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def read ( file_name = None , is_encoding = True , ignore_raises = False ) : """Read file"""
if file_name is None : raise Exception ( "File name not provided" ) if ignore_raises : try : return read_file ( is_encoding = is_encoding , file_path = path_format ( file_path = CURR_PATH , file_name = file_name , ignore_raises = ignore_raises ) ) except Exception : # TODO : not silence like this , ...
def fit ( self , x , y ) : """: param x : 2D np . ndarray ( n _ instances , n _ features ) should be categorical data , must be of type int : param y : 1D np . ndarray ( n _ instances , ) labels : return :"""
verbose = self . verbose # Create temporary files data_file = tempfile . NamedTemporaryFile ( "w+b" , delete = False ) label_file = tempfile . NamedTemporaryFile ( "w+b" , delete = False ) start = time . time ( ) raw_rules = categorical2pysbrl_data ( x , y , data_file . name , label_file . name , supp = self . min_supp...
def paga_path ( adata , nodes , keys , use_raw = True , annotations = [ 'dpt_pseudotime' ] , color_map = None , color_maps_annotations = { 'dpt_pseudotime' : 'Greys' } , palette_groups = None , n_avg = 1 , groups_key = None , xlim = [ None , None ] , title = None , left_margin = None , ytick_fontsize = None , title_fon...
ax_was_none = ax is None if groups_key is None : if 'groups' not in adata . uns [ 'paga' ] : raise KeyError ( 'Pass the key of the grouping with which you ran PAGA, ' 'using the parameter `groups_key`.' ) groups_key = adata . uns [ 'paga' ] [ 'groups' ] groups_names = adata . obs [ groups_key ] . cat . ...
def ontologyClassTree ( self ) : """Returns a dict representing the ontology tree Top level = { 0 : [ top classes ] } Multi inheritance is represented explicitly"""
treedict = { } if self . all_classes : treedict [ 0 ] = self . toplayer_classes for element in self . all_classes : if element . children ( ) : treedict [ element ] = element . children ( ) return treedict return treedict
def setExpressCheckout ( self , params ) : """Initiates an Express Checkout transaction . Optionally , the SetExpressCheckout API operation can set up billing agreements for reference transactions and recurring payments . Returns a NVP instance - check for token and payerid to continue !"""
if self . _is_recurring ( params ) : params = self . _recurring_setExpressCheckout_adapter ( params ) defaults = { "method" : "SetExpressCheckout" , "noshipping" : 1 } required = [ "returnurl" , "cancelurl" , "paymentrequest_0_amt" ] nvp_obj = self . _fetch ( params , required , defaults ) if nvp_obj . flag : r...
def _cartesian_to_spherical ( cls , coord , center ) : """Cartesian to Spherical conversion . . warning : : The spherical form is equatorial , not zenithal"""
x , y , z , vx , vy , vz = coord r = np . linalg . norm ( coord [ : 3 ] ) phi = arcsin ( z / r ) theta = arctan2 ( y , x ) r_dot = ( x * vx + y * vy + z * vz ) / r phi_dot = ( vz * ( x ** 2 + y ** 2 ) - z * ( x * vx + y * vy ) ) / ( r ** 2 * sqrt ( x ** 2 + y ** 2 ) ) theta_dot = ( x * vy - y * vx ) / ( x ** 2 + y ** 2...
def get_filter ( cls , mimetype ) : """Returns a filter string for the file dialog . The filter is based on the mime type . : param mimetype : path from which the filter must be derived . : return : Filter string"""
filters = ' ' . join ( [ '*%s' % ext for ext in mimetypes . guess_all_extensions ( mimetype ) ] ) return '%s (%s)' % ( mimetype , filters )
def _post_document_batch ( self , batch ) : """Send a batch to Cloudsearch endpoint See : http : / / docs . aws . amazon . com / cloudsearch / latest / developerguide / submitting - doc - requests . html"""
# noqa target_batch = '/2013-01-01/documents/batch' url = self . endpoint_url + target_batch return requests . post ( url , data = batch , headers = { 'Content-type' : 'application/json' } )
def _check_fill_title_row ( self , row_index ) : '''Checks the given row to see if it is all titles and fills any blanks cells if that is the case .'''
table_row = self . table [ row_index ] # Determine if the whole row is titles prior_row = self . table [ row_index - 1 ] if row_index > 0 else table_row for column_index in range ( self . start [ 1 ] , self . end [ 1 ] ) : if is_num_cell ( table_row [ column_index ] ) or is_num_cell ( prior_row [ column_index ] ) :...
def getFileAuthor ( self , fileInfo ) : """Function to get the file ' s author for file info , note that we are pretending that multiple authors do not exist here"""
author = fileInfo [ fileInfo . find ( "Author" ) : ] author = author [ author . find ( "<FONT " ) + 47 : ] author = author [ author . find ( '<B>' ) + 3 : ] authormail = author [ author . find ( "mailto:" ) + 7 : ] authormail = authormail [ : authormail . find ( '"' ) ] author = author [ : author . find ( "</B></A>" ) ...
def replicate_methods ( srcObj , dstObj ) : """Replicate callable methods from a ` srcObj ` to ` dstObj ` ( generally a wrapper object ) . @ param srcObj : source object @ param dstObj : destination object of the same type . @ return : none Implementer notes : 1 . Once the methods are mapped from the ` sr...
# prevent methods that we intend to specialize from being mapped . The specialized # ( overridden ) methods are methods with the same name as the corresponding method in # the source ZOS API COM object written for each ZOS API COM object in an associated # python script such as i _ analyses _ methods . py for I _ Analy...
def diff ( self , ** kwargs ) : """Generate the commit diff . Args : * * kwargs : Extra options to send to the server ( e . g . sudo ) Raises : GitlabAuthenticationError : If authentication is not correct GitlabGetError : If the diff could not be retrieved Returns : list : The changes done in this com...
path = '%s/%s/diff' % ( self . manager . path , self . get_id ( ) ) return self . manager . gitlab . http_get ( path , ** kwargs )
def write_all ( self , data ) : """: param list [ int ] data :"""
self . _set_cursor_x ( 0 ) self . _set_cursor_y ( 0 ) self . DC . on ( ) self . _write ( data )
def is_fifo ( self ) : """Whether this path is a FIFO ."""
try : return S_ISFIFO ( self . stat ( ) . st_mode ) except OSError as e : if e . errno not in ( ENOENT , ENOTDIR ) : raise # Path doesn ' t exist or is a broken symlink # ( see https : / / bitbucket . org / pitrou / pathlib / issue / 12 / ) return False
def parse_release_id ( release_id ) : """Parse release _ id to parts : { short , version , type } or { short , version , type , bp _ short , bp _ version , bp _ type } : param release _ id : Release ID string : type release _ id : str : rtype : dict"""
if "@" in release_id : release , base_product = release_id . split ( "@" ) else : release = release_id base_product = None result = _parse_release_id_part ( release ) if base_product is not None : result . update ( _parse_release_id_part ( base_product , prefix = "bp_" ) ) return result
def get_vectors_loss ( ops , docs , prediction , objective = "L2" ) : """Compute a mean - squared error loss between the documents ' vectors and the prediction . Note that this is ripe for customization ! We could compute the vectors in some other word , e . g . with an LSTM language model , or use some other...
# The simplest way to implement this would be to vstack the # token . vector values , but that ' s a bit inefficient , especially on GPU . # Instead we fetch the index into the vectors table for each of our tokens , # and look them up all at once . This prevents data copying . ids = ops . flatten ( [ doc . to_array ( I...
def inverse ( self ) : """Return the inverse of the graph . @ rtype : graph @ return : Complement graph for the graph ."""
inv = self . __class__ ( ) inv . add_nodes ( self . nodes ( ) ) inv . complete ( ) for each in self . edges ( ) : if ( inv . has_edge ( each ) ) : inv . del_edge ( each ) return inv
def search_channels ( self , ** kwargs ) : """Search for all channels by parameters"""
params = [ ( key , kwargs [ key ] ) for key in sorted ( kwargs . keys ( ) ) ] url = "/notification/v1/channel?{}" . format ( urlencode ( params , doseq = True ) ) response = NWS_DAO ( ) . getURL ( url , self . _read_headers ) if response . status != 200 : raise DataFailureException ( url , response . status , respo...
def _deserialize ( self , value , attr , data , ** kwargs ) : """Deserialize an ISO8601 - formatted time to a : class : ` datetime . time ` object ."""
if not value : # falsy values are invalid self . fail ( 'invalid' ) try : return utils . from_iso_time ( value ) except ( AttributeError , TypeError , ValueError ) : self . fail ( 'invalid' )
def _ctypes_assign ( parameter ) : """Returns the Fortran code lines to allocate and assign values to the * original * parameter ValueElement that exists now only as a local variable so that the signatures match for the compiler ."""
# If the array is set to only have intent ( out ) , we don ' t want to allocate or assign # a value to it ; otherwise we do . if ( parameter . direction != "(out)" and ( "allocate" in parameter . modifiers or "pointer" in parameter . modifiers or "target" in parameter . modifiers ) ) : if "in" in parameter . direct...
def _register_device ( self , device_description , permitted_ips ) : """: type device _ description : str : type permitted _ ips : list [ ] : rtype : None"""
from bunq . sdk . model . device_server_internal import DeviceServerInternal DeviceServerInternal . create ( device_description , self . api_key , permitted_ips , api_context = self )
def setStoragePath ( self , location , path ) : """Returns the path associated with this application and user for the given location . : param location | < QtGui . QDesktopServices . StandardLocation > path | < str > | | None : return < str >"""
if not path : self . _storagePaths . pop ( location , None ) else : self . _storagePaths [ location ] = path
def dot ( desc , color , title = "Trump's ORM" ) : """Generate dot file : param desc : result of sadisplay . describe function Return string"""
classes , relations , inherits = desc CLASS_TEMPLATE = """ %(name)s [label=< <TABLE BGCOLOR="{ncolor}" BORDER="0" CELLBORDER="0" CELLSPACING="0"> <TR><TD COLSPAN="2" CELLPADDING="4" ALIGN="CENTER" BGCOLOR="{ncolor}" ><FONT FACE="Helveti...
def submit ( self , call , * args , ** kwargs ) : """Submit a call for future execution : return : future for the call execution : rtype : StoredFuture"""
future = StoredFuture ( call , * args , ** kwargs ) self . _queue . put ( future ) self . _ensure_worker ( ) return future
def percent_pareto_interactions ( records , percentage = 0.8 ) : """The percentage of user ' s contacts that account for 80 % of its interactions ."""
if len ( records ) == 0 : return None user_count = Counter ( r . correspondent_id for r in records ) target = int ( math . ceil ( sum ( user_count . values ( ) ) * percentage ) ) user_sort = sorted ( user_count . keys ( ) , key = lambda x : user_count [ x ] ) while target > 0 and len ( user_sort ) > 0 : user_id...
def values ( self , * keys ) : """Return the values of the record , optionally filtering to include only certain values by index or key . : param keys : indexes or keys of the items to include ; if none are provided , all values will be included : return : list of values"""
if keys : d = [ ] for key in keys : try : i = self . index ( key ) except KeyError : d . append ( None ) else : d . append ( self [ i ] ) return d return list ( self )
def add_package_dependency ( self , package_name , version ) : """Add a package to the list of dependencies . : param package _ name : The name of the package dependency : type package _ name : str : param version : The ( minimum ) version of the package : type version : str"""
if not PEP440_VERSION_PATTERN . match ( version ) : raise ValueError ( 'Invalid Version: "{}"' . format ( version ) ) self . dependencies . add ( PackageDependency ( package_name , version ) )
def from_dict ( cls , d : dict , force_snake_case : bool = True , force_cast : bool = False , restrict : bool = True ) -> T : """From dict to instance : param d : Dict : param force _ snake _ case : Keys are transformed to snake case in order to compliant PEP8 if True : param force _ cast : Cast forcibly if T...
if isinstance ( d , cls ) : return d instance : T = cls ( ) d = util . replace_keys ( d , { "self" : "_self" } , force_snake_case ) properties = cls . __annotations__ . items ( ) if restrict : assert_extra ( properties , d , cls ) for n , t in properties : f = cls . _methods_dict . get ( f'_{cls.__name__}__...
def setup_logging ( logfile , print_log_location = True , debug = False ) : '''Set up logging using the built - in ` ` logging ` ` package . A stream handler is added to all logs , so that logs at or above ` ` logging . INFO ` ` level are printed to screen as well as written to the log file . Arguments : ...
log_dir = os . path . dirname ( logfile ) make_dir ( log_dir ) fmt = '[%(levelname)s] %(name)s %(asctime)s %(message)s' if debug : logging . basicConfig ( filename = logfile , filemode = 'w' , format = fmt , level = logging . DEBUG ) else : logging . basicConfig ( filename = logfile , filemode = 'w' , format = ...
def is_all_field_none ( self ) : """: rtype : bool"""
if self . _billing_date is not None : return False if self . _type_description is not None : return False if self . _type_description_translated is not None : return False if self . _unit_vat_exclusive is not None : return False if self . _unit_vat_inclusive is not None : return False if self . _vat...
def get_global_dist_packages_dir ( ) : """Attempts to work around virtualenvs and find the system dist _ pacakges . Essentially this is implmenented as a lookuptable"""
import utool as ut if not ut . in_virtual_env ( ) : # Non venv case return get_site_packages_dir ( ) else : candidates = [ ] if ut . LINUX : import sys candidates += [ '/usr/lib/python%s/dist-packages' % ( sys . version [ 0 : 3 ] , ) , '/usr/lib/python%s/dist-packages' % ( sys . version [ 0 ...
async def popen_xboard ( command : Union [ str , List [ str ] ] , * , setpgrp : bool = False , ** popen_args : Any ) -> Tuple [ asyncio . SubprocessTransport , XBoardProtocol ] : """Spawns and initializes an XBoard engine . : param command : Path of the engine executable , or a list including the path and argum...
transport , protocol = await XBoardProtocol . popen ( command , setpgrp = setpgrp , ** popen_args ) try : await protocol . initialize ( ) except : transport . close ( ) raise return transport , protocol
def _create_variables ( self , n_features , W_ = None , bh_ = None , bv_ = None ) : """Create the TensorFlow variables for the model . : return : self"""
if W_ : self . W_ = tf . Variable ( W_ , name = 'enc-w' ) else : self . W_ = tf . Variable ( tf . truncated_normal ( shape = [ n_features , self . n_components ] , stddev = 0.1 ) , name = 'enc-w' ) if bh_ : self . bh_ = tf . Variable ( bh_ , name = 'hidden-bias' ) else : self . bh_ = tf . Variable ( tf ...
def parse_block ( lines , header = False ) : # type : ( List [ str ] , bool ) - > List [ str ] """Parse and return a single block , popping off the start of ` lines ` . If parsing a header block , we stop after we reach a line that is not a comment . Otherwise , we stop after reaching an empty line . : param ...
block_lines = [ ] while lines and lines [ 0 ] and ( not header or lines [ 0 ] . startswith ( '#' ) ) : block_lines . append ( lines . pop ( 0 ) ) return block_lines
def delete ( self , doc_id : str ) -> bool : """Delete a document with id ."""
try : self . instance . delete ( self . index , self . doc_type , doc_id ) except RequestError as ex : logging . error ( ex ) return False else : return True
def find_unconserved_metabolites ( model ) : """Detect unconserved metabolites . Parameters model : cobra . Model The metabolic model under investigation . Notes See [ 1 ] _ section 3.2 for a complete description of the algorithm . . . [ 1 ] Gevorgyan , A . , M . G Poolman , and D . A Fell . " Detecti...
problem = model . problem stoich_trans = problem . Model ( ) internal_rxns = con_helpers . get_internals ( model ) metabolites = set ( met for rxn in internal_rxns for met in rxn . metabolites ) # The binary variables k [ i ] in the paper . k_vars = list ( ) for met in metabolites : # The element m [ i ] of the mass ve...
def _print_figures ( figures , arguments = '' , file_format = 'pdf' , target_width = 8.5 , target_height = 11.0 , target_pad = 0.5 ) : """figure printing loop designed to be launched in a separate thread ."""
for fig in figures : # get the temp path temp_path = _os . path . join ( _settings . path_home , "temp" ) # make the temp folder _settings . MakeDir ( temp_path ) # output the figure to postscript path = _os . path . join ( temp_path , "graph." + file_format ) # get the dimensions of the figure ...
def log ( message , type ) : """Log notices to stdout and errors to stderr"""
( sys . stdout if type == 'notice' else sys . stderr ) . write ( message + "\n" )
def remove_in_progress_check ( self , check ) : """Remove check from check in progress : param check : Check to remove : type check : alignak . objects . check . Check : return : None"""
# The check is consumed , update the in _ checking properties if check in self . checks_in_progress : self . checks_in_progress . remove ( check ) self . update_in_checking ( )
def _prepare_vcf_rec ( rec , pops , known , impact_info ) : """Parse a vcfanno output into a dictionary of useful attributes ."""
out = { } for k in pops + known : out [ k ] = rec . INFO . get ( k ) if impact_info : cur_info = rec . INFO . get ( impact_info . id ) if cur_info : cur_impacts = [ impact_info . gclass ( e , impact_info . header ) for e in _from_bytes ( cur_info ) . split ( "," ) ] top = geneimpacts . Effec...
def xray ( im , direction = 'X' ) : r"""Simulates an X - ray radiograph looking through the porouls material in the specfied direction . The resulting image is colored according to the amount of attenuation an X - ray would experience , so regions with more solid will appear darker . Parameters im : array...
im = sp . array ( ~ im , dtype = int ) if direction in [ 'Y' , 'y' ] : im = sp . transpose ( im , axes = [ 1 , 0 , 2 ] ) if direction in [ 'Z' , 'z' ] : im = sp . transpose ( im , axes = [ 2 , 1 , 0 ] ) im = sp . sum ( im , axis = 0 ) return im
def list_nic ( self , instance_id ) : """List all Network Interface Controller"""
output = self . client . describe_instances ( InstanceIds = [ instance_id ] ) output = output . get ( "Reservations" ) [ 0 ] . get ( "Instances" ) [ 0 ] return output . get ( "NetworkInterfaces" )
def create_sandbox ( name = 'healthybox' ) : """Create a temporary sandbox directory : param name : name of the directory to create : return : The directory created"""
sandbox = tempfile . mkdtemp ( prefix = name ) if not os . path . isdir ( sandbox ) : os . mkdir ( sandbox ) return sandbox
def LE64 ( value , min_value = None , max_value = None , fuzzable = True , name = None , full_range = False ) : '''64 - bit field , Little endian encoded'''
return UInt64 ( value , min_value = min_value , max_value = max_value , encoder = ENC_INT_LE , fuzzable = fuzzable , name = name , full_range = full_range )
def _get_page_with_optional_heading ( self , page_file_path : str ) -> str or Dict : '''Get the content of first heading of source Markdown file , if the file contains any headings . Return a data element of ` ` pages ` ` section of ` ` mkdocs . yml ` ` file . : param page _ file _ path : path to source Markd...
self . logger . debug ( f'Looking for the first heading in {page_file_path}' ) if page_file_path . endswith ( '.md' ) : page_file_full_path = self . project_path / self . config [ 'src_dir' ] / page_file_path with open ( page_file_full_path , encoding = 'utf8' ) as page_file : content = page_file . read...
def halted ( self ) : """Returns whether the CPU core was halted . Args : self ( JLink ) : the ` ` JLink ` ` instance Returns : ` ` True ` ` if the CPU core is halted , otherwise ` ` False ` ` . Raises : JLinkException : on device errors ."""
result = int ( self . _dll . JLINKARM_IsHalted ( ) ) if result < 0 : raise errors . JLinkException ( result ) return ( result > 0 )
def set_python ( self , value ) : """Set field internal value from the python representation of field value"""
# hook exists to stringify before validation # set to string if not string or unicode if value is not None and not isinstance ( value , self . supported_types ) or isinstance ( value , int ) : value = str ( value ) return super ( TextField , self ) . set_python ( value )
def bytes2unicode ( x , encoding = 'utf-8' , errors = 'strict' ) : """Convert a C { bytes } to a unicode string . @ param x : a unicode string , of type C { unicode } on Python 2, or C { str } on Python 3. @ param encoding : an optional codec , default : ' utf - 8' @ param errors : error handling scheme , d...
if isinstance ( x , ( text_type , type ( None ) ) ) : return x return text_type ( x , encoding , errors )
def remove ( self , * terminals ) : # type : ( Iterable [ Any ] ) - > None """Remove terminals from the set . Removes also rules using this terminal . : param terminals : Terminals to remove . : raise KeyError if the object is not in the set ."""
for term in set ( terminals ) : if term not in self : raise KeyError ( 'Terminal ' + str ( term ) + ' is not inside' ) self . _grammar . rules . remove ( * self . _assign_map [ term ] , _validate = False ) del self . _assign_map [ term ] super ( ) . remove ( term )
def _load_zp_mappings ( self , file ) : """Given a file that defines the mapping between ZFIN - specific EQ definitions and the automatically derived ZP ids , create a mapping here . This may be deprecated in the future : return :"""
zp_map = { } LOG . info ( "Loading ZP-to-EQ mappings" ) line_counter = 0 with open ( file , 'r' , encoding = "utf-8" ) as csvfile : filereader = csv . reader ( csvfile , delimiter = '\t' , quotechar = '\"' ) for row in filereader : line_counter += 1 ( zp_id , zp_label , superterm1_id , subterm1_...
def create_output_directory ( cls , outdir ) : """Tries to create base output directory"""
cls . PATH = outdir try : os . mkdir ( outdir ) except FileExistsError : pass
def _find_v1_settings ( self , settings ) : """Parse a v1 module _ settings . json file . V1 is the older file format that requires a modules dictionary with a module _ name and modules key that could in theory hold information on multiple modules in a single directory ."""
if 'module_name' in settings : modname = settings [ 'module_name' ] if 'modules' not in settings or len ( settings [ 'modules' ] ) == 0 : raise DataError ( "No modules defined in module_settings.json file" ) elif len ( settings [ 'modules' ] ) > 1 : raise DataError ( "Multiple modules defined in module_sett...
def createEditor ( self , delegate , parent , option ) : """Creates a ChoiceCtiEditor . For the parameters see the AbstractCti constructor documentation ."""
return FontChoiceCtiEditor ( self , delegate , parent = parent )
def _get_random_id ( ) : """Get a random ( i . e . , unique ) string identifier"""
symbols = string . ascii_uppercase + string . ascii_lowercase + string . digits return '' . join ( random . choice ( symbols ) for _ in range ( 15 ) )
def replace_project ( self , owner , id , ** kwargs ) : """Create / Replace a project Create a project with a given id or completely rewrite the project , including any previously added files or linked datasets , if one already exists with the given id . This method makes a synchronous HTTP request by default ....
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'callback' ) : return self . replace_project_with_http_info ( owner , id , ** kwargs ) else : ( data ) = self . replace_project_with_http_info ( owner , id , ** kwargs ) return data
def extra_symlinked_files ( self , potential_symlinks ) : """Find any symlinkd folders and yield SymlinkdPath objects for each file that is found under the symlink ."""
for key in list ( potential_symlinks ) : location = os . path . join ( self . root_folder , key . path ) real_location = os . path . realpath ( location ) if os . path . islink ( location ) and os . path . isdir ( real_location ) : for root , dirs , files in os . walk ( real_location , followlinks =...
def validate_reference_links ( reference_links ) : """Vaidate reference links data structure Expected data structure : " links " : { id _ type1 : url1, id _ type2 : url2 " redirect _ id _ type " : id _ type1 | id1 _ type2 where links is an optional key but must be a dictionary with id types to URLs if...
allowed_keys = [ 'links' , 'redirect_id_type' ] if not isinstance ( reference_links , dict ) : raise Invalid ( 'Expected reference_links to be an object' ) if 'links' in reference_links and not isinstance ( reference_links [ 'links' ] , dict ) : raise Invalid ( 'Expected links in reference_links to be an object...
def engagements ( self ) : """Access the engagements : returns : twilio . rest . studio . v1 . flow . engagement . EngagementList : rtype : twilio . rest . studio . v1 . flow . engagement . EngagementList"""
if self . _engagements is None : self . _engagements = EngagementList ( self . _version , flow_sid = self . _solution [ 'sid' ] , ) return self . _engagements
def _repr_pretty_ ( self , p : Any , cycle : bool ) -> None : """Print ASCII diagram in Jupyter ."""
if cycle : # There should never be a cycle . This is just in case . p . text ( 'Circuit(...)' ) else : p . text ( self . to_text_diagram ( ) )
def filter ( self , table , idps , filter_string ) : """Naive case - insensitive search ."""
q = filter_string . lower ( ) return [ idp for idp in idps if q in idp . ud . lower ( ) ]
def ParseFloat ( text ) : """Parse a floating point number . Args : text : Text to parse . Returns : The number parsed . Raises : ValueError : If a floating point number couldn ' t be parsed ."""
try : # Assume Python compatible syntax . return float ( text ) except ValueError : # Check alternative spellings . if _FLOAT_INFINITY . match ( text ) : if text [ 0 ] == '-' : return float ( '-inf' ) else : return float ( 'inf' ) elif _FLOAT_NAN . match ( text ) : ...
def checkArgs ( args ) : """Checks the arguments and options . : param args : an object containing the options of the program . : type args : argparse . Namespace : returns : ` ` True ` ` if everything was OK . If there is a problem with an option , an exception is raised using the : py : class : ` Progra...
# Checking the input file for file_name in [ args . tfile + i for i in { ".tfam" , ".tped" } ] : if not os . path . isfile ( file_name ) : msg = "{}: no such file" . format ( file_name ) raise ProgramError ( msg ) # Checking the xlimit if args . xlim is not None : if args . xlim [ 0 ] >= args . ...
def check_type_and_values_of_alt_name_dict ( alt_name_dict , alt_id_col , df ) : """Ensures that ` alt _ name _ dict ` is a dictionary and that its keys are in the alternative id column of ` df ` . Raises helpful errors if either condition is not met . Parameters alt _ name _ dict : dict . A dictionary wh...
if not isinstance ( alt_name_dict , dict ) : msg = "alt_name_dict should be a dictionary. Passed value was a {}" raise TypeError ( msg . format ( type ( alt_name_dict ) ) ) if not all ( [ x in df [ alt_id_col ] . values for x in alt_name_dict . keys ( ) ] ) : msg = "One or more of alt_name_dict's keys are n...
def setEnable ( self , status , lanInterfaceId = 1 , timeout = 1 ) : """Set enable status for a LAN interface , be careful you don ' t cut yourself off . : param bool status : enable or disable the interface : param int lanInterfaceId : the id of the LAN interface : param float timeout : the timeout to wait f...
namespace = Lan . getServiceType ( "setEnable" ) + str ( lanInterfaceId ) uri = self . getControlURL ( namespace ) if status : setStatus = 1 else : setStatus = 0 self . execute ( uri , namespace , "SetEnable" , timeout = timeout , NewEnable = setStatus )
def __step4 ( self ) : """Find a noncovered zero and prime it . If there is no starred zero in the row containing this primed zero , Go to Step 5 . Otherwise , cover this row and uncover the column containing the starred zero . Continue in this manner until there are no uncovered zeros left . Save the small...
step = 0 done = False row = - 1 col = - 1 star_col = - 1 while not done : ( row , col ) = self . __find_a_zero ( ) if row < 0 : done = True step = 6 else : self . marked [ row ] [ col ] = 2 star_col = self . __find_star_in_row ( row ) if star_col >= 0 : co...
def help ( self ) : """Display command usage information ."""
if self . params : command = self . params . pop ( ) . lstrip ( '-' ) if command in self . command . documentation : ( aliases , doc ) = self . command . documentation [ command ] ( synopsis , body ) = self . _split_docstring ( doc ) print ( synopsis ) if body : print...
def move_application ( self , app_id , queue ) : """Move an application to a different queue . Parameters app _ id : str The id of the application to move . queue : str The queue to move the application to ."""
self . _call ( 'moveApplication' , proto . MoveRequest ( id = app_id , queue = queue ) )
def doc ( * args ) : '''Return the docstrings for all modules . Optionally , specify a module or a function to narrow the selection . The strings are aggregated into a single document on the master for easy reading . Multiple modules / functions can be specified . CLI Example : . . code - block : : bash...
docs = { } if not args : for fun in __salt__ : docs [ fun ] = __salt__ [ fun ] . __doc__ return _strip_rst ( docs ) for module in args : _use_fnmatch = False if '*' in module : target_mod = module _use_fnmatch = True elif module : # allow both " sys " and " sys . " to match s...
def scatter_plot ( data , x , y , by = None , ax = None , figsize = None , grid = False , ** kwargs ) : """Make a scatter plot from two DataFrame columns Parameters data : DataFrame x : Column name for the x - axis values y : Column name for the y - axis values ax : Matplotlib axis object figsize : A tu...
import matplotlib . pyplot as plt kwargs . setdefault ( 'edgecolors' , 'none' ) def plot_group ( group , ax ) : xvals = group [ x ] . values yvals = group [ y ] . values ax . scatter ( xvals , yvals , ** kwargs ) ax . grid ( grid ) if by is not None : fig = _grouped_plot ( plot_group , data , by = b...
def upsert ( self , events ) : """Inserts / updates the given events into MySQL"""
existing = self . get_existing_keys ( events ) inserts = [ e for e in events if not e [ self . key ] in existing ] updates = [ e for e in events if e [ self . key ] in existing ] self . insert ( inserts ) self . update ( updates )
def generate_voxel_image ( network , pore_shape = "sphere" , throat_shape = "cylinder" , max_dim = None , verbose = 1 , rtol = 0.1 ) : r"""Generates voxel image from an OpenPNM network object . Parameters network : OpenPNM GenericNetwork Network from which voxel image is to be generated pore _ shape : str ...
print ( "\n" + "-" * 44 , flush = True ) print ( "| Generating voxel image from pore network |" , flush = True ) print ( "-" * 44 , flush = True ) # If max _ dim is provided , generate voxel image using max _ dim if max_dim is not None : return _generate_voxel_image ( network , pore_shape , throat_shape , max_dim =...
def _rename_objects_pretty ( self ) : """Rename all objects like " name _ 1 " to avoid conflicts . Objects are only renamed if necessary . This method produces more readable GLSL , but is rather slow ."""
# 1 . For each object , add its static names to the global namespace # and make a list of the shaders used by the object . # { name : obj } mapping for finding unique names # initialize with reserved keywords . self . _global_ns = dict ( [ ( kwd , None ) for kwd in gloo . util . KEYWORDS ] ) # functions are local per -...
def certify_enum ( value , kind = None , required = True ) : """Certifier for enum . : param value : The value to be certified . : param kind : The enum type that value should be an instance of . : param bool required : Whether the value can be ` None ` . Defaults to True . : raises CertifierTypeError...
if certify_required ( value = value , required = required , ) : return if not isinstance ( value , kind ) : raise CertifierTypeError ( message = "expected {expected!r}, but value is of type {actual!r}" . format ( expected = kind . __name__ , actual = value . __class__ . __name__ ) , value = value , required = r...
def check_namespace ( namespace_id ) : """Verify that a namespace ID is well - formed > > > check _ namespace ( 123) False > > > check _ namespace ( None ) False > > > check _ namespace ( ' ' ) False > > > check _ namespace ( ' abcd ' ) True > > > check _ namespace ( ' Abcd ' ) False > > > che...
if type ( namespace_id ) not in [ str , unicode ] : return False if not is_namespace_valid ( namespace_id ) : return False return True
def getWinnersBruteForce ( self , profile ) : """Returns a list of all winning candidates when we use brute force to compute Bayesian utilities for an election profile . This function assumes that getCandScoresMapBruteForce ( profile ) is implemented for the child MechanismMcmc class . : ivar Profile profile ...
candScoresMapBruteForce = self . getCandScoresMapBruteForce ( profile ) # Check whether the winning candidate is the candidate that maximizes the score or # minimizes it . if self . maximizeCandScore == True : bestScore = max ( candScoresMapBruteForce . values ( ) ) else : bestScore = min ( candScoresMapBruteFo...
def closestsites ( struct_blk , struct_def , pos ) : """Returns closest site to the input position for both bulk and defect structures Args : struct _ blk : Bulk structure struct _ def : Defect structure pos : Position Return : ( site object , dist , index )"""
blk_close_sites = struct_blk . get_sites_in_sphere ( pos , 5 , include_index = True ) blk_close_sites . sort ( key = lambda x : x [ 1 ] ) def_close_sites = struct_def . get_sites_in_sphere ( pos , 5 , include_index = True ) def_close_sites . sort ( key = lambda x : x [ 1 ] ) return blk_close_sites [ 0 ] , def_close_sit...
def get_layout_active_label ( self , resources , name , title , identity , shortcut ) : """Returns a layout * * Active _ QLabel * * widget . : param resources : Icons resources ( Default / Hover / Active ) . : type resources : tuple : param name : Ui object name . : type name : unicode : param title : Lay...
default_icon , hover_icon , active_icon = resources layout_active_label = Active_QLabel ( self , QPixmap ( umbra . ui . common . get_resource_path ( default_icon ) ) , QPixmap ( umbra . ui . common . get_resource_path ( hover_icon ) ) , QPixmap ( umbra . ui . common . get_resource_path ( active_icon ) ) , True ) self ....
def create_response ( self , payload ) : """Create a signed bitjws response using the supplied payload . The response content - type will be ' application / jose ' . : param payload : The response content . Must be json - serializable . : return : The signed Response with headers . : rtype : flask . Respons...
signedmess = bitjws . sign_serialize ( self . _privkey , requrl = '/response' , iat = time . time ( ) , data = payload ) return Response ( signedmess , mimetype = 'application/jose' )
def macro_attachments ( self , macro_id , ** kwargs ) : "https : / / developer . zendesk . com / rest _ api / docs / core / macros # list - macro - attachments"
api_path = "/api/v2/macros/{macro_id}/attachments.json" api_path = api_path . format ( macro_id = macro_id ) return self . call ( api_path , ** kwargs )
def ApplyPluginToTypedCollection ( plugin , type_names , fetch_fn ) : """Applies instant output plugin to a collection of results . Args : plugin : InstantOutputPlugin instance . type _ names : List of type names ( strings ) to be processed . fetch _ fn : Function that takes a type name as an argument and r...
for chunk in plugin . Start ( ) : yield chunk def GetValues ( tn ) : for v in fetch_fn ( tn ) : yield v for type_name in sorted ( type_names ) : stored_cls = rdfvalue . RDFValue . classes [ type_name ] for chunk in plugin . ProcessValues ( stored_cls , functools . partial ( GetValues , type_name...
def cpuset ( self , name , cpus = None , mems = None ) : """Set / Get cpuset cgroup specification / limitation the call to this method will always GET the current set values for both cpus and mems If cpus , or mems is NOT NONE value it will be set as the spec for that attribute : param cpus : Set cpus affinit...
args = { 'name' : name , 'cpus' : cpus , 'mems' : mems , } self . _cpuset_spec . check ( args ) return self . _client . json ( 'cgroup.cpuset.spec' , args )
def symmetrize_force_constants ( force_constants , level = 1 ) : """Symmetry force constants by translational and permutation symmetries Note Schemes of symmetrization are slightly different between C and python implementations . If these give very different results , the original force constants are not re...
try : import phonopy . _phonopy as phonoc phonoc . perm_trans_symmetrize_fc ( force_constants , level ) except ImportError : for i in range ( level ) : set_translational_invariance ( force_constants ) set_permutation_symmetry ( force_constants ) set_translational_invariance ( force_const...
def get_error ( self , startingPercentage = 0.0 , endPercentage = 100.0 , startDate = None , endDate = None ) : """Calculates the error for the given interval ( startingPercentage , endPercentage ) between the TimeSeries given during : py : meth : ` BaseErrorMeasure . initialize ` . : param float startingPercen...
# not initialized : if len ( self . _errorValues ) == 0 : raise StandardError ( "The last call of initialize(...) was not successfull." ) # check for wrong parameters if not ( 0.0 <= startingPercentage <= 100.0 ) : raise ValueError ( "startingPercentage has to be in [0.0, 100.0]." ) if not ( 0.0 <= endPercentag...
def account_weight ( self , account ) : """Returns the voting weight for * * account * * : param account : Account to get voting weight for : type account : str : raises : : py : exc : ` nano . rpc . RPCException ` > > > rpc . account _ weight ( . . . account = " xrb _ 3e3j5tkog48pnny9dmfzj1r16pg8t1e76dz5...
account = self . _process_value ( account , 'account' ) payload = { "account" : account } resp = self . call ( 'account_weight' , payload ) return int ( resp [ 'weight' ] )
def _find_error_evaluator ( self , synd , sigma , k = None ) : '''Compute the error ( or erasures if you supply sigma = erasures locator polynomial ) evaluator polynomial Omega from the syndrome and the error / erasures / errata locator Sigma . Omega is already computed at the same time as Sigma inside the Berlekam...
n = self . n if not k : k = self . k # Omega ( x ) = [ ( 1 + Synd ( x ) ) * Error _ loc ( x ) ] mod x ^ ( n - k + 1) # NOTE : I don ' t know why we do 1 + Synd ( x ) here , from docs it seems just Synd ( x ) is enough ( and in practice if you remove the " ONE + " it will still decode correcty ) as advised by Blahut...
def cyntenator ( args ) : """% prog cyntenator athaliana . athaliana . last athaliana . bed Prepare input for Cyntenator ."""
p = OptionParser ( cyntenator . __doc__ ) opts , args = p . parse_args ( args ) if len ( args ) < 2 : sys . exit ( not p . print_help ( ) ) lastfile = args [ 0 ] fp = open ( lastfile ) filteredlastfile = lastfile + ".blast" fw = open ( filteredlastfile , "w" ) for row in fp : b = BlastLine ( row ) if b . qu...
def read_choice ( self ) : """Return choice"""
commands = { "r" : "README" , "R" : "README" , "s" : "{0}.SlackBuild" . format ( self . name ) , "S" : "{0}.SlackBuild" . format ( self . name ) , "f" : "{0}.info" . format ( self . name ) , "F" : "{0}.info" . format ( self . name ) , "o" : "doinst.sh" , "O" : "doinst.sh" , "d" : "download" , "D" : "download" , "downlo...
def get_or_create_author ( self , api_author ) : """Find or create an Author object given API data . : param api _ author : the API data for the Author : return : a tuple of an Author instance and a boolean indicating whether the author was created or not"""
return Author . objects . get_or_create ( site_id = self . site_id , wp_id = api_author [ "ID" ] , defaults = self . api_object_data ( "author" , api_author ) )
def populate ( self ) : """Sync changes from the API to the local object . Note : syncs ip _ addresses and storage _ devices too ( / server / uuid endpoint )"""
server , IPAddresses , storages = self . cloud_manager . get_server_data ( self . uuid ) self . _reset ( server , ip_addresses = IPAddresses , storage_devices = storages , populated = True ) return self
def _forward_iterator ( self ) : "Returns a forward iterator over the trie"
path = [ ( self , 0 , Bits ( ) ) ] while path : node , idx , prefix = path . pop ( ) if idx == 0 and node . value is not None and not node . prune_value : yield ( self . _unpickle_key ( prefix ) , self . _unpickle_value ( node . value ) ) if idx < len ( node . children ) : path . append ( ( ...
def _sync_writes ( self ) : '''Flushes the write queue'''
for key in self . _wqueue : val = self . _cache [ key ] self . _database [ key ] = val del self . _wqueue self . _wqueue = set ( ) self . _database . sync ( )
def positive_int ( integer_string : str , strict : bool = False , cutoff : Optional [ int ] = None ) -> int : """Cast a string to a strictly positive integer ."""
ret = int ( integer_string ) if ret < 0 or ( ret == 0 and strict ) : raise ValueError ( ) if cutoff : ret = min ( ret , cutoff ) return ret
def create_volume ( DryRun = None , Size = None , SnapshotId = None , AvailabilityZone = None , VolumeType = None , Iops = None , Encrypted = None , KmsKeyId = None , TagSpecifications = None ) : """Creates an EBS volume that can be attached to an instance in the same Availability Zone . The volume is created in th...
pass
def merge ( self , values , lists_only = False ) : """Merges list - based attributes into one list including unique elements from both lists . When ` ` lists _ only ` ` is set to ` ` False ` ` , updates dictionaries and overwrites single - value attributes . The resulting configuration is ' clean ' , i . e . in...
if isinstance ( values , self . __class__ ) : self . merge_from_obj ( values , lists_only = lists_only ) elif isinstance ( values , dict ) : self . merge_from_dict ( values , lists_only = lists_only ) else : raise ValueError ( "{0} or dictionary expected; found '{1}'." . format ( self . __class__ . __name__...
def infer_x ( self , y ) : """Infer probable x from input y @ param y the desired output for infered x . @ return a list of probable x"""
OptimizedInverseModel . infer_x ( self , y ) if self . fmodel . size ( ) == 0 : return self . _random_x ( ) x_guesses = [ self . _guess_x_simple ( y ) [ 0 ] ] result = [ ] for xg in x_guesses : res = cma . fmin ( self . _error , xg , self . cmaes_sigma , options = { 'bounds' : [ self . lower , self . upper ] , ...
def most_populated ( adf ) : """Looks at each column , using the one with the most values Honours the Trump override / failsafe logic ."""
# just look at the feeds , ignore overrides and failsafes : feeds_only = adf [ adf . columns [ 1 : - 1 ] ] # find the most populated feed cnt_df = feeds_only . count ( ) cnt = cnt_df . max ( ) selected_feeds = cnt_df [ cnt_df == cnt ] # if there aren ' t any feeds , the first feed will work . . . if len ( selected_feed...
def anonymous_login ( self ) : """Login as anonymous user : return : logon result , see ` CMsgClientLogonResponse . eresult < https : / / github . com / ValvePython / steam / blob / 513c68ca081dc9409df932ad86c66100164380a6 / protobufs / steammessages _ clientserver . proto # L95 - L118 > ` _ : rtype : : class :...
self . _LOG . debug ( "Attempting Anonymous login" ) self . _pre_login ( ) self . username = None self . login_key = None message = MsgProto ( EMsg . ClientLogon ) message . header . steamid = SteamID ( type = 'AnonUser' , universe = 'Public' ) message . body . protocol_version = 65579 self . send ( message ) resp = se...
def _exponent_handler_factory ( ion_type , exp_chars , parse_func , first_char = None ) : """Generates a handler co - routine which tokenizes an numeric exponent . Args : ion _ type ( IonType ) : The type of the value with this exponent . exp _ chars ( sequence ) : The set of ordinals of the legal exponent ch...
def transition ( prev , c , ctx , trans ) : if c in _SIGN and prev in exp_chars : ctx . value . append ( c ) else : _illegal_character ( c , ctx ) return trans illegal = exp_chars + _SIGN return _numeric_handler_factory ( _DIGITS , transition , lambda c , ctx : c in exp_chars , illegal , par...
def _first_word_not_cmd ( self , first_word : str , command : str , args : tuple , kwargs : dict ) -> None : """check to see if this is an author or service . This method does high level control handling"""
if self . service_interface . is_service ( first_word ) : self . _logger . debug ( ' first word is a service' ) kwargs = self . service_interface . get_metadata ( first_word , kwargs ) self . _logger . debug ( ' service transform kwargs: %s' , kwargs ) elif self . author_interface . is_author ( first_word )...
def _setMaxRecords ( self , maxRec ) : """Specifies the maximum number of records you want returned ( number or constant ' all ' )"""
if type ( maxRec ) == int : self . _maxRecords = maxRec elif type ( maxRec ) == str and ( maxRec . lower == 'all' or maxRec . isdigit ( ) ) : self . _maxRecords = maxRec . lower else : raise FMError , 'Unsupported -max value (not a number or "all").'