signature
stringlengths
29
44.1k
implementation
stringlengths
0
85.2k
def _resolve_view_params ( self , request , defaults , * args , ** kwargs ) : """Resolves view params with least ammount of resistance . Firstly check for params on urls passed args , then on class init args or members , and lastly on class get methods ."""
params = copy . copy ( defaults ) params . update ( self . params ) params . update ( kwargs ) resolved_params = { } extra_context = { } for key in params : # grab from provided params . value = params [ key ] # otherwise grab from existing params if value == None : value = self . params [ key ] if ...
def format_filename ( filename , shorten = False ) : """Formats a filename for user display . The main purpose of this function is to ensure that the filename can be displayed at all . This will decode the filename to unicode if necessary in a way that it will not fail . Optionally , it can shorten the filena...
if shorten : filename = os . path . basename ( filename ) return filename_to_ui ( filename )
def readCovarianceMatrixFile ( cfile , readCov = True , readEig = True ) : """reading in similarity matrix cfile File containing the covariance matrix . The corresponding ID file must be specified in cfile . id )"""
covFile = cfile + '.cov' evalFile = cfile + '.cov.eval' evecFile = cfile + '.cov.evec' RV = { } if readCov : assert os . path . exists ( covFile ) , '%s is missing.' % covFile RV [ 'K' ] = SP . loadtxt ( covFile ) if readEig : assert os . path . exists ( evalFile ) , '%s is missing.' % evalFile assert o...
def _cmp_by_origin ( path1 , path2 ) : """Select the best path based on origin attribute . IGP is preferred over EGP ; EGP is preferred over Incomplete . If both paths have same origin , we return None ."""
def get_origin_pref ( origin ) : if origin . value == BGP_ATTR_ORIGIN_IGP : return 3 elif origin . value == BGP_ATTR_ORIGIN_EGP : return 2 elif origin . value == BGP_ATTR_ORIGIN_INCOMPLETE : return 1 else : LOG . error ( 'Invalid origin value encountered %s.' , origin ) ...
def getShocks ( self ) : '''Finds the effective permanent and transitory shocks this period by combining the aggregate and idiosyncratic shocks of each type . Parameters None Returns None'''
IndShockConsumerType . getShocks ( self ) # Update idiosyncratic shocks self . TranShkNow = self . TranShkNow * self . TranShkAggNow * self . wRteNow self . PermShkNow = self . PermShkNow * self . PermShkAggNow
async def unicode_type ( self , elem ) : """Unicode type : param elem : : return :"""
if self . writing : return await x . dump_unicode ( self . iobj , elem ) else : return await x . load_unicode ( self . iobj )
def _client_data ( self , client ) : """Returns a dict that represents the client specified Keys : obj , id , url , name"""
data = { } if client : data [ 'obj' ] = client data [ 'id' ] = client . id data [ 'url' ] = client . absolute_url ( ) data [ 'name' ] = to_utf8 ( client . getName ( ) ) return data
def GetEntries ( self , parser_mediator , match = None , ** unused_kwargs ) : """Extract device information from the iPod plist . Args : parser _ mediator ( ParserMediator ) : mediates interactions between parsers and other components , such as storage and dfvfs . match ( Optional [ dict [ str : object ] ] ...
devices = match . get ( 'Devices' , { } ) for device_identifier , device_information in iter ( devices . items ( ) ) : datetime_value = device_information . get ( 'Connected' , None ) if not datetime_value : continue event_data = IPodPlistEventData ( ) event_data . device_id = device_identifier ...
def _iter ( self ) : """Generate ( name , est , weight ) tuples excluding None transformers"""
get_weight = ( self . transformer_weights or { } ) . get return ( ( name , trans , get_weight ( name ) ) for name , trans in self . transformer_list if trans is not None )
def MaxPool ( a , k , strides , padding , data_format ) : """Maximum pooling op ."""
if data_format . decode ( "ascii" ) == "NCHW" : a = np . rollaxis ( a , 1 , - 1 ) , patches = _pool_patches ( a , k , strides , padding . decode ( "ascii" ) ) pool = np . amax ( patches , axis = tuple ( range ( - len ( k ) , 0 ) ) ) if data_format . decode ( "ascii" ) == "NCHW" : pool = np . rollaxis ( pool , -...
def snapshot_status ( repository = None , snapshot = None , ignore_unavailable = False , hosts = None , profile = None ) : '''. . versionadded : : 2017.7.0 Obtain status of all currently running snapshots . repository Particular repository to look for snapshots snapshot Snapshot name ignore _ unavailabl...
es = _get_instance ( hosts , profile ) try : return es . snapshot . status ( repository = repository , snapshot = snapshot , ignore_unavailable = ignore_unavailable ) except elasticsearch . TransportError as e : raise CommandExecutionError ( "Cannot obtain snapshot status, server returned code {0} with message ...
def authenticateRequest ( self , service_request , username , password , ** kwargs ) : """Processes an authentication request . If no authenticator is supplied , then authentication succeeds . @ return : Returns a C { bool } based on the result of authorization . A value of C { False } will stop processing th...
authenticator = self . getAuthenticator ( service_request ) if authenticator is None : return True args = ( username , password ) if hasattr ( authenticator , '_pyamf_expose_request' ) : http_request = kwargs . get ( 'http_request' , None ) args = ( http_request , ) + args return authenticator ( * args ) ==...
async def push_transaction_async ( self ) : """Increment async transaction depth ."""
await self . connect_async ( loop = self . loop ) depth = self . transaction_depth_async ( ) if not depth : conn = await self . _async_conn . acquire ( ) self . _task_data . set ( 'conn' , conn ) self . _task_data . set ( 'depth' , depth + 1 )
def get_output_jsonpath ( self , sub_output = None ) : """Attempt to build a JSONPath filter for this ExtractorProcessor that captures how to get at the outputs of the wrapped Extractor"""
output_jsonpath_field = self . get_output_jsonpath_field ( sub_output ) metadata = self . extractor . get_metadata ( ) metadata [ 'source' ] = str ( self . input_fields ) extractor_filter = "" is_first = True for key , value in metadata . iteritems ( ) : if is_first : is_first = False else : ext...
def to_abivars ( self ) : """Returns a dictionary with the abinit variables"""
return { # Spectral function "nomegasf" : self . nomegasf , "domegasf" : self . domegasf , "spmeth" : self . spmeth , # Frequency mesh for the polarizability "nfreqre" : self . nfreqre , "freqremax" : self . freqremax , "nfreqim" : self . nfreqim , "freqremin" : self . freqremin , }
def open_external_editor ( filename = None , sql = None ) : """Open external editor , wait for the user to type in their query , return the query . : return : list with one tuple , query as first element ."""
message = None filename = filename . strip ( ) . split ( ' ' , 1 ) [ 0 ] if filename else None sql = sql or '' MARKER = '# Type your query above this line.\n' # Populate the editor buffer with the partial sql ( if available ) and a # placeholder comment . query = click . edit ( u'{sql}\n\n{marker}' . format ( sql = sql...
def add_method ( obj , func , name = None ) : """Adds an instance method to an object ."""
if name is None : name = func . __name__ if sys . version_info < ( 3 , ) : method = types . MethodType ( func , obj , obj . __class__ ) else : method = types . MethodType ( func , obj ) setattr ( obj , name , method )
def make_setup_state ( self , app : 'Quart' , first_registration : bool , * , url_prefix : Optional [ str ] = None , ) -> 'BlueprintSetupState' : """Return a blueprint setup state instance . Arguments : first _ registration : True if this is the first registration of this blueprint on the app . url _ prefix...
return BlueprintSetupState ( self , app , first_registration , url_prefix = url_prefix )
def Reinit ( self , pid , auto_symfile_loading = True ) : """Reinitializes the object with a new pid . Since all modes might need access to this object at any time , this object needs to be long - lived . To make this clear in the API , this shorthand is supplied . Args : pid : the pid of the target proce...
self . ShutDownGdb ( ) self . __init__ ( pid , auto_symfile_loading , architecture = self . arch )
def create_userena_profile ( self , user ) : """Creates an : class : ` UserenaSignup ` instance for this user . : param user : Django : class : ` User ` instance . : return : The newly created : class : ` UserenaSignup ` instance ."""
if isinstance ( user . username , text_type ) : user . username = smart_text ( user . username ) salt , activation_key = generate_sha1 ( user . username ) try : profile = self . get ( user = user ) except self . model . DoesNotExist : profile = self . create ( user = user , activation_key = activation_key )...
def hdr ( data , filename ) : """write ENVI header files Parameters data : str or dict the file or dictionary to get the info from filename : str the HDR file to write Returns"""
hdrobj = data if isinstance ( data , HDRobject ) else HDRobject ( data ) hdrobj . write ( filename )
def get_bucket ( self , hash_name , bucket_key ) : """Returns bucket content as list of tuples ( vector , data ) ."""
results = [ ] for row in self . _get_bucket_rows ( hash_name , bucket_key ) : val_dict = pickle . loads ( row ) # Depending on type ( sparse or not ) reconstruct vector if 'sparse' in val_dict : # Fill these for COO creation row = [ ] col = [ ] data = [ ] # For each non - zer...
def get_contingency_tables ( self ) : """Create an Array of ContingencyTable objects for each probability threshold . Returns : Array of ContingencyTable objects"""
return np . array ( [ ContingencyTable ( * ct ) for ct in self . contingency_tables . values ] )
def lookup ( id = None , artist_amg_id = None , upc = None , country = 'US' , media = 'all' , entity = None , attribute = None , limit = 50 ) : """Returns the result of the lookup of the specified id , artist _ amg _ id or upc in an array of result _ item ( s ) : param id : String . iTunes ID of the artist , albu...
# If none of the basic lookup arguments are provided , raise a ValueError if id is None and artist_amg_id is None and upc is None : raise ValueError ( lookup_no_ids ) lookup_url = _url_lookup_builder ( id , artist_amg_id , upc , country , media , entity , attribute , limit ) r = requests . get ( lookup_url ) try : ...
def namer ( cls , imageUrl , pageUrl ) : """Image file name is UNIX time stamp & something for most of the comics . . ."""
start = '' tsmatch = compile ( r'/(\d+)-' ) . search ( imageUrl ) if tsmatch : start = datetime . utcfromtimestamp ( int ( tsmatch . group ( 1 ) ) ) . strftime ( "%Y-%m-%d" ) else : # There were only chapter 1 , page 4 and 5 not matching when writing # this . . . start = '2015-04-11x' return start + "-" + pageU...
def create_ca_signed_cert ( ca_name , CN , days = 365 , cacert_path = None , ca_filename = None , cert_path = None , cert_filename = None , digest = 'sha256' , cert_type = None , type_ext = False , replace = False ) : '''Create a Certificate ( CERT ) signed by a named Certificate Authority ( CA ) If the certifica...
ret = { } set_ca_path ( cacert_path ) if not ca_filename : ca_filename = '{0}_ca_cert' . format ( ca_name ) if not cert_path : cert_path = '{0}/{1}/certs' . format ( cert_base_path ( ) , ca_name ) if type_ext : if not cert_type : log . error ( 'type_ext = True but cert_type is unset. ' 'Certificate ...
def replace_series_data ( self , chartSpace ) : """Rewrite the series data under * chartSpace * using the chart data contents . All series - level formatting is left undisturbed . If the chart data contains fewer series than * chartSpace * , the extra series in * chartSpace * are deleted . If * chart _ data *...
plotArea , date_1904 = chartSpace . plotArea , chartSpace . date_1904 chart_data = self . _chart_data self . _adjust_ser_count ( plotArea , len ( chart_data ) ) for ser , series_data in zip ( plotArea . sers , chart_data ) : self . _rewrite_ser_data ( ser , series_data , date_1904 )
def shared_memory ( attrs = None , where = None ) : '''Return shared _ memory information from osquery CLI Example : . . code - block : : bash salt ' * ' osquery . shared _ memory'''
if __grains__ [ 'os_family' ] in [ 'RedHat' , 'Debian' ] : return _osquery_cmd ( table = 'shared_memory' , attrs = attrs , where = where ) return { 'result' : False , 'comment' : 'Only available on Red Hat or Debian based systems.' }
def handle_features ( self , device_features ) : """Handles features of the device"""
self . device_features = device_features if device_features and 'zone' in device_features : for zone in device_features [ 'zone' ] : zone_id = zone . get ( 'id' ) if zone_id in self . zones : _LOGGER . debug ( "handle_features: %s" , zone_id ) input_list = zone . get ( 'input...
def cellsim ( self , cellindex , return_just_cell = False ) : """Do the actual simulations of LFP , using synaptic spike times from network simulation . Parameters cellindex : int cell index between 0 and population size - 1. return _ just _ cell : bool If True , return only the ` LFPy . Cell ` object ...
tic = time ( ) cell = LFPy . Cell ( ** self . cellParams ) cell . set_pos ( ** self . pop_soma_pos [ cellindex ] ) cell . set_rotation ( ** self . rotations [ cellindex ] ) if return_just_cell : # with several cells , NEURON can only hold one cell at the time allsecnames = [ ] allsec = [ ] for sec in cell ....
def validate_categories ( categories ) : """Take an iterable of source categories and raise ValueError if some of them are invalid ."""
if not set ( categories ) <= Source . categories : invalid = list ( set ( categories ) - Source . categories ) raise ValueError ( 'Invalid categories: %s' % invalid )
def set_chain_info ( self , chain_id , chain_name , num_groups ) : """Set the chain information . : param chain _ id : the asym chain id from mmCIF : param chain _ name : the auth chain id from mmCIF : param num _ groups : the number of groups this chain has"""
self . chain_id_list . append ( chain_id ) self . chain_name_list . append ( chain_name ) self . groups_per_chain . append ( num_groups )
def load ( filename , loader = None , implicit_tuple = True , env = { } , schema = None ) : """Load and evaluate a GCL expression from a file ."""
with open ( filename , 'r' ) as f : return loads ( f . read ( ) , filename = filename , loader = loader , implicit_tuple = implicit_tuple , env = env , schema = schema )
def file_adapter ( file_or_path ) : """Context manager that works similar to ` ` open ( file _ path ) ` ` but also accepts already openned file - like objects ."""
if is_file ( file_or_path ) : file_obj = file_or_path else : file_obj = open ( file_or_path , 'rb' ) yield file_obj file_obj . close ( )
def set_idlemax ( self , idlemax ) : """Sets CPU idle max value : param idlemax : idle max value ( integer )"""
is_running = yield from self . is_running ( ) if is_running : # router is running yield from self . _hypervisor . send ( 'vm set_idle_max "{name}" 0 {idlemax}' . format ( name = self . _name , idlemax = idlemax ) ) log . info ( 'Router "{name}" [{id}]: idlemax updated from {old_idlemax} to {new_idlemax}' . format (...
def _rspiral ( width , height ) : """Reversed spiral generator . Parameters width : ` int ` Spiral width . height : ` int ` Spiral height . Returns ` generator ` of ( ` int ` , ` int ` ) Points ."""
x0 = 0 y0 = 0 x1 = width - 1 y1 = height - 1 while x0 < x1 and y0 < y1 : for x in range ( x0 , x1 ) : yield x , y0 for y in range ( y0 , y1 ) : yield x1 , y for x in range ( x1 , x0 , - 1 ) : yield x , y1 for y in range ( y1 , y0 , - 1 ) : yield x0 , y x0 += 1 y0 ...
def export_json ( self , filename ) : """Export graph in JSON form to the given file ."""
json_graph = self . to_json ( ) with open ( filename , 'wb' ) as f : f . write ( json_graph . encode ( 'utf-8' ) )
def state ( self , context ) : """Get instance state . : param resort . engine . execution . Context context : Current execution context . : rtype : str : return : Instance state name ."""
state = None for line in self . read ( context , [ "status" , context . resolve ( self . __name ) ] ) : if line [ 2 ] == "state" : state = line [ 3 ] . strip ( ) return state
def visitStringFacet ( self , ctx : ShExDocParser . StringFacetContext ) : """stringFacet : stringLength INTEGER | REGEXP REGEXP _ FLAGS stringLength : KW _ LENGTH | KW _ MINLENGTH | KW _ MAXLENGTH"""
if ctx . stringLength ( ) : slen = jsg . Integer ( ctx . INTEGER ( ) . getText ( ) ) if ctx . stringLength ( ) . KW_LENGTH ( ) : self . nodeconstraint . length = slen elif ctx . stringLength ( ) . KW_MINLENGTH ( ) : self . nodeconstraint . minlength = slen else : self . nodeconst...
def plot_iso ( axis , step , var ) : """Plot isocontours of scalar field . Args : axis ( : class : ` matplotlib . axes . Axes ` ) : the axis handler of an existing matplotlib figure where the isocontours should be plotted . step ( : class : ` ~ stagpy . stagyydata . _ Step ` ) : a step of a StagyyData i...
xmesh , ymesh , fld = get_meshes_fld ( step , var ) if conf . field . shift : fld = np . roll ( fld , conf . field . shift , axis = 0 ) axis . contour ( xmesh , ymesh , fld , linewidths = 1 )
def update_line ( self , trace , xdata , ydata , side = 'left' , draw = False , update_limits = True ) : """update a single trace , for faster redraw"""
x = self . conf . get_mpl_line ( trace ) x . set_data ( xdata , ydata ) datarange = [ xdata . min ( ) , xdata . max ( ) , ydata . min ( ) , ydata . max ( ) ] self . conf . set_trace_datarange ( datarange , trace = trace ) axes = self . axes if side == 'right' : axes = self . get_right_axes ( ) if update_limits : ...
def FlipAllowed ( self ) : """Raise an error if the not keyword is used where it is not allowed ."""
if not hasattr ( self , 'flipped' ) : raise errors . ParseError ( 'Not defined.' ) if not self . flipped : return if self . current_expression . operator : if not self . current_expression . operator . lower ( ) in ( 'is' , 'contains' , 'inset' , 'equals' ) : raise errors . ParseError ( 'Keyword \'n...
def dcs_modules ( ) : """Get names of DCS modules , depending on execution environment . If being packaged with PyInstaller , modules aren ' t discoverable dynamically by scanning source directory because ` FrozenImporter ` doesn ' t implement ` iter _ modules ` method . But it is still possible to find all pot...
dcs_dirname = os . path . dirname ( __file__ ) module_prefix = __package__ + '.' if getattr ( sys , 'frozen' , False ) : importer = pkgutil . get_importer ( dcs_dirname ) return [ module for module in list ( importer . toc ) if module . startswith ( module_prefix ) and module . count ( '.' ) == 2 ] else : r...
def find_video_by_id ( self , video_id ) : """doc : http : / / open . youku . com / docs / doc ? id = 44"""
url = 'https://openapi.youku.com/v2/videos/show_basic.json' params = { 'client_id' : self . client_id , 'video_id' : video_id } r = requests . get ( url , params = params ) check_error ( r ) return r . json ( )
def generate ( data , format = "auto" ) : """Converts input chemical formats to json and optimizes structure . Args : data : A string or file representing a chemical format : The format of the ` data ` variable ( default is ' auto ' ) The ` format ` can be any value specified by Open Babel ( http : / / op...
# Support both files and strings and attempt to infer file type try : with open ( data ) as in_file : if format == 'auto' : format = data . split ( '.' ) [ - 1 ] data = in_file . read ( ) except : if format == 'auto' : format = 'smi' return format_converter . convert ( data ,...
def sgn ( x ) : """Return the sign of x . Return a positive integer if x > 0 , 0 if x = = 0 , and a negative integer if x < 0 . Raise ValueError if x is a NaN . This function is equivalent to cmp ( x , 0 ) , but more efficient ."""
x = BigFloat . _implicit_convert ( x ) if is_nan ( x ) : raise ValueError ( "Cannot take sign of a NaN." ) return mpfr . mpfr_sgn ( x )
def save_pip ( self , out_dir ) : """Saves the current working set of pip packages to requirements . txt"""
try : import pkg_resources installed_packages = [ d for d in iter ( pkg_resources . working_set ) ] installed_packages_list = sorted ( [ "%s==%s" % ( i . key , i . version ) for i in installed_packages ] ) with open ( os . path . join ( out_dir , 'requirements.txt' ) , 'w' ) as f : f . write ( "...
def setup ( self ) : """Defers loading until needed . Compares the existing mapping for each language with the current codebase . If they differ , it automatically updates the index ."""
# Get the existing mapping & cache it . We ' ll compare it # during the ` ` update ` ` & if it doesn ' t match , we ' ll put the new # mapping . for language in self . languages : self . index_name = self . _index_name_for_language ( language ) try : self . existing_mapping [ language ] = self . conn . ...
def get_bit_values ( number , size = 32 ) : """Get bit values as a list for a given number > > > get _ bit _ values ( 1 ) = = [ 0 ] * 31 + [ 1] True > > > get _ bit _ values ( 0xDEADBEEF ) [1 , 1 , 0 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 1 , 0 , 1 , 1 , 0 , 1 , \ 1 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 0 , 1 ...
number += 2 ** size return list ( map ( int , bin ( number ) [ - size : ] ) )
def enabled_checker ( func ) : """Access decorator which checks if a RPC method is enabled by our configuration"""
@ wraps ( func ) def wrap ( self , * args , ** kwargs ) : if self . allowed_methods and isinstance ( self . allowed_methods , list ) and func . __name__ not in self . allowed_methods : raise Exception ( "Method {} is disabled" . format ( func . __name__ ) ) return func ( self , * args , ** kwargs ) retu...
def sample ( self , idx ) : """return a tuple of ( s , r , a , o ) , where s is of shape self . _ output _ shape , which is [ H , W , ( hist _ len + 1 ) * channel ] if input is ( H , W , channel )"""
idx = ( self . _curr_pos + idx ) % self . _curr_size k = self . history_len + 1 if idx + k <= self . _curr_size : state = self . state [ idx : idx + k ] reward = self . reward [ idx : idx + k ] action = self . action [ idx : idx + k ] isOver = self . isOver [ idx : idx + k ] else : end = idx + k - s...
def _clear_ignore ( endpoint_props ) : '''Both _ clear _ dict and _ ignore _ keys in a single iteration .'''
return dict ( ( prop_name , prop_val ) for prop_name , prop_val in six . iteritems ( endpoint_props ) if prop_name not in _DO_NOT_COMPARE_FIELDS and prop_val is not None )
def save_dot ( self , fd ) : """Saves a representation of the case in the Graphviz DOT language ."""
from pylon . io import DotWriter DotWriter ( self ) . write ( fd )
def __register_class ( self , parsed_config ) : """Register the class implementing this config , so we only add it once . Args : parsed _ config : The JSON object with the API configuration being added . Raises : ApiConfigurationError : If the class has already been registered ."""
methods = parsed_config . get ( 'methods' ) if not methods : return # Determine the name of the class that implements this configuration . service_classes = set ( ) for method in methods . itervalues ( ) : rosy_method = method . get ( 'rosyMethod' ) if rosy_method and '.' in rosy_method : method_cla...
async def send ( self , message : Union [ Data , Iterable [ Data ] , AsyncIterable [ Data ] ] ) -> None : """This coroutine sends a message . It sends a string ( : class : ` str ` ) as a text frame and a bytes - like object ( : class : ` bytes ` , : class : ` bytearray ` , or : class : ` memoryview ` ) as a b...
await self . ensure_open ( ) # Unfragmented message - - this case must be handled first because # strings and bytes - like objects are iterable . if isinstance ( message , ( str , bytes , bytearray , memoryview ) ) : opcode , data = prepare_data ( message ) await self . write_frame ( True , opcode , data ) # Fr...
def validate_argmax_with_skipna ( skipna , args , kwargs ) : """If ' Series . argmax ' is called via the ' numpy ' library , the third parameter in its signature is ' out ' , which takes either an ndarray or ' None ' , so check if the ' skipna ' parameter is either an instance of ndarray or is None , since ...
skipna , args = process_skipna ( skipna , args ) validate_argmax ( args , kwargs ) return skipna
def update ( self , name , modifiers , dtype , kind ) : """Updates the attributes for the function instance , handles name changes in the parent module as well ."""
self . update_name ( name ) self . modifiers = modifiers self . dtype = dtype self . kind = kind self . update_dtype ( )
def setup_environment ( chip , args_file = None ) : """Setup the SCons environment for compiling arm cortex code . This will return an env that has all of the correct settings and create a command line arguments file for GCC that contains all of the required flags . The use of a command line argument file pas...
config = ConfigManager ( ) # Make sure we never get MSVC settings for windows since that has the wrong command line flags for gcc if platform . system ( ) == 'Windows' : env = Environment ( tools = [ 'mingw' ] , ENV = os . environ ) else : env = Environment ( tools = [ 'default' ] , ENV = os . environ ) env [ '...
def pretty_date ( the_datetime ) : """Attempt to return a human - readable time delta string ."""
# Source modified from # http : / / stackoverflow . com / a / 5164027/176978 diff = datetime . utcnow ( ) - the_datetime if diff . days > 7 or diff . days < 0 : return the_datetime . strftime ( '%A %B %d, %Y' ) elif diff . days == 1 : return '1 day ago' elif diff . days > 1 : return '{0} days ago' . format ...
def _parse_dict ( features , new_names ) : """Helping function of ` _ parse _ features ` that parses a list ."""
feature_collection = OrderedDict ( ) for feature_type , feature_names in features . items ( ) : try : feature_type = FeatureType ( feature_type ) except ValueError : ValueError ( 'Failed to parse {}, keys of the dictionary have to be instances ' 'of {}' . format ( features , FeatureType . __name...
def unicodify ( filename ) : """Make sure filename is Unicode . Because the tarfile module on Python 2 doesn ' t return Unicode ."""
if isinstance ( filename , bytes ) : return filename . decode ( locale . getpreferredencoding ( ) ) else : return filename
def _rm_name_match ( s1 , s2 ) : """determine whether two sequence names from a repeatmasker alignment match . : return : True if they are the same string , or if one forms a substring of the other , else False"""
m_len = min ( len ( s1 ) , len ( s2 ) ) return s1 [ : m_len ] == s2 [ : m_len ]
def from_string ( cls , alg_str ) : """Creates a location from a two character string consisting of the file then rank written in algebraic notation . Examples : e4 , b5 , a7 : type : alg _ str : str : rtype : Location"""
try : return cls ( int ( alg_str [ 1 ] ) - 1 , ord ( alg_str [ 0 ] ) - 97 ) except ValueError as e : raise ValueError ( "Location.from_string {} invalid: {}" . format ( alg_str , e ) )
def merge ( filehandle_1 , filehandle_2 , output_filehandle ) : """Merges together two files maintaining sorted order ."""
line2 = filehandle_2 . readline ( ) for line1 in filehandle_1 . readlines ( ) : while line2 != '' and line2 <= line1 : output_filehandle . write ( line2 ) line2 = filehandle_2 . readline ( ) output_filehandle . write ( line1 ) while line2 != '' : output_filehandle . write ( line2 ) line2...
def parse_expmethodresponse ( self , tup_tree ) : # pylint : disable = unused - argument """This function not implemented ."""
raise CIMXMLParseError ( _format ( "Internal Error: Parsing support for element {0!A} is not " "implemented" , name ( tup_tree ) ) , conn_id = self . conn_id )
def p_statement ( self , p ) : """statement : OPTION _ AND _ VALUE"""
p [ 0 ] = [ 'statement' , p [ 1 ] [ 0 ] , p [ 1 ] [ 1 ] ] if self . options . get ( 'lowercasenames' ) : p [ 0 ] [ 1 ] = p [ 0 ] [ 1 ] . lower ( ) if ( not self . options . get ( 'nostripvalues' ) and not hasattr ( p [ 0 ] [ 2 ] , 'is_single_quoted' ) and not hasattr ( p [ 0 ] [ 2 ] , 'is_double_quoted' ) ) : p...
def create_new_example ( self , foo = '' , a = '' , b = '' ) : """Entity object factory ."""
return create_new_example ( foo = foo , a = a , b = b )
def _merge_adjacent_rows ( self , rows ) : """Resolves adjacent and overlapping rows . Overlapping rows are resolved as follows : * The interval with the most recent begin date prevails for the overlapping period . * If the begin dates are the same the interval with the most recent end date prevails . * If th...
ret = list ( ) prev_row = None for row in rows : if prev_row : relation = Allen . relation ( prev_row [ self . _key_start_date ] , prev_row [ self . _key_end_date ] , row [ self . _key_start_date ] , row [ self . _key_end_date ] ) if relation is None : # row holds an invalid interval ( prev _ row al...
def findCfgFileForPkg ( pkgName , theExt , pkgObj = None , taskName = None ) : """Locate the configuration files for / from / within a given python package . pkgName is a string python package name . This is used unless pkgObj is given , in which case pkgName is taken from pkgObj . _ _ name _ _ . theExt is ei...
# arg check ext = theExt if ext [ 0 ] != '.' : ext = '.' + theExt # Do the import , if needed pkgsToTry = { } if pkgObj : pkgsToTry [ pkgObj . __name__ ] = pkgObj else : # First try something simple like a regular or dotted import try : fl = [ ] if pkgName . find ( '.' ) > 0 : fl...
def gradient ( self , wrt ) : """Gets the autodiff of current symbol . This function can only be used if current symbol is a loss function . . . note : : This function is currently not implemented . Parameters wrt : Array of String keyword arguments of the symbol that the gradients are taken . Returns ...
handle = SymbolHandle ( ) c_wrt = c_str_array ( wrt ) check_call ( _LIB . MXSymbolGrad ( self . handle , mx_uint ( len ( wrt ) ) , c_wrt , ctypes . byref ( handle ) ) ) return Symbol ( handle )
def _parse_properties ( response , result_class ) : '''Extracts out resource properties and metadata information . Ignores the standard http headers .'''
if response is None or response . headers is None : return None props = result_class ( ) for key , value in response . headers : info = GET_PROPERTIES_ATTRIBUTE_MAP . get ( key ) if info : if info [ 0 ] is None : setattr ( props , info [ 1 ] , info [ 2 ] ( value ) ) else : ...
def get_modifications ( self ) : """Extract Modification INDRA Statements ."""
# Find all event frames that are a type of protein modification qstr = "$.events.frames[(@.type is 'protein-modification')]" res = self . tree . execute ( qstr ) if res is None : return # Extract each of the results when possible for r in res : # The subtype of the modification modification_type = r . get ( 'su...
def is_strict_subclass ( value , klass ) : """Check that ` value ` is a subclass of ` klass ` but that it is not actually ` klass ` . Unlike issubclass ( ) , does not raise an exception if ` value ` is not a type ."""
return ( isinstance ( value , type ) and issubclass ( value , klass ) and value is not klass )
def show_system_monitor_output_switch_status_switch_state ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) show_system_monitor = ET . Element ( "show_system_monitor" ) config = show_system_monitor output = ET . SubElement ( show_system_monitor , "output" ) switch_status = ET . SubElement ( output , "switch-status" ) switch_state = ET . SubElement ( switch_status , "switch-state" ) switch_s...
def on_pumprequest ( self , event ) : """Activates or deactivates a connected pump . : param event :"""
self . log ( "Updating pump status: " , event . controlvalue ) self . _set_digital_pin ( self . _pump_channel , event . controlvalue )
def cleanup_service ( self , factory , svc_registration ) : # type : ( Any , ServiceRegistration ) - > bool """If this bundle used that factory , releases the reference ; else does nothing : param factory : The service factory : param svc _ registration : The ServiceRegistration object : return : True if th...
svc_ref = svc_registration . get_reference ( ) try : # " service " for factories , " services " for prototypes services , _ = self . __factored . pop ( svc_ref ) except KeyError : return False else : if svc_ref . is_prototype ( ) and services : for service in services : try : ...
def unpack_archive ( filename , extract_dir , progress_filter = default_filter , drivers = None ) : """Unpack ` filename ` to ` extract _ dir ` , or raise ` ` UnrecognizedFormat ` ` ` progress _ filter ` is a function taking two arguments : a source path internal to the archive ( ' / ' - separated ) , and a fil...
for driver in drivers or extraction_drivers : try : driver ( filename , extract_dir , progress_filter ) except UnrecognizedFormat : continue else : return else : raise UnrecognizedFormat ( "Not a recognized archive type: %s" % filename )
def loads ( s , model ) : """Deserialize PENMAN graphs from a string Args : s ( str ) : serialized PENMAN graphs model : Xmrs subclass instantiated from decoded triples Returns : a list of objects ( of class * model * )"""
graphs = penman . loads ( s , cls = XMRSCodec ) xs = [ model . from_triples ( g . triples ( ) ) for g in graphs ] return xs
def _stage_user_code_in_s3 ( self ) : """Upload the user training script to s3 and return the location . Returns : s3 uri"""
local_mode = self . output_path . startswith ( 'file://' ) if self . code_location is None and local_mode : code_bucket = self . sagemaker_session . default_bucket ( ) code_s3_prefix = '{}/source' . format ( self . _current_job_name ) kms_key = None elif self . code_location is None : code_bucket , _ = ...
def parse_sysctl ( text ) : '''Parse sysctl output .'''
lines = text . splitlines ( ) results = { } for line in lines : key , _ , value = line . decode ( 'ascii' ) . partition ( ': ' ) if key == 'hw.memsize' : value = int ( value ) elif key == 'vm.swapusage' : values = value . split ( ) [ 2 : : 3 ] # every third token su_unit = va...
def predict_cdf ( self , X , quantile , nsamples = 200 , likelihood_args = ( ) ) : r"""Predictive cumulative density function of a Bayesian GLM . Parameters X : ndarray ( N * , d ) array query input dataset ( N * samples , D dimensions ) . quantile : float The predictive probability , : math : ` p ( y ^ *...
# Get latent function samples N = X . shape [ 0 ] ps = np . empty ( ( N , nsamples ) ) fsamples = self . _sample_func ( X , nsamples ) # Push samples though likelihood cdf cdfarg = tuple ( chain ( atleast_list ( self . like_hypers_ ) , likelihood_args ) ) for i , f in enumerate ( fsamples ) : ps [ : , i ] = self . ...
def upload_and_update ( path , token , cleanup ) : """The egg that the provided path points to will be uploaded to Databricks . All jobs which use the same major version of the library will be updated to use the new version , and all version of this library in the production folder with the same major version...
config = _load_config ( CFG_FILE ) token = _resolve_input ( token , 'token' , 'token' , config ) folder = _resolve_input ( None , 'folder' , 'prod_folder' , config ) update_databricks ( logger , path , token , folder , update_jobs = True , cleanup = cleanup )
def process_result ( transmute_func , context , result , exc , content_type ) : """process a result : transmute _ func : the transmute _ func function that returned the response . context : the transmute _ context to use . result : the return value of the function , which will be serialized and returned bac...
if isinstance ( result , Response ) : response = result else : response = Response ( result = result , code = transmute_func . success_code , success = True ) if exc : if isinstance ( exc , APIException ) : response . result = str ( exc ) response . success = False response . code = ...
def transpose ( self ) : """transpose operation of self Returns Matrix : Matrix transpose of self"""
if not self . isdiagonal : return type ( self ) ( x = self . __x . copy ( ) . transpose ( ) , row_names = self . col_names , col_names = self . row_names , autoalign = self . autoalign ) else : return type ( self ) ( x = self . __x . copy ( ) , row_names = self . row_names , col_names = self . col_names , isdia...
def quality_to_apply ( self ) : """Value of quality parameter to use in processing request . Simple substitution of ' native ' or ' default ' if no quality parameter is specified ."""
if ( self . request . quality is None ) : if ( self . api_version <= '1.1' ) : return ( 'native' ) else : return ( 'default' ) return ( self . request . quality )
def _convert ( s , re_pattern , syllable_function , add_apostrophes = False , remove_apostrophes = False , separate_syllables = False ) : """Convert a string ' s syllables to a different transcription system ."""
original = s new = '' while original : match = re . search ( re_pattern , original , re . IGNORECASE | re . UNICODE ) if match is None and original : # There are no more matches , but the given string isn ' t fully # processed yet . new += original break match_start , match_end = match ....
def from_settings_product ( cls , environments , babblings , interest_models , sensorimotor_models , evaluate_at , testcases = None , same_testcases = False ) : """Creates a ExperimentPool with the product of all the given settings . : param environments : e . g . [ ( ' simple _ arm ' , ' default ' ) , ( ' simple...
l = itertools . product ( environments , babblings , interest_models , sensorimotor_models ) settings = [ make_settings ( env , bab , im , sm , env_conf , im_conf , sm_conf ) for ( ( env , env_conf ) , bab , ( im , im_conf ) , ( sm , sm_conf ) ) in l ] return cls ( settings , evaluate_at , testcases , same_testcases )
def handle_hooks ( stage , hooks , provider , context ) : """Used to handle pre / post _ build hooks . These are pieces of code that we want to run before / after the builder builds the stacks . Args : stage ( string ) : The current stage ( pre _ run , post _ run , etc ) . hooks ( list ) : A list of : cla...
if not hooks : logger . debug ( "No %s hooks defined." , stage ) return hook_paths = [ ] for i , h in enumerate ( hooks ) : try : hook_paths . append ( h . path ) except KeyError : raise ValueError ( "%s hook #%d missing path." % ( stage , i ) ) logger . info ( "Executing %s hooks: %s" ,...
def sdot ( U , V ) : '''Computes the tensorproduct reducing last dimensoin of U with first dimension of V . For matrices , it is equal to regular matrix product .'''
nu = U . ndim # nv = V . ndim return np . tensordot ( U , V , axes = ( nu - 1 , 0 ) )
def track_field ( field ) : """Returns whether the given field should be tracked by Auditlog . Untracked fields are many - to - many relations and relations to the Auditlog LogEntry model . : param field : The field to check . : type field : Field : return : Whether the given field should be tracked . : r...
from auditlog . models import LogEntry # Do not track many to many relations if field . many_to_many : return False # Do not track relations to LogEntry if getattr ( field , 'remote_field' , None ) is not None and field . remote_field . model == LogEntry : return False # 1.8 check elif getattr ( field , 'rel' ,...
def pw_score_jaccard ( self , s1 : ClassId , s2 : ClassId ) -> SimScore : """Calculate jaccard index of inferred associations of two subjects | ancs ( s1 ) / \ ancs ( s2 ) | | ancs ( s1 ) \ / ancs ( s2 ) |"""
am = self . assocmodel a1 = am . inferred_types ( s1 ) a2 = am . inferred_types ( s2 ) num_union = len ( a1 | a2 ) if num_union == 0 : return 0.0 return len ( a1 & a2 ) / num_union
def copy_version_to_package ( path ) : """Copy the single source of truth version number into the package as well ."""
init_file = os . path . join ( path , "__init__.py" ) with open ( init_file , "r" ) as original_file : lines = original_file . readlines ( ) with open ( init_file , "w" ) as new_file : for line in lines : if "__version__" not in line : new_file . write ( line ) else : new...
def set_vflip ( self , val ) : """Flip all the images in the animation list vertically ."""
self . __vertical_flip = val for image in self . images : image . v_flip = val
def getOutEdges ( self , vertex , rawResults = False ) : """An alias for getEdges ( ) that returns only the out Edges"""
return self . getEdges ( vertex , inEdges = False , outEdges = True , rawResults = rawResults )
def percentiles ( a , pcts , axis = None ) : """Like scoreatpercentile but can take and return array of percentiles . Parameters a : array data pcts : sequence of percentile values percentile or percentiles to find score at axis : int or None if not None , computes scores over this axis Returns sc...
scores = [ ] try : n = len ( pcts ) except TypeError : pcts = [ pcts ] n = 0 for i , p in enumerate ( pcts ) : if axis is None : score = stats . scoreatpercentile ( a . ravel ( ) , p ) else : score = N . apply_along_axis ( stats . scoreatpercentile , axis , a , p ) scores . appen...
def decode_chain_list ( in_bytes ) : """Convert a list of bytes to a list of strings . Each string is of length mmtf . CHAIN _ LEN : param in _ bytes : the input bytes : return the decoded list of strings"""
bstrings = numpy . frombuffer ( in_bytes , numpy . dtype ( 'S' + str ( mmtf . utils . constants . CHAIN_LEN ) ) ) return [ s . decode ( "ascii" ) . strip ( mmtf . utils . constants . NULL_BYTE ) for s in bstrings ]
def get_feature_names ( host_name , client_name , client_pass ) : """Get the names of all features in a PServer client . Inputs : - host _ name : A string containing the address of the machine where the PServer instance is hosted . - client _ name : The PServer client name . - client _ pass : The PServer clie...
# Construct request . request = construct_request ( model_type = "pers" , client_name = client_name , client_pass = client_pass , command = "getftrdef" , values = "ftr=*" ) # Send request . request_result = send_request ( host_name , request ) # Extract a python list from xml object . feature_names = list ( ) append_fe...
def DEFAULT_RENAMER ( L , Names = None ) : """Renames overlapping column names of numpy ndarrays with structured dtypes Rename the columns by using a simple convention : * If ` L ` is a list , it will append the number in the list to the key associated with the array . * If ` L ` is a dictionary , the algor...
if isinstance ( L , dict ) : Names = L . keys ( ) LL = L . values ( ) else : if Names == None : Names = range ( len ( L ) ) else : assert len ( Names ) == len ( L ) LL = L commons = Commons ( [ l . dtype . names for l in LL ] ) D = { } for ( i , l ) in zip ( Names , LL ) : d = { ...
def get_perm_name ( cls , action , full = True ) : """Return the name of the permission for a given model and action . By default it returns the full permission name ` app _ label . perm _ codename ` . If ` full = False ` , it returns only the ` perm _ codename ` ."""
codename = "{}_{}" . format ( action , cls . __name__ . lower ( ) ) if full : return "{}.{}" . format ( cls . _meta . app_label , codename ) return codename
def RGB_to_XYZ ( cobj , target_illuminant = None , * args , ** kwargs ) : """RGB to XYZ conversion . Expects 0-255 RGB values . Based off of : http : / / www . brucelindbloom . com / index . html ? Eqn _ RGB _ to _ XYZ . html"""
# Will contain linearized RGB channels ( removed the gamma func ) . linear_channels = { } if isinstance ( cobj , sRGBColor ) : for channel in [ 'r' , 'g' , 'b' ] : V = getattr ( cobj , 'rgb_' + channel ) if V <= 0.04045 : linear_channels [ channel ] = V / 12.92 else : ...