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def get_object ( self , point , buffer_size = 0 , multiple = False ) : """lookup object based on point as [ longitude , latitude ]"""
# first search bounding boxes # idx . intersection method modifies input if it is a list try : tmp = tuple ( point ) except TypeError : return None # point must be in the form ( minx , miny , maxx , maxy ) or ( x , y ) if len ( tmp ) not in [ 2 , 4 ] : return None # buffer point if size is specified geom = ...
def com_google_fonts_check_linegaps ( ttFont ) : """Checking Vertical Metric Linegaps ."""
if ttFont [ "hhea" ] . lineGap != 0 : yield WARN , Message ( "hhea" , "hhea lineGap is not equal to 0." ) elif ttFont [ "OS/2" ] . sTypoLineGap != 0 : yield WARN , Message ( "OS/2" , "OS/2 sTypoLineGap is not equal to 0." ) else : yield PASS , "OS/2 sTypoLineGap and hhea lineGap are both 0."
def port ( self , name ) : """Locate a port by name . @ param name : A port name . @ type name : str @ return : The port object . @ rtype : L { Port }"""
for p in self . ports : if p . name == name : return p
def widthratio ( value , max_value , max_width ) : """Does the same like Django ' s ` widthratio ` template tag ( scales max _ width to factor value / max _ value )"""
ratio = float ( value ) / float ( max_value ) return int ( round ( ratio * max_width ) )
def get ( self , key ) : """Retrieve object indexed by < key >"""
try : try : obj = self . bucket . get ( key ) except couchbase . exception . MemcachedError , inst : if str ( inst ) == "Memcached error #1: Not found" : # for some reason the py cb client raises an error when # a key isnt found , instead we just want a none value . obj = No...
def FromTrimmedData ( byts ) : """Deserialize a block from raw bytes . Args : byts : Returns : Block :"""
block = Block ( ) block . __is_trimmed = True ms = StreamManager . GetStream ( byts ) reader = BinaryReader ( ms ) block . DeserializeUnsigned ( reader ) reader . ReadByte ( ) witness = Witness ( ) witness . Deserialize ( reader ) block . Script = witness bc = GetBlockchain ( ) tx_list = [ ] for tx_hash in reader . Rea...
def cache_path ( archive , root_dir , build_id ) : """Returns a ~ / . shiv cache directory for unzipping site - packages during bootstrap . : param ZipFile archive : The zipfile object we are bootstrapping from . : param str buidl _ id : The build id generated at zip creation ."""
root = root_dir or Path ( "~/.shiv" ) . expanduser ( ) name = Path ( archive . filename ) . resolve ( ) . stem return root / f"{name}_{build_id}"
def _read_para_encrypted ( self , code , cbit , clen , * , desc , length , version ) : """Read HIP ENCRYPTED parameter . Structure of HIP ENCRYPTED parameter [ RFC 7401 ] : 0 1 2 3 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1 | Type | Length | | Reserved | | IV / / Encrypted data / ...
_resv = self . _read_fileng ( 4 ) _data = self . _read_fileng ( clen - 4 ) encrypted = dict ( type = desc , critical = cbit , length = clen , raw = _data , ) _plen = length - clen if _plen : self . _read_fileng ( _plen ) return encrypted
def _type_container ( self , value , _type ) : 'apply type to all values in the list'
if value is None : # normalize null containers to empty list return [ ] elif not isinstance ( value , list ) : raise ValueError ( "expected list type, got: %s" % type ( value ) ) else : return sorted ( self . _type_single ( item , _type ) for item in value )
def extract_version ( txt ) : """This function tries to extract the version from the help text of any program ."""
words = txt . replace ( ',' , ' ' ) . split ( ) version = None for x in reversed ( words ) : if len ( x ) > 2 : if x [ 0 ] . lower ( ) == 'v' : x = x [ 1 : ] if '.' in x and x [ 0 ] . isdigit ( ) : version = x break return version
def change_interface_id ( self , interface_id ) : """Change the interface ID for this interface . This can be used on any interface type . If the interface is an Inline interface , you must provide the ` ` interface _ id ` ` in format ' 1-2 ' to define both interfaces in the pair . The change is committed aft...
splitted = str ( interface_id ) . split ( '-' ) if1 = splitted [ 0 ] for interface in self . all_interfaces : # Set top level interface , this only uses a single value which # will be the leftmost interface if isinstance ( interface , VlanInterface ) : interface . interface_id = '{}.{}' . format ( if1 , int...
def render_to_response ( self , context = None , request = None , def_name = None , content_type = None , status = None , charset = None ) : '''Renders the template and returns an HttpRequest object containing its content . This method returns a django . http . Http404 exception if the template is not found . I...
try : if content_type is None : content_type = mimetypes . types_map . get ( os . path . splitext ( self . mako_template . filename ) [ 1 ] . lower ( ) , settings . DEFAULT_CONTENT_TYPE ) if charset is None : charset = settings . DEFAULT_CHARSET if status is None : status = 200 c...
def readDoc ( cur , URL , encoding , options ) : """parse an XML in - memory document and build a tree ."""
ret = libxml2mod . xmlReadDoc ( cur , URL , encoding , options ) if ret is None : raise treeError ( 'xmlReadDoc() failed' ) return xmlDoc ( _obj = ret )
def valueFromString ( self , value , context = None ) : """Converts the inputted string text to a value that matches the type from this column type . : param value | < str > extra | < variant >"""
if value in ( 'today' , 'now' ) : return datetime . datetime . utcnow ( ) elif dateutil_parser : return dateutil_parser . parse ( value ) else : time_struct = time . strptime ( value , self . defaultFormat ( ) ) return datetime . datetime ( time_struct . tm_year , time_struct . tm_month , time_struct . ...
def get_vbm ( self ) : """Returns data about the VBM . Returns : dict as { " band _ index " , " kpoint _ index " , " kpoint " , " energy " } - " band _ index " : A dict with spin keys pointing to a list of the indices of the band containing the VBM ( please note that you can have several bands sharing the...
if self . is_metal ( ) : return { "band_index" : [ ] , "kpoint_index" : [ ] , "kpoint" : [ ] , "energy" : None , "projections" : { } } max_tmp = - float ( "inf" ) index = None kpointvbm = None for spin , v in self . bands . items ( ) : for i , j in zip ( * np . where ( v < self . efermi ) ) : if v [ i ,...
def intersection ( self , * iterables ) : """Return a new set with elements common to the set and all * iterables * ."""
comb = self . _set . intersection ( * iterables ) return self . _fromset ( comb , key = self . _key )
def make_sentence ( list_words ) : """Return a sentence from list of words . : param list list _ words : list of words : returns : sentence : rtype : str"""
lw_len = len ( list_words ) if lw_len > 6 : list_words . insert ( lw_len // 2 + random . choice ( range ( - 2 , 2 ) ) , ',' ) sentence = ' ' . join ( list_words ) . replace ( ' ,' , ',' ) return sentence . capitalize ( ) + '.'
def export ( self , Height = None , options = None , outputFile = None , Resolution = None , Units = None , Width = None , Zoom = None , view = "current" , verbose = False ) : """Exports the current view to a graphics file and returns the path to the saved file . PNG and JPEG formats have options for scaling , wh...
PARAMS = set_param ( [ "Height" , "options" , "outputFile" , "Resolution" , "Units" , "Width" , "Zoom" , "view" ] , [ Height , options , outputFile , Resolution , Units , Width , Zoom , view ] ) response = api ( url = self . __url + "/export" , PARAMS = PARAMS , method = "POST" , verbose = verbose ) return response
def context ( self , name ) : """Get a context . Args : name ( str ) : Name to store the context under . Returns : ` ResolvedContext ` object ."""
data = self . _context ( name ) context = data . get ( "context" ) if context : return context assert self . load_path context_path = os . path . join ( self . load_path , "contexts" , "%s.rxt" % name ) context = ResolvedContext . load ( context_path ) data [ "context" ] = context data [ "loaded" ] = True return co...
def parse_addresses ( self ) : """Parse all mail addresses out of the URL target . Also parses optional CGI headers like " ? to = foo @ example . org " . Stores parsed addresses in the self . addresses set ."""
# cut off leading mailto : and unquote url = urllib . unquote ( self . base_url [ 7 : ] ) # search for cc , bcc , to and store in headers mode = 0 # 0 = default , 1 = quote , 2 = esc quote = None i = 0 for i , c in enumerate ( url ) : if mode == 0 : if c == '?' : break elif c in '<"' : ...
def is_accessable_by_others ( filename ) : """Check if file is group or world accessable ."""
mode = os . stat ( filename ) [ stat . ST_MODE ] return mode & ( stat . S_IRWXG | stat . S_IRWXO )
def attach ( zpool , device , new_device , force = False ) : '''Attach specified device to zpool zpool : string Name of storage pool device : string Existing device name too new _ device : string New device name ( to be attached to ` ` device ` ` ) force : boolean Forces use of device CLI Example ...
# # Configure pool # NOTE : initialize the defaults flags = [ ] target = [ ] # NOTE : set extra config if force : flags . append ( '-f' ) # NOTE : append the pool name and specifications target . append ( zpool ) target . append ( device ) target . append ( new_device ) # # Update storage pool res = __salt__ [ 'cmd...
def init ( config_object : Optional [ Any ] = None ) -> None : """Initialize NoneBot instance . This function must be called at the very beginning of code , otherwise the get _ bot ( ) function will return None and nothing is gonna work properly . : param config _ object : configuration object"""
global _bot _bot = NoneBot ( config_object ) if _bot . config . DEBUG : logger . setLevel ( logging . DEBUG ) else : logger . setLevel ( logging . INFO ) _bot . server_app . before_serving ( _start_scheduler )
def _process_phenstatement ( self , limit ) : """The phenstatements are the genotype - to - phenotype associations , in the context of an environment . These are also curated to a publication . So we make oban associations , adding the pubs as a source . We additionally add the internal key as a comment for...
if self . test_mode : graph = self . testgraph else : graph = self . graph model = Model ( graph ) raw = '/' . join ( ( self . rawdir , 'phenstatement' ) ) LOG . info ( "processing phenstatement" ) line_counter = 0 with open ( raw , 'r' ) as f : filereader = csv . reader ( f , delimiter = '\t' , quotechar =...
def calculate_similarity ( container1 = None , container2 = None , comparison = None , metric = None ) : '''calculate _ similarity will calculate similarity of two containers by files content , default will calculate 2.0 * len ( intersect ) / total package1 + total package2 Parameters container1 : container...
if metric is None : metric = information_coefficient if comparison == None : comparison = compare_containers ( container1 = container1 , container2 = container2 ) return metric ( total1 = comparison [ 'total1' ] , total2 = comparison [ 'total2' ] , intersect = comparison [ "intersect" ] )
def dump ( self , name ) : """get a redis RDB - like serialization of the object . : param name : str the name of the redis key : return : Future ( )"""
with self . pipe as pipe : return pipe . dump ( self . redis_key ( name ) )
def simulate_indices ( self , ts_length , init = None , num_reps = None , random_state = None ) : """Simulate time series of state transitions , where state indices are returned . Parameters ts _ length : scalar ( int ) Length of each simulation . init : int or array _ like ( int , ndim = 1 ) , optional ...
random_state = check_random_state ( random_state ) dim = 1 # Dimension of the returned array : 1 or 2 msg_out_of_range = 'index {init} is out of the state space' try : k = len ( init ) # init is an array dim = 2 init_states = np . asarray ( init , dtype = int ) # Check init _ states are in the state...
def links ( self ) : """Return a list of links for endpoints related to the resource . : rtype : list"""
links = [ ] for foreign_key in self . __table__ . foreign_keys : column = foreign_key . column . name column_value = getattr ( self , column , None ) if column_value : table = foreign_key . column . table . name with app . app_context ( ) : endpoint = current_app . class_referenc...
def get ( self , sid ) : """Constructs a AssetContext : param sid : The sid : returns : twilio . rest . serverless . v1 . service . asset . AssetContext : rtype : twilio . rest . serverless . v1 . service . asset . AssetContext"""
return AssetContext ( self . _version , service_sid = self . _solution [ 'service_sid' ] , sid = sid , )
def get_storage_account_keys ( access_token , subscription_id , rgname , account_name ) : '''Get the access keys for the specified storage account . Args : access _ token ( str ) : A valid Azure authentication token . subscription _ id ( str ) : Azure subscription id . rgname ( str ) : Azure resource group ...
endpoint = '' . join ( [ get_rm_endpoint ( ) , '/subscriptions/' , subscription_id , '/resourcegroups/' , rgname , '/providers/Microsoft.Storage/storageAccounts/' , account_name , '/listKeys' , '?api-version=' , STORAGE_API ] ) return do_post ( endpoint , '' , access_token )
def create_cert_signed_certificate ( self , sign_cert_str , sign_key_str , request_cert_str , hash_alg = "sha256" , valid_from = 0 , valid_to = 315360000 , sn = 1 , passphrase = None ) : """Will sign a certificate request with a give certificate . : param sign _ cert _ str : This certificate will be used to sign ...
ca_cert = crypto . load_certificate ( crypto . FILETYPE_PEM , sign_cert_str ) ca_key = None if passphrase is not None : ca_key = crypto . load_privatekey ( crypto . FILETYPE_PEM , sign_key_str , passphrase ) else : ca_key = crypto . load_privatekey ( crypto . FILETYPE_PEM , sign_key_str ) req_cert = crypto . lo...
def post_create_app ( cls , app , ** settings ) : """Automatically register and init the Flask Marshmallow extension . Args : app ( flask . Flask ) : The application instance in which to initialize Flask Marshmallow upon . Kwargs : settings ( dict ) : The settings passed to this method from the parent a...
super ( MarshmallowAwareApp , cls ) . post_create_app ( app , ** settings ) marsh . init_app ( app ) return app
def delete_from_all_link_group ( self , group ) : """Delete a device to an All - Link Group ."""
msg = StandardSend ( self . _address , COMMAND_DELETE_FROM_ALL_LINK_GROUP_0X02_NONE , cmd2 = group ) self . _send_msg ( msg )
def image_alias_delete ( image , alias , remote_addr = None , cert = None , key = None , verify_cert = True ) : '''Delete an alias ( this is currently not restricted to the image ) image : An image alias , a fingerprint or a image object alias : The alias to delete remote _ addr : An URL to a remote Ser...
image = _verify_image ( image , remote_addr , cert , key , verify_cert ) try : image . delete_alias ( alias ) except pylxd . exceptions . LXDAPIException : return False return True
def read_settings ( self ) : """Set the dock state from QSettings . Do this on init and after changing options in the options dialog ."""
extent = setting ( 'user_extent' , None , str ) if extent : extent = QgsGeometry . fromWkt ( extent ) if not extent . isGeosValid ( ) : extent = None crs = setting ( 'user_extent_crs' , None , str ) if crs : crs = QgsCoordinateReferenceSystem ( crs ) if not crs . isValid ( ) : crs = None...
def _evalDateStd ( self , datetimeString , sourceTime ) : """Evaluate text passed by L { _ partialParseDateStd ( ) }"""
s = datetimeString . strip ( ) sourceTime = self . _evalDT ( datetimeString , sourceTime ) # Given string is in the format 07/21/2006 return self . parseDate ( s , sourceTime )
def floor ( value , mod = 1 ) : """x = = floor ( x , a ) + mod ( x , a ) FOR ALL a , x RETURN None WHEN GIVEN INVALID ARGUMENTS"""
if value == None : return None elif mod <= 0 : return None elif mod == 1 : return int ( math_floor ( value ) ) elif is_integer ( mod ) : return int ( math_floor ( value / mod ) ) * mod else : return math_floor ( value / mod ) * mod
def getCandScoresMapFromSamplesFile ( self , profile , sampleFileName ) : """Returns a dictonary that associates the integer representation of each candidate with the Bayesian utilities we approximate from the samples we generated into a file . : ivar Profile profile : A Profile object that represents an electi...
wmg = profile . getWmg ( True ) # Initialize our list of expected utilities . utilities = dict ( ) for cand in wmg . keys ( ) : utilities [ cand ] = 0.0 # Open the file and skip the lines of meta data in the file and skip samples for burn - in . sampleFile = open ( sampleFileName ) for i in range ( 0 , SAMPLESFILEM...
def defaultCrawlId ( ) : """Provide a reasonable default crawl name using the user name and date"""
timestamp = datetime . now ( ) . isoformat ( ) . replace ( ':' , '_' ) user = getuser ( ) return '_' . join ( ( 'crawl' , user , timestamp ) )
def _is_region_extremely_sparse ( self , start , end , base_state = None ) : """Check whether the given memory region is extremely sparse , i . e . , all bytes are the same value . : param int start : The beginning of the region . : param int end : The end of the region . : param base _ state : The base state...
all_bytes = None if base_state is not None : all_bytes = base_state . memory . load ( start , end - start + 1 ) try : all_bytes = base_state . solver . eval ( all_bytes , cast_to = bytes ) except SimError : all_bytes = None size = end - start + 1 if all_bytes is None : # load from the binary...
def serialize ( self ) : """This function serialize into a simple dict object . It is used when transferring data to other daemons over the network ( http ) Here we directly return all attributes : return : json representation of a Timeperiod : rtype : dict"""
res = super ( Timeperiod , self ) . serialize ( ) res [ 'dateranges' ] = [ ] for elem in self . dateranges : res [ 'dateranges' ] . append ( { '__sys_python_module__' : "%s.%s" % ( elem . __module__ , elem . __class__ . __name__ ) , 'content' : elem . serialize ( ) } ) return res
def is_running ( self , port ) : """Return True if a host on a specific port is running ."""
try : con = self . client ( 'localhost:%s' % port ) con . admin . command ( 'ping' ) return True except ( AutoReconnect , ConnectionFailure , OperationFailure ) : # Catch OperationFailure to work around SERVER - 31916. return False
def addService ( self , moduleName , serviceName , service ) : """Add a service instance to the application service pool . : param moduleName : < str > module name in which the service is located : param serviceName : < str > service name : param service : < object > service instance : return : < void >"""
serviceIdentifier = "{}.{}" . format ( moduleName , serviceName ) if serviceIdentifier not in self . _services : self . _services [ serviceIdentifier ] = service else : message = "Application - addService() - " "A service with the identifier {} already exists." . format ( serviceIdentifier ) raise Exception...
def bruteVersionStr ( self , valu ) : '''Brute force the version out of a string . Args : valu ( str ) : String to attempt to get version information for . Notes : This first attempts to parse strings using the it : semver normalization before attempting to extract version parts out of the string . Retu...
try : valu , info = self . core . model . type ( 'it:semver' ) . norm ( valu ) subs = info . get ( 'subs' ) return valu , subs except s_exc . BadTypeValu : # Try doing version part extraction by noming through the string subs = s_version . parseVersionParts ( valu ) if subs is None : raise s...
def curargs ( self ) : """Returns the dictionary of arguments for plotting / tabulating of the active unit test and analysis group ."""
# This is where we update the arguments to new dictionary versions when the code # is updated with new features etc . so that the older , serialized sessions don ' t # break . if ( self . active not in self . _version_check or self . group not in self . _version_check [ self . active ] ) : if ( "version" not in sel...
def list_pkgs ( versions_as_list = False , ** kwargs ) : '''List the packages currently installed in a dict : : { ' < package _ name > ' : ' < version > ' } CLI Example : . . code - block : : bash salt ' * ' pkg . list _ pkgs'''
versions_as_list = salt . utils . data . is_true ( versions_as_list ) # ' removed ' , ' purge _ desired ' not yet implemented or not applicable if any ( [ salt . utils . data . is_true ( kwargs . get ( x ) ) for x in ( 'removed' , 'purge_desired' ) ] ) : return { } if 'pkg.list_pkgs' in __context__ : if version...
def calculate_top_down_likelihood ( tree , character , frequencies , sf , kappa = None , model = F81 ) : """Calculates the top - down likelihood for the given tree . The likelihood for each node is stored in the corresponding feature , given by get _ personalised _ feature _ name ( feature , TD _ LH ) . To ca...
lh_feature = get_personalized_feature_name ( character , TD_LH ) lh_sf_feature = get_personalized_feature_name ( character , TD_LH_SF ) bu_lh_feature = get_personalized_feature_name ( character , BU_LH ) bu_lh_sf_feature = get_personalized_feature_name ( character , BU_LH_SF ) get_pij = get_pij_method ( model , frequen...
def multiplypub ( pub , priv , outcompressed = True ) : '''Input pubkey must be hex string and valid pubkey . Input privkey must be 64 - char hex string . Pubkey input can be compressed or uncompressed , as long as it ' s a valid key and a hex string . Use the validatepubkey ( ) function to validate the pub...
if len ( pub ) == 66 : pub = uncompress ( pub ) x , y = ecmultiply ( int ( pub [ 2 : 66 ] , 16 ) , int ( pub [ 66 : ] , 16 ) , int ( priv , 16 ) ) x = dechex ( x , 32 ) y = dechex ( y , 32 ) o = '04' + x + y if outcompressed : return compress ( o ) else : return o
def apply_palette ( img , palette , options ) : '''Apply the pallete to the given image . The first step is to set all background pixels to the background color ; then , nearest - neighbor matching is used to map each foreground color to the closest one in the palette .'''
if not options . quiet : print ( ' applying palette...' ) bg_color = palette [ 0 ] fg_mask = get_fg_mask ( bg_color , img , options ) orig_shape = img . shape pixels = img . reshape ( ( - 1 , 3 ) ) fg_mask = fg_mask . flatten ( ) num_pixels = pixels . shape [ 0 ] labels = np . zeros ( num_pixels , dtype = np . uin...
def search_rna_quantifications ( self , rna_quantification_set_id = "" ) : """Returns an iterator over the RnaQuantification objects from the server : param str rna _ quantification _ set _ id : The ID of the : class : ` ga4gh . protocol . RnaQuantificationSet ` of interest ."""
request = protocol . SearchRnaQuantificationsRequest ( ) request . rna_quantification_set_id = rna_quantification_set_id request . page_size = pb . int ( self . _page_size ) return self . _run_search_request ( request , "rnaquantifications" , protocol . SearchRnaQuantificationsResponse )
def cli ( ctx , omit_empty_organisms = False ) : """Get all users known to this Apollo instance Output : list of user info dictionaries"""
return ctx . gi . users . get_users ( omit_empty_organisms = omit_empty_organisms )
def authorize_security_group ( self , group_name = None , src_security_group_name = None , src_security_group_owner_id = None , ip_protocol = None , from_port = None , to_port = None , cidr_ip = None , group_id = None , src_security_group_group_id = None ) : """Add a new rule to an existing security group . You n...
if src_security_group_name : if from_port is None and to_port is None and ip_protocol is None : return self . authorize_security_group_deprecated ( group_name , src_security_group_name , src_security_group_owner_id ) params = { } if group_name : params [ 'GroupName' ] = group_name if group_id : para...
def is_linuxbridge_interface ( port ) : '''Check if the interface is a linuxbridge bridge : param port : Name of an interface to check whether it is a Linux bridge : returns : True if port is a Linux bridge'''
if os . path . exists ( '/sys/class/net/' + port + '/bridge' ) : log ( 'Interface {} is a Linux bridge' . format ( port ) , level = DEBUG ) return True else : log ( 'Interface {} is not a Linux bridge' . format ( port ) , level = DEBUG ) return False
def connect ( cls , ssid , key = None , ** kwargs ) : """Connect to the given ssid using the key ( if given ) . Returns result : future A future that resolves with the result of the connect"""
app = AndroidApplication . instance ( ) f = app . create_future ( ) config = WifiConfiguration ( ) config . SSID = '"{}"' . format ( ssid ) if key is not None : config . preSharedKey = '"{}"' . format ( key ) # : Set any other parameters for k , v in kwargs . items ( ) : setattr ( config , k , v ) def on_permis...
def associate ( self , model ) : """Associate the model instance to the given parent . : type model : eloquent . Model : rtype : eloquent . Model"""
self . _parent . set_attribute ( self . _foreign_key , model . get_attribute ( self . _other_key ) ) return self . _parent . set_relation ( self . _relation , model )
def get_listeners ( self ) : """Returns a : class : ` list ` of ( name , function ) listener pairs that are defined in this cog ."""
return [ ( name , getattr ( self , method_name ) ) for name , method_name in self . __cog_listeners__ ]
def set_options ( self , multiplex_first = True , ** bogus_options ) : "Takes implementation specific options . To be overriden in a subclass ."
self . multiplex_first = multiplex_first self . _warn_bogus_options ( ** bogus_options )
def factor_kkt ( U_S , R , d ) : """Factor the U22 block that we can only do after we know D ."""
nineq = R . size ( 0 ) U_S [ - nineq : , - nineq : ] = torch . potrf ( R + torch . diag ( 1 / d . cpu ( ) ) . type_as ( d ) )
def read_file ( self , url , location = None ) : """Read content from the web by overriding ` LiteralIncludeReader . read _ file ` ."""
response = requests_retry_session ( ) . get ( url , timeout = 10.0 ) response . raise_for_status ( ) text = response . text if 'tab-width' in self . options : text = text . expandtabs ( self . options [ 'tab-width' ] ) return text . splitlines ( True )
def get_objective ( self ) : """Gets the related objective . return : ( osid . learning . Objective ) - the related objective raise : OperationFailed - unable to complete request * compliance : mandatory - - This method must be implemented . *"""
# Implemented from template for osid . learning . Activity . get _ objective if not bool ( self . _my_map [ 'objectiveId' ] ) : raise errors . IllegalState ( 'objective empty' ) mgr = self . _get_provider_manager ( 'LEARNING' ) if not mgr . supports_objective_lookup ( ) : raise errors . OperationFailed ( 'Learn...
def t0_ref_to_supconj ( t0_ref , period , ecc , per0 ) : """TODO : add documentation"""
return ConstraintParameter ( t0_ref . _bundle , "t0_ref_to_supconj({}, {}, {}, {})" . format ( _get_expr ( t0_ref ) , _get_expr ( period ) , _get_expr ( ecc ) , _get_expr ( per0 ) ) )
def _do_download_file ( self , dss_file , fh , num_retries , min_delay_seconds ) : """Abstracts away complications for downloading a file , handles retries and delays , and computes its hash"""
hasher = hashlib . sha256 ( ) delay = min_delay_seconds retries_left = num_retries while True : try : response = self . get_file . _request ( dict ( uuid = dss_file . uuid , version = dss_file . version , replica = dss_file . replica ) , stream = True , headers = { 'Range' : "bytes={}-" . format ( fh . tell...
def normalize ( self ) : """Shift actor ' s center of mass at origin and scale its average size to unit ."""
cm = self . centerOfMass ( ) coords = self . coordinates ( ) if not len ( coords ) : return pts = coords - cm xyz2 = np . sum ( pts * pts , axis = 0 ) scale = 1 / np . sqrt ( np . sum ( xyz2 ) / len ( pts ) ) t = vtk . vtkTransform ( ) t . Scale ( scale , scale , scale ) t . Translate ( - cm ) tf = vtk . vtkTransfo...
def pearsonr ( self , target , correlation_length , mask = NotSpecified ) : """Construct a new Factor that computes rolling pearson correlation coefficients between ` target ` and the columns of ` self ` . This method can only be called on factors which are deemed safe for use as inputs to other factors . Thi...
from . statistical import RollingPearson return RollingPearson ( base_factor = self , target = target , correlation_length = correlation_length , mask = mask , )
def periodic_callback ( self ) : """Periodically help maintain adapter internal state"""
while True : try : action = self . _deferred . get ( False ) action ( ) except queue . Empty : break except Exception : self . _logger . exception ( 'Exception in periodic callback' )
def _fused_batch_norm_op ( self , input_batch , mean , variance , use_batch_stats ) : """Creates a fused batch normalization op ."""
# Store the original shape of the mean and variance . mean_shape = mean . get_shape ( ) variance_shape = variance . get_shape ( ) # The fused batch norm expects the mean , variance , gamma and beta # tensors to have dimension 1 , so we flatten them to remove the # extra dimensions . gamma_flatten = tf . reshape ( self ...
def set_main_wire ( self , wire = None ) : """Sets the specified wire as the link ' s main wire This is done automatically during the first wire ( ) call Keyword Arguments : - wire ( Wire ) : if None , use the first wire instance found Returns : - Wire : the new main wire instance"""
if not wire : for k in dir ( self ) : if isinstance ( getattr ( self , k ) , Wire ) : wire = getattr ( self , k ) break elif not isinstance ( wire , Wire ) : raise ValueError ( "wire needs to be a Wire instance" ) if not isinstance ( wire , Wire ) : wire = None self . main = ...
def mainset ( self ) : """Returns information regarding the set"""
if self . mainsetcache : return self . mainsetcache set_uri = self . get_set_uri ( ) for row in self . graph . query ( "SELECT ?seturi ?setid ?setlabel ?setopen ?setempty WHERE { ?seturi rdf:type skos:Collection . OPTIONAL { ?seturi skos:notation ?setid } OPTIONAL { ?seturi skos:prefLabel ?setlabel } OPTIONAL { ?se...
def maybe_open ( infile , mode = 'r' ) : """Take a file name or a handle , and return a handle . Simplifies creating functions that automagically accept either a file name or an already opened file handle ."""
# ENH : Exception safety ? if isinstance ( infile , basestring ) : handle = open ( infile , mode ) do_close = True else : handle = infile do_close = False yield handle if do_close : handle . close ( )
def last_heart_rate ( self ) : """Return avg heart rate for last session ."""
try : rates = self . intervals [ 1 ] [ 'timeseries' ] [ 'heartRate' ] except KeyError : return None tmp = 0 num_rates = len ( rates ) if num_rates == 0 : return None for rate in rates : tmp += rate [ 1 ] rateavg = tmp / num_rates return rateavg
def mount ( self , volume ) : """Mounts the given volume on the provided mountpoint . The default implementation simply calls mount . : param Volume volume : The volume to be mounted : param mountpoint : The file system path to mount the filesystem on . : raises UnsupportedFilesystemError : when the volume sy...
volume . _make_mountpoint ( ) try : self . _call_mount ( volume , volume . mountpoint , self . _mount_type or self . type , self . _mount_opts ) except Exception : # undo the creation of the mountpoint volume . _clear_mountpoint ( ) raise
def set_log_level ( level ) : """Sets the log level . Lower log levels log more . if level is 8 , nothing is logged . If level is 0 , everything is logged ."""
from . . _connect import main as _glconnect unity = _glconnect . get_unity ( ) return unity . set_log_level ( level )
def get_insert_idx ( pos_dict , name ) : "Return the position to insert a given function doc in a notebook ."
keys , i = list ( pos_dict . keys ( ) ) , 0 while i < len ( keys ) and str . lower ( keys [ i ] ) < str . lower ( name ) : i += 1 if i == len ( keys ) : return - 1 else : return pos_dict [ keys [ i ] ]
def remove_reference ( type_ ) : """removes reference from the type definition If type is not reference type , it will be returned as is ."""
nake_type = remove_alias ( type_ ) if not is_reference ( nake_type ) : return type_ return nake_type . base
def split_stacks ( self , stacks : List [ List [ BaseLayer ] ] ) -> List [ List [ BaseLayer ] ] : """First step of the stacks cleanup process . We consider that if inside a stack there ' s a text layer showing up then it ' s the beginning of a new stack and split upon that ."""
ns : List [ List [ BaseLayer ] ] = [ ] for stack in stacks : cur : List [ BaseLayer ] = [ ] for layer in stack : if cur and isinstance ( layer , lyr . RawText ) : ns . append ( cur ) cur = [ ] cur . append ( layer ) if cur : ns . append ( cur ) return ns
def run ( self ) : """This defines the sequence of actions that are taken when the barrier concurrency state is executed : return :"""
logger . debug ( "Starting execution of {0}{1}" . format ( self , " (backwards)" if self . backward_execution else "" ) ) self . setup_run ( ) # data to be accessed by the decider state child_errors = { } final_outcomes_dict = { } decider_state = self . states [ UNIQUE_DECIDER_STATE_ID ] try : concurrency_history_i...
def _tuple_requested ( self , namespace_tuple ) : """Helper for _ namespace _ requested . Supports limited wildcards"""
if not isinstance ( namespace_tuple [ 0 ] , unicode ) : encoded_db = unicode ( namespace_tuple [ 0 ] ) else : encoded_db = namespace_tuple [ 0 ] if not isinstance ( namespace_tuple [ 1 ] , unicode ) : encoded_coll = unicode ( namespace_tuple [ 1 ] ) else : encoded_coll = namespace_tuple [ 1 ] if namespa...
def update_hyperparameters ( self , new_params , hyper_deriv_handling = 'default' , exit_on_bounds = True , inf_on_error = True ) : r"""Update the kernel ' s hyperparameters to the new parameters . This will call : py : meth : ` compute _ K _ L _ alpha _ ll ` to update the state accordingly . Note that if thi...
use_hyper_deriv = self . use_hyper_deriv if hyper_deriv_handling == 'value' : self . use_hyper_deriv = False elif hyper_deriv_handling == 'deriv' : self . use_hyper_deriv = True self . k . set_hyperparams ( new_params [ : len ( self . k . free_params ) ] ) self . noise_k . set_hyperparams ( new_params [ len ( s...
def save_model ( self ) : '''Saves all of the de - trending information to disk in an ` npz ` file and saves the DVS as a ` pdf ` .'''
# Save the data log . info ( "Saving data to '%s.npz'..." % self . name ) d = dict ( self . __dict__ ) d . pop ( '_weights' , None ) d . pop ( '_A' , None ) d . pop ( '_B' , None ) d . pop ( '_f' , None ) d . pop ( '_mK' , None ) d . pop ( 'K' , None ) d . pop ( 'dvs' , None ) d . pop ( 'clobber' , None ) d . pop ( 'cl...
def _random_mutation_operator ( self , individual , allow_shrink = True ) : """Perform a replacement , insertion , or shrink mutation on an individual . Parameters individual : DEAP individual A list of pipeline operators and model parameters that can be compiled by DEAP into a callable function allow _ s...
if self . tree_structure : mutation_techniques = [ partial ( gp . mutInsert , pset = self . _pset ) , partial ( mutNodeReplacement , pset = self . _pset ) ] # We can ' t shrink pipelines with only one primitive , so we only add it if we find more primitives . number_of_primitives = sum ( [ isinstance ( node...
def _load_translations ( instance , lang = None ) : """Loads all translations as dynamic attributes : < attr > _ < lang _ code > < attr > _ < lang _ code > _ is _ fuzzy"""
# Gets field translations translations = _get_fieldtranslations ( instance = instance , lang = lang ) for translation_i in translations : # Sets translated field lang for this language field_lang = trans_attr ( translation_i . field , translation_i . lang ) setattr ( instance , field_lang , translation_i . tran...
def readConfigFromJSON ( self , fileName ) : """Read configuration from JSON . : param fileName : path to the configuration file . : type fileName : str ."""
self . __logger . debug ( "readConfigFromJSON: reading from " + fileName ) with open ( fileName ) as data_file : data = load ( data_file ) self . readConfig ( data )
def import_from_cwd ( module , imp = None , package = None ) : """Import module , but make sure it finds modules located in the current directory . Modules located in the current directory has precedence over modules located in ` sys . path ` ."""
if imp is None : imp = importlib . import_module with cwd_in_path ( ) : return imp ( module , package = package )
def nside_to_pixel_resolution ( nside ) : """Find the resolution of HEALPix pixels given the pixel dimensions of one of the 12 ' top - level ' HEALPix tiles . Parameters nside : int The number of pixels on the side of one of the 12 ' top - level ' HEALPix tiles . Returns resolution : : class : ` ~ astro...
nside = np . asanyarray ( nside , dtype = np . int64 ) _validate_nside ( nside ) return ( nside_to_pixel_area ( nside ) ** 0.5 ) . to ( u . arcmin )
def format_size ( num , format_str = '{num:.1f} {unit}' ) : '''Format the file size into a human readable text . http : / / stackoverflow . com / a / 1094933/1524507'''
for unit in ( 'B' , 'KiB' , 'MiB' , 'GiB' ) : if - 1024 < num < 1024 : return format_str . format ( num = num , unit = unit ) num /= 1024.0 return format_str . format ( num = num , unit = 'TiB' )
def shipping_options ( request , country ) : """Get the shipping options for a given country"""
qrs = models . ShippingRate . objects . filter ( countries__in = [ country ] ) serializer = serializers . ShippingRateSerializer ( qrs , many = True ) return Response ( data = serializer . data , status = status . HTTP_200_OK )
def _validate ( cls , options , items , warnfn ) : "Validation of edge cases and incompatible options"
if 'html' in Store . display_formats : pass elif 'fig' in items and items [ 'fig' ] not in Store . display_formats : msg = ( "Requesting output figure format %r " % items [ 'fig' ] + "not in display formats %r" % Store . display_formats ) if warnfn is None : print ( 'Warning: {msg}' . format ( msg =...
def from_git_rev_read ( path ) : """Retrieve given file path contents of certain Git revision ."""
if ":" not in path : raise ValueError ( "Path identifier must start with a revision hash." ) cmd = "git" , "show" , "-t" , path try : return subprocess . check_output ( cmd ) . rstrip ( ) . decode ( "utf-8" ) except subprocess . CalledProcessError : raise ValueError
def __new_job_sync ( self , message , future_results ) : """Synchronous part of _ new _ job . Creates needed directories , copy files , and starts the container ."""
course_id = message . course_id task_id = message . task_id debug = message . debug environment_name = message . environment enable_network = message . enable_network time_limit = message . time_limit hard_time_limit = message . hard_time_limit or time_limit * 3 mem_limit = message . mem_limit course_fs = self . tasks_...
def show_slice ( data2d , contour2d = None , seeds2d = None ) : """: param data2d : : param contour2d : : param seeds2d : : return :"""
import copy as cp # Show results colormap = cp . copy ( plt . cm . get_cmap ( 'brg' ) ) colormap . _init ( ) colormap . _lut [ : 1 : , 3 ] = 0 plt . imshow ( data2d , cmap = 'gray' , interpolation = 'none' ) if contour2d is not None : plt . contour ( contour2d , levels = [ 0.5 , 1.5 , 2.5 ] ) if seeds2d is not None...
def get_port_monitor ( self ) : """Gets the port monitor configuration of a logical interconnect . Returns : dict : The Logical Interconnect ."""
uri = "{}{}" . format ( self . data [ "uri" ] , self . PORT_MONITOR_PATH ) return self . _helper . do_get ( uri )
def from_ase_atoms ( cls , atoms ) : """Create an instance of the own class from an ase molecule Args : molecule ( : class : ` ase . atoms . Atoms ` ) : Returns : Cartesian :"""
return cls ( atoms = atoms . get_chemical_symbols ( ) , coords = atoms . positions )
def get_lexer_for_filename ( _fn , code = None , ** options ) : """Get a lexer for a filename . If multiple lexers match the filename pattern , use ` ` analyse _ text ( ) ` ` to figure out which one is more appropriate . Raises ClassNotFound if not found ."""
res = find_lexer_class_for_filename ( _fn , code ) if not res : raise ClassNotFound ( 'no lexer for filename %r found' % _fn ) return res ( ** options )
def fitted ( self , fid = 0 ) : """Test if enough Levenberg - Marquardt loops have been done . It returns True if no improvement possible . : param fid : the id of the sub - fitter ( numerical )"""
self . _checkid ( fid ) return not ( self . _fitids [ fid ] [ "fit" ] > 0 or self . _fitids [ fid ] [ "fit" ] < - 0.001 )
def allowed_transitions ( ) : """Get target states allowed for the current state ."""
try : sdp_state = SDPState ( ) return sdp_state . allowed_target_states [ sdp_state . current_state ] except KeyError : LOG . error ( "Key Error" ) return dict ( state = "KeyError" , reason = "KeyError" )
def _set_final_freeness ( self , flag ) : """Sets the freedom of the final chunk . Since no proper chunk follows the final chunk , the heap itself manages this . Nonetheless , for now it is implemented as if an additional chunk followed the final chunk ."""
if flag : self . state . memory . store ( self . heap_base + self . heap_size - self . _chunk_size_t_size , ~ CHUNK_P_MASK ) else : self . state . memory . store ( self . heap_base + self . heap_size - self . _chunk_size_t_size , CHUNK_P_MASK )
def predict_log_proba ( self , X ) : """Return log - probability estimates for the test vector X . Parameters X : array - like , shape = [ n _ samples , n _ features ] Returns C : array - like , shape = [ n _ samples , n _ classes ] Returns the log - probability of the samples for each class in the mode...
jll = self . _joint_log_likelihood ( X ) # normalize by P ( x ) = P ( f _ 1 , . . . , f _ n ) log_prob_x = logsumexp ( jll , axis = 1 ) # return shape = ( 2 , ) return jll - np . atleast_2d ( log_prob_x ) . T
def delete_relationship ( self , relationship_id = None ) : """Deletes a ` ` Relationship ` ` . arg : relationship _ id ( osid . id . Id ) : the ` ` Id ` ` of the ` ` Relationship ` ` to remove raise : NotFound - ` ` relationship _ id ` ` not found raise : NullArgument - ` ` relationship _ id ` ` is ` ` nul...
if relationship_id is None : raise NullArgument ( ) if not isinstance ( relationship_id , Id ) : raise InvalidArgument ( 'argument type is not an osid Id' ) url_path = ( '/handcar/services/relationship/families/' + self . _catalog_idstr + '/relationships/' + str ( relationship_id ) ) result = self . _delete_req...
def flushed_print ( * args , ** kwargs ) : """Use to replace print ( * args , flush = True ) that doesn ' t exist for python < 3.3"""
print ( * args , ** kwargs ) file = kwargs . get ( 'file' , sys . stdout ) file . flush ( ) if file is not None else sys . stdout . flush ( )
def simxGetCollisionHandle ( clientID , collisionObjectName , operationMode ) : '''Please have a look at the function description / documentation in the V - REP user manual'''
handle = ct . c_int ( ) if ( sys . version_info [ 0 ] == 3 ) and ( type ( collisionObjectName ) is str ) : collisionObjectName = collisionObjectName . encode ( 'utf-8' ) return c_GetCollisionHandle ( clientID , collisionObjectName , ct . byref ( handle ) , operationMode ) , handle . value