of settings and min / max data ."""
if unbuffered or not self . _fixed_block : self . _fixed_block = self . _read_fixed_block ( ) return self . _fixed_block
def getModelSummaryAsGeoJson ( self , session , withStreamNetwork = True , withNodes = False ) : """Retrieve a GeoJSON representation of the model . Includes vectorized mask map and stream network . Args : session ( : mod : ` sqlalchemy . orm . session . Session ` ) : SQLAlchemy session object bound to PostGIS ...
# Get mask map watershedMaskCard = self . getCard ( 'WATERSHED_MASK' ) maskFilename = watershedMaskCard . value maskExtension = maskFilename . strip ( '"' ) . split ( '.' ) [ 1 ] maskMap = session . query ( RasterMapFile ) . filter ( RasterMapFile . projectFile == self ) . filter ( RasterMapFile . fileExtension == mask...
def encoding_chars ( self ) : """A ` ` dict ` ` with the encoding chars of the : class : ` Element < hl7apy . core . Element > ` . If the : class : ` Element < hl7apy . core . Element > ` has a parent it is the parent ' s ` ` encoding _ chars ` ` otherwise the ones returned by : func : ` get _ default _ encod...
if self . parent is not None : return self . parent . encoding_chars return get_default_encoding_chars ( self . version )
def generate_graph ( self ) : """Generate the graph ; return a 2 - tuple of strings , script to place in the head of the HTML document and div content for the graph itself . : return : 2 - tuple ( script , div ) : rtype : tuple"""
logger . debug ( 'Generating graph for %s' , self . _graph_id ) # tools to use tools = [ PanTool ( ) , BoxZoomTool ( ) , WheelZoomTool ( ) , SaveTool ( ) , ResetTool ( ) , ResizeTool ( ) ] # generate the stacked area graph try : g = Area ( self . _data , x = 'Date' , y = self . _y_series_names , title = self . _tit...
def create_database ( dbpath , schema = '' , overwrite = True ) : """Create a new database at the given dbpath Parameters dbpath : str The full path for the new database , including the filename and . db file extension . schema : str The path to the . sql schema for the database overwrite : bool Overw...
if dbpath . endswith ( '.db' ) : if os . path . isfile ( dbpath ) and overwrite : os . system ( 'rm {}' . format ( dbpath ) ) # Load the schema if given if schema : os . system ( "cat {} | sqlite3 {}" . format ( schema , dbpath ) ) # Otherwise just make an empty SOURCES table else : ...
def incver ( o , prop_names ) : """Increment the version numbers of a set of properties and return a new object"""
from ambry . identity import ObjectNumber d = { } for p in o . __mapper__ . attrs : v = getattr ( o , p . key ) if v is None : d [ p . key ] = None elif p . key in prop_names : d [ p . key ] = str ( ObjectNumber . increment ( v ) ) else : if not hasattr ( v , '__mapper__' ) : # O...
def get_lock_amount_after_fees ( lock : HashTimeLockState , payee_channel : NettingChannelState , ) -> PaymentWithFeeAmount : """Return the lock . amount after fees are taken . Fees are taken only for the outgoing channel , which is the one with collateral locked from this node ."""
return PaymentWithFeeAmount ( lock . amount - payee_channel . mediation_fee )
def plot_ps_extra ( dataobj , key , ** kwargs ) : """Create grouped pseudoplots for one or more time steps Parameters dataobj : : class : ` reda . containers . ERT ` An ERT container with loaded data key : string The column name to plot subquery : string , optional cbmin : float , optional cbmax : f...
if isinstance ( dataobj , pd . DataFrame ) : df_raw = dataobj else : df_raw = dataobj . data if kwargs . get ( 'subquery' , False ) : df = df_raw . query ( kwargs . get ( 'subquery' ) ) else : df = df_raw def fancyfy ( axes , N ) : for ax in axes [ 0 : - 1 , : ] . flat : ax . set_xlabel ( ''...
def update ( self , * others ) : """Update the set , adding elements from all others ."""
self . db . sunionstore ( self . key , [ self . key ] + [ o . key for o in others ] )
def combine ( word_list , window = 2 ) : """构造在window下的单词组合 , 用来构造单词之间的边 。 Keyword arguments : word _ list - - list of str , 由单词组成的列表 。 windows - - int , 窗口大小 。"""
if window < 2 : window = 2 for x in range ( 1 , window ) : if x >= len ( word_list ) : break word_list2 = word_list [ x : ] res = zip ( word_list , word_list2 ) for r in res : yield r
def check ( ) : """Sanity check api deployment"""
t = time . time ( ) results = Client ( BASE_URL ) . version ( ) print ( "Endpoint" , BASE_URL ) print ( "Response Time %0.2f" % ( time . time ( ) - t ) ) print ( "Headers" ) for k , v in results . headers . items ( ) : print ( " %s: %s" % ( k , v ) ) print ( "Body" ) print ( results . text )
def _process_pubmed_ids ( pubmed_ids ) : """Take a list of pubmed IDs and add PMID prefix Args : : param pubmed _ ids - string representing publication ids seperated by a | symbol Returns : : return list : Pubmed curies"""
if pubmed_ids . strip ( ) == '' : id_list = [ ] else : id_list = pubmed_ids . split ( '|' ) for ( i , val ) in enumerate ( id_list ) : id_list [ i ] = 'PMID:' + val return id_list
def get_top_level_forum_url ( self ) : """Returns the parent forum from which forums are marked as read ."""
return ( reverse ( 'forum:index' ) if self . top_level_forum is None else reverse ( 'forum:forum' , kwargs = { 'slug' : self . top_level_forum . slug , 'pk' : self . kwargs [ 'pk' ] } , ) )
def complexidade ( obj ) : """Returns a value that indicates project health , currently FinancialIndicator is used as this value , but it can be a result of calculation with other indicators in future"""
indicators = obj . indicator_set . all ( ) if not indicators : value = 0.0 else : value = indicators . first ( ) . value return value
def apply_annotation ( self , annotation ) : """Apply a new annotation onto self , and return a new ValueSet object . : param RegionAnnotation annotation : The annotation to apply . : return : A new ValueSet object : rtype : ValueSet"""
vs = self . copy ( ) vs . _merge_si ( annotation . region_id , annotation . region_base_addr , annotation . offset ) return vs
def flatten ( inputs , scope = None ) : """Flattens the input while maintaining the batch _ size . Assumes that the first dimension represents the batch . Args : inputs : a tensor of size [ batch _ size , . . . ] . scope : Optional scope for name _ scope . Returns : a flattened tensor with shape [ batch...
if len ( inputs . get_shape ( ) ) < 2 : raise ValueError ( 'Inputs must be have a least 2 dimensions' ) dims = inputs . get_shape ( ) [ 1 : ] k = dims . num_elements ( ) with tf . name_scope ( scope , 'Flatten' , [ inputs ] ) : return tf . reshape ( inputs , [ - 1 , k ] )
def threshold ( args ) : """Calculate motif score threshold for a given FPR ."""
if args . fpr < 0 or args . fpr > 1 : print ( "Please specify a FPR between 0 and 1" ) sys . exit ( 1 ) motifs = read_motifs ( args . pwmfile ) s = Scanner ( ) s . set_motifs ( args . pwmfile ) s . set_threshold ( args . fpr , filename = args . inputfile ) print ( "Motif\tScore\tCutoff" ) for motif in motifs : ...
def DataIterator ( data , checklines = 10 , transform = None , force_dialect_check = False , from_string = False , ** kwargs ) : """Iterate over features , no matter how they are provided . Parameters data : str , iterable of Feature objs , FeatureDB ` data ` can be a string ( filename , URL , or contents of ...
_kwargs = dict ( data = data , checklines = checklines , transform = transform , force_dialect_check = force_dialect_check , ** kwargs ) if isinstance ( data , six . string_types ) : if from_string : return _StringIterator ( ** _kwargs ) else : if os . path . exists ( data ) : return...