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def fail_unknown_dialect ( compiler : "SQLCompiler" , task : str ) -> None : """Raise : exc : ` NotImplementedError ` in relation to a dialect for which a function hasn ' t been implemented ( with a helpful error message ) ."""
raise NotImplementedError ( "Don't know how to {task} on dialect {dialect!r}. " "(Check also: if you printed the SQL before it was bound to an " "engine, you will be trying to use a dialect like StrSQLCompiler, " "which could be a reason for failure.)" . format ( task = task , dialect = compiler . dialect ) )
def spacing ( self , spacing ) : """Set the spacing in each axial direction . Pass a length three tuple of floats"""
dx , dy , dz = spacing [ 0 ] , spacing [ 1 ] , spacing [ 2 ] self . SetSpacing ( dx , dy , dz ) self . Modified ( )
def _currentResponse ( self , debugInfo ) : """Pull the current response off the queue ."""
bd = b'' . join ( self . _bufferedData ) self . _bufferedData = [ ] return AssuanResponse ( bd , debugInfo )
def stream_to_handler ( self , request_handler ) : """Write the contents of this file to a : class : ` tornado . web . RequestHandler ` . This method calls : meth : ` ~ tornado . web . RequestHandler . flush ` on the RequestHandler , so ensure all headers have already been set . For a more complete example ...
written = 0 while written < self . length : # Reading chunk _ size at a time minimizes buffering . f = self . _framework . yieldable ( self . read ( self . chunk_size ) ) yield f chunk = f . result ( ) # write ( ) simply appends the output to a list ; flush ( ) sends it # over the network and minimi...
def _glyph_for_monomer_pattern ( self , pattern ) : """Add glyph for a PySB MonomerPattern ."""
pattern . matches_key = lambda : str ( pattern ) agent_id = self . _make_agent_id ( pattern ) # Handle sources and sinks if pattern . monomer . name in ( '__source' , '__sink' ) : return None # Handle molecules glyph = emaker . glyph ( emaker . label ( text = pattern . monomer . name ) , emaker . bbox ( ** self . m...
def pickle_encode ( session_dict ) : "Returns the given session dictionary pickled and encoded as a string ."
pickled = pickle . dumps ( session_dict , pickle . HIGHEST_PROTOCOL ) return base64 . encodestring ( pickled + get_query_hash ( pickled ) . encode ( ) )
def _filepath ( self , name ) : """File path to ` name ` morphology file ."""
if self . file_ext is None : candidates = glob . glob ( os . path . join ( self . directory , name + ".*" ) ) try : return next ( filter ( _is_morphology_file , candidates ) ) except StopIteration : raise NeuroMError ( "Can not find morphology file for '%s' " % name ) else : return os . ...
def _assign_values_to_unbound_vars ( unbound_vars , unbound_var_values ) : """Assigns values to the vars and raises ValueError if one is missing ."""
context = { } for key , value in six . iteritems ( unbound_var_values ) : if key not in unbound_vars : raise ValueError ( 'unexpected key: %s. Legal values are: %s' % ( key , list ( six . iterkeys ( unbound_vars ) ) ) ) context [ unbound_vars [ key ] ] = value unspecified = [ ] for unbound_var in six . ...
def _check_ver_range ( self , version , ver_range ) : """Check if version is included in ver _ range"""
lower , upper , lower_inc , upper_inc = ver_range # If the range extends over everything , we automatically match if lower is None and upper is None : return True if lower is not None : if lower_inc and version < lower : return False elif not lower_inc and version <= lower : return False if ...
def _check_kraus_ops ( n , kraus_ops ) : """Verify that the Kraus operators are of the correct shape and satisfy the correct normalization . : param int n : Number of qubits : param list | tuple kraus _ ops : The Kraus operators as numpy . ndarrays ."""
for k in kraus_ops : if not np . shape ( k ) == ( 2 ** n , 2 ** n ) : raise ValueError ( "Kraus operators for {0} qubits must have shape {1}x{1}: {2}" . format ( n , 2 ** n , k ) ) kdk_sum = sum ( np . transpose ( k ) . conjugate ( ) . dot ( k ) for k in kraus_ops ) if not np . allclose ( kdk_sum , np . eye...
async def wait_until_serving ( self ) -> None : """Await until the ` ` Endpoint ` ` is ready to receive events ."""
await asyncio . gather ( self . _receiving_loop_running . wait ( ) , self . _internal_loop_running . wait ( ) , loop = self . event_loop )
def option_chooser ( options , attr = None ) : """Given an iterable , enumerate its contents for a user to choose from . If the optional ` attr ` is not None , that attribute in each iterated object will be printed . This function will exit the program if the user chooses the escape option ."""
for num , option in enumerate ( options ) : if attr : print ( "%s: %s" % ( num , getattr ( option , attr ) ) ) else : print ( "%s: %s" % ( num , option ) ) # Add an escape option escape_opt = num + 1 print ( "%s: I want to exit!" % escape_opt ) choice = six . moves . input ( "Selection: " ) try ...
def subfield_conflicts ( conflicts : List [ Conflict ] , response_name : str , node1 : FieldNode , node2 : FieldNode ) -> Optional [ Conflict ] : """Check whether there are conflicts between sub - fields . Given a series of Conflicts which occurred between two sub - fields , generate a single Conflict ."""
if conflicts : return ( ( response_name , [ conflict [ 0 ] for conflict in conflicts ] ) , list ( chain ( [ node1 ] , * [ conflict [ 1 ] for conflict in conflicts ] ) ) , list ( chain ( [ node2 ] , * [ conflict [ 2 ] for conflict in conflicts ] ) ) , ) return None
def make_arousals ( events , time , s_freq ) : """Create dict for each arousal , based on events of time points . Parameters events : ndarray ( dtype = ' int ' ) N x 5 matrix with start , end samples data : ndarray ( dtype = ' float ' ) vector with the data time : ndarray ( dtype = ' float ' ) vector ...
arousals = [ ] for ev in events : one_ar = { 'start' : time [ ev [ 0 ] ] , 'end' : time [ ev [ 1 ] - 1 ] , 'dur' : ( ev [ 1 ] - ev [ 0 ] ) / s_freq , } arousals . append ( one_ar ) return arousals
def common_items ( df ) : """Returns the itens that are common in all the segments , in the format | idSegmento | id planilhaItens | ."""
percentage = 0.1 return ( df . groupby ( [ 'idSegmento' , 'idPlanilhaItens' ] ) . count ( ) . rename ( columns = { 'PRONAC' : 'itemOccurrences' } ) . sort_values ( 'itemOccurrences' , ascending = False ) . reset_index ( [ 'idSegmento' , 'idPlanilhaItens' ] ) . groupby ( 'idSegmento' ) . apply ( lambda x : x [ None : ma...
def _check_message_valid ( msg ) : """Check packet length valid and that checksum is good ."""
try : if int ( msg [ : 2 ] , 16 ) != ( len ( msg ) - 2 ) : raise ValueError ( "Elk message length incorrect" ) _check_checksum ( msg ) except IndexError : raise ValueError ( "Elk message length incorrect" )
def modify_metadata ( self , metadata , target = None , append = None , append_list = None , priority = None , access_key = None , secret_key = None , debug = None , request_kwargs = None ) : """Modify the metadata of an existing item on Archive . org . Note : The Metadata Write API does not yet comply with the ...
append = False if append is None else append access_key = self . session . access_key if not access_key else access_key secret_key = self . session . secret_key if not secret_key else secret_key debug = False if debug is None else debug request_kwargs = { } if not request_kwargs else request_kwargs url = '{protocol}//a...
def patch_make ( self , a , b = None , c = None ) : """Compute a list of patches to turn text1 into text2. Use diffs if provided , otherwise compute it ourselves . There are four ways to call this function , depending on what data is available to the caller : Method 1: a = text1 , b = text2 Method 2: ...
text1 = None diffs = None if isinstance ( a , str ) and isinstance ( b , str ) and c is None : # Method 1 : text1 , text2 # Compute diffs from text1 and text2. text1 = a diffs = self . diff_main ( text1 , b , True ) if len ( diffs ) > 2 : self . diff_cleanupSemantic ( diffs ) self . diff_cle...
def del_flowspec_local ( flowspec_family , route_dist , rules ) : """Deletes / withdraws Flow Specification route from VRF identified by * route _ dist * ."""
try : tm = CORE_MANAGER . get_core_service ( ) . table_manager tm . update_flowspec_vrf_table ( flowspec_family = flowspec_family , route_dist = route_dist , rules = rules , is_withdraw = True ) # Send success response . return [ { FLOWSPEC_FAMILY : flowspec_family , ROUTE_DISTINGUISHER : route_dist , F...
def _parse_pattern ( self , element ) : """Parse the trigger pattern : param element : The XML Element object : type element : etree . _ Element"""
# If this is a raw regular expression , compile it and immediately return self . _log . info ( 'Parsing Trigger Pattern: ' + element . text ) self . pattern_words , self . pattern_len = self . count_words ( element . text ) self . _log . debug ( 'Pattern contains {wc} words with a total length of {cc}' . format ( wc = ...
def check_file_ids ( self , rawfiles , cellpyfile ) : """Check the stats for the files ( raw - data and cellpy hdf5 ) . This function checks if the hdf5 file and the res - files have the same timestamps etc to find out if we need to bother to load . res - files . Args : cellpyfile ( str ) : filename of the ...
txt = "checking file ids - using '%s'" % self . filestatuschecker self . logger . info ( txt ) ids_cellpy_file = self . _check_cellpy_file ( cellpyfile ) self . logger . debug ( f"cellpyfile ids: {ids_cellpy_file}" ) if not ids_cellpy_file : # self . logger . debug ( " hdf5 file does not exist - needs updating " ) ...
def intersects_circle ( self , pt , radius ) : """Does the circle intersect with this rect ?"""
# How this works : http : / / stackoverflow . com / a / 402010 rect_corner = self . size / 2 # relative to the rect center circle_center = ( pt - self . center ) . abs ( ) # relative to the rect center # Is the circle far from the rect ? if ( circle_center . x > rect_corner . x + radius or circle_center . y > rect_corn...
def offset ( self , num_to_skip ) : """Skip to an offset in a query with this collection as parent . See : meth : ` ~ . firestore _ v1beta1 . query . Query . offset ` for more information on this method . Args : num _ to _ skip ( int ) : The number of results to skip at the beginning of query results . ...
query = query_mod . Query ( self ) return query . offset ( num_to_skip )
def align_bam ( in_bam , ref_file , names , align_dir , data ) : """Perform direct alignment of an input BAM file with BWA using pipes . This avoids disk IO by piping between processes : - samtools sort of input BAM to queryname - bedtools conversion to interleaved FASTQ - bwa - mem alignment - samtools c...
config = data [ "config" ] out_file = os . path . join ( align_dir , "{0}-sort.bam" . format ( names [ "lane" ] ) ) samtools = config_utils . get_program ( "samtools" , config ) bedtools = config_utils . get_program ( "bedtools" , config ) resources = config_utils . get_resources ( "samtools" , config ) num_cores = con...
def get_eids ( rup_array , samples_by_grp , num_rlzs_by_grp ) : """: param rup _ array : a composite array with fields serial , n _ occ and grp _ id : param samples _ by _ grp : a dictionary grp _ id - > samples : param num _ rlzs _ by _ grp : a dictionary grp _ id - > num _ rlzs"""
all_eids = [ ] for rup in rup_array : grp_id = rup [ 'grp_id' ] samples = samples_by_grp [ grp_id ] num_rlzs = num_rlzs_by_grp [ grp_id ] num_events = rup [ 'n_occ' ] if samples > 1 else rup [ 'n_occ' ] * num_rlzs eids = TWO32 * U64 ( rup [ 'serial' ] ) + numpy . arange ( num_events , dtype = U64 ) ...
def _set_vlan_add ( self , v , load = False ) : """Setter method for vlan _ add , mapped from YANG variable / routing _ system / evpn _ config / evpn / evpn _ instance / vlan / vlan _ add ( container ) If this variable is read - only ( config : false ) in the source YANG file , then _ set _ vlan _ add is consid...
if hasattr ( v , "_utype" ) : v = v . _utype ( v ) try : t = YANGDynClass ( v , base = vlan_add . vlan_add , is_container = 'container' , presence = False , yang_name = "vlan-add" , rest_name = "" , parent = self , path_helper = self . _path_helper , extmethods = self . _extmethods , register_paths = True , ext...
def StartAFF4Flow ( args = None , runner_args = None , parent_flow = None , sync = True , token = None , ** kwargs ) : """The main factory function for creating and executing a new flow . Args : args : An arg protocol buffer which is an instance of the required flow ' s args _ type class attribute . runner ...
# Build the runner args from the keywords . if runner_args is None : runner_args = rdf_flow_runner . FlowRunnerArgs ( ) FilterArgsFromSemanticProtobuf ( runner_args , kwargs ) # Is the required flow a known flow ? try : flow_cls = registry . AFF4FlowRegistry . FlowClassByName ( runner_args . flow_name ) except ...
def set_mysql ( host , user , password , db , charset ) : """Set the SQLAlchemy connection string with MySQL settings"""
manager . database . set_mysql_connection ( host = host , user = user , password = password , db = db , charset = charset )
def _redundancy_routers_for_floatingip ( self , context , router_id , redundancy_router_ids = None , ha_settings_db = None ) : """To be called in update _ floatingip ( ) to get the redundant router ids ."""
if ha_settings_db is None : ha_settings_db = self . _get_ha_settings_by_router_id ( context , router_id ) if ha_settings_db is None : return e_context = context . elevated ( ) router_ids = [ ] for r_id in ( redundancy_router_ids or self . _get_redundancy_router_ids ( e_context , router_id ) ) : router_ids ....
def mchirp_sampler_lnm ( ** kwargs ) : '''Draw chirp mass samples for uniform - in - log model Parameters * * kwargs : string Keyword arguments as model parameters and number of samples Returns mchirp - astro : array The chirp mass samples for the population'''
m1 , m2 = draw_lnm_samples ( ** kwargs ) mchirp_astro = mchirp_from_mass1_mass2 ( m1 , m2 ) return mchirp_astro
def ws_connect ( message ) : """Channels connection setup . Register the current client on the related Group according to the language"""
prefix , language = message [ 'path' ] . strip ( '/' ) . split ( '/' ) gr = Group ( 'knocker-{0}' . format ( language ) ) gr . add ( message . reply_channel ) message . channel_session [ 'knocker' ] = language message . reply_channel . send ( { "accept" : True } )
def chart_json ( start , end , period , symbol ) : """Requests chart data from Poloniex API Args : start : Int epoch date to START getting market stats from . Note that this epoch is FURTHER from the current date . end : Int epoch date to STOP getting market stats from . Note that this epoch is CLOSER to ...
url = ( 'https://poloniex.com/public?command' '=returnChartData&currencyPair={0}&start={1}' '&end={2}&period={3}' ) . format ( symbol , start , end , period ) logger . debug ( ' HTTP Request URL:\n{0}' . format ( url ) ) json = requests . get ( url ) . json ( ) logger . debug ( ' JSON:\n{0}' . format ( json ) ) if 'err...
def commit ( self ) : """Commit this change"""
if not self . connection : import boto self . connection = boto . connect_route53 ( ) return self . connection . change_rrsets ( self . hosted_zone_id , self . to_xml ( ) )
def publish ( config , source = None , template = None , destination = None , jinja_env = None , no_write = False ) : """Given a config , performs an end - to - end publishing pipeline and returns the result : linking - > compiling - > templating - > writing NOTE : at most one of source and template can be None...
if not isinstance ( config , Config ) : raise PublishError ( "config must be a Config object, " "but instead was type '{}'" . format ( type ( config ) . __name__ ) ) if source is None and template is None : raise PublishError ( 'When publishing, source and template cannot both be omitted.' ) variables = config ...
def new ( cls , message , ** kwargs ) : """Create a new PGPMessage object . : param message : The message to be stored . : type message : ` ` str ` ` , ` ` unicode ` ` , ` ` bytes ` ` , ` ` bytearray ` ` : returns : : py : obj : ` PGPMessage ` The following optional keyword arguments can be used with : py :...
# TODO : have ' codecs ' above ( in : type encoding : ) link to python documentation page on codecs cleartext = kwargs . pop ( 'cleartext' , False ) format = kwargs . pop ( 'format' , None ) sensitive = kwargs . pop ( 'sensitive' , False ) compression = kwargs . pop ( 'compression' , CompressionAlgorithm . ZIP ) file =...
def from_etree ( cls , etree_element ) : """creates a ` ` SaltNode ` ` instance from the etree representation of an < nodes > element from a SaltXMI file ."""
ins = SaltElement . from_etree ( etree_element ) # TODO : this looks dangerous , ask Stackoverflow about it ! ins . __class__ = SaltNode . mro ( ) [ 0 ] # convert SaltElement into SaltNode ins . layers = get_layer_ids ( etree_element ) ins . features = get_annotations ( etree_element ) return ins
def delete_unique_identity ( db , uuid ) : """Remove a unique identity from the registry . Function that removes from the registry , the unique identity that matches with uuid . Data related to this identity will be also removed . It checks first whether the unique identity is already on the registry . Wh...
with db . connect ( ) as session : uidentity = find_unique_identity ( session , uuid ) if not uidentity : raise NotFoundError ( entity = uuid ) delete_unique_identity_db ( session , uidentity )
def is_error_of_type ( exc , ref_type ) : """Helper function to determine if some exception is of some type , by also looking at its declared _ _ cause _ _ : param exc : : param ref _ type : : return :"""
if isinstance ( exc , ref_type ) : return True elif hasattr ( exc , '__cause__' ) and exc . __cause__ is not None : return is_error_of_type ( exc . __cause__ , ref_type )
def displayName ( date , options = None , format = '%b %d, %Y' ) : """Returns the display name for the inputted date , given the list of options . : param date | < datetime . date > options | < projex . dates . Names > format | < str > : return < str >"""
# map from Qt information if type ( date ) . __name__ in ( 'QDate' , 'QDateTime' , 'QTime' ) : date = date . toPython ( ) if isinstance ( date , datetime . datetime ) : time = ' @ ' + date . strftime ( '%I:%M%p' ) . strip ( '0M' ) . lower ( ) date = date . date ( ) else : time = '' today = datetime . da...
def add_site_list ( dir_list ) : """Add a list of pseudo site - packages to : data : ` python : sys . path ` . This centers the list on ` ` sys . path ` ` around the current environment . I . e . if this environment is in the list , then directories before it in the list will be prepended to ` ` sys . path ` ...
our_site_packages = os . path . abspath ( os . path . join ( sys . prefix , site_package_postfix ) ) dir_list = [ os . path . abspath ( x ) for x in dir_list ] prepend = SysPathInserter ( 0 ) append = SysPathInserter ( ) try : our_index = dir_list . index ( our_site_packages ) except ValueError : our_index = No...
def account_distance ( A1 , A2 ) : """Return the distance between two accounts . Here that is just the difference in sum ( alpha ) Args : A1 ( Account ) : The first account . A2 ( Account ) : The second account Returns : float : The distance between the two accounts ."""
return ( sum ( [ action . alpha for action in A1 ] ) - sum ( [ action . alpha for action in A2 ] ) )
def _find_xinput ( self ) : """Find most recent xinput library ."""
for dll in XINPUT_DLL_NAMES : try : self . xinput = getattr ( ctypes . windll , dll ) except OSError : pass else : # We found an xinput driver self . xinput_dll = dll break else : # We didn ' t find an xinput library warn ( "No xinput driver dll found, gamepads not suppor...
def verify_json ( self , json , user_key , user_id , device_id ) : """Verifies a signed key object ' s signature . The object must have a ' signatures ' key associated with an object of the form ` user _ id : { key _ id : signature } ` . Args : json ( dict ) : The JSON object to verify . user _ key ( str ...
try : signatures = json . pop ( 'signatures' ) except KeyError : return False key_id = 'ed25519:{}' . format ( device_id ) try : signature_base64 = signatures [ user_id ] [ key_id ] except KeyError : json [ 'signatures' ] = signatures return False unsigned = json . pop ( 'unsigned' , None ) try : ...
def deserialize_tag ( stream , header , verifier = None ) : """Deserialize the Tag value from a non - framed stream . : param stream : Source data stream : type stream : io . BytesIO : param header : Deserialized header : type header : aws _ encryption _ sdk . structures . MessageHeader : param verifier :...
( data_tag , ) = unpack_values ( format_string = ">{auth_len}s" . format ( auth_len = header . algorithm . auth_len ) , stream = stream , verifier = verifier ) return data_tag
def merge ( * args , ** kwargs ) : '''merge ( . . . ) lazily collapses all arguments , which must be python Mapping objects of some kind , into a single mapping from left - to - right . The mapping that is returned is a lazy persistent object that does not request the value of a key from any of the maps provide...
from . table import ( is_itable , ITable ) # figure out the choose - fn choose_fn = None if 'choose' in kwargs : choose_fn = kwargs [ 'choose' ] if len ( kwargs ) > 1 or ( len ( kwargs ) > 0 and 'choose' not in kwargs ) : raise ValueError ( 'Unidentified options given to merge: %s' ( kwargs . keys ( ) , ) ) # c...
def force_symmetric ( self ) : """Force a symmetric laminate The ` B ` terms of the constitutive matrix are set to zero ."""
if self . offset != 0. : raise RuntimeError ( 'Laminates with offset cannot be forced symmetric!' ) self . B = np . zeros ( ( 3 , 3 ) ) self . ABD [ 0 : 3 , 3 : 6 ] = 0 self . ABD [ 3 : 6 , 0 : 3 ] = 0 self . ABDE [ 0 : 3 , 3 : 6 ] = 0 self . ABDE [ 3 : 6 , 0 : 3 ] = 0
def cdfout ( data , file ) : """spits out the cdf for data to file"""
f = open ( file , "w" ) data . sort ( ) for j in range ( len ( data ) ) : y = old_div ( float ( j ) , float ( len ( data ) ) ) out = str ( data [ j ] ) + ' ' + str ( y ) + '\n' f . write ( out ) f . close ( )
def tree_structures_for ( self , prefix , current_oid , parent_oids , prefixes ) : """Return the entries for this commit , the entries of the parent commits , and the difference between the two ( current _ files - parent _ files )"""
if prefix and prefixes and prefix not in prefixes : return empty , empty parent_files = set ( ) for oid in parent_oids : parent_files . update ( self . entries_in_tree_oid ( prefix , oid ) ) current_files = self . entries_in_tree_oid ( prefix , current_oid ) return ( current_files , parent_files ) , ( current_f...
def merge_dependency ( self , item , resolve_parent , parents ) : """Merge dependencies of element with further dependencies . First parent dependencies are checked , and then immediate dependencies of the current element should be added to the list , but without duplicating any entries . : param item : Item . ...
dep = [ ] for parent_key in parents : if item == parent_key : raise CircularDependency ( item , True ) parent_dep = resolve_parent ( parent_key ) if item in parent_dep : raise CircularDependency ( item ) merge_list ( dep , parent_dep ) merge_list ( dep , parents ) return dep
def begin_batch ( self ) : '''Starts the batch operation . Intializes the batch variables is _ batch : batch operation flag . batch _ table : the table name of the batch operation batch _ partition _ key : the PartitionKey of the batch requests . batch _ row _ keys : the RowKey list of adding reques...
self . is_batch = True self . batch_table = '' self . batch_partition_key = '' self . batch_row_keys = [ ] self . batch_requests = [ ]
def format_date ( format_string , localize = False , key = None ) : """A pre - called helper to supply a date format string ahead of time , so that it can apply to each date or datetime that this column represents . With Django > = 1.5 , the ` ` localize = True ` ` keyword argument can be given , or else can be...
if localize is not False and localtime is None : raise Exception ( "Cannot use format_date argument 'localize' with Django < 1.5" ) def helper ( value , * args , ** kwargs ) : inner_localize = kwargs . get ( 'localize' , localize ) if inner_localize is not False and localtime is None : raise Excepti...
def mad ( arr , relative = True ) : """Median Absolute Deviation : a " Robust " version of standard deviation . Indices variabililty of the sample . https : / / en . wikipedia . org / wiki / Median _ absolute _ deviation"""
with warnings . catch_warnings ( ) : warnings . simplefilter ( "ignore" ) med = np . nanmedian ( arr , axis = 1 ) mad = np . nanmedian ( np . abs ( arr - med [ : , np . newaxis ] ) , axis = 1 ) if relative : return mad / med else : return mad
def _normalize_slice ( self , index , pipe = None ) : """Given a : obj : ` slice ` * index * , return a 4 - tuple ` ` ( start , stop , step , fowrward ) ` ` . The first three items can be used with the ` ` range ` ` function to retrieve the values associated with the slice ; the last item indicates the direct...
if index . step == 0 : raise ValueError pipe = self . redis if pipe is None else pipe len_self = self . __len__ ( pipe ) step = index . step or 1 forward = step > 0 step = abs ( step ) if index . start is None : start = 0 if forward else len_self - 1 elif index . start < 0 : start = max ( len_self + index ....
def stringify ( type_name , value , ** opts ) : """Generate a string representation of the data in ` ` value ` ` . Based on the converter specified by ` ` type _ name ` ` . This is guaranteed to yield a form which can easily be parsed by ` ` cast ( ) ` ` ."""
type_name , opts = _field_options ( type_name , opts ) return converter ( type_name ) . stringify ( value , ** opts )
def determine_result ( self , returncode , returnsignal , output , isTimeout ) : """Parse the output of the tool and extract the verification result . This method always needs to be overridden . If the tool gave a result , this method needs to return one of the benchexec . result . RESULT _ * strings . Othe...
join_output = '\n' . join ( output ) if isTimeout : return 'TIMEOUT' if returncode == 2 : return 'ERROR - Pre-run' if join_output is None : return 'ERROR - no output' elif 'Safe.' in join_output : return result . RESULT_TRUE_PROP elif 'Error state' in join_output : return result . RESULT_FALSE_REACH...
def exchange_code ( self , code , redirect_uri ) : """Exchanges code for token / s"""
token = requests . post ( GOOGLE_OAUTH2_TOKEN_URL , data = dict ( code = code , redirect_uri = redirect_uri , grant_type = 'authorization_code' , client_id = self . client_id , client_secret = self . client_secret , ) ) . json ( ) if not token or token . get ( 'error' ) : abort ( 400 ) return token
def _is_numeric ( self , values ) : """Check to be sure values are numbers before doing numerical operations ."""
if len ( values ) > 0 : assert isinstance ( values [ 0 ] , ( float , int ) ) , "values must be numbers to perform math operations. Got {}" . format ( type ( values [ 0 ] ) ) return True
async def _process_access_form ( self , html : str ) -> ( str , str ) : """Parsing page with access rights : param html : html page : return : url and html from redirected page"""
# Parse page p = AccessPageParser ( ) p . feed ( html ) p . close ( ) form_url = p . url form_data = dict ( p . inputs ) # Send request url , html = await self . driver . post_text ( form_url , form_data ) return url , html
def exception_class ( self , exception ) : """Return a name representing the class of an exception ."""
cls = type ( exception ) if cls . __module__ == 'exceptions' : # Built - in exception . return cls . __name__ return "%s.%s" % ( cls . __module__ , cls . __name__ )
def replace_namespaced_pod_disruption_budget_status ( self , name , namespace , body , ** kwargs ) : # noqa : E501 """replace _ namespaced _ pod _ disruption _ budget _ status # noqa : E501 replace status of the specified PodDisruptionBudget # noqa : E501 This method makes a synchronous HTTP request by default ...
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'async_req' ) : return self . replace_namespaced_pod_disruption_budget_status_with_http_info ( name , namespace , body , ** kwargs ) # noqa : E501 else : ( data ) = self . replace_namespaced_pod_disruption_budget_status_with_http_info ( name , nam...
def nack_message ( self , delivery_tag , ** kwargs ) : """Negative acknowledge a message : param int delivery _ tag : The deliver tag from the Basic . Deliver frame"""
logger . info ( 'Nacking message' , delivery_tag = delivery_tag , ** kwargs ) self . _channel . basic_nack ( delivery_tag )
def batchInsert ( self , itemType , itemAttributes , dataRows ) : """Create multiple items in the store without loading corresponding Python objects into memory . the items ' C { stored } callback will not be called . Example : : myData = [ ( 37 , u " Fred " , u " Wichita " ) , (28 , u " Jim " , u " Fresn...
class FakeItem : pass _NEEDS_DEFAULT = object ( ) # token for lookup failure fakeOSelf = FakeItem ( ) fakeOSelf . store = self sql = itemType . _baseInsertSQL ( self ) indices = { } schema = [ attr for ( name , attr ) in itemType . getSchema ( ) ] for i , attr in enumerate ( itemAttributes ) : indices [ attr ] ...
def get_relation_count_query ( self , query , parent ) : """Add the constraints for a relationship count query . : type query : Builder : type parent : Builder : rtype : Builder"""
query . select ( QueryExpression ( "COUNT(*)" ) ) key = self . wrap ( self . get_qualified_parent_key_name ( ) ) return query . where ( self . get_has_compare_key ( ) , "=" , QueryExpression ( key ) )
def Close ( self , abort = False ) : """Closes the queue . Args : abort ( Optional [ bool ] ) : whether the Close is the result of an abort condition . If True , queue contents may be lost . Raises : QueueAlreadyClosed : if the queue is not started , or has already been closed . RuntimeError : if clos...
if not self . _closed_event or not self . _terminate_event : raise RuntimeError ( 'Missing closed or terminate event.' ) if not abort and self . _closed_event . is_set ( ) : raise errors . QueueAlreadyClosed ( ) self . _closed_event . set ( ) if abort : if not self . _closed_event . is_set ( ) : log...
def do_ultracache ( parser , token ) : """Based on Django ' s default cache template tag"""
nodelist = parser . parse ( ( "endultracache" , ) ) parser . delete_first_token ( ) tokens = token . split_contents ( ) if len ( tokens ) < 3 : raise TemplateSyntaxError ( "" % r" tag requires at least 2 arguments." % tokens [ 0 ] ) return UltraCacheNode ( nodelist , parser . compile_filter ( tokens [ 1 ] ) , token...
def eeg_microstates ( gfp , n_microstates = 4 , clustering_method = "kmeans" , n_jobs = 1 , n_init = 25 , occurence_rejection_treshold = 0.05 , max_refitting = 5 , clustering_metrics = True , good_fit_treshold = 0 , feature_reduction_method = "PCA" , n_features = 32 , nonlinearity = True , verbose = True ) : """Run...
# if isinstance ( gfp , str ) : # results = load _ object ( filename = gfp ) # else : # results = gfp if verbose is True : print ( """ STARTING MICROSTATES ANALYSIS... # =================================== Infering microstates pattern from all data points... # ---------------------------------------...
def add_data ( t , msg , msg_types , vars , fields , field_types , position_field_type ) : '''add some data'''
mtype = msg . get_type ( ) if mtype not in msg_types : return for i in range ( 0 , len ( fields ) ) : if mtype not in field_types [ i ] : continue f = fields [ i ] v = mavutil . evaluate_expression ( f , vars ) if v is None : continue # Check if we have position or state informat...
def get_perm_model ( ) : """Returns the Perm model that is active in this project ."""
try : return django_apps . get_model ( settings . PERM_MODEL , require_ready = False ) except ValueError : raise ImproperlyConfigured ( "PERM_MODEL must be of the form 'app_label.model_name'" ) except LookupError : raise ImproperlyConfigured ( "PERM_MODEL refers to model '{}' that has not been installed" . ...
def subnet_absent ( name = None , subnet_id = None , region = None , key = None , keyid = None , profile = None ) : '''Ensure subnet with passed properties is absent . name Name of the subnet . region Region to connect to . key Secret key to be used . keyid Access key to be used . profile A dict...
ret = { 'name' : name , 'result' : True , 'comment' : '' , 'changes' : { } } r = __salt__ [ 'boto_vpc.get_resource_id' ] ( 'subnet' , name = name , region = region , key = key , keyid = keyid , profile = profile ) if 'error' in r : ret [ 'result' ] = False ret [ 'comment' ] = 'Failed to delete subnet: {0}.' . f...
def _compress ( operation , data , ctx ) : """Takes message data , compresses it , and adds an OP _ COMPRESSED header ."""
compressed = ctx . compress ( data ) request_id = _randint ( ) header = _pack_compression_header ( _COMPRESSION_HEADER_SIZE + len ( compressed ) , # Total message length request_id , # Request id 0 , # responseTo 2012 , # operation id operation , # original operation id len ( data ) , # uncompressed message length ctx ...
def sort_by_length_usearch61 ( seq_path , output_dir = "." , minlen = 64 , remove_usearch_logs = False , HALT_EXEC = False , output_fna_filepath = None , log_name = "length_sorted.log" ) : """usearch61 application call to sort fasta file by length . seq _ path : fasta filepath to be clustered with usearch61 out...
if not output_fna_filepath : _ , output_fna_filepath = mkstemp ( prefix = 'length_sorted' , suffix = '.fna' ) log_filepath = join ( output_dir , log_name ) params = { '--minseqlength' : minlen , '--sortbylength' : seq_path , '--output' : output_fna_filepath } if not remove_usearch_logs : params [ '--log' ] = lo...
def get_registered_loggers ( hide_children = False , hide_reusables = False ) : """Find the names of all loggers currently registered : param hide _ children : only return top level logger names : param hide _ reusables : hide the reusables loggers : return : list of logger names"""
return [ logger for logger in logging . Logger . manager . loggerDict . keys ( ) if not ( hide_reusables and "reusables" in logger ) and not ( hide_children and "." in logger ) ]
def add_object_to_scope ( self , obj ) : """Add an object to the appropriate scope block . Args : obj : JSSObject to add to scope . Accepted subclasses are : Computer ComputerGroup Building Department Raises : TypeError if invalid obj type is provided ."""
if isinstance ( obj , Computer ) : self . add_object_to_path ( obj , "scope/computers" ) elif isinstance ( obj , ComputerGroup ) : self . add_object_to_path ( obj , "scope/computer_groups" ) elif isinstance ( obj , Building ) : self . add_object_to_path ( obj , "scope/buildings" ) elif isinstance ( obj , De...
def scheduleTask ( self , * args , ** kwargs ) : """Schedule Defined Task scheduleTask will schedule a task to be executed , even if it has unresolved dependencies . A task would otherwise only be scheduled if its dependencies were resolved . This is useful if you have defined a task that depends on itself ...
return self . _makeApiCall ( self . funcinfo [ "scheduleTask" ] , * args , ** kwargs )
def dimension_values ( self , dimension , expanded = True , flat = True ) : """Return the values along the requested dimension . Applies to the main object in the AdjointLayout . Args : dimension : The dimension to return values for expanded ( bool , optional ) : Whether to expand values Whether to return...
dimension = self . get_dimension ( dimension , strict = True ) . name return self . main . dimension_values ( dimension , expanded , flat )
def plot_scores ( self , motifs , name = True , max_len = 50 ) : """Create motif scores boxplot of different clusters . Motifs can be specified as either motif or factor names . The motif scores will be scaled and plotted as z - scores . Parameters motifs : iterable or str List of motif or factor names . ...
if self . input . shape [ 1 ] != 1 : raise ValueError ( "Can't make a categorical plot with real-valued data" ) if type ( "" ) == type ( motifs ) : motifs = [ motifs ] plot_motifs = [ ] for motif in motifs : if motif in self . motifs : plot_motifs . append ( motif ) else : for m in self ...
def get_lxc_version ( ) : """Asks the current host what version of LXC it has . Returns it as a string . If LXC is not installed , raises subprocess . CalledProcessError"""
runner = functools . partial ( subprocess . check_output , stderr = subprocess . STDOUT , universal_newlines = True , ) # Old LXC had an lxc - version executable , and prefixed its result with # " lxc version : " try : result = runner ( [ 'lxc-version' ] ) . rstrip ( ) return parse_version ( result . replace ( ...
def get_binary_path ( executable , logging_level = 'INFO' ) : """Gets the software name and returns the path of the binary ."""
if sys . platform == 'win32' : if executable == 'start' : return executable executable = executable + '.exe' if executable in os . listdir ( '.' ) : binary = os . path . join ( os . getcwd ( ) , executable ) else : binary = next ( ( os . path . join ( path , executable ) for path...
def get_image_upload_to ( self , filename ) : """Returns the path to upload a new associated image to ."""
dummy , ext = os . path . splitext ( filename ) return os . path . join ( machina_settings . FORUM_IMAGE_UPLOAD_TO , '{id}{ext}' . format ( id = str ( uuid . uuid4 ( ) ) . replace ( '-' , '' ) , ext = ext ) , )
def labels ( ) : """Path to labels file"""
datapath = path . join ( path . dirname ( path . realpath ( __file__ ) ) , path . pardir ) datapath = path . join ( datapath , '../gzoo_data' , 'train_solution.csv' ) return path . normpath ( datapath )
def computeVoronoiDiagram ( points ) : """Takes a list of point objects ( which must have x and y fields ) . Returns a 3 - tuple of : (1 ) a list of 2 - tuples , which are the x , y coordinates of the Voronoi diagram vertices (2 ) a list of 3 - tuples ( a , b , c ) which are the equations of the lines in ...
siteList = SiteList ( points ) context = Context ( ) voronoi ( siteList , context ) return ( context . vertices , context . edges , context . polygons )
def verify_id ( ctx , param , app ) : """Verify the experiment id ."""
if app is None : raise TypeError ( "Select an experiment using the --app parameter." ) elif app [ 0 : 5 ] == "dlgr-" : raise ValueError ( "The --app parameter requires the full " "UUID beginning with {}-..." . format ( app [ 5 : 13 ] ) ) return app
def displayMakewcsWarningBox ( display = True , parent = None ) : """Displays a warning box for the ' makewcs ' parameter ."""
if sys . version_info [ 0 ] >= 3 : from tkinter . messagebox import showwarning else : from tkMessageBox import showwarning ans = { 'yes' : True , 'no' : False } if ans [ display ] : msg = 'Setting "updatewcs=yes" will result ' + 'in all input WCS values to be recomputed ' + 'using the original distortion m...
def get_default_config_help ( self ) : """Returns the help text for the configuration options for this handler"""
config = super ( MultiGraphitePickleHandler , self ) . get_default_config_help ( ) config . update ( { 'host' : 'Hostname, Hostname, Hostname' , 'port' : 'Port' , 'proto' : 'udp or tcp' , 'timeout' : '' , 'batch' : 'How many to store before sending to the graphite server' , 'max_backlog_multiplier' : 'how many batches ...
def rank_centrality ( n_items , data , alpha = 0.0 ) : """Compute the Rank Centrality estimate of model parameters . This function implements Negahban et al . ' s Rank Centrality algorithm [ NOS12 ] _ . The algorithm is similar to : func : ` ~ choix . ilsr _ pairwise ` , but considers the * ratio * of wins fo...
_ , chain = _init_lsr ( n_items , alpha , None ) for winner , loser in data : chain [ loser , winner ] += 1.0 # Transform the counts into ratios . idx = chain > 0 # Indices ( i , j ) of non - zero entries . chain [ idx ] = chain [ idx ] / ( chain + chain . T ) [ idx ] # Finalize the Markov chain by adding the self ...
def model_g2master_g ( model_params : Sequence [ Tensor ] , master_params : Sequence [ Tensor ] , flat_master : bool = False ) -> None : "Copy the ` model _ params ` gradients to ` master _ params ` for the optimizer step ."
if flat_master : for model_group , master_group in zip ( model_params , master_params ) : if len ( master_group ) != 0 : if master_group [ 0 ] . grad is None : master_group [ 0 ] . grad = master_group [ 0 ] . data . new ( * master_group [ 0 ] . data . size ( ) ) maste...
def metrolyrics ( song ) : """Returns the lyrics found in metrolyrics for the specified mp3 file or an empty string if not found ."""
translate = { URLESCAPE : '' , ' ' : '-' } title = song . title . lower ( ) title = normalize ( title , translate ) title = re . sub ( r'\-{2,}' , '-' , title ) artist = song . artist . lower ( ) artist = normalize ( artist , translate ) artist = re . sub ( r'\-{2,}' , '-' , artist ) url = 'http://www.metrolyrics.com/{...
def _lint ( self ) : """Run linter in a subprocess ."""
command = self . _get_command ( ) process = subprocess . run ( command , stdout = subprocess . PIPE , # nosec stderr = subprocess . PIPE ) LOG . info ( 'Finished %s' , ' ' . join ( command ) ) stdout , stderr = self . _get_output_lines ( process ) return self . _linter . parse ( stdout ) , self . _parse_stderr ( stderr...
def parent ( self , parent ) : """Parents : param parent : Parent to set for the object : type parent : Collection : return :"""
self . _parent = parent self . graph . add ( ( self . asNode ( ) , RDF_NAMESPACES . CAPITAINS . parent , parent . asNode ( ) ) ) parent . _add_member ( self )
def series64bitto32bit ( s ) : """Convert a Pandas series from 64 bit types to 32 bit types to save memory or disk space . Parameters s : The series to convert Returns The converted series"""
if s . dtype == np . float64 : return s . astype ( 'float32' ) elif s . dtype == np . int64 : return s . astype ( 'int32' ) return s
def randomize_nick ( cls , base , suffix_length = 3 ) : """Generates a pseudo - random nickname . : param base : prefix to use for the generated nickname . : type base : unicode : param suffix _ length : amount of digits to append to ` base ` : type suffix _ length : int : return : generated nickname . ...
suffix = u'' . join ( choice ( u'0123456789' ) for _ in range ( suffix_length ) ) return u'{0}{1}' . format ( base , suffix )
def validate_v2_endpoint_data ( self , endpoints , admin_port , internal_port , public_port , expected ) : """Validate endpoint data . Validate actual endpoint data vs expected endpoint data . The ports are used to find the matching endpoint ."""
self . log . debug ( 'Validating endpoint data...' ) self . log . debug ( 'actual: {}' . format ( repr ( endpoints ) ) ) found = False for ep in endpoints : self . log . debug ( 'endpoint: {}' . format ( repr ( ep ) ) ) if ( admin_port in ep . adminurl and internal_port in ep . internalurl and public_port in ep...
def atc ( jobid ) : '''Print the at ( 1 ) script that will run for the passed job id . This is mostly for debugging so the output will just be text . CLI Example : . . code - block : : bash salt ' * ' at . atc < jobid >'''
atjob_file = '/var/spool/cron/atjobs/{job}' . format ( job = jobid ) if __salt__ [ 'file.file_exists' ] ( atjob_file ) : with salt . utils . files . fopen ( atjob_file , 'r' ) as rfh : return '' . join ( [ salt . utils . stringutils . to_unicode ( x ) for x in rfh . readlines ( ) ] ) else : return { 'er...
def dpd_to_int ( dpd ) : """Convert DPD encodined value to int ( 0-999) dpd : DPD encoded value . 10bit unsigned int"""
b = [ None ] * 10 b [ 9 ] = 1 if dpd & 0b1000000000 else 0 b [ 8 ] = 1 if dpd & 0b0100000000 else 0 b [ 7 ] = 1 if dpd & 0b0010000000 else 0 b [ 6 ] = 1 if dpd & 0b0001000000 else 0 b [ 5 ] = 1 if dpd & 0b0000100000 else 0 b [ 4 ] = 1 if dpd & 0b0000010000 else 0 b [ 3 ] = 1 if dpd & 0b0000001000 else 0 b [ 2 ] = 1 if ...
def event_id ( name , encode_types ) : """Return the event id . Defined as : ` keccak ( EVENT _ NAME + " ( " + EVENT _ ARGS . map ( canonical _ type _ of ) . join ( " , " ) + " ) " ) ` Where ` canonical _ type _ of ` is a function that simply returns the canonical type of a given argument , e . g . for uint...
event_types = [ _canonical_type ( type_ ) for type_ in encode_types ] event_signature = '{event_name}({canonical_types})' . format ( event_name = name , canonical_types = ',' . join ( event_types ) , ) return big_endian_to_int ( utils . sha3 ( event_signature ) )
def _set_cluster ( self , v , load = False ) : """Setter method for cluster , mapped from YANG variable / cluster ( list ) If this variable is read - only ( config : false ) in the source YANG file , then _ set _ cluster is considered as a private method . Backends looking to populate this variable should d...
if hasattr ( v , "_utype" ) : v = v . _utype ( v ) try : t = YANGDynClass ( v , base = YANGListType ( "cluster_name cluster_id" , cluster . cluster , yang_name = "cluster" , rest_name = "cluster" , parent = self , is_container = 'list' , user_ordered = False , path_helper = self . _path_helper , yang_keys = 'cl...
def objects ( self , cls = None ) : """Return an iterater over all objects in this directory which are instances of ` cls ` . By default , iterate over all objects ( ` cls = None ` ) . Parameters cls : a class , optional ( default = None ) If a class is specified , only iterate over objects that are insta...
objs = ( asrootpy ( x . ReadObj ( ) , warn = False ) for x in self . GetListOfKeys ( ) ) if cls is not None : objs = ( obj for obj in objs if isinstance ( obj , cls ) ) return objs
def filter_top_level ( stmts_in , ** kwargs ) : """Filter to statements that are at the top - level of the hierarchy . Here top - level statements correspond to most specific ones . Parameters stmts _ in : list [ indra . statements . Statement ] A list of statements to filter . save : Optional [ str ] T...
logger . info ( 'Filtering %d statements for top-level...' % len ( stmts_in ) ) stmts_out = [ st for st in stmts_in if not st . supports ] logger . info ( '%d statements after filter...' % len ( stmts_out ) ) dump_pkl = kwargs . get ( 'save' ) if dump_pkl : dump_statements ( stmts_out , dump_pkl ) return stmts_out
def _py24_25_compat ( self ) : """Python 2.4/2.5 have grave difficulties with threads / fork . We mandatorily quiesce all running threads during fork using a monkey - patch there ."""
if sys . version_info < ( 2 , 6 ) : # import _ module ( ) is used to avoid dep scanner . os_fork = import_module ( 'mitogen.os_fork' ) mitogen . os_fork . _notice_broker_or_pool ( self )
def sync_mounts ( self , active_mounts , resources , vault_client ) : """Synchronizes mount points . Removes things before adding new ."""
# Create a resource set that is only explicit mounts # and sort so removals are first mounts = [ x for x in resources if isinstance ( x , ( Mount , AWS ) ) ] s_resources = sorted ( mounts , key = absent_sort ) # Iterate over explicit mounts only for resource in s_resources : active_mounts = self . actually_mount ( ...