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def disconnect ( self ) : """This method disconnects an IOM session to allow for reconnecting when switching networks"""
if not self . sascfg . reconnect : return "Disconnecting and then reconnecting to this workspaceserver has been disabled. Did not disconnect" pgm = b'\n' + b'tom says EOL=DISCONNECT \n' self . stdin [ 0 ] . send ( pgm ) while True : try : log = self . stderr [ 0 ] . recv ( 4096 ) . ...
def _variants_fields ( fields , exclude_fields , info_ids ) : """Utility function to determine which fields to extract when loading variants ."""
if fields is None : # no fields specified by user # by default extract all standard and INFO fields fields = config . STANDARD_VARIANT_FIELDS + info_ids else : # fields have been specified for f in fields : # check for non - standard fields not declared in INFO header if f not in config . STANDARD_VARIA...
def kogge_stone ( a , b , cin = 0 ) : """Creates a Kogge - Stone adder given two inputs : param WireVector a , b : The two WireVectors to add up ( bitwidths don ' t need to match ) : param cin : An optimal carry in WireVector or value : return : a Wirevector representing the output of the adder The Kogge - ...
a , b = libutils . match_bitwidth ( a , b ) prop_orig = a ^ b prop_bits = [ i for i in prop_orig ] gen_bits = [ i for i in a & b ] prop_dist = 1 # creation of the carry calculation while prop_dist < len ( a ) : for i in reversed ( range ( prop_dist , len ( a ) ) ) : prop_old = prop_bits [ i ] gen_bi...
def transpose ( self , * args , ** kwargs ) : """Transposes this DataManager . Returns : Transposed new DataManager ."""
new_data = self . data . transpose ( * args , ** kwargs ) # Switch the index and columns and transpose the new_manager = self . __constructor__ ( new_data , self . columns , self . index ) # It is possible that this is already transposed new_manager . _is_transposed = self . _is_transposed ^ 1 return new_manager
def insert_or_append ( parent , node , next_sibling ) : """Insert the node before next _ sibling . If next _ sibling is None , append the node last instead ."""
# simple insert if next_sibling : parent . insertBefore ( node , next_sibling ) else : parent . appendChild ( node )
def _get_default_letters ( model_admin = None ) : """Returns the set of letters defined in the configuration variable DEFAULT _ ALPHABET . DEFAULT _ ALPHABET can be a callable , string , tuple , or list and returns a set . If a ModelAdmin class is passed , it will look for a DEFAULT _ ALPHABET attribute and...
from django . conf import settings import string default_ltrs = string . digits + string . ascii_uppercase default_letters = getattr ( settings , 'DEFAULT_ALPHABET' , default_ltrs ) if model_admin and hasattr ( model_admin , 'DEFAULT_ALPHABET' ) : default_letters = model_admin . DEFAULT_ALPHABET if callable ( defau...
def add_callback ( self , callback , msg_type = None ) : """Add per message type or global callback . Parameters callback : fn Callback function msg _ type : int | iterable Message type to register callback against . Default ` None ` means global callback . Iterable type adds the callback to all the mes...
cb_keys = self . _to_iter ( msg_type ) if cb_keys is not None : for msg_type_ in cb_keys : self . _callbacks [ msg_type_ ] . add ( callback ) else : self . _callbacks [ msg_type ] . add ( callback )
def grant_member ( context , request ) : """Grant member roles in the group ."""
mapping = request . json [ 'mapping' ] for entry in mapping : user = entry [ 'user' ] roles = entry [ 'roles' ] username = user . get ( 'username' , None ) userid = user . get ( 'userid' , None ) if userid : u = context . get_user_by_userid ( userid ) elif username : u = context ...
def _includes_base_class ( self , iter_classes , base_class ) : """Returns whether any class in iter _ class is a subclass of the given base _ class ."""
return any ( issubclass ( auth_class , base_class ) for auth_class in iter_classes , )
def main ( argString = None ) : """The main function . The purpose of this module is to plot Eigenvectors provided by the Eigensoft software . Here are the steps of this module : 1 . Reads the Eigenvector ( : py : func : ` read _ eigenvalues ` ) . 2 . Plots the Scree Plot ( : py : func : ` create _ scree ...
# Getting and checking the options args = parse_args ( argString ) check_args ( args ) # Reads the eigenvalues eigenvalues = read_eigenvalues ( args . evec ) # Creates the plot create_scree_plot ( eigenvalues , args . out , args )
def get_state ( self , site ) : """Read client status file and return dict ."""
parser = ConfigParser ( ) status_section = 'incremental' parser . read ( self . status_file ) timestamp = None try : timestamp = float ( parser . get ( status_section , self . config_site_to_name ( site ) ) ) except NoSectionError as e : pass except NoOptionError as e : pass return ( timestamp )
def format_commands ( self , ctx , formatter ) : """Extra format methods for multi methods that adds all the commands after the options ."""
commands = [ ] for subcommand in self . list_commands ( ctx ) : cmd = self . get_command ( ctx , subcommand ) # What is this , the tool lied about a command . Ignore it if cmd is None : continue if cmd . hidden : continue commands . append ( ( subcommand , cmd ) ) # allow for 3 times...
def _get_included_diff_results ( self ) : """Return a list of stages to be included in the diff results ."""
included = [ self . _git_diff_tool . diff_committed ( self . _compare_branch ) ] if not self . _ignore_staged : included . append ( self . _git_diff_tool . diff_staged ( ) ) if not self . _ignore_unstaged : included . append ( self . _git_diff_tool . diff_unstaged ( ) ) return included
def _after_request ( self , response ) : """Set a new ID token cookie if the ID token has changed ."""
# This means that if either the new or the old are False , we set # insecure cookies . # We don ' t define OIDC _ ID _ TOKEN _ COOKIE _ SECURE in init _ app , because we # don ' t want people to find it easily . cookie_secure = ( current_app . config [ 'OIDC_COOKIE_SECURE' ] and current_app . config . get ( 'OIDC_ID_TO...
def Chisholm_voidage ( x , rhol , rhog ) : r'''Calculates void fraction in two - phase flow according to the model of [1 ] _ , as given in [ 2 ] _ and [ 3 ] _ . . . math : : \ alpha = \ left [ 1 + \ left ( \ frac { 1 - x } { x } \ right ) \ left ( \ frac { \ rho _ g } { \ rho _ l } \ right ) \ sqrt { 1 - x ...
S = ( 1 - x * ( 1 - rhol / rhog ) ) ** 0.5 alpha = ( 1 + ( 1 - x ) / x * rhog / rhol * S ) ** - 1 return alpha
def init ( deb1 , deb2 = False ) : """Initialize DEBUG and DEBUGALL . Allows other modules to set DEBUG and DEBUGALL , so their call to dprint or dprintx generate output . Args : deb1 ( bool ) : value of DEBUG to set deb2 ( bool ) : optional - value of DEBUGALL to set , defaults to False ."""
global DEBUG # pylint : disable = global - statement global DEBUGALL # pylint : disable = global - statement DEBUG = deb1 DEBUGALL = deb2
def __check_hash ( self , message ) : """return true / false if hash is good message = dict"""
return message [ W_HASH ] == self . __make_hash ( message [ W_MESSAGE ] , self . __token , message [ W_SEQ ] )
def start_dev_session ( self ) : """Start a client that attempts to connect to the dev server running on the host ` app . dev `"""
try : from . dev import DevServerSession session = DevServerSession . initialize ( host = self . dev ) session . start ( ) # : Save a reference self . _dev_session = session except : self . show_error ( traceback . format_exc ( ) )
def lifetime_report ( args , parser ) : """Generates a lifetime report ."""
catalogue = utils . get_catalogue ( args ) tokenizer = utils . get_tokenizer ( args ) results = tacl . Results ( args . results , tokenizer ) output_dir = os . path . abspath ( args . output ) os . makedirs ( output_dir , exist_ok = True ) report = tacl . LifetimeReport ( ) report . generate ( output_dir , catalogue , ...
def _insertLayer ( self , layer , name , ** kwargs ) : """This is the environment implementation of : meth : ` BaseFont . insertLayer ` . This must return an instance of a : class : ` BaseLayer ` subclass . * * layer * * will be a layer object with the attributes necessary for copying as defined in : meth : `...
if name != layer . name and layer . name in self . layerOrder : layer = layer . copy ( ) layer . name = name dest = self . newLayer ( name ) dest . copyData ( layer ) return dest
def edit ( directory = None , revision = 'current' ) : """Edit current revision ."""
if alembic_version >= ( 0 , 8 , 0 ) : config = current_app . extensions [ 'migrate' ] . migrate . get_config ( directory ) command . edit ( config , revision ) else : raise RuntimeError ( 'Alembic 0.8.0 or greater is required' )
def maps_get_rules_input_rbridge_id ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) maps_get_rules = ET . Element ( "maps_get_rules" ) config = maps_get_rules input = ET . SubElement ( maps_get_rules , "input" ) rbridge_id = ET . SubElement ( input , "rbridge-id" ) rbridge_id . text = kwargs . pop ( 'rbridge_id' ) callback = kwargs . pop ( 'callback' , self . _callba...
def crack ( ciphertext , * fitness_functions , ntrials = 30 , nswaps = 3000 ) : """Break ` ` ciphertext ` ` using hill climbing . Note : Currently ntrails and nswaps default to magic numbers . Generally the trend is , the longer the text , the lower the number of trials you need to run , because the hill cl...
if ntrials <= 0 or nswaps <= 0 : raise ValueError ( "ntrials and nswaps must be positive integers" ) # Find a local maximum by swapping two letters and scoring the decryption def next_node_inner_climb ( node ) : # Swap 2 characters in the key a , b = random . sample ( range ( len ( node ) ) , 2 ) node [ a ]...
def savepoint ( self ) : """Copies the last displayed image ."""
if self . _last_image : self . _savepoints . append ( self . _last_image ) self . _last_image = None
def date ( fmt = None , timestamp = None ) : "Manejo de fechas ( simil PHP )"
if fmt == 'U' : # return timestamp t = datetime . datetime . now ( ) return int ( time . mktime ( t . timetuple ( ) ) ) if fmt == 'c' : # return isoformat d = datetime . datetime . fromtimestamp ( timestamp ) return d . isoformat ( ) if fmt == 'Ymd' : d = datetime . datetime . now ( ) return d ....
def callgraph ( G , stmt_list ) : """Build callgraph of func _ list , ignoring built - in functions"""
func_list = [ ] for stmt in stmt_list : try : G . add_node ( stmt . head . ident . name ) func_list . append ( stmt ) except : pass for func in func_list : assert isinstance ( func , node . function ) func_name = func . head . ident . name # resolve . resolve ( func ) for...
def _prnt_min_max_val ( var , text , verb ) : r"""Print variable ; if more than three , just min / max , unless verb > 3."""
if var . size > 3 : print ( text , _strvar ( var . min ( ) ) , "-" , _strvar ( var . max ( ) ) , ":" , _strvar ( var . size ) , " [min-max; #]" ) if verb > 3 : print ( " : " , _strvar ( var ) ) else : print ( text , _strvar ( np . atleast_1d ( var ) ) )
def read_acceptance_fraction ( self , walkers = None ) : """Reads the acceptance fraction . Parameters walkers : ( list of ) int , optional The walker index ( or a list of indices ) to retrieve . If None , samples from all walkers will be obtained . Returns array Array of acceptance fractions with sha...
group = self . sampler_group + '/acceptance_fraction' if walkers is None : wmask = numpy . ones ( self . nwalkers , dtype = bool ) else : wmask = numpy . zeros ( self . nwalkers , dtype = bool ) wmask [ walkers ] = True return self [ group ] [ wmask ]
def load_raw ( cls , model_fn , schema , * args , ** kwargs ) : """Loads a trained classifier from the raw Weka model format . Must specify the model schema and classifier name , since these aren ' t currently deduced from the model format ."""
c = cls ( * args , ** kwargs ) c . schema = schema . copy ( schema_only = True ) c . _model_data = open ( model_fn , 'rb' ) . read ( ) return c
def _mm_pairwise ( n_items , data , params ) : """Inner loop of MM algorithm for pairwise data ."""
weights = exp_transform ( params ) wins = np . zeros ( n_items , dtype = float ) denoms = np . zeros ( n_items , dtype = float ) for winner , loser in data : wins [ winner ] += 1.0 val = 1.0 / ( weights [ winner ] + weights [ loser ] ) denoms [ winner ] += val denoms [ loser ] += val return wins , denom...
def _convert_to_unicode ( string ) : """This method should work with both Python 2 and 3 with the caveat that they need to be compiled with wide unicode character support . If there isn ' t wide unicode character support it ' ll blow up with a warning ."""
codepoints = [ ] for character in string . split ( '-' ) : if character in BLACKLIST_UNICODE : next codepoints . append ( '\U{0:0>8}' . format ( character ) . decode ( 'unicode-escape' ) ) return codepoints
def build_coordinate_families ( self , paired_aligns ) : '''Given a stream of paired aligns , return a list of pairs that share same coordinates ( coordinate family ) . Flushes families in progress when any of : a ) incoming right start > family end b ) incoming chrom ! = current chrom c ) incoming align ...
rightmost_start = None current_chrom = None def _new_coordinate ( pair ) : return pair . right . reference_start != rightmost_start def _new_chrom ( pair ) : return current_chrom != pair . right . reference_name for pair in paired_aligns : if rightmost_start is None : rightmost_start = pair . right ...
def assert_valid_rule_class ( clazz ) : """Asserts that a given rule clazz is valid by checking a number of its properties : - Rules must extend from LineRule or CommitRule - Rule classes must have id and name string attributes . The options _ spec is optional , but if set , it must be a list of gitlint Optio...
# Rules must extend from LineRule or CommitRule if not ( issubclass ( clazz , rules . LineRule ) or issubclass ( clazz , rules . CommitRule ) ) : msg = u"User-defined rule class '{0}' must extend from {1}.{2} or {1}.{3}" raise UserRuleError ( msg . format ( clazz . __name__ , rules . CommitRule . __module__ , r...
def kw_changelist_view ( self , request : HttpRequest , extra_context = None , ** kw ) : """Changelist view which allow key - value arguments . : param request : HttpRequest : param extra _ context : Extra context dict : param kw : Key - value dict : return : See changelist _ view ( )"""
return self . changelist_view ( request , extra_context )
def delete ( self , transport , robj , rw = None , r = None , w = None , dw = None , pr = None , pw = None , timeout = None ) : """delete ( robj , rw = None , r = None , w = None , dw = None , pr = None , pw = None , timeout = None ) Deletes an object from Riak . . . note : : This request is automatically retri...
_validate_timeout ( timeout ) return transport . delete ( robj , rw = rw , r = r , w = w , dw = dw , pr = pr , pw = pw , timeout = timeout )
def run_shell ( args : dict ) -> int : """Run the shell sub command"""
if args . get ( 'project_directory' ) : return run_batch ( args ) shell = CauldronShell ( ) if in_project_directory ( ) : shell . cmdqueue . append ( 'open "{}"' . format ( os . path . realpath ( os . curdir ) ) ) shell . cmdloop ( ) return 0
def get_pipeline_stage ( self , pipeline_key , stage_key = None , sort_by = None ) : '''Gets a list of one / all stage objects in a pipeline . Performs a single GET . Args : pipeline _ keykey for pipeline stage _ key key for stage ( default : None i . e . ALL ) sort _ byin desc order by ' creationTimestamp ...
if not pipeline_key : return requests . codes . bad_request , None uri = '/' . join ( [ self . api_uri , self . pipelines_suffix , pipeline_key , self . stages_suffix ] ) if stage_key : uri = '/' . join ( [ uri , stage_key ] ) if sort_by : if sort_by in [ 'creationTimestamp' , 'lastUpdatedTimestamp' ] : ...
def relax_AX ( self ) : """Implement relaxation if option ` ` RelaxParam ` ` ! = 1.0."""
# We need to keep the non - relaxed version of AX since it is # required for computation of primal residual r self . AXnr = self . cnst_A ( self . X , self . Xf ) if self . rlx == 1.0 : # If RelaxParam option is 1.0 there is no relaxation self . AX = self . AXnr else : # Avoid calling cnst _ c ( ) more than once in...
def open ( self , auto_commit = None , schema = None ) : '''Create a context to execute queries'''
if schema is None : schema = self . schema ac = auto_commit if auto_commit is not None else schema . auto_commit exe = ExecutionContext ( self . path , schema = schema , auto_commit = ac ) # setup DB if required if not os . path . isfile ( self . path ) or os . path . getsize ( self . path ) == 0 : getLogger ( ...
def next_page ( self ) : """Move the screen page down through the history buffer ."""
if self . history . position < self . history . size and self . history . bottom : mid = min ( len ( self . history . bottom ) , int ( math . ceil ( self . lines * self . history . ratio ) ) ) self . history . top . extend ( self . buffer [ y ] for y in range ( mid ) ) self . history = self . history . _rep...
def brightness ( im ) : '''Return the brightness of an image Args : im ( numpy ) : image Returns : float , average brightness of an image'''
im_hsv = cv2 . cvtColor ( im , cv2 . COLOR_BGR2HSV ) h , s , v = cv2 . split ( im_hsv ) height , weight = v . shape [ : 2 ] total_bright = 0 for i in v : total_bright = total_bright + sum ( i ) return float ( total_bright ) / ( height * weight )
def apply_annotation ( self , bo , annotation ) : """Apply an annotation on the backend object . : param BackendObject bo : The backend object . : param Annotation annotation : The annotation to be applied : return : A new BackendObject : rtype : BackendObject"""
# Currently we only support RegionAnnotation if not isinstance ( annotation , RegionAnnotation ) : return bo if not isinstance ( bo , ValueSet ) : # Convert it to a ValueSet first # Note that the original value is not kept at all . If you want to convert a StridedInterval to a ValueSet , # you gotta do the conversi...
def subscribe_topic ( self , topics = [ ] , pattern = None ) : """Subscribe to a list of topics , or a topic regex pattern . - ` ` topics ` ` ( list ) : List of topics for subscription . - ` ` pattern ` ` ( str ) : Pattern to match available topics . You must provide either topics or pattern , but not both ."...
if not isinstance ( topics , list ) : topics = [ topics ] self . consumer . subscribe ( topics , pattern = pattern )
def _evaluate_xyz ( self , x , y , z ) : """Evaluation of the potential as a function of ( x , y , z ) in the aligned coordinate frame"""
return 2. * numpy . pi * self . _b * self . _c * _potInt ( x , y , z , self . _psi , self . _b2 , self . _c2 , glx = self . _glx , glw = self . _glw )
def step_impl11 ( context , runs ) : """Execute multiple runs . : param runs : number of test runs to perform . : param context : test context ."""
executor = context . fuzz_executor executor . run_test ( runs ) stats = executor . stats count = stats . cumulated_counts ( ) assert count == runs , "VERIFY: stats available."
def _compose_mro ( cls , types ) : # noqa """Calculates the method resolution order for a given class * cls * . Includes relevant abstract base classes ( with their respective bases ) from the * types * iterable . Uses a modified C3 linearization algorithm ."""
bases = set ( cls . __mro__ ) # Remove entries which are already present in the _ _ mro _ _ or unrelated . def is_related ( _type ) : return ( # : off _type not in bases and hasattr ( _type , '__mro__' ) and issubclass ( cls , _type ) ) # : on types = [ n for n in types if is_related ( n ) ] # Remove entries wh...
def calc_signal ( self , ff , t = None , ani = None , fkwdargs = { } , Brightness = True , res = 0.005 , DL = None , resMode = 'abs' , method = 'sum' , ind = None , out = object , plot = True , dataname = None , fs = None , dmargin = None , wintit = None , invert = True , units = None , draw = True , connect = True ) :...
msg = "Arg out must be in [object,np.ndarray]" assert out in [ object , np . ndarray ] , msg assert type ( Brightness ) is bool , "Arg Brightness must be a bool !" if Brightness is False and self . Etendues is None : msg = "Etendue must be set if Brightness is False !" raise Exception ( msg ) # Preformat ind in...
def getSequence ( title , db = 'nucleotide' ) : """Get information about a sequence from Genbank . @ param title : A C { str } sequence title from a BLAST hit . Of the form ' gi | 63148399 | gb | DQ011818.1 | Description . . . ' . @ param db : The C { str } name of the Entrez database to consult . NOTE : th...
titleId = title . split ( ' ' , 1 ) [ 0 ] try : gi = titleId . split ( '|' ) [ 1 ] except IndexError : # Assume we have a gi number directly , and make sure it ' s a string . gi = str ( titleId ) try : client = Entrez . efetch ( db = db , rettype = 'gb' , retmode = 'text' , id = gi ) except URLError : r...
def usage_plan_absent ( name , plan_name , region = None , key = None , keyid = None , profile = None ) : '''Ensures usage plan identified by name is no longer present . . versionadded : : 2017.7.0 name name of the state plan _ name name of the plan to remove . . code - block : : yaml usage plan absen...
ret = { 'name' : name , 'result' : True , 'comment' : '' , 'changes' : { } } try : common_args = dict ( [ ( 'region' , region ) , ( 'key' , key ) , ( 'keyid' , keyid ) , ( 'profile' , profile ) ] ) existing = __salt__ [ 'boto_apigateway.describe_usage_plans' ] ( name = plan_name , ** common_args ) if 'error...
def compare ( self , compare_recipe , suffix = '_compare' ) : """Adds a comparison recipe to a base recipe ."""
assert isinstance ( compare_recipe , Recipe ) assert isinstance ( suffix , basestring ) self . compare_recipe . append ( compare_recipe ) self . suffix . append ( suffix ) self . dirty = True return self . recipe
def path ( self , which = None ) : """Extend ` ` nailgun . entity _ mixins . Entity . path ` ` . The format of the returned path depends on the value of ` ` which ` ` : smart _ class _ parameters / api / puppetclasses / : puppetclass _ id / smart _ class _ parameters Otherwise , call ` ` super ` ` ."""
if which in ( 'smart_class_parameters' , 'smart_variables' ) : return '{0}/{1}' . format ( super ( PuppetClass , self ) . path ( which = 'self' ) , which ) return super ( PuppetClass , self ) . path ( which )
def add_status_query_managers ( sender , ** kwargs ) : """Add a Querymanager for each status item dynamically ."""
if not issubclass ( sender , StatusModel ) : return if django . VERSION >= ( 1 , 10 ) : # First , get current manager name . . . default_manager = sender . _meta . default_manager for value , display in getattr ( sender , 'STATUS' , ( ) ) : if _field_exists ( sender , value ) : raise ImproperlyConfi...
def write_command_line ( self ) : """Writes command line to attributes . The command line is written to the file ' s ` ` attrs [ ' cmd ' ] ` ` . If this attribute already exists in the file ( this can happen when resuming from a checkpoint ) , ` ` attrs [ ' cmd ' ] ` ` will be a list storing the current com...
cmd = [ " " . join ( sys . argv ) ] try : previous = self . attrs [ "cmd" ] if isinstance ( previous , str ) : # convert to list previous = [ previous ] elif isinstance ( previous , numpy . ndarray ) : previous = previous . tolist ( ) except KeyError : previous = [ ] self . attrs [ "cmd"...
async def list ( source ) : """Generate a single list from an asynchronous sequence ."""
result = [ ] async with streamcontext ( source ) as streamer : async for item in streamer : result . append ( item ) yield result
def _get_minidom_tag_value ( station , tag_name ) : """get a value from a tag ( if it exists )"""
tag = station . getElementsByTagName ( tag_name ) [ 0 ] . firstChild if tag : return tag . nodeValue return None
def run ( self ) : """Run task , namely : * purge existing index , if requested ( ` purge _ existing _ index ` ) , * create the index , if missing , * apply mappings , if given , * set refresh interval to - 1 ( disable ) for performance reasons , * bulk index in batches of size ` chunk _ size ` ( 2000 ) ,...
if self . purge_existing_index : self . delete_index ( ) self . create_index ( ) es = self . _init_connection ( ) if self . mapping : es . indices . put_mapping ( index = self . index , doc_type = self . doc_type , body = self . mapping ) es . indices . put_settings ( { "index" : { "refresh_interval" : "-1" } }...
def cli ( env , package_keyname , keyword , category ) : """List package items used for ordering . The item keyNames listed can be used with ` slcli order place ` to specify the items that are being ordered in the package . . . Note : : Items with a numbered category , like disk0 or gpu0 , can be included ...
table = formatting . Table ( COLUMNS ) manager = ordering . OrderingManager ( env . client ) _filter = { 'items' : { } } if keyword : _filter [ 'items' ] [ 'description' ] = { 'operation' : '*= %s' % keyword } if category : _filter [ 'items' ] [ 'categories' ] = { 'categoryCode' : { 'operation' : '_= %s' % cate...
def freqpoly_plot ( data ) : """make freqpoly plot of merged read lengths"""
rel_data = OrderedDict ( ) for key , val in data . items ( ) : tot = sum ( val . values ( ) , 0 ) rel_data [ key ] = { k : v / tot for k , v in val . items ( ) } fplotconfig = { 'data_labels' : [ { 'name' : 'Absolute' , 'ylab' : 'Frequency' , 'xlab' : 'Merged Read Length' } , { 'name' : 'Relative' , 'ylab' : 'R...
def __store_query ( self , query_items ) : """Make where clause : @ param query _ items : @ type query _ items : dict"""
temp_index = self . _current_query_index if len ( self . _queries ) - 1 < temp_index : self . _queries . append ( [ ] ) self . _queries [ temp_index ] . append ( query_items )
def inspect ( item , maxchar = 80 ) : """Inspect the attributes of an item ."""
for i in dir ( item ) : try : member = str ( getattr ( item , i ) ) if maxchar and len ( member ) > maxchar : member = member [ : maxchar ] + "..." except : member = "[ERROR]" print ( "{}: {}" . format ( i , member ) , file = sys . stderr )
def checkSubstitute ( self , typecode ) : '''If this is True , allow typecode to be substituted for " self " typecode .'''
if not isinstance ( typecode , ElementDeclaration ) : return False try : nsuri , ncname = typecode . substitutionGroup except ( AttributeError , TypeError ) : return False if ( nsuri , ncname ) != ( self . schema , self . literal ) : # allow slop with the empty namespace if not nsuri and not self . sche...
def _addFilename ( self , filename ) : """Add a new file name . @ param filename : A C { str } file name . @ raise ValueError : If a file with this name has already been added . @ return : The C { int } id of the newly added file ."""
cur = self . _connection . cursor ( ) try : cur . execute ( 'INSERT INTO files(name) VALUES (?)' , ( filename , ) ) except sqlite3 . IntegrityError as e : if str ( e ) . find ( 'UNIQUE constraint failed' ) > - 1 : raise ValueError ( 'Duplicate file name: %r' % filename ) else : raise else : ...
def PushEvent ( self , event ) : """Pushes an event onto the heap . Args : event ( EventObject ) : event ."""
event_string = event . GetAttributeValuesString ( ) heap_values = ( event . timestamp , event . timestamp_desc , event_string , event ) heapq . heappush ( self . _heap , heap_values )
def get_private_name ( self , f ) : """get private protected name of an attribute : param str f : name of the private attribute to be accessed ."""
f = self . __swagger_rename__ [ f ] if f in self . __swagger_rename__ . keys ( ) else f return '_' + self . __class__ . __name__ + '__' + f
def pad_aes256 ( s ) : """Pads an input string to a given block size . : param s : string : returns : The padded string ."""
if len ( s ) % AES . block_size == 0 : return s return Padding . appendPadding ( s , blocksize = AES . block_size )
def heartbeat ( self ) : """Send a ping to the websocket periodically . This is needed so that Heroku won ' t close the connection from inactivity ."""
while not self . ws . closed : gevent . sleep ( HEARTBEAT_DELAY ) gevent . spawn ( self . send , "ping" )
def up_capture ( returns , factor_returns , ** kwargs ) : """Compute the capture ratio for periods when the benchmark return is positive Parameters returns : pd . Series or np . ndarray Returns of the strategy , noncumulative . - See full explanation in : func : ` ~ empyrical . stats . cum _ returns ` . f...
return up ( returns , factor_returns , function = capture , ** kwargs )
def cancel_subnet ( self , subnet_id ) : """Cancels the specified subnet . : param int subnet _ id : The ID of the subnet to be cancelled ."""
subnet = self . get_subnet ( subnet_id , mask = 'id, billingItem.id' ) if "billingItem" not in subnet : raise exceptions . SoftLayerError ( "subnet %s can not be cancelled" " " % subnet_id ) billing_id = subnet [ 'billingItem' ] [ 'id' ] return self . client [ 'Billing_Item' ] . cancelService ( id = billing_id )
def get_account_policy ( region = None , key = None , keyid = None , profile = None ) : '''Get account policy for the AWS account . . . versionadded : : 2015.8.0 CLI Example : . . code - block : : bash salt myminion boto _ iam . get _ account _ policy'''
conn = _get_conn ( region = region , key = key , keyid = keyid , profile = profile ) try : info = conn . get_account_password_policy ( ) return info . get_account_password_policy_response . get_account_password_policy_result . password_policy except boto . exception . BotoServerError as e : log . debug ( e ...
def quantize_without_scipy ( self , image ) : """" This function can be used if no scipy is availabe . It ' s 7 times slower though ."""
w , h = image . size px = np . asarray ( image ) . copy ( ) memo = { } for j in range ( w ) : for i in range ( h ) : key = ( px [ i , j , 0 ] , px [ i , j , 1 ] , px [ i , j , 2 ] ) try : val = memo [ key ] except KeyError : val = self . convert ( * key ) ...
def deepvalues ( mapping ) : """Iterates over nested mapping , depth - first , in sorted order by key ."""
values = vals_sorted_by_key ( mapping ) for obj in values : mapping = False try : obj . items except AttributeError : pass else : mapping = True for subobj in deepvalues ( obj ) : yield subobj if not mapping : yield obj
def get_mean_and_stddevs ( self , sites , rup , dists , imt , stddev_types ) : """See documentation for method ` GroundShakingIntensityModel ` in : class : ~ ` openquake . hazardlib . gsim . base . GSIM `"""
# This is just used for testing purposes if len ( stddev_types ) == 0 : stddev_types = [ StdDev . TOTAL ] mean , stds = self . _get_mean_and_stddevs ( sites , rup , dists , imt , stddev_types ) stddevs = [ np . ones ( len ( dists . repi ) ) * get_sigma ( imt ) ] delta = self . _get_delta ( stds , dists ) mean = mea...
def stream_json_file ( local_file ) : """Stream a JSON file ( in JSON - per - line format ) Args : local _ file ( file - like object ) an open file - handle that contains a JSON string on each line Yields : ( dict ) JSON objects"""
for i , line in enumerate ( local_file ) : try : data = json . loads ( line . decode ( 'utf-8' ) ) yield data except ValueError as e : logging . warning ( "Skipping line %d due to error: %s" , i , e ) continue
def fit ( self , X , y , sample_weight = None , init_score = None , eval_set = None , eval_names = None , eval_sample_weight = None , eval_class_weight = None , eval_init_score = None , eval_metric = None , early_stopping_rounds = None , verbose = True , feature_name = 'auto' , categorical_feature = 'auto' , callbacks ...
_LGBMAssertAllFinite ( y ) _LGBMCheckClassificationTargets ( y ) self . _le = _LGBMLabelEncoder ( ) . fit ( y ) _y = self . _le . transform ( y ) self . _classes = self . _le . classes_ self . _n_classes = len ( self . _classes ) if self . _n_classes > 2 : # Switch to using a multiclass objective in the underlying LGBM...
def is_ens_domain ( authority : str ) -> bool : """Return false if authority is not a valid ENS domain ."""
# check that authority ends with the tld ' . eth ' # check that there are either 2 or 3 subdomains in the authority # i . e . zeppelinos . eth or packages . zeppelinos . eth if authority [ - 4 : ] != ".eth" or len ( authority . split ( "." ) ) not in [ 2 , 3 ] : return False return True
def set_linkage_method ( self , method ) : """Sets the method to determine the distance between two clusters . : param method : The method to use . It can be one of ` ` ' single ' ` ` , ` ` ' complete ' ` ` , ` ` ' average ' ` ` or ` ` ' uclus ' ` ` , or a callable . The callable should take two collections a...
if method == 'single' : self . linkage = single elif method == 'complete' : self . linkage = complete elif method == 'average' : self . linkage = average elif method == 'uclus' : self . linkage = uclus elif hasattr ( method , '__call__' ) : self . linkage = method else : raise ValueError ( 'dist...
async def start ( self ) -> None : """Process incoming request . It reads request line , request headers and request payload , then calls handle _ request ( ) method . Subclass has to override handle _ request ( ) . start ( ) handles various exceptions in request or response handling . Connection is being c...
loop = self . _loop handler = self . _task_handler assert handler is not None manager = self . _manager assert manager is not None keepalive_timeout = self . _keepalive_timeout resp = None assert self . _request_factory is not None assert self . _request_handler is not None while not self . _force_close : if not se...
def to_e164 ( name , origin = public_enum_domain , want_plus_prefix = True ) : """Convert an ENUM domain name into an E . 164 number . @ param name : the ENUM domain name . @ type name : dns . name . Name object . @ param origin : A domain containing the ENUM domain name . The name is relativized to this do...
if not origin is None : name = name . relativize ( origin ) dlabels = [ d for d in name . labels if ( d . isdigit ( ) and len ( d ) == 1 ) ] if len ( dlabels ) != len ( name . labels ) : raise dns . exception . SyntaxError ( 'non-digit labels in ENUM domain name' ) dlabels . reverse ( ) text = '' . join ( dlabe...
def create_project ( self , name , description ) : """Create a new project with the specified name and description : param name : str : name of the project to create : param description : str : description of the project to create : return : Project"""
return self . _create_item_response ( self . data_service . create_project ( name , description ) , Project )
def toggle_concatenate ( self ) : """Enable and disable concatenation options ."""
if not ( self . chunk [ 'epoch' ] . isChecked ( ) and self . lock_to_staging . get_value ( ) ) : for i , j in zip ( [ self . idx_chan , self . idx_cycle , self . idx_stage , self . idx_evt_type ] , [ self . cat [ 'chan' ] , self . cat [ 'cycle' ] , self . cat [ 'stage' ] , self . cat [ 'evt_type' ] ] ) : if...
def remove_volume ( self , name , force = False ) : """Remove a volume . Similar to the ` ` docker volume rm ` ` command . Args : name ( str ) : The volume ' s name force ( bool ) : Force removal of volumes that were already removed out of band by the volume driver plugin . Raises : : py : class : ` doc...
params = { } if force : if utils . version_lt ( self . _version , '1.25' ) : raise errors . InvalidVersion ( 'force removal was introduced in API 1.25' ) params = { 'force' : force } url = self . _url ( '/volumes/{0}' , name , params = params ) resp = self . _delete ( url ) self . _raise_for_status ( re...
def _remove_vm ( name , datacenter , service_instance , placement = None , power_off = None ) : '''Helper function to remove a virtual machine name Name of the virtual machine service _ instance vCenter service instance for connection and configuration datacenter Datacenter of the virtual machine plac...
results = { } if placement : ( resourcepool_object , placement_object ) = salt . utils . vmware . get_placement ( service_instance , datacenter , placement ) else : placement_object = salt . utils . vmware . get_datacenter ( service_instance , datacenter ) if power_off : power_off_vm ( name , datacenter , s...
async def getTriggerToken ( self , * args , ** kwargs ) : """Get a trigger token Retrieve a unique secret token for triggering the specified hook . This token can be deactivated with ` resetTriggerToken ` . This method gives output : ` ` v1 / trigger - token - response . json # ` ` This method is ` ` stable...
return await self . _makeApiCall ( self . funcinfo [ "getTriggerToken" ] , * args , ** kwargs )
def source_analysis ( source_path , group , encoding = 'automatic' , fallback_encoding = 'cp1252' , generated_regexes = pygount . common . regexes_from ( DEFAULT_GENERATED_PATTERNS_TEXT ) , duplicate_pool = None ) : """Analysis for line counts in source code stored in ` ` source _ path ` ` . : param source _ path...
assert encoding is not None assert generated_regexes is not None result = None lexer = None source_code = None source_size = os . path . getsize ( source_path ) if source_size == 0 : _log . info ( '%s: is empty' , source_path ) result = pseudo_source_analysis ( source_path , group , SourceState . empty ) elif i...
def __render_videoframe ( self ) : """Retrieves a new videoframe from the stream . Sets the frame as the _ _ current _ video _ frame and passes it on to _ _ videorenderfunc ( ) if it is set ."""
new_videoframe = self . clip . get_frame ( self . clock . time ) # Pass it to the callback function if this is set if callable ( self . __videorenderfunc ) : self . __videorenderfunc ( new_videoframe ) # Set current _ frame to current frame ( . . . ) self . __current_videoframe = new_videoframe
def get_url_for_id ( client_site_url , apikey , resource_id ) : """Return the URL for the given resource ID . Contacts the client site ' s API to get the URL for the ID and returns it . : raises CouldNotGetURLError : if getting the URL fails for any reason"""
# TODO : Handle invalid responses from the client site . url = client_site_url + u"deadoralive/get_url_for_resource_id" params = { "resource_id" : resource_id } response = requests . get ( url , headers = dict ( Authorization = apikey ) , params = params ) if not response . ok : raise CouldNotGetURLError ( u"Couldn...
def ud_grade_ipix ( ipix , nside_in , nside_out , nest = False ) : """Upgrade or degrade resolution of a pixel list . Parameters : ipix : array - like the input pixel ( s ) nside _ in : int the nside of the input pixel ( s ) nside _ out : int the desired nside of the output pixel ( s ) order : str ...
if nside_in == nside_out : return ipix elif nside_in < nside_out : return u_grade_ipix ( ipix , nside_in , nside_out , nest ) elif nside_in > nside_out : return d_grade_ipix ( ipix , nside_in , nside_out , nest )
def _getNumberOfRequiredVerificationsVocabulary ( self ) : """Returns a DisplayList with the available options for the multi - verification list : ' system default ' , ' 1 ' , ' 2 ' , ' 3 ' , ' 4' : returns : DisplayList with the available options for the multi - verification list"""
bsve = self . bika_setup . getNumberOfRequiredVerifications ( ) bsval = "%s (%s)" % ( _ ( "System default" ) , str ( bsve ) ) items = [ ( - 1 , bsval ) , ( 1 , '1' ) , ( 2 , '2' ) , ( 3 , '3' ) , ( 4 , '4' ) ] return IntDisplayList ( list ( items ) )
def _inner_dataset_template ( cls , dataset ) : """Returns a Dataset template used as a wrapper around the data contained within the multi - interface dataset ."""
from . import Dataset vdims = dataset . vdims if getattr ( dataset , 'level' , None ) is None else [ ] return Dataset ( dataset . data [ 0 ] , datatype = cls . subtypes , kdims = dataset . kdims , vdims = vdims )
def select_edges_by ( docgraph , layer = None , edge_type = None , data = False ) : """get all edges with the given edge type and layer . Parameters docgraph : DiscourseDocumentGraph document graph from which the nodes will be extracted layer : str name of the layer edge _ type : str Type of the edges...
edge_type_eval = "edge_attribs['edge_type'] == '{}'" . format ( edge_type ) layer_eval = "'{}' in edge_attribs['layers']" . format ( layer ) if layer is not None : if edge_type is not None : return select_edges ( docgraph , data = data , conditions = [ edge_type_eval , layer_eval ] ) else : # filter by ...
def version ( ) : """Extracts version from the ` ` _ _ init _ _ . py ` ` file at the module ' s root . Inspired by : https : / / packaging . python . org / single _ source _ version /"""
global _version if _version : return _version init_file = read_file ( MODULE_NAME , '__init__.py' ) matches = re . search ( r'^__version__\s*=\s*[\'"]([^\'"]*)[\'"]' , init_file , re . M ) if not matches : raise RuntimeError ( "Unable to find version string in __init__.py ." ) _version = matches . group ( 1 ) #...
def reflected_binary_operator ( op ) : """Factory function for making binary operator methods on a Factor . Returns a function , " reflected _ binary _ operator " suitable for implementing functions like _ _ radd _ _ ."""
assert not is_comparison ( op ) @ with_name ( method_name_for_op ( op , commute = True ) ) @ coerce_numbers_to_my_dtype def reflected_binary_operator ( self , other ) : if isinstance ( self , NumericalExpression ) : self_expr , other_expr , new_inputs = self . build_binary_op ( op , other ) return N...
def concatenate ( fname1 , fname2 , dfilter1 = None , dfilter2 = None , has_header1 = True , has_header2 = True , frow1 = 0 , frow2 = 0 , ofname = None , ocols = None , ) : r"""Concatenate two comma - separated values file . Data rows from the second file are appended at the end of the data rows from the first ...
# pylint : disable = R0913 , R0914 iro = pexdoc . exh . addex ( RuntimeError , "Files have different number of columns" ) iom = pexdoc . exh . addex ( RuntimeError , "Number of columns in data files and output columns are different" ) # Read and validate file 1 obj1 = CsvFile ( fname = fname1 , dfilter = dfilter1 , has...
def generateSequence ( self , text , preprocess = False ) : """Return a list of lists representing the text sequence in network data format . Does not preprocess the text ."""
# TODO : enable text preprocessing ; abstract out the logic in split ( ) into a common method . tokens = TextPreprocess ( ) . tokenize ( text ) cat = [ - 1 ] self . sequenceCount += 1 uniqueID = "q" data = self . _formatSequence ( tokens , cat , self . sequenceCount - 1 , uniqueID ) return data
def iter_sections ( self , recursive = False , path = None , key = 'path' ) : """See : meth : ` . iter _ all ` for standard iterator argument descriptions . Returns : iterator : iterator over ` ` ( key , section ) ` ` pairs of all sections in this section ( and sub - sections if ` ` recursive = True ` ` ) .""...
for x in self . iter_all ( recursive = recursive , path = path , key = key ) : if key is None : if x . is_section : yield x elif x [ 1 ] . is_section : yield x
def _show_or_dump ( self , dump = False , indent = 3 , lvl = "" , label_lvl = "" , first_call = True ) : """Reproduced from packet . py"""
ct = AnsiColorTheme ( ) if dump else conf . color_theme s = "%s%s %s %s \n" % ( label_lvl , ct . punct ( "###[" ) , ct . layer_name ( self . name ) , ct . punct ( "]###" ) ) for f in self . fields_desc [ : - 1 ] : ncol = ct . field_name vcol = ct . field_value fvalue = self . getfieldval ( f . name ) be...
def get_apod ( cls , date = None , hd = False ) : """Returns Astronomy Picture of the Day Args : date : date instance ( default = today ) hd : bool if high resolution should be included Returns : json"""
instance = cls ( 'planetary/apod' ) filters = { 'date' : date , 'hd' : hd } return instance . get_resource ( ** filters )
def markdown ( doc , title = True , template = 'short_documentation.md' ) : """Markdown , specifically for the Notes field in a CKAN dataset"""
from jinja2 import Environment , PackageLoader , select_autoescape env = Environment ( loader = PackageLoader ( 'metapack' , 'support/templates' ) # autoescape = select _ autoescape ( [ ' html ' , ' xml ' ] ) ) context = display_context ( doc ) return env . get_template ( template ) . render ( ** context )
def _un_meta_name ( self , name ) : """Reverse of _ meta _ name"""
if name . startswith ( 'HTTP_' ) : name = name [ 5 : ] return name . replace ( '_' , '-' ) . title ( )
def _GetStat ( self ) : """Retrieves information about the file entry . Returns : VFSStat : a stat object ."""
stat_object = vfs_stat . VFSStat ( ) if self . _compressed_stream : stat_object . size = self . _compressed_stream . get_size ( ) stat_object . type = self . entry_type return stat_object