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def TaubinSVD ( XY ) : """algebraic circle fit input : list [ [ x _ 1 , y _ 1 ] , [ x _ 2 , y _ 2 ] , . . . . ] output : a , b , r . a and b are the center of the fitting circle , and r is the radius Algebraic circle fit by Taubin G . Taubin , " Estimation Of Planar Curves , Surfaces And Nonplanar Space C...
XY = numpy . array ( XY ) X = XY [ : , 0 ] - numpy . mean ( XY [ : , 0 ] ) # norming points by x avg Y = XY [ : , 1 ] - numpy . mean ( XY [ : , 1 ] ) # norming points by y avg centroid = [ numpy . mean ( XY [ : , 0 ] ) , numpy . mean ( XY [ : , 1 ] ) ] Z = X * X + Y * Y Zmean = numpy . mean ( Z ) Z0 = old_div ( ( Z - Z...
def get_current_and_head_revision ( database_url : str , alembic_config_filename : str , alembic_base_dir : str = None , version_table : str = DEFAULT_ALEMBIC_VERSION_TABLE ) -> Tuple [ str , str ] : """Returns a tuple of ` ` ( current _ revision , head _ revision ) ` ` ; see : func : ` get _ current _ revision `...
# Where we are head_revision = get_head_revision_from_alembic ( alembic_config_filename = alembic_config_filename , alembic_base_dir = alembic_base_dir , version_table = version_table ) log . info ( "Intended database version: {}" , head_revision ) # Where we want to be current_revision = get_current_revision ( databas...
def list_installed_genomes ( genome_dir = None ) : """List all available genomes . Parameters genome _ dir : str Directory with installed genomes . Returns list with genome names"""
if not genome_dir : genome_dir = config . get ( "genome_dir" , None ) if not genome_dir : raise norns . exceptions . ConfigError ( "Please provide or configure a genome_dir" ) return [ f for f in os . listdir ( genome_dir ) if _is_genome_dir ( genome_dir + "/" + f ) ]
def _RepackTemplates ( self ) : """Repack templates with a dummy config ."""
dummy_config = os . path . join ( args . grr_src , "grr/test/grr_response_test/test_data/dummyconfig.yaml" ) if args . build_32 : template_i386 = glob . glob ( os . path . join ( args . output_dir , "*_i386*.zip" ) ) . pop ( ) template_amd64 = glob . glob ( os . path . join ( args . output_dir , "*_amd64*.zip" ) ) ...
def visit_FunctionDef ( self , node ) : """Determine this function definition can be inlined ."""
if ( len ( node . body ) == 1 and isinstance ( node . body [ 0 ] , ( ast . Call , ast . Return ) ) ) : ids = self . gather ( Identifiers , node . body [ 0 ] ) # FIXME : It mark " not inlinable " def foo ( foo ) : return foo if node . name not in ids : self . result [ node . name ] = copy . deepcopy ...
def duplicated ( values , keep = 'first' ) : """Return boolean ndarray denoting duplicate values . . . versionadded : : 0.19.0 Parameters values : ndarray - like Array over which to check for duplicate values . keep : { ' first ' , ' last ' , False } , default ' first ' - ` ` first ` ` : Mark duplicates...
values , dtype , ndtype = _ensure_data ( values ) f = getattr ( htable , "duplicated_{dtype}" . format ( dtype = ndtype ) ) return f ( values , keep = keep )
def _context_defaults ( self , context , conf ) : """Apply any defaults and role _ defaults from the current config . The config might be at the task level or the global ( top ) level . The order is such that a role _ defaults value will be applied before a normal defaults value so if present , the role _ def...
if hasattr ( self , '_legion' ) : roles = self . _legion . get_roles ( ) else : roles = self . get_roles ( ) if conf and roles and 'role_defaults' in conf and isinstance ( conf [ 'role_defaults' ] , dict ) : for role in conf [ 'role_defaults' ] : if role in roles : for tag , val in conf ...
def init_config ( policy_config ) : """Get policy lambda execution configuration . cli parameters are serialized into the policy lambda config , we merge those with any policy specific execution options . - - assume role and - s output directory get special handling , as to disambiguate any cli context . ...
global account_id exec_options = policy_config . get ( 'execution-options' , { } ) # Remove some configuration options that don ' t make sense to translate from # cli to lambda automatically . # - assume role on cli doesn ' t translate , it is the default lambda role and # used to provision the lambda . # - profile doe...
def build ( pattern = None , path = '.' ) : """Generates a static copy of the sources"""
path = abspath ( path ) c = Clay ( path ) c . build ( pattern )
def upload ( self , filename , number_of_hosts ) : """Upload the given file to the specified number of hosts . : param filename : The filename of the file to upload . : type filename : str : param number _ of _ hosts : The number of hosts to connect to . : type number _ of _ hosts : int : returns : A list...
return self . multiupload ( filename , self . random_hosts ( number_of_hosts ) )
def run_blot ( imageObjectList , output_wcs , paramDict , wcsmap = wcs_functions . WCSMap ) : """run _ blot ( imageObjectList , output _ wcs , paramDict , wcsmap = wcs _ functions . WCSMap ) Perform the blot operation on the list of images ."""
# Insure that input imageObject is a list if not isinstance ( imageObjectList , list ) : imageObjectList = [ imageObjectList ] # Setup the versions info dictionary for output to PRIMARY header # The keys will be used as the name reported in the header , as - is _versions = { 'AstroDrizzle' : __version__ , 'PyFITS' ...
def add_function ( self , function_id = None , function = None , inputs = None , outputs = None , input_domain = None , weight = None , inp_weight = None , out_weight = None , description = None , filters = None , await_domain = None , await_result = None , ** kwargs ) : """Add a single function node to dispatcher ...
from . utils . blue import _init function = _init ( function ) if inputs is None : # Set a dummy input . if START not in self . nodes : self . add_data ( START ) inputs = [ START ] # Update inputs . if outputs is None : # Set a dummy output . if SINK not in self . nodes : self . add_data ( S...
def flush_ct_inventory ( self ) : """internal method used only if ct _ inventory is enabled"""
if hasattr ( self , '_ct_inventory' ) : # skip self from update self . _ct_inventory = None self . update_view = False self . save ( )
def get_overridden_calculated_entry ( self ) : """Gets the calculated entry this entry overrides . return : ( osid . grading . GradeEntry ) - the calculated entry raise : IllegalState - ` ` overrides _ calculated _ entry ( ) ` ` is ` ` false ` ` raise : OperationFailed - unable to complete request * compl...
# Implemented from template for osid . resource . Resource . get _ avatar _ template if not bool ( self . _my_map [ 'overriddenCalculatedEntryId' ] ) : raise errors . IllegalState ( 'this GradeEntry has no overridden_calculated_entry' ) mgr = self . _get_provider_manager ( 'GRADING' ) if not mgr . supports_grade_en...
def changed ( self , name ) : """Returns true if the parameter with the specified name has its value changed by the * first * module procedure in the interface . : arg name : the name of the parameter to check changed status for ."""
if self . first : return self . first . changed ( name ) else : return False
def _check_valid_udunits ( self , ds , variable_name ) : '''Checks that the variable ' s units are contained in UDUnits : param netCDF4 . Dataset ds : An open netCDF dataset : param str variable _ name : Name of the variable to be checked'''
variable = ds . variables [ variable_name ] units = getattr ( variable , 'units' , None ) standard_name = getattr ( variable , 'standard_name' , None ) standard_name , standard_name_modifier = self . _split_standard_name ( standard_name ) std_name_units_dimensionless = cfutil . is_dimensionless_standard_name ( self . _...
def delete_grade ( self , grade_id ) : """Deletes a ` ` Grade ` ` . arg : grade _ id ( osid . id . Id ) : the ` ` Id ` ` of the ` ` Grade ` ` to remove raise : NotFound - ` ` grade _ id ` ` not found raise : NullArgument - ` ` grade _ id ` ` is ` ` null ` ` raise : OperationFailed - unable to complete req...
# Implemented from template for # osid . repository . AssetAdminSession . delete _ asset _ content _ template from dlkit . abstract_osid . id . primitives import Id as ABCId from . objects import Grade collection = JSONClientValidated ( 'grading' , collection = 'GradeSystem' , runtime = self . _runtime ) if not isinsta...
def main_pred_type ( self , value ) : """set main predicate combination type : param value : ( character ) One of ` ` equals ` ` ( ` ` = ` ` ) , ` ` and ` ` ( ` ` & ` ` ) , ` ` or ` ` ( ` ` | ` ` ) , ` ` lessThan ` ` ( ` ` < ` ` ) , ` ` lessThanOrEquals ` ` ( ` ` < = ` ` ) , ` ` greaterThan ` ` ( ` ` > ` ` ) , ...
if value not in operators : value = operator_lkup . get ( value ) if value : self . _main_pred_type = value self . payload [ 'predicate' ] [ 'type' ] = self . _main_pred_type else : raise Exception ( "main predicate combiner not a valid operator" )
def get_user ( self , username = "" , ext_collections = False , ext_galleries = False ) : """Get user profile information : param username : username to lookup profile of : param ext _ collections : Include collection folder info : param ext _ galleries : Include gallery folder info"""
if not username and self . standard_grant_type == "authorization_code" : response = self . _req ( '/user/whoami' ) u = User ( ) u . from_dict ( response ) else : if not username : raise DeviantartError ( "No username defined." ) else : response = self . _req ( '/user/profile/{}' . fo...
def vel_inlet_man_max ( sed_inputs = sed_dict ) : """Return the maximum velocity through the manifold . Parameters sed _ inputs : dict A dictionary of all of the constant inputs needed for sedimentation tank calculations can be found in sed . yaml Returns float Maximum velocity through the manifold . ...
vel_manifold_max = ( sed_inputs [ 'diffuser' ] [ 'vel_max' ] . to ( u . m / u . s ) . magnitude * sqrt ( 2 * ( ( 1 - ( sed_inputs [ 'manifold' ] [ 'ratio_Q_man_orifice' ] ) ** 2 ) ) / ( ( ( sed_inputs [ 'manifold' ] [ 'ratio_Q_man_orifice' ] ) ** 2 ) + 1 ) ) ) return vel_manifold_max
def action_object ( self , obj , ** kwargs ) : """Stream of most recent actions where obj is the action _ object . Keyword arguments will be passed to Action . objects . filter"""
check ( obj ) return obj . action_object_actions . public ( ** kwargs )
def near_to_position ( self , position , max_distance ) : '''Returns true iff the record is within max _ distance of the given position . Note : chromosome name not checked , so that ' s up to you to do first .'''
end = self . ref_end_pos ( ) return self . POS <= position <= end or abs ( position - self . POS ) <= max_distance or abs ( position - end ) <= max_distance
def column_width ( tokens ) : """Return a suitable column width to display one or more strings ."""
get_len = tools . display_len if PY3 else len lens = sorted ( map ( get_len , tokens or [ ] ) ) or [ 0 ] width = lens [ - 1 ] # adjust for disproportionately long strings if width >= 18 : most = lens [ int ( len ( lens ) * 0.9 ) ] if most < width + 6 : return most return width
def calc_et0_v1 ( self ) : """Calculate reference evapotranspiration after Turc - Wendling . Required control parameters : | NHRU | | KE | | KF | | HNN | Required input sequence : | Glob | Required flux sequence : | TKor | Calculated flux sequence : | ET0 | Basic equation : : math : ` ET0 ...
con = self . parameters . control . fastaccess inp = self . sequences . inputs . fastaccess flu = self . sequences . fluxes . fastaccess for k in range ( con . nhru ) : flu . et0 [ k ] = ( con . ke [ k ] * ( ( ( 8.64 * inp . glob + 93. * con . kf [ k ] ) * ( flu . tkor [ k ] + 22. ) ) / ( 165. * ( flu . tkor [ k ] ...
def backprop ( self , ** args ) : """Computes error and wed for back propagation of error ."""
retval = self . compute_error ( ** args ) if self . learning : self . compute_wed ( ) return retval
def finish ( self ) : """Wait for GL commands to to finish This creates a GLIR command for glFinish and then processes the GLIR commands . If the GLIR interpreter is remote ( e . g . WebGL ) , this function will return before GL has finished processing the commands ."""
if hasattr ( self , 'flush_commands' ) : context = self else : context = get_current_canvas ( ) . context context . glir . command ( 'FUNC' , 'glFinish' ) context . flush_commands ( )
def _write_metrics ( self , iteration : int , last_metrics : MetricsList , start_idx : int = 2 ) -> None : "Writes training metrics to Tensorboard ."
recorder = self . learn . recorder for i , name in enumerate ( recorder . names [ start_idx : ] ) : if last_metrics is None or len ( last_metrics ) < i + 1 : return scalar_value = last_metrics [ i ] self . _write_scalar ( name = name , scalar_value = scalar_value , iteration = iteration )
def splitlines ( self , keepends = False ) : """B . splitlines ( [ keepends ] ) - > list of lines Return a list of the lines in B , breaking at line boundaries . Line breaks are not included in the resulting list unless keepends is given and true ."""
# Py2 str . splitlines ( ) takes keepends as an optional parameter , # not as a keyword argument as in Python 3 bytes . parts = super ( newbytes , self ) . splitlines ( keepends ) return [ newbytes ( part ) for part in parts ]
def make_model ( num_layers : int = 6 , input_size : int = 512 , # Attention size hidden_size : int = 2048 , # FF layer size heads : int = 8 , dropout : float = 0.1 , return_all_layers : bool = False ) -> TransformerEncoder : """Helper : Construct a model from hyperparameters ."""
attn = MultiHeadedAttention ( heads , input_size , dropout ) ff = PositionwiseFeedForward ( input_size , hidden_size , dropout ) model = TransformerEncoder ( EncoderLayer ( input_size , attn , ff , dropout ) , num_layers , return_all_layers = return_all_layers ) # Initialize parameters with Glorot / fan _ avg . for p i...
def p_var_decl ( p ) : """var _ decl : DIM idlist typedef"""
for vardata in p [ 2 ] : SYMBOL_TABLE . declare_variable ( vardata [ 0 ] , vardata [ 1 ] , p [ 3 ] ) p [ 0 ] = None
def needle_msa ( reference , results , gap_open = - 15 , gap_extend = 0 , matrix = submat . DNA_SIMPLE ) : '''Create a multiple sequence alignment based on aligning every result sequence against the reference , then inserting gaps until every aligned reference is identical'''
gap = '-' # Convert alignments to list of strings alignments = [ ] for result in results : ref_dna , res_dna , score = needle ( reference , result , gap_open = gap_open , gap_extend = gap_extend , matrix = matrix ) alignments . append ( [ str ( ref_dna ) , str ( res_dna ) , score ] ) def insert_gap ( sequence ,...
def xche4_teff ( self , ifig = None , lims = [ 1. , 0. , 3.4 , 4.7 ] , label = None , colour = None , s2ms = True , dashes = None ) : """Plot effective temperature against central helium abundance . Parameters ifig : integer or string Figure label , if None the current figure is used The default value is No...
fsize = 18 params = { 'axes.labelsize' : fsize , # ' font . family ' : ' serif ' , 'font.family' : 'Times New Roman' , 'figure.facecolor' : 'white' , 'text.fontsize' : fsize , 'legend.fontsize' : fsize , 'xtick.labelsize' : fsize * 0.8 , 'ytick.labelsize' : fsize * 0.8 , 'text.usetex' : False } try : pl . rcParams ...
def confd_state_rest_listen_tcp_ip ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) confd_state = ET . SubElement ( config , "confd-state" , xmlns = "http://tail-f.com/yang/confd-monitoring" ) rest = ET . SubElement ( confd_state , "rest" ) listen = ET . SubElement ( rest , "listen" ) tcp = ET . SubElement ( listen , "tcp" ) ip = ET . SubElement ( tcp , "ip" ) ip . t...
def protected_operation_with_request ( fn ) : """Use this decorator to prevent an operation from being executed when the related uri resource is still in use . The request must contain a registry . queryUtility ( IReferencer ) : raises pyramid . httpexceptions . HTTPConflict : Signals that we don ' t want to ...
@ functools . wraps ( fn ) def wrapped ( request , * args , ** kwargs ) : response = _advice ( request ) if response is not None : return response else : return fn ( request , * args , ** kwargs ) return wrapped
def finished ( self ) : """Mark the activity as finished"""
self . data_service . update_activity ( self . id , self . name , self . desc , started_on = self . started , ended_on = self . _current_timestamp_str ( ) )
def from_json_file ( cls , json_file ) : """Constructs a ` GPT2Config ` from a json file of parameters ."""
with open ( json_file , "r" , encoding = "utf-8" ) as reader : text = reader . read ( ) return cls . from_dict ( json . loads ( text ) )
def send_keys ( self , keysToSend ) : """Send Keys to the Alert . : Args : - keysToSend : The text to be sent to Alert ."""
if self . driver . w3c : self . driver . execute ( Command . W3C_SET_ALERT_VALUE , { 'value' : keys_to_typing ( keysToSend ) , 'text' : keysToSend } ) else : self . driver . execute ( Command . SET_ALERT_VALUE , { 'text' : keysToSend } )
def _get_renamed_deleted_sourcesapp ( self ) : """Get renamed and deleted sources lists from receiver . Internal method which queries device via HTTP to get names of renamed input sources . In this method AppCommand . xml is used ."""
# renamed _ sources and deleted _ sources are dicts with " source " as key # and " renamed _ source " or deletion flag as value . renamed_sources = { } deleted_sources = { } # Collect tags for AppCommand . xml call tags = [ "GetRenameSource" , "GetDeletedSource" ] # Execute call root = self . exec_appcommand_post ( tag...
def train ( self , data , vars , idx ) : """Train the scales on the data . The scales should be for the same aesthetic e . g . x scales , y scales , color scales , . . . Parameters data : dataframe data to use for training vars : list | tuple columns in data to use for training . These should be all...
idx = np . asarray ( idx ) for col in vars : for i , sc in enumerate ( self , start = 1 ) : bool_idx = ( i == idx ) sc . train ( data . loc [ bool_idx , col ] )
def _year_expand ( s ) : """Parses a year or dash - delimeted year range"""
regex = r"^((?:19|20)\d{2})?(\s*-\s*)?((?:19|20)\d{2})?$" try : start , dash , end = match ( regex , ustr ( s ) ) . groups ( ) start = start or 1900 end = end or 2099 except AttributeError : return 1900 , 2099 return ( int ( start ) , int ( end ) ) if dash else ( int ( start ) , int ( start ) )
def get ( self , dev_id ) : """Retrieve the information for a device entity ."""
path = '/' . join ( [ 'device' , dev_id ] ) return self . rachio . get ( path )
def quality_to_bitmap ( quality ) : """Return the bitmap for a given quality . Parameters quality : str Chord quality name . Returns bitmap : np . ndarray Bitmap representation of this quality ( 12 - dim ) ."""
if quality not in QUALITIES : raise InvalidChordException ( "Unsupported chord quality shorthand: '%s' " "Did you mean to reduce extended chords?" % quality ) return np . array ( QUALITIES [ quality ] )
def flattened2str ( flattened , missing = False , extra = False ) : """Return a pretty - printed multi - line string version of the output of flatten _ errors . Know that flattened comes in the form of a list of keys that failed . Each member of the list is a tuple : : ( [ list of sections . . . ] , key , res...
if flattened is None or len ( flattened ) < 1 : return '' retval = '' for sections , key , result in flattened : # Name the section and item , to start the message line if sections is None or len ( sections ) == 0 : retval += '\t"' + key + '"' elif len ( sections ) == 1 : if key is None : # ...
def _dimension_keys ( self ) : """Helper for _ _ mul _ _ that returns the list of keys together with the dimension labels ."""
return [ tuple ( zip ( [ d . name for d in self . kdims ] , [ k ] if self . ndims == 1 else k ) ) for k in self . keys ( ) ]
def get ( self , path , query , ** options ) : """Parses GET request options and dispatches a request ."""
api_options = self . _parse_api_options ( options , query_string = True ) query_options = self . _parse_query_options ( options ) parameter_options = self . _parse_parameter_options ( options ) # options in the query takes precendence query = _merge ( query_options , api_options , parameter_options , query ) return sel...
def list_to_alpha3 ( languages , synonyms = True ) : """Parse all the language codes in a given list into ISO 639 Part 2 codes and optionally expand them with synonyms ( i . e . other names for the same language ) ."""
codes = set ( [ ] ) for language in ensure_list ( languages ) : code = iso_639_alpha3 ( language ) if code is None : continue codes . add ( code ) if synonyms : codes . update ( expand_synonyms ( code ) ) return codes
def draw_to_screen ( self , screen_id , address , x , y , width , height ) : """Draws a 32 - bpp image of the specified size from the given buffer to the given point on the VM display . in screen _ id of type int Monitor to take the screenshot from . in address of type str Address to store the screenshot ...
if not isinstance ( screen_id , baseinteger ) : raise TypeError ( "screen_id can only be an instance of type baseinteger" ) if not isinstance ( address , basestring ) : raise TypeError ( "address can only be an instance of type basestring" ) if not isinstance ( x , baseinteger ) : raise TypeError ( "x can o...
def update ( self , entity ) : """Executes collection ' s update method based on keyword args . Example : : manager = EntityManager ( Product ) p = Product ( ) p . name = ' new name ' p . description = ' new description ' p . price = 300.0 yield manager . update ( p )"""
assert isinstance ( entity , Entity ) , "Error: entity must have an instance of Entity" return self . __collection . update ( { '_id' : entity . _id } , { '$set' : entity . as_dict ( ) } )
def generate ( self , * args , ** kwargs ) : """Generates and prints the console report , which consists of a table of test cases ran as well as a summary table with passrate , number of test cases and statistics on passed / failed / inconclusive / skipped cases . : param args : arguments , not used : param...
# Generate TC result table table = PrettyTable ( [ "Testcase" , "Verdict" , "Fail Reason" , "Skip Reason" , "platforms" , "duration" , "Retried" ] ) for result in self . results : table . add_row ( [ result . get_tc_name ( ) , result . get_verdict ( ) , hex_escape_str ( result . fail_reason ) [ : 60 ] , str ( resul...
def proceedings ( self , key , value ) : """Populate the ` ` proceedings ` ` key . Also populates the ` ` refereed ` ` key through side effects ."""
proceedings = self . get ( 'proceedings' ) refereed = self . get ( 'refereed' ) if not proceedings : normalized_a_values = [ el . upper ( ) for el in force_list ( value . get ( 'a' ) ) ] if 'PROCEEDINGS' in normalized_a_values : proceedings = True if not refereed : normalized_a_values = [ el . upper...
def write_long ( self , n , pack = Struct ( '>I' ) . pack ) : """Write an integer as an unsigned 32 - bit value ."""
if 0 <= n <= 0xFFFFFFFF : self . _output_buffer . extend ( pack ( n ) ) else : raise ValueError ( 'Long %d out of range 0..0xFFFFFFFF' , n ) return self
def _translate_response ( self , response , state ) : """Translates a saml authorization response to an internal response : type response : saml2 . response . AuthnResponse : rtype : satosa . internal . InternalData : param response : The saml authorization response : return : A translated internal response...
# The response may have been encrypted by the IdP so if we have an # encryption key , try it . if self . encryption_keys : response . parse_assertion ( self . encryption_keys ) authn_info = response . authn_info ( ) [ 0 ] auth_class_ref = authn_info [ 0 ] timestamp = response . assertion . authn_statement [ 0 ] . a...
def parse ( self , values ) : """Override existing hyperparameter values , parsing new values from a string . See parse _ values for more detail on the allowed format for values . Args : values : String . Comma separated list of ` name = value ` pairs where ' value ' must follow the syntax described above ....
type_map = { } for name , t in self . _hparam_types . items ( ) : param_type , _ = t type_map [ name ] = param_type values_map = parse_values ( values , type_map ) return self . override_from_dict ( values_map )
def update_state ( self ) : """Update state with latest info from Wink API ."""
response = self . api_interface . get_device_state ( self , type_override = "button" ) return self . _update_state_from_response ( response )
def get_objective_banks_by_activity ( self , * args , ** kwargs ) : """Pass through to provider ActivityObjectiveBankSession . get _ objective _ banks _ by _ activity"""
# Implemented from kitosid template for - # osid . resource . ResourceBinSession . get _ bins _ by _ resource catalogs = self . _get_provider_session ( 'activity_objective_bank_session' ) . get_objective_banks_by_activity ( * args , ** kwargs ) cat_list = [ ] for cat in catalogs : cat_list . append ( ObjectiveBank ...
def _monitoring_groups_list ( args , _ ) : """Lists the groups in the project ."""
project_id = args [ 'project' ] pattern = args [ 'name' ] or '*' groups = gcm . Groups ( context = _make_context ( project_id ) ) dataframe = groups . as_dataframe ( pattern = pattern ) return _render_dataframe ( dataframe )
def gnmt_print ( * args , ** kwargs ) : """Wrapper for MLPerf compliance logging calls . All arguments but ' sync ' are passed to mlperf _ log . gnmt _ print function . If ' sync ' is set to True then the wrapper will synchronize all distributed workers . ' sync ' should be set to True for all compliance tags...
if kwargs . pop ( 'sync' ) : barrier ( ) if get_rank ( ) == 0 : kwargs [ 'stack_offset' ] = 2 mlperf_log . gnmt_print ( * args , ** kwargs )
def parse_iso8601 ( text ) : """ISO 8601 compliant parser . : param text : The string to parse : type text : str : rtype : datetime . datetime or datetime . time or datetime . date"""
parsed = _parse_iso8601_duration ( text ) if parsed is not None : return parsed m = ISO8601_DT . match ( text ) if not m : raise ParserError ( "Invalid ISO 8601 string" ) ambiguous_date = False is_date = False is_time = False year = 0 month = 1 day = 1 minute = 0 second = 0 microsecond = 0 tzinfo = None if m : ...
def clear_cached ( self ) : """Remove cached results from this table ' s computed columns ."""
_TABLE_CACHE . pop ( self . name , None ) for col in _columns_for_table ( self . name ) . values ( ) : col . clear_cached ( ) logger . debug ( 'cleared cached columns for table {!r}' . format ( self . name ) )
def xor_bytes ( b1 : bytes , b2 : bytes ) -> bytearray : """Apply XOR operation on two bytes arguments : param b1 : First bytes argument : param b2 : Second bytes argument : rtype bytearray :"""
result = bytearray ( ) for i1 , i2 in zip ( b1 , b2 ) : result . append ( i1 ^ i2 ) return result
def ones_like ( array , dtype = None , keepmeta = True ) : """Create an array of ones with the same shape and type as the input array . Args : array ( xarray . DataArray ) : The shape and data - type of it define these same attributes of the output array . dtype ( data - type , optional ) : If spacified , t...
if keepmeta : return xr . ones_like ( array , dtype ) else : return dc . ones ( array . shape , dtype )
def contained ( self , key , include_self = True , exclusive = False , biggest_first = True , only = None ) : """Get all locations that are completely within this location . If the ` ` resolved _ row ` ` context manager is not used , ` ` RoW ` ` doesn ' t have a spatial definition . Therefore , ` ` . contained ( ...
if 'RoW' not in self : if key == 'RoW' : return [ 'RoW' ] if 'RoW' in ( only or [ ] ) else [ ] elif only and 'RoW' in only : only . pop ( only . index ( 'RoW' ) ) possibles = self . topology if only is None else { k : self [ k ] for k in only } faces = self [ key ] lst = [ ( k , len ( v ) ) for ...
def first_solar_spectral_loss ( self , pw , airmass_absolute ) : """Use the : py : func : ` first _ solar _ spectral _ correction ` function to calculate the spectral loss modifier . The model coefficients are specific to the module ' s cell type , and are determined by searching for one of the following keys...
if 'first_solar_spectral_coefficients' in self . module_parameters . keys ( ) : coefficients = self . module_parameters [ 'first_solar_spectral_coefficients' ] module_type = None else : module_type = self . _infer_cell_type ( ) coefficients = None return atmosphere . first_solar_spectral_correction ( pw...
def get_template_name ( self , template_name_suffix = None ) : """Generates a template path name based on model and app . : param template _ name _ suffix : pass a custom suffix or leave empty for default : return : template path"""
if hasattr ( self . object_list , 'model' ) : meta = self . object_list . model . _meta return self . get_template_path ( meta , app_label = meta . app_label , object_name = meta . object_name , template_name_suffix = template_name_suffix )
def check_arrays_survival ( X , y , ** kwargs ) : """Check that all arrays have consistent first dimensions . Parameters X : array - like Data matrix containing feature vectors . y : structured array with two fields A structured array containing the binary event indicator as first field , and time of ev...
event , time = check_y_survival ( y ) kwargs . setdefault ( "dtype" , numpy . float64 ) X = check_array ( X , ensure_min_samples = 2 , ** kwargs ) check_consistent_length ( X , event , time ) return X , event , time
def absent ( name , profile = 'grafana' ) : '''Ensure that a data source is present . name Name of the data source to remove .'''
if isinstance ( profile , string_types ) : profile = __salt__ [ 'config.option' ] ( profile ) ret = { 'result' : None , 'comment' : None , 'changes' : { } } datasource = _get_datasource ( profile , name ) if not datasource : ret [ 'result' ] = True ret [ 'comment' ] = 'Data source {0} already absent' . form...
def sort ( self , columnId , order = Qt . AscendingOrder ) : """Sorts the model column After sorting the data in ascending or descending order , a signal ` layoutChanged ` is emitted . : param : columnId ( int ) the index of the column to sort on . : param : order ( Qt : : SortOrder , optional ) descend...
self . layoutAboutToBeChanged . emit ( ) self . sortingAboutToStart . emit ( ) column = self . _dataFrame . columns [ columnId ] self . _dataFrame . sort_values ( column , ascending = not bool ( order ) , inplace = True ) self . layoutChanged . emit ( ) self . sortingFinished . emit ( )
def _initialize ( self ) : """Read the SharQ configuration and set appropriate variables . Open a redis connection pool and load all the Lua scripts ."""
self . _key_prefix = self . _config . get ( 'redis' , 'key_prefix' ) self . _job_expire_interval = int ( self . _config . get ( 'sharq' , 'job_expire_interval' ) ) self . _default_job_requeue_limit = int ( self . _config . get ( 'sharq' , 'default_job_requeue_limit' ) ) # initalize redis redis_connection_type = self . ...
def removed ( name , updates = None ) : '''Ensure Microsoft Updates are uninstalled . Args : name ( str ) : The identifier of a single update to uninstall . updates ( list ) : A list of identifiers for updates to be removed . Overrides ` ` name ` ` . Default is None . . . note : : Identifiers can be t...
if isinstance ( updates , six . string_types ) : updates = [ updates ] if not updates : updates = name ret = { 'name' : name , 'changes' : { } , 'result' : True , 'comment' : '' } wua = salt . utils . win_update . WindowsUpdateAgent ( ) # Search for updates updates = wua . search ( updates ) # No updates found ...
def put_keys ( self , press_keys = None , hold_keys = None , press_delay = 50 ) : """Put scancodes that represent keys defined in the sequences provided . Arguments : press _ keys : Press a sequence of keys hold _ keys : While pressing the sequence of keys , hold down the keys defined in hold _ keys . pre...
if press_keys is None : press_keys = [ ] if hold_keys is None : hold_keys = [ ] release_codes = set ( ) put_codes = set ( ) try : # hold the keys for k in hold_keys : put , release = self . SCANCODES [ k ] # Avoid putting codes over and over put = set ( put ) - put_codes self...
def calc_r_sm_v1 ( self ) : """Calculate effective precipitation and update soil moisture . Required control parameters : | NmbZones | | ZoneType | | FC | | Beta | Required fluxes sequence : | In _ | Calculated flux sequence : Updated state sequence : | SM | Basic equations : : math : ` \\ f...
con = self . parameters . control . fastaccess flu = self . sequences . fluxes . fastaccess sta = self . sequences . states . fastaccess for k in range ( con . nmbzones ) : if con . zonetype [ k ] in ( FIELD , FOREST ) : if con . fc [ k ] > 0. : flu . r [ k ] = flu . in_ [ k ] * ( sta . sm [ k ]...
def GetMethodConfig ( self , method ) : """Returns service cached method config for given method ."""
method_config = self . _method_configs . get ( method ) if method_config : return method_config func = getattr ( self , method , None ) if func is None : raise KeyError ( method ) method_config = getattr ( func , 'method_config' , None ) if method_config is None : raise KeyError ( method ) self . _method_co...
def set_manage_params ( self , chunked_input = None , chunked_output = None , gzip = None , websockets = None , source_method = None , rtsp = None , proxy_protocol = None ) : """Allows enabling various automatic management mechanics . * http : / / uwsgi . readthedocs . io / en / latest / Changelog - 1.9 . html # ...
self . _set_aliased ( 'chunked-input' , chunked_input , cast = bool ) self . _set_aliased ( 'auto-chunked' , chunked_output , cast = bool ) self . _set_aliased ( 'auto-gzip' , gzip , cast = bool ) self . _set_aliased ( 'websockets' , websockets , cast = bool ) self . _set_aliased ( 'manage-source' , source_method , cas...
def addAttachment ( self , title , attachment ) : """Adds an attachment to this comment . : param title | < str > attachment | < variant >"""
self . _attachments [ title ] = attachment self . resizeToContents ( )
def ActivateCard ( self , card ) : """Activate a card ."""
if not hasattr ( card , 'connection' ) : card . connection = card . createConnection ( ) if None != self . parent . apdutracerpanel : card . connection . addObserver ( self . parent . apdutracerpanel ) card . connection . connect ( ) self . dialogpanel . OnActivateCard ( card )
def getTypeByPosition ( self , idx ) : """Return ASN . 1 type object by its position in fields set . Parameters idx : : py : class : ` int ` Field index Returns ASN . 1 type Raises : : class : ` ~ pyasn1 . error . PyAsn1Error ` If given position is out of fields range"""
try : return self . __namedTypes [ idx ] . asn1Object except IndexError : raise error . PyAsn1Error ( 'Type position out of range' )
def full_zone_set ( self , user_key , zone_name ) : """Create new zone and all subdomains for user associated with this user _ key . : param user _ key : The unique 3auth string , identifying the user ' s CloudFlare Account . Generated from a user _ create or user _ auth : type user _ key : str : param zo...
params = { 'act' : 'full_zone_set' , 'user_key' : user_key , 'zone_name' : zone_name , } return self . _request ( params )
def phone_num_lists ( ) : """Gets a dictionary of 0-9 integer values ( as Strings ) mapped to their potential Backpage ad manifestations , such as " zer0 " or " seven " . Returns : dictionary of 0-9 integer values mapped to a list of strings containing the key ' s possible manifestations"""
all_nums = { } all_nums [ '2' ] = [ '2' , 'two' ] all_nums [ '3' ] = [ '3' , 'three' ] all_nums [ '4' ] = [ '4' , 'four' , 'fuor' ] all_nums [ '5' ] = [ '5' , 'five' , 'fith' ] all_nums [ '6' ] = [ '6' , 'six' ] all_nums [ '7' ] = [ '7' , 'seven' , 'sven' ] all_nums [ '8' ] = [ '8' , 'eight' ] all_nums [ '9' ] = [ '9' ...
def isfile ( self , str_path ) : """A convenience function , returns bool if < str _ path > is a " file " in the tree space"""
b_isFile = False if self . isdir ( str_path ) : b_isFile = False else : str_parentDir = '/' . join ( str_path . split ( '/' ) [ 0 : - 1 ] ) str_fileName = str_path . split ( '/' ) [ - 1 ] if self . cd ( str_parentDir ) [ 'status' ] : l_files = self . lsf ( str_parentDir ) if any ( str_fi...
def visitShapeOrRef ( self , ctx : ShExDocParser . ShapeOrRefContext ) : """shapeOrRef : shapeDefinition | shapeRef"""
if ctx . shapeDefinition ( ) : from pyshexc . parser_impl . shex_shape_definition_parser import ShexShapeDefinitionParser shdef_parser = ShexShapeDefinitionParser ( self . context , self . label ) shdef_parser . visitChildren ( ctx ) self . expr = shdef_parser . shape else : self . expr = self . con...
def compute_Pi_V_insVJ_given_J ( self , CDR3_seq , Pi_V_given_J , max_V_align ) : """Compute Pi _ V _ insVJ conditioned on J . This function returns the Pi array from the model factors of the V genomic contributions , P ( V , J ) * P ( delV | V ) , and the VJ ( N ) insertions , first _ nt _ bias _ insVJ ( m _...
# max _ insertions = 30 # len ( PinsVJ ) - 1 should zeropad the last few spots max_insertions = len ( self . PinsVJ ) - 1 Pi_V_insVJ_given_J = [ np . zeros ( ( 4 , len ( CDR3_seq ) * 3 ) ) for i in range ( len ( Pi_V_given_J ) ) ] for j in range ( len ( Pi_V_given_J ) ) : # start position is first nt in a codon for...
def get_signin_vcode ( cookie , codeString ) : '''获取登录时的验证码图片 . codeString - 调用check _ login ( ) 时返回的codeString .'''
url = '' . join ( [ const . PASSPORT_BASE , 'cgi-bin/genimage?' , codeString , ] ) headers = { 'Cookie' : cookie . header_output ( ) , 'Referer' : const . REFERER , } req = net . urlopen ( url , headers = headers ) if req : return req . data else : return None
def addLogHandler ( func ) : """Add a custom log handler . @ param func : a function object with prototype ( level , object , category , message ) where level is either ERROR , WARN , INFO , DEBUG , or LOG , and the rest of the arguments are strings or None . Use getLevelName ( level ) to get a printable na...
if not callable ( func ) : raise TypeError ( "func must be callable" ) if func not in _log_handlers : _log_handlers . append ( func )
def go_online ( self , comment = None ) : """Executes a Go - Online operation on the specified node typically done when the node has already been forced offline via : func : ` go _ offline ` : param str comment : ( optional ) comment to audit : raises NodeCommandFailed : online not available : return : No...
self . make_request ( NodeCommandFailed , method = 'update' , resource = 'go_online' , params = { 'comment' : comment } )
def from_sample_rate ( sample_rate , n_bands , always_even = False ) : """Return a : class : ` ~ zounds . spectral . LinearScale ` instance whose upper frequency bound is informed by the nyquist frequency of the sample rate . Args : sample _ rate ( SamplingRate ) : the sample rate whose nyquist frequency wi...
fb = FrequencyBand ( 0 , sample_rate . nyquist ) return LinearScale ( fb , n_bands , always_even = always_even )
def startReceivingBoxes ( self , sender ) : """Start observing log events for stat events to send ."""
AMP . startReceivingBoxes ( self , sender ) log . addObserver ( self . _emit )
def _getCellsWithFewestSegments ( self , columns ) : """For each column , get the cell that has the fewest total segments ( basal or apical ) . Break ties randomly . @ param columns ( numpy array ) Columns to check @ return ( numpy array ) One cell for each of the provided columns"""
candidateCells = np2 . getAllCellsInColumns ( columns , self . cellsPerColumn ) # Arrange the segment counts into one row per minicolumn . segmentCounts = np . reshape ( self . basalConnections . getSegmentCounts ( candidateCells ) + self . apicalConnections . getSegmentCounts ( candidateCells ) , newshape = ( len ( co...
def everythingbut ( self ) : '''Return a finite state machine which will accept any string NOT accepted by self , and will not accept any string accepted by self . This is more complicated if there are missing transitions , because the missing " dead " state must now be reified .'''
alphabet = self . alphabet initial = { 0 : self . initial } def follow ( current , symbol ) : next = { } if 0 in current and current [ 0 ] in self . map and symbol in self . map [ current [ 0 ] ] : next [ 0 ] = self . map [ current [ 0 ] ] [ symbol ] return next # state is final unless the original ...
def strerror ( errno ) : """Translate an error code to a message string ."""
from pypy . module . _codecs . locale import str_decode_locale_surrogateescape return str_decode_locale_surrogateescape ( os . strerror ( errno ) )
def emit ( self , signal , * args ) : """Emits the given signal with the inputted args . This will go through its list of connected callback slots and call them . : param signal | < variant > * args | variables"""
callbacks = self . _callbacks . get ( signal , [ ] ) new_callbacks = [ ] for callback in callbacks : # clear out deleted pointers if not callback . isValid ( ) : continue new_callbacks . append ( callback ) try : callback ( * args ) except StandardError : logger . exception ( 'Er...
def filter_rows ( filters , rows ) : """Yield rows matching all applicable filters . Filter functions have binary arity ( e . g . ` filter ( row , col ) ` ) where the first parameter is the dictionary of row data , and the second parameter is the data at one particular column . Args : filters : a tuple of...
for row in rows : if all ( condition ( row , row . get ( col ) ) for ( cols , condition ) in filters for col in cols if col is None or col in row ) : yield row
def scope2lat ( telescope ) : """Convert a telescope name into a latitude returns None when the telescope is unknown . Parameters telescope : str Acronym ( name ) of telescope , eg MWA . Returns lat : float The latitude of the telescope . Notes These values were taken from wikipedia so have varyin...
scopes = { 'MWA' : - 26.703319 , "ATCA" : - 30.3128 , "VLA" : 34.0790 , "LOFAR" : 52.9088 , "KAT7" : - 30.721 , "MEERKAT" : - 30.721 , "PAPER" : - 30.7224 , "GMRT" : 19.096516666667 , "OOTY" : 11.383404 , "ASKAP" : - 26.7 , "MOST" : - 35.3707 , "PARKES" : - 32.999944 , "WSRT" : 52.914722 , "AMILA" : 52.16977 , "AMISA" ...
def combine ( self , pattern , variable ) : """Combine a pattern and variable parts to be a line string again ."""
inter_zip = izip_longest ( variable , pattern , fillvalue = '' ) interleaved = [ elt for pair in inter_zip for elt in pair ] return '' . join ( interleaved )
def _list_syntax_error ( ) : """If we ' re going through a syntax error , add the directory of the error to the watchlist ."""
_ , e , _ = sys . exc_info ( ) if isinstance ( e , SyntaxError ) and hasattr ( e , 'filename' ) : yield path . dirname ( e . filename )
def binormal ( obj , params , ** kwargs ) : """Evaluates the binormal vector of the curves or surfaces at the input parameter values . This function is designed to evaluate binormal vectors of the B - Spline and NURBS shapes at single or multiple parameter positions . : param obj : input shape : type obj : ...
normalize = kwargs . get ( 'normalize' , True ) if isinstance ( obj , abstract . Curve ) : if isinstance ( params , ( list , tuple ) ) : return ops . binormal_curve_single_list ( obj , params , normalize ) else : return ops . binormal_curve_single ( obj , params , normalize ) if isinstance ( obj...
def unicode_to_hex ( unicode_string ) : """Return a string containing the Unicode hexadecimal codepoint of each Unicode character in the given Unicode string . Return ` ` None ` ` if ` ` unicode _ string ` ` is ` ` None ` ` . Example : : a = > U + 0061 ab = > U + 0061 U + 0062 : param str unicode _ stri...
if unicode_string is None : return None acc = [ ] for c in unicode_string : s = hex ( ord ( c ) ) . replace ( "0x" , "" ) . upper ( ) acc . append ( "U+" + ( "0" * ( 4 - len ( s ) ) ) + s ) return u" " . join ( acc )
def list_images ( call = None , kwargs = None ) : '''List all the images with alias by location CLI Example : . . code - block : : bash salt - cloud - f list _ images my - profitbricks - config location = us / las'''
if call != 'function' : raise SaltCloudSystemExit ( 'The list_images function must be called with ' '-f or --function.' ) if not version_compatible ( '4.0' ) : raise SaltCloudNotFound ( "The 'image_alias' feature requires the profitbricks " "SDK v4.0.0 or greater." ) ret = { } conn = get_conn ( ) if kwargs . ge...
def _deserialize_dict ( data , boxed_type ) : """Deserializes a dict and its elements . : param data : dict to deserialize . : type data : dict : param boxed _ type : class literal . : return : deserialized dict . : rtype : dict"""
return { k : _deserialize ( v , boxed_type ) for k , v in six . iteritems ( data ) }
def unregister ( self , name ) : """Unregister function by name ."""
try : name = name . name except AttributeError : pass return self . pop ( name , None )
def dns_meta_data ( self ) : """Pull out the dns metadata for packet / transport in the input _ stream"""
# For each packet process the contents for packet in self . input_stream : # Skip packets without transport info ( ARP / ICMP / IGMP / whatever ) if 'transport' not in packet : continue try : dns_meta = dpkt . dns . DNS ( packet [ 'transport' ] [ 'data' ] ) _raw_info = data_utils . make_...