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def __remote_path_rewrite ( self , dataset_path , dataset_path_type , name = None ) : """Return remote path of this file ( if staging is required ) else None ."""
path = str ( dataset_path ) # Use false _ path if needed . action = self . action_mapper . action ( path , dataset_path_type ) if action . staging_needed : if name is None : name = os . path . basename ( path ) remote_directory = self . __remote_directory ( dataset_path_type ) remote_path_rewrite = ...
def getitem_by_path ( d , path ) : """Access item in d using path . a = { 0 : { 1 : ' item ' } } getitem _ by _ path ( a , [ 0 , 1 ] ) = = ' item '"""
return reduce ( lambda d , k : d [ k ] , path , d )
def get_similar_transcripts ( self , tx_ac ) : """Return a list of transcripts that are similar to the given transcript , with relevant similarity criteria . > > sim _ tx = hdp . get _ similar _ transcripts ( ' NM _ 001285829.1 ' ) > > dict ( sim _ tx [ 0 ] ) { ' cds _ eq ' : False , ' cds _ es _ fp _ eq ...
rows = self . _fetchall ( self . _queries [ 'tx_similar' ] , [ tx_ac ] ) return rows
def content_edge_check ( self , url ) : """Retrieve headers and MD5 hash of the content for a particular url from each Fastly edge server ."""
prefixes = [ "http://" , "https://" ] for prefix in prefixes : if url . startswith ( prefix ) : url = url [ len ( prefix ) : ] break content = self . _fetch ( "/content/edge_check/%s" % url ) return content
def create_mon_path ( path , uid = - 1 , gid = - 1 ) : """create the mon path if it does not exist"""
if not os . path . exists ( path ) : os . makedirs ( path ) os . chown ( path , uid , gid ) ;
def extract_lzh ( archive , compression , cmd , verbosity , interactive , outdir ) : """Extract a LZH archive ."""
opts = 'x' if verbosity > 1 : opts += 'v' opts += "w=%s" % outdir return [ cmd , opts , archive ]
def RunWMIQuery ( query , baseobj = r"winmgmts:\root\cimv2" ) : """Run a WMI query and return a result . Args : query : the WMI query to run . baseobj : the base object for the WMI query . Yields : rdf _ protodict . Dicts containing key value pairs from the resulting COM objects ."""
pythoncom . CoInitialize ( ) # Needs to be called if using com from a thread . wmi_obj = win32com . client . GetObject ( baseobj ) # This allows our WMI to do some extra things , in particular # it gives it access to find the executable path for all processes . wmi_obj . Security_ . Privileges . AddAsString ( "SeDebugP...
def _unpickle_sparse_frame_compat ( self , state ) : """Original pickle format"""
series , cols , idx , fv , kind = state if not isinstance ( cols , Index ) : # pragma : no cover from pandas . io . pickle import _unpickle_array columns = _unpickle_array ( cols ) else : columns = cols if not isinstance ( idx , Index ) : # pragma : no cover from pandas . io . pickle import _unpickle_ar...
def delete_group ( group_name , region = None , key = None , keyid = None , profile = None ) : '''Delete a group policy . CLI Example : : . . code - block : : bash salt myminion boto _ iam . delete _ group mygroup'''
conn = _get_conn ( region = region , key = key , keyid = keyid , profile = profile ) if not conn : return False _group = get_group ( group_name , region , key , keyid , profile ) if not _group : return True try : conn . delete_group ( group_name ) log . info ( 'Successfully deleted IAM group %s.' , grou...
def state_machines_del_notification ( self , model , prop_name , info ) : """Relive models of closed state machine"""
if info [ 'method_name' ] == '__delitem__' : state_machine_m = info [ "result" ] try : self . relieve_model ( state_machine_m ) except KeyError : pass self . clean_up_tabs ( )
def _process_execs ( self , contents , modulename , atype , mode = "insert" ) : """Extracts all the executable methods that belong to the type ."""
# We only want to look at text after the contains statement match = self . RE_CONTAINS . search ( contents ) # It is possible for the type to not have any executables if match is not None : exectext = match . group ( "remainder" ) self . _process_execs_contents ( exectext , modulename , atype , mode )
def reason ( self , reason ) : """Sets the reason of this CreateRefundRequest . A description of the reason for the refund . Default value : ` Refund via API ` : param reason : The reason of this CreateRefundRequest . : type : str"""
if reason is None : raise ValueError ( "Invalid value for `reason`, must not be `None`" ) if len ( reason ) > 192 : raise ValueError ( "Invalid value for `reason`, length must be less than `192`" ) self . _reason = reason
def update ( self , json_state ) : """Update the json data from a dictionary . Only updates if it already exists in the device ."""
if self . _type in CONST . BINARY_SENSOR_TYPES : self . _json_state [ 'status' ] = json_state [ 'status' ] else : self . _json_state . update ( { k : json_state [ k ] for k in json_state if self . _json_state . get ( k ) } )
def _collapse_by_bam_variantcaller ( samples ) : """Collapse regions to a single representative by BAM input , variant caller and batch ."""
by_bam = collections . OrderedDict ( ) for data in ( x [ 0 ] for x in samples ) : work_bam = utils . get_in ( data , ( "combine" , "work_bam" , "out" ) , data . get ( "align_bam" ) ) variantcaller = get_variantcaller ( data ) if isinstance ( work_bam , list ) : work_bam = tuple ( work_bam ) key ...
def createDdbTable ( region = None , table = "credential-store" , ** kwargs ) : '''create the secret store table in DDB in the specified region'''
session = get_session ( ** kwargs ) dynamodb = session . resource ( "dynamodb" , region_name = region ) if table in ( t . name for t in dynamodb . tables . all ( ) ) : print ( "Credential Store table already exists" ) return print ( "Creating table..." ) dynamodb . create_table ( TableName = table , KeySchema =...
def audit_with_request ( ** kwargs ) : """use this decorator to audit an operation with a request as input variable"""
def wrap ( fn ) : @ audit ( ** kwargs ) def operation ( parent_object , * args , ** kw ) : return fn ( parent_object . request , * args , ** kw ) @ functools . wraps ( fn ) def advice_with_request ( the_request , * args , ** kw ) : class ParentObject : request = the_request ...
def asRGB ( self ) : """Return image as RGB pixels . RGB colour images are passed through unchanged ; greyscales are expanded into RGB triplets ( there is a small speed overhead for doing this ) . An alpha channel in the source image will raise an exception . The return values are as for the : meth : ` re...
width , height , pixels , meta = self . asDirect ( ) if meta [ 'alpha' ] : raise Error ( "will not convert image with alpha channel to RGB" ) if not meta [ 'greyscale' ] : return width , height , pixels , meta meta [ 'greyscale' ] = False typecode = 'BH' [ meta [ 'bitdepth' ] > 8 ] def iterrgb ( ) : for row...
def find_inodes_in_use ( fds ) : """Find which of these inodes are in use , and give their open modes . Does not count the passed fds as an use of the inode they point to , but if the current process has the same inodes open with different file descriptors these will be listed . Looks at / proc / * / fd and...
self_pid = os . getpid ( ) id_fd_assoc = collections . defaultdict ( list ) for fd in fds : st = os . fstat ( fd ) id_fd_assoc [ ( st . st_dev , st . st_ino ) ] . append ( fd ) def st_id_candidates ( it ) : # map proc paths to stat identifiers ( devno and ino ) for proc_path in it : try : ...
def reload ( self , r = None , pr = None , timeout = None , basic_quorum = None , notfound_ok = None , head_only = False ) : """Reload the object from Riak . When this operation completes , the object could contain new metadata and a new value , if the object was updated in Riak since it was last retrieved . ...
self . client . get ( self , r = r , pr = pr , timeout = timeout , head_only = head_only ) return self
def addSubprocess ( self , fds , name , factory ) : """Public method for _ addSubprocess . Wraps reactor . adoptStreamConnection in a simple DeferredLock to guarantee workers play well together ."""
self . _lock . run ( self . _addSubprocess , self , fds , name , factory )
def add_token_with_limits ( self , token_address : TokenAddress , channel_participant_deposit_limit : TokenAmount , token_network_deposit_limit : TokenAmount , ) -> Address : """Register token of ` token _ address ` with the token network . The limits apply for version 0.13.0 and above of raiden - contracts , s...
return self . _add_token ( token_address = token_address , additional_arguments = { '_channel_participant_deposit_limit' : channel_participant_deposit_limit , '_token_network_deposit_limit' : token_network_deposit_limit , } , )
def make_auc_structure ( score_structure ) : """calculates ROC data points and returns roc _ structure , a modified form of the score _ structure format : param score _ structure : list [ ( id , best _ score , best _ query , status , net decoy count , net active count ) , . . . , ] : return auc _ structure : li...
n = len ( [ x for x in score_structure if x [ 3 ] == '0' ] ) # Total no . of decoys p = len ( [ x for x in score_structure if x [ 3 ] == '1' ] ) # Total no . of actives auc_structure = [ ] for mol in score_structure : if n == 0 : fpf = 0 else : fpf = float ( mol [ 4 ] ) / n if p == 0 : ...
def call ( self , module , * args , ** kwargs ) : '''Call an Ansible module by invoking it . : param module : the name of the module . : param args : Arguments to the module : param kwargs : keywords to the module : return :'''
module = self . _resolver . load_module ( module ) if not hasattr ( module , 'main' ) : raise CommandExecutionError ( 'This module is not callable ' '(see "ansible.help {0}")' . format ( module . __name__ . replace ( 'ansible.modules.' , '' ) ) ) if args : kwargs [ '_raw_params' ] = ' ' . join ( args ) js_args ...
def preScale ( self , sx , sy ) : """Calculate pre scaling and replace current matrix ."""
self . a *= sx self . b *= sx self . c *= sy self . d *= sy return self
def relative_redirect_n_times ( n ) : """Relatively 302 Redirects n times . tags : - Redirects parameters : - in : path name : n type : int produces : - text / html responses : 302: description : A redirection ."""
assert n > 0 response = app . make_response ( "" ) response . status_code = 302 if n == 1 : response . headers [ "Location" ] = url_for ( "view_get" ) return response response . headers [ "Location" ] = url_for ( "relative_redirect_n_times" , n = n - 1 ) return response
def check_for_period_error ( data , period ) : """Check for Period Error . This method checks if the developer is trying to enter a period that is larger than the data set being entered . If that is the case an exception is raised with a custom message that informs the developer that their period is greater...
period = int ( period ) data_len = len ( data ) if data_len < period : raise Exception ( "Error: data_len < period" )
def infer ( self , ob ) : """Add new observation to frame stack and infer policy . Args : ob : array of shape ( height , width , channels ) Returns : logits and vf ."""
self . _add_to_stack ( ob ) logits , vf = self . infer_from_frame_stack ( self . _frame_stack ) return logits , vf
def error_handler ( response , ** kwargs ) : """Error Handler to surface 4XX and 5XX errors . Attached as a callback hook on the Request object . Parameters response ( requests . Response ) The HTTP response from an API request . * * kwargs Arbitrary keyword arguments . Raises ClientError ( ApiError...
if 400 <= response . status_code <= 499 : message = response . json ( ) [ 'error_description' ] if 'error_description' in response . json ( ) else response . json ( ) [ 'error_detail' ] raise ClientError ( response , message ) elif 500 <= response . status_code <= 599 : raise ServerError ( response ) return...
def update_db ( self , giver , receiverkarma ) : """Record a the giver of karma , the receiver of karma , and the karma amount . Typically the count will be 1 , but it can be any positive or negative integer ."""
for receiver in receiverkarma : if receiver != giver : urow = KarmaStatsTable ( ude ( giver ) , ude ( receiver ) , receiverkarma [ receiver ] ) self . db . session . add ( urow ) self . db . session . commit ( )
def get_current_track_info ( self ) : """Get information about the currently playing track . Returns : dict : A dictionary containing information about the currently playing track : playlist _ position , duration , title , artist , album , position and an album _ art link . If we ' re unable to return dat...
response = self . avTransport . GetPositionInfo ( [ ( 'InstanceID' , 0 ) , ( 'Channel' , 'Master' ) ] ) track = { 'title' : '' , 'artist' : '' , 'album' : '' , 'album_art' : '' , 'position' : '' } track [ 'playlist_position' ] = response [ 'Track' ] track [ 'duration' ] = response [ 'TrackDuration' ] track [ 'uri' ] = ...
def clearImg ( self ) : """Clears the current image"""
self . img . setImage ( np . array ( [ [ 0 ] ] ) ) self . img . image = None
def logging_raslog_console ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) logging = ET . SubElement ( config , "logging" , xmlns = "urn:brocade.com:mgmt:brocade-ras" ) raslog = ET . SubElement ( logging , "raslog" ) console = ET . SubElement ( raslog , "console" ) console . text = kwargs . pop ( 'console' ) callback = kwargs . pop ( 'callback' , self . _cal...
def _postgresql ( self , dbhost , dbport , dbname , dbuser , dbpass , dsn_style = None ) : # noqa """PostgreSQL psycopg2 driver accepts two syntaxes Plus a string for . pgpass file"""
dsn = [ ] if dsn_style is None or dsn_style == 'all' or dsn_style == 'keyvalue' : dsnstr = "host='{0}' dbname='{2}' user='{3}' password='{4}'" if dbport is not None : dsnstr += " port='{1}'" dsn . append ( dsnstr . format ( dbhost , dbport , dbname , dbuser , dbpass , ) ) if dsn_style == 'all' or ds...
def calc_evi_inzp_v1 ( self ) : """Calculate interception evaporation and update the interception storage accordingly . Required control parameters : | NHRU | | Lnk | | TRefT | | TRefN | Required flux sequence : | EvPo | Calculated flux sequence : | EvI | Updated state sequence : | Inzp | ...
con = self . parameters . control . fastaccess flu = self . sequences . fluxes . fastaccess sta = self . sequences . states . fastaccess for k in range ( con . nhru ) : if con . lnk [ k ] in ( WASSER , FLUSS , SEE ) : flu . evi [ k ] = flu . evpo [ k ] sta . inzp [ k ] = 0. else : flu . ...
def stopPolitely ( self , disconnect = False ) : """Delete all active ROSpecs . Return a Deferred that will be called when the DELETE _ ROSPEC _ RESPONSE comes back ."""
logger . info ( 'stopping politely' ) if disconnect : logger . info ( 'will disconnect when stopped' ) self . disconnecting = True self . sendMessage ( { 'DELETE_ACCESSSPEC' : { 'Ver' : 1 , 'Type' : 41 , 'ID' : 0 , 'AccessSpecID' : 0 # all AccessSpecs } } ) self . setState ( LLRPClient . STATE_SENT_DELETE_ACCES...
def attach_tcp_service ( cls , tcp_service : TCPService ) : """Attaches a service for hosting : param tcp _ service : A TCPService instance"""
if cls . _services [ '_tcp_service' ] is None : cls . _services [ '_tcp_service' ] = tcp_service cls . _set_bus ( tcp_service ) else : warnings . warn ( 'TCP service is already attached' )
def validate_signature ( self , filename ) : """Returns True if a valid signature is present for filename"""
if not GPG_PRESENT : return False sigfilename = filename + '.sig' try : with open ( sigfilename ) : pass except IOError : # Signature file does not exist return False # Check if the sig is valid for the sigfile # TODO : Check for whitespace in filepaths return verify ( sigfilename , filename )
def print_raw_data ( raw_data , start_index = 0 , limit = 200 , flavor = 'fei4b' , index_offset = 0 , select = None , tdc_trig_dist = False , trigger_data_mode = 0 ) : """Printing FEI4 raw data array for debugging ."""
if not select : select = [ 'DH' , 'TW' , "AR" , "VR" , "SR" , "DR" , 'TDC' , 'UNKNOWN FE WORD' , 'UNKNOWN WORD' ] total_words = 0 for index in range ( start_index , raw_data . shape [ 0 ] ) : dw = FEI4Record ( raw_data [ index ] , chip_flavor = flavor , tdc_trig_dist = tdc_trig_dist , trigger_data_mode = trigge...
def bzpopmax ( self , keys , timeout = 0 ) : """ZPOPMAX a value off of the first non - empty sorted set named in the ` ` keys ` ` list . If none of the sorted sets in ` ` keys ` ` has a value to ZPOPMAX , then block for ` ` timeout ` ` seconds , or until a member gets added to one of the sorted sets . If ...
if timeout is None : timeout = 0 keys = list_or_args ( keys , None ) keys . append ( timeout ) return self . execute_command ( 'BZPOPMAX' , * keys )
def user_assigned_policies ( user ) : """Return sequence of policies assigned to a user ( or the anonymous user is ` ` user ` ` is ` ` None ` ` ) . ( Also installed as ` ` assigned _ policies ` ` method on ` ` User ` ` model ."""
key = user_cache_key ( user ) cached = cache . get ( key ) if cached is not None : return cached if user is None : pset = PermissionSet . objects . filter ( anonymous_user = True ) . first ( ) else : pset = user . permissionset . first ( ) if pset is None : return [ ] res = [ ] skip_role_policies = Fals...
def tx_tmpdir ( base_dir , rollback_dirpath ) : """Context manager to create and remove a transactional temporary directory ."""
# tmp _ dir _ base = join ( base _ dir , ' tx ' , str ( uuid . uuid4 ( ) ) ) # unique _ attempts = 0 # while os . path . exists ( tmp _ dir _ base ) : # if unique _ attempts > 5: # break # tmp _ dir _ base = join ( base _ dir , ' tx ' , str ( uuid . uuid4 ( ) ) ) # time . sleep ( 1) # unique _ attempts + = 1 # if base ...
def to_html ( self , table_width = 5 ) : """Write the program information to HTML code , which can be saved , printed and brought to the gym . Parameters table _ width The table with of the HTML code . Returns string HTML code ."""
env = self . jinja2_environment template = env . get_template ( self . TEMPLATE_NAMES [ 'html' ] ) return template . render ( program = self , table_width = table_width )
def count_unique_mapped_reads ( self , file_name , paired_end ) : """For a bam or sam file with paired or or single - end reads , returns the number of mapped reads , counting each read only once , even if it appears mapped at multiple locations . : param str file _ name : name of reads file : param bool pa...
_ , ext = os . path . splitext ( file_name ) ext = ext . lower ( ) if ext == ".sam" : param = "-S -F4" elif ext == "bam" : param = "-F4" else : raise ValueError ( "Not a SAM or BAM: '{}'" . format ( file_name ) ) if paired_end : r1 = self . samtools_view ( file_name , param = param + " -f64" , postpend ...
def upload_to_mugshot ( instance , filename ) : """Uploads a mugshot for a user to the ` ` USERENA _ MUGSHOT _ PATH ` ` and saving it under unique hash for the image . This is for privacy reasons so others can ' t just browse through the mugshot directory ."""
extension = filename . split ( '.' ) [ - 1 ] . lower ( ) salt , hash = generate_sha1 ( instance . pk ) path = userena_settings . USERENA_MUGSHOT_PATH % { 'username' : instance . user . username , 'id' : instance . user . id , 'date' : instance . user . date_joined , 'date_now' : get_datetime_now ( ) . date ( ) } return...
def coord_shift ( xyz , box ) : """Ensures that coordinates are - L / 2 , L / 2 Checks if coordinates are - L / 2 , L / 2 and then shifts coordinates if necessary . For example , if coordinates are 0 , L , then a shift is applied to move coordinates to - L / 2 , L / 2 . If a shift is not necessary , the poi...
box = np . asarray ( box ) assert box . shape == ( 3 , ) box_max = box / 2. box_min = - box_max # Shift all atoms if np . greater ( xyz , box_max ) . any ( ) : xyz -= box_max elif np . less ( xyz , box_min ) . any ( ) : xyz += box_max return xyz
def getattrs ( value , attrs , default = _no_default ) : """Perform a chained application of ` ` getattr ` ` on ` ` value ` ` with the values in ` ` attrs ` ` . If ` ` default ` ` is supplied , return it if any of the attribute lookups fail . Parameters value : object Root of the lookup chain . attrs : ...
try : for attr in attrs : value = getattr ( value , attr ) except AttributeError : if default is _no_default : raise value = default return value
def _layout_for_domfuzz ( self , path ) : """Update directory to work with DOMFuzz @ type path : str @ param path : A string representation of the fuzzmanager config path"""
old_dir = os . getcwd ( ) os . chdir ( os . path . join ( path ) ) try : os . mkdir ( 'dist' ) link_name = os . path . join ( 'dist' , 'bin' ) if self . _platform . system == 'Darwin' and self . _target == 'firefox' : ff_loc = glob . glob ( '*.app/Contents/MacOS/firefox' ) assert len ( ff_lo...
def percentage ( self ) : """Returns the percentage of votes cast for this poll option in relation to all of its poll ' s other options ."""
total_vote_count = self . poll . vote_count if total_vote_count : return self . vote_count * 100.0 / total_vote_count return 0
def element_data_from_sym ( sym ) : '''Obtain elemental data given an elemental symbol The given symbol is not case sensitive An exception is thrown if the symbol is not found'''
sym_lower = sym . lower ( ) if sym_lower not in _element_sym_map : raise KeyError ( 'No element data for symbol \'{}\'' . format ( sym ) ) return _element_sym_map [ sym_lower ]
def _set_fru ( self , v , load = False ) : """Setter method for fru , mapped from YANG variable / system _ monitor _ mail / fru ( container ) If this variable is read - only ( config : false ) in the source YANG file , then _ set _ fru is considered as a private method . Backends looking to populate this vari...
if hasattr ( v , "_utype" ) : v = v . _utype ( v ) try : t = YANGDynClass ( v , base = fru . fru , is_container = 'container' , presence = False , yang_name = "fru" , rest_name = "fru" , parent = self , path_helper = self . _path_helper , extmethods = self . _extmethods , register_paths = True , extensions = { ...
def enter_proc ( self , lineno ) : """Enters ( pushes ) a new context"""
self . local_labels . append ( { } ) # Add a new context self . scopes . append ( lineno ) __DEBUG__ ( 'Entering scope level %i at line %i' % ( len ( self . scopes ) , lineno ) )
def update_field_names ( self , data , matching ) : """This method updates the names of the fields according to matching : param data : original Pandas dataframe : param matching : dictionary of matchings between old and new values : type data : pandas . DataFrame : type matching : dictionary : returns : ...
for key in matching . keys ( ) : if key in data . columns : data . rename ( columns = { key : matching [ key ] } ) return data
def normalize_uri_path_component ( path_component ) : """normalize _ uri _ path _ component ( path _ component ) - > str Normalize the path component according to RFC 3986 . This performs the following operations : * Alpha , digit , and the symbols ' - ' , ' . ' , ' _ ' , and ' ~ ' ( unreserved characters )...
result = BytesIO ( ) i = 0 path_component = path_component . encode ( "utf-8" ) while i < len ( path_component ) : c = indexbytes ( path_component , i ) if c in _rfc3986_unreserved : result . write ( int2byte ( c ) ) i += 1 elif c == _ascii_percent : # percent , ' % ' , 0x25 , 37 if ...
def timing ( self ) : """Estimates timing information for the current setup . You should run a check on the instrument parameters before calling this . Returns : ( expTime , deadTime , cycleTime , dutyCycle ) expTime : exposure time per frame ( seconds ) deadTime : dead time per frame ( seconds ) cycleTim...
# drift mode y / n ? isDriftMode = self . isDrift ( ) # FF y / n ? isFF = self . isFF ( ) # Set the readout speed readSpeed = self . readSpeed ( ) if readSpeed == 'Fast' and self . dummy ( ) : video = VIDEO_FAST elif readSpeed == 'Slow' and self . dummy ( ) : video = VIDEO_SLOW elif not self . dummy ( ) : v...
def create ( self , to , status_callback = values . unset , application_sid = values . unset , max_price = values . unset , provide_feedback = values . unset , validity_period = values . unset , force_delivery = values . unset , smart_encoded = values . unset , interactive_data = values . unset , force_opt_in = values ...
data = values . of ( { 'To' : to , 'From' : from_ , 'MessagingServiceSid' : messaging_service_sid , 'Body' : body , 'MediaUrl' : serialize . map ( media_url , lambda e : e ) , 'StatusCallback' : status_callback , 'ApplicationSid' : application_sid , 'MaxPrice' : max_price , 'ProvideFeedback' : provide_feedback , 'Valid...
def entropy_bits ( lst : Union [ List [ Union [ int , str , float , complex ] ] , Tuple [ Union [ int , str , float , complex ] ] ] ) -> float : """Calculate the entropy of a wordlist or a numerical range . Keyword arguments : lst - - A wordlist as list or tuple , or a numerical range as a list : ( minimum , ...
if not isinstance ( lst , ( tuple , list ) ) : raise TypeError ( 'lst must be a list or a tuple' ) size = len ( lst ) if ( size == 2 and isinstance ( lst [ 0 ] , ( int , float ) ) and isinstance ( lst [ 1 ] , ( int , float ) ) ) : return calc_entropy_bits_nrange ( lst [ 0 ] , lst [ 1 ] ) return calc_entropy_bit...
def get_settings ( self ) : """Get settings ."""
postgame = self . get_postgame ( ) return { 'type' : ( self . _header . lobby . game_type_id , self . _header . lobby . game_type ) , 'difficulty' : ( self . _header . scenario . game_settings . difficulty_id , self . _header . scenario . game_settings . difficulty ) , 'population_limit' : self . _header . lobby . popu...
def only ( self , * keys ) : """Get the items with the specified keys . : param keys : The keys to keep : type keys : tuple : rtype : Collection"""
items = [ ] for key , value in enumerate ( self . items ) : if key in keys : items . append ( value ) return self . __class__ ( items )
def _upsampling ( lr_array , rescale , reference_shape , interp = 'linear' ) : """Upsample the low - resolution array to the original high - resolution grid : param lr _ array : Low - resolution array to be upsampled : param rescale : Rescale factor for rows / columns : param reference _ shape : Original size...
hr_shape = reference_shape + ( 1 , ) lr_shape = lr_array . shape + ( 1 , ) if rescale is None : return lr_array . reshape ( lr_shape ) out_array = scipy . ndimage . interpolation . zoom ( lr_array . reshape ( lr_shape ) , ( 1.0 , ) + tuple ( 1 / x for x in rescale ) + ( 1.0 , ) , output = lr_array . dtype , order =...
def from_object ( self , obj : Union [ str , Any ] ) -> None : """Load values from an object ."""
if isinstance ( obj , str ) : obj = importer . import_object_str ( obj ) for key in dir ( obj ) : if key . isupper ( ) : value = getattr ( obj , key ) self . _setattr ( key , value ) logger . info ( "Config is loaded from object: %r" , obj )
def to_filename ( data , mask = DEFAULT_PAPERS_FILENAME_MASK , extra_formatters = None ) : """Convert a bibtex entry to a formatted filename according to a given mask . . . note : : Available formatters out of the box are : - ` ` journal ` ` - ` ` title ` ` - ` ` year ` ` - ` ` first ` ` for the first a...
# Handle default argument if extra_formatters is None : extra_formatters = { } entry = data . entries [ 0 ] authors = re . split ( ' and ' , entry [ 'author' ] ) formatters = { "journal" : "" , "title" : "" , "year" : "" , "first" : "" , "last" : "" , "authors" : "" , "arxiv_version" : "" } formatters [ "journal" ]...
def certificate_rabbitmq ( self ) : """Gets the Certificate RabbitMQ API client . Returns : CertificateRabbitMQ :"""
if not self . __certificate_rabbitmq : self . __certificate_rabbitmq = CertificateRabbitMQ ( self . __connection ) return self . __certificate_rabbitmq
def parse_string_to_constructor ( ctor_string ) : """Returns a callable which corresponds to the constructor string . Various modules ( eg , ConvNet2D ) take constructor arguments which are callables , indicating a submodule to build . These can be passed as actual constructors , eg ` snt . LayerNorm ` , howe...
orig_ctor_string = ctor_string if "." not in ctor_string : # No module specified - assume part of Sonnet ctor_string = "sonnet." + ctor_string if ctor_string . startswith ( "snt." ) : # Replace common short name with full name ctor_string = "sonnet." + ctor_string [ len ( "snt." ) : ] # Cannot just use importli...
def handle_walk ( self , listener : TreeListener , tree : Union [ ast . Node , dict , list ] ) -> None : """Handles tree walking , has to account for dictionaries and lists : param listener : listener that reacts to walked events : param tree : the tree to walk : return : None"""
if isinstance ( tree , ast . Node ) : self . walk ( listener , tree ) elif isinstance ( tree , dict ) : for k in tree . keys ( ) : self . handle_walk ( listener , tree [ k ] ) elif isinstance ( tree , list ) : for i in range ( len ( tree ) ) : self . handle_walk ( listener , tree [ i ] ) els...
def _get_fieldnames ( item ) : """Return fieldnames of either a namedtuple or GOEnrichmentRecord ."""
if hasattr ( item , "_fldsdefprt" ) : # Is a GOEnrichmentRecord return item . get_prtflds_all ( ) if hasattr ( item , "_fields" ) : # Is a namedtuple return item . _fields
def google_news_search ( self , query , category_label , num = 50 ) : '''Searches Google News . NOTE : Official Google News API is deprecated https : / / developers . google . com / news - search / ? hl = en NOTE : Google limits the maximum number of documents per query to 100. Use multiple related queries to...
url = 'https://news.google.com/news?hl=en&q=' + self . _encode_query ( query ) + '&num=' + str ( num ) + '&output=rss' rss = feedparser . parse ( url ) entries = rss [ 'entries' ] articles = [ ] for entry in entries : link = entry [ 'link' ] articles . append ( ( category_label , link ) ) return articles
def _create_verify_email_token_url ( self , base_url = None , view_class = None ) : """To create a verify email token url : param user : ( object ) AuthUser : param base _ url : a base _ url to use instead of the native one : param view _ class : ( obj ) the view class , to allow build the url : return : st...
view = view_class or views . auth . Login endpoint = getattr ( view , "verify_email" ) action = "verify-email" expires_in = __options__ . get ( "verify_email_token_ttl" ) or ( 60 * 24 ) action_token = self . create_action_token ( action , expires_in ) signed_data = self . sign_data ( action , expires_in = expires_in ) ...
def ask_folder ( message = 'Select folder.' , default = '' , title = '' ) : """A dialog to get a directory name . Returns the name of a directory , or None if user chose to cancel . If the " default " argument specifies a directory name , and that directory exists , then the dialog box will start with that di...
return backend_api . opendialog ( "ask_folder" , dict ( message = message , default = default , title = title ) )
def processPrepare ( self , prepare : Prepare , sender : str ) -> None : """Validate and process the PREPARE specified . If validation is successful , create a COMMIT and broadcast it . : param prepare : a PREPARE msg : param sender : name of the node that sent the PREPARE"""
key = ( prepare . viewNo , prepare . ppSeqNo ) self . logger . debug ( "{} received PREPARE{} from {}" . format ( self , key , sender ) ) # TODO move this try / except up higher try : if self . validatePrepare ( prepare , sender ) : self . addToPrepares ( prepare , sender ) self . stats . inc ( TPCS...
def _select_channels ( data , channels ) : """Select channels . Parameters data : instance of ChanTime data with all the channels channels : list channels of interest Returns instance of ChanTime data with only channels of interest Notes This function does the same as wonambi . trans . select , ...
output = data . _copy ( ) chan_list = list ( data . axis [ 'chan' ] [ 0 ] ) idx_chan = [ chan_list . index ( i_chan ) for i_chan in channels ] output . data [ 0 ] = data . data [ 0 ] [ idx_chan , : ] output . axis [ 'chan' ] [ 0 ] = asarray ( channels ) return output
def length_of_geographical_area_code ( numobj ) : """Return length of the geographical area code for a number . Gets the length of the geographical area code from the PhoneNumber object passed in , so that clients could use it to split a national significant number into geographical area code and subscriber n...
metadata = PhoneMetadata . metadata_for_region ( region_code_for_number ( numobj ) , None ) if metadata is None : return 0 # If a country doesn ' t use a national prefix , and this number doesn ' t have # an Italian leading zero , we assume it is a closed dialling plan with no # area codes . if metadata . national_...
def _pandas_df_to_dendropy_tree ( df , taxon_col = 'uid' , taxon_annotations = [ ] , node_col = 'uid' , node_annotations = [ ] , branch_lengths = True , ) : """Turn a phylopandas dataframe into a dendropy tree . Parameters df : DataFrame DataFrame containing tree data . taxon _ col : str ( optional ) Colu...
if isinstance ( taxon_col , str ) is False : raise Exception ( "taxon_col must be a string." ) if isinstance ( node_col , str ) is False : raise Exception ( "taxon_col must be a string." ) # Construct a list of nodes from dataframe . taxon_namespace = dendropy . TaxonNamespace ( ) nodes = { } for idx in df . in...
def split_styles ( mark ) : """get shared styles"""
markers = [ mark . _table [ key ] for key in mark . _marker ] [ 0 ] nstyles = [ ] for m in markers : # # fill and stroke are already rgb ( ) since already in markers msty = toyplot . style . combine ( { "fill" : m . mstyle [ 'fill' ] , "stroke" : m . mstyle [ 'stroke' ] , "opacity" : m . mstyle [ "fill-opacity" ] ,...
def save_assessment ( self , assessment_form , * args , ** kwargs ) : """Pass through to provider AssessmentAdminSession . update _ assessment"""
# Implemented from kitosid template for - # osid . resource . ResourceAdminSession . update _ resource if assessment_form . is_for_update ( ) : return self . update_assessment ( assessment_form , * args , ** kwargs ) else : return self . create_assessment ( assessment_form , * args , ** kwargs )
def html_overall_stat ( overall_stat , digit = 5 , overall_param = None , recommended_list = ( ) ) : """Return HTML report file overall stat . : param overall _ stat : overall stat : type overall _ stat : dict : param digit : scale ( the number of digits to the right of the decimal point in a number . ) : t...
result = "" result += "<h2>Overall Statistics : </h2>\n" result += '<table style="border:1px solid black;border-collapse: collapse;">\n' overall_stat_keys = sorted ( overall_stat . keys ( ) ) if isinstance ( overall_param , list ) : if set ( overall_param ) <= set ( overall_stat_keys ) : overall_stat_keys =...
def _get_cl_dependency_code ( self ) : """Get the CL code for all the CL code for all the dependencies . Returns : str : The CL code with the actual code ."""
code = '' for d in self . _dependencies : code += d . get_cl_code ( ) + "\n" return code
def connectionMap ( self , scene , nodes ) : """Generates a mapping for the nodes to each other based on their connections . : param nodes | [ < XNode > , . . ] : return { < XNode > : ( [ < XNode > input , . . ] , [ < XNode > output , . . ] ) , . . }"""
output = { } connections = scene . connections ( ) for node in nodes : inputs = [ ] outputs = [ ] for connection in connections : in_node = connection . inputNode ( ) out_node = connection . outputNode ( ) if node == in_node : inputs . append ( out_node ) elif nod...
def _color_level ( str_ , level ) : """Return the string wrapped with the appropriate styling for the message level . The styling will be determined based on the rez configuration . Args : str _ ( str ) : The string to be wrapped . level ( str ) : The message level . Should be one of ' critical ' , ' error ...
fore_color , back_color , styles = _get_style_from_config ( level ) return _color ( str_ , fore_color , back_color , styles )
def encipher_vigenere ( plaintext , plain_vocab , key ) : """Encrypt plain text with given key . Args : plaintext ( list of list of Strings ) : a list of plain text to encrypt . plain _ vocab ( list of Integer ) : unique vocabularies being used . key ( list of Integer ) : key to encrypt cipher using Vigener...
ciphertext = [ ] # generate Vigenere table layers = [ ShiftEncryptionLayer ( plain_vocab , i ) for i in range ( len ( plain_vocab ) ) ] for i , sentence in enumerate ( plaintext ) : cipher_sentence = [ ] for j , character in enumerate ( sentence ) : key_idx = key [ j % len ( key ) ] encrypted_ch...
def implement_switch_disconnector ( mv_grid , node1 , node2 ) : """Install switch disconnector in grid topology The graph that represents the grid ' s topology is altered in such way that it explicitly includes a switch disconnector . The switch disconnector is always located at ` ` node1 ` ` . Technically , ...
# Get disconnecting point ' s location line = mv_grid . graph . edge [ node1 ] [ node2 ] [ 'line' ] length_sd_line = .75e-3 # in km x_sd = node1 . geom . x + ( length_sd_line / line . length ) * ( node1 . geom . x - node2 . geom . x ) y_sd = node1 . geom . y + ( length_sd_line / line . length ) * ( node1 . geom . y - n...
def load_stencil_set ( self , stencilset_name ) : """Return the Stencil Set from this template pack ."""
if stencilset_name not in self . _stencil_sets : if stencilset_name not in self . manifest [ 'stencil_sets' ] . keys ( ) : raise exc . FastfoodStencilSetNotListed ( "Stencil set '%s' not listed in %s under stencil_sets." % ( stencilset_name , self . manifest_path ) ) stencil_path = os . path . join ( se...
def decrypt_data ( self , name , ciphertext , context = "" , nonce = "" , batch_input = None , mount_point = DEFAULT_MOUNT_POINT ) : """Decrypt the provided ciphertext using the named key . Supported methods : POST : / { mount _ point } / decrypt / { name } . Produces : 200 application / json : param name : S...
params = { 'ciphertext' : ciphertext , 'context' : context , 'nonce' : nonce , 'batch_input' : batch_input , } api_path = '/v1/{mount_point}/decrypt/{name}' . format ( mount_point = mount_point , name = name , ) response = self . _adapter . post ( url = api_path , json = params , ) return response . json ( )
def getResults ( uri ) : '''Method that recovers the text for each result in infobel . com : param uri : Infobel uri : return : A list of textual information to be processed'''
# Using i3visio browser to avoid certain issues . . . i3Browser = browser . Browser ( ) data = i3Browser . recoverURL ( uri ) # Strings to be searched regExp = "<!-- Results -->(.*)<!-- /Results -->" # re . DOTALL is needed to match any character INCLUDING \ n results = re . findall ( regExp , data , re . DOTALL ) retu...
def plot_sample_rate_compare ( data_dict , file_name = None ) : """Brief Is a plotting function that shows a sequence of ECG plots , demonstrating the relevance of choosing a wright sampling rate . Description Function intended to generate a Bokeh figure with Nx2 format , being N the number of keys of ' d...
# Generation of the HTML file where the plot will be stored . # file _ name = _ generate _ bokeh _ file ( file _ name ) nbr_rows = len ( list ( data_dict . keys ( ) ) ) # List that store the figure handler . list_figures = plot ( [ [ ] ] * nbr_rows * 2 , [ [ ] ] * nbr_rows * 2 , y_axis_label = "Raw Data" , x_axis_label...
def message_remove ( request , undo = False ) : """A ` ` POST ` ` to remove messages . : param undo : A Boolean that if ` ` True ` ` unremoves messages . POST can have the following keys : ` ` message _ pks ` ` List of message id ' s that should be deleted . ` ` next ` ` String containing the URI whic...
message_pks = request . POST . getlist ( 'message_pks' ) redirect_to = request . GET . get ( REDIRECT_FIELD_NAME , request . POST . get ( REDIRECT_FIELD_NAME , False ) ) if message_pks : # Check that all values are integers . valid_message_pk_list = set ( ) for pk in message_pks : try : vali...
def get_form ( self , form_class ) : """Returns an instance of the form to be used in this view ."""
if not hasattr ( self , '_form' ) : kwargs = self . get_form_kwargs ( ) self . _form = form_class ( ** kwargs ) return self . _form
def bam2fastq ( self , input_bam , output_fastq , output_fastq2 = None , unpaired_fastq = None ) : """Create command to convert BAM ( s ) to FASTQ ( s ) . : param str input _ bam : Path to sequencing reads file to convert : param output _ fastq : Path to FASTQ to write : param output _ fastq2 : Path to ( R2 )...
self . _ensure_folders ( output_fastq , output_fastq2 , unpaired_fastq ) cmd = self . tools . java + " -Xmx" + self . pm . javamem cmd += " -jar " + self . tools . picard + " SamToFastq" cmd += " INPUT={0}" . format ( input_bam ) cmd += " FASTQ={0}" . format ( output_fastq ) if output_fastq2 is not None and unpaired_fa...
def pexpireat ( self , name , when ) : """Set an expire flag on key ` ` name ` ` . ` ` when ` ` can be represented as an integer representing unix time in milliseconds ( unix time * 1000) or a Python datetime object ."""
with self . pipe as pipe : return pipe . pexpireat ( self . redis_key ( name ) , when )
def _bin_update_items ( self , items , replace_at_most_one , replacements , leftovers ) : """< replacements and < leftovers > are modified directly , ala pass by reference ."""
for key , value in items : # If there are existing items with key < key > that have yet to be # marked for replacement , mark that item ' s value to be replaced by # < value > by appending it to < replacements > . if key in self and key not in replacements : replacements [ key ] = [ value ] elif ( key i...
def add_edge_attributes ( self , edge , attrs ) : """Append a sequence of attributes to the given edge @ type edge : edge @ param edge : One edge . @ type attrs : tuple @ param attrs : Node attributes specified as a sequence of tuples in the form ( attribute , value ) ."""
for attr in attrs : self . add_edge_attribute ( edge , attr )
def run ( self , ** kwargs ) : """Execute the scheduler . Returns : ` None `"""
if not super ( ) . run ( ** kwargs ) : return if kwargs [ 'list' ] : self . log . info ( '--- List of Scheduler Modules ---' ) for name , scheduler in list ( self . scheduler_plugins . items ( ) ) : if self . active_scheduler == name : self . log . info ( '{} (active)' . format ( name ) ...
def effective_nsamples ( self ) : """The effective number of samples post burn - in that the sampler has acquired so far ."""
try : act = numpy . array ( list ( self . acts . values ( ) ) ) . max ( ) except ( AttributeError , TypeError ) : act = numpy . inf if self . burn_in is None : nperwalker = max ( int ( self . niterations // act ) , 1 ) elif self . burn_in . is_burned_in : nperwalker = int ( ( self . niterations - self ....
def rmnode ( path : str ) : """Forcibly remove file or directory tree at ` path ` . Fail silently if base dir doesn ' t exist ."""
if isdir ( path ) : rmtree ( path ) elif isfile ( path ) : os . remove ( path )
def make_directory_entry ( d ) : """Create a directory entry that conforms to the format of the Desktop Entry Specification by freedesktop . org . See : http : / / freedesktop . org / Standards / desktop - entry - spec These should work for both KDE and Gnome2 An entry is a . directory file that includes th...
assert d [ 'path' ] . endswith ( '.directory' ) # default values d . setdefault ( 'comment' , '' ) d . setdefault ( 'icon' , '' ) fo = open ( d [ 'path' ] , "w" ) fo . write ( """\ [Desktop Entry] Type=Directory Encoding=UTF-8 Name=%(name)s Comment=%(comment)s Icon=%(icon)s """ % d ) fo . close ( )
def QA_SU_save_etf_min ( engine , client = DATABASE ) : """save etf _ min Arguments : engine { [ type ] } - - [ description ] Keyword Arguments : client { [ type ] } - - [ description ] ( default : { DATABASE } )"""
engine = select_save_engine ( engine ) engine . QA_SU_save_etf_min ( client = client )
def get_rows_by_cols ( self , matching_dict ) : """Return all rows where the cols match the elements given in the matching _ dict Parameters matching _ dict : : obj : ' dict ' Desired dictionary of col values . Returns : obj : ` list ` A list of rows that satisfy the matching _ dict"""
result = [ ] for i in range ( self . num_rows ) : row = self . _table [ i + 1 ] matching = True for key , val in matching_dict . items ( ) : if row [ key ] != val : matching = False break if matching : result . append ( row ) return result
def version ( self ) : """Return the build date of the gentoo container ."""
try : _version = ( curl [ Gentoo . _LATEST_TXT ] | awk [ 'NR==2{print}' ] | cut [ "-f2" , "-d=" ] ) ( ) . strip ( ) _version = datetime . utcfromtimestamp ( int ( _version ) ) . strftime ( "%Y-%m-%d" ) except ProcessExecutionError as proc_ex : _version = "unknown" LOG . error ( "Could not determine time...
def map_single_end ( credentials , instance_config , instance_name , script_dir , index_dir , fastq_file , output_dir , num_threads = None , seed_start_lmax = None , mismatch_nmax = None , multimap_nmax = None , splice_min_overhang = None , out_mult_nmax = None , sort_bam = True , keep_unmapped = False , self_destruct ...
if sort_bam : out_sam_type = 'BAM SortedByCoordinate' else : out_sam_type = 'BAM Unsorted' # template expects a list of FASTQ files fastq_files = fastq_file if isinstance ( fastq_files , ( str , _oldstr ) ) : fastq_files = [ fastq_file ] template = _TEMPLATE_ENV . get_template ( os . path . join ( 'map_sing...
def transfer ( self , data ) : """Transfers data over SPI . Arguments : data : The data to transfer . Returns : The data returned by the SPI device ."""
settings = self . transfer_settings settings . spi_tx_size = len ( data ) self . transfer_settings = settings response = '' for i in range ( 0 , len ( data ) , 60 ) : response += self . sendCommand ( commands . SPITransferCommand ( data [ i : i + 60 ] ) ) . data time . sleep ( 0.01 ) while len ( response ) < le...
def upload ( client , source_dir ) : """Upload images to play store . The function will iterate through source _ dir and upload all matching image _ types found in folder herachy ."""
print ( '' ) print ( 'upload images' ) print ( '-------------' ) base_image_folders = [ os . path . join ( source_dir , 'images' , x ) for x in image_types ] for type_folder in base_image_folders : if os . path . exists ( type_folder ) : image_type = os . path . basename ( type_folder ) langfolders ...