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def dns_name ( self ) : """Get the DNS name for this machine . This is a best guess based on the addresses available in current data . May return None if no suitable address is found ."""
for scope in [ 'public' , 'local-cloud' ] : addresses = self . safe_data [ 'addresses' ] or [ ] addresses = [ address for address in addresses if address [ 'scope' ] == scope ] if addresses : return addresses [ 0 ] [ 'value' ] return None
def check_version ( url = VERSION_URL ) : """Returns the version string for the latest SDK ."""
for line in get ( url ) : if 'release:' in line : return line . split ( ':' ) [ - 1 ] . strip ( ' \'"\r\n' )
def initialize_create_state_map ( self ) : """This is a mapping of create result message string to state ."""
self . fabric_state_map = { fw_const . INIT_STATE_STR : fw_const . OS_IN_NETWORK_STATE , fw_const . OS_IN_NETWORK_CREATE_FAIL : fw_const . OS_IN_NETWORK_STATE , fw_const . OS_IN_NETWORK_CREATE_SUCCESS : fw_const . OS_OUT_NETWORK_STATE , fw_const . OS_OUT_NETWORK_CREATE_FAIL : fw_const . OS_OUT_NETWORK_STATE , fw_const ...
def reload ( data : Any ) -> Any : """Dump and load yaml data . This is useful to avoid many anchor parsing bugs . When you edit a yaml config , reload it to make sure the changes are propagated to anchor expansions . : param data : data to be reloaded : return : reloaded data"""
return yaml . load ( yaml . dump ( data , Dumper = ruamel . yaml . RoundTripDumper ) , Loader = ruamel . yaml . RoundTripLoader )
def multiply ( self , data , fill_value = 0. ) : """Multiply the aperture mask with the input data , taking any edge effects into account . The result is a mask - weighted cutout from the data . Parameters data : array _ like or ` ~ astropy . units . Quantity ` The 2D array to multiply with the aperture m...
cutout = self . cutout ( data , fill_value = fill_value ) if cutout is None : return None else : return cutout * self . data
def getFileSecurity ( self , fileName , securityInformation , securityDescriptor , lengthSecurityDescriptorBuffer , lengthNeeded , dokanFileInfo , ) : """Get security attributes of a file . : param fileName : name of file to get security for : type fileName : ctypes . c _ wchar _ p : param securityInformation...
return self . operations ( 'getFileSecurity' , fileName )
def from_string ( cls , cl_function , dependencies = ( ) ) : """Parse the given CL function into a SimpleCLFunction object . Args : cl _ function ( str ) : the function we wish to turn into an object dependencies ( list or tuple of CLLibrary ) : The list of CL libraries this function depends on Returns : ...
return_type , function_name , parameter_list , body = split_cl_function ( cl_function ) return SimpleCLFunction ( return_type , function_name , parameter_list , body , dependencies = dependencies )
def create ( name , level , devices , metadata = 'default' , test_mode = False , ** kwargs ) : '''Create a RAID device . . . versionchanged : : 2014.7.0 . . warning : : Use with CAUTION , as this function can be very destructive if not used properly ! CLI Examples : . . code - block : : bash salt ' * ...
opts = [ ] raid_devices = len ( devices ) for key in kwargs : if not key . startswith ( '__' ) : opts . append ( '--{0}' . format ( key ) ) if kwargs [ key ] is not True : opts . append ( six . text_type ( kwargs [ key ] ) ) if key == 'spare-devices' : raid_devices -= int ( k...
def get_data ( session = None , day = None , year = None ) : """Get data for day ( 1-25 ) and year ( > = 2015) User ' s session cookie is needed ( puzzle inputs differ by user )"""
if session is None : user = default_user ( ) else : user = User ( token = session ) if day is None : day = current_day ( ) log . info ( "current day=%s" , day ) if year is None : year = most_recent_year ( ) log . info ( "most recent year=%s" , year ) puzzle = Puzzle ( year = year , day = day , u...
def _make_color_fn ( color ) : """Create a function that set the foreground color ."""
def _color ( text = "" ) : return ( _color_sep + color + _color_sep2 + text + _color_sep + "default" + _color_sep2 ) return _color
def generate_pdfa_ps ( target_filename , icc = 'sRGB' ) : """Create a Postscript pdfmark file for Ghostscript PDF / A conversion A pdfmark file is a small Postscript program that provides some information Ghostscript needs to perform PDF / A conversion . The only information we put in specifies that we want t...
if icc == 'sRGB' : icc_profile = SRGB_ICC_PROFILE else : raise NotImplementedError ( "Only supporting sRGB" ) # pdfmark must contain the full path to the ICC profile , and pdfmark must be # also encoded in ASCII . ocrmypdf can be installed anywhere , including to # paths that have a non - ASCII character in the...
def and_raises ( self , * errors ) : "Expects an error or more to be raised from the given expectation ."
for error in errors : self . __expect ( Expectation . raises , error )
def parse_simple_value ( self , stream ) : """SimpleValue : : = Integer | FloatingPoint | Exponential | BinaryNum | OctalNum | HexadecimalNum | DateTimeValue | QuotedString | UnquotedString"""
if self . has_quoted_string ( stream ) : return self . parse_quoted_string ( stream ) if self . has_binary_number ( stream ) : return self . parse_binary_number ( stream ) if self . has_octal_number ( stream ) : return self . parse_octal_number ( stream ) if self . has_decimal_number ( stream ) : return...
def add_subprocesses ( self , procdict ) : """Adds a dictionary of subproceses to this process . Calls : func : ` add _ subprocess ` for every process given in the input - dictionary . It can also pass a single process , which will be given the name * default * . : param procdict : a dictionary with process...
if isinstance ( procdict , Process ) : try : name = procdict . name except : name = 'default' self . add_subprocess ( name , procdict ) else : for name , proc in procdict . items ( ) : self . add_subprocess ( name , proc )
def get_chain_details ( self , pdb_id , chain = None , internal_function_call = False , pfam_scop_mapping = { } ) : '''Returns a dict pdb _ id - > chain ( s ) - > chain and SCOPe details . This is the main function for getting details for a PDB chain . If there is an associated SCOPe entry for this chain then t...
query = ''' SELECT DISTINCT scop_node.id AS scop_node_id, scop_node.*, pdb_entry.code, pdb_chain_id, pdb_chain.chain, pdb_chain.is_polypeptide, pdb_entry.description AS ChainDescription, pdb_release.resolution FROM `link_pdb` INNER JOIN scop_node on node_id=scop_node.id I...
def update_value ( self , offset , value ) : """Update the binary value currently stored for this config value . Returns : int : An opaque error code that can be returned from a set _ config rpc"""
if offset + len ( value ) > self . total_size : return Error . INPUT_BUFFER_TOO_LONG if len ( self . current_value ) < offset : self . current_value += bytearray ( offset - len ( self . current_value ) ) if len ( self . current_value ) > offset : self . current_value = self . current_value [ : offset ] self...
def call ( self , inputs ) : """Call ` Layer ` ."""
# if context . executing _ eagerly ( ) : # if not self . initialized : # self . _ data _ dep _ init ( inputs ) self . _compute_weights ( ) # Recompute weights for each forward pass output = self . layer . call ( inputs ) return output
def main ( ) : """Use processes and Netmiko to connect to each of the devices . Execute ' show version ' on each device . Use a queue to pass the output back to the parent process . Record the amount of time required to do this ."""
start_time = datetime . now ( ) output_q = Queue ( maxsize = 20 ) procs = [ ] for a_device in devices : my_proc = Process ( target = show_version_queue , args = ( a_device , output_q ) ) my_proc . start ( ) procs . append ( my_proc ) # Make sure all processes have finished for a_proc in procs : a_proc ....
def set_enable ( cls , target , enable = True ) : """( Dis | En ) able annotated interceptors ."""
interceptors = cls . get_annotations ( target ) for interceptor in interceptors : setattr ( interceptor , Interceptor . ENABLE , enable )
def unregister_message_handler ( self , target_or_handler ) : """Unregister a mpv script message handler for the given script message target name . You can also call the ` ` unregister _ mpv _ messages ` ` function attribute set on the handler function when it is registered ."""
if isinstance ( target_or_handler , str ) : del self . _message_handlers [ target_or_handler ] else : for key , val in self . _message_handlers . items ( ) : if val == target_or_handler : del self . _message_handlers [ key ]
def toProtocolElement ( self ) : """Converts this VariantAnnotationSet into its GA4GH protocol equivalent ."""
protocolElement = protocol . VariantAnnotationSet ( ) protocolElement . id = self . getId ( ) protocolElement . variant_set_id = self . _variantSet . getId ( ) protocolElement . name = self . getLocalId ( ) protocolElement . analysis . CopyFrom ( self . getAnalysis ( ) ) self . serializeAttributes ( protocolElement ) r...
def native_types ( code ) : """Convert code elements from strings to native Python types ."""
out = [ ] for c in code : if isconstant ( c , quoted = True ) : if isstring ( c , quoted = True ) : v = c [ 1 : - 1 ] elif isbool ( c ) : v = to_bool ( c ) elif isnumber ( c ) : v = c else : raise CompileError ( "Unknown type %s: %s" % ...
def _block ( self , count ) : """Round up a byte count by BLOCKSIZE and return it , e . g . _ block ( 834 ) = > 1024."""
blocks , remainder = divmod ( count , BLOCKSIZE ) if remainder : blocks += 1 return blocks * BLOCKSIZE
def list_encoder ( values , instance , field : Field ) : """Encodes an iterable of a given field into a database - compatible format ."""
return [ field . to_db_value ( element , instance ) for element in values ]
def login_with_token ( refresh_token , team = None ) : """Authenticate using an existing token ."""
# Get an access token and a new refresh token . _check_team_id ( team ) auth = _update_auth ( team , refresh_token ) url = get_registry_url ( team ) contents = _load_auth ( ) contents [ url ] = auth _save_auth ( contents ) _clear_session ( team )
def get_frame ( self , outdata , frames , timedata , status ) : """Callback function for the audio stream . Don ' t use directly ."""
if not self . keep_listening : raise sd . CallbackStop try : chunk = self . queue . get_nowait ( ) # Check if the chunk contains the expected number of frames # The callback function raises a ValueError otherwise . if chunk . shape [ 0 ] == frames : outdata [ : ] = chunk else : o...
def before_content ( self ) : """Build up prefix history for nested elements The following keys are used in : py : attr : ` self . env . ref _ context ` : dn : prefixes Stores the prefix history . With each nested element , we add the prefix to a list of prefixes . When we exit that object ' s nesting lev...
super ( DotNetObjectNested , self ) . before_content ( ) if self . names : ( _ , prefix ) = self . names . pop ( ) try : self . env . ref_context [ 'dn:prefixes' ] . append ( prefix ) except ( AttributeError , KeyError ) : self . env . ref_context [ 'dn:prefixes' ] = [ prefix ] finally :...
def splash ( self ) : """Draw splash screen"""
dirname = os . path . split ( os . path . abspath ( __file__ ) ) [ 0 ] try : splash = open ( os . path . join ( dirname , "splash" ) , "r" ) . readlines ( ) except IOError : return width = len ( max ( splash , key = len ) ) y = int ( self . y_grid / 2 ) - len ( splash ) x = int ( self . x_grid / 2 ) - int ( wid...
def _detect_sudo ( self , _execnet = None ) : """` ` sudo ` ` detection has to create a different connection to the remote host so that we can reliably ensure that ` ` getuser ( ) ` ` will return the right information . After getting the user info it closes the connection and returns a boolean"""
exc = _execnet or execnet gw = exc . makegateway ( self . _make_connection_string ( self . hostname , use_sudo = False ) ) channel = gw . remote_exec ( 'import getpass; channel.send(getpass.getuser())' ) result = channel . receive ( ) gw . exit ( ) if result == 'root' : return False self . logger . debug ( 'connect...
def merge_dicts ( * dicts , ** kwargs ) : """Merges dicts and kwargs into one dict"""
result = { } for d in dicts : result . update ( d ) result . update ( kwargs ) return result
def lines_iter ( self ) : '''Returns contents of the Dockerfile as an array , where each line in the file is an element in the array . : return : list'''
# Convert unicode chars to string byte_to_string = lambda x : x . strip ( ) . decode ( u'utf-8' ) if isinstance ( x , bytes ) else x . strip ( ) # Read the entire contents of the Dockerfile , decoding each line , and return the result as an array with open ( self . docker_file_path , u'r' ) as f : for line in f : ...
def remove_tab ( self , tab = 0 ) : """Removes the tab by index ."""
# pop it from the list t = self . tabs . pop ( tab ) # remove it from the gui self . _widget . removeTab ( tab ) # return it in case someone cares return t
def get_unpermitted_fields ( self ) : """Gives unpermitted fields for current context / user . Returns : List of unpermitted field names ."""
return ( self . _unpermitted_fields if self . _is_unpermitted_fields_set else self . _apply_cell_filters ( self . _context ) )
def view ( request , namespace , docid ) : """The initial view , does not provide the document content yet"""
if flat . users . models . hasreadpermission ( request . user . username , namespace , request ) : if 'autodeclare' in settings . CONFIGURATIONS [ request . session [ 'configuration' ] ] : if flat . users . models . haswritepermission ( request . user . username , namespace , request ) : for ann...
def wait_until_element_clickable ( self , element , timeout = None ) : """Search element and wait until it is clickable : param element : PageElement or element locator as a tuple ( locator _ type , locator _ value ) to be found : param timeout : max time to wait : returns : the web element if it is clickable...
return self . _wait_until ( self . _expected_condition_find_element_clickable , element , timeout )
def _save_stdin ( self , stdin ) : """Creates a temporary dir ( self . temp _ dir ) and saves the given input stream to a file within that dir . Returns the path to the file . The dir is removed in the _ _ del _ _ method ."""
self . temp_dir = TemporaryDirectory ( ) file_path = os . path . join ( self . temp_dir . name , 'dataset' ) try : with open ( file_path , 'w' ) as f : for line in stdin : f . write ( line ) except TypeError : self . temp_dir . cleanup ( ) raise ValueError ( 'Could not read stdin' ) retu...
def channels ( self ) : """0 means unknown"""
assert self . parsed_frames , "no frame parsed yet" b_index = self . _fixed_header_key [ 6 ] if b_index == 7 : return 8 elif b_index > 7 : return 0 else : return b_index
def get_d1str ( self , goobj , reverse = False ) : """Get D1 - string representing all parent terms which are depth - 01 GO terms ."""
return "" . join ( sorted ( self . get_parents_letters ( goobj ) , reverse = reverse ) )
def handle_typed_values ( val , type_name , value_type ) : """Translate typed values into the appropriate python object . Takes an element name , value , and type and returns a list with the string value ( s ) properly converted to a python type . TypedValues are handled in ucar . ma2 . DataType in netcdfJava...
if value_type in [ 'byte' , 'short' , 'int' , 'long' ] : try : val = [ int ( v ) for v in re . split ( '[ ,]' , val ) if v ] except ValueError : log . warning ( 'Cannot convert "%s" to int. Keeping type as str.' , val ) elif value_type in [ 'float' , 'double' ] : try : val = [ float ...
def exec_pg_success ( self , cmd ) : """Execute a command inside a running container as the postgres user , asserting success ."""
result = self . inner ( ) . exec_run ( cmd , user = 'postgres' ) assert result . exit_code == 0 , result . output . decode ( 'utf-8' ) return result
def add_lrn ( self , name , input_name , output_name , alpha , beta , local_size , k = 1.0 ) : """Add a LRN ( local response normalization ) layer . Please see the LRNLayerParams message in Core ML neural network protobuf for more information about the operation of this layer . Supports " across " channels normal...
spec = self . spec nn_spec = self . nn_spec # Add a new layer spec_layer = nn_spec . layers . add ( ) spec_layer . name = name spec_layer . input . append ( input_name ) spec_layer . output . append ( output_name ) spec_layer_params = spec_layer . lrn spec_layer_params . alpha = alpha spec_layer_params . beta = beta sp...
def galcenrect_to_vxvyvz ( vXg , vYg , vZg , vsun = [ 0. , 1. , 0. ] , Xsun = 1. , Zsun = 0. , _extra_rot = True ) : """NAME : galcenrect _ to _ vxvyvz PURPOSE : transform rectangular Galactocentric coordinates to XYZ coordinates ( wrt Sun ) for velocities INPUT : vXg - Galactocentric x - velocity vYg -...
dgc = nu . sqrt ( Xsun ** 2. + Zsun ** 2. ) costheta , sintheta = Xsun / dgc , Zsun / dgc if isinstance ( Xsun , nu . ndarray ) : zero = nu . zeros ( len ( Xsun ) ) one = nu . ones ( len ( Xsun ) ) Carr = nu . rollaxis ( nu . array ( [ [ - costheta , zero , - sintheta ] , [ zero , one , zero ] , [ - nu . si...
def all_variables ( self ) : """A flat tuple of all symbols taken in order from the following : 1 . ` scipy _ data _ fitting . Fit . free _ variables ` 2 . ` scipy _ data _ fitting . Fit . independent ` 3 . ` scipy _ data _ fitting . Fit . fitting _ parameters ` 4 . ` scipy _ data _ fitting . Fit . fixed _ ...
variables = [ ] variables . extend ( self . free_variables ) variables . append ( self . independent [ 'symbol' ] ) variables . extend ( [ param [ 'symbol' ] for param in self . fitting_parameters ] ) variables . extend ( [ param [ 'symbol' ] for param in self . fixed_parameters ] ) variables . extend ( [ const [ 'symb...
def encode_filename ( filename , from_encoding = 'utf-8' , to_encoding = None ) : """> > > print encode _ filename ( ' \xe4 \xb8 \xad \xe5 \x9b \xbd . doc ' ) \xd6 \xd0 \xb9 \xfa . doc > > > f = unicode ( ' \xe4 \xb8 \xad \xe5 \x9b \xbd . doc ' , ' utf - 8 ' ) > > > print encode _ filename ( f ) \xd6 \xd0 \...
import sys to_encoding = to_encoding or sys . getfilesystemencoding ( ) from_encoding = from_encoding or sys . getfilesystemencoding ( ) if not isinstance ( filename , unicode ) : try : f = unicode ( filename , from_encoding ) except UnicodeDecodeError : try : f = unicode ( filename ...
def rgba_floats_tuple ( self , x ) : """Provides the color corresponding to value ` x ` in the form of a tuple ( R , G , B , A ) with float values between 0 . and 1."""
if x <= self . index [ 0 ] : return self . colors [ 0 ] if x >= self . index [ - 1 ] : return self . colors [ - 1 ] i = len ( [ u for u in self . index if u < x ] ) # 0 < i < n . return tuple ( self . colors [ i - 1 ] )
def run_with_time_limit ( self , cmd , time_limit = SUBMISSION_TIME_LIMIT ) : """Runs docker command and enforces time limit . Args : cmd : list with the command line arguments which are passed to docker binary after run time _ limit : time limit , in seconds . Negative value means no limit . Returns : ...
if time_limit < 0 : return self . run_without_time_limit ( cmd ) container_name = str ( uuid . uuid4 ( ) ) cmd = [ DOCKER_BINARY , 'run' , DOCKER_NVIDIA_RUNTIME , '--detach' , '--name' , container_name ] + cmd logging . info ( 'Docker command: %s' , ' ' . join ( cmd ) ) logging . info ( 'Time limit %d seconds' , ti...
def unregister ( self , model = None ) : '''Unregister a ` ` model ` ` if provided , otherwise it unregister all registered models . Return a list of unregistered model managers or ` ` None ` ` if no managers were removed .'''
if model is not None : try : manager = self . _registered_models . pop ( model ) except KeyError : return if self . _registered_names . get ( manager . _meta . name ) == manager : self . _registered_names . pop ( manager . _meta . name ) return [ manager ] else : managers = l...
def MakeExponentialPmf ( lam , high , n = 200 ) : """Makes a PMF discrete approx to an exponential distribution . lam : parameter lambda in events per unit time high : upper bound n : number of values in the Pmf returns : normalized Pmf"""
pmf = Pmf ( ) for x in numpy . linspace ( 0 , high , n ) : p = EvalExponentialPdf ( x , lam ) pmf . Set ( x , p ) pmf . Normalize ( ) return pmf
def get ( key , default = - 1 ) : """Backport support for original codes ."""
if isinstance ( key , int ) : return Transport ( key ) if key not in Transport . _member_map_ : extend_enum ( Transport , key , default ) return Transport [ key ]
def download_file ( url , file_path , mkdir = False ) : """Write a string of data to file . Args : url : A string to a valid URL . file _ path : Full path to intended download location ( e . g . c : / ladybug / testPts . pts ) mkdir : Set to True to create the directory if doesn ' t exist ( Default : False ...
folder , fname = os . path . split ( file_path ) return download_file_by_name ( url , folder , fname , mkdir )
def resolve_identifiers ( self , subject_context ) : """ensures that a subject _ context has identifiers and if it doesn ' t will attempt to locate them using heuristics"""
session = subject_context . session identifiers = subject_context . resolve_identifiers ( session ) if ( not identifiers ) : msg = ( "No identity (identifier_collection) found in the " "subject_context. Looking for a remembered identity." ) logger . debug ( msg ) identifiers = self . get_remembered_identit...
def getTime ( self ) : """Actually , this function creates a time stamp vector based on the number of samples and sample rate ."""
T = 1 / float ( self . samp [ self . nrates - 1 ] ) endtime = self . endsamp [ self . nrates - 1 ] * T t = numpy . linspace ( 0 , endtime , self . endsamp [ self . nrates - 1 ] ) return t
def apps_installation_create ( self , data , ** kwargs ) : "https : / / developer . zendesk . com / rest _ api / docs / core / apps # install - app"
api_path = "/api/v2/apps/installations.json" return self . call ( api_path , method = "POST" , data = data , ** kwargs )
def _get_dsp_from_bfs ( self , outputs , bfs_graphs = None ) : """Returns the sub - dispatcher induced by the workflow from outputs . : param outputs : Ending data nodes . : type outputs : list [ str ] , iterable , optional : param bfs _ graphs : A dictionary with directed graphs where evaluate the brea...
bfs = bfs_graphs [ NONE ] if bfs_graphs is not None else self . dmap # Get sub dispatcher breadth - first - search graph . dsp = self . get_sub_dsp_from_workflow ( sources = outputs , graph = bfs , reverse = True , _update_links = False ) # Namespace shortcuts . succ , nodes , pred = dsp . dmap . succ , dsp . nodes , d...
def build_maya_environment ( config , env = None , arg_paths = None ) : """Construct maya environment ."""
maya_env = MayaEnvironment ( ) maya_env . exclude_pattern = config . get_list ( Config . PATTERNS , 'exclude' ) maya_env . icon_extensions = config . get_list ( Config . PATTERNS , 'icon_ext' ) env = get_environment_paths ( config , env ) if not env and arg_paths is None : return logger . info ( 'Using maya factory...
def log_start_finish ( msg , logger , level = logging . DEBUG ) : """A context manager to log messages with " start : " and " finish : " prefixes before and after a block . Parameters msg : str Will be prefixed with " start : " and " finish : " . logger : logging . Logger level : int , optional Level ...
logger . log ( level , 'start: ' + msg ) yield logger . log ( level , 'finish: ' + msg )
def add_to_line_plot ( ax , x , y , color = '0.' , label = '' ) : '''This function takes an axes and adds one line to it'''
plt . sca ( ax ) plt . plot ( x , y , color = color , label = label ) return ax
def disassemble ( self , start = None , end = None , arch_mode = None ) : """Disassemble native instructions . Args : start ( int ) : Start address . end ( int ) : End address . arch _ mode ( int ) : Architecture mode . Returns : ( int , Instruction , int ) : A tuple of the form ( address , assembler in...
if arch_mode is None : arch_mode = self . binary . architecture_mode curr_addr = start if start else self . binary . ea_start end_addr = end if end else self . binary . ea_end while curr_addr < end_addr : # Fetch the instruction . encoding = self . __fetch_instr ( curr_addr ) # Decode it . asm_instr = s...
def gen_classdefs ( self ) -> str : """Create class definitions for all non - mixin classes in the model Note that apply _ to classes are transformed to mixins"""
return '\n' . join ( [ self . gen_classdef ( k , v ) for k , v in self . schema . classes . items ( ) if not v . mixin ] )
def _fw_rule_create ( self , drvr_name , data , cache ) : """Firewall Rule create routine . This function updates its local cache with rule parameters . It checks if local cache has information about the Policy associated with the rule . If not , it means a restart has happened . It retrieves the policy ass...
tenant_id = data . get ( 'firewall_rule' ) . get ( 'tenant_id' ) fw_rule = data . get ( 'firewall_rule' ) rule = self . _fw_rule_decode_store ( data ) fw_pol_id = fw_rule . get ( 'firewall_policy_id' ) rule_id = fw_rule . get ( 'id' ) if tenant_id not in self . fwid_attr : self . fwid_attr [ tenant_id ] = FwMapAttr...
def set_representative_sequence ( self , force_rerun = False ) : """Automatically consolidate loaded sequences ( manual , UniProt , or KEGG ) and set a single representative sequence . Manually set representative sequences override all existing mappings . UniProt mappings override KEGG mappings except when KEGG...
# TODO : rethink use of multiple database sources - may lead to inconsistency with genome sources successfully_mapped_counter = 0 for g in tqdm ( self . genes ) : repseq = g . protein . set_representative_sequence ( force_rerun = force_rerun ) if repseq : if repseq . sequence_file : successf...
def check_is_table ( func ) : """Decorator that will check whether the " table _ name " keyword argument to the wrapped function matches a registered Orca table ."""
@ wraps ( func ) def wrapper ( ** kwargs ) : if not orca . is_table ( kwargs [ 'table_name' ] ) : abort ( 404 ) return func ( ** kwargs ) return wrapper
def get_piles ( allgenes ) : """Before running uniq , we need to compute all the piles . The piles are a set of redundant features we want to get rid of . Input are a list of GffLines features . Output are list of list of features distinct " piles " ."""
from jcvi . utils . range import Range , range_piles ranges = [ Range ( a . seqid , a . start , a . end , 0 , i ) for i , a in enumerate ( allgenes ) ] for pile in range_piles ( ranges ) : yield [ allgenes [ x ] for x in pile ]
def convert_tstamp ( response ) : """Convert a Stripe API timestamp response ( unix epoch ) to a native datetime . : rtype : datetime"""
if response is None : # Allow passing None to convert _ tstamp ( ) return response # Overrides the set timezone to UTC - I think . . . tz = timezone . utc if settings . USE_TZ else None return datetime . datetime . fromtimestamp ( response , tz )
def is_name_registered ( self , name ) : """Given the fully - qualified name , is it registered , not revoked , and not expired at the current block ?"""
name_rec = self . get_name ( name ) # won ' t return the name if expired if name_rec is None : return False if name_rec [ 'revoked' ] : return False return True
def add_path_segment ( self , value ) : """Add a new path segment to the end of the current string : param string value : the new path segment to use Example : : > > > u = URL ( ' http : / / example . com / foo / ' ) > > > u . add _ path _ segment ( ' bar ' ) . as _ string ( ) ' http : / / example . com /...
segments = self . path_segments ( ) + ( to_unicode ( value ) , ) return self . path_segments ( segments )
def get_max_item ( self , expand = False ) : """The current largest item id Fetches data from URL : https : / / hacker - news . firebaseio . com / v0 / maxitem . json Args : expand ( bool ) : Flag to indicate whether to transform all IDs into objects . Returns : ` int ` if successful ."""
url = urljoin ( self . base_url , 'maxitem.json' ) response = self . _get_sync ( url ) if expand : return self . get_item ( response ) else : return response
def render ( self , surf ) : """Draw the button on the surface ."""
if not self . flags & self . NO_SHADOW : circle ( surf , self . center + self . _bg_delta , self . width / 2 , LIGHT_GREY ) circle ( surf , self . center + self . _front_delta , self . width / 2 , self . _get_color ( ) ) self . text . center = self . center + self . _front_delta self . text . render ( surf )
def setup_locale ( lc_all : str , first_weekday : int = None , * , lc_collate : str = None , lc_ctype : str = None , lc_messages : str = None , lc_monetary : str = None , lc_numeric : str = None , lc_time : str = None ) -> str : """Shortcut helper to setup locale for backend application . : param lc _ all : Local...
if first_weekday is not None : calendar . setfirstweekday ( first_weekday ) locale . setlocale ( locale . LC_COLLATE , lc_collate or lc_all ) locale . setlocale ( locale . LC_CTYPE , lc_ctype or lc_all ) locale . setlocale ( locale . LC_MESSAGES , lc_messages or lc_all ) locale . setlocale ( locale . LC_MONETARY , ...
def get_nonvaried_cfg_lbls ( cfg_list , default_cfg = None , mainkey = '_cfgname' ) : r"""TODO : this might only need to return a single value . Maybe not if the names are different . Args : cfg _ list ( list ) : default _ cfg ( None ) : ( default = None ) Returns : list : cfglbl _ list CommandLine : ...
try : cfgname_list = [ cfg [ mainkey ] for cfg in cfg_list ] except KeyError : cfgname_list = [ '' ] * len ( cfg_list ) nonvaried_cfg = partition_varied_cfg_list ( cfg_list , default_cfg ) [ 0 ] cfglbl_list = [ get_cfg_lbl ( nonvaried_cfg , name ) for name in cfgname_list ] return cfglbl_list
def image ( self , height = 1 , module_width = 1 , add_quiet_zone = True ) : """Get the barcode as PIL . Image . By default the image is one pixel high and the number of modules pixels wide , with 10 empty modules added to each side to act as the quiet zone . The size can be modified by setting height and modul...
if Image is None : raise Code128 . MissingDependencyError ( "PIL module is required to use image method." ) modules = list ( self . modules ) if add_quiet_zone : # Add ten space modules to each side of the barcode . modules = [ 1 ] * self . quiet_zone + modules + [ 1 ] * self . quiet_zone width = len ( modules ...
def info_cmd ( ) : """Print basic information about StagYY run ."""
sdat = stagyydata . StagyyData ( conf . core . path ) lsnap = sdat . snaps . last lstep = sdat . steps . last print ( 'StagYY run in {}' . format ( sdat . path ) ) if lsnap . geom . threed : dimension = '{} x {} x {}' . format ( lsnap . geom . nxtot , lsnap . geom . nytot , lsnap . geom . nztot ) elif lsnap . geom ...
def _proxy ( self ) : """Generate an instance context for the instance , the context is capable of performing various actions . All instance actions are proxied to the context : returns : TaskActionsContext for this TaskActionsInstance : rtype : twilio . rest . autopilot . v1 . assistant . task . task _ actio...
if self . _context is None : self . _context = TaskActionsContext ( self . _version , assistant_sid = self . _solution [ 'assistant_sid' ] , task_sid = self . _solution [ 'task_sid' ] , ) return self . _context
def align_orthologous_genes_pairwise ( self , gapopen = 10 , gapextend = 0.5 ) : """For each gene in the base strain , run a pairwise alignment for all orthologous gene sequences to it ."""
for ref_gene in tqdm ( self . reference_gempro . genes ) : if len ( ref_gene . protein . sequences ) > 1 : alignment_dir = op . join ( self . sequences_by_gene_dir , ref_gene . id ) if not op . exists ( alignment_dir ) : os . mkdir ( alignment_dir ) ref_gene . protein . pairwise_...
def _updateItemComboBoxIndex ( self , item , column , num ) : """Callback for comboboxes : notifies us that a combobox for the given item and column has changed"""
item . _combobox_current_index [ column ] = num item . _combobox_current_value [ column ] = item . _combobox_option_list [ column ] [ num ] [ 0 ]
def register_listener_handle ( wxbot ) : """wechat _ sender 向 wxpy 注册控制消息 handler"""
from wxpy import TEXT @ wxbot . bot . register ( wxbot . default_receiver , TEXT , except_self = False ) def sender_command_handle ( msg ) : command_dict = { MESSAGE_REPORT_COMMAND : timeout_message_report ( ) , MESSAGE_STATUS_COMMAND : generate_run_info ( ) } message = command_dict . get ( msg . text , None ) ...
def set_functions ( self , what , allfuncs ) : """Set the cards in the ` ` what ` ` builder to ` ` allfuncs ` ` : param what : a string , ' trigger ' , ' prereq ' , or ' action ' : param allfuncs : a sequence of triples of ( name , sourcecode , signature ) as taken by my ` ` get _ function _ cards ` ` method ...
setattr ( getattr ( self , '_{}_builder' . format ( what ) ) , 'decks' , self . get_functions_cards ( what , allfuncs ) )
def unregister_iq_request_handler ( self , type_ , payload_cls ) : """Unregister a coroutine previously registered with : meth : ` register _ iq _ request _ handler ` . : param type _ : IQ type to react to ( must be a request type ) . : type type _ : : class : ` ~ structs . IQType ` : param payload _ cls : ...
type_ = self . _coerce_enum ( type_ , structs . IQType ) del self . _iq_request_map [ type_ , payload_cls ] self . _logger . debug ( "iq request coroutine unregistered: type=%r, payload=%r" , type_ , payload_cls )
def shuffle_batch ( self , texts , labels = None , seed = None ) : """Shuffle a list of samples , as well as the labels if specified Parameters texts : list - like List of samples to shuffle labels : list - like ( optional ) List of labels to shuffle , should be correspondent to the samples given seed :...
if seed != None : random . seed ( seed ) index_shuf = list ( range ( len ( texts ) ) ) random . shuffle ( index_shuf ) texts = [ texts [ x ] for x in index_shuf ] if labels == None : return texts labels = [ labels [ x ] for x in index_shuf ] return texts , labels
def is_error ( self ) : """Return true if the colum is a dimension"""
from ambry . valuetype . core import ROLE return self . role == ROLE . ERROR
def _determine_api_url ( self , platform , service , action ) : """This returns the Adyen API endpoint based on the provided platform , service and action . Args : platform ( str ) : Adyen platform , ie ' live ' or ' test ' . service ( str ) : API service to place request through . action ( str ) : the AP...
base_uri = settings . BASE_PAL_URL . format ( platform ) if service == "Recurring" : api_version = settings . API_RECURRING_VERSION elif service == "Payout" : api_version = settings . API_PAYOUT_VERSION else : api_version = settings . API_PAYMENT_VERSION return '/' . join ( [ base_uri , service , api_versio...
def find_related_imports ( self , fullname ) : """Return a list of non - stdlib modules that are directly imported by ` fullname ` , plus their parents . The list is determined by retrieving the source code of ` fullname ` , compiling it , and examining all IMPORT _ NAME ops . : param fullname : Fully quali...
related = self . _related_cache . get ( fullname ) if related is not None : return related modpath , src , _ = self . get_module_source ( fullname ) if src is None : return [ ] maybe_names = list ( self . generate_parent_names ( fullname ) ) co = compile ( src , modpath , 'exec' ) for level , modname , namelist...
def imagetransformer_ae_imagenet ( ) : """For 64x64 ImageNet . ~ 56M trainable variables ."""
hparams = imagetransformer_ae_cifar ( ) hparams . max_length = int ( 64 * 64 * 3 ) hparams . img_len = 64 hparams . num_heads = 4 # Heads are expensive on TPUs . # Reduce architecture from 32x32 CIFAR - 10 in order to fit in memory . hparams . num_decoder_layers = 8 hparams . num_compress_steps = 2 return hparams
def one_of ( * args ) : "Verifies that only one of the arguments is not None"
for i , arg in enumerate ( args ) : if arg is not None : for argh in args [ i + 1 : ] : if argh is not None : raise OperationError ( "Too many parameters" ) else : return raise OperationError ( "Insufficient parameters" )
def _get_validated_stages ( stages ) : """Validates stages of the workflow as a list of dictionaries ."""
if not isinstance ( stages , list ) : raise WorkflowBuilderException ( "Stages must be specified as a list of dictionaries" ) validated_stages = [ ] for index , stage in enumerate ( stages ) : validated_stages . append ( _get_validated_stage ( stage , index ) ) return validated_stages
def convert_inputfiles ( cls , folder = None , inputfile = None , session = None , lod_threshold = None , qtls_file = 'qtls.csv' , matrix_file = 'qtls_matrix.csv' , map_file = 'map.csv' ) : """Convert the input files present in the given folder or inputfile . This method creates the matrix representation of the...
if folder is None and inputfile is None : raise MQ2Exception ( 'You must specify either a folder or an ' 'input file' ) if folder is not None : # pragma : no cover if not os . path . isdir ( folder ) : raise MQ2Exception ( 'The specified folder is actually ' 'not a folder' ) else : inputfile...
def import_attribute ( self , path ) : """Import an attribute from a module ."""
module = '.' . join ( path . split ( '.' ) [ : - 1 ] ) function = path . split ( '.' ) [ - 1 ] module = importlib . import_module ( module ) return getattr ( module , function )
def signature_algo ( self ) : """: return : A unicode string of " rsassa _ pkcs1v15 " , " rsassa _ pss " , " dsa " or " ecdsa " """
algorithm = self [ 'algorithm' ] . native algo_map = { 'md2_rsa' : 'rsassa_pkcs1v15' , 'md5_rsa' : 'rsassa_pkcs1v15' , 'sha1_rsa' : 'rsassa_pkcs1v15' , 'sha224_rsa' : 'rsassa_pkcs1v15' , 'sha256_rsa' : 'rsassa_pkcs1v15' , 'sha384_rsa' : 'rsassa_pkcs1v15' , 'sha512_rsa' : 'rsassa_pkcs1v15' , 'rsassa_pkcs1v15' : 'rsassa_...
def convert ( self ) : """User - facing conversion method . Returns pandoc document as a list of lines ."""
lines = [ ] pages = self . flatten_pages ( self . config [ 'pages' ] ) f_exclude = mkdocs_pandoc . filters . exclude . ExcludeFilter ( exclude = self . exclude ) f_include = mkdocs_pandoc . filters . include . IncludeFilter ( base_path = self . config [ 'docs_dir' ] , encoding = self . encoding ) # First , do the proce...
def rmean ( self ) : """Calculates the mean rank of a TT - vector ."""
if not _np . all ( self . n ) : return 0 # Solving quadratic equation ar ^ 2 + br + c = 0; a = _np . sum ( self . n [ 1 : - 1 ] ) b = self . n [ 0 ] + self . n [ - 1 ] c = - _np . sum ( self . n * self . r [ 1 : ] * self . r [ : - 1 ] ) D = b ** 2 - 4 * a * c r = 0.5 * ( - b + _np . sqrt ( D ) ) / a return r
def start ( client , container , interactive = True , stdout = None , stderr = None , stdin = None , logs = None ) : """Present the PTY of the container inside the current process . This is just a wrapper for PseudoTerminal ( client , container ) . start ( )"""
operation = RunOperation ( client , container , interactive = interactive , stdout = stdout , stderr = stderr , stdin = stdin , logs = logs ) PseudoTerminal ( client , operation ) . start ( )
def setIsochronous ( self , endpoint , buffer_or_len , callback = None , user_data = None , timeout = 0 , iso_transfer_length_list = None ) : """Setup transfer for isochronous use . endpoint Endpoint to submit transfer to . Defines transfer direction ( see ENDPOINT _ OUT and ENDPOINT _ IN ) ) . buffer _ or ...
if self . __submitted : raise ValueError ( 'Cannot alter a submitted transfer' ) num_iso_packets = self . __num_iso_packets if num_iso_packets == 0 : raise TypeError ( 'This transfer canot be used for isochronous I/O. ' 'You must get another one with a non-zero iso_packets ' 'parameter.' ) if self . __doomed : ...
def get_path_from_stream ( strm ) : """Try to get file path from given file or file - like object ' strm ' . : param strm : A file or file - like object : return : Path of given file or file - like object or None : raises : ValueError > > > assert _ _ file _ _ = = get _ path _ from _ stream ( open ( _ _ fil...
if not is_file_stream ( strm ) : raise ValueError ( "Given object does not look a file/file-like " "object: %r" % strm ) path = getattr ( strm , "name" , None ) if path is not None : try : return normpath ( path ) except ( TypeError , ValueError ) : pass return None
def gaussian_noise ( x , severity = 1 ) : """Gaussian noise corruption to images . Args : x : numpy array , uncorrupted image , assumed to have uint8 pixel in [ 0,255 ] . severity : integer , severity of corruption . Returns : numpy array , image with uint8 pixels in [ 0,255 ] . Added Gaussian noise ."""
c = [ .08 , .12 , 0.18 , 0.26 , 0.38 ] [ severity - 1 ] x = np . array ( x ) / 255. x_clip = np . clip ( x + np . random . normal ( size = x . shape , scale = c ) , 0 , 1 ) * 255 return around_and_astype ( x_clip )
def is_quoted ( value ) : '''Return a single or double quote , if a string is wrapped in extra quotes . Otherwise return an empty string .'''
ret = '' if isinstance ( value , six . string_types ) and value [ 0 ] == value [ - 1 ] and value . startswith ( ( '\'' , '"' ) ) : ret = value [ 0 ] return ret
def set_style ( self , input_feeds ) : """Set target style variables . Expected usage : style _ loss = StyleLoss ( style _ layers ) init _ op = tf . global _ variables _ initializer ( ) init _ op . run ( ) feeds = { . . . session . run ( ) ' feeds ' argument that will make ' style _ layers ' tensors eva...
sess = tf . get_default_session ( ) computed = sess . run ( self . input_grams , input_feeds ) for v , g in zip ( self . target_vars , computed ) : v . load ( g )
def check_elastic ( self ) : '''Checks if we need to break moderation in order to maintain our desired throttle limit @ return : True if we need to break moderation'''
if self . elastic and self . elastic_kick_in == self . limit : value = self . redis_conn . zcard ( self . window_key ) if self . limit - value > self . elastic_buffer : return True return False
def stop_ec2_instance ( client , resource ) : """Stop an EC2 Instance This function will attempt to stop a running instance . Args : client ( : obj : ` boto3 . session . Session . client ` ) : A boto3 client object resource ( : obj : ` Resource ` ) : The resource object to stop Returns : ` ActionStatus ...
instance = EC2Instance . get ( resource . id ) if instance . state in ( 'stopped' , 'terminated' ) : return ActionStatus . IGNORED , { } client . stop_instances ( InstanceIds = [ resource . id ] ) return ActionStatus . SUCCEED , { 'instance_type' : resource . instance_type , 'public_ip' : resource . public_ip }
def get_month_from_date_str ( date_str , lang = DEFAULT_DATE_LANG ) : """Find the month name for the given locale , in the given string . Returns a tuple ` ` ( number _ of _ month , abbr _ name ) ` ` ."""
date_str = date_str . lower ( ) with calendar . different_locale ( LOCALES [ lang ] ) : month_abbrs = list ( calendar . month_abbr ) for seq , abbr in enumerate ( month_abbrs ) : if abbr and abbr . lower ( ) in date_str : return seq , abbr return ( )
def schema ( self , table ) : """Print the table schema Parameters table : str The table name"""
try : pprint ( self . query ( "PRAGMA table_info({})" . format ( table ) , fmt = 'table' ) ) except ValueError : print ( 'Table {} not found' . format ( table ) )