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def serve ( self , port = None , address = None ) : """Serves the SMTP server on the given port and address ."""
port = port or self . port address = address or self . address log . info ( 'Starting SMTP server at {0}:{1}' . format ( address , port ) ) server = InboxServer ( self . collator , ( address , port ) , None ) try : asyncore . loop ( ) except KeyboardInterrupt : log . info ( 'Cleaning up' )
def _BuildAuthenticatorResponse ( self , app_id , client_data , plugin_response ) : """Builds the response to return to the caller ."""
encoded_client_data = self . _Base64Encode ( client_data ) signature_data = str ( plugin_response [ 'signatureData' ] ) key_handle = str ( plugin_response [ 'keyHandle' ] ) response = { 'clientData' : encoded_client_data , 'signatureData' : signature_data , 'applicationId' : app_id , 'keyHandle' : key_handle , } return...
def _create_ansi_color_dict ( color_cls ) : "Create a table that maps the 16 named ansi colors to their Windows code ."
return { 'ansidefault' : color_cls . BLACK , 'ansiblack' : color_cls . BLACK , 'ansidarkgray' : color_cls . BLACK | color_cls . INTENSITY , 'ansilightgray' : color_cls . GRAY , 'ansiwhite' : color_cls . GRAY | color_cls . INTENSITY , # Low intensity . 'ansidarkred' : color_cls . RED , 'ansidarkgreen' : color_cls . GREE...
def got_a ( self , _type ) : """Returns whether there is an instance implementing < _ type >"""
if _type not in self . modules : raise ValueError ( "No such module, %s" % _type ) return ( _type in self . insts_implementing and self . insts_implementing [ _type ] )
def report ( self , name , ** kwargs ) : """Add Report data to Batch object . Args : name ( str ) : The name for this Group . file _ name ( str ) : The name for the attached file for this Group . date _ added ( str , kwargs ) : The date timestamp the Indicator was created . file _ content ( str ; method ,...
group_obj = Report ( name , ** kwargs ) return self . _group ( group_obj )
def post_event_discount ( self , event_id , discount_code , discount_amount_off = None , discount_percent_off = None , discount_ticket_ids = None , discount_quantity_available = None , discount_start_date = None , discount_end_date = None ) : """POST / events / : id / discounts / discount _ code string required C...
data = construct_namespaced_dict ( "discount" , locals ( ) ) return self . post ( "/events/{0}/discounts/" . format ( event_id ) , data = data )
def streamlines ( dataset , vectors = None , source_center = None , source_radius = None , n_points = 100 , integrator_type = 45 , integration_direction = 'both' , surface_streamlines = False , initial_step_length = 0.5 , step_unit = 'cl' , min_step_length = 0.01 , max_step_length = 1.0 , max_steps = 2000 , terminal_sp...
integration_direction = str ( integration_direction ) . strip ( ) . lower ( ) if integration_direction not in [ 'both' , 'back' , 'backward' , 'forward' ] : raise RuntimeError ( "integration direction must be one of: 'backward', 'forward', or 'both' - not '{}'." . format ( integration_direction ) ) if integrator_ty...
def filter_transition_coefs ( transition_coef , indices ) : """> > > coef = np . array ( [ [ 0 , 1 , 2 ] , [ 3 , 4 , 5 ] , [ 6 , 7 , 8 ] ] ) > > > filter _ transition _ coefs ( coef , [ 0 ] ) array ( [ [ 0 ] ] ) > > > filter _ transition _ coefs ( coef , [ 1 , 2 ] ) array ( [ [ 4 , 5 ] , [7 , 8 ] ] ) > ...
indices = np . array ( indices ) rows = transition_coef [ indices ] return rows [ : , indices ]
def gen_passwd ( self ) : '''reseting password'''
post_data = self . get_post_data ( ) userinfo = MUser . get_by_name ( post_data [ 'u' ] ) sub_timestamp = int ( post_data [ 't' ] ) cur_timestamp = tools . timestamp ( ) if cur_timestamp - sub_timestamp < 600 and cur_timestamp > sub_timestamp : pass else : kwd = { 'info' : '密码重置已超时!' , 'link' : '/user/reset-pas...
def match_not_exists ( self , field , new_group = False ) : """Require a field to not exist in the results . Matches will not have ` ` field ` ` present . Arguments : field ( str ) : The field to check . The field must be namespaced according to Elasticsearch rules using the dot syntax . For example , `...
return self . exclude_field ( field , "*" , new_group = new_group )
def _vector_layers ( self ) : """Return a list of vector layers available . : return : List of vector layers available in the geopackage . : rtype : list . . versionadded : : 4.0"""
layers = [ ] vector_datasource = self . vector_driver . Open ( self . uri . absoluteFilePath ( ) ) if vector_datasource : for i in range ( vector_datasource . GetLayerCount ( ) ) : layers . append ( vector_datasource . GetLayer ( i ) . GetName ( ) ) return layers
def highcharts_linegraph ( plotdata , pconfig = None ) : """Build the HTML needed for a HighCharts line graph . Should be called by linegraph . plot ( ) , which properly formats input data ."""
if pconfig is None : pconfig = { } # Get the plot ID if pconfig . get ( 'id' ) is None : pconfig [ 'id' ] = 'mqc_hcplot_' + '' . join ( random . sample ( letters , 10 ) ) # Sanitise plot ID and check for duplicates pconfig [ 'id' ] = report . save_htmlid ( pconfig [ 'id' ] ) # Build the HTML for the page html =...
def _mine_get ( self , load ) : '''Gathers the data from the specified minions ' mine : param dict load : A payload received from a minion : rtype : dict : return : Mine data from the specified minions'''
load = self . __verify_load ( load , ( 'id' , 'tgt' , 'fun' , 'tok' ) ) if load is False : return { } else : return self . masterapi . _mine_get ( load , skip_verify = True )
def print_progress_bar ( done : int , total : int , prefix : str = '' , suffix : str = '' ) -> None : """Print a progressbar with the given prefix and suffix , without newline at the end . param done : current step in computation param total : total count of steps in computation param prefix : info text displ...
percent = '{0:.1f}' . format ( 100 * ( done / float ( total ) ) ) base_len = shutil . get_terminal_size ( ) . columns - 7 - len ( prefix ) - len ( suffix ) base_len = min ( [ base_len , 50 ] ) min_length = base_len - 1 - len ( '{}/{}={}' . format ( total , total , '100.0' ) ) length = base_len - len ( '{}/{}={}' . form...
def _parse_bug ( self , data ) : """param data : dict of data from XML - RPC server , representing a bug . returns : AttrDict"""
if 'id' in data : data [ 'weburl' ] = self . url . replace ( 'xmlrpc.cgi' , str ( data [ 'id' ] ) ) bug = AttrDict ( data ) return bug
def extract ( self , archive_path , output_package_path , ** kwargs ) : '''Extract an archived GraftM package . Parameters archive _ path : str path to archive output _ package _ path : str path to where to put the extracted file kwargs : force : bool overwrite an existing directory'''
force = kwargs . pop ( 'force' , ArchiveDefaultOptions . force ) if len ( kwargs ) > 0 : raise Exception ( "Unexpected arguments detected: %s" % kwargs ) logging . info ( "Un-archiving GraftM package '%s' from '%s'" % ( output_package_path , archive_path ) ) archive = os . path . abspath ( archive_path ) output = o...
def _get_formset_data ( self ) : """Formats the self . filtered _ data in a way suitable for a formset ."""
data = [ ] for datum in self . filtered_data : form_data = { } for column in self . columns . values ( ) : value = column . get_data ( datum ) form_data [ column . name ] = value form_data [ 'id' ] = self . get_object_id ( datum ) data . append ( form_data ) return data
def unregister_callback ( self , type_ , from_ , * , wildcard_resource = True ) : """Unregister a callback function . : param type _ : Stanza type to listen for , or : data : ` None ` for a wildcard match . : param from _ : Sender to listen for , or : data : ` None ` for a full wildcard match . : type fro...
if from_ is None or not from_ . is_bare : wildcard_resource = False self . _map . pop ( ( type_ , from_ , wildcard_resource ) )
def filter_skiplines ( code , errors ) : """Filter lines by ` noqa ` . : return list : A filtered errors"""
if not errors : return errors enums = set ( er . lnum for er in errors ) removed = set ( [ num for num , l in enumerate ( code . split ( '\n' ) , 1 ) if num in enums and SKIP_PATTERN ( l ) ] ) if removed : errors = [ er for er in errors if er . lnum not in removed ] return errors
def get_octahedra ( self , atoms , periodicity = 3 ) : '''Extract octahedra as lists of sequence numbers of corner atoms'''
octahedra = [ ] for n , i in enumerate ( atoms ) : found = [ ] if i . symbol in Perovskite_Structure . B : for m , j in enumerate ( self . virtual_atoms ) : if j . symbol in Perovskite_Structure . C and self . virtual_atoms . get_distance ( n , m ) <= self . OCTAHEDRON_BOND_LENGTH_LIMIT : ...
def all ( self , query = None , ** kwargs ) : """Gets all spaces ."""
return super ( SpacesProxy , self ) . all ( query = query )
def duplicate ( self ) : '''Returns a copy of the current contact element . @ returns : Contact'''
return self . __class__ ( name = self . name , identifier = self . identifier , phone = self . phone , require_id = self . __require_id , address = self . address . duplicate ( ) )
def get_file_behaviour ( self , resources ) : """Retrieves a report about the behaviour of a md5 , sha1 , and / or sha2 hash of a file when executed in a sandboxed environment ( Cuckoo sandbox ) . Args : resources : list of string hashes ."""
api_name = 'virustotal-file-behaviour' api_endpoint = 'file/behaviour' return self . _extract_all_responses ( resources , api_endpoint , api_name )
def bbox2array ( vol , bbox , order = 'F' , readonly = False , lock = None , location = None ) : """Convenince method for creating a shared memory numpy array based on a CloudVolume and Bbox . c . f . sharedmemory . ndarray for information on the optional lock parameter ."""
location = location or vol . shared_memory_id shape = list ( bbox . size3 ( ) ) + [ vol . num_channels ] return ndarray ( shape = shape , dtype = vol . dtype , location = location , readonly = readonly , lock = lock , order = order )
def _newton_refine ( nodes , point , s ) : r"""Refine a solution to : math : ` B ( s ) = p ` using Newton ' s method . Computes updates via . . math : : \ mathbf { 0 } \ approx \ left ( B \ left ( s _ { \ ast } \ right ) - p \ right ) + B ' \ left ( s _ { \ ast } \ right ) \ Delta s For example , consid...
pt_delta = point - evaluate_multi ( nodes , np . asfortranarray ( [ s ] ) ) derivative = evaluate_hodograph ( s , nodes ) # Each array is 2 x 1 ( i . e . a column vector ) , we want the vector # dot product . delta_s = np . vdot ( pt_delta [ : , 0 ] , derivative [ : , 0 ] ) / np . vdot ( derivative [ : , 0 ] , derivati...
def get_notifications ( self , ** params ) : """https : / / developers . coinbase . com / api / v2 # list - notifications"""
response = self . _get ( 'v2' , 'notifications' , params = params ) return self . _make_api_object ( response , Notification )
def _print_task_data ( self , task ) : """Pretty - prints task data . Args : task : Task dict generated by Turbinia ."""
print ( ' {0:s} ({1:s})' . format ( task [ 'name' ] , task [ 'id' ] ) ) paths = task . get ( 'saved_paths' , [ ] ) if not paths : return for path in paths : if path . endswith ( 'worker-log.txt' ) : continue if path . endswith ( '{0:s}.log' . format ( task . get ( 'id' ) ) ) : continue i...
def as_set ( self , preserve_casing = False ) : """Return the set as real python set type . When calling this , all the items are converted to lowercase and the ordering is lost . : param preserve _ casing : if set to ` True ` the items in the set returned will have the original case like in the : class : `...
if preserve_casing : return set ( self . _headers ) return set ( self . _set )
def gradient_log_likelihood_css_arma ( self , diffedy ) : """Calculates the gradient for the log likelihood function using CSS Derivation : L ( y | \t heta ) = - \f rac { n } { 2 } log ( 2 \ pi \ sigma ^ 2 ) - \f rac { 1 } { 2 \ pi } \ sum _ { i = 1 } ^ n \ epsilon _ t ^ 2 \ \ sigma ^ 2 = \f rac { \ sum _ { i =...
# need to copy diffedy to a double [ ] for Java result = self . _jmodel . gradientlogLikelihoodCSSARMA ( _py2java_double_array ( self . _ctx , diffedy ) ) return _java2py ( self . _ctx , result )
def render ( self , template = None ) : """Render the plot using a template . Once the plot is complete , it needs to be rendered . Artist uses the Jinja2 templating engine . The default template results in a LaTeX file which can be included in your document . : param template : a user - supplied template o...
if not template : template = self . template for subplot in self . subplots : subplot . _prepare_data ( ) response = template . render ( rows = self . rows , columns = self . columns , xmode = self . xmode , ymode = self . ymode , width = self . width , height = self . height , xlabel = self . xlabel , ylabel =...
def foreign_links ( network ) : """Change transmission technology of foreign lines from AC to DC ( links ) . Parameters network : : class : ` pypsa . Network Overall container of PyPSA Returns network : : class : ` pypsa . Network Overall container of PyPSA"""
foreign_buses = network . buses [ network . buses . country_code != 'DE' ] foreign_lines = network . lines [ network . lines . bus0 . astype ( str ) . isin ( foreign_buses . index ) | network . lines . bus1 . astype ( str ) . isin ( foreign_buses . index ) ] foreign_links = network . links [ network . links . bus0 . as...
def initdict ( self , fname ) : """create a blank dictionary"""
if isinstance ( fname , Idd ) : self . dt , self . dtls = fname . dt , fname . dtls return self . dt , self . dtls astr = mylib2 . readfile ( fname ) nocom = removecomment ( astr , '!' ) idfst = nocom alist = idfst . split ( ';' ) lss = [ ] for element in alist : lst = element . split ( ',' ) lss . appe...
def bind_key ( pymux , variables ) : """Bind a key sequence . - n : Not necessary to use the prefix ."""
key = variables [ '<key>' ] command = variables [ '<command>' ] arguments = variables [ '<arguments>' ] needs_prefix = not variables [ '-n' ] try : pymux . key_bindings_manager . add_custom_binding ( key , command , arguments , needs_prefix = needs_prefix ) except ValueError : raise CommandException ( 'Invalid ...
def requirements ( collector ) : """Just print out the requirements"""
out = sys . stdout artifact = collector . configuration [ 'dashmat' ] . artifact if artifact not in ( None , "" , NotSpecified ) : if isinstance ( artifact , six . string_types ) : out = open ( artifact , 'w' ) else : out = artifact for active in collector . configuration [ '__imported__' ] . va...
def some ( args ) : """% prog some bedfile idsfile > newbedfile Retrieve a subset of bed features given a list of ids ."""
from jcvi . formats . base import SetFile from jcvi . utils . cbook import gene_name p = OptionParser ( some . __doc__ ) p . add_option ( "-v" , dest = "inverse" , default = False , action = "store_true" , help = "Get the inverse, like grep -v [default: %default]" ) p . set_outfile ( ) p . set_stripnames ( ) opts , arg...
def rules ( self , word ) : """Function to tokenize input string and return output of str with ortho rules applied . Parameters word : str The input string to be tokenized . Returns result : str Result of the orthography rules applied to the input str ."""
return self . _rules . apply ( word ) if self . _rules else word
def bagToXML ( bagPath , ark_naan = None ) : """Given a path to a bag , read stuff about it and make an XML file"""
# This is so . DEFAULT _ ARK _ NAAN can be modified # at runtime . if ark_naan is None : ark_naan = DEFAULT_ARK_NAAN bagInfoPath = os . path . join ( bagPath , "bag-info.txt" ) bagTags = getBagTags ( bagInfoPath ) if 'Payload-Oxum' not in bagTags : bagTags [ 'Payload-Oxum' ] = getOxum ( os . path . join ( bagPa...
def bootstrap_resample_run ( ns_run , threads = None , ninit_sep = False , random_seed = False ) : """Bootstrap resamples threads of nested sampling run , returning a new ( resampled ) nested sampling run . Get the individual threads for a nested sampling run . Parameters ns _ run : dict Nested sampling r...
if random_seed is not False : # save the random state so we don ' t affect other bits of the code state = np . random . get_state ( ) np . random . seed ( random_seed ) if threads is None : threads = nestcheck . ns_run_utils . get_run_threads ( ns_run ) n_threads = len ( threads ) if ninit_sep : try : ...
def parse_dot_data ( s ) : """Parse DOT description in ( unicode ) string ` s ` . @ return : Graphs that result from parsing . @ rtype : ` list ` of ` pydot . Dot `"""
global top_graphs top_graphs = list ( ) try : graphparser = graph_definition ( ) graphparser . parseWithTabs ( ) tokens = graphparser . parseString ( s ) return list ( tokens ) except ParseException as err : print ( err . line + " " * ( err . column - 1 ) + "^" + err ) return None
def verify_file_private ( filename ) : """Raises ValueError the file permissions allow group / other On windows this never raises due to the implementation of stat ."""
if platform . system ( ) . upper ( ) != 'WINDOWS' : filename = os . path . expanduser ( filename ) if os . path . exists ( filename ) : file_stat = os . stat ( filename ) if mode_allows_group_or_other ( file_stat . st_mode ) : raise ValueError ( CONFIG_FILE_PERMISSIONS_ERROR )
def _u_distance_correlation_sqr_naive ( x , y , exponent = 1 ) : """Bias - corrected distance correlation estimator between two matrices ."""
return _distance_sqr_stats_naive_generic ( x , y , matrix_centered = _u_distance_matrix , product = u_product , exponent = exponent ) . correlation_xy
def receiver ( signal , ** kwargs ) : """A decorator for connecting receivers to signals . Used by passing in the signal ( or list of signals ) and keyword arguments to connect : : @ receiver ( post _ save , sender = MyModel ) def signal _ receiver ( sender , * * kwargs ) : @ receiver ( [ post _ save , post...
def _decorator ( func ) : if isinstance ( signal , ( list , tuple ) ) : for s in signal : s . connect ( func , ** kwargs ) else : signal . connect ( func , ** kwargs ) return func return _decorator
def all_keys ( self , uppercase_keys = False ) : """Return all keys regardless where they are set ."""
d = { } for k in self . _override . keys ( ) : d [ k . upper ( ) if uppercase_keys else k . lower ( ) ] = { } for k in self . _args . keys ( ) : d [ k . upper ( ) if uppercase_keys else k . lower ( ) ] = { } for k in self . _env . keys ( ) : d [ k . upper ( ) if uppercase_keys else k . lower ( ) ] = { } for...
def for_version ( self , version_guid ) : """Return a UsageLocator for the same block in a different version of the library ."""
return self . replace ( library_key = self . library_key . for_version ( version_guid ) )
def object_id_doi ( tag , parent_tag_name = None ) : """DOI in an object - id tag found inside the tag"""
doi = None object_id = None object_ids = raw_parser . object_id ( tag , "doi" ) if object_ids : object_id = first ( [ id_ for id_ in object_ids ] ) if parent_tag_name and object_id and object_id . parent . name != parent_tag_name : object_id = None if object_id : doi = node_contents_str ( object_id ) return...
def to_dict ( self ) : """A wrapper for to _ dict the makes sure that all the private information as well as extra arguments are included . This method should * not * be used for exporting information about the key . : return : A dictionary representation of the JSON Web key"""
res = self . serialize ( private = True ) res . update ( self . extra_args ) return res
def insert_device_filter ( self , position , filter_p ) : """Inserts the given USB device to the specified position in the list of filters . Positions are numbered starting from 0 . If the specified position is equal to or greater than the number of elements in the list , the filter is added to the end of t...
if not isinstance ( position , baseinteger ) : raise TypeError ( "position can only be an instance of type baseinteger" ) if not isinstance ( filter_p , IUSBDeviceFilter ) : raise TypeError ( "filter_p can only be an instance of type IUSBDeviceFilter" ) self . _call ( "insertDeviceFilter" , in_p = [ position , ...
def set_label ( self , row , column , text , location = 'upper right' , style = None ) : """Set a label for the subplot . : param row , column : specify the subplot . : param text : the label text . : param location : the location of the label inside the plot . May be one of ' center ' , ' upper right ' , '...
subplot = self . get_subplot_at ( row , column ) subplot . set_label ( text , location , style )
def fill_zeros ( result , x , y , name , fill ) : """If this is a reversed op , then flip x , y If we have an integer value ( or array in y ) and we have 0 ' s , fill them with the fill , return the result . Mask the nan ' s from x ."""
if fill is None or is_float_dtype ( result ) : return result if name . startswith ( ( 'r' , '__r' ) ) : x , y = y , x is_variable_type = ( hasattr ( y , 'dtype' ) or hasattr ( y , 'type' ) ) is_scalar_type = is_scalar ( y ) if not is_variable_type and not is_scalar_type : return result if is_scalar_type : ...
def log_to_file ( self , message ) : """Write a log message only to the file"""
with self . build_fs . open ( self . log_file , 'a+' ) as f : f . write ( unicode ( message + '\n' ) )
def job_success ( self , job , queue , job_result ) : """Called just after an execute call was successful . job _ result is the value returned by the callback , if any ."""
job . queued . delete ( ) job . hmset ( end = str ( datetime . utcnow ( ) ) , status = STATUSES . SUCCESS ) queue . success . rpush ( job . ident ) self . log ( self . job_success_message ( job , queue , job_result ) ) if hasattr ( job , 'on_success' ) : job . on_success ( queue , job_result )
def update_hparams_for_tpu ( hparams ) : """Change hparams to be compatible with TPU training ."""
# Adafactor uses less memory than Adam . # switch to Adafactor with its recommended learning rate scheme . hparams . optimizer = "Adafactor" hparams . learning_rate_schedule = "rsqrt_decay" hparams . learning_rate_warmup_steps = 10000 # Avoid an expensive concat on TPU . # > 1 shards helps with faster parameter distrib...
def local_variable_action ( self , text , loc , var ) : """Code executed after recognising a local variable"""
exshared . setpos ( loc , text ) if DEBUG > 0 : print ( "LOCAL_VAR:" , var , var . name , var . type ) if DEBUG == 2 : self . symtab . display ( ) if DEBUG > 2 : return index = self . symtab . insert_local_var ( var . name , var . type , self . shared . function_vars ) self . shared . functi...
def _is_in_comment_type ( token_type ) : """Return true if this kind of token can be inside a comment ."""
return token_type in [ TokenType . Comment , TokenType . Newline , TokenType . Whitespace , TokenType . RST , TokenType . BeginRSTComment , TokenType . BeginInlineRST , TokenType . EndInlineRST ]
def __calculate_current_value ( self , asset_class : AssetClass ) : """Calculate totals for asset class by adding all the children values"""
# Is this the final asset class , the one with stocks ? if asset_class . stocks : # add all the stocks stocks_sum = Decimal ( 0 ) for stock in asset_class . stocks : # recalculate into base currency ! stocks_sum += stock . value_in_base_currency asset_class . curr_value = stocks_sum if asset_class ....
def _parse_config_file ( job , config_file , max_cores = None ) : """Parse the input yaml config file and download all tool inputs into the file store . : param str config _ file : Path to the input config file : param int max _ cores : The maximum cores to use for any single high - compute job . : return : t...
job . fileStore . logToMaster ( 'Parsing config file' ) config_file = os . path . abspath ( config_file ) if not os . path . exists ( config_file ) : raise ParameterError ( 'The config file was not found at specified location. Please verify ' + 'and retry.' ) # Initialize variables to hold the sample sets , the uni...
def _normalize_group_attrs ( self , attrs ) : """Normalize the attributes used to set groups If it ' s a list of one element , it just become this element . It raises an error if the attribute doesn ' t exist or if it ' s multivaluated ."""
for key in self . group_attrs_keys : if key not in attrs : raise MissingGroupAttr ( key ) if type ( attrs [ key ] ) is list and len ( attrs [ key ] ) == 1 : attrs [ key ] = attrs [ key ] [ 0 ] if type ( attrs [ key ] ) is list and len ( attrs [ key ] ) != 1 : raise MultivaluedGroupAt...
def grouper ( num , iterable , fillvalue = None ) : "Collect data into fixed - length chunks or blocks"
# grouper ( 3 , ' ABCDEFG ' , ' x ' ) - - > ABC DEF Gxx args = [ iter ( iterable ) ] * num return zip_longest ( fillvalue = fillvalue , * args )
def default_value ( self ) : """The default category when making a query"""
if not hasattr ( self , "_default_value" ) : if self . elem_type == "select" : try : # Get option marked " selected " def_value = get_option_value ( self . elem . select_one ( "[selected]" ) ) except AttributeError : # . . . or if that one doesen ' t exist get the first option ...
def create_or_update ( cls , course_video , file_name = None , image_data = None , generated_images = None ) : """Create a VideoImage object for a CourseVideo . NOTE : If ` image _ data ` is None then ` file _ name ` value will be used as it is , otherwise a new file name is constructed based on uuid and extens...
video_image , created = cls . objects . get_or_create ( course_video = course_video ) if image_data : # Delete the existing image only if this image is not used by anyone else . This is necessary because # after a course re - run , a video in original course and the new course points to same image , So when # we update...
def reg2mim ( regfile , mimfile , maxdepth ) : """Parse a DS9 region file and write a MIMAS region ( . mim ) file . Parameters regfile : str DS9 region ( . reg ) file . mimfile : str MIMAS region ( . mim ) file . maxdepth : str Depth / resolution of the region file ."""
logging . info ( "Reading regions from {0}" . format ( regfile ) ) lines = ( l for l in open ( regfile , 'r' ) if not l . startswith ( '#' ) ) poly = [ ] circles = [ ] for line in lines : if line . startswith ( 'box' ) : poly . append ( box2poly ( line ) ) elif line . startswith ( 'circle' ) : c...
def regions ( ) : """Get all available regions for the SQS service . : rtype : list : return : A list of : class : ` boto . ec2 . regioninfo . RegionInfo `"""
return [ SQSRegionInfo ( name = 'us-east-1' , endpoint = 'sqs.us-east-1.amazonaws.com' ) , SQSRegionInfo ( name = 'eu-west-1' , endpoint = 'sqs.eu-west-1.amazonaws.com' ) , SQSRegionInfo ( name = 'us-west-1' , endpoint = 'sqs.us-west-1.amazonaws.com' ) , SQSRegionInfo ( name = 'us-west-2' , endpoint = 'sqs.us-west-2.am...
def parse_cell ( self , cell ) : """Process cell field , the field format just like { { field } } : param cell : : return : value , field"""
field = '' if ( isinstance ( cell . value , ( str , unicode ) ) and cell . value . startswith ( '{{' ) and cell . value . endswith ( '}}' ) ) : field = cell . value [ 2 : - 2 ] . strip ( ) value = '' else : value = cell . value return value , field
def _construct_approximation ( self , basis_kwargs , coefs_list ) : """Construct a collection of derivatives and functions that approximate the solution to the boundary value problem . Parameters basis _ kwargs : dict ( str : ) coefs _ list : list ( numpy . ndarray ) Returns basis _ derivs : list ( func...
derivs = self . _construct_derivatives ( coefs_list , ** basis_kwargs ) funcs = self . _construct_functions ( coefs_list , ** basis_kwargs ) return derivs , funcs
def create_logstash ( self , ** kwargs ) : """Creates an instance of the Logging Service ."""
logstash = predix . admin . logstash . Logging ( ** kwargs ) logstash . create ( ) logstash . add_to_manifest ( self ) logging . info ( 'Install Kibana-Me-Logs application by following GitHub instructions' ) logging . info ( 'git clone https://github.com/cloudfoundry-community/kibana-me-logs.git' ) return logstash
def merge_data ( * data_frames , ** kwargs ) : """Merge DataFrames by column . Number of rows in tables must be the same . This method can be called both outside and as a DataFrame method . : param list [ DataFrame ] data _ frames : DataFrames to be merged . : param bool auto _ rename : if True , fields in so...
from . specialized import build_merge_expr from . . utils import ML_ARG_PREFIX if len ( data_frames ) <= 1 : raise ValueError ( 'Count of DataFrames should be at least 2.' ) norm_data_pairs = [ ] df_tuple = collections . namedtuple ( 'MergeTuple' , 'df cols exclude' ) for pair in data_frames : if isinstance ( p...
def nvlist_to_dict ( nvlist ) : '''Convert a CORBA namevalue list into a dictionary .'''
result = { } for item in nvlist : result [ item . name ] = item . value . value ( ) return result
def sids ( self ) : """Requires an extra request . Result is cached ."""
if self . cid : results = get_json ( self . cid , operation = 'sids' ) return results [ 'InformationList' ] [ 'Information' ] [ 0 ] [ 'SID' ] if results else [ ]
def get_occupation ( self ) : """Returns the occupation as was last recorded ."""
ret = { } self . l . info ( "Reading occupation from database..." ) with self . lock : for pc_name , pc_id in self . pc2id_lut . iteritems ( ) : self . c . execute ( """ SELECT occupation FROM occupationUpdates WHERE pc=? ORDER BY datetime DESC ...
def deserialize ( type_ , value = None , ** kwargs ) : '''Get an object from a text representation'''
if not isinstance ( type_ , str ) : return type_ des = deserializer ( type_ , ** kwargs ) if value is None : return des return des ( value )
def parse_comments_for_file ( filename ) : """Return a list of all parsed comments in a file . Mostly for testing & interactive use ."""
return [ parse_comment ( strip_stars ( comment ) , next_line ) for comment , next_line in get_doc_comments ( read_file ( filename ) ) ]
def _parse_date ( self , cell_value ) : """Attempts to parse a cell _ value as a date ."""
date_tuple = xlrd . xldate_as_tuple ( cell_value , self . raw_sheet . book . datemode ) return self . tuple_to_datetime ( date_tuple )
def _create_analysis_wizard_action ( self ) : """Create action for IF - centric wizard ."""
icon = resources_path ( 'img' , 'icons' , 'show-wizard.svg' ) self . action_function_centric_wizard = QAction ( QIcon ( icon ) , self . tr ( 'Impact Function Centric Wizard' ) , self . iface . mainWindow ( ) ) self . action_function_centric_wizard . setStatusTip ( self . tr ( 'Open InaSAFE impact function centric wizar...
def _splice ( value , n ) : """Splice ` value ` at its center , retaining a total of ` n ` characters . Parameters value : str n : int The total length of the returned ends will not be greater than this value . Characters will be dropped from the center to reach this limit . Returns A tuple of str : (...
if n <= 0 : raise ValueError ( "n must be positive" ) value_len = len ( value ) center = value_len // 2 left , right = value [ : center ] , value [ center : ] if n >= value_len : return left , right n_todrop = value_len - n right_idx = n_todrop // 2 left_idx = right_idx + n_todrop % 2 return left [ : - left_idx...
def create_timeline ( self , timeline , scope_identifier , hub_name , plan_id ) : """CreateTimeline . : param : class : ` < Timeline > < azure . devops . v5_0 . task . models . Timeline > ` timeline : : param str scope _ identifier : The project GUID to scope the request : param str hub _ name : The name of t...
route_values = { } if scope_identifier is not None : route_values [ 'scopeIdentifier' ] = self . _serialize . url ( 'scope_identifier' , scope_identifier , 'str' ) if hub_name is not None : route_values [ 'hubName' ] = self . _serialize . url ( 'hub_name' , hub_name , 'str' ) if plan_id is not None : route_...
def content_val ( self , ymldata = None , messages = None ) : """Validates the Telemetry Dictionary to ensure the contents for each of the fields meets specific criteria regarding the expected types , byte ranges , etc ."""
# Turn off the YAML Processor log . debug ( "BEGIN: Content-based validation of Telemetry dictionary" ) if ymldata is not None : tlmdict = ymldata else : tlmdict = tlm . TlmDict ( self . _ymlfile ) try : # instantiate the document number . this will increment in order to # track the line numbers and section whe...
def validate ( mets_doc , xmlschema = METS_XSD_PATH , schematron = AM_SCT_PATH ) : """Validate a METS file using both an XMLSchema ( . xsd ) schema and a schematron schema , the latter of which typically places additional constraints on what a METS file can look like ."""
is_xsd_valid , xsd_error_log = xsd_validate ( mets_doc , xmlschema = xmlschema ) is_sct_valid , sct_report = schematron_validate ( mets_doc , schematron = schematron ) valid = is_xsd_valid and is_sct_valid report = { "is_xsd_valid" : is_xsd_valid , "is_sct_valid" : is_sct_valid , "xsd_error_log" : xsd_error_log , "sct_...
def remove_notes ( data ) : """Omit notes from a DataFrame object , where notes are identified as rows with non - numerical entries in the first column . : param data : DataFrame object to remove notes from : type data : Pandas . DataFrame : return : DataFrame object with no notes : rtype : Pandas . DataFra...
has_text = data . iloc [ : , 0 ] . astype ( str ) . str . contains ( '(?!e-)[a-zA-Z]' ) text_rows = list ( has_text . index [ has_text ] ) return data . drop ( text_rows )
def _sge_info ( queue ) : """Returns machine information for an sge job scheduler ."""
qhost_out = subprocess . check_output ( [ "qhost" , "-q" , "-xml" ] ) . decode ( ) qstat_queue = [ "-q" , queue ] if queue and "," not in queue else [ ] qstat_out = subprocess . check_output ( [ "qstat" , "-f" , "-xml" ] + qstat_queue ) . decode ( ) slot_info = _sge_get_slots ( qstat_out ) mem_info = _sge_get_mem ( qho...
def to_etree ( self ) : """creates an etree element of a ` ` SaltNode ` ` that mimicks a SaltXMI < nodes > element"""
layers_attrib_val = ' ' . join ( '//@layers.{}' . format ( layer_id ) for layer_id in self . layers ) attribs = { '{{{pre}}}type' . format ( pre = NAMESPACES [ 'xsi' ] ) : self . xsi_type , 'layers' : layers_attrib_val } E = ElementMaker ( ) node = E ( 'nodes' , attribs ) label_elements = ( label . to_etree ( ) for lab...
def kebab_case ( string ) : """Converts a string to kebab case . For example : : kebab _ case ( ' one _ two _ three ' ) - > ' one - two - three ' NOTE : To generate valid slugs , use : meth : ` slugify `"""
if not string : return string string = string . replace ( '_' , '-' ) . replace ( ' ' , '-' ) return de_camel ( string , '-' )
def toplevelTryFunc ( func , * args , ** kwargs ) : 'Thread entry - point for ` func ( * args , * * kwargs ) ` with try / except wrapper'
t = threading . current_thread ( ) t . name = func . __name__ ret = None try : ret = func ( * args , ** kwargs ) except EscapeException as e : # user aborted t . status += 'aborted by user' status ( '%s aborted' % t . name , priority = 2 ) except Exception as e : t . exception = e exceptionCaught ( ...
def migrate_cluster ( cluster ) : """Called when loading a cluster when it comes from an older version of elasticluster"""
for old , new in [ ( '_user_key_public' , 'user_key_public' ) , ( '_user_key_private' , 'user_key_private' ) , ( '_user_key_name' , 'user_key_name' ) , ] : if hasattr ( cluster , old ) : setattr ( cluster , new , getattr ( cluster , old ) ) delattr ( cluster , old ) for kind , nodes in cluster . nod...
def newline_text ( self , text , indent = False ) : """Inserts a newline and text , optionally with indentation ( helper function )"""
self . newline ( indent ) self . text ( text )
def id ( self ) : """Return the distro ID of the OS distribution , as a string . For details , see : func : ` distro . id ` ."""
def normalize ( distro_id , table ) : distro_id = distro_id . lower ( ) . replace ( ' ' , '_' ) return table . get ( distro_id , distro_id ) distro_id = self . os_release_attr ( 'id' ) if distro_id : return normalize ( distro_id , NORMALIZED_OS_ID ) distro_id = self . lsb_release_attr ( 'distributor_id' ) i...
async def container_size ( self , container_len = None , container_type = None , params = None ) : """Container size : param container _ len : : param container _ type : : param params : : return :"""
if hasattr ( container_type , "serialize_archive" ) : raise ValueError ( "not supported" ) if self . writing : return await self . _dump_container_size ( self . iobj , container_len , container_type , params ) else : raise ValueError ( "Not supported" )
def normalize_with_model ( vector , model ) : r"""Normalize as with ` normalize ` , but not based on the data of the passed feature vector , but rather on a learned model created with ` normalize ` . Thus formerly unseen query data can be normalized according to the training data . Parameters vector : seque...
vector = numpy . array ( vector , dtype = numpy . float ) # unpack model minp , maxp , minv , maxv = model # add a singleton dimension if required if 1 == vector . ndim : vector = vector [ : , None ] # shift outliers to fit range for i in range ( vector . shape [ 1 ] ) : vector [ : , i ] [ vector [ : , i ] < mi...
def local_2d_halo_exchange ( k , v , num_h_blocks , h_dim , num_w_blocks , w_dim , mask_right ) : """Halo exchange for keys and values for Local 2D attention ."""
for blocks_dim , block_size_dim , halo_size in [ ( num_h_blocks , h_dim , h_dim . size ) , ( num_w_blocks , w_dim , w_dim . size ) ] : # shape of k is [ num _ h _ blocks , num _ w _ blocks , h _ dim , w _ dim , kv _ channels ] if halo_size > 0 : if blocks_dim is not None : if mask_right : ...
def predict_variant_effects ( variant , raise_on_error = False ) : """Determine the effects of a variant on any transcripts it overlaps . Returns an EffectCollection object . Parameters variant : Variant raise _ on _ error : bool Raise an exception if we encounter an error while trying to determine the ...
# if this variant isn ' t overlapping any genes , return a # Intergenic effect # TODO : look for nearby genes and mark those as Upstream and Downstream # effects if len ( variant . gene_ids ) == 0 : effects = [ Intergenic ( variant ) ] else : # list of all MutationEffects for all genes & transcripts effects = [...
def create_table_from_csv ( self , csv_source , table_name = "" , attr_names = ( ) , delimiter = "," , quotechar = '"' , encoding = "utf-8" , primary_key = None , add_primary_key_column = False , index_attrs = None , ) : """Create a table from a CSV file / text . : param str csv _ source : Path to the CSV file or...
import pytablereader as ptr loader = ptr . CsvTableFileLoader ( csv_source ) if typepy . is_not_null_string ( table_name ) : loader . table_name = table_name loader . headers = attr_names loader . delimiter = delimiter loader . quotechar = quotechar loader . encoding = encoding try : for table_data in loader . ...
def _dispense_plunger_position ( self , ul ) : """Calculate axis position for a given liquid volume . Translates the passed liquid volume to absolute coordinates on the axis associated with this pipette . Calibration of the pipette motor ' s ul - to - mm conversion is required"""
millimeters = ul / self . _ul_per_mm ( ul , 'dispense' ) destination_mm = self . _get_plunger_position ( 'bottom' ) + millimeters return round ( destination_mm , 6 )
def fetch_by_code ( self , code ) : """Retrieves an auth code by its code . : param code : The code of an auth code . : return : An instance of : class : ` oauth2 . datatype . AuthorizationCode ` . : raises : : class : ` oauth2 . error . AuthCodeNotFound ` if no auth code could be retrieved ."""
auth_code_data = self . fetchone ( self . fetch_code_query , code ) if auth_code_data is None : raise AuthCodeNotFound data = dict ( ) data_result = self . fetchall ( self . fetch_data_query , auth_code_data [ 0 ] ) if data_result is not None : for dataset in data_result : data [ dataset [ 0 ] ] = datas...
def init_ui ( self ) : """Init game interface ."""
board_width = self . ms_game . board_width board_height = self . ms_game . board_height self . create_grid ( board_width , board_height ) self . time = 0 self . timer = QtCore . QTimer ( ) self . timer . timeout . connect ( self . timing_game ) self . timer . start ( 1000 )
def _remove_root_tag_prefix ( v ) : """Removes ' voe ' namespace prefix from root tag . When we load in a VOEvent , the root element has a tag prefixed by the VOE namespace , e . g . { http : / / www . ivoa . net / xml / VOEvent / v2.0 } VOEvent Because objectify expects child elements to have the same namesp...
if v . prefix : # Create subelement without a prefix via etree . SubElement etree . SubElement ( v , 'original_prefix' ) # Now carefully access said named subelement ( without prefix cascade ) # and alter the first value in the list of children with this name . . . # LXML syntax is a minefield ! v [...
def approx_equals ( self , other , atol ) : """Return ` ` True ` ` in case of approximate equality . Returns approx _ eq : bool ` ` True ` ` if ` ` other ` ` is a ` RectPartition ` instance with ` ` self . set = = other . set ` ` up to ` ` atol ` ` and ` ` self . grid = = other . other ` ` up to ` ` atol ...
if other is self : return True elif not isinstance ( other , RectPartition ) : return False else : return ( self . set . approx_equals ( other . set , atol = atol ) and self . grid . approx_equals ( other . grid , atol = atol ) )
def add_const_spec ( self , const_spec ) : """Adds a ConstSpec to the compliation scope . If the ConstSpec ' s ` ` save ` ` attribute is True , the constant will be added to the module at the top - level ."""
if const_spec . name in self . const_specs : raise ThriftCompilerError ( 'Cannot define constant "%s". That name is already taken.' % const_spec . name ) self . const_specs [ const_spec . name ] = const_spec
def convert_line_endings ( filename : str , to_unix : bool = False , to_windows : bool = False ) -> None : """Converts a file ( in place ) from UNIX to Windows line endings , or the reverse . Args : filename : filename to modify ( in place ) to _ unix : convert Windows ( CR LF ) to UNIX ( LF ) to _ window...
assert to_unix != to_windows with open ( filename , "rb" ) as f : contents = f . read ( ) windows_eol = b"\r\n" # CR LF unix_eol = b"\n" # LF if to_unix : log . info ( "Converting from Windows to UNIX line endings: {!r}" , filename ) src = windows_eol dst = unix_eol else : # to _ windows log . info ...
def compact ( self , term_doc_matrix ) : '''Parameters term _ doc _ matrix : TermDocMatrix Returns New term doc matrix'''
tdf = self . term_ranker ( term_doc_matrix ) . get_ranks ( ) tdf_sum = tdf . sum ( axis = 0 ) tdf_portions = tdf / tdf_sum threshold = np . max ( self . term_count / tdf_sum ) terms_to_remove = tdf_portions [ ~ ( tdf_portions > threshold ) . any ( axis = 1 ) ] . index return term_doc_matrix . remove_terms ( terms_to_re...
def mouseDoubleClickEvent ( self , event ) : """Override Qt method to trigger the tab name editor ."""
if self . rename_tabs is True and event . buttons ( ) == Qt . MouseButtons ( Qt . LeftButton ) : # Tab index index = self . tabAt ( event . pos ( ) ) if index >= 0 : # Tab is valid , call tab name editor self . tab_name_editor . edit_tab ( index ) else : # Event is not interesting , raise to parent ...
def loader_for_type ( self , ctype ) : """Gets a function ref to deserialize content for a certain mimetype ."""
for loadee , mimes in Mimer . TYPES . iteritems ( ) : for mime in mimes : if ctype . startswith ( mime ) : return loadee