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def find_missing ( message , all_params , given_opts , default_opts , header = None , prompt_missing = True ) : """Find and interactively prompt the user for missing parameters , given the list of all valid parameters and a dict of known options . Return the ( updated dict of known options , missing , num _ pro...
# are we missing anything ? missing_params = list ( set ( all_params ) - set ( given_opts ) ) num_prompted = 0 if not missing_params : return given_opts , missing_params , num_prompted if not prompt_missing : # count the number missing , and go with defaults missing_values = set ( default_opts ) - set ( given_o...
def add_device ( self , model , serial ) : """Returns ' device object ' of newly created device . http : / / docs . exosite . com / portals / # create - device http : / / docs . exosite . com / portals / # device - object"""
device = { 'model' : model , 'vendor' : self . vendor ( ) , 'sn' : serial , 'type' : 'vendor' } headers = { 'User-Agent' : self . user_agent ( ) , } headers . update ( self . headers ( ) ) r = requests . post ( self . portals_url ( ) + '/portals/' + self . portal_id ( ) + '/devices' , data = json . dumps ( device ) , h...
def hide_intf_loopback_holder_interface_loopback_id ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) hide_intf_loopback_holder = ET . SubElement ( config , "hide-intf-loopback-holder" , xmlns = "urn:brocade.com:mgmt:brocade-intf-loopback" ) interface = ET . SubElement ( hide_intf_loopback_holder , "interface" ) loopback = ET . SubElement ( interface , "loopback" ) id = ET . SubElemen...
def forward_word_end ( self , e ) : u"""Move forward to the end of the next word . Words are composed of letters and digits ."""
self . l_buffer . forward_word_end ( self . argument_reset ) self . finalize ( )
def _parse_qemu_img_info ( info ) : '''Parse qemu - img info JSON output into disk infos dictionary'''
raw_infos = salt . utils . json . loads ( info ) disks = [ ] for disk_infos in raw_infos : disk = { 'file' : disk_infos [ 'filename' ] , 'file format' : disk_infos [ 'format' ] , 'disk size' : disk_infos [ 'actual-size' ] , 'virtual size' : disk_infos [ 'virtual-size' ] , 'cluster size' : disk_infos [ 'cluster-size...
def yaml ( self , with_plugin = False ) : """Return YAML representation of this data - source The output may be roughly appropriate for inclusion in a YAML catalog . This is a best - effort implementation Parameters with _ plugin : bool If True , create a " plugins " section , for cases where this source ...
from yaml import dump data = self . _yaml ( with_plugin = with_plugin ) return dump ( data , default_flow_style = False )
def map_alleles ( self , mapping , copy = True ) : """Transform alleles via a mapping . Parameters mapping : ndarray , int8 , shape ( n _ variants , max _ allele ) An array defining the allele mapping for each variant . copy : bool , optional If True , return a new array ; if False , apply mapping in plac...
# check inputs mapping = asarray_ndim ( mapping , 2 ) check_dim0_aligned ( self , mapping ) # use optimisation mapping = np . asarray ( mapping , dtype = self . dtype ) mapping = memoryview_safe ( mapping ) values = memoryview_safe ( self . values ) data = haplotype_array_map_alleles ( values , mapping , copy = copy ) ...
def auto_dict ( ival = None , miss = None ) : '''auto _ dict ( ) yields an auto - dict that vivifies value of { } on miss . auto _ dict ( ival ) uses the given dict ival as an initializer . auto _ dict ( ival , miss ) uses the given miss function . auto _ dict ( None , miss ) is equivalent to auto _ dict ( ) ...
if ival is None : d = AutoDict ( ) else : d = AutoDict ( ival ) if miss == { } or miss is None : return d elif miss == [ ] : d . on_miss = lambda : [ ] elif miss == set ( [ ] ) : d . on_miss = lambda : set ( [ ] ) else : d . on_miss = miss return d
def get_rt ( self ) : """Returns the right top border of the cell"""
cell_above_right = CellBorders ( self . cell_attributes , * self . cell . get_above_right_key_rect ( ) ) return cell_above_right . get_b ( )
def list_anime_series ( self , sort = META . SORT_ALPHA , limit = META . MAX_SERIES , offset = 0 ) : """Get a list of anime series @ param str sort pick how results should be sorted , should be one of META . SORT _ * @ param int limit limit number of series to return , there doesn ' t seem to be an upper bo...
result = self . _android_api . list_series ( media_type = ANDROID . MEDIA_TYPE_ANIME , filter = sort , limit = limit , offset = offset ) return result
def get ( self , variable_path : str , default : t . Optional [ t . Any ] = None , coerce_type : t . Optional [ t . Type ] = None , coercer : t . Optional [ t . Callable ] = None , required : bool = False , ** kwargs ) : """Tries to read a ` ` variable _ path ` ` from each of the passed parsers . It stops if read...
for p in self . parsers : try : val = p . get ( variable_path , default = self . sentinel , coerce_type = coerce_type , coercer = coercer , ** kwargs ) if val != self . sentinel : self . enqueue ( variable_path , p , val ) return val except Exception as e : if not...
def init_selection ( self ) : """Call selection changed in the beginning , so signals get emitted once Emit shot _ taskfile _ sel _ changed signal and asset _ taskfile _ sel _ changed . : returns : None : raises : None"""
si = self . shotverbrws . selected_indexes ( 0 ) if si : self . shot_ver_sel_changed ( si [ 0 ] ) else : self . shot_ver_sel_changed ( QtCore . QModelIndex ( ) ) ai = self . assetverbrws . selected_indexes ( 0 ) if ai : self . asset_ver_sel_changed ( ai [ 0 ] ) else : self . asset_ver_sel_changed ( QtCo...
def _print ( self , tree , prefix , carryon ) : """Compute and print a new line of the tree . This is a recursive function . arguments tree - - tree to print prefix - - prefix to the current line to print carryon - - prefix which is used to carry on the vertical lines"""
level = prefix . count ( self . cross ) + prefix . count ( self . vline ) len_children = 0 if isinstance ( tree , _Node ) : len_children = len ( tree . children ) # add vertex prefix += str ( tree ) # and as many spaces as the vertex is long carryon += self . space * len ( str ( tree ) ) if ( level == self . maxdep...
def conditionally_create_profile ( role_name , service_type ) : """Check that there is a 1:1 correspondence with an InstanceProfile having the same name as the role , and that the role is contained in it . Create InstanceProfile and attach to role if needed ."""
# make instance profile if this service _ type gets an instance profile if service_type not in INSTANCE_PROFILE_SERVICE_TYPES : print_if_verbose ( "service type: {} not eligible for instance profile" . format ( service_type ) ) return instance_profile = get_instance_profile ( role_name ) if not instance_profile...
def optimize ( self ) : """Optimize index for faster by - document - id queries ."""
self . check_session ( ) result = self . session . optimize ( ) if self . autosession : self . commit ( ) return result
def build_data_input ( cls , name = 'input' ) : """Build a data input port . : param name : port name : type name : str : return : port object : rtype : PortDef"""
return cls ( name , PortDirection . INPUT , type = PortType . DATA )
def weather_history_at_coords ( self , lat , lon , start = None , end = None ) : """Queries the OWM Weather API for weather history for the specified at the specified geographic ( eg : 51.503614 , - 0.107331 ) . A list of * Weather * objects is returned . It is possible to query for weather history in a close...
geo . assert_is_lon ( lon ) geo . assert_is_lat ( lat ) params = { 'lon' : lon , 'lat' : lat , 'lang' : self . _language } if start is not None : unix_start = timeformatutils . to_UNIXtime ( start ) current_time = time ( ) if unix_start > current_time : raise ValueError ( "Error: the start time boun...
def check_table ( self , instance , snmp_engine , mib_view_controller , oids , lookup_names , timeout , retries , enforce_constraints = False , mibs_to_load = None , ) : '''Perform a snmpwalk on the domain specified by the oids , on the device configured in instance . lookup _ names is a boolean to specify whet...
# UPDATE : We used to perform only a snmpgetnext command to fetch metric values . # It returns the wrong value when the OID passeed is referring to a specific leaf . # For example : # snmpgetnext - v2c - c public localhost : 11111 1.3.6.1.2.1.25.4.2.1.7.222 # iso . 3.6.1.2.1.25.4.2.1.7.224 = INTEGER : 2 # SOLUTION : pe...
def Then0 ( self , f , * args , ** kwargs ) : """` Then0 ( f , . . . ) ` is equivalent to ` ThenAt ( 0 , f , . . . ) ` . Checkout ` phi . builder . Builder . ThenAt ` for more information ."""
return self . ThenAt ( 0 , f , * args , ** kwargs )
def mark_targets_as_explicit ( self , target_names ) : """Add ' target ' to the list of targets in this project that should be build only by explicit request ."""
# Record the name of the target , not instance , since this # rule is called before main target instaces are created . assert is_iterable_typed ( target_names , basestring ) self . explicit_targets_ . update ( target_names )
def post_public ( self , path , data , is_json = True ) : '''Make a post request requiring no auth .'''
return self . _post ( path , data , is_json )
def c_rho0 ( self , rho0 ) : """computes the concentration given a comoving overdensity rho0 ( inverse of function rho0 _ c ) : param rho0 : density normalization in h ^ 2 / Mpc ^ 3 ( comoving ) : return : concentration parameter c"""
if not hasattr ( self , '_c_rho0_interp' ) : c_array = np . linspace ( 0.1 , 10 , 100 ) rho0_array = self . rho0_c ( c_array ) from scipy import interpolate self . _c_rho0_interp = interpolate . InterpolatedUnivariateSpline ( rho0_array , c_array , w = None , bbox = [ None , None ] , k = 3 ) return self...
def cut ( self , name , disconnect = False ) : """Cut a wire ( undo a wire ( ) call ) Arguments : - name ( str ) : name of the wire Keyword Arguments : - disconnect ( bool ) : if True also disconnect all connections on the specified wire"""
wire = getattr ( self , name , None ) if wire and isinstance ( wire , Wire ) : if name != "main" : delattr ( self , name ) if disconnect : wire . disconnect ( ) wire . off ( "receive" , self . on_receive ) if self . main == wire : self . main = None self . set_main_wire (...
def get_annotation_url ( module , version ) : """Get a BEL annotation file from artifactory given the name and version . : param str module : : param str version : : type : str"""
module = module . strip ( '/' ) return '{module}/{name}' . format ( module = get_annotation_module_url ( module ) , name = get_annotation_file_name ( module , version ) , )
def clear_stalled_files ( self ) : """Scan upload directory and delete stalled files . Stalled files are files uploaded more than ` DELETE _ STALLED _ AFTER ` seconds ago ."""
# FIXME : put lock in directory ? CLEAR_AFTER = self . config [ "DELETE_STALLED_AFTER" ] minimum_age = time . time ( ) - CLEAR_AFTER for user_dir in self . UPLOAD_DIR . iterdir ( ) : if not user_dir . is_dir ( ) : logger . error ( "Found non-directory in upload dir: %r" , bytes ( user_dir ) ) contin...
def match ( self , name , chamber = None ) : """If this matcher has uniquely seen a matching name , return its value . Otherwise , return None . If chamber is set then the search will be limited to legislators with matching chamber . If chamber is None then the search will be cross - chamber ."""
try : return self . _manual [ chamber ] [ name ] except KeyError : pass if chamber == 'joint' : chamber = None try : return self . _codes [ chamber ] [ name ] except KeyError : pass if chamber not in self . _names : logger . warning ( "Chamber %s is invalid for a legislator." % ( chamber ) ) ...
def p_args ( self , p ) : """args : LPAR pos _ args _ list COMMA kw _ args RPAR | LPAR pos _ args _ list RPAR | LPAR kw _ args RPAR | LPAR RPAR | empty"""
if len ( p ) > 3 : if p [ 3 ] == ',' : p [ 0 ] = ( p [ 2 ] , p [ 4 ] ) elif isinstance ( p [ 2 ] , dict ) : p [ 0 ] = ( [ ] , p [ 2 ] ) else : p [ 0 ] = ( p [ 2 ] , { } ) else : p [ 0 ] = ( [ ] , { } )
def datastore ( args ) : """% prog datastore datastore . log > gfflist . log Generate a list of gff filenames to merge . The ` datastore . log ` file can be generated by something like : $ find / usr / local / scratch / htang / EVM _ test / gannotation / maker / 1132350111853 _ default / i1/ - maxdepth 4 ...
p = OptionParser ( datastore . __doc__ ) opts , args = p . parse_args ( args ) if len ( args ) != 1 : sys . exit ( not p . print_help ( ) ) ds , = args fp = open ( ds ) for row in fp : fn = row . strip ( ) assert op . exists ( fn ) pp , logfile = op . split ( fn ) flog = open ( fn ) for row in f...
def strict_resolve ( self , context , ignore_failures = False ) : """Resolves a ` ` FilterExpression ` ` within the context of the template . This patched method acts as a proxy to the original , but forces ` ` ignore _ failures ` ` to False so that an exception is always raised when a variable is accessed ou...
return __orig_resolve ( self , context , ignore_failures = False )
def findSnpWithMaf0 ( freqFileName , prefix ) : """Finds SNPs with MAF of 0 and put them in a file . : param freqFileName : the name of the frequency file . : param prefix : the prefix of all the files . : type freqFileName : str : type prefix : str Reads a frequency file from Plink , and find markers wit...
maf_0_set = set ( ) na_set = set ( ) try : with open ( freqFileName , "r" ) as inputFile : headerIndex = None for i , line in enumerate ( inputFile ) : row = createRowFromPlinkSpacedOutput ( line ) if i == 0 : # We have the header headerIndex = dict ( [ ( row ...
def pipe_to_process ( self , payload ) : """Send something to stdin of a specific process ."""
message = payload [ 'input' ] key = payload [ 'key' ] if not self . process_handler . is_running ( key ) : return { 'message' : 'No running process for this key' , 'status' : 'error' } self . process_handler . send_to_process ( message , key ) return { 'message' : 'Message sent' , 'status' : 'success' }
def peek_stack_data ( self , size = 128 , offset = 0 ) : """Tries to read the contents of the top of the stack . @ type size : int @ param size : Number of bytes to read . @ type offset : int @ param offset : Offset from the stack pointer to begin reading . @ rtype : str @ return : Stack data . Return...
aProcess = self . get_process ( ) return aProcess . peek ( self . get_sp ( ) + offset , size )
def throw_if_parsable ( resp ) : """Try to parse the content of the response and raise an exception if neccessary ."""
e = None try : e = parse_response ( resp ) except : # Error occurred during parsing the response . We ignore it and delegate # the situation to caller to handle . LOG . debug ( utils . stringify_expt ( ) ) if e is not None : raise e if resp . status_code == 404 : raise NoSuchObject ( 'No such object.' )...
def data ( self ) : """Data used to render slice in templates"""
d = { } self . token = '' try : d = self . viz . data self . token = d . get ( 'token' ) except Exception as e : logging . exception ( e ) d [ 'error' ] = str ( e ) return { 'datasource' : self . datasource_name , 'description' : self . description , 'description_markeddown' : self . description_markedd...
def validate ( schema ) : """Validate that a supposed schema is in fact a Table Schema ."""
try : tableschema . validate ( schema ) click . echo ( "Schema is valid" ) sys . exit ( 0 ) except tableschema . exceptions . ValidationError as exception : click . echo ( "Schema is not valid" ) click . echo ( exception . errors ) sys . exit ( 1 )
def provider ( cls , note , provider = None , name = False ) : """Register a provider , either a Provider class or a generator . Provider class : : from jeni import Injector as BaseInjector from jeni import Provider class Injector ( BaseInjector ) : pass @ Injector . provider ( ' hello ' ) class Hello...
def decorator ( provider ) : if inspect . isgeneratorfunction ( provider ) : # Automatically adapt generator functions provider = cls . generator_provider . bind ( provider , support_name = name ) return decorator ( provider ) cls . register ( note , provider ) return provider if provider is...
def config_vars ( profiles , advance_access ) : """Utility method to fetch config vars using ini section profile : param profiles : profile name . : param advance _ access : advance _ access flag . : return :"""
for profile in profiles : try : config = Config ( profile , advance_access = advance_access ) url = config . api_endpoint token = config . auth_token proxies = config . proxies aa = config . advance_access return url , token , proxies , aa except Exception : ...
def requirement_args ( argv , want_paths = False , want_other = False ) : """Return an iterable of filtered arguments . : arg argv : Arguments , starting after the subcommand : arg want _ paths : If True , the returned iterable includes the paths to any requirements files following a ` ` - r ` ` or ` ` - - re...
was_r = False for arg in argv : # Allow for requirements files named " - r " , don ' t freak out if there ' s a # trailing " - r " , etc . if was_r : if want_paths : yield arg was_r = False elif arg in [ '-r' , '--requirement' ] : was_r = True else : if want_other...
def asset_versions ( self ) : """Access the asset _ versions : returns : twilio . rest . serverless . v1 . service . asset . asset _ version . AssetVersionList : rtype : twilio . rest . serverless . v1 . service . asset . asset _ version . AssetVersionList"""
if self . _asset_versions is None : self . _asset_versions = AssetVersionList ( self . _version , service_sid = self . _solution [ 'service_sid' ] , asset_sid = self . _solution [ 'sid' ] , ) return self . _asset_versions
def removeSpecfile ( self , specfiles ) : """Completely removes the specified specfiles from the ` ` SiiContainer ` ` . : param specfiles : the name of an ms - run file or a list of names ."""
for specfile in aux . toList ( specfiles ) : del self . container [ specfile ] del self . info [ specfile ]
def delete ( self ) : """Remove from database ."""
if not self . id : return self . collection . remove ( { '_id' : self . _id } ) self . on_delete ( self )
def mv_connect_stations ( mv_grid_district , graph , debug = False ) : """Connect LV stations to MV grid Args mv _ grid _ district : MVGridDistrictDing0 MVGridDistrictDing0 object for which the connection process has to be done graph : : networkx : ` NetworkX Graph Obj < > ` NetworkX graph object with nod...
# WGS84 ( conformal ) to ETRS ( equidistant ) projection proj1 = partial ( pyproj . transform , pyproj . Proj ( init = 'epsg:4326' ) , # source coordinate system pyproj . Proj ( init = 'epsg:3035' ) ) # destination coordinate system # ETRS ( equidistant ) to WGS84 ( conformal ) projection proj2 = partial ( pyproj . tra...
def velocity_embedding_stream ( adata , basis = None , vkey = 'velocity' , density = None , smooth = None , linewidth = None , n_neighbors = None , X = None , V = None , X_grid = None , V_grid = None , color = None , use_raw = None , layer = None , color_map = None , colorbar = True , palette = None , size = None , alp...
basis = default_basis ( adata ) if basis is None else basis colors , layers , vkeys = make_unique_list ( color , allow_array = True ) , make_unique_list ( layer ) , make_unique_list ( vkey ) for key in vkeys : if key + '_' + basis not in adata . obsm_keys ( ) and V is None : velocity_embedding ( adata , bas...
def select ( self , template_name ) : """Select a specific family from the party . : type template _ name : str : param template _ name : Template name of Family to select from a party . : returns : Family"""
return [ fam for fam in self . families if fam . template . name == template_name ] [ 0 ]
def phi_effect_mip ( self , mechanism , purview ) : """Return the | small _ phi | of the effect MIP . This is the distance between the unpartitioned effect repertoire and the MIP cause repertoire ."""
mip = self . effect_mip ( mechanism , purview ) return mip . phi if mip else 0
def update ( self , updict ) : """Updates key / value pairs in dictionary from _ updict _ ."""
with self . lock : for ( key , value ) in updict . items ( ) : self . setitem ( key , value )
def _to_args ( x ) : """Convert to args representation"""
if not isinstance ( x , ( list , tuple , np . ndarray ) ) : x = [ x ] return x
def disp ( self , modulo = None ) : # TODO : rather assign opt [ ' verb _ disp ' ] as default ? """prints some single - line infos according to ` disp _ annotation ( ) ` , if ` ` iteration _ counter % modulo = = 0 ` `"""
if modulo is None : modulo = self . opts [ 'verb_disp' ] # console display if modulo : if ( self . countiter - 1 ) % ( 10 * modulo ) < 1 : self . disp_annotation ( ) if self . countiter > 0 and ( self . stop ( ) or self . countiter < 4 or self . countiter % modulo < 1 ) : if self . opts [ 'v...
def _FormatUsername ( self , event ) : """Formats the username . Args : event ( EventObject ) : event . Returns : str : formatted username field ."""
username = self . _output_mediator . GetUsername ( event ) return self . _SanitizeField ( username )
def get_vcenter_data_model ( self , api , vcenter_name ) : """: param api : : param str vcenter _ name : : rtype : VMwarevCenterResourceModel"""
if not vcenter_name : raise ValueError ( 'VMWare vCenter name is empty' ) vcenter_instance = api . GetResourceDetails ( vcenter_name ) vcenter_resource_model = self . resource_model_parser . convert_to_vcenter_model ( vcenter_instance ) return vcenter_resource_model
def find_components_without_annotation ( model , components ) : """Find model components with empty annotation attributes . Parameters model : cobra . Model A cobrapy metabolic model . components : { " metabolites " , " reactions " , " genes " } A string denoting ` cobra . Model ` components . Returns ...
return [ elem for elem in getattr ( model , components ) if elem . annotation is None or len ( elem . annotation ) == 0 ]
def viewbox_mouse_event ( self , event ) : """The SubScene received a mouse event ; update transform accordingly . Parameters event : instance of Event The event ."""
if event . handled or not self . interactive : return # Scrolling BaseCamera . viewbox_mouse_event ( self , event ) if event . type == 'mouse_wheel' : center = self . _scene_transform . imap ( event . pos ) self . zoom ( ( 1 + self . zoom_factor ) ** ( - event . delta [ 1 ] * 30 ) , center ) event . han...
def sys_info ( fname = None , overwrite = False ) : """Get relevant system and debugging information Parameters fname : str | None Filename to dump info to . Use None to simply print . overwrite : bool If True , overwrite file ( if it exists ) . Returns out : str The system information as a string ....
if fname is not None and op . isfile ( fname ) and not overwrite : raise IOError ( 'file exists, use overwrite=True to overwrite' ) out = '' try : # Nest all imports here to avoid any circular imports from . . app import use_app , Canvas from . . app . backends import BACKEND_NAMES from . . gloo import ...
def _set_stream_parameters ( self , ** kwargs ) : """Sets the stream parameters which are expected to be declared constant ."""
with util . disable_constant ( self ) : self . param . set_param ( ** kwargs )
def registration ( uri ) : """Responses handler registration . Registers a handler for a given URI with Responses so that it can be intercepted and handed to Stack - In - A - Box . : param uri : URI used for the base of the HTTP requests : returns : n / a"""
# log the URI that is used to access the Stack - In - A - Box services logger . debug ( 'Registering Stack-In-A-Box at {0} under Python Responses' . format ( uri ) ) # tell Stack - In - A - Box what URI to match with StackInABox . update_uri ( uri ) # Build the regex for the URI and register all HTTP verbs # with Respo...
def _return_tables ( self , mag , imt , val_type ) : """Returns the vector of ground motions or standard deviations corresponding to the specific magnitude and intensity measure type . : param val _ type : String indicating the type of data { " IMLs " , " Total " , " Inter " etc }"""
if imt . name in 'PGA PGV' : # Get scalar imt if val_type == "IMLs" : iml_table = self . imls [ imt . name ] [ : ] else : iml_table = self . stddevs [ val_type ] [ imt . name ] [ : ] n_d , n_s , n_m = iml_table . shape iml_table = iml_table . reshape ( [ n_d , n_m ] ) else : if val_t...
def get_available_versions ( self , project_name ) : """Query PyPI to see if package has any available versions . Args : project _ name ( str ) : The name the project on PyPI . Returns : dict : Where keys are tuples of parsed versions and values are the versions returned by PyPI ."""
available_versions = self . pypi_client . package_releases ( project_name ) if not available_versions : available_versions = self . pypi_client . package_releases ( project_name . capitalize ( ) ) # ` ` dict ( ) ` ` for Python 2.6 syntax . return dict ( ( self . _parse_version ( version ) , version ) for version in...
def from_block ( cls , block ) : """Instantiate this class given a raw block ( see parse _ raw ) ."""
rseqs = cma . realign_seqs ( block ) records = ( SeqRecord ( Seq ( rseq , extended_protein ) , id = bseq [ 'id' ] , description = bseq [ 'description' ] , dbxrefs = bseq [ 'dbxrefs' ] . values ( ) , # list of strings annotations = dict ( index = bseq [ 'index' ] , length = bseq [ 'length' ] , dbxrefs = bseq [ 'dbxrefs'...
def colstack ( seq , mode = 'abort' , returnnaming = False ) : """Horizontally stack a sequence of numpy ndarrays with structured dtypes Analog of numpy . hstack for recarrays . Implemented by the tabarray method : func : ` tabular . tab . tabarray . colstack ` which uses : func : ` tabular . tabarray . tab...
assert mode in [ 'first' , 'drop' , 'abort' , 'rename' ] , 'mode argument must take on value "first","drop", "rename", or "abort".' AllNames = utils . uniqify ( utils . listunion ( [ list ( l . dtype . names ) for l in seq ] ) ) NameList = [ ( x , [ i for i in range ( len ( seq ) ) if x in seq [ i ] . dtype . names ] )...
def get_definition ( self , info ) : """Find the definition for an object within a set of source code This is used to find the path of python - like modules ( e . g . cython and enaml ) for a goto definition"""
if not info [ 'is_python_like' ] : return token = info [ 'obj' ] lines = info [ 'lines' ] source_code = info [ 'source_code' ] filename = info [ 'filename' ] line_nr = None if token is None : return if '.' in token : token = token . split ( '.' ) [ - 1 ] line_nr = get_definition_with_regex ( source_code , t...
def symlink_remove ( link ) : """Remove a symlink . Used for model shortcut links . link ( unicode / Path ) : The path to the symlink ."""
# https : / / stackoverflow . com / q / 26554135/6400719 if os . path . isdir ( path2str ( link ) ) and is_windows : # this should only be on Py2.7 and windows os . rmdir ( path2str ( link ) ) else : os . unlink ( path2str ( link ) )
def get_tfidf ( self , term , document , normalized = False ) : """Returns the Term - Frequency Inverse - Document - Frequency value for the given term in the specified document . If normalized is True , term frequency will be divided by the document length ."""
tf = self . get_term_frequency ( term , document ) # Speeds up performance by avoiding extra calculations if tf != 0.0 : # Add 1 to document frequency to prevent divide by 0 # ( Laplacian Correction ) df = 1 + self . get_document_frequency ( term ) n = 2 + len ( self . _documents ) if normalized : t...
def validate ( self , value ) : """Validate value . : param value : Value which should be validated . : raises : : class : ` halogen . exception . ValidationError ` exception when either if value less than min in case when min is not None or if value greater than max in case when max is not None ."""
if self . min is not None : min_value = self . min ( ) if callable ( self . min ) else self . min if value < min_value : raise exceptions . ValidationError ( self . min_err . format ( val = value , min = min_value ) ) if self . max is not None : max_value = self . max ( ) if callable ( self . max ) ...
def GetNodes ( r , bulk = False ) : """Gets all nodes in the cluster . @ type bulk : bool @ param bulk : whether to return all information about all instances @ rtype : list of dict or str @ return : if bulk is true , info about nodes in the cluster , else list of nodes in the cluster"""
if bulk : return r . request ( "get" , "/2/nodes" , query = { "bulk" : 1 } ) else : nodes = r . request ( "get" , "/2/nodes" ) return r . applier ( itemgetters ( "id" ) , nodes )
def accepts_contributor_roles ( func ) : """Decorator that accepts only contributor roles : param func : : return :"""
if inspect . isclass ( func ) : apply_function_to_members ( func , accepts_contributor_roles ) return func else : @ functools . wraps ( func ) def decorator ( * args , ** kwargs ) : return accepts_roles ( * ROLES_CONTRIBUTOR ) ( func ) ( * args , ** kwargs ) return decorator
def _parse_record ( data , duration_format = 'seconds' ) : """Parse a raw data dictionary and return a Record object ."""
def _map_duration ( s ) : if s == '' : return None elif duration_format . lower ( ) == 'seconds' : return int ( s ) else : t = time . strptime ( s , duration_format ) return 3600 * t . tm_hour + 60 * t . tm_min + t . tm_sec def _map_position ( data ) : antenna = Position ...
def _set_scan_parameters ( self , interval = 2100 , window = 2100 , active = False ) : """Set the scan interval and window in units of ms and set whether active scanning is performed"""
active_num = 0 if bool ( active ) : active_num = 1 interval_num = int ( interval * 1000 / 625 ) window_num = int ( window * 1000 / 625 ) payload = struct . pack ( "<HHB" , interval_num , window_num , active_num ) try : response = self . _send_command ( 6 , 7 , payload ) if response . payload [ 0 ] != 0 : ...
def lookup ( self , label ) : '''take a field _ name _ label and return the id'''
if self . is_child : try : return self . _children [ label ] except KeyError : self . _children [ label ] = ChildFieldPicklist ( self . parent , label , self . field_name ) return self . _children [ label ] else : return get_label_value ( label , self . _picklist )
def frange ( start , end , step ) : """Like range ( ) , but with floats ."""
val = start while val < end : yield val val += step
def pipeline ( names , steps ) : """Reconstruct a Pipeline from names and steps"""
steps , times = zip ( * map ( _maybe_timed , steps ) ) fit_time = sum ( times ) if any ( s is FIT_FAILURE for s in steps ) : fit_est = FIT_FAILURE else : fit_est = Pipeline ( list ( zip ( names , steps ) ) ) return fit_est , fit_time
def exists ( self , filename ) : """Check for the existence of a package or script . Unlike other DistributionPoint types , JDS and CDP types have no documented interface for checking whether the server and its children have a complete copy of a file . The best we can do is check for an object using the API...
# Technically , the results of the casper . jxml page list the # package files on the server . This is an undocumented # interface , however . result = False if is_package ( filename ) : packages = self . connection [ "jss" ] . Package ( ) . retrieve_all ( ) for package in packages : if package . findte...
def disable_auth_method ( self , path ) : """Disable the auth method at the given auth path . Supported methods : DELETE : / sys / auth / { path } . Produces : 204 ( empty body ) : param path : The path the method was mounted on . If not provided , defaults to the value of the " method _ type " argument . ...
api_path = '/v1/sys/auth/{path}' . format ( path = path ) return self . _adapter . delete ( url = api_path , )
async def enable_user ( self , username ) : """Re - enable a previously disabled user ."""
user_facade = client . UserManagerFacade . from_connection ( self . connection ( ) ) entity = client . Entity ( tag . user ( username ) ) return await user_facade . EnableUser ( [ entity ] )
def format_citations ( zid , url = 'https://zenodo.org/' , hits = 10 , tag_prefix = 'v' ) : """Query and format a citations page from Zenodo entries Parameters zid : ` int ` , ` str ` the Zenodo ID of the target record url : ` str ` , optional the base URL of the Zenodo host , defaults to ` ` https : / / ...
# query for metadata url = ( '{url}/api/records/?' 'page=1&' 'size={hits}&' 'q=conceptrecid:"{id}"&' 'sort=-version&' 'all_versions=True' . format ( id = zid , url = url , hits = hits ) ) metadata = requests . get ( url ) . json ( ) lines = [ ] for i , hit in enumerate ( metadata [ 'hits' ] [ 'hits' ] ) : version =...
def remove_choice_language ( self , language_type , choice_id , inline_region ) : """stub"""
if len ( self . my_osid_object_form . _my_map [ 'choices' ] [ inline_region ] ) == 0 : raise IllegalState ( 'there are currently no choices defined for this region' ) if self . get_choices_metadata ( ) . is_read_only ( ) : raise NoAccess ( ) choices = [ c for c in self . my_osid_object_form . _my_map [ 'choices...
def temp_files ( self ) : """Return a list of the temporary files produced by this link . This returns all files that were explicitly marked for removal ."""
ret_list = [ ] for key , val in self . file_dict . items ( ) : # For temp files we only want files that were marked for removal if val & FileFlags . rm_mask : ret_list . append ( key ) return ret_list
def register ( self , user_dict ) : """Send an user _ dict to NApps server using POST request . Args : user _ dict ( dict ) : Dictionary with user attributes . Returns : result ( string ) : Return the response of Napps server ."""
endpoint = os . path . join ( self . _config . get ( 'napps' , 'api' ) , 'users' , '' ) res = self . make_request ( endpoint , method = 'POST' , json = user_dict ) return res . content . decode ( 'utf-8' )
def delete ( self , table , keyset ) : """Delete one or more table rows . : type table : str : param table : Name of the table to be modified . : type keyset : : class : ` ~ google . cloud . spanner _ v1 . keyset . Keyset ` : param keyset : Keys / ranges identifying rows to delete ."""
delete = Mutation . Delete ( table = table , key_set = keyset . _to_pb ( ) ) self . _mutations . append ( Mutation ( delete = delete ) )
def _Open ( self , path_spec , mode = 'rb' ) : """Opens the file system object defined by path specification . Args : path _ spec ( PathSpec ) : path specification . mode ( Optional [ str ] ) : file access mode . The default is ' rb ' which represents read - only binary . Raises : AccessError : if the a...
if not path_spec . HasParent ( ) : raise errors . PathSpecError ( 'Unsupported path specification without parent.' ) file_object = resolver . Resolver . OpenFileObject ( path_spec . parent , resolver_context = self . _resolver_context ) try : fsnfts_volume = pyfsntfs . volume ( ) fsnfts_volume . open_file_o...
def _enforce_ttl_key ( self , key ) : '''Enforce the TTL to a specific key , delete if its past TTL'''
if key not in self . _key_cache_time or self . _ttl == 0 : return if time . time ( ) - self . _key_cache_time [ key ] > self . _ttl : del self . _key_cache_time [ key ] dict . __delitem__ ( self , key )
def bulk_add_units ( unit_list , ** kwargs ) : """Save all the units contained in the passed list , with the name of their dimension ."""
# for unit in unit _ list : # add _ unit ( unit , * * kwargs ) added_units = [ ] for unit in unit_list : added_units . append ( add_unit ( unit , ** kwargs ) ) return JSONObject ( { "units" : added_units } )
def summarizeResults ( expName , suite ) : """Summarize the totalCorrect value from the last iteration for each experiment in the directory tree ."""
print ( "\n================" , expName , "=====================" ) try : # Retrieve the last totalCorrect from each experiment # Print them sorted from best to worst values , params = suite . get_values_fix_params ( expName , 0 , "totalCorrect" , "last" ) v = np . array ( values ) sortedIndices = v . argsor...
def archive ( self , target_path = None , zip_path = None ) : """Writes the Zip - encoded file to a directory . : param target _ path : The directory path to add . : type target _ path : str : param zip _ path : The file path of the ZIP archive . : type zip _ path : str"""
if target_path : self . target_path = target_path if zip_path : self . zip_path = zip_path if self . has_path is False or os . path . isdir ( self . target_path ) is False : raise RuntimeError ( "" ) zip = zipfile . ZipFile ( self . zip_path , 'w' , zipfile . ZIP_DEFLATED ) for root , _ , files in os . walk...
def lookup ( path , cache = True , scope = None , safe = False ) : """Get element reference from input element . The element can be a builtin / globals / scope object or is resolved from the current execution stack . : limitations : it does not resolve class methods or static values such as True , False , n...
result = None found = path and cache and path in __LOOKUP_CACHE if found : result = __LOOKUP_CACHE [ path ] elif path : _eval = safe_eval if safe else eval try : # search among scope result = _eval ( path , scope ) except ( NameError , SyntaxError ) : # we generate a result in order to accept th...
def read_samples ( self , sr = None , offset = 0 , duration = None ) : """Return the samples from the file . Uses librosa for loading ( see http : / / librosa . github . io / librosa / generated / librosa . core . load . html ) . Args : sr ( int ) : If ` ` None ` ` , uses the sampling rate given by the file...
samples , __ = librosa . core . load ( self . path , sr = sr , offset = offset , duration = duration ) return samples
def convert2wavenumber ( rsr ) : """Take rsr data set with all channels and detectors for an instrument each with a set of wavelengths and normalised responses and convert to wavenumbers and responses : rsr : Relative Spectral Response function ( all bands ) Returns : : retv : Relative Spectral Responses ...
retv = { } for chname in rsr . keys ( ) : # Go through bands / channels retv [ chname ] = { } for det in rsr [ chname ] . keys ( ) : # Go through detectors retv [ chname ] [ det ] = { } if 'wavenumber' in rsr [ chname ] [ det ] . keys ( ) : # Make a copy . Data are already in wave number space ...
def calc_bca_interval ( bootstrap_replicates , jackknife_replicates , mle_params , conf_percentage ) : """Calculate ' bias - corrected and accelerated ' bootstrap confidence intervals . Parameters bootstrap _ replicates : 2D ndarray . Each row should correspond to a different bootstrap parameter sample . Ea...
# Check validity of arguments check_conf_percentage_validity ( conf_percentage ) ensure_samples_is_ndim_ndarray ( bootstrap_replicates , ndim = 2 ) ensure_samples_is_ndim_ndarray ( jackknife_replicates , name = 'jackknife' , ndim = 2 ) # Calculate the alpha * 100 % value alpha_percent = get_alpha_from_conf_percentage (...
def get_usb_serial ( self , port_num ) : """Get the device serial number Args : port _ num : port number on the Cambrionix unit Return : usb device serial number"""
port = self . port_map [ str ( port_num ) ] arg = '' . join ( [ 'DEVICE INFO,' , self . _addr , '.' , port ] ) cmd = ( [ 'esuit64' , '-t' , arg ] ) info = subprocess . check_output ( cmd , stderr = subprocess . STDOUT ) serial = None if "SERIAL" in info : serial_info = info . split ( 'SERIAL:' ) [ 1 ] serial = ...
def run_queue ( self , options , todo ) : """Actually run the _ todo _ tasklet ."""
utils . logging_debug ( 'AutoBatcher(%s): %d items' , self . _todo_tasklet . __name__ , len ( todo ) ) batch_fut = self . _todo_tasklet ( todo , options ) self . _running . append ( batch_fut ) # Add a callback when we ' re done . batch_fut . add_callback ( self . _finished_callback , batch_fut , todo )
def safe_makedir ( dname ) : """Make a directory if it doesn ' t exist , handling concurrent race conditions ."""
if not dname : return dname num_tries = 0 max_tries = 5 while not os . path . exists ( dname ) : # we could get an error here if multiple processes are creating # the directory at the same time . Grr , concurrency . try : os . makedirs ( dname ) except OSError : if num_tries > max_tries : ...
def collection_index ( self ) : """Collection index link to self . indexes , the order should be : 1 . command argument 2 . environment 3 . default packages directory"""
indexes = self . options . index # add current directory to indexes indexes . insert ( 0 , os . getcwd ( ) ) if 'IDO_INDEXES' in os . environ : indexes . extend ( os . environ [ 'IDO_INDEXES' ] . split ( ';' ) ) indexes . append ( os . path . join ( os . path . dirname ( __file__ ) , 'packages' ) . replace ( '\\' ,...
def point_mutation ( self , random_state ) : """Perform the point mutation operation on the program . Point mutation selects random nodes from the embedded program to be replaced . Terminals are replaced by other terminals and functions are replaced by other functions that require the same number of arguments...
program = copy ( self . program ) # Get the nodes to modify mutate = np . where ( random_state . uniform ( size = len ( program ) ) < self . p_point_replace ) [ 0 ] for node in mutate : if isinstance ( program [ node ] , _Function ) : arity = program [ node ] . arity # Find a valid replacement with ...
def mode ( self , mode ) : """Sets the mode of this BraintreeGateway . : param mode : The mode of this BraintreeGateway . : type : str"""
allowed_values = [ "test" , "live" ] if mode is not None and mode not in allowed_values : raise ValueError ( "Invalid value for `mode` ({0}), must be one of {1}" . format ( mode , allowed_values ) ) self . _mode = mode
def parse_api_groups ( self , request_resources = False , update = False ) : """Discovers all API groups present in the cluster"""
if not self . _cache . get ( 'resources' ) or update : self . _cache [ 'resources' ] = self . _cache . get ( 'resources' , { } ) groups_response = load_json ( self . client . request ( 'GET' , '/{}' . format ( DISCOVERY_PREFIX ) ) ) [ 'groups' ] groups = self . default_groups ( request_resources = request_r...
def terminate_instance ( self , instance_id , decrement_capacity = True ) : """Terminates the specified instance . The desired group size can also be adjusted , if desired . : type instance _ id : str : param instance _ id : The ID of the instance to be terminated . : type decrement _ capability : bool : ...
params = { 'InstanceId' : instance_id } if decrement_capacity : params [ 'ShouldDecrementDesiredCapacity' ] = 'true' else : params [ 'ShouldDecrementDesiredCapacity' ] = 'false' return self . get_object ( 'TerminateInstanceInAutoScalingGroup' , params , Activity )
def confd_state_internal_callpoints_snmp_notification_subscription_id ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) confd_state = ET . SubElement ( config , "confd-state" , xmlns = "http://tail-f.com/yang/confd-monitoring" ) internal = ET . SubElement ( confd_state , "internal" ) callpoints = ET . SubElement ( internal , "callpoints" ) snmp_notification_subscription = ET . SubElement ( callpoints ,...
def require_attribute_value ( self , attribute : str , value : Union [ int , str , float , bool , None ] ) -> None : """Require an attribute on the node to have a particular value . This requires the attribute to exist , and to have the given value and corresponding type . Handy for in your yatiml _ recognize ( )...
found = False for key_node , value_node in self . yaml_node . value : if ( key_node . tag == 'tag:yaml.org,2002:str' and key_node . value == attribute ) : found = True node = Node ( value_node ) if not node . is_scalar ( type ( value ) ) : raise RecognitionError ( ( '{}{}Incorrec...
def parse_mutator_settings ( mutator_settings , config : ConfigObject ) : """Assigns the mutator settings to the settings object for the dll : param mutator _ settings : : param config :"""
mutator_settings . match_length = safe_get_mutator ( match_length_types , config , MUTATOR_MATCH_LENGTH ) mutator_settings . max_score = safe_get_mutator ( max_score_types , config , MUTATOR_MAX_SCORE , { '0' : 'Unlimited' } ) mutator_settings . overtime = safe_get_mutator ( overtime_mutator_types , config , MUTATOR_OV...
def requestPositionUpdates ( self , subscribe = True ) : """Request / cancel request real - time position data for all accounts ."""
if self . subscribePositions != subscribe : self . subscribePositions = subscribe if subscribe == True : self . ibConn . reqPositions ( ) else : self . ibConn . cancelPositions ( )
def maskedNanPercentile ( maskedArray , percentiles , * args , ** kwargs ) : """Calculates np . nanpercentile on the non - masked values"""
# https : / / docs . scipy . org / doc / numpy / reference / maskedarray . generic . html # accessing - the - data awm = ArrayWithMask . createFromMaskedArray ( maskedArray ) maskIdx = awm . maskIndex ( ) validData = awm . data [ ~ maskIdx ] if len ( validData ) >= 1 : result = np . nanpercentile ( validData , perc...