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def use ( self , obj , parent_form = None ) : """Note : if title is None , will be replaced with obj . filename"""
if not isinstance ( obj , self . input_classes ) : raise RuntimeError ( '{0!s} cannot handle a {1!s}' . format ( self . __class__ . __name__ , obj . __class__ . __name__ ) ) self . parent_form = parent_form if self . title is None : self . title = 'file: ' + obj . filename self . _do_use ( obj )
def _all ( confs = None , ** kwargs ) : """True iif all input confs are True . : param confs : confs to check . : type confs : list or dict or str : param kwargs : additional task kwargs . : return : True if all conditions are checked . False otherwise . : rtype : bool"""
result = False if confs is not None : # ensure confs is a list if isinstance ( confs , string_types ) or isinstance ( confs , dict ) : confs = [ confs ] # if at least one conf exists , result is True by default result = True for conf in confs : result = run ( conf , ** kwargs ) #...
def get_targets ( self , predicate = None ) : """Returns the candidate targets this task should act on . This method is a convenience for processing optional transitivity . Tasks may bypass it and make their own decisions on which targets to act on . NOTE : This method was introduced in 2018 , so at the time ...
initial_targets = ( self . context . targets ( predicate ) if self . act_transitively else list ( filter ( predicate , self . context . target_roots ) ) ) if not self . target_filtering_enabled : return initial_targets else : return self . _filter_targets ( initial_targets )
def get_extra_info ( self , name , default = None ) : """Called by the client protocol to return optional transport information . Information requests not recognized by the ` ` FramerProtocol ` ` are passed on to the underlying transport . The values of ` ` name ` ` recognized directly by ` ` FramerProtocol...
# Handle data we know about if name in self . _handlers : return self . _handlers [ name ] ( self ) # Call get _ extra _ info ( ) on the transport return self . _transport . get_extra_info ( name , default = default )
def from_oauth_file ( cls , filepath = None ) : """Get an object bound to the Twitter API using your own credentials . The ` twitter ` library ships with a ` twitter ` command that uses PIN OAuth . Generate your own OAuth credentials by running ` twitter ` from the shell , which will open a browser window to ...
if filepath is None : # Use default OAuth filepath from ` twitter ` command - line program . home = os . environ . get ( 'HOME' , os . environ . get ( 'USERPROFILE' , '' ) ) filepath = os . path . join ( home , '.twitter_oauth' ) oauth_token , oauth_token_secret = read_token_file ( filepath ) twitter = cls ( au...
def get_fileb64_image_prediction ( self , model_id , filename , token = None , url = API_GET_PREDICTION_IMAGE_URL ) : """Gets a prediction from a supplied image on your machine , by encoding the image data as b64 and posting to the API . : param model _ id : string , once you train a model you ' ll be given a m...
auth = 'Bearer ' + self . check_for_token ( token ) h = { 'Authorization' : auth , 'Cache-Control' : 'no-cache' } the_url = url with open ( filename , "rb" ) as image_file : encoded_string = base64 . b64encode ( image_file . read ( ) ) m = MultipartEncoder ( fields = { 'sampleBase64Content' : encoded_string , 'mode...
def _check_for_definition ( iface , cls , tag , defines ) : """Check for a valid definition of a value . Args : iface ( Iface ) : An Iface specification . cls ( type ) : Some type to check for a definition . tag ( str ) : The name of the tag attribute used to mark the abstract methods . defines ( callab...
attributes = ( attr for attr in iface . __abstractmethods__ if hasattr ( getattr ( iface , attr ) , tag ) ) for attribute in attributes : for node in cls . __mro__ : if hasattr ( node , attribute ) and defines ( getattr ( node , attribute ) ) : return True try : attribute return False ex...
def rpc_get_subdomains_owned_by_address ( self , address , ** con_info ) : """Get the list of subdomains owned by an address . Return { ' status ' : True , ' subdomains ' : . . . } on success Return { ' error ' : . . . } on error"""
if not check_address ( address ) : return { 'error' : 'Invalid address' , 'http_status' : 400 } res = get_subdomains_owned_by_address ( address ) return self . success_response ( { 'subdomains' : res } )
def getCredentialValues ( self , new = False ) : """Return the values in credentials . * ."""
credentials_base = "credentials." return tuple ( [ self . getValue ( credentials_base + p ) for p in [ "username" , "password" , "private_key" ] ] )
def update_configuration ( self ) : """Asynchronously applies or re - applies the SAS Logical Interconnect configuration to all managed interconnects of a SAS Logical Interconnect . Returns : dict : SAS Logical Interconnect ."""
uri = "{}/configuration" . format ( self . data [ "uri" ] ) result = self . _helper . update ( { } , uri ) self . refresh ( ) return result
def differentiate ( self , n = 1 ) : """n - th derivative , default 1."""
ak = self . coefficients ( ) a_ , b_ = self . domain ( ) for _ in range ( n ) : ak = self . differentiator ( ak ) return self . from_coeff ( ( 2. / ( b_ - a_ ) ) ** n * ak , domain = self . domain ( ) )
def prior_model_name_prior_tuples_dict ( self ) : """Returns class _ priors _ dict : { String : [ Prior ] } A dictionary mapping _ matrix the names of priors to lists of associated priors"""
return { name : list ( prior_model . prior_tuples ) for name , prior_model in self . prior_model_tuples }
def editors ( self , value ) : """Update editors . DEPRECATED : use ` ` policy [ " roles / editors " ] = value ` ` instead ."""
warnings . warn ( _ASSIGNMENT_DEPRECATED_MSG . format ( "editors" , EDITOR_ROLE ) , DeprecationWarning , ) self [ EDITOR_ROLE ] = value
def pseudo_dir ( source_path , cache_path = None , delete = Ellipsis , credentials = None , meta_data = None ) : '''pseudo _ dir ( source _ path ) yields a pseudo - directory object that represents files in the given source path . Pseudo - dir objects act as an interface for loading data from abstract sources ....
return PseudoDir ( source_path , cache_path = cache_path , delete = delete , credentials = credentials , meta_data = meta_data )
def scatter ( self , * args , ** kwargs ) : """Add a scatter plot ."""
cls = _make_class ( ScatterVisual , _default_marker = kwargs . pop ( 'marker' , None ) , ) return self . _add_item ( cls , * args , ** kwargs )
def dict_given_run_array ( samples , thread_min_max ) : """Converts an array of information about samples back into a nested sampling run dictionary ( see data _ processing module docstring for more details ) . N . B . the output dict only contains the following keys : ' logl ' , ' thread _ label ' , ' nlive ...
ns_run = { 'logl' : samples [ : , 0 ] , 'thread_labels' : samples [ : , 1 ] , 'thread_min_max' : thread_min_max , 'theta' : samples [ : , 3 : ] } if np . all ( ~ np . isnan ( ns_run [ 'thread_labels' ] ) ) : ns_run [ 'thread_labels' ] = ns_run [ 'thread_labels' ] . astype ( int ) assert np . array_equal ( sampl...
def next ( self , now = None , increments = _increments , delta = True , default_utc = WARN_CHANGE ) : '''How long to wait in seconds before this crontab entry can next be executed .'''
if default_utc is WARN_CHANGE and ( isinstance ( now , _number_types ) or ( now and not now . tzinfo ) or now is None ) : warnings . warn ( WARNING_CHANGE_MESSAGE , FutureWarning , 2 ) default_utc = False now = now or ( datetime . utcnow ( ) if default_utc and default_utc is not WARN_CHANGE else datetime . now ...
def find_files ( folder ) : """Discover stereo photos and return them as a pairwise sorted list ."""
files = [ i for i in os . listdir ( folder ) if i . startswith ( "left" ) ] files . sort ( ) for i in range ( len ( files ) ) : insert_string = "right{}" . format ( files [ i * 2 ] [ 4 : ] ) files . insert ( i * 2 + 1 , insert_string ) files = [ os . path . join ( folder , filename ) for filename in files ] ret...
def _hardware_count ( self ) : """Amount of hardware resources . : return : integer"""
return self . _counts . get ( "hardware" ) + self . _counts . get ( "serial" ) + self . _counts . get ( "mbed" )
def train ( ) : """Training process"""
start_pipeline_time = time . time ( ) # Training / Testing best_valid_acc = 0 stop_early = 0 for epoch in range ( args . epochs ) : # Epoch training stats start_epoch_time = time . time ( ) epoch_L = 0.0 epoch_sent_num = 0 epoch_wc = 0 # Log interval training stats start_log_interval_time = time...
def finish ( self ) : """Finalize the MAR file . The MAR header , index and signatures need to be updated once we ' ve finished adding all the files ."""
# Update the last _ offset in the mar header self . write_header ( ) # Write out the index of contents self . write_index ( ) if not self . use_old_format : # Refresh the signature sigs = self . calculate_signatures ( ) self . write_signatures ( sigs )
def __driver_completer ( self , toks , text , state ) : """Driver level completer . Arguments : toks : A list of tokens , tokenized from the original input line . text : A string , the text to be replaced if a completion candidate is chosen . state : An integer , the index of the candidate out of the list...
if state != 0 : return self . __completion_candidates [ state ] # Update the cache when this method is first called , i . e . , state = = 0. # If the line is empty or the user is still inputing the first token , # complete with available commands . if not toks or ( len ( toks ) == 1 and text == toks [ 0 ] ) : t...
def pre_save ( self , instance , add ) : """Ensure slug uniqunes before save ."""
slug = self . value_from_object ( instance ) # We don ' t want to change slug defined by user . predefined_slug = bool ( slug ) if not slug and self . populate_from : slug = self . _get_populate_from_value ( instance ) if slug : slug = slugify ( slug ) if not slug : slug = None if not self . blank : ...
def _process_input_wcs_single ( fname , wcskey , updatewcs ) : """See docs for _ process _ input _ wcs . This is separated to be spawned in parallel ."""
if wcskey in [ '' , ' ' , 'INDEF' , None ] : if updatewcs : uw . updatewcs ( fname , checkfiles = False ) else : numext = fileutil . countExtn ( fname ) extlist = [ ] for extn in range ( 1 , numext + 1 ) : extlist . append ( ( 'SCI' , extn ) ) if wcskey in string . ascii_uppercase : ...
def _list_nodes ( call = None ) : '''List the nodes , ask all ' vagrant ' minions , return dict of grains .'''
local = salt . client . LocalClient ( ) ret = local . cmd ( 'salt-cloud:driver:vagrant' , 'grains.items' , '' , tgt_type = 'grain' ) return ret
def get_page ( self , url ) : """Get the HTML for an URL , possibly from an in - memory cache . XXX TODO Note : this cache is never actually cleared . It ' s assumed that the data won ' t get stale over the lifetime of a locator instance ( not necessarily true for the default _ locator ) ."""
# http : / / peak . telecommunity . com / DevCenter / EasyInstall # package - index - api scheme , netloc , path , _ , _ , _ = urlparse ( url ) if scheme == 'file' and os . path . isdir ( url2pathname ( path ) ) : url = urljoin ( ensure_slash ( url ) , 'index.html' ) if url in self . _page_cache : result = self...
def history ( namespace_module ) : """Hash all versions on Artifactory ."""
for path in get_namespace_history ( namespace_module ) : h = get_bel_resource_hash ( path . as_posix ( ) ) click . echo ( '{}\t{}' . format ( path , h ) )
def conv2d ( self , filter_size , output_channels , stride = 1 , padding = 'SAME' , activation_fn = tf . nn . relu , b_value = 0.0 , s_value = 1.0 , bn = True , stoch = False ) : """: param filter _ size : int . assumes square filter : param output _ channels : int : param stride : int : param padding : ' VAL...
self . count [ 'conv' ] += 1 self . _layer_count += 1 scope = 'conv_' + str ( self . count [ 'conv' ] ) if stoch is True : clean = False else : clean = True with tf . variable_scope ( scope ) : input_channels = self . input . get_shape ( ) [ 3 ] output_shape = [ filter_size , filter_size , input_channel...
def between ( self , minimum : int = 1 , maximum : int = 1000 ) -> int : """Generate a random number between minimum and maximum . : param minimum : Minimum of range . : param maximum : Maximum of range . : return : Number ."""
return self . random . randint ( minimum , maximum )
def get_course ( self , courseid ) : """: param courseid : the course id of the course : raise InvalidNameException , CourseNotFoundException , CourseUnreadableException : return : an object representing the course , of the type given in the constructor"""
if not id_checker ( courseid ) : raise InvalidNameException ( "Course with invalid name: " + courseid ) if self . _cache_update_needed ( courseid ) : self . _update_cache ( courseid ) return self . _cache [ courseid ] [ 0 ]
def get_id_token_hint ( self , request_args = None , ** kwargs ) : """Add id _ token _ hint to request : param request _ args : : param kwargs : : return :"""
request_args = self . multiple_extend_request_args ( request_args , kwargs [ 'state' ] , [ 'id_token' ] , [ 'auth_response' , 'token_response' , 'refresh_token_response' ] , orig = True ) try : request_args [ 'id_token_hint' ] = request_args [ 'id_token' ] except KeyError : pass else : del request_args [ 'i...
def acp_users_delete ( ) : """Delete or undelete an user account ."""
if not current_user . is_admin : return error ( "Not authorized to edit users." , 401 ) if not db : return error ( 'The ACP is not available in single-user mode.' , 500 ) form = UserDeleteForm ( ) if not form . validate ( ) : return error ( "Bad Request" , 400 ) user = get_user ( int ( request . form [ 'uid...
def fprint ( fmt , * args , ** kwargs ) : """Parse and print a colored and perhaps formatted string . The remaining keyword arguments are the same as for Python ' s built - in print function . Colors are returning to their defaults before the function returns ."""
if not fmt : return hascolor = False target = kwargs . get ( "target" , sys . stdout ) # Format the string before feeding it to the parser fmt = fmt . format ( * args , ** kwargs ) for txt , markups in _color_format_parser . parse ( fmt ) : if markups != ( None , None ) : _color_manager . set_color ( * ...
def get_resource_name ( context , expand_polymorphic_types = False ) : """Return the name of a resource ."""
from rest_framework_json_api . serializers import PolymorphicModelSerializer view = context . get ( 'view' ) # Sanity check to make sure we have a view . if not view : return None # Check to see if there is a status code and return early # with the resource _ name value of ` errors ` . try : code = str ( view ....
def _get_build_flags ( cls , build_flags_from_option , is_flagged , target ) : """Merge build flags with global < target < command - line order Build flags can be defined as globals ( in ` pants . ini ` ) , as arguments to a Target , and via the command - line ."""
# If self . get _ options ( ) . build _ flags returns a quoted string , remove the outer quotes , # which happens for flags passed from the command - line . if ( build_flags_from_option . startswith ( '\'' ) and build_flags_from_option . endswith ( '\'' ) ) or ( build_flags_from_option . startswith ( '"' ) and build_fl...
def extract_geo ( self ) : '''Extract geo - related information from exif'''
altitude = self . extract_altitude ( ) dop = self . extract_dop ( ) lon , lat = self . extract_lon_lat ( ) d = { } if lon is not None and lat is not None : d [ 'latitude' ] = lat d [ 'longitude' ] = lon if altitude is not None : d [ 'altitude' ] = altitude if dop is not None : d [ 'dop' ] = dop return d
def figure_populate ( outputpath , csv , xlabels , ylabels , analysistype , description , fail = False ) : """Create the report image from the summary report created in self . dataframesetup : param outputpath : Path in which the outputs are to be created : param csv : Name of the report file from which data ar...
# Create a data frame from the summary report df = pd . read_csv ( os . path . join ( outputpath , csv ) , delimiter = ',' , index_col = 0 ) # Set the palette appropriately - ' template ' uses only grey if description == 'template' : cmap = [ '#a0a0a0' ] # ' fail ' uses red ( fail ) , grey ( not detected ) , and gr...
def bootstrap_indexes_moving_block ( data , n_samples = 10000 , block_length = 3 , wrap = False ) : """Generate moving - block bootstrap samples . Given data points ` data ` , where axis 0 is considered to delineate points , return a generator for sets of bootstrap indexes . This can be used as a list of boot...
n_obs = data . shape [ 0 ] n_blocks = int ( ceil ( n_obs / block_length ) ) nexts = np . repeat ( np . arange ( 0 , block_length ) [ None , : ] , n_blocks , axis = 0 ) if wrap : last_block = n_obs else : last_block = n_obs - block_length for _ in xrange ( n_samples ) : blocks = np . random . randint ( 0 , l...
def contribute_to_class ( self , cls , name , ** kwargs ) : """Internal Django method to associate the field with the Model ; it assigns the descriptor ."""
super ( PlaceholderField , self ) . contribute_to_class ( cls , name , ** kwargs ) # overwrites what instance . < colname > returns ; give direct access to the placeholder setattr ( cls , name , PlaceholderFieldDescriptor ( self . slot ) ) # Make placeholder fields easy to find # Can ' t assign this to cls . _ meta bec...
def add_status_message ( self , message , level = "info" ) : """Set a portal status message"""
return self . context . plone_utils . addPortalMessage ( message , level )
def pos_tags ( self ) : """Returns an list of tuples of the form ( word , POS tag ) . Example : [ ( ' At ' , ' IN ' ) , ( ' eight ' , ' CD ' ) , ( " o ' clock " , ' JJ ' ) , ( ' on ' , ' IN ' ) , ( ' Thursday ' , ' NNP ' ) , ( ' morning ' , ' NN ' ) ] : rtype : list of tuples"""
return [ ( Word ( word , pos_tag = t ) , unicode ( t ) ) for word , t in self . pos_tagger . tag ( self . raw ) # new keyword PatternTagger ( include _ punc = False ) # if not PUNCTUATION _ REGEX . match ( unicode ( t ) ) ]
def wifi_status ( self ) : """Get the wifi status ."""
return self . _info_json . get ( CONST . STATUS , { } ) . get ( CONST . WIFI_LINK )
def add_field ( self , name , ftype , docfield = None ) : """Add a field to the document ( and to the underlying schema ) : param name : name of the new field : type name : str : param ftype : type of the new field : type ftype : subclass of : class : ` . GenericType `"""
self . schema . add_field ( name , ftype ) self [ name ] = docfield or DocField . FromType ( ftype )
def authenticate ( url , account , key , by = 'name' , expires = 0 , timestamp = None , timeout = None , request_type = "xml" , admin_auth = False , use_password = False , raise_on_error = False ) : """Authenticate to the Zimbra server : param url : URL of Zimbra SOAP service : param account : The account to be...
if timestamp is None : timestamp = int ( time . time ( ) ) * 1000 pak = "" if not admin_auth : pak = preauth . create_preauth ( account , key , by , expires , timestamp ) if request_type == 'xml' : auth_request = RequestXml ( ) else : auth_request = RequestJson ( ) request_data = { 'account' : { 'by' : ...
def init_scalable ( X , n_clusters , random_state = None , max_iter = None , oversampling_factor = 2 ) : """K - Means initialization using k - means | | This is algorithm 2 in Scalable K - Means + + ( 2012 ) ."""
logger . info ( "Initializing with k-means||" ) # Step 1 : Initialize Centers idx = 0 centers = da . compute ( X [ idx , np . newaxis ] ) [ 0 ] c_idx = { idx } # Step 2 : Initialize cost cost , = compute ( evaluate_cost ( X , centers ) ) if cost == 0 : n_iter = 0 else : n_iter = int ( np . round ( np . log ( co...
def encode ( self , key ) : """Encodes a user key into a particular format . The result of this method will be used by swauth for storing user credentials . If salt is not manually set in conf file , a random salt will be generated and used . : param key : User ' s secret key : returns : A string represen...
salt = self . salt or os . urandom ( 32 ) . encode ( 'base64' ) . rstrip ( ) return self . encode_w_salt ( salt , key )
def get_device_names_to_objects ( devices ) : '''Map a list of devices to their hostnames . : param devices : list - - list of ManagementRoot objects : returns : dict - - mapping of hostnames to ManagementRoot objects'''
name_to_object = { } for device in devices : device_name = get_device_info ( device ) . name name_to_object [ device_name ] = device return name_to_object
def replace ( parent , idx , value , check_value = _NO_VAL ) : """Replace a value in a dict ."""
if isinstance ( parent , dict ) : if idx not in parent : raise JSONPatchError ( "Item does not exist" ) elif isinstance ( parent , list ) : idx = int ( idx ) if idx < 0 or idx >= len ( parent ) : raise JSONPatchError ( "List index out of range" ) if check_value is not _NO_VAL : if parent...
def match_planted ( fk_candidate_observations , match_filename , bright_limit = BRIGHT_LIMIT , object_planted = OBJECT_PLANTED , minimum_bright_detections = MINIMUM_BRIGHT_DETECTIONS , bright_fraction = MINIMUM_BRIGHT_FRACTION ) : """Using the fk _ candidate _ observations as input get the Object . planted file fro...
found_pos = [ ] detections = fk_candidate_observations . get_sources ( ) for detection in detections : reading = detection . get_reading ( 0 ) # create a list of positions , to be used later by match _ lists found_pos . append ( [ reading . x , reading . y ] ) # Now get the Object . planted file , either fr...
def get_input ( self , key , force = False ) : """Get the value of < key > if it already exists , or prompt for it if not"""
if key not in self . _inputs : raise InputException ( "Key {0} is not a valid input!" . format ( key ) ) if self . _inputs [ key ] . prompt : prompt = self . _inputs [ key ] . prompt elif self . _inputs [ key ] . is_bool ( ) : prompt = "{0}?" . format ( key ) else : prompt = "please enter your {0}" . fo...
def _webfinger ( provider , request , ** kwargs ) : """Handle webfinger requests ."""
params = urlparse . parse_qs ( request ) if params [ "rel" ] [ 0 ] == OIC_ISSUER : wf = WebFinger ( ) return Response ( wf . response ( params [ "resource" ] [ 0 ] , provider . baseurl ) , headers = [ ( "Content-Type" , "application/jrd+json" ) ] ) else : return BadRequest ( "Incorrect webfinger." )
def make_remote_image_result ( annotations = None , labels = None ) : """Instantiate BuildResult for image not built locally ."""
return BuildResult ( image_id = BuildResult . REMOTE_IMAGE , annotations = annotations , labels = labels )
def get_data_specifier ( string ) : """Return a tuple ( table , col ) for some [ incr tsdb ( ) ] data specifier . For example : : item - > ( ' item ' , None ) item : i - input - > ( ' item ' , [ ' i - input ' ] ) item : i - input @ i - wf - > ( ' item ' , [ ' i - input ' , ' i - wf ' ] ) : i - input - > (...
match = data_specifier_re . match ( string ) if match is None : return ( None , None ) table = match . group ( 'table' ) if table is not None : table = table . strip ( ) cols = _split_cols ( match . group ( 'cols' ) ) return ( table , cols )
def _addDatasetAction ( self , dataset ) : """Adds an action for the inputed dataset to the toolbar : param dataset | < XChartDataset >"""
# create the toolbar action action = QAction ( dataset . name ( ) , self ) action . setIcon ( XColorIcon ( dataset . color ( ) ) ) action . setCheckable ( True ) action . setChecked ( True ) action . setData ( wrapVariant ( dataset ) ) action . toggled . connect ( self . toggleDataset ) self . uiDatasetTBAR . addAction...
def respond ( request , code ) : """Responds to the request with the given response code . If ` ` next ` ` is in the form , it will redirect instead ."""
redirect = request . GET . get ( 'next' , request . POST . get ( 'next' ) ) if redirect : return HttpResponseRedirect ( redirect ) return type ( 'Response%d' % code , ( HttpResponse , ) , { 'status_code' : code } ) ( )
def Get3DData ( self , datapath , qt_app = None , dataplus_format = True , gui = False , start = 0 , stop = None , step = 1 , convert_to_gray = True , series_number = None , use_economic_dtype = True , dicom_expected = None , ** kwargs ) : """Returns 3D data and its metadata . # NOTE ( : param qt _ app : ) If it ...
self . orig_datapath = datapath datapath = os . path . expanduser ( datapath ) if series_number is not None and type ( series_number ) != int : series_number = int ( series_number ) if not os . path . exists ( datapath ) : logger . error ( "Path '" + datapath + "' does not exist" ) return if qt_app is None ...
def get_mean_DEV ( sum_ptrm_checks , sum_abs_ptrm_checks , n_pTRM , delta_x_prime ) : """input : sum _ ptrm _ checks , sum _ abs _ ptrm _ checks , n _ pTRM , delta _ x _ prime output : Mean deviation of a pTRM check"""
if not n_pTRM : return float ( 'nan' ) , float ( 'nan' ) mean_DEV = ( ( old_div ( 1. , n_pTRM ) ) * ( old_div ( sum_ptrm_checks , delta_x_prime ) ) ) * 100 mean_DEV_prime = ( ( old_div ( 1. , n_pTRM ) ) * ( old_div ( sum_abs_ptrm_checks , delta_x_prime ) ) ) * 100 return mean_DEV , mean_DEV_prime
def _check_smart_storage_message ( self ) : """Check for smart storage message . : returns : result , raid _ message"""
ssc_mesg = self . smart_storage_config_message result = True raid_message = "" for element in ssc_mesg : if "Success" not in element [ 'MessageId' ] : result = False raid_message = element [ 'MessageId' ] return result , raid_message
def _failed ( self , msg ) : """Log a validation failure . : param string msg : the error message"""
self . log ( msg ) self . result . passed = False self . result . add_error ( msg ) self . log ( u"Failed" )
def for_name ( modpath , classname ) : '''Returns a class of " classname " from module " modname " .'''
module = __import__ ( modpath , fromlist = [ classname ] ) classobj = getattr ( module , classname ) return classobj ( )
def pretty_dict_str ( d , indent = 2 ) : """shows JSON indented representation of d"""
b = StringIO ( ) write_pretty_dict_str ( b , d , indent = indent ) return b . getvalue ( )
def purge_stream ( self , stream_id , remove_definition = False , sandbox = None ) : """Purge the stream : param stream _ id : The stream identifier : param remove _ definition : Whether to remove the stream definition as well : param sandbox : The sandbox for this stream : return : None : raises : NotImp...
# TODO : Add time interval to this if sandbox is not None : raise NotImplementedError if stream_id not in self . streams : raise StreamNotFoundError ( "Stream with id '{}' not found" . format ( stream_id ) ) stream = self . streams [ stream_id ] query = stream_id . as_raw ( ) with switch_db ( StreamInstanceMode...
def get_keys ( logger = None , host_pkey_directories = None , allow_agent = False ) : """Load public keys from any available SSH agent or local . ssh directory . Arguments : logger ( Optional [ logging . Logger ] ) host _ pkey _ directories ( Optional [ list [ str ] ] ) : List of local directories where h...
keys = SSHTunnelForwarder . get_agent_keys ( logger = logger ) if allow_agent else [ ] if host_pkey_directories is not None : paramiko_key_types = { 'rsa' : paramiko . RSAKey , 'dsa' : paramiko . DSSKey , 'ecdsa' : paramiko . ECDSAKey , 'ed25519' : paramiko . Ed25519Key } for directory in host_pkey_directories ...
def export_epoch_file ( stimfunction , filename , tr_duration , temporal_resolution = 100.0 ) : """Output an epoch file , necessary for some inputs into brainiak This takes in the time course of stimulus events and outputs the epoch file used in Brainiak . The epoch file is a way to structure the timing infor...
# Cycle through the participants , different entries in the list epoch_file = [ 0 ] * len ( stimfunction ) for ppt_counter in range ( len ( stimfunction ) ) : # What is the time course for the participant ( binarized ) stimfunction_ppt = np . abs ( stimfunction [ ppt_counter ] ) > 0 # Down sample the stim funct...
def fsplit ( pred , objs ) : """Split a list into two classes according to the predicate ."""
t = [ ] f = [ ] for obj in objs : if pred ( obj ) : t . append ( obj ) else : f . append ( obj ) return ( t , f )
def generate_challenge ( self ) : # local import to avoid circular import from two_factor . utils import totp_digits """Sends the current TOTP token to ` self . number ` using ` self . method ` ."""
no_digits = totp_digits ( ) token = str ( totp ( self . bin_key , digits = no_digits ) ) . zfill ( no_digits ) if self . method == 'call' : make_call ( device = self , token = token ) else : send_sms ( device = self , token = token )
def write_schema_to_file ( cls , schema , file_pointer = stdout , folder = MISSING , context = DEFAULT_DICT ) : """Given a Marshmallow schema , create a JSON Schema for it . Args : schema ( marshmallow . Schema | str ) : The Marshmallow schema , or the Python path to one , to create the JSON schema for . Ke...
schema = cls . _get_schema ( schema ) json_schema = cls . generate_json_schema ( schema , context = context ) if folder : schema_filename = getattr ( schema . Meta , 'json_schema_filename' , '.' . join ( [ schema . __class__ . __name__ , 'json' ] ) ) json_path = os . path . join ( folder , schema_filename ) ...
def _get_commands_by_name ( self , blueprint , name ) : """Get all of the commands with a given name ."""
return list ( filter ( lambda value : value . name == name , blueprint . get_commands ( ) ) )
def repr_size ( n_bytes ) : """> > > repr _ size ( 1000) '1000 Bytes ' > > > repr _ size ( 8257332324597) '7.5 TiB '"""
if n_bytes < 1024 : return '{0} Bytes' . format ( n_bytes ) i = - 1 while n_bytes > 1023 : n_bytes /= 1024.0 i += 1 return '{0} {1}iB' . format ( round ( n_bytes , 1 ) , si_prefixes [ i ] )
def load_object ( target , namespace = None ) : """This helper function loads an object identified by a dotted - notation string . For example : # Load class Foo from example . objects load _ object ( ' example . objects : Foo ' ) If a plugin namespace is provided simple name references are allowed . For ex...
if namespace and ':' not in target : allowable = dict ( ( i . name , i ) for i in pkg_resources . iter_entry_points ( namespace ) ) if target not in allowable : raise ValueError ( 'Unknown plugin "' + target + '"; found: ' + ', ' . join ( allowable ) ) return allowable [ target ] . load ( ) parts , ...
def _upload_file_bytes ( self , conn , http_conn , fp , file_length , total_bytes_uploaded , cb , num_cb ) : """Makes one attempt to upload file bytes , using an existing resumable upload connection . Returns etag from server upon success . Raises ResumableUploadException if any problems occur ."""
buf = fp . read ( self . BUFFER_SIZE ) if cb : if num_cb > 2 : cb_count = file_length / self . BUFFER_SIZE / ( num_cb - 2 ) elif num_cb < 0 : cb_count = - 1 else : cb_count = 0 i = 0 cb ( total_bytes_uploaded , file_length ) # Build resumable upload headers for the transfer ....
def flatMap ( self , f , preservesPartitioning = False ) : """Return a new RDD by first applying a function to all elements of this RDD , and then flattening the results . > > > rdd = sc . parallelize ( [ 2 , 3 , 4 ] ) > > > sorted ( rdd . flatMap ( lambda x : range ( 1 , x ) ) . collect ( ) ) [1 , 1 , 1 , ...
def func ( s , iterator ) : return chain . from_iterable ( map ( fail_on_stopiteration ( f ) , iterator ) ) return self . mapPartitionsWithIndex ( func , preservesPartitioning )
def get_url ( url : str , params : dict = { } , timeout : float = 5.0 , cache : bool = True ) : """Wrapper for requests . get ( url ) Args : url : url to retrieve params : query string parameters timeout : allow this much time for the request and time it out if over cache : Cache for up to a day unless th...
try : if not cache : with requests_cache . disabled ( ) : r = requests . get ( url , params = params , timeout = timeout ) else : r = requests . get ( url , params = params , timeout = timeout ) log . debug ( f"Response headers {r.headers} From cache {r.from_cache}" ) return...
def _norm_index ( dim , index , start , stop ) : """Return an index normalized to an farray start index ."""
length = stop - start if - length <= index < 0 : normindex = index + length elif start <= index < stop : normindex = index - start else : fstr = "expected dim {} index in range [{}, {})" raise IndexError ( fstr . format ( dim , start , stop ) ) return normindex
def outline ( self , inner , outer ) : """Compute region outline by differencing two dilations . Parameters inner : int Size of inner outline boundary ( in pixels ) outer : int Size of outer outline boundary ( in pixels )"""
return self . dilate ( outer ) . exclude ( self . dilate ( inner ) )
def n_relative_paths ( self , n ) : """return relative paths of n levels , including basename . eg : File ( ' a / b / c / d ' ) . n _ parent _ paths ( 3 ) = = ' b / c / d '"""
rv = os . path . join ( self . n_parent_paths ( n - 1 ) , self . basename ) return rv . replace ( '\\' , '/' )
async def _send_packet ( self , pkt ) : """Queue a packet to be sent to the server ."""
if self . state != 'connected' : return await self . queue . put ( pkt ) self . logger . info ( 'Sending packet %s data %s' , packet . packet_names [ pkt . packet_type ] , pkt . data if not isinstance ( pkt . data , bytes ) else '<binary>' )
def form_invalid ( self , form ) : """Handles an invalid form ."""
messages . error ( self . request , form . errors [ NON_FIELD_ERRORS ] ) return redirect ( reverse ( 'forum_conversation:topic' , kwargs = { 'forum_slug' : self . object . topic . forum . slug , 'forum_pk' : self . object . topic . forum . pk , 'slug' : self . object . topic . slug , 'pk' : self . object . topic . pk }...
def getFileDialogTitle ( msg , title ) : """Create nicely - formatted string based on arguments msg and title : param msg : the msg to be displayed : param title : the window title : return : None"""
if msg and title : return "%s - %s" % ( title , msg ) if msg and not title : return str ( msg ) if title and not msg : return str ( title ) return None
def do_file_download ( client , args ) : """Download file"""
# Sanity check if not os . path . isdir ( args . dest_path ) and not args . dest_path . endswith ( '/' ) : print ( "file-download: " "target '{}' is not a directory" . format ( args . dest_path ) ) if not os . path . exists ( args . dest_path ) : print ( "\tHint: add trailing / to create one" ) retu...
def _add_node ( self , agent ) : """Add an Agent as a node to the graph ."""
if agent is None : return node_label = _get_node_label ( agent ) if isinstance ( agent , Agent ) and agent . bound_conditions : bound_agents = [ bc . agent for bc in agent . bound_conditions if bc . is_bound ] if bound_agents : bound_names = [ _get_node_label ( a ) for a in bound_agents ] no...
def find_if ( pred , iterable , default = None ) : """Returns a reference to the first element in the ` ` iterable ` ` range for which ` ` pred ` ` returns ` ` True ` ` . If no such element is found , the function returns ` ` default ` ` . > > > find _ if ( lambda x : x = = 3 , [ 1 , 2 , 3 , 4 ] ) : param p...
return next ( ( i for i in iterable if pred ( i ) ) , default )
def i2osp ( x , x_len ) : '''Converts the integer x to its big - endian representation of length x _ len .'''
if x > 256 ** x_len : raise exceptions . IntegerTooLarge h = hex ( x ) [ 2 : ] if h [ - 1 ] == 'L' : h = h [ : - 1 ] if len ( h ) & 1 == 1 : h = '0%s' % h x = binascii . unhexlify ( h ) return b'\x00' * int ( x_len - len ( x ) ) + x
def addCellScalars ( self , scalars , name ) : """Add cell scalars to the actor ' s polydata assigning it a name ."""
poly = self . polydata ( False ) if isinstance ( scalars , str ) : scalars = vtk_to_numpy ( poly . GetPointData ( ) . GetArray ( scalars ) ) if len ( scalars ) != poly . GetNumberOfCells ( ) : colors . printc ( "~times Number of scalars != nr. of cells" , c = 1 ) exit ( ) arr = numpy_to_vtk ( np . ascontigu...
def projection ( x , A , b ) : """Returns the vector xhat closest to x in 2 - norm , satisfying A . xhat = b . : param x : vector : param A , b : matrix and array characterizing the constraints on x ( A . x = b ) : return x _ hat : optimum angle vector , minimizing cost . : return cost : least square error ...
A_pseudoinv = pseudo_inverse ( A ) tmp_ = A . dot ( x ) tmp_ -= b x_hat = A_pseudoinv . dot ( tmp_ ) np . subtract ( x , x_hat , out = x_hat ) cost = mse ( x_hat , x ) A . dot ( x_hat , out = tmp_ ) constraints_error = mse ( tmp_ , b ) return x_hat , cost , constraints_error
def parse_emails ( emails ) : """A function that returns a list of valid email addresses . This function will also convert a single email address into a list of email addresses . None value is also converted into an empty list ."""
if isinstance ( emails , string_types ) : emails = [ emails ] elif emails is None : emails = [ ] for email in emails : try : validate_email_with_name ( email ) except ValidationError : raise ValidationError ( '%s is not a valid email address' % email ) return emails
def _hash_internal ( method , salt , password ) : """Internal password hash helper . Supports plaintext without salt , unsalted and salted passwords . In case salted passwords are used hmac is used ."""
if method == 'plain' : return password , method if isinstance ( password , text_type ) : password = password . encode ( 'utf-8' ) if method . startswith ( 'pbkdf2:' ) : args = method [ 7 : ] . split ( ':' ) if len ( args ) not in ( 1 , 2 ) : raise ValueError ( 'Invalid number of arguments for PB...
def return_dat ( self , chan , begsam , endsam ) : """Return the data as 2D numpy . ndarray . Parameters chan : list of int index ( indices ) of the channels to read begsam : int index of the first sample ( inclusively ) endsam : int index of the last sample ( exclusively ) Returns numpy . ndarray...
# n _ sam = self . hdr [ 4] interval = endsam - begsam dat = empty ( ( len ( chan ) , interval ) ) # beg _ block = floor ( ( begsam / n _ sam ) * n _ block ) # end _ block = floor ( ( endsam / n _ sam ) * n _ block ) for i , chan in enumerate ( chan ) : k = 0 with open ( self . chan_files [ chan ] , 'rt' ) as f...
def _addupdate_hdxobject ( self , hdxobjects , id_field , new_hdxobject ) : # type : ( List [ HDXObjectUpperBound ] , str , HDXObjectUpperBound ) - > HDXObjectUpperBound """Helper function to add a new HDX object to a supplied list of HDX objects or update existing metadata if the object already exists in the lis...
for hdxobject in hdxobjects : if hdxobject [ id_field ] == new_hdxobject [ id_field ] : merge_two_dictionaries ( hdxobject , new_hdxobject ) return hdxobject hdxobjects . append ( new_hdxobject ) return new_hdxobject
def load_file ( self , filename ) : """load file which contains yaml configuration entries . and merge it by current instance : param files : files to load and merge into existing configuration instance : type files : list"""
if not path . exists ( filename ) : raise FileNotFoundError ( filename ) loaded_yaml = load_yaml ( filename , self . context ) if loaded_yaml : self . merge ( loaded_yaml )
def rndstr ( size = 16 ) : """Returns a string of random ascii characters or digits : param size : The length of the string : return : string"""
_basech = string . ascii_letters + string . digits return "" . join ( [ rnd . choice ( _basech ) for _ in range ( size ) ] )
def to_cell_table ( self , merged = True ) : """Returns a list of lists of Cells with the cooked value and note for each cell ."""
new_rows = [ ] for row_index , row in enumerate ( self . rows ( CellMode . cooked ) ) : new_row = [ ] for col_index , cell_value in enumerate ( row ) : new_row . append ( Cell ( cell_value , self . get_note ( ( col_index , row_index ) ) ) ) new_rows . append ( new_row ) if merged : for cell_low ...
def register ( self , app : 'Quart' , first_registration : bool , * , url_prefix : Optional [ str ] = None , ) -> None : """Register this blueprint on the app given ."""
state = self . make_setup_state ( app , first_registration , url_prefix = url_prefix ) if self . has_static_folder : state . add_url_rule ( self . static_url_path + '/<path:filename>' , view_func = self . send_static_file , endpoint = 'static' , ) for func in self . deferred_functions : func ( state )
def qteDisconnectHook ( self , hookName : str , slot : ( types . FunctionType , types . MethodType ) ) : """Disconnect ` ` slot ` ` from ` ` hookName ` ` . If ` ` hookName ` ` does not exist , or ` ` slot ` ` is not connected to ` ` hookName ` ` then return * * False * * , otherwise disassociate ` ` slot ` ` ...
# Shorthand . reg = self . _qteRegistryHooks # Return immediately if no hook with that name exists . if hookName not in reg : msg = 'There is no hook called <b>{}</b>.' self . qteLogger . info ( msg . format ( hookName ) ) return False # Return immediately if the ` ` slot ` ` is not connected to the hook . ...
def connection_lost ( self , reason ) : """Stops all timers and notifies peer that connection is lost ."""
if self . _peer : state = self . _peer . state . bgp_state if self . _is_bound or state == BGP_FSM_OPEN_SENT : self . _peer . connection_lost ( reason ) self . _peer = None if reason : LOG . info ( reason ) else : LOG . info ( 'Connection to peer closed for unknown reasons.' )
def check_siblings ( graph , outputs ) : """Check that all outputs have their siblings listed ."""
siblings = set ( ) for node in outputs : siblings |= graph . siblings ( node ) siblings = { node . path for node in siblings } missing = siblings - { node . path for node in outputs } if missing : msg = ( 'Include the files above in the command ' 'or use the --with-siblings option.' ) raise click . ClickExc...
def normalize_unicode ( text ) : """Normalize any unicode characters to ascii equivalent https : / / docs . python . org / 2 / library / unicodedata . html # unicodedata . normalize"""
if isinstance ( text , six . text_type ) : return unicodedata . normalize ( 'NFKD' , text ) . encode ( 'ascii' , 'ignore' ) . decode ( 'utf8' ) else : return text
def addSection ( self , data , name = ".pype32\x00" , flags = 0x60000000 ) : """Adds a new section to the existing L { PE } instance . @ type data : str @ param data : The data to be added in the new section . @ type name : str @ param name : ( Optional ) The name for the new section . @ type flags : int ...
fa = self . ntHeaders . optionalHeader . fileAlignment . value sa = self . ntHeaders . optionalHeader . sectionAlignment . value padding = "\xcc" * ( fa - len ( data ) ) sh = SectionHeader ( ) if len ( self . sectionHeaders ) : # get the va , vz , ra and rz of the last section in the array of section headers vaLast...
def get_file_by_id ( self , file_id ) : """Get folder details for a file id . : param file _ id : str : uuid of the file : return : File"""
return self . _create_item_response ( self . data_service . get_file ( file_id ) , File )
def checkpoint ( key = 0 , unpickler = pickle . load , pickler = pickle . dump , work_dir = gettempdir ( ) , refresh = False ) : """A utility decorator to save intermediate results of a function . It is the caller ' s responsibility to specify a key naming scheme such that the output of each function call with ...
def decorator ( func ) : def wrapped ( * args , ** kwargs ) : # If first arg is a string , use it directly . if isinstance ( key , str ) : save_file = os . path . join ( work_dir , key ) elif isinstance ( key , Template ) : save_file = os . path . join ( work_dir , key . subs...