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def doestr2tabstr ( astr , kword ) : """doestr2tabstr"""
alist = astr . split ( '..' ) del astr # strip junk put . . back for num in range ( 0 , len ( alist ) ) : alist [ num ] = alist [ num ] . strip ( ) alist [ num ] = alist [ num ] + os . linesep + '..' + os . linesep alist . pop ( ) lblock = [ ] for num in range ( 0 , len ( alist ) ) : linels = alist [ num ] ...
def makeHttpRequest ( method , url , payload , headers , retries = MAX_RETRIES , session = None ) : """Make an HTTP request and retry it until success , return request"""
retry = - 1 response = None while retry < retries : retry += 1 # if this isn ' t the first retry then we sleep if retry > 0 : snooze = float ( retry * retry ) / 10.0 log . info ( 'Sleeping %0.2f seconds for exponential backoff' , snooze ) time . sleep ( snooze ) # Seek payload to...
def _get_tr ( cls , df ) : """True Range of the trading tr = max [ ( high - low ) , abs ( high - close _ prev ) , abs ( low - close _ prev ) ] : param df : data : return : None"""
prev_close = df [ 'close_-1_s' ] high = df [ 'high' ] low = df [ 'low' ] c1 = high - low c2 = np . abs ( high - prev_close ) c3 = np . abs ( low - prev_close ) df [ 'tr' ] = np . max ( ( c1 , c2 , c3 ) , axis = 0 )
def send ( self , to , language = None , ** data ) : """This is the method to be called"""
self . data = data self . get_context_data ( ) if app_settings [ 'SEND_EMAILS' ] : try : if language : mail . send ( to , template = self . template , context = self . context_data , language = language ) else : mail . send ( to , template = self . template , context = self ....
def set ( self , key , func , * args , ** kwargs ) : """Return key ' s value if it exists , otherwise call given function . : param key : The key to lookup / set . : param func : A function to use if the key doesn ' t exist . All other arguments and keyword arguments are passed to * func * ."""
if key in self : return self [ key ] self [ key ] = value = func ( * args , ** kwargs ) return value
def byte_to_bitstring ( byte ) : """Convert one byte to a list of bits"""
assert 0 <= byte <= 0xff bits = [ int ( x ) for x in list ( bin ( byte + 0x100 ) [ 3 : ] ) ] return bits
def install_string ( self ) : """Add every missing file to the install string shown to the user in an error message ."""
args = [ "--reference-name" , self . reference_name , "--annotation-name" , self . annotation_name ] if self . annotation_version : args . extend ( [ "--annotation-version" , str ( self . annotation_version ) ] ) if self . requires_gtf : args . append ( "--gtf" ) args . append ( "\"%s\"" % self . _gtf_path_...
def set_bind ( self ) : """Sets key bindings - - we need this more than once"""
RangedInt . set_bind ( self ) self . unbind ( '<Next>' ) self . unbind ( '<Prior>' ) self . bind ( '<Next>' , lambda e : self . set ( self . _min ( ) ) ) self . bind ( '<Prior>' , lambda e : self . set ( self . _max ( ) ) )
def unlock_kinetis_read_until_ack ( jlink , address ) : """Polls the device until the request is acknowledged . Sends a read request to the connected device to read the register at the given ' address ' . Polls indefinitely until either the request is ACK ' d or the request ends in a fault . Args : jlink ...
request = swd . ReadRequest ( address , ap = True ) response = None while True : response = request . send ( jlink ) if response . ack ( ) : break elif response . wait ( ) : continue raise KinetisException ( 'Read exited with status: %s' , response . status ) return response
def verify_x509_cert_chain ( cert_chain , ca_pem_file = None , ca_path = None ) : """Look at certs in the cert chain and add them to the store one by one . Return the cert at the end of the chain . That is the cert to be used by the caller for verifying . From https : / / www . w3 . org / TR / xmldsig - core2 /...
from OpenSSL import SSL context = SSL . Context ( SSL . TLSv1_METHOD ) if ca_pem_file is None and ca_path is None : import certifi ca_pem_file = certifi . where ( ) context . load_verify_locations ( ensure_bytes ( ca_pem_file , none_ok = True ) , capath = ca_path ) store = context . get_cert_store ( ) certs = l...
def update_with ( self , ** query ) : """secure update , mass assignment protected"""
for k , v in self . _filter_attrs ( query ) . items ( ) : setattr ( self , k , v ) return self . save ( )
def from_json ( cls , data ) : """Create a Wind Condition from a dictionary . Args : data = { " wind _ speed " : float , " wind _ direction " : float , " rain " : bool , " snow _ on _ ground " : bool }"""
# Check required and optional keys optional_keys = { 'wind_direction' : 0 , 'rain' : False , 'snow_on_ground' : False } assert 'wind_speed' in data , 'Required key "wind_speed" is missing!' for key , val in optional_keys . items ( ) : if key not in data : data [ key ] = val return cls ( data [ 'wind_speed' ...
def _get_server ( self ) : """Get server to use for request . Also process inactive server list , re - add them after given interval ."""
with self . _lock : inactive_server_count = len ( self . _inactive_servers ) for i in range ( inactive_server_count ) : try : ts , server , message = heapq . heappop ( self . _inactive_servers ) except IndexError : pass else : if ( ts + self . retry_in...
def othertype ( self , othertype ) : """Set the ` ` OTHERTYPE ` ` attribute value ."""
if othertype is not None : self . _el . set ( 'TYPE' , 'OTHER' ) self . _el . set ( 'OTHERTYPE' , othertype )
def _pdf ( self , phi ) : """Evaluate the _ unnormalized _ flow PDF ."""
pdf = np . inner ( self . _vn , np . cos ( np . outer ( phi , self . _n ) ) ) pdf *= 2. pdf += 1. return pdf
def get_method_sig ( method ) : """Given a function , it returns a string that pretty much looks how the function signature would be written in python . : param method : a python method : return : A string similar describing the pythong method signature . eg : " my _ method ( first _ argArg , second _ arg =...
# The return value of ArgSpec is a bit weird , as the list of arguments and # list of defaults are returned in separate array . # eg : ArgSpec ( args = [ ' first _ arg ' , ' second _ arg ' , ' third _ arg ' ] , # varargs = None , keywords = None , defaults = ( 42 , ' something ' ) ) argspec = inspect . getargspec ( met...
def save_data ( self , trigger_id , ** data ) : """let ' s save the data : param trigger _ id : trigger ID from which to save data : param data : the data to check to be used and save : type trigger _ id : int : type data : dict : return : the status of the save statement : rtype : boolean"""
if self . token : title = self . set_title ( data ) body = self . set_content ( data ) # get the details of this trigger trigger = Github . objects . get ( trigger_id = trigger_id ) # check if it remains more than 1 access # then we can create an issue limit = self . gh . ratelimit_remaining...
def get_environ ( self ) : """Return a new environ dict targeting the given wsgi . version ."""
req = self . req env_10 = super ( Gateway_u0 , self ) . get_environ ( ) env = dict ( map ( self . _decode_key , env_10 . items ( ) ) ) # Request - URI enc = env . setdefault ( six . u ( 'wsgi.url_encoding' ) , six . u ( 'utf-8' ) ) try : env [ 'PATH_INFO' ] = req . path . decode ( enc ) env [ 'QUERY_STRING' ] =...
def reset ( self ) : """Sets initial conditions for the experiment ."""
self . stepid = 0 for task , agent in zip ( self . tasks , self . agents ) : task . reset ( ) agent . module . reset ( ) agent . history . reset ( )
def inverted_level_order ( self ) -> Iterator [ "BSP" ] : """Iterate over this BSP ' s hierarchy in inverse level order . . . versionadded : : 8.3"""
levels = [ ] # type : List [ List [ ' BSP ' ] ] next = [ self ] # type : List [ ' BSP ' ] while next : levels . append ( next ) level = next # type : List [ ' BSP ' ] next = [ ] for node in level : next . extend ( node . children ) while levels : yield from levels . pop ( )
def hover_pixmap ( self , value ) : """Setter for * * self . _ _ hover _ pixmap * * attribute . : param value : Attribute value . : type value : QPixmap"""
if value is not None : assert type ( value ) is QPixmap , "'{0}' attribute: '{1}' type is not 'QPixmap'!" . format ( "hover_pixmap" , value ) self . __hover_pixmap = value
def disable ( name , runas = None ) : '''Disable a launchd service . Raises an error if the service fails to be disabled : param str name : Service label , file name , or full path : param str runas : User to run launchctl commands : return : ` ` True ` ` if successful or if the service is already disabled ...
# Get the service target . enable requires a full < service - target > service_target = _get_domain_target ( name , service_target = True ) [ 0 ] # disable the service : will raise an error if it fails return launchctl ( 'disable' , service_target , runas = runas )
def filter_by_gene_expression ( self , gene_expression_dict , min_expression_value = 0.0 ) : """Filters effects to those which have an associated gene whose expression value in the gene _ expression _ dict argument is greater than min _ expression _ value . Parameters gene _ expression _ dict : dict Dicti...
return self . filter_above_threshold ( key_fn = lambda effect : effect . gene_id , value_dict = gene_expression_dict , threshold = min_expression_value )
def readObject ( self ) : """Reads an object from the stream ."""
ref = self . readInteger ( False ) if ref & REFERENCE_BIT == 0 : obj = self . context . getObject ( ref >> 1 ) if obj is None : raise pyamf . ReferenceError ( 'Unknown reference %d' % ( ref >> 1 , ) ) if self . use_proxies is True : obj = self . readProxy ( obj ) return obj ref >>= 1 cla...
def show ( self ) : """Show the hidden spinner ."""
thr_is_alive = self . _spin_thread and self . _spin_thread . is_alive ( ) if thr_is_alive and self . _hide_spin . is_set ( ) : # clear the hidden spinner flag self . _hide_spin . clear ( ) # clear the current line so the spinner is not appended to it sys . stdout . write ( "\r" ) self . _clear_line ( )
def optimize ( self , timeSeries , forecastingMethods = None , startingPercentage = 0.0 , endPercentage = 100.0 ) : """Runs the optimization of the given TimeSeries . : param TimeSeries timeSeries : TimeSeries instance that requires an optimized forecast . : param list forecastingMethods : List of forecastingMe...
if forecastingMethods is None or len ( forecastingMethods ) == 0 : raise ValueError ( "forecastingMethods cannot be empty." ) self . _startingPercentage = startingPercentage self . _endPercentage = endPercentage results = [ ] for forecastingMethod in forecastingMethods : results . append ( [ forecastingMethod ]...
def _nemo_accpars ( self , vo , ro ) : """NAME : _ nemo _ accpars PURPOSE : return the accpars potential parameters for use of this potential with NEMO INPUT : vo - velocity unit in km / s ro - length unit in kpc OUTPUT : accpars string HISTORY : 2018-09-14 - Written - Bovy ( UofT )"""
GM = self . _amp * vo ** 2. * ro / 2. return "0,1,%s,%s,0" % ( GM , self . a * ro )
def afni_wf ( name = 'AFNISkullStripWorkflow' , unifize = False , n4_nthreads = 1 ) : """Skull - stripping workflow Originally derived from the ` codebase of the QAP < https : / / github . com / preprocessed - connectomes - project / quality - assessment - protocol / blob / master / qap / anatomical _ preproc ....
workflow = pe . Workflow ( name = name ) inputnode = pe . Node ( niu . IdentityInterface ( fields = [ 'in_file' ] ) , name = 'inputnode' ) outputnode = pe . Node ( niu . IdentityInterface ( fields = [ 'bias_corrected' , 'out_file' , 'out_mask' , 'bias_image' ] ) , name = 'outputnode' ) inu_n4 = pe . Node ( ants . N4Bia...
def mount ( nbd , root = None ) : '''Pass in the nbd connection device location , mount all partitions and return a dict of mount points CLI Example : . . code - block : : bash salt ' * ' qemu _ nbd . mount / dev / nbd0'''
__salt__ [ 'cmd.run' ] ( 'partprobe {0}' . format ( nbd ) , python_shell = False , ) ret = { } if root is None : root = os . path . join ( tempfile . gettempdir ( ) , 'nbd' , os . path . basename ( nbd ) ) for part in glob . glob ( '{0}p*' . format ( nbd ) ) : m_pt = os . path . join ( root , os . path . basena...
def limitsChanged ( self , param , limits ) : """Called when the parameter ' s limits have changed"""
ParameterItem . limitsChanged ( self , param , limits ) t = self . param . opts [ 'type' ] if t == 'int' or t == 'float' : self . widget . setOpts ( bounds = limits ) else : return
def ssh_invite ( ctx , code_length , user , ** kwargs ) : """Add a public - key to a ~ / . ssh / authorized _ keys file"""
for name , value in kwargs . items ( ) : setattr ( ctx . obj , name , value ) from . import cmd_ssh ctx . obj . code_length = code_length ctx . obj . ssh_user = user return go ( cmd_ssh . invite , ctx . obj )
def get_messages ( self ) : """returns all messages in this thread as dict mapping all contained messages to their direct responses . : rtype : dict mapping : class : ` ~ alot . db . message . Message ` to a list of : class : ` ~ alot . db . message . Message ` ."""
if not self . _messages : # if not already cached query = self . _dbman . query ( 'thread:' + self . _id ) thread = next ( query . search_threads ( ) ) def accumulate ( acc , msg ) : M = Message ( self . _dbman , msg , thread = self ) acc [ M ] = [ ] r = msg . get_replies ( ) ...
def __watch_file_system ( self ) : """Watches the file system for paths that have been changed or invalidated on disk ."""
for path , data in self . __paths . items ( ) : stored_modified_time , is_file = data try : if not foundations . common . path_exists ( path ) : LOGGER . warning ( "!> {0} | '{1}' path has been invalidated and will be unregistered!" . format ( self . __class__ . __name__ , path ) ) ...
def delete_all ( self ) : """Delete all record in the table / collection of this object . * * 中文文档 * * 删除表中的所有记录"""
for record in self . find ( using_name = False , data_only = True ) : res = self . delete_one ( record [ "id" ] )
def put_results ( self ) : """Put results to scheduler , used by poller or reactionner when they are in active mode ( passive = False ) This function is not intended for external use . Let the poller and reactionner manage all this stuff by themselves ; ) : param from : poller / reactionner identification ...
res = cherrypy . request . json who_sent = res [ 'from' ] results = res [ 'results' ] results = unserialize ( results , no_load = True ) if results : logger . debug ( "Got some results: %d results from %s" , len ( results ) , who_sent ) else : logger . debug ( "-> no results" ) for result in results : logge...
def log_cef ( name , severity = logging . INFO , env = None , username = 'none' , signature = None , ** kwargs ) : """Wraps cef logging function so we don ' t need to pass in the config dictionary every time . See bug 707060 . ` ` env ` ` can be either a request object or just the request . META dictionary ."""
cef_logger = commonware . log . getLogger ( 'cef' ) c = { 'product' : settings . CEF_PRODUCT , 'vendor' : settings . CEF_VENDOR , 'version' : settings . CEF_VERSION , 'device_version' : settings . CEF_DEVICE_VERSION } # The CEF library looks for some things in the env object like # REQUEST _ METHOD and any REMOTE _ ADD...
def compound_crossspec ( a_data , tbin , Df = None , pointProcess = False ) : """Calculate cross spectra of compound signals . a _ data is a list of datasets ( a _ data = [ data1 , data2 , . . . ] ) . For each dataset in a _ data , the compound signal is calculated and the crossspectra between these compound ...
a_mdata = [ ] for data in a_data : a_mdata . append ( np . sum ( data , axis = 0 ) ) # calculate compound signals return crossspec ( np . array ( a_mdata ) , tbin , Df , units = False , pointProcess = pointProcess )
def convert ( model , feature_names , target ) : """Convert a boosted tree model to protobuf format . Parameters decision _ tree : RandomForestRegressor A trained scikit - learn tree model . feature _ names : [ str ] Name of the input columns . target : str Name of the output column . Returns mode...
if not ( _HAS_SKLEARN ) : raise RuntimeError ( 'scikit-learn not found. scikit-learn conversion API is disabled.' ) _sklearn_util . check_expected_type ( model , _ensemble . RandomForestRegressor ) def is_rf_model ( m ) : if len ( m . estimators_ ) == 0 : return False if hasattr ( m , 'estimators_' ...
def postcode ( self ) : """Replaces all question mark ( ' ? ' ) occurrences with a random letter from postal _ code _ formats then passes result to numerify to insert numbers"""
temp = re . sub ( r'\?' , lambda x : self . postal_code_letter ( ) , self . random_element ( self . postal_code_formats ) ) return self . numerify ( temp )
def build ( self , lv2_uri ) : """Returns a new : class : ` . Lv2Effect ` by the valid lv2 _ uri : param string lv2 _ uri : : return Lv2Effect : Effect created"""
try : plugin = self . _plugins [ lv2_uri ] except KeyError : raise Lv2EffectBuilderError ( "Lv2EffectBuilder not contains metadata information about the plugin '{}'. \n" "Try re-scan the installed plugins using the reload method::\n" " >>> lv2_effect_builder.reload(lv2_effect_builder.lv2_plugins_data())" . fo...
def kelvin_to_rgb ( kelvin ) : """Convert a color temperature given in kelvin to an approximate RGB value . : param kelvin : Color temp in K : return : Tuple of ( r , g , b ) , equivalent color for the temperature"""
temp = kelvin / 100.0 # Calculate Red : if temp <= 66 : red = 255 else : red = 329.698727446 * ( ( temp - 60 ) ** - 0.1332047592 ) # Calculate Green : if temp <= 66 : green = 99.4708025861 * math . log ( temp ) - 161.1195681661 else : green = 288.1221695283 * ( ( temp - 60 ) ** - 0.0755148492 ) # Calcul...
def create_from_row ( cls , table_row ) : """Create a ` JobDetails ` from an ` astropy . table . row . Row `"""
kwargs = { } for key in table_row . colnames : kwargs [ key ] = table_row [ key ] infile_refs = kwargs . pop ( 'infile_refs' ) outfile_refs = kwargs . pop ( 'outfile_refs' ) rmfile_refs = kwargs . pop ( 'rmfile_refs' ) intfile_refs = kwargs . pop ( 'intfile_refs' ) kwargs [ 'infile_ids' ] = np . arange ( infile_ref...
def present ( name , passwd , database = "admin" , user = None , password = None , host = "localhost" , port = 27017 , authdb = None , roles = None ) : '''Ensure that the user is present with the specified properties name The name of the user to manage passwd The password of the user to manage user Mong...
ret = { 'name' : name , 'changes' : { } , 'result' : True , 'comment' : 'User {0} is already present' . format ( name ) } # setup default empty roles if not provided to preserve previous API interface if roles is None : roles = [ ] # Check for valid port try : port = int ( port ) except TypeError : ret [ 'r...
def __dog_started ( self ) : """Prepare watchdog for scheduled task starting : return : None"""
if self . __task is not None : raise RuntimeError ( 'Unable to start task. In order to start a new task - at first stop it' ) self . __task = self . record ( ) . task ( ) if isinstance ( self . __task , WScheduleTask ) is False : task_class = self . __task . __class__ . __qualname__ raise RuntimeError ( 'Un...
def insert ( self , i , tag1 , tag2 , cmd = "prevtag" , x = None , y = None ) : """Inserts a new rule that updates words with tag1 to tag2, given constraints x and y , e . g . , Context . append ( " TO < NN " , " VB " )"""
if " < " in tag1 and not x and not y : tag1 , x = tag1 . split ( " < " ) ; cmd = "prevtag" if " > " in tag1 and not x and not y : x , tag1 = tag1 . split ( " > " ) ; cmd = "nexttag" lazylist . insert ( self , i , [ tag1 , tag2 , cmd , x or "" , y or "" ] )
def post ( self ) : """Create bucket ."""
with db . session . begin_nested ( ) : bucket = Bucket . create ( storage_class = current_app . config [ 'FILES_REST_DEFAULT_STORAGE_CLASS' ] , ) db . session . commit ( ) return self . make_response ( data = bucket , context = { 'class' : Bucket , } )
def stop_all_periodic_tasks ( self , remove_tasks = True ) : """Stop sending any messages that were started using bus . send _ periodic : param bool remove _ tasks : Stop tracking the stopped tasks ."""
for task in self . _periodic_tasks : task . stop ( remove_task = remove_tasks )
def cric__lasso ( ) : """Lasso Regression"""
model = sklearn . linear_model . LogisticRegression ( penalty = "l1" , C = 0.002 ) # we want to explain the raw probability outputs of the trees model . predict = lambda X : model . predict_proba ( X ) [ : , 1 ] return model
def get_points ( self ) : """Returns a ketama compatible list of ( position , nodename ) tuples ."""
return [ ( k , self . runtime . _ring [ k ] ) for k in self . runtime . _keys ]
def drop ( self , index = None , columns = None ) : """Remove row data for target index and columns . Args : index : Target index to drop . columns : Target columns to drop . Returns : A new QueryCompiler ."""
if self . _is_transposed : return self . transpose ( ) . drop ( index = columns , columns = index ) . transpose ( ) if index is None : new_data = self . data new_index = self . index else : def delitem ( df , internal_indices = [ ] ) : return df . drop ( index = df . index [ internal_indices ] )...
def NTU_from_P_G ( P1 , R1 , Ntp , optimal = True ) : r'''Returns the number of transfer units of a TEMA G type heat exchanger with a specified ( for side 1 ) thermal effectiveness ` P1 ` , heat capacity ratio ` R1 ` , the number of tube passes ` Ntp ` , and for the two - pass case whether or not the inlets a...
NTU_min = 1E-11 function = temperature_effectiveness_TEMA_G if Ntp == 1 or ( Ntp == 2 and optimal ) : NTU_max = 1E4 # We could fit a curve to determine the NTU where the floating point # does not allow NTU to increase though , but that would be another # binary bisection process , different from the cur...
def create_new_example ( foo = '' , a = '' , b = '' ) : """Factory method for example entities . : rtype : Example"""
return Example . __create__ ( foo = foo , a = a , b = b )
def to_dict ( self , remove_nones = False ) : """Creates a dictionary representation of the object . : param remove _ nones : Whether ` ` None ` ` values should be filtered out of the dictionary . Defaults to ` ` False ` ` . : return : A dictionary representation of the report ."""
if remove_nones : report_dict = super ( ) . to_dict ( remove_nones = True ) else : report_dict = { 'title' : self . title , 'reportBody' : self . body , 'timeBegan' : self . time_began , 'externalUrl' : self . external_url , 'distributionType' : self . _get_distribution_type ( ) , 'externalTrackingId' : self . ...
def make_prefetchitem_applicationfilename ( application_filename , condition = 'is' , negate = False , preserve_case = False ) : """Create a node for PrefetchItem / ApplicationFileName : return : A IndicatorItem represented as an Element node"""
document = 'PrefetchItem' search = 'PrefetchItem/ApplicationFileName' content_type = 'string' content = application_filename ii_node = ioc_api . make_indicatoritem_node ( condition , document , search , content_type , content , negate = negate , preserve_case = preserve_case ) return ii_node
def count ( self , q ) : """Shorthand for counting the results of a specific query . # # Arguments * ` q ` ( str ) : The query to count . This will be executed as : ` " SELECT COUNT ( * ) % s " % q ` . # # Returns * ` count ` ( int ) : The resulting count ."""
q = "SELECT COUNT(*) %s" % q return int ( self . quick ( q ) . split ( "\n" ) [ 1 ] )
def set_title ( self , title = None ) : """Sets the editor title . : param title : Editor title . : type title : unicode : return : Method success . : rtype : bool"""
if not title : # TODO : https : / / bugreports . qt - project . org / browse / QTBUG - 27084 # titleTemplate = self . is _ modified ( ) and " { 0 } * " or " { 0 } " # title = titleTemplate . format ( self . get _ file _ short _ name ( ) ) title = self . get_file_short_name ( ) LOGGER . debug ( "> Setting editor tit...
def from_file ( path ) : """Return a ` ` Config ` ` instance by reading a configuration file ."""
with open ( path ) as stream : obj = yaml . safe_load ( stream ) Config . lint ( obj ) return Config ( config_dict = obj )
def spec_from_json_dict ( json_dict # type : Dict [ str , Any ] ) : # type : ( . . . ) - > FieldSpec """Turns a dictionary into the appropriate object . : param dict json _ dict : A dictionary with properties . : returns : An initialised instance of the appropriate FieldSpec subclass ."""
if 'ignored' in json_dict : return Ignore ( json_dict [ 'identifier' ] ) type_str = json_dict [ 'format' ] [ 'type' ] spec_type = cast ( FieldSpec , FIELD_TYPE_MAP [ type_str ] ) return spec_type . from_json_dict ( json_dict )
def _create_ip_report ( self ) : '''this will take the obfuscated ip and hostname databases and output csv files'''
try : ip_report_name = os . path . join ( self . report_dir , "%s-ip.csv" % self . session ) self . logger . con_out ( 'Creating IP Report - %s' , ip_report_name ) ip_report = open ( ip_report_name , 'wt' ) ip_report . write ( 'Obfuscated IP,Original IP\n' ) for k , v in self . ip_db . items ( ) : ...
def _parse_example_spec ( self ) : """Returns a ` tf . Example ` parsing spec as dict ."""
height , width = image_util . get_expected_image_size ( self . module_spec ) input_shape = [ height , width , 3 ] return { self . key : tf_v1 . FixedLenFeature ( input_shape , tf . float32 ) }
def tiltFactor ( self , midpointdepth = None , printAvAngle = False ) : '''get tilt factor from inverse distance law https : / / en . wikipedia . org / wiki / Inverse - square _ law'''
# TODO : can also be only def . with FOV , rot , tilt beta2 = self . viewAngle ( midpointdepth = midpointdepth ) try : angles , vals = getattr ( emissivity_vs_angle , self . opts [ 'material' ] ) ( ) except AttributeError : raise AttributeError ( "material[%s] is not in list of know materials: %s" % ( self . op...
def maxlevel ( lst ) : """Return maximum nesting depth"""
maxlev = 0 def f ( lst , level ) : nonlocal maxlev if isinstance ( lst , list ) : level += 1 maxlev = max ( level , maxlev ) for item in lst : f ( item , level ) f ( lst , 0 ) return maxlev
def get_file_object ( filename , mode = "r" ) : """Context manager for a file object . If filename is present , this is the same as with open ( filename , mode ) : . . . If filename is not present , then the file object returned is either sys . stdin or sys . stdout depending on the mode . : filename : the ...
if filename is None : if mode . startswith ( "r" ) : yield sys . stdin else : yield sys . stdout else : with open ( filename , mode ) as fobj : yield fobj
def get_initials ( pinyin , strict ) : """获取单个拼音中的声母 . : param pinyin : 单个拼音 : type pinyin : unicode : param strict : 是否严格遵照 《 汉语拼音方案 》 来处理声母和韵母 : return : 声母 : rtype : unicode"""
if strict : _initials = _INITIALS else : _initials = _INITIALS_NOT_STRICT for i in _initials : if pinyin . startswith ( i ) : return i return ''
def get_form_language ( self , request , obj = None ) : """Return the current language for the currently displayed object fields ."""
if obj is not None : return obj . get_current_language ( ) else : return self . _language ( request )
def check_refresh ( self , data , ret ) : '''Check to see if the modules for this state instance need to be updated , only update if the state is a file or a package and if it changed something . If the file function is managed check to see if the file is a possible module type , e . g . a python , pyx , or ....
_reload_modules = False if data . get ( 'reload_grains' , False ) : log . debug ( 'Refreshing grains...' ) self . opts [ 'grains' ] = salt . loader . grains ( self . opts ) _reload_modules = True if data . get ( 'reload_pillar' , False ) : log . debug ( 'Refreshing pillar...' ) self . opts [ 'pillar...
def _write_cron_lines ( user , lines ) : '''Takes a list of lines to be committed to a user ' s crontab and writes it'''
lines = [ salt . utils . stringutils . to_str ( _l ) for _l in lines ] path = salt . utils . files . mkstemp ( ) if _check_instance_uid_match ( user ) or __grains__ . get ( 'os_family' ) in ( 'Solaris' , 'AIX' ) : # In some cases crontab command should be executed as user rather than root with salt . utils . files ...
def unicode_string ( string ) : """Make sure string is unicode , try to default with utf8 , or base64 if failed . can been decode by ` decode _ unicode _ string `"""
if isinstance ( string , six . text_type ) : return string try : return string . decode ( "utf8" ) except UnicodeDecodeError : return '[BASE64-DATA]' + base64 . b64encode ( string ) + '[/BASE64-DATA]'
def delete_webhook ( self , scaling_group , policy , webhook ) : """Deletes the specified webhook from the specified policy ."""
uri = "/%s/%s/policies/%s/webhooks/%s" % ( self . uri_base , utils . get_id ( scaling_group ) , utils . get_id ( policy ) , utils . get_id ( webhook ) ) resp , resp_body = self . api . method_delete ( uri ) return None
def ParseOptions ( cls , options , configuration_object ) : """Parses and validates options . Args : options ( argparse . Namespace ) : parser options . configuration _ object ( CLITool ) : object to be configured by the argument helper . Raises : BadConfigObject : when the configuration object is of th...
if not isinstance ( configuration_object , tools . CLITool ) : raise errors . BadConfigObject ( 'Configuration object is not an instance of CLITool' ) artifacts_path = getattr ( options , 'artifact_definitions_path' , None ) data_location = getattr ( configuration_object , '_data_location' , None ) if ( ( not artif...
def _process_image_file ( fobj , session , filename ) : """Process image files from the dataset ."""
# We need to read the image files and convert them to JPEG , since some files # actually contain GIF , PNG or BMP data ( despite having a . jpg extension ) and # some encoding options that will make TF crash in general . image = _decode_image ( fobj , session , filename = filename ) return _encode_jpeg ( image )
def qvalues1 ( PV , m = None , pi = 1.0 ) : """estimate q vlaues from a list of Pvalues this algorihm is taken from Storey , significance testing for genomic . . . m : number of tests , ( if not len ( PV ) ) , pi : fraction of expected true null ( 1.0 is a conservative estimate ) @ param PV : pvalues @ para...
S = PV . shape PV = PV . flatten ( ) if m is None : m = len ( PV ) * 1.0 else : m *= 1.0 lPV = len ( PV ) # 1 . sort pvalues PV = PV . squeeze ( ) IPV = PV . argsort ( ) PV = PV [ IPV ] # 2 . estimate lambda if pi is None : lrange = sp . linspace ( 0.05 , 0.95 , max ( lPV / 100.0 , 10 ) ) pil = sp . dou...
def is_connected ( self , attempts = 3 ) : """Try to reconnect if neccessary . : param attempts : The amount of tries to reconnect if neccessary . : type attempts : ` ` int ` `"""
if self . gce is None : while attempts > 0 : self . logger . info ( "Attempting to connect ..." ) try : self . connect ( ) except ComputeEngineManagerException : attempts -= 1 continue self . logger . info ( "Connection established." ) retu...
def text ( self ) : """Get the raw text for the response"""
try : return self . _text except AttributeError : if IS_PYTHON_3 : encoding = self . _response . headers . get_content_charset ( "utf-8" ) else : encoding = self . _response . headers . getparam ( "charset" ) self . _text = self . _response . read ( ) . decode ( encoding or "utf-8" ) ret...
def fetch_mga_scores ( mga_vec , codon_pos , default_mga = None ) : """Get MGAEntropy scores from pre - computed scores in array . Parameters mga _ vec : np . array numpy vector containing MGA Entropy conservation scores for residues codon _ pos : list of int position of codon in protein sequence defaul...
# keep only positions in range of MGAEntropy scores len_mga = len ( mga_vec ) good_codon_pos = [ p for p in codon_pos if p < len_mga ] # get MGAEntropy scores if good_codon_pos : mga_ent_scores = mga_vec [ good_codon_pos ] else : mga_ent_scores = None return mga_ent_scores
def _round_to_next_multiple ( n , m ) : """Round up the the next multiple . : param n : The number to round up . : param m : The multiple . : return : The rounded number"""
return n if n % m == 0 else n + m - n % m
def username_name ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) username = ET . SubElement ( config , "username" , xmlns = "urn:brocade.com:mgmt:brocade-aaa" ) name = ET . SubElement ( username , "name" ) name . text = kwargs . pop ( 'name' ) callback = kwargs . pop ( 'callback' , self . _callback ) return callback ( config )
def save_config ( ** kwargs ) : """Save configuration keys to vispy config file Parameters * * kwargs : keyword arguments Key / value pairs to save to the config file ."""
if kwargs == { } : kwargs = config . _config current_config = _load_config ( ) current_config . update ( ** kwargs ) # write to disk fname = _get_config_fname ( ) if fname is None : raise RuntimeError ( 'config filename could not be determined' ) if not op . isdir ( op . dirname ( fname ) ) : os . mkdir ( o...
def is_valid ( self ) : """Return True if tile is available in tile pyramid ."""
if not all ( [ isinstance ( self . zoom , int ) , self . zoom >= 0 , isinstance ( self . row , int ) , self . row >= 0 , isinstance ( self . col , int ) , self . col >= 0 ] ) : raise TypeError ( "zoom, col and row must be integers >= 0" ) cols = self . tile_pyramid . matrix_width ( self . zoom ) rows = self . tile_...
def get_env ( key : str , default : Any = None , clean : Callable [ [ str ] , Any ] = lambda v : v ) : '''Retrieves a configuration value from the environment variables . The given * key * is uppercased and prefixed by ` ` " BACKEND _ " ` ` and then ` ` " SORNA _ " ` ` if the former does not exist . : param k...
key = key . upper ( ) v = os . environ . get ( 'BACKEND_' + key ) if v is None : v = os . environ . get ( 'SORNA_' + key ) if v is None : if default is None : raise KeyError ( key ) v = default return clean ( v )
def set_from_json ( self , obj , json , models = None , setter = None ) : '''Sets the value of this property from a JSON value . This method first Args : obj ( HasProps ) : json ( JSON - dict ) : models ( seq [ Model ] , optional ) : setter ( ClientSession or ServerSession or None , optional ) : This ...
return super ( BasicPropertyDescriptor , self ) . set_from_json ( obj , self . property . from_json ( json , models ) , models , setter )
def _get_translated_queryset ( self , meta = None ) : """Return the queryset that points to the translated model . If there is a prefetch , it can be read from this queryset ."""
# Get via self . TRANSLATIONS _ FIELD . get ( . . ) so it also uses the prefetch / select _ related cache . if meta is None : meta = self . _parler_meta . root accessor = getattr ( self , meta . rel_name ) # RelatedManager return accessor . get_queryset ( )
def _proxy ( self ) : """Generate an instance context for the instance , the context is capable of performing various actions . All instance actions are proxied to the context : returns : CredentialListContext for this CredentialListInstance : rtype : twilio . rest . api . v2010 . account . sip . credential _...
if self . _context is None : self . _context = CredentialListContext ( self . _version , account_sid = self . _solution [ 'account_sid' ] , sid = self . _solution [ 'sid' ] , ) return self . _context
def _get_userdir ( user = None ) : """Returns the user dir or None"""
if user is not None and not isinstance ( user , fsnative ) : raise TypeError if is_win : if "HOME" in environ : path = environ [ "HOME" ] elif "USERPROFILE" in environ : path = environ [ "USERPROFILE" ] elif "HOMEPATH" in environ and "HOMEDRIVE" in environ : path = os . path . jo...
def is_message_handler ( type_ , from_ , cb ) : """Return true if ` cb ` has been decorated with : func : ` message _ handler ` for the given ` type _ ` and ` from _ ` ."""
try : handlers = aioxmpp . service . get_magic_attr ( cb ) except AttributeError : return False return aioxmpp . service . HandlerSpec ( ( _apply_message_handler , ( type_ , from_ ) ) , require_deps = ( SimpleMessageDispatcher , ) ) in handlers
def _querystring ( self ) : """Additional keyword arguments"""
kw = { "studyoid" : self . studyoid } if self . location_oid is not None : kw [ "locationoid" ] = self . location_oid return kw
def reset ( self , params , repetition ) : """Called at the beginning of each experiment and each repetition"""
pprint . pprint ( params ) self . initialize ( params , repetition ) # Load CIFAR dataset dataDir = params . get ( 'dataDir' , 'data' ) self . transform_train = transforms . Compose ( [ transforms . RandomCrop ( 32 , padding = 4 ) , transforms . RandomHorizontalFlip ( ) , transforms . ToTensor ( ) , transforms . Normal...
def return_features_base ( dbpath , set_object , names ) : """Generic function which returns a list of extracted features from the database Parameters dbpath : string , path to SQLite database file set _ object : object ( either TestSet or TrainSet ) which is stored in the database names : list of strings ,...
engine = create_engine ( 'sqlite:////' + dbpath ) session_cl = sessionmaker ( bind = engine ) session = session_cl ( ) return_list = [ ] if names == 'all' : for i in session . query ( set_object ) . order_by ( set_object . id ) : row_list = [ ] for feature in i . features : row_list . ap...
def remove_key ( self , store_key ) : """Remove key from the index . : param store _ key : The key for the document in the store : type store _ key : str"""
if store_key in self . _undefined_keys : del self . _undefined_keys [ store_key ] if store_key in self . _reverse_index : for value in self . _reverse_index [ store_key ] : self . _index [ value ] . remove ( store_key ) del self . _reverse_index [ store_key ]
def do_tag ( self , args : argparse . Namespace ) : """create an html tag"""
# The Namespace always includes the Statement object created when parsing the command line statement = args . __statement__ self . poutput ( "The command line you ran was: {}" . format ( statement . command_and_args ) ) self . poutput ( "It generated this tag:" ) self . poutput ( '<{0}>{1}</{0}>' . format ( args . tag ...
def _findUniqueMappingValues ( mapping ) : """Find mapping entries that are unique for one key ( value length of 1 ) . . . Note : This function can be used to find unique proteins by providing a peptide to protein mapping . : param mapping : dict , for each key contains a set of entries : returns : a set ...
uniqueMappingValues = set ( ) for entries in viewvalues ( mapping ) : if len ( entries ) == 1 : uniqueMappingValues . update ( entries ) return uniqueMappingValues
def add_repo_key ( path = None , text = None , keyserver = None , keyid = None , saltenv = 'base' ) : '''. . versionadded : : 2017.7.0 Add a repo key using ` ` apt - key add ` ` . : param str path : The path of the key file to import . : param str text : The key data to import , in string form . : param str...
cmd = [ 'apt-key' ] kwargs = { } current_repo_keys = get_repo_keys ( ) if path : cached_source_path = __salt__ [ 'cp.cache_file' ] ( path , saltenv ) if not cached_source_path : log . error ( 'Unable to get cached copy of file: %s' , path ) return False cmd . extend ( [ 'add' , cached_source...
def for_me ( conditions , myself ) : """Am I among the intended audiences"""
if not conditions . audience_restriction : # No audience restriction return True for restriction in conditions . audience_restriction : if not restriction . audience : continue for audience in restriction . audience : if audience . text . strip ( ) == myself : return True ...
def _check_series_convert_timestamps_internal ( s , timezone ) : """Convert a tz - naive timestamp in the specified timezone or local timezone to UTC normalized for Spark internal storage : param s : a pandas . Series : param timezone : the timezone to convert . if None then use local timezone : return pand...
from pyspark . sql . utils import require_minimum_pandas_version require_minimum_pandas_version ( ) from pandas . api . types import is_datetime64_dtype , is_datetime64tz_dtype # TODO : handle nested timestamps , such as ArrayType ( TimestampType ( ) ) ? if is_datetime64_dtype ( s . dtype ) : # When tz _ localize a tz ...
def select ( self , key , where = None , start = None , stop = None , columns = None , iterator = False , chunksize = None , auto_close = False , ** kwargs ) : """Retrieve pandas object stored in file , optionally based on where criteria Parameters key : object where : list of Term ( or convertible ) object...
group = self . get_node ( key ) if group is None : raise KeyError ( 'No object named {key} in the file' . format ( key = key ) ) # create the storer and axes where = _ensure_term ( where , scope_level = 1 ) s = self . _create_storer ( group ) s . infer_axes ( ) # function to call on iteration def func ( _start , _s...
def from_code_array ( self ) : """Replaces everything in pys _ file from code _ array"""
for key in self . _section2writer : self . pys_file . write ( key ) self . _section2writer [ key ] ( ) try : if self . pys_file . aborted : break except AttributeError : # pys _ file is not opened via fileio . BZAopen pass if config [ "font_save_enabled" ] : # Clean up fonts ...
def tuples2ids ( tuples , ids ) : """Update ` ids ` according to ` tuples ` , e . g . ( 3 , 0 , X ) , ( 4 , 0 , X ) . . ."""
for value in tuples : if value [ 0 ] == 6 and value [ 2 ] : ids = value [ 2 ] elif value [ 0 ] == 5 : ids [ : ] = [ ] elif value [ 0 ] == 4 and value [ 1 ] and value [ 1 ] not in ids : ids . append ( value [ 1 ] ) elif value [ 0 ] == 3 and value [ 1 ] and value [ 1 ] in ids : ...
def area ( p ) : """Area of a polygone : param p : list of the points taken in any orientation , p [ 0 ] can differ from p [ - 1] : returns : area : complexity : linear"""
A = 0 for i in range ( len ( p ) ) : A += p [ i - 1 ] [ 0 ] * p [ i ] [ 1 ] - p [ i ] [ 0 ] * p [ i - 1 ] [ 1 ] return A / 2.
def are_equal ( self , sp1 , sp2 ) : """True if there is some overlap in composition between the species Args : sp1 : First species . A dict of { specie / element : amt } as per the definition in Site and PeriodicSite . sp2 : Second species . A dict of { specie / element : amt } as per the definition in S...
set1 = set ( sp1 . elements ) set2 = set ( sp2 . elements ) return set1 . issubset ( set2 ) or set2 . issubset ( set1 )
def check_metadata_link ( self , ds ) : '''Checks if metadata link is formed in a rational manner : param netCDF4 . Dataset ds : An open netCDF dataset'''
if not hasattr ( ds , u'metadata_link' ) : return msgs = [ ] meta_link = getattr ( ds , 'metadata_link' ) if 'http' not in meta_link : msgs . append ( 'Metadata URL should include http:// or https://' ) valid_link = ( len ( msgs ) == 0 ) return Result ( BaseCheck . LOW , valid_link , 'metadata_link_valid' , msg...