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def distance_matrix ( coords_a , coords_b , cutoff , periodic = False , method = "simple" ) : """Calculate distances matrix the array of coordinates * coord _ a * and * coord _ b * within a certain cutoff . This function is a wrapper around different routines and data structures for distance searches . It ret...
coords_a = np . array ( coords_a ) coords_b = np . array ( coords_b ) if method == "simple" : if periodic is not False : return distance_array ( coords_a , coords_b , cutoff = cutoff , period = periodic . astype ( np . double ) ) else : dist = cdist ( coords_a , coords_b ) dist [ dist > ...
def goBack ( self ) : """Moves the cursor to the end of the previous editor"""
index = self . indexOf ( self . currentEditor ( ) ) if index == - 1 : return previous = self . editorAt ( index - 1 ) if previous : previous . setFocus ( ) previous . setCursorPosition ( self . sectionLength ( ) )
def update ( self , id ) : """PUT / datastores / id : Update an existing item ."""
# url ( ' DataStores ' , id = ID ) content = request . environ [ 'wsgi.input' ] . read ( int ( request . environ [ 'CONTENT_LENGTH' ] ) ) content = content . decode ( 'utf8' ) content = simplejson . loads ( content ) result = meta . Session . query ( DataStore ) . get ( id ) result . name = content [ 'name' ] result . ...
def wait_for_idle ( self ) : """Waits until the worker has nothing more to do . Very useful in tests"""
# Be mindful that this is being executed in a different greenlet than the work _ * methods . while True : time . sleep ( 0.01 ) with self . work_lock : if self . status != "wait" : continue if len ( self . gevent_pool ) > 0 : continue # Force a refresh of the curr...
def compute_statistics ( out_dir , gold_prefix , source_prefix , same_samples , use_sge , final_out_prefix ) : """Compute the statistics ."""
# Now , creating a temporary directory if not os . path . isdir ( out_dir ) : try : os . mkdir ( out_dir ) except OSError : msg = "{}: file exists" . format ( out_dir ) raise ProgramError ( msg ) # The out prefix out_prefix = os . path . join ( out_dir , "tmp" ) # Subsetting the files lo...
def set_level ( self , val ) : """Set the device ON LEVEL ."""
if val == 0 : self . off ( ) elif val == 255 : self . on ( ) else : setlevel = 255 if val < 1 : setlevel = val * 255 elif val <= 0xff : setlevel = val change = setlevel - self . _value increment = 255 / self . _steps steps = round ( abs ( change ) / increment ) print ...
def get_all_queues ( self ) : """Get information about all queues in the cluster . Returns queues : list of Queue Examples > > > client . get _ all _ queues ( ) [ Queue < name = ' default ' , percent _ used = 0.00 > , Queue < name = ' myqueue ' , percent _ used = 5.00 > , Queue < name = ' child1 ' , p...
resp = self . _call ( 'getAllQueues' , proto . Empty ( ) ) return [ Queue . from_protobuf ( q ) for q in resp . queues ]
def _build_opr_data ( self , data , store ) : """Returns a well formatted OPR data"""
return { "invoice_data" : { "invoice" : { "total_amount" : data . get ( "total_amount" ) , "description" : data . get ( "description" ) } , "store" : store . info } , "opr_data" : { "account_alias" : data . get ( "account_alias" ) } }
def _get_full_block ( grouped_dicoms ) : """Generate a full datablock containing all timepoints"""
# For each slice / mosaic create a data volume block data_blocks = [ ] for index in range ( 0 , len ( grouped_dicoms ) ) : logger . info ( 'Creating block %s of %s' % ( index + 1 , len ( grouped_dicoms ) ) ) data_blocks . append ( _timepoint_to_block ( grouped_dicoms [ index ] ) ) # Add the data _ blocks togeth...
def simplify ( self ) : """Return a new simplified expression in canonical form from this expression . For simplification of AND and OR fthe ollowing rules are used recursively bottom up : - Associativity ( output does not contain same operations nested ) - Annihilation - Idempotence - Identity - Co...
# TODO : Refactor DualBase . simplify into different " sub - evals " . # If self is already canonical do nothing . if self . iscanonical : return self # Otherwise bring arguments into canonical form . args = [ arg . simplify ( ) for arg in self . args ] # Create new instance of own class with canonical args . # TOD...
def undefine ( self ) : """Undefine the Function . Python equivalent of the CLIPS undeffunction command . The object becomes unusable after this method has been called ."""
if lib . EnvUndeffunction ( self . _env , self . _fnc ) != 1 : raise CLIPSError ( self . _env ) self . _env = None
def get_events ( self ) -> List [ Event ] : """Get events associated with the scheduling object . Returns : list of Event objects"""
LOG . debug ( 'Getting events for %s' , self . key ) return get_events ( self . key )
def getChildren ( self , name = None , ns = None ) : """Get a list of children by ( optional ) name and / or ( optional ) namespace . @ param name : The name of a child element ( may contain prefix ) . @ type name : basestring @ param ns : An optional namespace used to match the child . @ type ns : ( I { pr...
if name is None : matched = self . __root else : matched = self . getChild ( name , ns ) if matched is None : return [ ] else : return [ matched , ]
def decode_body ( cls , header , f ) : """Generates a ` MqttPingresp ` packet given a ` MqttFixedHeader ` . This method asserts that header . packet _ type is ` pingresp ` . Parameters header : MqttFixedHeader f : file Object with a read method . Raises DecodeError When there are extra bytes at th...
assert header . packet_type == MqttControlPacketType . pingresp if header . remaining_len != 0 : raise DecodeError ( 'Extra bytes at end of packet.' ) return 0 , MqttPingresp ( )
def axis_bounds ( self ) -> Dict [ str , Tuple [ float , float ] ] : """The ( minimum , maximum ) bounds for each axis ."""
return { ax : ( 0 , pos + 0.5 ) for ax , pos in _HOME_POSITION . items ( ) if ax not in 'BC' }
def add_link ( self , ** kwgs ) : """Add additional link to the document . Links will be embeded only inside of this document . > > > add _ link ( href = ' styles . css ' , rel = ' stylesheet ' , type = ' text / css ' )"""
self . links . append ( kwgs ) if kwgs . get ( 'type' ) == 'text/javascript' : if 'scripted' not in self . properties : self . properties . append ( 'scripted' )
def _select_best_smooth_at_each_point ( self ) : """Solve Eq ( 10 ) to find the best span for each observation . Stores index so we can easily grab the best residual smooth , primary smooth , etc ."""
for residuals_i in zip ( * self . _residual_smooths ) : index_of_best_span = residuals_i . index ( min ( residuals_i ) ) self . _best_span_at_each_point . append ( DEFAULT_SPANS [ index_of_best_span ] )
def get_points ( orig , dest , taillen ) : """Return a pair of lists of points for use making an arrow . The first list is the beginning and end point of the trunk of the arrow . The second list is the arrowhead ."""
# Adjust the start and end points so they ' re on the first non - transparent pixel . # y = slope ( x - ox ) + oy # x = ( y - oy ) / slope + ox ox , oy = orig . center ow , oh = orig . size dx , dy = dest . center dw , dh = dest . size if ox < dx : leftx = ox rightx = dx xco = 1 elif ox > dx : leftx = o...
def quick1D ( data , axis = 0 , at = { } , channel = 0 , * , local = False , autosave = False , save_directory = None , fname = None , verbose = True ) : """Quickly plot 1D slice ( s ) of data . Parameters data : WrightTools . Data object Data to plot . axis : string or integer ( optional ) Expression or ...
# channel index channel_index = wt_kit . get_index ( data . channel_names , channel ) shape = data . channels [ channel_index ] . shape collapse = [ i for i in range ( len ( shape ) ) if shape [ i ] == 1 ] at = at . copy ( ) at . update ( { c : 0 for c in collapse } ) # prepare data chopped = data . chop ( axis , at = ...
def _find_benchmarks ( self ) : """Return a suite of all tests cases contained in testCaseClass"""
def is_bench_method ( attrname , prefix = "bench" ) : return attrname . startswith ( prefix ) and hasattr ( getattr ( self . __class__ , attrname ) , '__call__' ) return list ( filter ( is_bench_method , dir ( self . __class__ ) ) )
def tx_min ( tasmax , freq = 'YS' ) : r"""Lowest max temperature The minimum of daily maximum temperature . Parameters tasmax : xarray . DataArray Maximum daily temperature [ ° C ] or [ K ] freq : str , optional Resampling frequency Returns xarray . DataArray Minimum of daily maximum temperature ....
return tasmax . resample ( time = freq ) . min ( dim = 'time' , keep_attrs = True )
def remove_file ( filename , recursive = False , force = False ) : """Removes a file or directory ."""
import os try : mode = os . stat ( filename ) [ 0 ] if mode & 0x4000 != 0 : # directory if recursive : for file in os . listdir ( filename ) : success = remove_file ( filename + '/' + file , recursive , force ) if not success and not force : ...
def _make_entities_from_ids ( entity_cls , entity_objs_and_ids , server_config ) : """Given an iterable of entities and / or IDs , return a list of entities . : param entity _ cls : An : class : ` Entity ` subclass . : param entity _ obj _ or _ id : An iterable of : class : ` nailgun . entity _ mixins . Entit...
return [ _make_entity_from_id ( entity_cls , entity_or_id , server_config ) for entity_or_id in entity_objs_and_ids ]
def gpu_memory_info ( device_id = 0 ) : """Query CUDA for the free and total bytes of GPU global memory . Parameters device _ id : int , optional The device id of the GPU device . Raises Will raise an exception on any CUDA error . Returns ( free , total ) : ( int , int ) The number of GPUs ."""
free = ctypes . c_uint64 ( ) total = ctypes . c_uint64 ( ) dev_id = ctypes . c_int ( device_id ) check_call ( _LIB . MXGetGPUMemoryInformation64 ( dev_id , ctypes . byref ( free ) , ctypes . byref ( total ) ) ) return ( free . value , total . value )
def summarize ( requestContext , seriesList , intervalString , func = 'sum' , alignToFrom = False ) : """Summarize the data into interval buckets of a certain size . By default , the contents of each interval bucket are summed together . This is useful for counters where each increment represents a discrete e...
results = [ ] delta = parseTimeOffset ( intervalString ) interval = to_seconds ( delta ) for series in seriesList : buckets = { } timestamps = range ( int ( series . start ) , int ( series . end ) + 1 , int ( series . step ) ) datapoints = zip_longest ( timestamps , series ) for timestamp , value in dat...
def get_scoped_variable_from_name ( self , name ) : """Get the scoped variable for a unique name : param name : the unique name of the scoped variable : return : the scoped variable specified by the name : raises exceptions . AttributeError : if the name is not in the the scoped _ variables dictionary"""
for scoped_variable_id , scoped_variable in self . scoped_variables . items ( ) : if scoped_variable . name == name : return scoped_variable_id raise AttributeError ( "Name %s is not in scoped_variables dictionary" , name )
def _bind_for_search ( anonymous = False , opts = None ) : '''Bind with binddn and bindpw only for searching LDAP : param anonymous : Try binding anonymously : param opts : Pass in when _ _ opts _ _ is not available : return : LDAPConnection object'''
# Get config params ; create connection dictionary connargs = { } # config params ( auth . ldap . * ) params = { 'mandatory' : [ 'uri' , 'server' , 'port' , 'starttls' , 'tls' , 'no_verify' , 'anonymous' , 'accountattributename' , 'activedirectory' ] , 'additional' : [ 'binddn' , 'bindpw' , 'filter' , 'groupclass' , 'a...
def setup ( app ) : """Called at Sphinx initialization ."""
# Triggers sphinx - apidoc to generate API documentation . app . connect ( 'builder-inited' , RunSphinxAPIDoc ) app . add_config_value ( 'recommonmark_config' , { 'enable_auto_doc_ref' : False } , True ) app . add_transform ( AutoStructify ) app . add_transform ( ProcessLink )
def valueFromString ( self , value , context = None ) : """Converts the inputted string text to a value that matches the type from this column type . : param value | < str >"""
if value == 'now' : return datetime . datetime . now ( ) . time ( ) elif dateutil_parser : return dateutil_parser . parse ( value ) . time ( ) else : time_struct = time . strptime ( value , self . defaultFormat ( ) ) return datetime . time ( time_struct . tm_hour , time_struct . tm_min , time_struct . t...
def get_prep_value ( self , value ) : """Returns field ' s value prepared for saving into a database ."""
if isinstance ( value , LocalizedValue ) : prep_value = LocalizedValue ( ) for k , v in value . __dict__ . items ( ) : if v is None : prep_value . set ( k , '' ) else : # Need to convert File objects provided via a form to # unicode for database insertion prep_val...
def _namedtupleload ( l : Loader , value : Dict [ str , Any ] , type_ ) -> Tuple : """This loads a Dict [ str , Any ] into a NamedTuple ."""
if not hasattr ( type_ , '__dataclass_fields__' ) : fields = set ( type_ . _fields ) optional_fields = set ( getattr ( type_ , '_field_defaults' , { } ) . keys ( ) ) type_hints = type_ . _field_types else : # dataclass import dataclasses fields = set ( type_ . __dataclass_fields__ . keys ( ) ) o...
def delete ( self , msg , claim_id = None ) : """Deletes the specified message from its queue . If the message has been claimed , the ID of that claim must be passed as the ' claim _ id ' parameter ."""
msg_id = utils . get_id ( msg ) if claim_id : uri = "/%s/%s?claim_id=%s" % ( self . uri_base , msg_id , claim_id ) else : uri = "/%s/%s" % ( self . uri_base , msg_id ) return self . _delete ( uri )
def fw_policy_delete ( self , data , fw_name = None ) : """Top level policy delete routine ."""
LOG . debug ( "FW Policy Debug" ) self . _fw_policy_delete ( fw_name , data )
def wait_all ( jobs , timeout = None ) : """Return when at all of the specified jobs have completed or timeout expires . Args : jobs : a Job or list of Jobs to wait on . timeout : a timeout in seconds to wait for . None ( the default ) means no timeout . Returns : A list of the jobs that have now complete...
return Job . _wait ( jobs , timeout , concurrent . futures . ALL_COMPLETED )
def resolve_operation_info ( self , encoding_map , mips_op_info ) : """Adds the predefined operation info ( opcode , funct ) to the current encoding map ."""
encoding_map [ 'opcode' ] = mips_op_info . opcode encoding_map [ 'funct' ] = mips_op_info . funct
def parse_text_urls ( mesg ) : """Parse a block of text , splitting it into its url and non - url components ."""
rval = [ ] loc = 0 for match in URLRE . finditer ( mesg ) : if loc < match . start ( ) : rval . append ( Chunk ( mesg [ loc : match . start ( ) ] , None ) ) # Turn email addresses into mailto : links email = match . group ( "email" ) if email and "mailto" not in email : mailto = "mailto:...
def step ( self , step_size : Timedelta = None ) : """Advance the simulation one step . Parameters step _ size An optional size of step to take . Must be the same type as the simulation clock ' s step size ( usually a pandas . Timedelta ) ."""
old_step_size = self . clock . step_size if step_size is not None : if not isinstance ( step_size , type ( self . clock . step_size ) ) : raise ValueError ( f"Provided time must be an instance of {type(self.clock.step_size)}" ) self . clock . _step_size = step_size super ( ) . step ( ) self . clock . _s...
def convert_to_sympy_matrix ( expr , full_space = None ) : """Convert a QNET expression to an explicit ` ` n x n ` ` instance of ` sympy . Matrix ` , where ` ` n ` ` is the dimension of ` full _ space ` . The entries of the matrix may contain symbols . Parameters : expr : a QNET expression full _ space ( ...
if full_space is None : full_space = expr . space if not expr . space . is_tensor_factor_of ( full_space ) : raise ValueError ( "expr must be in full_space" ) if expr is IdentityOperator : return sympy . eye ( full_space . dimension ) elif expr is ZeroOperator : return 0 elif isinstance ( expr , LocalOp...
def __get_hooks_for_dll ( self , event ) : """Get the requested API hooks for the current DLL . Used by L { _ _ hook _ dll } and L { _ _ unhook _ dll } ."""
result = [ ] if self . __apiHooks : path = event . get_module ( ) . get_filename ( ) if path : lib_name = PathOperations . pathname_to_filename ( path ) . lower ( ) for hook_lib , hook_api_list in compat . iteritems ( self . __apiHooks ) : if hook_lib == lib_name : re...
def delete_dispatch ( self , dispatch_id ) : """Deleting an existing dispatch : param dispatch _ id : is the dispatch that the client wants to delete"""
self . _validate_uuid ( dispatch_id ) url = "/notification/v1/dispatch/{}" . format ( dispatch_id ) response = NWS_DAO ( ) . deleteURL ( url , self . _write_headers ( ) ) if response . status != 204 : raise DataFailureException ( url , response . status , response . data ) return response . status
def geocode ( self , query , lang = 'en' , exactly_one = True , timeout = DEFAULT_SENTINEL ) : """Return a location point for a ` 3 words ` query . If the ` 3 words ` address doesn ' t exist , a : class : ` geopy . exc . GeocoderQueryError ` exception will be thrown . : param str query : The 3 - word address ...
if not self . _check_query ( query ) : raise exc . GeocoderQueryError ( "Search string must be 'word.word.word'" ) params = { 'addr' : self . format_string % query , 'lang' : lang . lower ( ) , 'key' : self . api_key , } url = "?" . join ( ( self . geocode_api , urlencode ( params ) ) ) logger . debug ( "%s.geocode...
def get_user_info ( self , user_id , lang = "zh_CN" ) : """获取用户基本信息 。 : param user _ id : 用户 ID 。 就是你收到的 ` Message ` 的 source : param lang : 返回国家地区语言版本 , zh _ CN 简体 , zh _ TW 繁体 , en 英语 : return : 返回的 JSON 数据包"""
return self . get ( url = "https://api.weixin.qq.com/cgi-bin/user/info" , params = { "access_token" : self . token , "openid" : user_id , "lang" : lang } )
def iter_widgets ( self , file = None , place = None ) : '''Iterate registered widgets , optionally matching given criteria . : param file : optional file object will be passed to widgets ' filter functions . : type file : browsepy . file . Node or None : param place : optional template place hint . : typ...
for filter , dynamic , cwidget in self . _widgets : try : if file and filter and not filter ( file ) : continue except BaseException as e : # Exception is handled as this method execution is deffered , # making hard to debug for plugin developers . warnings . warn ( 'Plugin actio...
def permutation_isc ( iscs , group_assignment = None , pairwise = False , # noqa : C901 summary_statistic = 'median' , n_permutations = 1000 , random_state = None ) : """Group - level permutation test for ISCs For ISCs from one or more voxels or ROIs , permute group assignments to construct a permutation distri...
# Standardize structure of input data iscs , n_subjects , n_voxels = _check_isc_input ( iscs , pairwise = pairwise ) # Check for valid summary statistic if summary_statistic not in ( 'mean' , 'median' ) : raise ValueError ( "Summary statistic must be 'mean' or 'median'" ) # Check match between group labels and ISCs...
def as_dates ( self ) : """Create a new DateRange with the datetimes converted to dates and changing to CLOSED / CLOSED ."""
new_start = self . start . date ( ) if self . start and isinstance ( self . start , datetime . datetime ) else self . start new_end = self . end . date ( ) if self . end and isinstance ( self . end , datetime . datetime ) else self . end return DateRange ( new_start , new_end , CLOSED_CLOSED )
def setCurrentMode ( self , mode ) : """Sets what mode this loader will be in . : param mode | < XLoaderWidget . Mode >"""
if ( mode == self . _currentMode ) : return self . _currentMode = mode ajax = mode == XLoaderWidget . Mode . Spinner self . _movieLabel . setVisible ( ajax ) self . _primaryProgressBar . setVisible ( not ajax ) self . _subProgressBar . setVisible ( not ajax and self . _showSubProgress )
def post ( method , hmc , uri , uri_parms , body , logon_required , wait_for_completion ) : """Operation : Create Metrics Context ."""
assert wait_for_completion is True # always synchronous check_required_fields ( method , uri , body , [ 'anticipated-frequency-seconds' ] ) new_metrics_context = hmc . metrics_contexts . add ( body ) result = { 'metrics-context-uri' : new_metrics_context . uri , 'metric-group-infos' : new_metrics_context . get_metric_g...
def read ( filename , mmap = False ) : """Return the sample rate ( in samples / sec ) and data from a WAV file Parameters filename : string or open file handle Input wav file . mmap : bool , optional Whether to read data as memory mapped . Only to be used on real files ( Default : False ) . . versiona...
if hasattr ( filename , 'read' ) : fid = filename mmap = False else : fid = open ( filename , 'rb' ) try : fsize = _read_riff_chunk ( fid ) noc = 1 bits = 8 comp = WAVE_FORMAT_PCM while ( fid . tell ( ) < fsize ) : # read the next chunk chunk_id = fid . read ( 4 ) if chun...
def get_public_url ( self , doc_id , branch = 'master' ) : """Returns a GitHub URL for the doc in question ( study , collection , . . . )"""
name , path_frag = self . get_repo_and_path_fragment ( doc_id ) return 'https://raw.githubusercontent.com/OpenTreeOfLife/' + name + '/' + branch + '/' + path_frag
def create_instances_from_document ( doc_database , doc_idx , max_seq_length , short_seq_prob , masked_lm_prob , max_predictions_per_seq , vocab_list ) : """This code is mostly a duplicate of the equivalent function from Google BERT ' s repo . However , we make some changes and improvements . Sampling is improved...
document = doc_database [ doc_idx ] # Account for [ CLS ] , [ SEP ] , [ SEP ] max_num_tokens = max_seq_length - 3 # We * usually * want to fill up the entire sequence since we are padding # to ` max _ seq _ length ` anyways , so short sequences are generally wasted # computation . However , we * sometimes * # ( i . e ....
def add_constants ( namespace , registry ) : """Adds the quantities from : mod : ` unyt . physical _ constants ` to a namespace Parameters namespace : dict The dict to insert quantities into . The keys will be string names and values will be the corresponding quantities . registry : : class : ` unyt . uni...
from unyt . array import unyt_quantity for constant_name in physical_constants : value , unit_name , alternate_names = physical_constants [ constant_name ] for name in alternate_names + [ constant_name ] : quan = unyt_quantity ( value , unit_name , registry = registry ) try : namespa...
def gen_query ( self ) : """Generate an SQL query for the edge object ."""
return ( SQL . forwards_relation ( self . src , self . rel ) if self . dst is None else SQL . inverse_relation ( self . dst , self . rel ) )
def transform_form_error ( form , verbose = True ) : """transform form errors to list like [ " field1 : error1 " , " field2 : error2 " ]"""
errors = [ ] for field , err_msg in form . errors . items ( ) : if field == '__all__' : # general errors errors . append ( ', ' . join ( err_msg ) ) else : # field errors field_name = field if verbose and field in form . fields : field_name = form . fields [ field ] . label o...
def run ( self ) : """Process incoming HTTP connections . Retrieves incoming connections from thread pool ."""
self . server . stats [ 'Worker Threads' ] [ self . getName ( ) ] = self . stats try : self . ready = True while True : conn = self . server . requests . get ( ) if conn is _SHUTDOWNREQUEST : return self . conn = conn if self . server . stats [ 'Enabled' ] : ...
def _send_packet ( self , data ) : "Send to server ."
data = json . dumps ( data ) . encode ( 'utf-8' ) # Be sure that our socket is blocking , otherwise , the send ( ) call could # raise ` BlockingIOError ` if the buffer is full . self . socket . setblocking ( 1 ) self . socket . send ( data + b'\0' )
def last_modified ( self ) : """Gets the most recent modification time for all entries in the view"""
if self . entries : latest = max ( self . entries , key = lambda x : x . last_modified ) return arrow . get ( latest . last_modified ) return arrow . get ( )
def reply_video ( self , video : str , quote : bool = None , caption : str = "" , parse_mode : str = "" , duration : int = 0 , width : int = 0 , height : int = 0 , thumb : str = None , supports_streaming : bool = True , disable_notification : bool = None , reply_to_message_id : int = None , reply_markup : Union [ "pyro...
if quote is None : quote = self . chat . type != "private" if reply_to_message_id is None and quote : reply_to_message_id = self . message_id return self . _client . send_video ( chat_id = self . chat . id , video = video , caption = caption , parse_mode = parse_mode , duration = duration , width = width , heig...
def mv_normal_cov_like ( x , mu , C ) : r"""Multivariate normal log - likelihood parameterized by a covariance matrix . . . math : : f ( x \ mid \ pi , C ) = \ frac { 1 } { ( 2 \ pi | C | ) ^ { 1/2 } } \ exp \ left \ { - \ frac { 1 } { 2 } ( x - \ mu ) ^ { \ prime } C ^ { - 1 } ( x - \ mu ) \ right \ } : Pa...
# TODO : Vectorize in Fortran if len ( np . shape ( x ) ) > 1 : return np . sum ( [ flib . cov_mvnorm ( r , mu , C ) for r in x ] ) else : return flib . cov_mvnorm ( x , mu , C )
def all_node_style ( self , ** kwargs ) : '''Modifies all node styles'''
for node in self . nodes : self . node_style ( node , ** kwargs )
def _getFirmwareVersion ( self , device ) : """Get the firmware version . : Parameters : device : ` int ` The device is the integer number of the hardware devices ID and is only used with the Pololu Protocol . : Returns : An integer indicating the version number ."""
cmd = self . _COMMAND . get ( 'get-fw-version' ) self . _writeData ( cmd , device ) try : result = self . _serial . read ( size = 1 ) result = int ( result ) except serial . SerialException as e : self . _log and self . _log . error ( "Error: %s" , e , exc_info = True ) raise e except ValueError as e : ...
def check ( self , triggers , data_reader ) : """Look for a single detector trigger that passes the thresholds in the current data ."""
if len ( triggers [ 'snr' ] ) == 0 : return None i = triggers [ 'snr' ] . argmax ( ) # This uses the pycbc live convention of chisq always meaning the # reduced chisq . rchisq = triggers [ 'chisq' ] [ i ] nsnr = ranking . newsnr ( triggers [ 'snr' ] [ i ] , rchisq ) dur = triggers [ 'template_duration' ] [ i ] if n...
def UNas ( self , to = 'name_short' ) : """Return UN member states in the specified classification Parameters to : str , optional Output classification ( valid str for an index of country _ data file ) , default : name _ short Returns Pandas DataFrame"""
if isinstance ( to , str ) : to = [ to ] return self . data [ self . data . UNmember > 0 ] [ to ]
def authAddress ( val ) : """# The C1 Tag extracts the address of the authors as given by WOS . * * Warning * * the mapping of author to address is not very good and is given in multiple ways . # Parameters _ val _ : ` list [ str ] ` > The raw data from a WOS file # Returns ` list [ str ] ` > A list o...
ret = [ ] for a in val : if a [ 0 ] == '[' : ret . append ( '] ' . join ( a . split ( '] ' ) [ 1 : ] ) ) else : ret . append ( a ) return ret
def extract ( self , content , output ) : """Try to extract lines from the invoice"""
# First apply default options . plugin_settings = DEFAULT_OPTIONS . copy ( ) plugin_settings . update ( self [ 'lines' ] ) self [ 'lines' ] = plugin_settings # Validate settings assert 'start' in self [ 'lines' ] , 'Lines start regex missing' assert 'end' in self [ 'lines' ] , 'Lines end regex missing' assert 'line' in...
def bind ( self , * pos , ** kw ) : """Implements proxy connection for UDP sockets , which happens during the bind ( ) phase ."""
proxy_type , proxy_addr , proxy_port , rdns , username , password = self . proxy if not proxy_type or self . type != socket . SOCK_DGRAM : return _orig_socket . bind ( self , * pos , ** kw ) if self . _proxyconn : raise socket . error ( EINVAL , "Socket already bound to an address" ) if proxy_type != SOCKS5 : ...
def _resolve_folder ( project , parent_folder , folder_name ) : """: param project : The project that the folder belongs to : type project : string : param parent _ folder : Full path to the parent folder that contains folder _ name : type parent _ folder : string : param folder _ name : Name of the folde...
if '/' in folder_name : # Then there ' s no way it ' s supposed to be a folder raise ResolutionError ( 'Object of name ' + str ( folder_name ) + ' could not be resolved in folder ' + str ( parent_folder ) + ' of project ID ' + str ( project ) ) possible_folder , _skip = clean_folder_path ( parent_folder + '/' + fol...
def remove_node ( self , node ) : """Remove the node from the graph , removes also all connections . : param androguard . decompiler . dad . node . Node node : the node to remove"""
preds = self . reverse_edges . get ( node , [ ] ) for pred in preds : self . edges [ pred ] . remove ( node ) succs = self . edges . get ( node , [ ] ) for suc in succs : self . reverse_edges [ suc ] . remove ( node ) exc_preds = self . reverse_catch_edges . pop ( node , [ ] ) for pred in exc_preds : self ....
def realpath ( path ) : """Create the real absolute path for the given path . Add supports for userdir & / supports . Args : * path : pathname to use for realpath . Returns : Platform independent real absolute path ."""
if path == '~' : return userdir if path == '/' : return sysroot if path . startswith ( '/' ) : return os . path . abspath ( path ) if path . startswith ( '~/' ) : return os . path . expanduser ( path ) if path . startswith ( './' ) : return os . path . abspath ( os . path . join ( os . path . curdir...
def list_processed_parameter_group_histogram ( self , group = None , start = None , stop = None , merge_time = 20 ) : """Reads index records related to processed parameter groups between the specified start and stop time . Each iteration returns a chunk of chronologically - sorted records . : param float merg...
params = { } if group is not None : params [ 'group' ] = group if start is not None : params [ 'start' ] = to_isostring ( start ) if stop is not None : params [ 'stop' ] = to_isostring ( stop ) if merge_time is not None : params [ 'mergeTime' ] = int ( merge_time * 1000 ) return pagination . Iterator ( ...
def state ( self , time = None ) : """The most recently - created info of type State at the specfied time . If time is None then it returns the most recent state as of now ."""
if time is None : return max ( self . infos ( type = State ) , key = attrgetter ( 'creation_time' ) ) else : states = [ s for s in self . infos ( type = State ) if s . creation_time < time ] return max ( states , key = attrgetter ( 'creation_time' ) )
def set_voltage ( self , value , channel = 1 ) : """channel : 1 = OP1 , 2 = OP2 , AUX is not supported"""
cmd = "V%d %f" % ( channel , value ) self . write ( cmd )
def hash_data ( obj ) : """Generate a SHA1 from a complex object ."""
collect = sha1 ( ) for text in bytes_iter ( obj ) : if isinstance ( text , six . text_type ) : text = text . encode ( 'utf-8' ) collect . update ( text ) return collect . hexdigest ( )
def load_config ( filename = None ) : """Load a configuration from a file or stdin . If ` filename ` is ` None ` or " - " , then configuration gets read from stdin . Returns : A ` ConfigDict ` . Raises : ConfigError : If there is an error loading the config ."""
try : with _config_stream ( filename ) as handle : filename = handle . name return deserialize_config ( handle . read ( ) ) except ( OSError , toml . TomlDecodeError , UnicodeDecodeError ) as exc : raise ConfigError ( 'Error loading configuration from {}' . format ( filename ) ) from exc
def default_decode ( events , mode = 'full' ) : """Decode a XigtCorpus element ."""
event , elem = next ( events ) root = elem # store root for later instantiation while ( event , elem . tag ) not in [ ( 'start' , 'igt' ) , ( 'end' , 'xigt-corpus' ) ] : event , elem = next ( events ) igts = None if event == 'start' and elem . tag == 'igt' : igts = ( decode_igt ( e ) for e in iter_elements ( 'i...
def apply_caching ( response ) : """Applies the configuration ' s http headers to all responses"""
for k , v in config . get ( 'HTTP_HEADERS' ) . items ( ) : response . headers [ k ] = v return response
def list_sinks ( self , project , page_size = 0 , page_token = None ) : """List sinks for the project associated with this client . : type project : str : param project : ID of the project whose sinks are to be listed . : type page _ size : int : param page _ size : maximum number of sinks to return , If no...
path = "projects/%s" % ( project , ) page_iter = self . _gapic_api . list_sinks ( path , page_size = page_size ) page_iter . client = self . _client page_iter . next_page_token = page_token page_iter . item_to_value = _item_to_sink return page_iter
def get_map_matrix ( inputfile , sheet_name ) : """Return the matrix representation of the genetic map . : arg inputfile : the path to the input file from which to retrieve the genetic map . : arg sheet _ name : the excel sheet containing the data on which to retrieve the genetic map ."""
matrix = read_excel_file ( inputfile , sheet_name ) output = [ [ 'Locus' , 'Group' , 'Position' ] ] for row in matrix : if row [ 0 ] and not re . match ( r'c\d+\.loc[\d\.]+' , row [ 0 ] ) : output . append ( [ row [ 0 ] , row [ 1 ] , row [ 2 ] ] ) return output
def pad_to_multiple ( self , factor ) : """Pad the pianoroll with zeros at the end along the time axis with the minimum length that makes the resulting pianoroll length a multiple of ` factor ` . Parameters factor : int The value which the length of the resulting pianoroll will be a multiple of ."""
remainder = self . pianoroll . shape [ 0 ] % factor if remainder : pad_width = ( ( 0 , ( factor - remainder ) ) , ( 0 , 0 ) ) self . pianoroll = np . pad ( self . pianoroll , pad_width , 'constant' )
def execute_epoch ( self , epoch_info , learner ) : """Prepare the phase for learning"""
for param_group in epoch_info . optimizer . param_groups : param_group [ 'lr' ] = self . lr epoch_result = learner . run_epoch ( epoch_info , self . _source ) return epoch_result
def exec_command ( self , command , sudo = False , ** kwargs ) : """Wrapper to paramiko . SSHClient . exec _ command"""
channel = self . client . get_transport ( ) . open_session ( ) # stdin = channel . makefile ( ' wb ' ) stdout = channel . makefile ( 'rb' ) stderr = channel . makefile_stderr ( 'rb' ) if sudo : command = 'sudo -S bash -c \'%s\'' % command else : command = 'bash -c \'%s\'' % command logger . debug ( "Running com...
def gauss_warp_arb ( X , l1 , l2 , lw , x0 ) : r"""Warps the ` X ` coordinate with a Gaussian - shaped divot . . . math : : l = l _ 1 - ( l _ 1 - l _ 2 ) \ exp \ left ( - 4 \ ln 2 \ frac { ( X - x _ 0 ) ^ 2 } { l _ { w } ^ { 2 } } \ right ) Parameters X : : py : class : ` Array ` , ( ` M ` , ) or scalar flo...
if isinstance ( X , scipy . ndarray ) : if isinstance ( X , scipy . matrix ) : X = scipy . asarray ( X , dtype = float ) return l1 - ( l1 - l2 ) * scipy . exp ( - 4.0 * scipy . log ( 2.0 ) * ( X - x0 ) ** 2.0 / ( lw ** 2.0 ) ) else : return l1 - ( l1 - l2 ) * mpmath . exp ( - 4.0 * mpmath . log ( 2....
def vertically ( value , num_blocks , val_min , color , args ) : """Prepare the vertical graph . The whole graph is printed through the print _ vertical function ."""
global maxi , value_list value_list . append ( str ( value ) ) # In case the number of blocks at the end of the normalization is less # than the default number , use the maxi variable to escape . if maxi < num_blocks : maxi = num_blocks if num_blocks > 0 : vertical_list . append ( ( TICK * num_blocks ) ) else :...
def read_cert_from_file ( cert_file , cert_type ) : """Reads a certificate from a file . The assumption is that there is only one certificate in the file : param cert _ file : The name of the file : param cert _ type : The certificate type : return : A base64 encoded certificate as a string or the empty str...
if not cert_file : return '' if cert_type == 'pem' : _a = read_file ( cert_file , 'rb' ) . decode ( ) _b = _a . replace ( '\r\n' , '\n' ) lines = _b . split ( '\n' ) for pattern in ( '-----BEGIN CERTIFICATE-----' , '-----BEGIN PUBLIC KEY-----' ) : if pattern in lines : lines = li...
def stop ( self , * args ) : """Stops the TendrilManager . Requires cooperation from the listener implementation , which must watch the ` ` running ` ` attribute and ensure that it stops accepting connections should that attribute become False . Note that some tendril managers will not exit from the listeni...
# Remove ourself from the dictionary of running managers try : del self . _running_managers [ self . _manager_key ] except KeyError : pass self . running = False self . _local_addr = None self . _local_addr_event . clear ( )
def new_process_number ( self , name ) : """Increment the counter for the process id number for a given consumer configuration . : param str name : Consumer name : rtype : int"""
self . consumers [ name ] . last_proc_num += 1 return self . consumers [ name ] . last_proc_num
def cli ( ctx , dname , site ) : """Launches a MySQL CLI session for the database of the specified IPS installation ."""
assert isinstance ( ctx , Context ) log = logging . getLogger ( 'ipsv.mysql' ) dname = domain_parse ( dname ) . hostname domain = Session . query ( Domain ) . filter ( Domain . name == dname ) . first ( ) # No such domain if not domain : click . secho ( 'No such domain: {dn}' . format ( dn = dname ) , fg = 'red' , ...
def assert_is_not ( self , actual_val , unexpected_type , failure_message = 'Expected type not to be "{1}," but was "{0}"' ) : """Calls smart _ assert , but creates its own assertion closure using the expected and provided values with the ' is not ' operator"""
assertion = lambda : unexpected_type is not actual_val self . webdriver_assert ( assertion , unicode ( failure_message ) . format ( actual_val , unexpected_type ) )
def IsPrimitiveType ( obj ) : """See if the passed in type is a Primitive Type"""
return ( isinstance ( obj , types . bool ) or isinstance ( obj , types . byte ) or isinstance ( obj , types . short ) or isinstance ( obj , six . integer_types ) or isinstance ( obj , types . double ) or isinstance ( obj , types . float ) or isinstance ( obj , six . string_types ) or isinstance ( obj , types . Property...
def _on_del_route ( self , msg ) : """Stub : data : ` DEL _ ROUTE ` handler ; fires ' disconnect ' events on the corresponding : attr : ` _ context _ by _ id ` member . This is replaced by : class : ` mitogen . parent . RouteMonitor ` in an upgraded context ."""
LOG . error ( '%r._on_del_route() %r' , self , msg ) if msg . is_dead : return target_id_s , _ , name = bytes_partition ( msg . data , b ( ':' ) ) target_id = int ( target_id_s , 10 ) context = self . _context_by_id . get ( target_id ) if context : fire ( context , 'disconnect' ) else : LOG . debug ( 'DEL_R...
def get_template_node_arguments ( cls , tokens ) : """Return the arguments taken from the templatetag that will be used to the Node class . Take a list of all tokens and return a list of real tokens . Here should be done some validations ( number of tokens . . . ) and eventually some parsing . . ."""
if len ( tokens ) < 3 : raise template . TemplateSyntaxError ( "'%r' tag requires at least 2 arguments." % tokens [ 0 ] ) return tokens [ 1 ] , tokens [ 2 ] , tokens [ 3 : ]
def write ( self , out ) : """Used in constructing an outgoing packet"""
out . write_string ( self . text , len ( self . text ) )
def add_transitions_to_closest_sibling_state_from_selected_state ( ) : """Generates the outcome transitions from outcomes with positive outcome _ id to the closest next state : return :"""
task_string = "create transition" sub_task_string = "to closest sibling state" selected_state_m , msg = get_selected_single_state_model_and_check_for_its_parent ( ) if selected_state_m is None : logger . warning ( "Can not {0} {1}: {2}" . format ( task_string , sub_task_string , msg ) ) return logger . debug ( ...
def wide ( self ) : """` ` True ` ` if this instruction needs to be prefixed by the WIDE opcode ."""
if not opcode_table [ self . opcode ] . get ( 'can_be_wide' ) : return False if self . operands [ 0 ] . value >= 255 : return True if self . opcode == 0x84 : if self . operands [ 1 ] . value >= 255 : return True return False
def build ( self , field : Field ) -> Mapping [ str , Any ] : """Build a parameter ."""
return dict ( self . iter_parsed_values ( field ) )
def get_airports ( self , country ) : """Returns a list of all the airports For a given country this returns a list of dicts , one for each airport , with information like the iata code of the airport etc Args : country ( str ) : The country for which the airports will be fetched Example : : from pyflight...
url = AIRPORT_BASE . format ( country . replace ( " " , "-" ) ) return self . _fr24 . get_airports_data ( url )
def time ( arg ) : """Converts the value into a unix time ( seconds since unix epoch ) . For example : convert . time ( datetime . now ( ) ) # ' 1409810596' : param arg : The time . : type arg : datetime . datetime or int"""
# handle datetime instances . if _has_method ( arg , "timetuple" ) : arg = _time . mktime ( arg . timetuple ( ) ) if isinstance ( arg , float ) : arg = int ( arg ) return str ( arg )
def get_bug_log ( nr ) : """Get Buglogs . A buglog is a dictionary with the following mappings : * " header " = > string * " body " = > string * " attachments " = > list * " msg _ num " = > int * " message " = > email . message . Message Parameters nr : int the bugnumber Returns buglogs : list...
reply = _soap_client_call ( 'get_bug_log' , nr ) items_el = reply ( 'soapenc:Array' ) buglogs = [ ] for buglog_el in items_el . children ( ) : buglog = { } buglog [ "header" ] = _parse_string_el ( buglog_el ( "header" ) ) buglog [ "body" ] = _parse_string_el ( buglog_el ( "body" ) ) buglog [ "msg_num" ]...
def compose ( im , y , fns ) : """Apply a collection of transformation functions : fns : to images"""
for fn in fns : # pdb . set _ trace ( ) im , y = fn ( im , y ) return im if y is None else ( im , y )
def connect ( self ) : """Sets up your Phabricator session , it ' s not necessary to call this directly"""
if self . token : self . phab_session = { 'token' : self . token } return req = self . req_session . post ( '%s/api/conduit.connect' % self . host , data = { 'params' : json . dumps ( self . connect_params ) , 'output' : 'json' , '__conduit__' : True , } ) # Parse out the response ( error handling ommitted ) re...
def toList ( value ) : """Convert a value to a list , if possible ."""
if type ( value ) == list : return value elif type ( value ) in [ np . ndarray , tuple , xrange , array . array ] : return list ( value ) elif isinstance ( value , Vector ) : return list ( value . toArray ( ) ) else : raise TypeError ( "Could not convert %s to list" % value )