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def _dD_dR ( self , R ) : """Return numpy array of dD / dR from D1 up to and including Dn ."""
HNn_R_sina = self . _HNn / R / self . _sin_alpha return HNn_R_sina * ( 0.3 * ( HNn_R_sina + 0.3 * HNn_R_sina ** 2. + 1 ) / R / ( 0.3 * HNn_R_sina + 1 ) ** 2 - ( 1 / R * ( 1 + 0.6 * HNn_R_sina ) / ( 0.3 * HNn_R_sina + 1 ) ) )
def linalg_gemm ( attrs , inputs , proto_obj ) : """Performs general matrix multiplication and accumulation"""
trans_a = 0 trans_b = 0 alpha = 1 beta = 1 if 'transA' in attrs : trans_a = attrs [ 'transA' ] if 'transB' in attrs : trans_b = attrs [ 'transB' ] if 'alpha' in attrs : alpha = attrs [ 'alpha' ] if 'beta' in attrs : beta = attrs [ 'beta' ] flatten_a = symbol . flatten ( inputs [ 0 ] ) matmul_op = symbol...
def preparse_iter ( self ) : """Comments can be anywhere . So break apart the Dockerfile into significant lines and any comments that precede them . And if a line is a carryover from the previous via an escaped - newline , bring the directive with it ."""
to_yield = { } last_directive = None lines_processed = 0 for line in self . lines_iter ( ) : if not line : continue if line . startswith ( u'#' ) : comment = line . lstrip ( '#' ) . strip ( ) # Directives have to precede any instructions if lines_processed == 1 : if c...
def reset ( self , ** kwargs ) : """Reset all of the motor parameter attributes to their default value . This will also have the effect of stopping the motor ."""
for key in kwargs : setattr ( self , key , kwargs [ key ] ) self . command = self . COMMAND_RESET
def get_all_recurrings ( self , params = None ) : """Get all recurrings This will iterate over all pages until it gets all elements . So if the rate limit exceeded it will throw an Exception and you will get nothing : param params : search params : return : list"""
if not params : params = { } return self . _iterate_through_pages ( self . get_recurrings_per_page , resource = RECURRINGS , ** { 'params' : params } )
def _process_maybe_work ( self , yes_work , maybe_work , work_dir , yn_results_path , stats ) : """Returns statistics of how ` yes _ work ` compares with ` maybe _ work ` . : param yes _ work : name of work for which stats are collected : type yes _ work : ` str ` : param maybe _ work : name of work being com...
if maybe_work == yes_work : return stats self . _logger . info ( 'Processing "maybe" work {} against "yes" work {}.' . format ( maybe_work , yes_work ) ) # Set base values for each statistic of interest , for each # witness . for siglum in self . _corpus . get_sigla ( maybe_work ) : witness = ( maybe_work , sig...
def parse_file ( file_or_path , encoding = 'utf-8' , validate = False ) : """Tries to parse a given filepath or fileobj into a Bibliography instance . If ` ` validate ` ` is passed as keyword argument and set to ` ` True ` ` , the Bibliography will be validated using the standard rules ."""
try : is_string = isinstance ( file_or_path , basestring ) except NameError : is_string = isinstance ( file_or_path , str ) if is_string : with codecs . open ( file_or_path , 'r' , encoding ) as file_ : result = pattern . parseFile ( file_ ) [ 0 ] else : result = pattern . parseFile ( file_or_pa...
def moments_match_ep ( self , Y_i , tau_i , v_i , Y_metadata_i = None ) : """Moments match of the marginal approximation in EP algorithm : param i : number of observation ( int ) : param tau _ i : precision of the cavity distribution ( float ) : param v _ i : mean / variance of the cavity distribution ( float...
if Y_i == 1 : sign = 1. elif Y_i == 0 or Y_i == - 1 : sign = - 1 else : raise ValueError ( "bad value for Bernoulli observation (0, 1)" ) if isinstance ( self . gp_link , link_functions . Probit ) : z = sign * v_i / np . sqrt ( tau_i ** 2 + tau_i ) phi_div_Phi = derivLogCdfNormal ( z ) log_Z_hat...
def _extract_player_stats ( self , table , player_dict , home_or_away ) : """Combine all player stats into a single object . Since each player generally has a couple of rows worth of stats ( one for basic stats and another for advanced stats ) on the boxscore page , both rows should be combined into a single ...
for row in table ( 'tbody tr' ) . items ( ) : player_id = self . _find_player_id ( row ) # Occurs when a header row is identified instead of a player . if not player_id : continue name = self . _find_player_name ( row ) try : player_dict [ player_id ] [ 'data' ] += str ( row ) . stri...
def GlorotUniformInitializer ( out_dim = 0 , in_dim = 1 ) : """An initializer function for random uniform Glorot - scaled coefficients ."""
def init ( shape , rng ) : fan_in , fan_out = shape [ in_dim ] , shape [ out_dim ] std = np . sqrt ( 2.0 / ( fan_in + fan_out ) ) a = np . sqrt ( 3.0 ) * std return backend . random . uniform ( rng , shape , minval = - a , maxval = a ) return init
def EnumValueName ( self , enum , value ) : """Returns the string name of an enum value . This is just a small helper method to simplify a common operation . Args : enum : string name of the Enum . value : int , value of the enum . Returns : string name of the enum value . Raises : KeyError if eithe...
return self . enum_types_by_name [ enum ] . values_by_number [ value ] . name
def to_julian_date ( self ) : """Convert Datetime Array to float64 ndarray of Julian Dates . 0 Julian date is noon January 1 , 4713 BC . http : / / en . wikipedia . org / wiki / Julian _ day"""
# http : / / mysite . verizon . net / aesir _ research / date / jdalg2 . htm year = np . asarray ( self . year ) month = np . asarray ( self . month ) day = np . asarray ( self . day ) testarr = month < 3 year [ testarr ] -= 1 month [ testarr ] += 12 return ( day + np . fix ( ( 153 * month - 457 ) / 5 ) + 365 * year + ...
def from_cone ( cls , center , radius = 3 * u . arcmin , magnitudelimit = None , ** kw ) : '''Create a Constellation from a cone search of the sky , characterized by a positional center and a radius from it . Parameters center : SkyCoord object The center around which the query will be made . radius : flo...
# make sure the center is a SkyCoord center = parse_center ( center ) criteria = { } if magnitudelimit is not None : criteria [ cls . defaultfilter + 'mag' ] = '<{}' . format ( magnitudelimit ) v = Vizier ( columns = cls . columns , column_filters = criteria ) v . ROW_LIMIT = - 1 # run the query print ( 'querying V...
def add_user ( self , username , password ) : """Add an user to the dictionary ."""
self . server . user_dict [ username ] = password self . server . isAuth = True
def all_timescales_ ( self ) : """Implied relaxation timescales each sample in the ensemble Returns timescales : array - like , shape = ( n _ samples , n _ timescales , ) The longest implied relaxation timescales of the each sample in the ensemble of transition matrices , expressed in units of time - step...
us , lvs , rvs = self . _get_eigensystem ( ) # make sure to leave off equilibrium distribution timescales = - self . lag_time / np . log ( us [ : , 1 : ] ) return timescales
def front_and_backfill ( self , cols , inplace = True ) : """Groups dataframe by index name then replaces null values in selected columns with front / backfilled values if available . Changes self . df inplace . Parameters self : MagicDataFrame cols : array - like list of column names Returns self ....
cols = list ( cols ) for col in cols : if col not in self . df . columns : self . df [ col ] = np . nan short_df = self . df [ cols ] # horrible , bizarre hack to test for pandas malfunction tester = short_df . groupby ( short_df . index , sort = False ) . fillna ( method = 'ffill' ) if not_null ( tester ) ...
def reload ( self , obj , extra_params = None ) : """Reload an object from server . This method is immutable and will return a new object . : param obj : object to reload : type obj : : py : obj : ` obj ` : param extra _ params : additional object specific extra query string params ( eg for activity ) : typ...
if not obj . _json_data . get ( 'url' ) : # pragma : no cover raise NotFoundError ( "Could not reload object, there is no url for object '{}' configured" . format ( obj ) ) response = self . _request ( 'GET' , obj . _json_data . get ( 'url' ) , params = extra_params ) if response . status_code != requests . codes ....
def path ( self , which = None ) : """Extend ` ` nailgun . entity _ mixins . Entity . path ` ` . The format of the returned path depends on the value of ` ` which ` ` : facts / discovered _ hosts / facts ` ` super ` ` is called otherwise ."""
if which == 'facts' : return '{0}/{1}' . format ( super ( DiscoveredHost , self ) . path ( which = 'base' ) , which ) return super ( DiscoveredHost , self ) . path ( which )
def _save_documentation ( version , base_url = "https://spark.apache.org/docs" ) : """Write the spark property documentation to a file"""
target_dir = join ( dirname ( __file__ ) , 'spylon' , 'spark' ) with open ( join ( target_dir , "spark_properties_{}.json" . format ( version ) ) , 'w' ) as fp : all_props = _fetch_documentation ( version = version , base_url = base_url ) all_props = sorted ( all_props , key = lambda x : x [ 0 ] ) all_props...
def read_file ( self ) : """Grabs filename and enables it to be read . : return : raw _ file = unaltered text ; file _ lines = text split by lines ."""
with open ( self . filename , mode = 'r+' , encoding = 'utf8' ) as text_file : self . raw_file = text_file . read ( ) # pylint : disable = attribute - defined - outside - init self . file_lines = [ x . rstrip ( ) for x in self . raw_file . splitlines ( ) ]
def partial_fit ( self , sequence , y = None ) : """Fit Preprocessing to X . Parameters sequence : array - like , [ sequence _ length , n _ features ] A multivariate timeseries . y : None Ignored Returns self"""
s = super ( MultiSequencePreprocessingMixin , self ) if hasattr ( s , 'fit' ) : return s . fit ( sequence ) return self
def select_to_constraint ( cls , dataset , selection ) : """Transform a selection dictionary to an iris Constraint ."""
import iris def get_slicer ( start , end ) : def slicer ( cell ) : return start <= cell . point < end return slicer constraint_kwargs = { } for dim , constraint in selection . items ( ) : if isinstance ( constraint , slice ) : constraint = ( constraint . start , constraint . stop ) if is...
def effect_from_model ( model , ref , ref_rc , alt , alt_rc , methods , mutation_positions , out_annotation_all_outputs , extra_args = None , ** argv ) : """Convenience function to execute multiple effect predictions in one call # Arguments model : Keras model ref : Input sequence with the reference genotype ...
assert isinstance ( methods , list ) if isinstance ( extra_args , list ) : assert ( len ( extra_args ) == len ( methods ) ) else : extra_args = [ None ] * len ( methods ) main_args = { "model" : model , "ref" : ref , "ref_rc" : ref_rc , "alt" : alt , "alt_rc" : alt_rc , "mutation_positions" : mutation_positions...
def GrowInstanceDisk ( r , instance , disk , amount , wait_for_sync = False ) : """Grows a disk of an instance . More details for parameters can be found in the RAPI documentation . @ type instance : string @ param instance : Instance name @ type disk : integer @ param disk : Disk index @ type amount : ...
body = { "amount" : amount , "wait_for_sync" : wait_for_sync , } return r . request ( "post" , "/2/instances/%s/disk/%s/grow" % ( instance , disk ) , content = body )
def is_nondominated_pathetic ( self , obs_df ) : """identify which candidate solutions are pareto non - dominated - super patheically slow . . . Parameters obs _ df : pandas . DataFrame dataframe with columns of observation names and rows of realizations Returns is _ dominated : pandas . Series series...
obj_df = obs_df . loc [ : , self . obs_obj_names ] is_nondom = [ ] for i , iidx in enumerate ( obj_df . index ) : ind = True for jidx in obj_df . index : if iidx == jidx : continue # if dominates ( jidx , iidx ) : # ind = False # break if self . dominates ( ob...
def chain ( self , certlist ) : """Construct the chain of certificates leading from ' self ' to the self signed root using the certificates in ' certlist ' . If the list does not provide all the required certs to go to the root the function returns a incomplete chain starting with the certificate . This fac...
d = { } for c in certlist : # XXX we should check if we have duplicate d [ c . subject ] = c res = [ self ] cur = self while not cur . isSelfSigned ( ) : if cur . issuer in d : possible_issuer = d [ cur . issuer ] if cur . isIssuerCert ( possible_issuer ) : res . append ( possible_is...
def register ( linter ) : '''required method to auto register this checker'''
linter . register_checker ( StringCurlyBracesFormatIndexChecker ( linter ) ) linter . register_checker ( StringLiteralChecker ( linter ) )
def _process_file ( self ) : '''Process rebase file into dict with name and cut site information .'''
print 'Processing file' with open ( self . _rebase_file , 'r' ) as f : raw = f . readlines ( ) names = [ line . strip ( ) [ 3 : ] for line in raw if line . startswith ( '<1>' ) ] seqs = [ line . strip ( ) [ 3 : ] for line in raw if line . startswith ( '<5>' ) ] if len ( names ) != len ( seqs ) : raise Exception...
def pulsation ( feature , ** kwargs ) : """Create parameters for a pulsation feature Generally , this will be used as input to the method argument in : meth : ` phoebe . frontend . bundle . Bundle . add _ feature ` : parameter * * kwargs : defaults for the values of any of the parameters : return : a : clas...
if not conf . devel : raise NotImplementedError ( "'pulsation' feature not officially supported for this release. Enable developer mode to test." ) params = [ ] params += [ FloatParameter ( qualifier = 'radamp' , value = kwargs . get ( 'radamp' , 0.1 ) , default_unit = u . dimensionless_unscaled , description = 'R...
def to_networkx ( self , directed = None ) : '''Converts this Graph object to a networkx - compatible object . Requires the networkx library .'''
import networkx as nx directed = directed if directed is not None else self . is_directed ( ) cls = nx . DiGraph if directed else nx . Graph adj = self . matrix ( ) if ss . issparse ( adj ) : return nx . from_scipy_sparse_matrix ( adj , create_using = cls ( ) ) return nx . from_numpy_matrix ( adj , create_using = c...
def read ( self , size = - 1 ) : """Returns data bytes of size size from the current segment . If size is - 1 it returns all the remaining data bytes from memory segment"""
if size < - 1 : raise Exception ( 'You shouldnt be doing this' ) if size == - 1 : t = self . current_segment . remaining_len ( self . current_position ) if not t : return None old_new_pos = self . current_position self . current_position = self . current_segment . end_address return self...
def activate ( name , lbn , target , profile = 'default' , tgt_type = 'glob' ) : '''. . versionchanged : : 2017.7.0 The ` ` expr _ form ` ` argument has been renamed to ` ` tgt _ type ` ` , earlier releases must use ` ` expr _ form ` ` . Activate the named worker from the lbn load balancers at the targeted ...
return _talk2modjk ( name , lbn , target , 'worker_activate' , profile , tgt_type )
def global_confirm ( question , default = True ) : """Shows a confirmation that applies to all hosts by temporarily disabling parallel execution in Fabric"""
if env . abort_on_prompts : return True original_parallel = env . parallel env . parallel = False result = confirm ( question , default ) env . parallel = original_parallel return result
def poller_processor_handler ( event , context ) : # pylint : disable = W0613 """Historical Security Group Poller Processor . This will receive events from the Poller Tasker , and will list all objects of a given technology for an account / region pair . This will generate ` polling events ` which simulate chan...
LOG . debug ( '[@] Running Poller...' ) queue_url = get_queue_url ( os . environ . get ( 'POLLER_QUEUE_NAME' , 'HistoricalVPCPoller' ) ) records = deserialize_records ( event [ 'Records' ] ) for record in records : # Skip accounts that have role assumption errors : try : vpcs = describe_vpcs ( account_numbe...
def do ( self , response , binding , relay_state = "" , mtype = "response" ) : """: param response : The SAML response , transport encoded : param binding : Which binding the query came in over"""
# tmp _ outstanding _ queries = dict ( self . outstanding _ queries ) if not response : logger . info ( "Missing Response" ) resp = Unauthorized ( "Unknown user" ) return resp ( self . environ , self . start_response ) try : conv_info = { "remote_addr" : self . environ [ "REMOTE_ADDR" ] , "request_uri" ...
def pretty_flags ( flags ) : """Return pretty representation of code flags ."""
names = [ ] result = "0x%08x" % flags for i in range ( 32 ) : flag = 1 << i if flags & flag : names . append ( COMPILER_FLAG_NAMES . get ( flag , hex ( flag ) ) ) flags ^= flag if not flags : break else : names . append ( hex ( flags ) ) names . reverse ( ) return "%s (%s...
def release ( self , conn ) : """Release a previously acquired connection . The connection is put back into the pool ."""
self . _pool_lock . acquire ( ) self . _pool . put ( ConnectionWrapper ( self . _pool , conn ) ) self . _current_acquired -= 1 self . _pool_lock . release ( )
def dependency_context ( package_names , aggressively_remove = False ) : """Install the supplied packages and yield . Finally , remove all packages that were installed . Currently assumes ' aptitude ' is available ."""
installed_packages = [ ] log = logging . getLogger ( __name__ ) try : if not package_names : logging . debug ( 'No packages requested' ) if package_names : lock = yg . lockfile . FileLock ( '/tmp/.pkg-context-lock' , timeout = 30 * 60 ) log . info ( 'Acquiring lock to perform install' ) ...
def get_activity_objective_bank_assignment_session ( self , proxy ) : """Gets the session for assigning activity to objective bank mappings . arg : proxy ( osid . proxy . Proxy ) : a proxy return : ( osid . learning . ActivityObjectiveBankAssignmentSession ) - an ` ` ActivityObjectiveBankAssignmentSession ` `...
if not self . supports_activity_objective_bank_assignment ( ) : raise errors . Unimplemented ( ) # pylint : disable = no - member return sessions . ActivityObjectiveBankAssignmentSession ( proxy = proxy , runtime = self . _runtime )
def _send_mail ( self , receivers_list , subject , body , log_files = None ) : if not receivers_list : self . log . info ( 'no valid addresses in requested addresses. Doing nothing' ) return self . log . info ( 'sending notification to %s ...' , receivers_list ) """Actually sends the mail wi...
if log_files : msg = MIMEMultipart ( ) msg . attach ( MIMEText ( body ) ) for entry in log_files : log_mime = MIMEBase ( 'application' , "octet-stream" ) log_file = entry [ 0 ] # Output . file log_file . seek ( 0 ) log_mime . set_payload ( log_file . read ( ) ) ...
def electric_field_amplitude_top ( P , a , Omega = 1e6 , units = "ad-hoc" ) : """Return the amplitude of the electric field for a top hat beam . This is the amplitude of a laser beam of power P ( in Watts ) and a top - hat \ intensity distribution of radius a ( in meters ) . The value of E0 is given in \ resc...
e0 = hbar * Omega / ( e * a0 ) # This is the electric field scale . E0 = sqrt ( ( c * mu0 * P ) / ( Pi * a ** 2 ) ) if units == "ad-hoc" : E0 = E0 / e0 return E0
def encode ( self , pdu ) : """encode the contents of the NPCI into the PDU ."""
if _debug : NPCI . _debug ( "encode %s" , repr ( pdu ) ) PCI . update ( pdu , self ) # only version 1 messages supported pdu . put ( self . npduVersion ) # build the flags if self . npduNetMessage is not None : netLayerMessage = 0x80 else : netLayerMessage = 0x00 # map the destination address dnetPresent = ...
def _ltf ( ins ) : '''Compares & pops top 2 operands out of the stack , and checks if the 1st operand < 2nd operand ( top of the stack ) . Pushes 0 if False , 1 if True . Floating Point version'''
op1 , op2 = tuple ( ins . quad [ 2 : ] ) output = _float_oper ( op1 , op2 ) output . append ( 'call __LTF' ) output . append ( 'push af' ) REQUIRES . add ( 'ltf.asm' ) return output
def genestats ( args ) : """% prog genestats gffile Print summary stats , including : - Number of genes - Number of single - exon genes - Number of multi - exon genes - Number of distinct exons - Number of genes with alternative transcript variants - Number of predicted transcripts - Mean number of ...
p = OptionParser ( genestats . __doc__ ) p . add_option ( "--groupby" , default = "conf_class" , help = "Print separate stats groupby" ) p . set_outfile ( ) opts , args = p . parse_args ( args ) if len ( args ) != 1 : sys . exit ( not p . print_help ( ) ) gff_file , = args gb = opts . groupby g = make_index ( gff_f...
def write ( self , filename ) : """Save detx file ."""
with open ( filename , 'w' ) as f : f . write ( self . ascii ) self . print ( "Detector file saved as '{0}'" . format ( filename ) )
def genlmsg_len ( gnlh ) : """Return length of message payload including user header . https : / / github . com / thom311 / libnl / blob / libnl3_2_25 / lib / genl / genl . c # L224 Positional arguments : gnlh - - Generic Netlink message header ( genlmsghdr class instance ) . Returns : Length of user payl...
nlh = nlmsghdr ( bytearray_ptr ( gnlh . bytearray , - NLMSG_HDRLEN , oob = True ) ) return nlh . nlmsg_len - GENL_HDRLEN - NLMSG_HDRLEN
def i2c_master_write ( self , i2c_address , data , flags = I2C_NO_FLAGS ) : """Make an I2C write access . The given I2C device is addressed and data given as a string is written . The transaction is finished with an I2C stop condition unless I2C _ NO _ STOP is set in the flags . 10 bit addresses are support...
data = array . array ( 'B' , data ) status , _ = api . py_aa_i2c_write_ext ( self . handle , i2c_address , flags , len ( data ) , data ) _raise_i2c_status_code_error_if_failure ( status )
def layered ( self ) : """Yield list of [ [ ( name , image ) , . . . ] , [ ( name , image ) , . . . ] , . . . ]"""
result = [ ] for layer in self . _layered : nxt = [ ] for name in layer : nxt . append ( ( name , self . all_images [ name ] ) ) result . append ( nxt ) return result
def _error_if_symbol_unused ( symbol_word , technical_words_dictionary , line_offset , col_offset ) : """Return SpellcheckError if this symbol is not used in the code ."""
result = technical_words_dictionary . corrections ( symbol_word , distance = 5 , prefix = 0 ) if not result . valid : return SpellcheckError ( symbol_word , line_offset , col_offset , result . suggestions , SpellcheckError . TechnicalWord )
def quote_etag ( etag , weak = False ) : """Quote an etag . : param etag : the etag to quote . : param weak : set to ` True ` to tag it " weak " ."""
if '"' in etag : raise ValueError ( 'invalid etag' ) etag = '"%s"' % etag if weak : etag = 'w/' + etag return etag
def list_styles ( self ) : """Print available styles and exit ."""
known = sorted ( self . defaults . known_styles ) if not known : err_exit ( 'No styles' , 0 ) for style in known : if style == self . defaults . default_style : print ( style , '(default)' ) else : print ( style ) sys . exit ( 0 )
def set_muted ( self , status ) : """Set client mute status ."""
new_volume = self . _client [ 'config' ] [ 'volume' ] new_volume [ 'muted' ] = status self . _client [ 'config' ] [ 'volume' ] [ 'muted' ] = status yield from self . _server . client_volume ( self . identifier , new_volume ) _LOGGER . info ( 'set muted to %s on %s' , status , self . friendly_name )
def run_check_kind ( _ ) : '''Running the script .'''
for kindv in router_post : for rec_cat in MCategory . query_all ( kind = kindv ) : catid = rec_cat . uid catinfo = MCategory . get_by_uid ( catid ) for rec_post2tag in MPost2Catalog . query_by_catid ( catid ) : postinfo = MPost . get_by_uid ( rec_post2tag . post_id ) ...
def read_kwfile ( fname ) : """Syntax used as of r452 in commissioning tests"""
d = { } f = open ( fname ) for line in f : try : kvpair = re . findall ( "(.*):: (.*)=(.*)$" , line ) [ 0 ] d [ 'name' ] = os . path . basename ( kvpair [ 0 ] ) key , val = kvpair [ 1 : ] d [ key . lower ( ) ] = val except ( ValueError , IndexError ) : break f . close ( )...
def batchlobstr ( args ) : """% prog batchlobstr samples . csv Run lobSTR sequentially on list of samples . Each line contains : sample - name , s3 - location"""
p = OptionParser ( batchlobstr . __doc__ ) p . add_option ( "--sep" , default = "," , help = "Separator for building commandline" ) p . set_home ( "lobstr" , default = "s3://hli-mv-data-science/htang/str-build/lobSTR/" ) p . set_aws_opts ( store = "hli-mv-data-science/htang/str-data" ) opts , args = p . parse_args ( ar...
def attach_lb_to_subnets ( self , name , subnets ) : """Attaches load balancer to one or more subnets . Attaching subnets that are already registered with the Load Balancer has no effect . : type name : string : param name : The name of the Load Balancer : type subnets : List of strings : param subnets ...
params = { 'LoadBalancerName' : name } self . build_list_params ( params , subnets , 'Subnets.member.%d' ) return self . get_list ( 'AttachLoadBalancerToSubnets' , params , None )
def excepthook ( type , value , tb ) : """Report an exception ."""
if ( issubclass ( type , Error ) or issubclass ( type , lib50 . Error ) ) and str ( value ) : for line in str ( value ) . split ( "\n" ) : cprint ( str ( line ) , "yellow" ) else : cprint ( _ ( "Sorry, something's wrong! Let sysadmins@cs50.harvard.edu know!" ) , "yellow" ) if excepthook . verbose : ...
def euler_tour_dfs ( G , source = None ) : """adaptation of networkx dfs"""
if source is None : # produce edges for all components nodes = G else : # produce edges for components with source nodes = [ source ] yielder = [ ] visited = set ( ) for start in nodes : if start in visited : continue visited . add ( start ) stack = [ ( start , iter ( G [ start ] ) ) ] w...
def get_queryset ( self ) : """Overridde the get _ queryset method to do some validations and build the search queryset ."""
entries = Entry . published . none ( ) if self . request . GET : self . pattern = self . request . GET . get ( 'pattern' , '' ) if len ( self . pattern ) < 3 : self . error = _ ( 'The pattern is too short' ) else : entries = Entry . published . search ( self . pattern ) else : self . err...
def matched ( self , key , regex , ignore_case = False , multi_line = False ) : """增加查询条件 , 限制查询结果对象指定字段满足指定的正则表达式 。 : param key : 查询条件字段名 : param regex : 查询正则表达式 : param ignore _ case : 查询是否忽略大小写 , 默认不忽略 : param multi _ line : 查询是否匹配多行 , 默认不匹配 : rtype : Query"""
if not isinstance ( regex , six . string_types ) : raise TypeError ( 'matched only accept str or unicode' ) self . _add_condition ( key , '$regex' , regex ) modifiers = '' if ignore_case : modifiers += 'i' if multi_line : modifiers += 'm' if modifiers : self . _add_condition ( key , '$options' , modifie...
def _input_as_paths ( self , data ) : """Return data as a space delimited string with each path quoted data : paths or filenames , most likely as a list of strings"""
return self . _command_delimiter . join ( map ( str , map ( self . _input_as_path , data ) ) )
def _handle_adapter ( self , app ) : """Handle storage _ adapter configuration : param app : Flask application"""
if 'IMAGINE_ADAPTER' in app . config and 'name' in app . config [ 'IMAGINE_ADAPTER' ] and app . config [ 'IMAGINE_ADAPTER' ] [ 'name' ] in self . _adapters . keys ( ) : self . _adapter = self . _adapters [ app . config [ 'IMAGINE_ADAPTER' ] [ 'name' ] ] ( ** app . config [ 'IMAGINE_ADAPTER' ] ) else : raise Val...
def add_dependency ( self , from_task_name , to_task_name ) : """Add a dependency between two tasks ."""
logger . debug ( 'Adding dependency from {0} to {1}' . format ( from_task_name , to_task_name ) ) if not self . state . allow_change_graph : raise DagobahError ( "job's graph is immutable in its current state: %s" % self . state . status ) self . add_edge ( from_task_name , to_task_name ) self . commit ( )
def read_busiest_date ( path : str ) -> Tuple [ datetime . date , FrozenSet [ str ] ] : """Find the earliest date with the most trips"""
feed = load_raw_feed ( path ) return _busiest_date ( feed )
def _process_output ( self , node , ** kwargs ) : """Processes an output node , which will contain things like ` Name ` and ` TemplateData ` nodes ."""
for n in node . nodes : self . _process_node ( n , ** kwargs )
def require_app ( app_name , api_style = False ) : """Request the application to be automatically loaded . If this is used for " api " style modules , which is imported by a client application , set api _ style = True . If this is used for client application module , set api _ style = False ."""
iterable = ( inspect . getmodule ( frame [ 0 ] ) for frame in inspect . stack ( ) ) modules = [ module for module in iterable if module is not None ] if api_style : m = modules [ 2 ] # skip a frame for " api " module else : m = modules [ 1 ] m . _REQUIRED_APP = getattr ( m , '_REQUIRED_APP' , [ ] ) m . _REQ...
def list_runs ( self , project , entity = None ) : """Lists runs in W & B scoped by project . Args : project ( str ) : The project to scope the runs to entity ( str , optional ) : The entity to scope this project to . Defaults to public models Returns : [ { " id " , name " , " description " } ]"""
query = gql ( ''' query Buckets($model: String!, $entity: String!) { model(name: $model, entityName: $entity) { buckets(first: 10) { edges { node { id name ...
def exec_function ( ast , globals_map ) : """Execute a python code object in the given environment . Args : globals _ map : Dictionary to use as the globals context . Returns : locals _ map : Dictionary of locals from the environment after execution ."""
locals_map = globals_map exec ast in globals_map , locals_map return locals_map
def fetch_credential ( self , credential = None , profile = None ) : """Fetch credential from credentials file . Args : credential ( str ) : Credential to fetch . profile ( str ) : Credentials profile . Defaults to ` ` ' default ' ` ` . Returns : str , None : Fetched credential or ` ` None ` ` ."""
q = self . db . get ( self . query . profile == profile ) if q is not None : return q . get ( credential )
def _execute_tasks ( self , * , input_args , out_degs , monitor ) : """Executes tasks comprising the workflow in the predetermined order . : param input _ args : External input arguments to the workflow . : type input _ args : Dict : param out _ degs : Dictionary mapping vertices ( task IDs ) to their out - d...
done_tasks = set ( ) intermediate_results = { } for dep in self . ordered_dependencies : result = self . _execute_task ( dependency = dep , input_args = input_args , intermediate_results = intermediate_results , monitor = monitor ) intermediate_results [ dep ] = result self . _relax_dependencies ( dependenc...
def niceString2uri ( aUriString , namespaces = None ) : """From a string representing a URI possibly with the namespace qname , returns a URI instance . gold : Citation = = > rdflib . term . URIRef ( u ' http : / / purl . org / linguistics / gold / Citation ' ) Namespaces are a list [ ( ' xml ' , rdflib . URI...
if not namespaces : namespaces = [ ] for aNamespaceTuple in namespaces : if aNamespaceTuple [ 0 ] and aUriString . find ( aNamespaceTuple [ 0 ] . __str__ ( ) + ":" ) == 0 : aUriString_name = aUriString . split ( ":" ) [ 1 ] return rdflib . term . URIRef ( aNamespaceTuple [ 1 ] + aUriString_name ...
def get_node_mapping ( H ) : """Generates mappings between the set of nodes and integer indices ( where every node corresponds to exactly 1 integer index ) . : param H : the hypergraph to find the node mapping on . : returns : dict - - for each integer index , maps the index to the node . dict - - for each ...
node_set = H . get_node_set ( ) nodes_to_indices , indices_to_nodes = { } , { } node_index = 0 for node in node_set : nodes_to_indices . update ( { node : node_index } ) indices_to_nodes . update ( { node_index : node } ) node_index += 1 return indices_to_nodes , nodes_to_indices
def file_encrypt ( blockchain_id , hostname , recipient_blockchain_id_and_hosts , input_path , output_path , passphrase = None , config_path = CONFIG_PATH , wallet_keys = None ) : """Encrypt a file for a set of recipients . @ recipient _ blockchain _ id _ and _ hosts must contain a list of ( blockchain _ id , hos...
config_dir = os . path . dirname ( config_path ) # find our encryption key key_info = file_key_lookup ( blockchain_id , 0 , hostname , config_path = config_path , wallet_keys = wallet_keys ) if 'error' in key_info : return { 'error' : 'Failed to lookup encryption key' } # find the encryption key IDs for the recipie...
def export ( self , hashVal = None , hashPath = None , tags = None , galleries = None ) : """The export function needs to : - Move source image to asset folder - Rename to guid . ext - Save thumbnail , small , and image versions"""
hashVal = hashVal or self . hash hashPath = hashPath or self . parent / hashVal + self . ext source = hashPath . replace ( '\\' , '/' ) . replace ( ROOT , '' ) galleries = galleries or [ ] tags = tags or [ ] imagefile = ROOT / source if imagefile . ext == '.psd' : psd = psd_tools . PSDImage . load ( imagefile ) ...
def _strptime ( self , time_str ) : """Convert an ISO 8601 formatted string in UTC into a timezone - aware datetime object ."""
if time_str : # Parse UTC string into naive datetime , then add timezone dt = datetime . strptime ( time_str , __timeformat__ ) return dt . replace ( tzinfo = UTC ( ) ) return None
def parse_pretty_midi ( self , pm , mode = 'max' , algorithm = 'normal' , binarized = False , skip_empty_tracks = True , collect_onsets_only = False , threshold = 0 , first_beat_time = None ) : """Parse a : class : ` pretty _ midi . PrettyMIDI ` object . The data type of the resulting pianorolls is automatically ...
if mode not in ( 'max' , 'sum' ) : raise ValueError ( "`mode` must be one of {'max', 'sum'}." ) if algorithm not in ( 'strict' , 'normal' , 'custom' ) : raise ValueError ( "`algorithm` must be one of {'normal', 'strict', " " 'custom'}." ) if algorithm == 'custom' : if not isinstance ( first_beat_time , ( in...
def smart_query ( query , filters = None , sort_attrs = None , schema = None ) : """Does magic Django - ish joins like post _ _ _ user _ _ _ name _ _ startswith = ' Bob ' ( see https : / / goo . gl / jAgCyM ) Does filtering , sorting and eager loading at the same time . And if , say , filters and sorting need...
if not filters : filters = { } if not sort_attrs : sort_attrs = [ ] if not schema : schema = { } # noinspection PyProtectedMember root_cls = query . _joinpoint_zero ( ) . class_ # for example , User or Post attrs = list ( filters . keys ( ) ) + list ( map ( lambda s : s . lstrip ( DESC_PREFIX ) , sort_attrs...
def read_init_status ( self ) : """Read the initialization status of Vault . Supported methods : GET : / sys / init . Produces : 200 application / json : return : The JSON response of the request . : rtype : dict"""
api_path = '/v1/sys/init' response = self . _adapter . get ( url = api_path , ) return response . json ( )
def addTransitions ( self , state , transitions ) : """Create a new L { TransitionTable } with all the same transitions as this L { TransitionTable } plus a number of new transitions . @ param state : The state for which the new transitions are defined . @ param transitions : A L { dict } mapping inputs to ou...
table = self . _copy ( ) state = table . table . setdefault ( state , { } ) for ( input , ( output , nextState ) ) in transitions . items ( ) : state [ input ] = Transition ( output , nextState ) return table
def _all_keys ( self ) : """Return a list of all encoded key names ."""
file_keys = [ self . _filename_to_key ( fn ) for fn in self . _all_filenames ( ) ] if self . _sync : return set ( file_keys ) else : return set ( file_keys + list ( self . _buffer ) )
def list_build_configuration_sets ( page_size = 200 , page_index = 0 , sort = "" , q = "" ) : """List all build configuration sets"""
data = list_build_configuration_sets_raw ( page_size , page_index , sort , q ) if data : return utils . format_json_list ( data )
def _close_callback ( self ) : """Callback called when redis closed the connection . The callback queue is emptied and we call each callback found with None or with an exception object to wake up blocked client ."""
while True : try : callback = self . __callback_queue . popleft ( ) callback ( ConnectionError ( "closed connection" ) ) except IndexError : break if self . subscribed : # pubsub clients self . _reply_list . append ( ConnectionError ( "closed connection" ) ) self . _condition . n...
def delete_customer ( self , customer_id ) : """Delete a customer ."""
content = self . _fetch ( "/customer/%s" % customer_id , method = "DELETE" ) return self . _status ( content )
def add ( a , b , allow_overflow = False ) : """Adds two instances of ` Money ` . Args : a ( : class : ` endpoints _ management . gen . servicecontrol _ v1 _ messages . Money ` ) : one money value b ( : class : ` endpoints _ management . gen . servicecontrol _ v1 _ messages . Money ` ) : another money val...
for m in ( a , b ) : if not isinstance ( m , sc_messages . Money ) : raise ValueError ( u'Inputs should be of type %s' % ( sc_messages . Money , ) ) if a . currencyCode != b . currencyCode : raise ValueError ( u'Money values need the same currency to be summed' ) nano_carry , nanos_sum = _sum_nanos ( a ...
def enable_apt_repositories ( prefix , url , version , repositories ) : """adds an apt repository"""
with settings ( hide ( 'warnings' , 'running' , 'stdout' ) , warn_only = False , capture = True ) : sudo ( 'apt-add-repository "%s %s %s %s"' % ( prefix , url , version , repositories ) ) with hide ( 'running' , 'stdout' ) : output = sudo ( "DEBIAN_FRONTEND=noninteractive /usr/bin/apt-get update" ) ...
def sid_day_index ( self , sid , day ) : """Parameters sid : int The asset identifier . day : datetime64 - like Midnight of the day for which data is requested . Returns int Index into the data tape for the given sid and day . Raises a NoDataOnDate exception if the given day and sid is before or a...
try : day_loc = self . sessions . get_loc ( day ) except Exception : raise NoDataOnDate ( "day={0} is outside of calendar={1}" . format ( day , self . sessions ) ) offset = day_loc - self . _calendar_offsets [ sid ] if offset < 0 : raise NoDataBeforeDate ( "No data on or before day={0} for sid={1}" . format...
def to_obj ( self , wd = False , pack = False , relpath = None ) : """Return the step as an dict that can be written to a yaml file . Returns : dict : yaml representation of the step ."""
obj = CommentedMap ( ) if pack : obj [ 'run' ] = self . orig elif relpath is not None : if self . from_url : obj [ 'run' ] = self . run else : obj [ 'run' ] = os . path . relpath ( self . run , relpath ) elif wd : if self . from_url : obj [ 'run' ] = self . run else : ...
def error_text ( error , context = "client" ) : """Returns a textual explanation of a given error number : param error : an error integer : param context : server , client or partner : returns : the error string"""
assert context in ( "client" , "server" , "partner" ) logger . debug ( "error text for %s" % hex ( error ) ) len_ = 1024 text_type = c_char * len_ text = text_type ( ) library = load_library ( ) if context == "client" : library . Cli_ErrorText ( error , text , len_ ) elif context == "server" : library . Srv_Err...
def get_page ( self , project , wiki_identifier , path = None , recursion_level = None , version_descriptor = None , include_content = None ) : """GetPage . Gets metadata or content of the wiki page for the provided path . Content negotiation is done based on the ` Accept ` header sent in the request . : param ...
route_values = { } if project is not None : route_values [ 'project' ] = self . _serialize . url ( 'project' , project , 'str' ) if wiki_identifier is not None : route_values [ 'wikiIdentifier' ] = self . _serialize . url ( 'wiki_identifier' , wiki_identifier , 'str' ) query_parameters = { } if path is not None...
def iso8601 ( self ) : """Returns an ISO 8601 representation of the MayaDT ."""
# Get a timezone - naive datetime . dt = self . datetime ( naive = True ) return '{}Z' . format ( dt . isoformat ( ) )
def schema ( self ) : """The nested Schema object . . . versionchanged : : 1.0.0 Renamed from ` serializer ` to ` schema `"""
if not self . __schema : # Inherit context from parent . context = getattr ( self . parent , 'context' , { } ) if isinstance ( self . nested , SchemaABC ) : self . __schema = self . nested self . __schema . context . update ( context ) else : if isinstance ( self . nested , type ) an...
def __search_obj ( self , obj , item , parent , parents_ids = frozenset ( { } ) , is_namedtuple = False ) : """Search objects"""
found = False if obj == item : found = True # We report the match but also continue inside the match to see if there are # furthur matches inside the ` looped ` object . self . __report ( report_key = 'matched_values' , key = parent , value = obj ) try : if is_namedtuple : obj = obj . _asdic...
def when_ends ( self , timeformat = 'unix' ) : """Returns the GMT time of the end of the forecast coverage , which is the time of the most recent * Weather * item in the forecast : param timeformat : the format for the time value . May be : ' * unix * ' ( default ) for UNIX time ' * iso * ' for ISO8601 - fo...
end_coverage = max ( [ item . get_reference_time ( ) for item in self . _forecast ] ) return timeformatutils . timeformat ( end_coverage , timeformat )
def add_issue_attribute ( self , name , ** attrs ) : """Add a new Issue attribute and return a : class : ` IssueAttribute ` object . : param name : name of the : class : ` IssueAttribute ` : param attrs : optional attributes for : class : ` IssueAttribute `"""
return IssueAttributes ( self . requester ) . create ( self . id , name , ** attrs )
def remove_unnecessary_stuff ( self ) : """Remove unnecessary functions and data : return : None"""
glibc_functions_blacklist = { '_start' , '_init' , '_fini' , '__gmon_start__' , '__do_global_dtors_aux' , 'frame_dummy' , 'atexit' , 'deregister_tm_clones' , 'register_tm_clones' , '__x86.get_pc_thunk.bx' , '__libc_csu_init' , '__libc_csu_fini' , } glibc_data_blacklist = { '__TMC_END__' , '_GLOBAL_OFFSET_TABLE_' , '__J...
def detect_metadata_url_scheme ( url ) : """detect whether a url is a Service type that HHypermap supports"""
scheme = None url_lower = url . lower ( ) if any ( x in url_lower for x in [ 'wms' , 'service=wms' ] ) : scheme = 'OGC:WMS' if any ( x in url_lower for x in [ 'wmts' , 'service=wmts' ] ) : scheme = 'OGC:WMTS' elif all ( x in url for x in [ '/MapServer' , 'f=json' ] ) : scheme = 'ESRI:ArcGIS:MapServer' elif ...
def advance ( self , blocksize , timeout = 10 ) : """Advanced buffer blocksize seconds . Add blocksize seconds more to the buffer , push blocksize seconds from the beginning . Parameters blocksize : int The number of seconds to attempt to read from the channel Returns status : boolean Returns True i...
ts = super ( StrainBuffer , self ) . attempt_advance ( blocksize , timeout = timeout ) self . blocksize = blocksize # We have given up so there is no time series if ts is None : logging . info ( "%s frame is late, giving up" , self . detector ) self . null_advance_strain ( blocksize ) if self . state : ...
def delete_node ( manager , handle_id ) : """Deletes the node and all its relationships . : param manager : Neo4jDBSessionManager : param handle _ id : Unique id : rtype : bool"""
q = """ MATCH (n:Node {handle_id: {handle_id}}) OPTIONAL MATCH (n)-[r]-() DELETE n,r """ with manager . session as s : s . run ( q , { 'handle_id' : handle_id } ) return True
def nstar ( self , image , star_groups ) : """Fit , as appropriate , a compound or single model to the given ` ` star _ groups ` ` . Groups are fitted sequentially from the smallest to the biggest . In each iteration , ` ` image ` ` is subtracted by the previous fitted group . Parameters image : numpy . n...
result_tab = Table ( ) for param_tab_name in self . _pars_to_output . keys ( ) : result_tab . add_column ( Column ( name = param_tab_name ) ) unc_tab = Table ( ) for param , isfixed in self . psf_model . fixed . items ( ) : if not isfixed : unc_tab . add_column ( Column ( name = param + "_unc" ) ) y , x...
def subscribe ( object_type : str , subscriber : str , callback_handler : Callable = None ) -> EventQueue : """Subscribe to the specified object type . Returns an EventQueue object which can be used to query events associated with the object type for this subscriber . Args : object _ type ( str ) : Object t...
key = _keys . subscribers ( object_type ) DB . remove_from_list ( key , subscriber ) DB . append_to_list ( key , subscriber ) return EventQueue ( object_type , subscriber , callback_handler )