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def make_model_sources_image ( shape , model , source_table , oversample = 1 ) : """Make an image containing sources generated from a user - specified model . Parameters shape : 2 - tuple of int The shape of the output 2D image . model : 2D astropy . modeling . models object The model to be used for ren...
image = np . zeros ( shape , dtype = np . float64 ) y , x = np . indices ( shape ) params_to_set = [ ] for param in source_table . colnames : if param in model . param_names : params_to_set . append ( param ) # Save the initial parameter values so we can set them back when # done with the loop . It ' s best...
def GET ( self ) : # pylint : disable = arguments - differ """Display main course list page"""
if not self . app . welcome_page : raise web . seeother ( "/courselist" ) return self . show_page ( self . app . welcome_page )
def render_select2_options_code ( self , options , id_ ) : """Render options for select2."""
output = [ ] for key , value in options . items ( ) : if isinstance ( value , ( dict , list ) ) : value = json . dumps ( value ) output . append ( "data-{name}='{value}'" . format ( name = key , value = mark_safe ( value ) ) ) return mark_safe ( ' ' . join ( output ) )
def parse_case_snake_to_camel ( snake , upper_first = True ) : """Convert a string from snake _ case to CamelCase . : param str snake : The snake _ case string to convert . : param bool upper _ first : Whether or not to capitalize the first character of the string . : return : The CamelCase version of strin...
snake = snake . split ( '_' ) first_part = snake [ 0 ] if upper_first : first_part = first_part . title ( ) return first_part + '' . join ( word . title ( ) for word in snake [ 1 : ] )
def num ( value ) : """Convert a value from one of several bases to an int ."""
if re_hex_num . match ( value ) : return int ( value , base = 16 ) else : return int ( value )
def runSearchIndividuals ( self , request ) : """Runs the specified search SearchIndividualsRequest ."""
return self . runSearchRequest ( request , protocol . SearchIndividualsRequest , protocol . SearchIndividualsResponse , self . individualsGenerator )
def _proxy_conf_file ( proxyfile , test ) : '''Check if proxy conf exists and update'''
changes_old = [ ] changes_new = [ ] success = True if not os . path . exists ( proxyfile ) : try : if not test : changes_new . append ( _write_proxy_conf ( proxyfile ) ) msg = 'Salt Proxy: Wrote proxy conf {0}' . format ( proxyfile ) else : msg = 'Salt Proxy: Upda...
def register_all_shape_checker ( shape_checker_function , arg_types , exclude = ( ) , ignore_existing = False ) : """Register a gradient adder for all combinations of given types . This is a convenience shorthand for calling register _ add _ grad when registering gradient adders for multiple types that can be i...
for t1 in arg_types : for t2 in arg_types : if ( t1 , t2 ) in exclude : continue if ignore_existing and ( t1 , t2 ) in shape_checkers : continue register_shape_checker ( t1 , t2 , shape_checker_function )
def _get_segment ( self , start , request_size , check_response = True ) : """Get a segment of the file from Google Storage . Args : start : start offset of the segment . Inclusive . Have to be within the range of the file . request _ size : number of bytes to request . Have to be small enough for a singl...
end = start + request_size - 1 content_range = '%d-%d' % ( start , end ) headers = { 'Range' : 'bytes=' + content_range } status , resp_headers , content = yield self . _api . get_object_async ( self . _path , headers = headers ) def _checker ( ) : errors . check_status ( status , [ 200 , 206 ] , self . _path , hea...
def _ncc_c_3dim ( x , y ) : """Variant of NCCc that operates with 2 dimensional X arrays and 2 dimensional y vector Returns a 3 dimensional array of normalized fourier transforms"""
den = norm ( x , axis = 1 ) [ : , None ] * norm ( y , axis = 1 ) den [ den == 0 ] = np . Inf x_len = x . shape [ - 1 ] fft_size = 1 << ( 2 * x_len - 1 ) . bit_length ( ) cc = ifft ( fft ( x , fft_size ) * np . conj ( fft ( y , fft_size ) ) [ : , None ] ) cc = np . concatenate ( ( cc [ : , : , - ( x_len - 1 ) : ] , cc [...
def get_cool_off_iso8601 ( delta : timedelta ) -> str : """Return datetime . timedelta translated to ISO 8601 formatted duration for use in e . g . cool offs ."""
seconds = delta . total_seconds ( ) minutes , seconds = divmod ( seconds , 60 ) hours , minutes = divmod ( minutes , 60 ) days , hours = divmod ( hours , 24 ) days_str = f'{days:.0f}D' if days else '' time_str = '' . join ( f'{value:.0f}{designator}' for value , designator in [ [ hours , 'H' ] , [ minutes , 'M' ] , [ s...
def __analizar_controles ( self , ret ) : "Comprueba y extrae controles si existen en la respuesta XML"
if 'arrayControles' in ret : controles = ret [ 'arrayControles' ] self . Controles = [ "%(tipo)s: %(descripcion)s" % ctl [ 'control' ] for ctl in controles ]
def save ( self , name ) : """Save the string buffer to a file . Finalizes prior to saving . : param name : File path . : type name : unicode | str"""
self . finalize ( ) with open ( name , 'wb+' ) as f : if six . PY3 : f . write ( self . fileobj . getbuffer ( ) ) else : f . write ( self . fileobj . getvalue ( ) . encode ( 'utf-8' ) )
def _pipe ( content ) : """Helper funcation that converts text - based get response to pipe separated values for additional manipulation ."""
response = _data_frame ( content ) . to_csv ( index = False , sep = '|' ) return response
def write ( self , outfile , encoding ) : """Method override to create self - closing elements . https : / / docs . djangoproject . com / en / 2.0 / ref / utils / # django . utils . feedgenerator . SyndicationFeed . write https : / / github . com / django / django / blob / 2.0 / django / utils / feedgenerator ....
try : handler = EscapeFriendlyXMLGenerator ( outfile , encoding , short_empty_elements = True ) except TypeError : # Python 2 handler = EscapeFriendlyXMLGenerator ( outfile , encoding ) handler . startDocument ( ) handler . startElement ( 'rss' , self . rss_attributes ( ) ) handler . startElement ( 'channel' , ...
def service_changed ( self , event ) : # type : ( ServiceEvent ) - > None """Called when a handler factory service is un / registered"""
# Call sub - methods kind = event . get_kind ( ) svc_ref = event . get_service_reference ( ) if kind == ServiceEvent . REGISTERED : # Service coming with self . __instances_lock : self . __add_handler_factory ( svc_ref ) elif kind == ServiceEvent . UNREGISTERING : # Service gone with self . __instances_...
def init_discrete_hmm_ml ( C_full , nstates , reversible = True , stationary = True , active_set = None , P = None , eps_A = None , eps_B = None , separate = None ) : """Initializes discrete HMM using maximum likelihood of observation counts"""
raise NotImplementedError ( 'ML-initialization not yet implemented' )
def get_meta ( self , table_name , constraints = None , column_to_field_name = None , is_view = False , is_partition = None ) : """Return a sequence comprising the lines of code necessary to construct the inner Meta class for the model corresponding to the given database table name ."""
# pylint : disable = arguments - differ , too - many - arguments , unused - argument meta = [ " class Meta(models.Model.Meta):" , " db_table = '%s'" % table_name ] if self . connection . vendor == 'salesforce' : for line in self . connection . introspection . get_additional_meta ( table_name ) : m...
def mean ( self ) : """Mean of all the values in the SArray , or mean image . Returns None on an empty SArray . Raises an exception if called on an SArray with non - numeric type or non - Image type . Returns out : float | turicreate . Image Mean of all values in SArray , or image holding per - pixel mean...
with cython_context ( ) : if self . dtype == _Image : from . . import extensions return extensions . generate_mean ( self ) else : return self . __proxy__ . mean ( )
def FunctionTimer ( on_done = None ) : '''To check execution time of a function borrowed from https : / / medium . com / pythonhive / python - decorator - to - measure - the - execution - time - of - methods - fa04cb6bb36d > > > def logger ( details , args , kwargs ) : # some function that uses the time output ...
def decfn ( fn ) : def timed ( * args , ** kwargs ) : ts = time . time ( ) result = fn ( * args , ** kwargs ) te = time . time ( ) if on_done : on_done ( ( fn . __name__ , int ( te - ts ) ) , args , kwargs ) else : print ( ( '%r %d sec(s)' % ( fn . __...
def osPaste ( self ) : """Triggers the OS " paste " keyboard shortcut"""
from . InputEmulation import Keyboard k = Keyboard ( ) k . keyDown ( "{CTRL}" ) k . type ( "v" ) k . keyUp ( "{CTRL}" )
def compare_filesystems ( fs0 , fs1 , concurrent = False ) : """Compares the two given filesystems . fs0 and fs1 are two mounted GuestFS instances containing the two disks to be compared . If the concurrent flag is True , two processes will be used speeding up the comparison on multiple CPUs . Returns a d...
if concurrent : future0 = concurrent_hash_filesystem ( fs0 ) future1 = concurrent_hash_filesystem ( fs1 ) files0 = future0 . result ( ) files1 = future1 . result ( ) else : files0 = hash_filesystem ( fs0 ) files1 = hash_filesystem ( fs1 ) return file_comparison ( files0 , files1 )
def QA_util_get_pre_trade_date ( cursor_date , n = 1 ) : """得到前 n 个交易日 ( 不包含当前交易日 ) : param date : : param n :"""
cursor_date = QA_util_format_date2str ( cursor_date ) if cursor_date in trade_date_sse : return QA_util_date_gap ( cursor_date , n , "lt" ) real_aft_trade_date = QA_util_get_real_date ( cursor_date ) return QA_util_date_gap ( real_aft_trade_date , n , "lt" )
def DiscriminatorLayerLoss ( ) : '''Calculate the discriminator layer loss'''
data = mx . sym . Variable ( 'data' ) label = mx . sym . Variable ( 'label' ) data = mx . sym . Flatten ( data ) label = mx . sym . Flatten ( label ) label = mx . sym . BlockGrad ( label ) zeros = mx . sym . zeros_like ( data ) output = - GaussianLogDensity ( label , data , zeros ) dloss = mx . symbol . MakeLoss ( mx ....
def _call_method_from_namespace ( obj , method_name , namespace ) : """Call the method , retrieved from obj , with the correct arguments via the namespace Args : obj : any kind of object method _ name : method to be called namespace : an argparse . Namespace object containing parsed command line argumen...
method = getattr ( obj , method_name ) method_parser = method . parser arg_names = _get_args_name_from_parser ( method_parser ) if method_name == "__init__" : return _call ( obj , arg_names , namespace ) return _call ( method , arg_names , namespace )
def _load ( self , scale = 0.001 ) : """Load the Landsat OLI relative spectral responses"""
with open_workbook ( self . path ) as wb_ : for sheet in wb_ . sheets ( ) : if sheet . name in [ 'Plot of AllBands' , ] : continue ch_name = OLI_BAND_NAMES . get ( sheet . name . strip ( ) ) if ch_name != self . bandname : continue wvl = sheet . col_values ( 0...
def clean_unique_fields ( self ) : """Ensure ' unique fields ' are unique among entered data ."""
if not self . unique_fields : return keys = set ( ) duplicates = [ ] for form in self . forms : key = tuple ( form . cleaned_data [ field ] for field in self . unique_fields ) if key in keys : duplicates . append ( "," . join ( key ) ) else : keys . add ( key ) if duplicates : raise ...
def facetintervalrecordlookupone ( table , key , start , stop , include_stop = False , strict = True ) : """As : func : ` petl . transform . intervals . facetintervallookupone ` but return records ."""
trees = facetrecordtrees ( table , key , start = start , stop = stop ) out = dict ( ) for k in trees : out [ k ] = IntervalTreeLookupOne ( trees [ k ] , include_stop = include_stop , strict = strict ) return out
def init ( self ) : """Init the connection to the RESTful server ."""
if not self . export_enable : return None # Build the RESTful URL where the stats will be posted url = '{}://{}:{}{}' . format ( self . protocol , self . host , self . port , self . path ) logger . info ( "Stats will be exported to the RESTful endpoint {}" . format ( url ) ) return url
def camel2snake ( name : str ) -> str : "Change ` name ` from camel to snake style ."
s1 = re . sub ( _camel_re1 , r'\1_\2' , name ) return re . sub ( _camel_re2 , r'\1_\2' , s1 ) . lower ( )
def update ( self , style_sheet = values . unset ) : """Update the StyleSheetInstance : param dict style _ sheet : The JSON string that describes the style sheet object : returns : Updated StyleSheetInstance : rtype : twilio . rest . autopilot . v1 . assistant . style _ sheet . StyleSheetInstance"""
return self . _proxy . update ( style_sheet = style_sheet , )
def map ( self , callback ) : """Run a map over each of the item . : param callback : The map function : type callback : callable : rtype : Collection"""
return self . __class__ ( list ( map ( callback , self . items ) ) )
def feed ( self , data ) : """Handler for incoming data . ( Called by TelnetServer . )"""
assert isinstance ( data , binary_type ) self . parser . feed ( data ) # Render again . self . cli . _redraw ( ) # When a return value has been set ( enter was pressed ) , handle command . if self . cli . is_returning : try : return_value = self . cli . return_value ( ) except ( EOFError , KeyboardInter...
def effect_ratio ( self , mechanism , purview ) : """The effect ratio of the ` ` purview ` ` given ` ` mechanism ` ` ."""
return self . _ratio ( Direction . EFFECT , mechanism , purview )
def autoactivate ( client , endpoint_id , if_expires_in = None ) : """Attempts to auto - activate the given endpoint with the given client If auto - activation fails , parses the returned activation requirements to determine which methods of activation are supported , then tells the user to use ' globus endpo...
kwargs = { } if if_expires_in is not None : kwargs [ "if_expires_in" ] = if_expires_in res = client . endpoint_autoactivate ( endpoint_id , ** kwargs ) if res [ "code" ] == "AutoActivationFailed" : message = ( "The endpoint could not be auto-activated and must be " "activated before it can be used.\n\n" + activ...
def config ( env = DEFAULT_ENV , default = None , ** overrides ) : """Returns configured REDIS dictionary from REDIS _ URL ."""
config = { } s = os . environ . get ( env , default ) if s : config = parse ( s ) overrides = dict ( [ ( k . upper ( ) , v ) for k , v in overrides . items ( ) ] ) config . update ( overrides ) return config
def stop_log_child ( self ) : '''Stop the logging child process .'''
if self . log_fd : os . close ( self . log_fd ) self . log_fd = None if self . log_child : try : self . debug ( 'children' , 'stopping log child with pid {0}' . format ( self . log_child ) ) os . kill ( self . log_child , signal . SIGTERM ) os . waitpid ( self . log_child , 0 ) e...
def commit ( self , session ) : """Commit phase for session . : param session : sqlalchemy session"""
sp_key , sp_hkey = self . _keygen ( session ) with self . r . pipeline ( transaction = False ) as p : p . srem ( sp_key , session . meepo_unique_id ) p . expire ( sp_hkey , 60 * 60 ) p . execute ( )
def write_chunks ( self , data , start , step , count ) -> None : '''Split data to count equal parts . Write the chunks using offsets calculated from start , step and stop . Args : data ( bytes ) : The data . start ( int ) : First offset . step ( int ) : Offset increment . count ( int ) : The number of ...
self . mglo . write_chunks ( data , start , step , count )
def default_index ( func ) : """Decorator assuring the wrapped method may only run if we are the default repository index . This is as we rely on git commands that operate on that index only ."""
@ wraps ( func ) def check_default_index ( self , * args , ** kwargs ) : if self . _file_path != self . _index_path ( ) : raise AssertionError ( "Cannot call %r on indices that do not represent the default git index" % func . __name__ ) return func ( self , * args , ** kwargs ) # END wrapper method retu...
def _storage_list_keys ( bucket , pattern ) : """List all storage keys in a specified bucket that match a pattern ."""
data = [ { 'Name' : item . metadata . name , 'Type' : item . metadata . content_type , 'Size' : item . metadata . size , 'Updated' : item . metadata . updated_on } for item in _storage_get_keys ( bucket , pattern ) ] return datalab . utils . commands . render_dictionary ( data , [ 'Name' , 'Type' , 'Size' , 'Updated' ]...
def getstate ( self ) : """Returns RUNNING , - 1 COMPLETE , 0 or EXECUTOR _ ERROR , 255"""
state = "RUNNING" exit_code = - 1 exitcode_file = os . path . join ( self . workdir , "exit_code" ) pid_file = os . path . join ( self . workdir , "pid" ) if os . path . exists ( exitcode_file ) : with open ( exitcode_file ) as f : exit_code = int ( f . read ( ) ) elif os . path . exists ( pid_file ) : ...
def _handle_splits ( _str ) : """Check if incoming date has a ' - " or ' / ' , if so do stuff ."""
_str = _str . replace ( '/' , '-' ) _tmp_dict = { } if '-' in _str : start , stop = _str . split ( '-' ) if _check_number ( start ) : start = regex . sub ( r'[0-9]+\?*' , start , stop ) elif _check_number ( stop ) : stop = regex . sub ( r'[0-9]+\?*' , stop , start ) else : start = _str ...
def save_parameters ( self , path , grad_only = False ) : """Save all parameters into a file with the specified format . Currently hdf5 and protobuf formats are supported . Args : path : path or file object grad _ only ( bool , optional ) : Return parameters with ` need _ grad ` option as ` True ` ."""
params = self . get_parameters ( grad_only = grad_only ) nn . save_parameters ( path , params )
def run1 ( self ) : """Run one item ( a callback or an RPC wait _ any ) or sleep . Returns : True if something happened ; False if all queues are empty ."""
delay = self . run0 ( ) if delay is None : return False if delay > 0 : self . clock . sleep ( delay ) return True
def get_node ( self , node_id ) : """Returns the node object identified by " node _ id " ."""
try : node_object = self . nodes [ node_id ] except KeyError : raise NonexistentNodeError ( node_id ) return node_object
def absolute_links ( self ) -> _Links : """All found links on page , in absolute form ( ` learn more < https : / / www . navegabem . com / absolute - or - relative - links . html > ` _ ) ."""
def gen ( ) : for link in self . links : yield self . _make_absolute ( link ) return set ( gen ( ) )
def contour ( z , x = None , y = None , v = 5 , xlbl = None , ylbl = None , title = None , cfntsz = 10 , lfntsz = None , intrp = 'bicubic' , alpha = 0.5 , cmap = None , vmin = None , vmax = None , fgsz = None , fgnm = None , fig = None , ax = None ) : """Contour plot of a 2D surface . If a figure object is specifie...
figp = fig if fig is None : fig = plt . figure ( num = fgnm , figsize = fgsz ) fig . clf ( ) ax = fig . gca ( ) elif ax is None : ax = fig . gca ( ) if cmap is None : cmap = cm . coolwarm if x is None : x = np . arange ( z . shape [ 1 ] ) else : x = np . array ( x ) if y is None : y = np...
def sbi_ids ( self ) -> List [ str ] : """Get the list of SBI Ids . Returns : list , list of SBI ids associated with this subarray ."""
return ast . literal_eval ( DB . get_hash_value ( self . _key , 'sbi_ids' ) )
def _create_setter ( self , func , * targets ) : """Returns a function wrapping the supplied function . The returned wrapper can be used as the setter in a property definition . Raises a RuntimeError if the signature of the supplied function is not compatible with the setter - concept ( exactly one argument exc...
if not func : return None func = self . _get_callable ( func , * targets ) if not self . _function_has_n_args ( func , 1 ) : raise RuntimeError ( 'The function \'{}\' does not look like a setter function. A valid setter ' 'function has exactly one argument without a default. The self-argument of ' 'methods does...
def create ( self ) : """Update with current tools for each branch at the version chosen"""
self . add_handlers ( { '^Q' : self . quit } ) self . add ( npyscreen . TitleText , name = 'Select which tools to add from each branch selected:' , editable = False ) self . add ( npyscreen . Textfield , value = 'NOTE tools you have already installed will be ignored' , color = 'STANDOUT' , editable = False ) i = 6 for ...
def clean_sample_data ( samples ) : """Clean unnecessary information from sample data , reducing size for message passing ."""
out = [ ] for data in ( utils . to_single_data ( x ) for x in samples ) : if "dirs" in data : data [ "dirs" ] = { "work" : data [ "dirs" ] [ "work" ] , "galaxy" : data [ "dirs" ] [ "galaxy" ] , "fastq" : data [ "dirs" ] . get ( "fastq" ) } data [ "config" ] = { "algorithm" : data [ "config" ] [ "algorit...
def register_view ( self , view ) : """Called when the view was registered"""
super ( StateMachineTreeController , self ) . register_view ( view ) self . view . connect ( 'button_press_event' , self . mouse_click ) self . view_is_registered = True self . update ( with_expand = True )
def update ( cls , id , params ) : """Update an existing vlan ."""
cls . echo ( 'Updating your vlan.' ) result = cls . call ( 'hosting.vlan.update' , cls . usable_id ( id ) , params ) return result
def logs_blocks_sanity_check ( from_block : BlockSpecification , to_block : BlockSpecification ) -> None : """Checks that the from / to blocks passed onto log calls contain only appropriate types"""
is_valid_from = isinstance ( from_block , int ) or isinstance ( from_block , str ) assert is_valid_from , 'event log from block can be integer or latest,pending, earliest' is_valid_to = isinstance ( to_block , int ) or isinstance ( to_block , str ) assert is_valid_to , 'event log to block can be integer or latest,pendi...
def matches ( self , spec ) : """Whether the spec applies to this object . Args : spec : A function , spec or type to check for a match * A ' type [ [ . group ] . label ] ' string which is compared against the type , group and label of this object * A function which is given the object and returns a boo...
if callable ( spec ) and not isinstance ( spec , type ) : return spec ( self ) elif isinstance ( spec , type ) : return isinstance ( self , spec ) specification = ( self . __class__ . __name__ , self . group , self . label ) split_spec = tuple ( spec . split ( '.' ) ) if not isinstance ( spec , tuple ) else spe...
def postpro_standardize ( data , report = None ) : """Standardizes everything in data ( along axis - 1 ) . If report variable is passed , this is added to the report ."""
if not report : report = { } # First make dim 1 = time . data = np . transpose ( data , [ 2 , 0 , 1 ] ) standardized_data = ( data - data . mean ( axis = 0 ) ) / data . std ( axis = 0 ) standardized_data = np . transpose ( standardized_data , [ 1 , 2 , 0 ] ) report [ 'standardize' ] = { } report [ 'standardize' ] [...
def halt ( self ) : """halt : None - > None Stop the event , and remove the FD from the loop handler"""
if self . _callback : self . _running . clear ( ) self . _ioloop . remove_handler ( self . serial . fd ) if self . _frame_future is not None : self . _frame_future . set_result ( None ) self . _frame_future = None
def get_developer_certificate ( self , developer_certificate_id , authorization , ** kwargs ) : # noqa : E501 """Fetch an existing developer certificate to connect to the bootstrap server . # noqa : E501 This REST API is intended to be used by customers to fetch an existing developer certificate ( a certificate t...
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'asynchronous' ) : return self . get_developer_certificate_with_http_info ( developer_certificate_id , authorization , ** kwargs ) # noqa : E501 else : ( data ) = self . get_developer_certificate_with_http_info ( developer_certificate_id , authori...
def zip ( self , destination : typing . Union [ str , Path ] = None , encode : bool = True ) -> str : """Write mission , dictionary etc . to a MIZ file Args : destination : target MIZ file ( if none , defaults to source MIZ + " _ EMIZ " Returns : destination file"""
if encode : self . _encode ( ) if destination is None : destination_path = self . miz_path . parent . joinpath ( f'{self.miz_path.stem}_EMIZ.miz' ) else : destination_path = elib . path . ensure_file ( destination , must_exist = False ) LOGGER . debug ( 'zipping mission to: %s' , destination_path ) destinat...
def _GenerateLibraryPath ( self , tvFile , libraryDir ) : """Creates a full path for TV file in TV library . This initially attempts to directly match a show directory in the database , if this fails it searches the library directory for the best match . The user can then select an existing match or can propo...
goodlogging . Log . Info ( "RENAMER" , "Looking up library directory in database for show: {0}" . format ( tvFile . showInfo . showName ) ) goodlogging . Log . IncreaseIndent ( ) showID , showName , showDir = self . _db . SearchTVLibrary ( showName = tvFile . showInfo . showName ) [ 0 ] if showDir is None : goodlog...
def add_registration ( self , username , first_name , last_name , email , password = "" ) : """Add a registration request for the user . : rtype : RegisterUser"""
register_user = self . appbuilder . sm . add_register_user ( username , first_name , last_name , email , password ) if register_user : if self . send_email ( register_user ) : flash ( as_unicode ( self . message ) , "info" ) return register_user else : flash ( as_unicode ( self . error_m...
def add_child_repository ( self , repository_id , child_id ) : """Adds a child to a repository . arg : repository _ id ( osid . id . Id ) : the ` ` Id ` ` of a repository arg : child _ id ( osid . id . Id ) : the ` ` Id ` ` of the new child raise : AlreadyExists - ` ` repository _ id ` ` is already a parent o...
# Implemented from template for # osid . resource . BinHierarchyDesignSession . add _ child _ bin _ template if self . _catalog_session is not None : return self . _catalog_session . add_child_catalog ( catalog_id = repository_id , child_id = child_id ) return self . _hierarchy_session . add_child ( id_ = repositor...
def remove_usb_controller ( self , name ) : """Removes a USB controller from the machine . in name of type str raises : class : ` VBoxErrorObjectNotFound ` A USB controller with given type doesn ' t exist ."""
if not isinstance ( name , basestring ) : raise TypeError ( "name can only be an instance of type basestring" ) self . _call ( "removeUSBController" , in_p = [ name ] )
def update ( self , other ) : """Augment this SimLibrary with the information from another SimLibrary : param other : The other SimLibrary"""
self . procedures . update ( other . procedures ) self . non_returning . update ( other . non_returning ) self . prototypes . update ( other . prototypes ) self . default_ccs . update ( other . default_ccs )
def _assemble_modification ( self , stmt ) : """Example : p ( HGNC : MAP2K1 ) = > p ( HGNC : MAPK1 , pmod ( Ph , Thr , 185 ) )"""
sub_agent = deepcopy ( stmt . sub ) sub_agent . mods . append ( stmt . _get_mod_condition ( ) ) activates = isinstance ( stmt , AddModification ) relation = get_causal_edge ( stmt , activates ) self . _add_nodes_edges ( stmt . enz , sub_agent , relation , stmt . evidence )
def get_sort_indicator ( self , field ) : """Returns a sort class for the active sort only . That is , if field is not sort _ field , then nothing will be returned becaues the sort is not active ."""
indicator = '' if field == self . sort_field : indicator = 'sort-asc' if self . sort_order == '-' : indicator = 'sort-desc' return indicator
def _update_mappings ( self ) : """Update the mappings for the current index ."""
headers = { 'Content-Type' : 'application/json' , 'DB-Method' : 'PUT' } url = '/v2/exchange/db/{}/{}/_mappings' . format ( self . domain , self . data_type ) r = self . tcex . session . post ( url , json = self . mapping , headers = headers ) self . tcex . log . debug ( 'update mapping. status_code: {}, response: "{}"....
def fill_cache ( self ) : """Fill the cache with new data from the sensor ."""
_LOGGER . debug ( 'Filling cache with new sensor data.' ) try : self . firmware_version ( ) except BluetoothBackendException : # If a sensor doesn ' t work , wait 5 minutes before retrying self . _last_read = datetime . now ( ) - self . _cache_timeout + timedelta ( seconds = 300 ) raise with self . _bt_inte...
def set_output ( self , state ) : """Sets whether the function generator is outputting a voltage ."""
if state : self . instr . write ( 'OUTP ON' ) else : self . instr . write ( 'OUTP OFF' )
def upload_token ( self , bucket , key = None , expires = 3600 , policy = None , strict_policy = True ) : """生成上传凭证 Args : bucket : 上传的空间名 key : 上传的文件名 , 默认为空 expires : 上传凭证的过期时间 , 默认为3600s policy : 上传策略 , 默认为空 Returns : 上传凭证"""
if bucket is None or bucket == '' : raise ValueError ( 'invalid bucket name' ) scope = bucket if key is not None : scope = '{0}:{1}' . format ( bucket , key ) args = dict ( scope = scope , deadline = int ( time . time ( ) ) + expires , ) if policy is not None : self . __copy_policy ( policy , args , strict_...
def initpkg ( pkgname , exportdefs , attr = None , eager = False ) : """initialize given package from the export definitions ."""
attr = attr or { } oldmod = sys . modules . get ( pkgname ) d = { } f = getattr ( oldmod , '__file__' , None ) if f : f = _py_abspath ( f ) d [ '__file__' ] = f if hasattr ( oldmod , '__version__' ) : d [ '__version__' ] = oldmod . __version__ if hasattr ( oldmod , '__loader__' ) : d [ '__loader__' ] = oldm...
def xmoe_dense_4k ( ) : """Series of architectural experiments on cheap language models . For all of these architectures , we run on languagemodel _ lm1b8k _ packed for 32000 steps . All log - perplexities are per - token - multiply by 1.298 for per - word Results : model params ( M ) einsum alltoall mxu ...
hparams = mtf_transformer . mtf_transformer_base_lm ( ) hparams . attention_dropout = 0.0 hparams . relu_dropout = 0.0 hparams . layer_prepostprocess_dropout = 0.0 # The following hparams are constant across all these experiments . hparams . batch_size = 128 hparams . d_model = 512 hparams . d_kv = 128 hparams . num_he...
def enable_cache ( self ) : """Enable client - side caching for the current request"""
self . set_header ( 'Cache-Control' , 'max-age=%d, public' % self . CACHE_TIME ) now = datetime . datetime . now ( ) expires = now + datetime . timedelta ( seconds = self . CACHE_TIME ) self . set_header ( 'Expires' , expires . strftime ( '%a, %d %b %Y %H:%M:%S' ) ) self . set_header ( 'access-control-max-age' , self ....
def run ( args ) : """Args : args ( argparse . Namespace )"""
with warnings . catch_warnings ( ) : warnings . simplefilter ( 'ignore' ) for line in args . input_file : extractions = email_extractor . extract ( line ) for e in extractions : print ( e . value )
def build_row ( self , line ) : """Line describes an image or images to show Returns a dict with a list of dicts of image names or text items Examples : # A single image to display > > > x . build _ row ( ' foo . png ' ) [ { ' image ' : ' foo . png ' } ] # Two images with text in between : > > > x . b...
items = [ ] row = dict ( items = items ) fields = line . split ( ' ' ) image_exts = [ '.png' , '.jpg' ] # nothing there , carry on if not fields : return row for field in fields : ext = os . path . splitext ( field ) [ - 1 ] if ext . lower ( ) in image_exts : items . append ( dict ( image = field ) ...
def main_target_sources ( self , sources , main_target_name , no_renaming = 0 ) : """Return the list of sources to use , if main target rule is invoked with ' sources ' . If there are any objects in ' sources ' , they are treated as main target instances , and the name of such targets are adjusted to be ' < n...
assert is_iterable_typed ( sources , basestring ) assert isinstance ( main_target_name , basestring ) assert isinstance ( no_renaming , ( int , bool ) ) result = [ ] for t in sources : t = b2 . util . jam_to_value_maybe ( t ) if isinstance ( t , AbstractTarget ) : name = t . name ( ) if not no_r...
def plot_mmm ( self , data , lower = None , upper = None , ** kwargs ) : """Plot a ` Series ` as a line , with a shaded region around it . The ` ` data ` ` ` Series ` is drawn , while the ` ` lower ` ` and ` ` upper ` ` ` Series ` are plotted lightly below and above , with a fill between them and the ` ` data...
alpha = kwargs . pop ( 'alpha' , .1 ) # plot mean line , = self . plot ( data , ** kwargs ) out = [ line ] # modify keywords for shading kwargs . update ( { 'label' : '' , 'linewidth' : line . get_linewidth ( ) / 2 , 'color' : line . get_color ( ) , 'alpha' : alpha * 2 , } ) # plot lower and upper Series fill = [ data ...
def version_ok ( self , version ) : """Is ' version ' sufficiently up - to - date ?"""
return self . attribute is None or self . format is None or str ( version ) != "unknown" and version >= self . requested_version
def dict_find_other_sameval_keys ( dict_ , key ) : """Example : > > > # DISABLE _ DOCTEST > > > from utool . util _ dict import * # NOQA > > > dict _ = { ' default ' : 1 , ' hierarchical ' : 5 , ' linear ' : 0 , ' kdtree ' : 1, . . . ' composite ' : 3 , ' autotuned ' : 255 , ' saved ' : 254 , ' kmeans ' : 2...
value = dict_ [ key ] found_dict = dict_find_keys ( dict_ , [ value ] ) other_keys = found_dict [ value ] other_keys . remove ( key ) return other_keys
def Write ( self , Text ) : """Writes data to stream . : Parameters : Text : unicode Data to send ."""
self . Application . _Alter ( 'WRITE' , '%s %s' % ( self . Handle , tounicode ( Text ) ) )
def init ( self , key_value_pairs ) : """Initialize datastore . Only sets values for keys that are not in the datastore already . : param dict key _ value _ pairs : A set of key value pairs to use to initialize the datastore ."""
for k , v in key_value_pairs . items ( ) : if k not in DatastoreLegacy . store [ self . domain ] : DatastoreLegacy . store [ self . domain ] [ k ] = v
def download ( self , path = '' , name = None , overwrite = False , size = None ) : """Download the image . : param path : The image will be downloaded to the folder specified at path , if path is None ( default ) then the current working directory will be used . : param name : The name the image will be st...
def save_as ( filename ) : local_path = os . path . join ( path , filename ) if os . path . exists ( local_path ) and not overwrite : raise Exception ( "Trying to save as {0}, but file " "already exists." . format ( local_path ) ) with open ( local_path , 'wb' ) as out_file : out_file . writ...
def upgrade ( ) : """Upgrade database ."""
op . create_table ( 'collection' , sa . Column ( 'id' , sa . Integer ( ) , nullable = False ) , sa . Column ( 'name' , sa . String ( length = 255 ) , nullable = False ) , sa . Column ( 'dbquery' , sa . Text ( ) , nullable = True ) , sa . Column ( 'rgt' , sa . Integer ( ) , nullable = False ) , sa . Column ( 'lft' , sa ...
def get_study_items ( self ) : """Get all study items ( e . g . , geneids ) ."""
study_items = set ( ) for rec in self . goea_results : study_items |= rec . study_items return study_items
def annualize_return ( self ) : """年化收益 Returns : [ type ] - - [ description ]"""
return round ( float ( self . calc_annualize_return ( self . assets , self . time_gap ) ) , 2 )
def _evaluate_standard ( op , op_str , a , b , ** eval_kwargs ) : """standard evaluation"""
if _TEST_MODE : _store_test_result ( False ) with np . errstate ( all = 'ignore' ) : return op ( a , b )
def put ( self , request ) : """Update a single profile for a given video . Example request data : ' edx _ video _ id ' : ' 1234' ' profile ' : ' hls ' , ' encode _ data ' : { ' url ' : ' foo . com / qwe . m3u8' ' file _ size ' : 34 ' bitrate ' : 12"""
edx_video_id = request . data [ 'edx_video_id' ] profile = request . data [ 'profile' ] encode_data = request . data [ 'encode_data' ] video = Video . objects . get ( edx_video_id = edx_video_id ) profile = Profile . objects . get ( profile_name = profile ) # Delete existing similar profile if its present and # create ...
def docsfor ( self , rel ) : # pragma : nocover '''Obtains the documentation for a link relation . Opens in a webbrowser window'''
prefix , _rel = rel . split ( ':' ) if prefix in self . curies : doc_url = uritemplate . expand ( self . curies [ prefix ] , { 'rel' : _rel } ) else : doc_url = rel print ( 'opening' , doc_url ) webbrowser . open ( doc_url )
def auth_publickey ( self , username , key , event = None ) : """Authenticate to the server using a private key . The key is used to sign data from the server , so it must include the private part . If an ` ` event ` ` is passed in , this method will return immediately , and the event will be triggered once a...
if ( not self . active ) or ( not self . initial_kex_done ) : # we should never try to authenticate unless we ' re on a secure link raise SSHException ( "No existing session" ) if event is None : my_event = threading . Event ( ) else : my_event = event self . auth_handler = AuthHandler ( self ) self . auth_...
def Bipartite ( graph , resolution_parameter_01 , resolution_parameter_0 = 0 , resolution_parameter_1 = 0 , degree_as_node_size = False , types = 'type' , ** kwargs ) : """Create three layers for bipartite partitions . This creates three layers for bipartite partition necessary for detecting communities in bipa...
if types is not None : if isinstance ( types , str ) : types = graph . vs [ types ] else : # Make sure it is a list types = list ( types ) if set ( types ) != set ( [ 0 , 1 ] ) : new_type = _ig . UniqueIdGenerator ( ) types = [ new_type [ t ] for t in types ] if set ( types ) != set ( [ ...
def sapm ( self , effective_irradiance , temp_cell , ** kwargs ) : """Use the : py : func : ` sapm ` function , the input parameters , and ` ` self . module _ parameters ` ` to calculate Voc , Isc , Ix , Ixx , Vmp / Imp . Parameters poa _ direct : Series The direct irradiance incident upon the module ( W ...
return sapm ( effective_irradiance , temp_cell , self . module_parameters )
def list_market_profit_and_loss ( self , market_ids , include_settled_bets = False , include_bsp_bets = None , net_of_commission = None ) : """Retrieve profit and loss for a given list of markets . : param list market _ ids : List of markets to calculate profit and loss : param bool include _ settled _ bets : O...
return self . make_api_request ( 'Sports' , 'listMarketProfitAndLoss' , utils . get_kwargs ( locals ( ) ) , model = models . MarketProfitAndLoss , )
def x_y_by_col_lbl_inplace ( df , y_col_lbl ) : """Breaks the given dataframe into an X frame and a y series by the given column name . The original frame is returned , without the y series column , as the X frame , so no new dataframes are created . Parameters df : pandas . DataFrame The dataframe to s...
y = df [ y_col_lbl ] df . drop ( labels = y_col_lbl , axis = 1 , inplace = True , ) return df , y
def from_bma_history ( cls : Type [ TransactionType ] , currency : str , tx_data : Dict ) -> TransactionType : """Get the transaction instance from json : param currency : the currency of the tx : param tx _ data : json data of the transaction : return :"""
tx_data = tx_data . copy ( ) tx_data [ "currency" ] = currency for data_list in ( 'issuers' , 'outputs' , 'inputs' , 'unlocks' , 'signatures' ) : tx_data [ 'multiline_{0}' . format ( data_list ) ] = '\n' . join ( tx_data [ data_list ] ) if tx_data [ "version" ] >= 3 : signed_raw = """Version: {version} Type: Tr...
def VCInstallDir ( self ) : """Microsoft Visual C + + directory ."""
self . VSInstallDir guess_vc = self . _guess_vc ( ) or self . _guess_vc_legacy ( ) # Try to get " VC + + for Python " path from registry as default path reg_path = os . path . join ( self . ri . vc_for_python , '%0.1f' % self . vc_ver ) python_vc = self . ri . lookup ( reg_path , 'installdir' ) default_vc = os . path ....
def copy ( self , nominal = None , uncertainties = None ) : """Returns a deep copy of the number instance . When * nominal * or * uncertainties * are set , they overwrite the fields of the copied instance ."""
if nominal is None : nominal = self . nominal if uncertainties is None : uncertainties = self . uncertainties return self . __class__ ( nominal , uncertainties = uncertainties )
def append ( self , element ) : '''Append a PileupElement to this Pileup . If an identical PileupElement is already part of this Pileup , do nothing .'''
assert element . locus == self . locus , ( "Element locus (%s) != Pileup locus (%s)" % ( element . locus , self . locus ) ) self . elements [ element ] = None
def connect ( self ) : """Create new connection unless we already have one ."""
if not getattr ( self . _local , 'conn' , None ) : try : server = self . _servers . get ( ) logger . debug ( 'Connecting to %s' , server ) self . _local . conn = ClientTransport ( server , self . _framed_transport , self . _timeout , self . _recycle ) except ( Thrift . TException , socke...
def _get_path_to_jar ( cls , coursier_cache_path , pants_jar_path_base , jar_path ) : """Create the path to the jar that will live in . pants . d : param coursier _ cache _ path : coursier cache location : param pants _ jar _ path _ base : location under pants workdir to store the hardlink to the coursier cache...
if os . path . abspath ( coursier_cache_path ) not in os . path . abspath ( jar_path ) : # Appending the string ' absolute ' to the jar _ path and joining that is a hack to work around # python ' s os . path . join behavior of throwing away all components that come before an # absolute path . See https : / / docs . pyt...