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def update_and_get_audited ( self , id , ** kwargs ) : """Updates an existing Build Configuration and returns BuildConfigurationAudited entity This method makes a synchronous HTTP request by default . To make an asynchronous HTTP request , please define a ` callback ` function to be invoked when receiving the...
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'callback' ) : return self . update_and_get_audited_with_http_info ( id , ** kwargs ) else : ( data ) = self . update_and_get_audited_with_http_info ( id , ** kwargs ) return data
def additions_mount ( ) : '''Mount VirtualBox Guest Additions CD to the temp directory . To connect VirtualBox Guest Additions via VirtualBox graphical interface press ' Host + D ' ( ' Host ' is usually ' Right Ctrl ' ) . CLI Example : . . code - block : : bash salt ' * ' vbox _ guest . additions _ mount ...
mount_point = tempfile . mkdtemp ( ) ret = __salt__ [ 'mount.mount' ] ( mount_point , '/dev/cdrom' ) if ret is True : return mount_point else : raise OSError ( ret )
def parse_mode ( mode , default_bitdepth = None ) : """Parse PIL - style mode and return tuple ( grayscale , alpha , bitdeph )"""
# few special cases if mode == 'P' : # Don ' t know what is pallette raise Error ( 'Unknown colour mode:' + mode ) elif mode == '1' : # Logical return ( True , False , 1 ) elif mode == 'I' : # Integer return ( True , False , 16 ) # here we go if mode . startswith ( 'L' ) : grayscale = True mode = mo...
def _modeldesc_from_dict ( self , d ) : """Return a string representation of a patsy ModelDesc object"""
lhs_termlist = [ Term ( [ LookupFactor ( d [ 'lhs_termlist' ] [ 0 ] ) ] ) ] rhs_termlist = [ ] for name in d [ 'rhs_termlist' ] : if name == '' : rhs_termlist . append ( Term ( [ ] ) ) else : rhs_termlist . append ( Term ( [ LookupFactor ( name ) ] ) ) md = ModelDesc ( lhs_termlist , rhs_termlis...
def trim_docstring ( docstring ) : """Taken from http : / / www . python . org / dev / peps / pep - 0257/"""
if not docstring : return '' # Convert tabs to spaces ( following the normal Python rules ) # and split into a list of lines : lines = docstring . expandtabs ( ) . splitlines ( ) # Determine minimum indentation ( first line doesn ' t count ) : indent = maxsize for line in lines [ 1 : ] : stripped = line . lstri...
def sorted_keywords_by_order ( keywords , order ) : """Sort keywords based on defined order . : param keywords : Keyword to be sorted . : type keywords : dict : param order : Ordered list of key . : type order : list : return : Ordered dictionary based on order list . : rtype : OrderedDict"""
# we need to delete item with no value for key , value in list ( keywords . items ( ) ) : if value is None : del keywords [ key ] ordered_keywords = OrderedDict ( ) for key in order : if key in list ( keywords . keys ( ) ) : ordered_keywords [ key ] = keywords . get ( key ) for keyword in keywor...
def get_ascii ( self , show_internal = True , compact = False , attributes = None ) : """Returns a string containing an ascii drawing of the tree . Parameters : show _ internal : include internal edge names . compact : use exactly one line per tip . attributes : A list of node attributes to shown in t...
( lines , mid ) = self . _asciiArt ( show_internal = show_internal , compact = compact , attributes = attributes ) return '\n' + '\n' . join ( lines )
def generate ( self , rprs = None , mass = None , radius = None , n = 2e4 , fp_specific = 0.01 , u1 = None , u2 = None , starmodel = None , Teff = None , logg = None , rbin_width = 0.3 , MAfn = None , lhoodcachefile = None ) : """Generates Population All arguments defined in ` ` _ _ init _ _ ` ` ."""
n = int ( n ) if starmodel is None : if type ( mass ) is type ( ( 1 , ) ) : mass = dists . Gaussian_Distribution ( * mass ) if isinstance ( mass , dists . Distribution ) : mdist = mass mass = mdist . rvs ( 1e5 ) if type ( radius ) is type ( ( 1 , ) ) : radius = dists . Gaussi...
def one_banner ( slug ) : """Служит для отображения одного случайного баннера из указанного баннерного места Пример использования : : { % one _ banner ' place _ slug ' % } : param slug : символьный код баннерного места : return :"""
place = BannerPlace . objects . published ( ) . get ( slug = slug ) banner = place . banner_set . published ( ) . order_by ( '?' ) . first ( ) renderer = get_renderer ( banner ) return renderer ( banner )
def Contains ( self , value ) : """Sets the type of the WHERE clause as " contains " . Args : value : The value to be used in the WHERE condition . Returns : The query builder that this WHERE builder links to ."""
self . _awql = self . _CreateSingleValueCondition ( value , 'CONTAINS' ) return self . _query_builder
def integrate_gamma ( v , v0 , gamma0 , q0 , q1 , theta0 ) : """internal function to calculate Debye temperature : param v : unit - cell volume in A ^ 3 : param v0 : unit - cell volume in A ^ 3 at 1 bar : param gamma0 : Gruneisen parameter at 1 bar : param q0 : logarithmic derivative of Gruneisen parameter ...
def f_integrand ( v ) : gamma = gamma0 * np . exp ( q0 / q1 * ( ( v / v0 ) ** q1 - 1. ) ) return gamma / v theta_term = quad ( f_integrand , v0 , v ) [ 0 ] return theta_term
def htmlReadDoc ( cur , URL , encoding , options ) : """parse an XML in - memory document and build a tree ."""
ret = libxml2mod . htmlReadDoc ( cur , URL , encoding , options ) if ret is None : raise treeError ( 'htmlReadDoc() failed' ) return xmlDoc ( _obj = ret )
def serialize_to_string ( self , name , datas ) : """Serialize given datas to a string . Simply return the value from required variable ` ` value ` ` . Arguments : name ( string ) : Name only used inside possible exception message . datas ( dict ) : Datas to serialize . Returns : string : Value ."""
value = datas . get ( 'value' , None ) if value is None : msg = ( "String reference '{}' lacks of required 'value' variable " "or is empty" ) raise SerializerError ( msg . format ( name ) ) return value
def hosts_to_endpoints ( hosts , port = 2181 ) : """return a list of ( host , port ) tuples from a given host [ : port ] , . . . str"""
endpoints = [ ] for host in hosts . split ( "," ) : endpoints . append ( tuple ( host . rsplit ( ":" , 1 ) ) if ":" in host else ( host , port ) ) return endpoints
def load ( modname , verbose = False , failfast = False ) : """Loads all modules with name ' modname ' from all installed apps . If verbose is True , debug information will be printed to stdout . If failfast is True , import errors will not be surpressed ."""
for app in settings . INSTALLED_APPS : get_module ( app , modname , verbose , failfast )
def toList ( self ) : """Returns time as signed list ."""
slist = angle . toList ( self . value ) # Keep hours in 0 . . 23 slist [ 1 ] = slist [ 1 ] % 24 return slist
def set_settings ( self , releases = None , default_release = None ) : """set path to storage"""
super ( ReplicaSets , self ) . set_settings ( releases , default_release ) Servers ( ) . set_settings ( releases , default_release )
def run_command ( local_root , command , env_var = True , pipeto = None , retry = 0 , environ = None ) : """Run a command and return the output . : raise CalledProcessError : Command exits non - zero . : param str local _ root : Local path to git root directory . : param iter command : Command to run . : pa...
log = logging . getLogger ( __name__ ) # Setup env . env = os . environ . copy ( ) if environ : env . update ( environ ) if env_var and not IS_WINDOWS : env [ 'GIT_DIR' ] = os . path . join ( local_root , '.git' ) else : env . pop ( 'GIT_DIR' , None ) # Run command . with open ( os . devnull ) as null : ...
def __version_capture_slp ( self , pkg_id , version_binary , version_display , display_name ) : '''This returns the version and where the version string came from , based on instructions under ` ` version _ capture ` ` , if ` ` version _ capture ` ` is missing , it defaults to value of display - version . Arg...
if self . __pkg_obj and hasattr ( self . __pkg_obj , 'version_capture' ) : version_str , src , version_user_str = self . __pkg_obj . version_capture ( pkg_id , version_binary , version_display , display_name ) if src != 'use-default' and version_str and src : return version_str , src , version_user_str ...
def _send_textmetrics ( metrics ) : '''Format metrics for the carbon plaintext protocol'''
data = [ ' ' . join ( map ( six . text_type , metric ) ) for metric in metrics ] + [ '' ] return '\n' . join ( data )
def _resize_image_if_necessary ( image_fobj , target_pixels = None ) : """Resize an image to have ( roughly ) the given number of target pixels . Args : image _ fobj : File object containing the original image . target _ pixels : If given , number of pixels that the image must have . Returns : A file obje...
if target_pixels is None : return image_fobj cv2 = tfds . core . lazy_imports . cv2 # Decode image using OpenCV2. image = cv2 . imdecode ( np . fromstring ( image_fobj . read ( ) , dtype = np . uint8 ) , flags = 3 ) # Get image height and width . height , width , _ = image . shape actual_pixels = height * width if ...
def user_set_avatar ( self , action = None , quick_key = None , url = None ) : """user / set _ avatar http : / / www . mediafire . com / developers / core _ api / 1.3 / user / # set _ avatar"""
return self . request ( "user/set_avatar" , QueryParams ( { "action" : action , "quick_key" : quick_key , "url" : url } ) )
def remote_call ( request , cls , method , args , kw ) : '''Command for executing remote calls on a remote object'''
actor = request . actor name = 'remote_%s' % cls . __name__ if not hasattr ( actor , name ) : object = cls ( actor ) setattr ( actor , name , object ) else : object = getattr ( actor , name ) method_name = '%s%s' % ( PREFIX , method ) return getattr ( object , method_name ) ( request , * args , ** kw )
def safe_encode ( s ) : """Safely decodes a binary string to unicode"""
if isinstance ( s , unicode ) : return s . encode ( defenc ) elif isinstance ( s , bytes ) : return s elif s is not None : raise TypeError ( 'Expected bytes or text, but got %r' % ( s , ) )
def get_series_episodes ( self , series_id , page = 1 ) : """Retrieves all episodes for a particular series given its TheTVDB id . It retrieves a maximum of 100 results per page . : param series _ id : The TheTVDB id of the series . : param page : The page number . If none is provided , 1 is used by default ....
raw_response = requests_util . run_request ( 'get' , self . API_BASE_URL + '/series/%d/episodes?page=%d' % ( series_id , page ) , headers = self . __get_header_with_auth ( ) ) return self . parse_raw_response ( raw_response )
def shutdown ( self , ssc = None , grace_secs = 0 , timeout = 259200 ) : """Stops the distributed TensorFlow cluster . For InputMode . SPARK , this will be executed AFTER the ` TFCluster . train ( ) ` or ` TFCluster . inference ( ) ` method completes . For InputMode . TENSORFLOW , this will be executed IMMEDIAT...
logging . info ( "Stopping TensorFlow nodes" ) # identify ps / workers ps_list , worker_list , eval_list = [ ] , [ ] , [ ] for node in self . cluster_info : ( ps_list if node [ 'job_name' ] == 'ps' else eval_list if node [ 'job_name' ] == 'evaluator' else worker_list ) . append ( node ) # setup execution timeout if...
def upload_bam_to_s3 ( job , ids , input_args , sample ) : """Uploads output BAM from sample to S3 Input1 : Toil Job instance Input2 : jobstore id dictionary Input3 : Input arguments dictionary Input4 : Sample tuple - - contains uuid and urls for the sample"""
uuid , urls = sample key_path = input_args [ 'ssec' ] work_dir = job . fileStore . getLocalTempDir ( ) # Parse s3 _ dir to get bucket and s3 path s3_dir = input_args [ 's3_dir' ] bucket_name = s3_dir . lstrip ( '/' ) . split ( '/' ) [ 0 ] bucket_dir = '/' . join ( s3_dir . lstrip ( '/' ) . split ( '/' ) [ 1 : ] ) base_...
def auth_app_id ( self , app_id , user_id , mount_point = 'app-id' , use_token = True ) : """POST / auth / < mount point > / login : param app _ id : : type app _ id : : param user _ id : : type user _ id : : param mount _ point : : type mount _ point : : param use _ token : : type use _ token : :...
params = { 'app_id' : app_id , 'user_id' : user_id , } return self . login ( '/v1/auth/{0}/login' . format ( mount_point ) , json = params , use_token = use_token )
def densities_close ( rho0 : Density , rho1 : Density , tolerance : float = TOLERANCE ) -> bool : """Returns True if densities are almost identical . Closeness is measured with the metric Fubini - Study angle ."""
return vectors_close ( rho0 . vec , rho1 . vec , tolerance )
def _set_cfm_detail ( self , v , load = False ) : """Setter method for cfm _ detail , mapped from YANG variable / cfm _ state / cfm _ detail ( container ) If this variable is read - only ( config : false ) in the source YANG file , then _ set _ cfm _ detail is considered as a private method . Backends looking...
if hasattr ( v , "_utype" ) : v = v . _utype ( v ) try : t = YANGDynClass ( v , base = cfm_detail . cfm_detail , is_container = 'container' , presence = False , yang_name = "cfm-detail" , rest_name = "cfm-detail" , parent = self , path_helper = self . _path_helper , extmethods = self . _extmethods , register_pa...
def find_op_code_sequence ( pattern : list , instruction_list : list ) -> Generator : """Returns all indices in instruction _ list that point to instruction sequences following a pattern . : param pattern : The pattern to look for , e . g . [ [ " PUSH1 " , " PUSH2 " ] , [ " EQ " ] ] where [ " PUSH1 " , " EQ " ]...
for i in range ( 0 , len ( instruction_list ) - len ( pattern ) + 1 ) : if is_sequence_match ( pattern , instruction_list , i ) : yield i
def process_settings ( pelicanobj ) : """Sets user specified settings ( see README for more details )"""
# Default settings inline_settings = { } inline_settings [ 'config' ] = { '[]' : ( '' , 'pelican-inline' ) } # Get the user specified settings try : settings = pelicanobj . settings [ 'MD_INLINE' ] except : settings = None # If settings have been specified , add them to the config if isinstance ( settings , dic...
def queryset ( self , request , ** kwargs ) : """Returns the queryset ( along with ordering ) to be used when retrieving object ( s ) ."""
qs = self . model . _default_manager . all ( ) if self . ordering : qs = qs . order_by ( * self . ordering ) return qs
def add_response_log_fields ( self , log_fields : LogFields , start_time : datetime , err : Exception ) : """Add log fields related to a response to the provided log fields : param log _ fields : log fields instnace to which to add the fields : param start _ time : start time of the request : param err : exce...
code = "Unknown" if err is not None else "OK" duration = ( datetime . utcnow ( ) - start_time ) . total_seconds ( ) * 1000 log_fields . add_fields ( { "grpc.start_time" : start_time . isoformat ( ) + "Z" , "grpc.code" : code , "duration" : "{duration}ms" . format ( duration = duration ) , } )
def kernel ( self ) : """Returns the current kernel . : return : the kernel or None if none found : rtype : Kernel"""
result = javabridge . static_call ( "weka/classifiers/KernelHelper" , "getKernel" , "(Ljava/lang/Object;)Lweka/classifiers/functions/supportVector/Kernel;" , self . jobject ) if result is None : return None else : return Kernel ( jobject = result )
def parseJuiceHeaders ( lines ) : """Create a JuiceBox from a list of header lines . @ param lines : a list of lines ."""
b = JuiceBox ( ) bodylen = 0 key = None for L in lines : if L [ 0 ] == ' ' : # continuation assert key is not None b [ key ] += '\r\n' + L [ 1 : ] continue parts = L . split ( ': ' , 1 ) if len ( parts ) != 2 : raise MalformedJuiceBox ( "Wrong number of parts: %r" % ( L , ) )...
def fm_discriminator ( Signal ) : """Calculates the digital FM discriminator from a real - valued time signal . Parameters Signal : array - like A real - valued time signal Returns fmDiscriminator : array - like The digital FM discriminator of the argument signal"""
S_analytic = _hilbert ( Signal ) S_analytic_star = _GetComplexConjugateArray ( S_analytic ) S_analytic_hat = S_analytic [ 1 : ] * S_analytic_star [ : - 1 ] R , I = _GetRealImagArray ( S_analytic_hat ) fmDiscriminator = _np . arctan2 ( I , R ) return fmDiscriminator
def date_range ( data ) : """Returns the minimum activity start time and the maximum activity end time from the active entities response . These dates are modified in the following way . The hours ( and minutes and so on ) are removed from the start and end times and a * day * is added to the end time . These...
start = min ( [ parse ( d [ 'activity_start_time' ] ) for d in data ] ) end = max ( [ parse ( d [ 'activity_end_time' ] ) for d in data ] ) start = remove_hours ( start ) end = remove_hours ( end ) + timedelta ( days = 1 ) return start , end
def unzip_recursive ( zip_file_name ) : """Unzip file with all recursive zip files inside and delete zip files after that . : param zip _ file _ name : file name of zip file : return : list of archive members by name ."""
logger . debug ( "unzipping " + zip_file_name ) fnlist = unzip_one ( zip_file_name ) for fn in fnlist : if zipfile . is_zipfile ( fn ) : local_fnlist = unzip_recursive ( fn ) fnlist . extend ( local_fnlist ) return fnlist
def _call_pyfftw ( self , x , out , ** kwargs ) : """Implement ` ` self ( x [ , out , * * kwargs ] ) ` ` for pyfftw back - end . Parameters x : ` numpy . ndarray ` Array representing the function to be transformed out : ` numpy . ndarray ` Array to which the output is written planning _ effort : { ' est...
# We pop some kwargs options here so that we always use the ones # given during init or implicitly assumed . kwargs . pop ( 'axes' , None ) kwargs . pop ( 'halfcomplex' , None ) kwargs . pop ( 'normalise_idft' , None ) # We use ` False ` # Pre - processing before calculating the sums , in - place for C2C and R2C if sel...
def set_limits ( self , min_ = None , max_ = None ) : """Sets limits for this config value If the resulting integer is outside those limits , an exception will be raised : param min _ : minima : param max _ : maxima"""
self . _min , self . _max = min_ , max_
def expr_labelfunc ( leaf_renderer = str , fallback = str ) : """Factory for function ` ` labelfunc ( expr , is _ leaf ) ` ` It has the following behavior : * If ` ` is _ leaf ` ` is True , return ` ` leaf _ renderer ( expr ) ` ` . * Otherwise , - if ` expr ` is an Expression , return a custom string simila...
def _labelfunc ( expr , is_leaf ) : if is_leaf : label = leaf_renderer ( expr ) elif isinstance ( expr , Expression ) : if len ( expr . kwargs ) == 0 : label = expr . __class__ . __name__ else : label = "%s(..., %s)" % ( expr . __class__ . __name__ , ", " . join (...
def journal_event ( events ) : """Group multiple events into a single one ."""
reasons = set ( chain . from_iterable ( e . reasons for e in events ) ) attributes = set ( chain . from_iterable ( e . file_attributes for e in events ) ) return JrnlEvent ( events [ 0 ] . file_reference_number , events [ 0 ] . parent_file_reference_number , events [ 0 ] . file_name , events [ 0 ] . timestamp , list ( ...
def _parse ( self ) : """The function for parsing the JSON response to the vars dictionary ."""
try : self . vars [ 'status' ] = self . json [ 'status' ] except ( KeyError , ValueError , TypeError ) : pass for v in [ 'remarks' , 'notices' ] : try : self . vars [ v ] = self . summarize_notices ( self . json [ v ] ) except ( KeyError , ValueError , TypeError ) : pass try : self ....
def get ( cls , bucket_id ) : """Get a bucket object ( excluding deleted ) . : param bucket _ id : Bucket identifier . : returns : Bucket instance ."""
return cls . query . filter_by ( id = bucket_id , deleted = False ) . one_or_none ( )
def download_url ( url : str , dest : str , overwrite : bool = False , pbar : ProgressBar = None , show_progress = True , chunk_size = 1024 * 1024 , timeout = 4 , retries = 5 ) -> None : "Download ` url ` to ` dest ` unless it exists and not ` overwrite ` ."
if os . path . exists ( dest ) and not overwrite : return s = requests . Session ( ) s . mount ( 'http://' , requests . adapters . HTTPAdapter ( max_retries = retries ) ) u = s . get ( url , stream = True , timeout = timeout ) try : file_size = int ( u . headers [ "Content-Length" ] ) except : show_progress...
def stop ( self , message : str = None , silent : bool = False ) : """Stops the execution of the project at the current step immediately without raising an error . Use this to abort running the project in situations where some critical branching action should prevent the project from continuing to run . : p...
me = self . get_internal_project ( ) if not me or not me . current_step : return if not silent : render_stop_display ( me . current_step , message ) raise UserAbortError ( halt = True )
def _init_kvstore ( self ) : """Create kvstore ."""
config = self . _kvstore_params # configure kvstore , update _ on _ kvstore and self . _ distributed on three cases : if self . _contains_sparse_weight : # If weight is sparse , kvstore must be present and the weight must be updated on kvstore . # The training loop is the following : # - row _ sparse _ pull ( sparse _ ...
def _get_acronyms ( acronyms ) : """Return a formatted list of acronyms ."""
acronyms_str = { } if acronyms : for acronym , expansions in iteritems ( acronyms ) : expansions_str = ", " . join ( [ "%s (%d)" % expansion for expansion in expansions ] ) acronyms_str [ acronym ] = expansions_str return [ { 'acronym' : str ( key ) , 'expansion' : value . encode ( 'utf8' ) } for ke...
def _filter_closest ( self , lat , lon , stations ) : """Helper to filter the closest station to a given location ."""
current_location = ( lat , lon ) closest = None closest_distance = None for station in stations : station_loc = ( station . latitude , station . longitude ) station_distance = distance . distance ( current_location , station_loc ) . km if not closest or station_distance < closest_distance : closest ...
def append_sources_from ( self , other ) : """Merge the source alias lists of two CatDicts ."""
# Get aliases lists from this ` CatDict ` and other self_aliases = self [ self . _KEYS . SOURCE ] . split ( ',' ) other_aliases = other [ self . _KEYS . SOURCE ] . split ( ',' ) # Store alias to ` self ` self [ self . _KEYS . SOURCE ] = uniq_cdl ( self_aliases + other_aliases ) return
def _contextkey ( jail = None , chroot = None , root = None , prefix = 'pkg.list_pkgs' ) : '''As this module is designed to manipulate packages in jails and chroots , use the passed jail / chroot to ensure that a key in the _ _ context _ _ dict that is unique to that jail / chroot is used .'''
if jail : return six . text_type ( prefix ) + '.jail_{0}' . format ( jail ) elif chroot : return six . text_type ( prefix ) + '.chroot_{0}' . format ( chroot ) elif root : return six . text_type ( prefix ) + '.root_{0}' . format ( root ) return prefix
def _find_guids ( guid_string ) : '''Return the set of GUIDs found in guid _ string : param str guid _ string : String containing zero or more GUIDs . Each GUID may or may not be enclosed in { } Example data ( this string contains two distinct GUIDs ) : PARENT _ SNAPSHOT _ ID SNAPSHOT _ ID { a5b8999f - ...
guids = [ ] for found_guid in re . finditer ( GUID_REGEX , guid_string ) : if found_guid . groups ( ) : guids . append ( found_guid . group ( 0 ) . strip ( '{}' ) ) return sorted ( list ( set ( guids ) ) )
def bootstrap_tree_from_alignment ( aln , seed = None , num_trees = None , params = None ) : """Returns a tree from Alignment object aln with bootstrap support values . aln : an cogent . core . alignment . Alignment object , or data that can be used to build one . seed : an interger , seed value to use num ...
# Create instance of controllor , enable bootstrap , disable alignment , tree app = Clustalw ( InputHandler = '_input_as_multiline_string' , params = params , WorkingDir = '/tmp' ) app . Parameters [ '-align' ] . off ( ) app . Parameters [ '-tree' ] . off ( ) if app . Parameters [ '-bootstrap' ] . isOff ( ) : if nu...
def config ( redirect_url = None , custom_init = '' , custom_options = '' , ** kwargs ) : """Initialize dropzone configuration . . . versionadded : : 1.4.4 : param redirect _ url : The URL to redirect when upload complete . : param custom _ init : Custom javascript code in ` ` init : function ( ) { } ` ` . ...
if custom_init and not custom_init . strip ( ) . endswith ( ';' ) : custom_init += ';' if custom_options and not custom_options . strip ( ) . endswith ( ',' ) : custom_options += ',' upload_multiple = kwargs . get ( 'upload_multiple' , current_app . config [ 'DROPZONE_UPLOAD_MULTIPLE' ] ) parallel_uploads = kwa...
def selection_val ( traj_exp , adj_mat ) : '''Function returns an ndarray of ratios calculated by dividing the summed neighborhood variances by the global variance : param traj _ exp : ndarray representing gene expression : param adj _ mat : ndarray representing the calculated adjacency matrix : return val : ...
r = traj_exp . shape [ 0 ] # keep track of the rows c = traj_exp . shape [ 1 ] # keep track of the columns k = np . sum ( adj_mat [ 0 ] > 0 , dtype = float ) # k calculation based off of adjacency matrix dev = np . zeros_like ( traj_exp , dtype = float ) # initialize matrix to store dev _ ij values val = np . zeros ( t...
def kitchen_create ( backend , parent , kitchen ) : """Create a new kitchen"""
click . secho ( '%s - Creating kitchen %s from parent kitchen %s' % ( get_datetime ( ) , kitchen , parent ) , fg = 'green' ) master = 'master' if kitchen . lower ( ) != master . lower ( ) : check_and_print ( DKCloudCommandRunner . create_kitchen ( backend . dki , parent , kitchen ) ) else : raise click . ClickE...
def _sprite_map_name ( map ) : """Returns the name of a sprite map The name is derived from the folder than contains the sprites ."""
map = StringValue ( map ) . value sprite_map = sprite_maps . get ( map ) if not sprite_map : log . error ( "No sprite map found: %s" , map ) if sprite_map : return StringValue ( sprite_map [ '*n*' ] ) return StringValue ( None )
def setShowAddButton ( self , state ) : """Sets whether or not the add button is visible . : param state | < bool >"""
self . _showAddButton = state self . _addButton . setVisible ( state )
def get_zt ( self , output = 'eigs' , doping_levels = True , relaxation_time = 1e-14 , kl = 1.0 ) : """Gives the ZT coefficient ( S ^ 2 * cond * T / thermal cond ) in either a full 3x3 tensor form , as 3 eigenvalues , or as the average value ( trace / 3.0 ) If doping _ levels = True , the results are given at...
result = None result_doping = None if doping_levels : result_doping = { doping : { t : [ ] for t in self . _seebeck_doping [ doping ] } for doping in self . _seebeck_doping } for doping in result_doping : for t in result_doping [ doping ] : for i in range ( len ( self . doping [ doping ] ) )...
def async_saves ( cls ) : """Returns a context manager to allow asynchronously creating subjects . Using this context manager will create a pool of threads which will create multiple subjects at once and upload any local files simultaneously . The recommended way to use this is with the ` with ` statement :...
cls . _local . save_exec = ThreadPoolExecutor ( max_workers = ASYNC_SAVE_THREADS ) return cls . _local . save_exec
def check_feature ( self , feature , readwrite ) : """Check if the * feature * is supported in the handler and raise an exception otherwise . * * Parameters * * feature : str Identifier for a certain feature . readwrite : " read " or " write " Check if the feature is available for reading or writing .""...
if readwrite == "read" : features = self . can_read if readwrite == "write" : features = self . can_write if feature not in features : matches = difflib . get_close_matches ( feature , features ) raise FeatureNotAvailable ( "Feature %s not present in %s. Close matches: %s" % ( feature , str ( type ( sel...
def register ( self , target ) : """Registers url _ rules on the blueprint"""
for rule , options in self . url_rules : target . add_url_rule ( rule , self . name , self . dispatch_request , ** options )
def _prior_headerfooter ( self ) : """| _ Footer | proxy on prior sectPr element or None if this is first section ."""
preceding_sectPr = self . _sectPr . preceding_sectPr return ( None if preceding_sectPr is None else _Footer ( preceding_sectPr , self . _document_part , self . _hdrftr_index ) )
def _handle_response ( self , response ) : """Logs dropped chunks and updates dynamic settings"""
if isinstance ( response , Exception ) : logging . error ( "dropped chunk %s" % response ) elif response . json ( ) . get ( "limits" ) : parsed = response . json ( ) self . _api . dynamic_settings . update ( parsed [ "limits" ] )
def breakRankTies ( self , oldsym , newsym ) : """break Ties to form a new list with the same integer ordering from high to low Example old = [ 4 , 2 , 4 , 7 , 8 ] ( Two ties , 4 and 4) new = [ 60 , 2 61,90,99] res = [ 4 , 0 , 3 , 1 , 2] * * This tie is broken in this case"""
stableSort = map ( None , oldsym , newsym , range ( len ( oldsym ) ) ) stableSort . sort ( ) lastOld , lastNew = None , None x = - 1 for old , new , index in stableSort : if old != lastOld : x += 1 # the last old value was changed , so update both lastOld = old lastNew = new elif...
def _set_periodic_transmission_machine_state ( self , v , load = False ) : """Setter method for periodic _ transmission _ machine _ state , mapped from YANG variable / brocade _ lag _ rpc / get _ portchannel _ info _ by _ intf / output / lacp / periodic _ transmission _ machine _ state ( enumeration ) If this var...
if hasattr ( v , "_utype" ) : v = v . _utype ( v ) try : t = YANGDynClass ( v , base = RestrictedClassType ( base_type = unicode , restriction_type = "dict_key" , restriction_arg = { u'fast-periodic' : { 'value' : 4 } , u'unknown' : { 'value' : 1 } , u'no-periodic' : { 'value' : 3 } , u'slow-periodic' : { 'valu...
def _maybe_warn_for_unseparable_batches ( self , output_key : str ) : """This method warns once if a user implements a model which returns a dictionary with values which we are unable to split back up into elements of the batch . This is controlled by a class attribute ` ` _ warn _ for _ unseperable _ batches `...
if output_key not in self . _warn_for_unseparable_batches : logger . warning ( f"Encountered the {output_key} key in the model's return dictionary which " "couldn't be split by the batch size. Key will be ignored." ) # We only want to warn once for this key , # so we set this to false so we don ' t warn aga...
def get_netconf_client_capabilities_output_session_vendor ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) get_netconf_client_capabilities = ET . Element ( "get_netconf_client_capabilities" ) config = get_netconf_client_capabilities output = ET . SubElement ( get_netconf_client_capabilities , "output" ) session = ET . SubElement ( output , "session" ) vendor = ET . SubElement ( session , "...
def trusted_permission ( f ) : """Access only by D1 infrastructure ."""
@ functools . wraps ( f ) def wrapper ( request , * args , ** kwargs ) : trusted ( request ) return f ( request , * args , ** kwargs ) return wrapper
def loader ( self , file_name , bad_steps = None , ** kwargs ) : """Loads data from biologics . mpr files . Args : file _ name ( str ) : path to . res file . bad _ steps ( list of tuples ) : ( c , s ) tuples of steps s ( in cycle c ) to skip loading . Returns : new _ tests ( list of data objects )"""
new_tests = [ ] if not os . path . isfile ( file_name ) : self . logger . info ( "Missing file_\n %s" % file_name ) return None filesize = os . path . getsize ( file_name ) hfilesize = humanize_bytes ( filesize ) txt = "Filesize: %i (%s)" % ( filesize , hfilesize ) self . logger . debug ( txt ) # creating tem...
def digest ( self , elimseq = False , notrunc = False ) : """Obtain the fuzzy hash . This operation does not change the state at all . It reports the hash for the concatenation of the data previously fed using update ( ) . : return : The fuzzy hash : rtype : String : raises InternalError : If lib returns ...
if self . _state == ffi . NULL : raise InternalError ( "State object is NULL" ) flags = ( binding . lib . FUZZY_FLAG_ELIMSEQ if elimseq else 0 ) | ( binding . lib . FUZZY_FLAG_NOTRUNC if notrunc else 0 ) result = ffi . new ( "char[]" , binding . lib . FUZZY_MAX_RESULT ) if binding . lib . fuzzy_digest ( self . _sta...
def parseDiskStatLine ( L ) : """Parse a single line from C { / proc / diskstats } into a two - tuple of the name of the device to which it corresponds ( ie ' hda ' ) and an instance of the appropriate record type ( either L { partitionstat } or L { diskstat } ) ."""
parts = L . split ( ) device = parts [ 2 ] if len ( parts ) == 7 : factory = partitionstat else : factory = diskstat return device , factory ( * map ( int , parts [ 3 : ] ) )
def exists ( name , region , user = None , opts = False ) : '''Ensure the SQS queue exists . name Name of the SQS queue . region Region to create the queue user Name of the user performing the SQS operations opts Include additional arguments and options to the aws command line'''
ret = { 'name' : name , 'result' : True , 'comment' : '' , 'changes' : { } } does_exist = __salt__ [ 'aws_sqs.queue_exists' ] ( name , region , opts , user ) if not does_exist : if __opts__ [ 'test' ] : ret [ 'result' ] = None ret [ 'comment' ] = 'AWS SQS queue {0} is set to be created' . format ( n...
def cached_unless_authenticated ( timeout = 50 , key_prefix = 'default' ) : """Cache anonymous traffic ."""
def caching ( f ) : @ wraps ( f ) def wrapper ( * args , ** kwargs ) : cache_fun = current_cache . cached ( timeout = timeout , key_prefix = key_prefix , unless = lambda : current_cache_ext . is_authenticated_callback ( ) ) return cache_fun ( f ) ( * args , ** kwargs ) return wrapper return ...
def _ppf ( self , q , dist , cache ) : """Point percentile function ."""
return - evaluation . evaluate_inverse ( dist , 1 - q , cache = cache )
def stream ( self , device = values . unset , sim = values . unset , status = values . unset , direction = values . unset , limit = None , page_size = None ) : """Streams CommandInstance records from the API as a generator stream . This operation lazily loads records as efficiently as possible until the limit i...
limits = self . _version . read_limits ( limit , page_size ) page = self . page ( device = device , sim = sim , status = status , direction = direction , page_size = limits [ 'page_size' ] , ) return self . _version . stream ( page , limits [ 'limit' ] , limits [ 'page_limit' ] )
def search_tree ( self , name ) : # noqa : D302 r"""Search tree for all nodes with a specific name . : param name : Node name to search for : type name : : ref : ` NodeName ` : raises : RuntimeError ( Argument \ ` name \ ` is not valid ) For example : > > > from _ _ future _ _ import print _ function > ...
if self . _validate_node_name ( name ) : raise RuntimeError ( "Argument `name` is not valid" ) return self . _search_tree ( name )
def make_stack ( env , stage , segment ) : """For each transform segment , create the code in the try / except block with the assignements for pipes in the segment"""
import string import random from ambry . valuetype import ValueType column = segment [ 'column' ] def make_line ( column , t ) : preamble = [ ] line_t = "v = {} # {}" if isinstance ( t , type ) and issubclass ( t , ValueType ) : # A valuetype class , from the datatype column . try : cc ,...
def create_asset ( self , ** kwargs ) : """Creates an instance of the Asset Service ."""
asset = predix . admin . asset . Asset ( ** kwargs ) asset . create ( ) client_id = self . get_client_id ( ) if client_id : asset . grant_client ( client_id ) asset . add_to_manifest ( self ) return asset
def setup ( logdir = 'log' ) : """Set up dual logging to console and to logfile . When this function is called , it first creates the given directory . It then creates a logfile and passes all log messages to come to it . The logfile name encodes the date and time when it was created , for example "20181115...
# Create the root logger . logger = logging . getLogger ( ) logger . setLevel ( logging . DEBUG ) # Validate the given directory . logdir = os . path . normpath ( logdir ) # Create a folder for the logfiles . if not os . path . exists ( logdir ) : os . makedirs ( logdir ) # Construct the logfile name . t = datetime...
def _CheckForOutOfOrderStepAndMaybePurge ( self , event ) : """Check for out - of - order event . step and discard expired events for tags . Check if the event is out of order relative to the global most recent step . If it is , purge outdated summaries for tags that the event contains . Args : event : The ...
if event . step < self . most_recent_step and event . HasField ( 'summary' ) : self . _Purge ( event , by_tags = True )
def is_valid ( self ) : """Is the current entity valid . Returns valid : bool Is the current entity well formed"""
valid = np . any ( ( self . points - self . points [ 0 ] ) != 0 ) return valid
def remove ( self , name , strategy = Strategy . promote ) : """Remove a node from the graph . Returns the set of nodes that were removed . If the node doesn ' t exist , an exception will be raised . name : The name of the node to remove . strategy : ( Optional , Strategy . promote ) What to do with childre...
removed = set ( ) stack = [ name ] while stack : current = stack . pop ( ) node = self . _nodes . pop ( current ) if strategy == Strategy . remove : for child_name in node . children : child_node = self . _nodes [ child_name ] child_node . parents . remove ( current ) ...
def parse_formula ( model_formula , parent_data , unscramble = False ) : """Recursively parse a model formula by breaking it into additive atoms and tracking grouping symbol depth . Parameters model _ formula : str Expression for the model formula , e . g . ' ( a + b ) ^ ^ 2 + dd1 ( c + ( d + e ) ^ 3 ) + ...
variables = { } data = { } expr_delimiter = 0 grouping_depth = 0 model_formula = _expand_shorthand ( model_formula , parent_data . columns ) for i , char in enumerate ( model_formula ) : if char == '(' : grouping_depth += 1 elif char == ')' : grouping_depth -= 1 elif grouping_depth == 0 and ...
def unify_ips ( ) : """Unifies the currently saved IPs . Unification is based on last IP segment . So if there are is e . g . 192.168.128.121 and 192.168.128.122 tthey will be merged to 192.168.128.121. This is a little aggressive but the spammers are aggressive , too . : return : number of merged ips : r...
processed_ips = 0 ips = { } # query for the IPs , also includes the starred IPs for ip in IP . objects . raw ( 'select distinct a.id, a.seg_0, a.seg_1, a.seg_2 ' 'from ip_assembler_ip a, ip_assembler_ip b ' 'where a.seg_0 = b.seg_0 and a.seg_1 = b.seg_1 and a.seg_2 = b.seg_2 and a.seg_3 != b.seg_3 ' 'order by a.seg_0, ...
def _get_lottery_detail_by_id ( self , id ) : """相应彩种历史信息生成 百度详细信息页有两种结构 , 需要分开处理"""
header = '编号 期号 开奖日期 开奖号码' . split ( ) pt = PrettyTable ( ) pt . _set_field_names ( header ) url = QUERY_DETAIL_URL . format ( id = id ) import requests content = requests . get ( url ) . text d = pq ( content ) if d ( 'table.historylist' ) : # 输出彩种 info = d ( 'div.historyHd1 h2' ) . text ( ) print ( info ) ...
def targeted_left_multiply ( left_matrix : np . ndarray , right_target : np . ndarray , target_axes : Sequence [ int ] , out : Optional [ np . ndarray ] = None ) -> np . ndarray : """Left - multiplies the given axes of the target tensor by the given matrix . Note that the matrix must have a compatible tensor stru...
k = len ( target_axes ) d = len ( right_target . shape ) work_indices = tuple ( range ( k ) ) data_indices = tuple ( range ( k , k + d ) ) used_data_indices = tuple ( data_indices [ q ] for q in target_axes ) input_indices = work_indices + used_data_indices output_indices = list ( data_indices ) for w , t in zip ( work...
def model_yaml ( self , ** kwargs ) : """return the name of a model yaml file"""
kwargs_copy = self . base_dict . copy ( ) kwargs_copy . update ( ** kwargs ) self . _replace_none ( kwargs_copy ) localpath = NameFactory . model_yaml_format . format ( ** kwargs_copy ) if kwargs . get ( 'fullpath' , False ) : return self . fullpath ( localpath = localpath ) return localpath
def convert_Text_to_mrf ( text ) : '''Converts from Text object into pre - syntactic mrf format , given as a list of lines , as in the output of etmrf . * ) If the input Text has already been morphologically analysed , uses the existing analysis ; * ) If the input has not been analysed , performs the analys...
from estnltk . text import Text if not isinstance ( text , Text ) : raise Exception ( ' Expected estnltk\'s Text as an input argument! ' ) if not text . is_tagged ( ANALYSIS ) : # If morphological analysis has not been performed yet , set the right arguments and # perform the analysis kwargs = text . get_kwargs...
def frange ( start , stop , step , digits_to_round = 3 ) : """Works like range for doubles : param start : starting value : param stop : ending value : param step : the increment _ value : param digits _ to _ round : the digits to which to round ( makes floating - point numbers much easier to work with ) ...
while start < stop : yield round ( start , digits_to_round ) start += step
def create_cookie ( name , value , domain , httponly = None , ** kwargs ) : """Creates ` cookielib . Cookie ` instance"""
if domain == 'localhost' : domain = '' config = dict ( name = name , value = value , version = 0 , port = None , domain = domain , path = '/' , secure = False , expires = None , discard = True , comment = None , comment_url = None , rfc2109 = False , rest = { 'HttpOnly' : httponly } , ) for key in kwargs : if k...
def available_options ( self ) : """Return options that can be used given the current cmd line rtype : command . Option generator"""
for option in list ( self . cmd . options . values ( ) ) : if ( option . is_multiple or option not in list ( self . used_options ) ) : yield option
def format_style ( number : int ) -> str : """Return an escape code for a style , by number . This handles invalid style numbers ."""
if str ( number ) not in _stylenums : raise InvalidStyle ( number ) return codeformat ( number )
def _copy ( self , other , copy_func ) : """Copies the contents of another OctetBitString object to itself : param object : Another instance of the same class : param copy _ func : An reference of copy . copy ( ) or copy . deepcopy ( ) to use when copying lists , dicts and objects"""
super ( OctetBitString , self ) . _copy ( other , copy_func ) self . _bytes = other . _bytes
def get_indexer_nd ( index , labels , method = None , tolerance = None ) : """Call pd . Index . get _ indexer ( labels ) ."""
kwargs = _index_method_kwargs ( method , tolerance ) flat_labels = np . ravel ( labels ) flat_indexer = index . get_indexer ( flat_labels , ** kwargs ) indexer = flat_indexer . reshape ( labels . shape ) return indexer
def icons ( self , left = None ) : """Return the ICONS with left variable * left * , or all ICONS . Args : left : the left variable of the ICONS to return ; if ` None ` , return all ICONS"""
if left is not None : return self . _icons [ left ] else : return list ( chain . from_iterable ( self . _icons . values ( ) ) )
def _maybe_append_formatted_extension ( numobj , metadata , num_format , number ) : """Appends the formatted extension of a phone number to formatted number , if the phone number had an extension specified ."""
if numobj . extension : if num_format == PhoneNumberFormat . RFC3966 : return number + _RFC3966_EXTN_PREFIX + numobj . extension else : if metadata . preferred_extn_prefix is not None : return number + metadata . preferred_extn_prefix + numobj . extension else : r...
def disasters_sim ( early_mean = early_mean , late_mean = late_mean , switchpoint = switchpoint ) : """Coal mining disasters sampled from the posterior predictive distribution"""
return concatenate ( ( pm . rpoisson ( early_mean , size = switchpoint ) , pm . rpoisson ( late_mean , size = n - switchpoint ) ) )
def pytwis_clt ( ) : """The main routine of this command - line tool ."""
epilog = '''After launching `pytwis_clt.py`, you will be able to use the following commands: * Register a new user: 127.0.0.1:6379> register {username} {password} * Log into a user: 127.0.0.1:6379> login {username} {password} * Log out of a user: 127.0.0.1:6379> logout ...