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def _network_show ( self , name , network_lst ) : '''Parse the returned network list'''
for net in network_lst : if net . label == name : return net . __dict__ return { }
def action_verb ( self ) : """The host portion of the ` ppaction : / / ` URL contained in the action attribute . For example ' customshow ' in ' ppaction : / / customshow ? id = 0 & return = true ' . Returns | None | if no action attribute is present ."""
url = self . action if url is None : return None protocol_and_host = url . split ( '?' ) [ 0 ] host = protocol_and_host [ 11 : ] return host
def fetch ( self ) : """Fetch the data for the model from Redis and assign the values . : param method callback : The callback method to invoke when done"""
LOGGER . debug ( 'Fetching session data: %s' , self . id ) result = yield gen . Task ( RedisSession . _redis_client . get , self . _key ) if result : self . loads ( result ) raise gen . Return ( True ) else : raise gen . Return ( False )
def get_gold_labels ( self , cand_lists , annotator = None ) : """Load sparse matrix of GoldLabels for each candidate _ class . : param cand _ lists : The candidates to get gold labels for . : type cand _ lists : List of list of candidates . : param annotator : A specific annotator key to get labels for . Def...
return get_sparse_matrix ( self . session , GoldLabelKey , cand_lists , key = annotator )
def process_result ( self , new_sia , min_sia ) : """Check if the new SIA has smaller | big _ phi | than the standing result ."""
if new_sia . phi == 0 : self . done = True # Short - circuit return new_sia elif new_sia < min_sia : return new_sia return min_sia
def inference_tip ( infer_function , raise_on_overwrite = False ) : """Given an instance specific inference function , return a function to be given to MANAGER . register _ transform to set this inference function . : param bool raise _ on _ overwrite : Raise an ` InferenceOverwriteError ` if the inference ti...
def transform ( node , infer_function = infer_function ) : if ( raise_on_overwrite and node . _explicit_inference is not None and node . _explicit_inference is not infer_function ) : raise InferenceOverwriteError ( "Inference already set to {existing_inference}. " "Trying to overwrite with {new_inference} f...
def get_ui ( self , _ ) : """Load the Swagger UI interface"""
if not self . _ui_cache : content = self . load_static ( 'ui.html' ) if isinstance ( content , binary_type ) : content = content . decode ( 'UTF-8' ) self . _ui_cache = content . replace ( u"{{SWAGGER_PATH}}" , str ( self . swagger_path ) ) return HttpResponse ( self . _ui_cache , headers = { 'Conte...
def authenticate ( self , verify = True ) : """Creates an authenticated and internal oauth2 handler needed for queries to Twitter and verifies credentials if needed . If ` ` verify ` ` is true , it also checks if the user credentials are valid . The * * default * * value is * True * : param verify : boolean varia...
self . __oauth = OAuth1 ( self . __consumer_key , client_secret = self . __consumer_secret , resource_owner_key = self . __access_token , resource_owner_secret = self . __access_token_secret ) if verify : r = requests . get ( self . _base_url + self . _verify_url , auth = self . __oauth , proxies = { "https" : self...
def _get_conn ( ret ) : '''Return a mongodb connection object'''
_options = _get_options ( ret ) host = _options . get ( 'host' ) port = _options . get ( 'port' ) uri = _options . get ( 'uri' ) db_ = _options . get ( 'db' ) user = _options . get ( 'user' ) password = _options . get ( 'password' ) indexes = _options . get ( 'indexes' , False ) # at some point we should remove support...
def expand_array ( data , scans , c_align , c_exp , scan_size = 16 , tpz_size = 16 , nties = 200 , track_offset = 0.5 , scan_offset = 0.5 ) : """Expand * data * according to alignment and expansion ."""
nties = np . asscalar ( nties ) tpz_size = np . asscalar ( tpz_size ) s_scan , s_track = da . meshgrid ( np . arange ( nties * tpz_size ) , np . arange ( scans * scan_size ) ) s_track = ( s_track . reshape ( scans , scan_size , nties , tpz_size ) % scan_size + track_offset ) / scan_size s_scan = ( s_scan . reshape ( sc...
def cardinal_groupby ( self ) : """Group this object on it cardinal dimension ( _ cardinal ) . Returns : grpby : Pandas groupby object ( grouped on _ cardinal )"""
g , t = self . _cardinal self [ g ] = self [ g ] . astype ( t ) grpby = self . groupby ( g ) self [ g ] = self [ g ] . astype ( 'category' ) return grpby
def build_not_found ( cls , errors = None ) : """Utility method to build a HTTP 404 Resource Error response"""
errors = [ errors ] if not isinstance ( errors , list ) else errors return cls ( Status . NOT_FOUND , errors )
def load ( cls , file_path ) : """Load the object from a JSON file ( saved with : py : func : ` Concise . save ` ) . Returns : Concise : Loaded Concise object ."""
# convert back to numpy data = helper . read_json ( file_path ) return Concise . from_dict ( data )
def create ( vm_ = None , call = None ) : '''Create a single VM from a data dict'''
if call : raise SaltCloudSystemExit ( 'You cannot create an instance with -a or -f.' ) try : # Check for required profile parameters before sending any API calls . if vm_ [ 'profile' ] and config . is_profile_configured ( __opts__ , __active_provider_name__ or 'ec2' , vm_ [ 'profile' ] , vm_ = vm_ ) is False : ...
def _is_really_comment ( tokens , index ) : """Return true if the token at index is really a comment ."""
if tokens [ index ] . type == TokenType . Comment : return True # Really a comment in disguise ! try : if tokens [ index ] . content . lstrip ( ) [ 0 ] == "#" : return True except IndexError : return False
def get_string ( self , distance = 6 , velocity = 8 , charge = 3 ) : """Returns the string representation of LammpsData , essentially the string to be written to a file . Args : distance ( int ) : No . of significant figures to output for box settings ( bounds and tilt ) and atomic coordinates . Default t...
file_template = """Generated by pymatgen.io.lammps.data.LammpsData {stats} {box} {body} """ box = self . box . get_string ( distance ) body_dict = OrderedDict ( ) body_dict [ "Masses" ] = self . masses types = OrderedDict ( ) types [ "atom" ] = len ( self . masses ) if self . force_field : all_ff_kws = SECTION_K...
def get_all ( self ) : """Gets all component references registered in this reference map . : return : a list with component references ."""
components = [ ] self . _lock . acquire ( ) try : for reference in self . _references : components . append ( reference . get_component ( ) ) finally : self . _lock . release ( ) return components
def created ( self ) : """Union [ datetime . datetime , None ] : Datetime at which the model was created ( : data : ` None ` until set from the server ) . Read - only ."""
value = self . _proto . creation_time if value is not None and value != 0 : # value will be in milliseconds . return google . cloud . _helpers . _datetime_from_microseconds ( 1000.0 * float ( value ) )
def packets_to_flows ( self ) : """Combine packets into flows"""
# For each packet , place it into either an existing flow or a new flow for packet in self . input_stream : # Compute flow tuple and add the packet to the flow flow_id = flow_utils . flow_tuple ( packet ) self . _flows [ flow_id ] . add_packet ( packet ) # Yield flows that are ready to go for flow in li...
def start_worker ( self ) : """start _ worker Start the helper worker process to package queued messages and send them to Splunk"""
# Start a worker thread responsible for sending logs if not self . is_shutting_down ( shutdown_event = self . shutdown_event ) and self . sleep_interval > 0.1 : self . processes = [ ] self . debug_log ( 'start_worker - start multiprocessing.Process' ) p = multiprocessing . Process ( target = self . perform_...
def get_spectre_plot ( self , sigma = 0.05 , step = 0.01 ) : """Get a matplotlib plot of the UV - visible xas . Transition are plotted as vertical lines and as a sum of normal functions with sigma with . The broadening is applied in energy and the xas is plotted as a function of the wavelength . Args : si...
from pymatgen . util . plotting import pretty_plot from matplotlib . mlab import normpdf plt = pretty_plot ( 12 , 8 ) transitions = self . read_excitation_energies ( ) minval = min ( [ val [ 0 ] for val in transitions ] ) - 5.0 * sigma maxval = max ( [ val [ 0 ] for val in transitions ] ) + 5.0 * sigma npts = int ( ( m...
def get_phonon_frequencies ( self ) : """calculate phonon frequencies"""
# TODO : the following is most likely not correct or suboptimal # hence for demonstration purposes only frequencies = [ ] for k , v0 in self . data . iteritems ( ) : for v1 in v0 . itervalues ( ) : vec = map ( abs , v1 [ 'dynmat' ] [ k - 1 ] ) frequency = math . sqrt ( sum ( vec ) ) * 2. * math . pi...
def on_message ( self , message ) : """Listens for a " websocket client ready " message . Once that message is received an asynchronous job is stated that yields messages to the client . These messages make up salt ' s " real time " event stream ."""
log . debug ( 'Got websocket message %s' , message ) if message == 'websocket client ready' : if self . connected : # TBD : Add ability to run commands in this branch log . debug ( 'Websocket already connected, returning' ) return self . connected = True while True : try : ...
def assignValue ( cfg , playerValue , otherValue ) : """artificially determine match results given match circumstances . WARNING : cheating will be detected and your player will be banned from server"""
player = cfg . whoAmI ( ) result = { } for p in cfg . players : if p . name == player . name : val = playerValue else : val = otherValue result [ p . name ] = val return result
def verify_embedding ( emb , source , target , ignore_errors = ( ) ) : """A simple ( exception - raising ) diagnostic for minor embeddings . See : func : ` diagnose _ embedding ` for a more detailed diagnostic / more information . Args : emb ( dict ) : a dictionary mapping source nodes to arrays of target nod...
for error in diagnose_embedding ( emb , source , target ) : eclass = error [ 0 ] if eclass not in ignore_errors : raise eclass ( * error [ 1 : ] ) return True
def hbp_namespace ( name : str , sha : Optional [ str ] = None ) -> str : """Format a namespace URL ."""
return HBP_NAMESPACE_URL . format ( sha = sha or LAST_HASH , keyword = name )
def SetCredentials ( self , password = None , username = None ) : """Sets the database credentials . Args : password ( Optional [ str ] ) : password to access the database . username ( Optional [ str ] ) : username to access the database ."""
if password : self . _password = password if username : self . _user = username
def cast_number_strings_to_integers ( d ) : """d is a dict"""
for k , v in d . items ( ) : # print type ( v ) if determine_if_str_or_unicode ( v ) : if v . isdigit ( ) : d [ k ] = int ( v ) return d
def _setup_storage_dir ( self ) : """Setup the storage directory path value and ensure the path exists . : rtype : str : raises : tinman . exceptions . ConfigurationException"""
dir_path = self . _settings . get ( config . DIRECTORY ) if dir_path is None : dir_path = self . _default_path if not os . path . exists ( dir_path ) : self . _make_path ( dir_path ) else : dir_path = path . abspath ( dir_path ) if not os . path . exists ( dir_path ) or not os . path . isdir ( d...
def fidx ( right , left , left_fk = None ) : """Re - indexes a series or data frame ( right ) to align with another ( left ) series or data frame via foreign key relationship . The index of the right must be unique . This is similar to misc . reindex , but allows for data frame re - indexes and supports re ...
# ensure that we can align correctly if not right . index . is_unique : raise ValueError ( "The right's index must be unique!" ) # simpler case : # if the left ( target ) is a single series then just re - index to it if isinstance ( left_fk , str ) : left = left [ left_fk ] if isinstance ( left , pd . Series ) ...
def calc_detection_voc_prec_rec ( gt_boxlists , pred_boxlists , iou_thresh = 0.5 ) : """Calculate precision and recall based on evaluation code of PASCAL VOC . This function calculates precision and recall of predicted bounding boxes obtained from a dataset which has : math : ` N ` images . The code is based on...
n_pos = defaultdict ( int ) score = defaultdict ( list ) match = defaultdict ( list ) for gt_boxlist , pred_boxlist in zip ( gt_boxlists , pred_boxlists ) : pred_bbox = pred_boxlist . bbox . numpy ( ) pred_label = pred_boxlist . get_field ( "labels" ) . numpy ( ) pred_score = pred_boxlist . get_field ( "scores" ) . num...
def available_backends ( self , hub = None , group = None , project = None , access_token = None , user_id = None ) : """Get the backends available to use in the QX Platform"""
if access_token : self . req . credential . set_token ( access_token ) if user_id : self . req . credential . set_user_id ( user_id ) if not self . check_credentials ( ) : raise CredentialsError ( 'credentials invalid' ) else : url = get_backend_url ( self . config , hub , group , project ) ret = se...
def put ( self , item , block = True , timeout = None , chill = True ) : """Put an item into the queue . If optional args ' block ' is true and ' timeout ' is None ( the default ) , block if necessary until a free slot is available . If ' timeout ' is a non - negative number , it blocks at most ' timeout ' se...
with self . not_full : if self . maxsize > 0 : if not block : if self . _qsize ( ) >= self . maxsize : raise compat . queue . Full elif timeout is None : while self . _qsize ( ) >= self . maxsize : self . not_full . wait ( ) elif timeou...
def _calc_q_statistic ( x , h , nt ) : """Calculate Portmanteau statistics up to a lag of h ."""
t , m , n = x . shape # covariance matrix of x c0 = acm ( x , 0 ) # LU factorization of covariance matrix c0f = sp . linalg . lu_factor ( c0 , overwrite_a = False , check_finite = True ) q = np . zeros ( ( 3 , h + 1 ) ) for l in range ( 1 , h + 1 ) : cl = acm ( x , l ) # calculate tr ( cl ' * c0 ^ - 1 * cl * c0...
def _setup_fun_config ( self , fun_conf ) : '''Setup function configuration . : param conf : : return :'''
conf = copy . deepcopy ( self . config ) conf [ 'file_client' ] = 'local' conf [ 'fun' ] = '' conf [ 'arg' ] = [ ] conf [ 'kwarg' ] = { } conf [ 'cache_jobs' ] = False conf [ 'print_metadata' ] = False conf . update ( fun_conf ) conf [ 'fun' ] = conf [ 'fun' ] . split ( ':' ) [ - 1 ] # Discard typing prefix return conf
def get_parameter ( self , name , default = None ) : '''Returns the named parameter if present , or the value of ` default ` , otherwise .'''
if hasattr ( self , name ) : item = getattr ( self , name ) if isinstance ( item , Parameter ) : return item return default
def show_homecoming ( request ) : """Show homecoming ribbon / scores"""
return { 'show_homecoming' : settings . HOCO_START_DATE < datetime . date . today ( ) and datetime . date . today ( ) < settings . HOCO_END_DATE }
def QA_util_to_json_from_pandas ( data ) : """需要对于datetime 和date 进行转换 , 以免直接被变成了时间戳"""
if 'datetime' in data . columns : data . datetime = data . datetime . apply ( str ) if 'date' in data . columns : data . date = data . date . apply ( str ) return json . loads ( data . to_json ( orient = 'records' ) )
def _clean_annotations ( annotations_dict : AnnotationsHint ) -> AnnotationsDict : """Fix the formatting of annotation dict ."""
return { key : ( values if isinstance ( values , dict ) else { v : True for v in values } if isinstance ( values , set ) else { values : True } ) for key , values in annotations_dict . items ( ) }
def get_canonical_names ( packages ) : """Canonicalize a list of packages and return a set of canonical names"""
from . vendor . packaging . utils import canonicalize_name if not isinstance ( packages , Sequence ) : if not isinstance ( packages , six . string_types ) : return packages packages = [ packages ] return set ( [ canonicalize_name ( pkg ) for pkg in packages if pkg ] )
def is_open ( location = None , attr = None ) : """Returns False if the location is closed , or the OpeningHours object to show the location is currently open ."""
obj = utils . is_open ( location ) if obj is False : return False if attr is not None : return getattr ( obj , attr ) return obj
def save ( self ) : """Generate a random username before falling back to parent signup form"""
while True : username = sha1 ( str ( random . random ( ) ) . encode ( 'utf-8' ) ) . hexdigest ( ) [ : 5 ] try : get_user_model ( ) . objects . get ( username__iexact = username ) except get_user_model ( ) . DoesNotExist : break self . cleaned_data [ 'username' ] = username return super ( Sig...
def name ( cls , func ) : """Return auto generated file name ."""
cls . count = cls . count + 1 fpath = '{}_{}{}' . format ( cls . count , func . __name__ , cls . suffix ) if cls . directory : fpath = os . path . join ( cls . directory , fpath ) return fpath
def cprint ( text , color = None , on_color = None , attrs = None , ** kwargs ) : """Print colorize text . It accepts arguments of print function ."""
try : print ( ( colored ( text , color , on_color , attrs ) ) , ** kwargs ) except TypeError : # flush is not supported by py2.7 kwargs . pop ( "flush" , None ) print ( ( colored ( text , color , on_color , attrs ) ) , ** kwargs )
def set_burst ( self , freq , amplitude , period , output_state = True ) : """Sets the func generator to burst mode with external trigerring ."""
ncyc = int ( period * freq ) commands = [ 'FUNC SIN' , 'BURS:STAT ON' , 'BURS:MODE TRIG' , # external trigger 'TRIG:SOUR EXT' , 'TRIG:SLOP POS' , 'FREQ {0}' . format ( freq ) , 'VOLT {0}' . format ( amplitude ) , 'VOLT:OFFS 0' , 'BURS:NCYC {0}' . format ( ncyc ) ] if output_state is True : commands . append ( 'OUTP...
def get_multiple_data ( ) : """Get data from all the platforms listed in makerlabs ."""
# Get data from all the mapped platforms all_labs = { } all_labs [ "diybio_org" ] = diybio_org . get_labs ( format = "dict" ) all_labs [ "fablabs_io" ] = fablabs_io . get_labs ( format = "dict" ) all_labs [ "makeinitaly_foundation" ] = makeinitaly_foundation . get_labs ( format = "dict" ) all_labs [ "hackaday_io" ] = h...
def _get_satellite_tile ( self , x_tile , y_tile , z_tile ) : """Load up a single satellite image tile ."""
cache_file = "mapscache/{}.{}.{}.jpg" . format ( z_tile , x_tile , y_tile ) if cache_file not in self . _tiles : if not os . path . isfile ( cache_file ) : url = _IMAGE_URL . format ( z_tile , x_tile , y_tile , _KEY ) data = requests . get ( url ) . content with open ( cache_file , 'wb' ) as...
def split_command_line ( command_line ) : '''This splits a command line into a list of arguments . It splits arguments on spaces , but handles embedded quotes , doublequotes , and escaped characters . It ' s impossible to do this with a regular expression , so I wrote a little state machine to parse the comma...
arg_list = [ ] arg = '' # Constants to name the states we can be in . state_basic = 0 state_esc = 1 state_singlequote = 2 state_doublequote = 3 # The state when consuming whitespace between commands . state_whitespace = 4 state = state_basic for c in command_line : if state == state_basic or state == state_whitespa...
def user_recent ( self ) : '''User used recently .'''
kwd = { 'pager' : '' , 'title' : '' } self . render ( 'user/info_list/user_recent.html' , kwd = kwd , user_name = self . get_current_user ( ) , userinfo = self . userinfo )
def rpc_get_zonefile_inventory ( self , offset , length , ** con_info ) : """Get an inventory bit vector for the zonefiles in the given bit range ( i . e . offset and length are in bytes ) Returns at most 64k of inventory ( or 524288 bits ) Return { ' status ' : True , ' inv ' : . . . } on success , where ' i...
conf = get_blockstack_opts ( ) if not is_atlas_enabled ( conf ) : return { 'error' : 'Not an atlas node' , 'http_status' : 400 } if not check_offset ( offset ) : return { 'error' : 'invalid offset' , 'http_status' : 400 } if not check_count ( length , 524288 ) : return { 'error' : 'invalid length' , 'http_s...
def path ( self ) : '''return relative path of tile image'''
( x , y ) = self . tile return os . path . join ( '%u' % self . zoom , '%u' % y , '%u.img' % x )
def r2_score ( y_true , y_pred ) : """R2 for Bayesian regression models . Only valid for linear models . Parameters y _ true : : array - like of shape = ( n _ samples ) or ( n _ samples , n _ outputs ) Ground truth ( correct ) target values . y _ pred : array - like of shape = ( n _ samples ) or ( n _ sampl...
if y_pred . ndim == 1 : var_y_est = np . var ( y_pred ) var_e = np . var ( y_true - y_pred ) else : var_y_est = np . var ( y_pred . mean ( 0 ) ) var_e = np . var ( y_true - y_pred , 0 ) r_squared = var_y_est / ( var_y_est + var_e ) return pd . Series ( [ np . mean ( r_squared ) , np . std ( r_squared ) ...
def _future_completed ( future ) : """Helper for run _ in _ executor ( )"""
exc = future . exception ( ) if exc : log . debug ( "Failed to run task on executor" , exc_info = exc )
def is_safe_to_wait ( lock_expiration : BlockExpiration , reveal_timeout : BlockTimeout , block_number : BlockNumber , ) -> SuccessOrError : """True if waiting is safe , i . e . there are more than enough blocks to safely unlock on chain ."""
# reveal timeout will not ever be larger than the lock _ expiration otherwise # the expected block _ number is negative assert block_number > 0 assert reveal_timeout > 0 assert lock_expiration > reveal_timeout lock_timeout = lock_expiration - block_number # A node may wait for a new balance proof while there are reveal...
def start_output ( self ) : """Write start of checking info ."""
super ( HtmlLogger , self ) . start_output ( ) header = { "encoding" : self . get_charset_encoding ( ) , "title" : configuration . App , "body" : self . colorbackground , "link" : self . colorlink , "vlink" : self . colorlink , "alink" : self . colorlink , "url" : self . colorurl , "error" : self . colorerror , "valid"...
def pull ( directory : str ) -> Commit : """Pulls the subrepo that has been cloned into the given directory . : param directory : the directory containing the subrepo : return : the commit the subrepo is on"""
if not os . path . exists ( directory ) : raise ValueError ( f"No subrepo found in \"{directory}\"" ) try : result = run ( [ GIT_COMMAND , _GIT_SUBREPO_COMMAND , _GIT_SUBREPO_PULL_COMMAND , _GIT_SUBREPO_VERBOSE_FLAG , get_directory_relative_to_git_root ( directory ) ] , execution_directory = get_git_root_direct...
def default_type_resolver ( value : Any , info : GraphQLResolveInfo , abstract_type : GraphQLAbstractType ) -> AwaitableOrValue [ Optional [ Union [ GraphQLObjectType , str ] ] ] : """Default type resolver function . If a resolve _ type function is not given , then a default resolve behavior is used which attem...
# First , look for ` _ _ typename ` . type_name = ( value . get ( "__typename" ) if isinstance ( value , dict ) # need to de - mangle the attribute assumed to be " private " in Python else getattr ( value , f"_{value.__class__.__name__}__typename" , None ) ) if isinstance ( type_name , str ) : return type_name # Ot...
def CleanName ( name ) : """Perform generic name cleaning ."""
name = re . sub ( '[^_A-Za-z0-9]' , '_' , name ) if name [ 0 ] . isdigit ( ) : name = '_%s' % name while keyword . iskeyword ( name ) : name = '%s_' % name # If we end up with _ _ as a prefix , we ' ll run afoul of python # field renaming , so we manually correct for it . if name . startswith ( '__' ) : nam...
def reparentClassLike ( self ) : '''Helper method for : func : ` ~ exhale . graph . ExhaleRoot . reparentAll ` . Iterates over the ` ` self . class _ like ` ` list and adds each object as a child to a namespace if the class , or struct is a member of that namespace . Many classes / structs will be reparented ...
removals = [ ] for cl in self . class_like : parts = cl . name . split ( "::" ) if len ( parts ) > 1 : parent_name = "::" . join ( parts [ : - 1 ] ) for parent_cl in self . class_like : if parent_cl . name == parent_name : parent_cl . children . append ( cl ) ...
def plot_shapes ( df_shapes , shape_i_columns , axis = None , autoxlim = True , autoylim = True , ** kwargs ) : '''Plot shapes from table / data - frame where each row corresponds to a vertex of a shape . Shape vertices are grouped by ` shape _ i _ columns ` . For example , consider the following dataframe : ...
if axis is None : fig , axis = plt . subplots ( ) props = itertools . cycle ( mpl . rcParams [ 'axes.prop_cycle' ] ) color = kwargs . pop ( 'fc' , None ) # Cycle through default colors to set face color , unless face color was set # explicitly . patches = [ Polygon ( df_shape_i [ [ 'x' , 'y' ] ] . values , fc = pro...
def __sender ( self ) : """Send - loop ."""
# If we ' re ignoring the quit , the connections will have to be closed # by the server . while ( self . __ignore_quit is True or self . __nice_quit_ev . is_set ( ) is False ) and self . __force_quit_ev . is_set ( ) is False : # TODO ( dustin ) : The quit - signals aren ' t being properly set after a producer # stop . ...
def setupuv ( rc ) : """Horn Schunck legacy OpenCV function requires we use these old - fashioned cv matrices , not numpy array"""
if cv is not None : ( r , c ) = rc u = cv . CreateMat ( r , c , cv . CV_32FC1 ) v = cv . CreateMat ( r , c , cv . CV_32FC1 ) return ( u , v ) else : return [ None ] * 2
def specify_data_set ( self , x_input , y_input , sort_data = False ) : """Fully define data by lists of x values and y values . This will sort them by increasing x but remember how to unsort them for providing results . Parameters x _ input : iterable list of floats that represent x y _ input : iterable ...
if sort_data : xy = sorted ( zip ( x_input , y_input ) ) x , y = zip ( * xy ) x_input_list = list ( x_input ) self . _original_index_of_xvalue = [ x_input_list . index ( xi ) for xi in x ] if len ( set ( self . _original_index_of_xvalue ) ) != len ( x ) : raise RuntimeError ( 'There are some...
def get_slope_and_intercept_from_pdcm ( dcmdata ) : """Get scale and intercept from pydicom file object . : param dcmdata : : return :"""
if hasattr ( dcmdata , "RescaleSlope" ) and hasattr ( dcmdata , "RescaleIntercept" ) : rescale_slope = dcmdata . RescaleSlope rescale_intercept = dcmdata . RescaleIntercept slope , inter = get_slope_and_intercept_from_strings ( rescale_slope , rescale_intercept ) else : slope = 1 inter = 0 return sl...
def group_multiecho ( bold_sess ) : """Multiplexes multi - echo EPIs into arrays . Dual - echo is a special case of multi - echo , which is treated as single - echo data . > > > bold _ sess = [ " sub - 01 _ task - rest _ echo - 1 _ run - 01 _ bold . nii . gz " , . . . " sub - 01 _ task - rest _ echo - 2 _ run...
from itertools import groupby def _grp_echos ( x ) : if '_echo-' not in x : return x echo = re . search ( "_echo-\\d*" , x ) . group ( 0 ) return x . replace ( echo , "_echo-?" ) ses_uids = [ ] for _ , bold in groupby ( bold_sess , key = _grp_echos ) : bold = list ( bold ) # If single - or d...
def filtered ( self , efilter ) : '''Applies a filter to the search'''
if not self . params : self . params = { 'filter' : efilter } return self if not self . params . has_key ( 'filter' ) : self . params [ 'filter' ] = efilter return self self . params [ 'filter' ] . update ( efilter ) return self
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 : QueueContext for this QueueInstance : rtype : twilio . rest . api . v2010 . account . queue . QueueContext"""
if self . _context is None : self . _context = QueueContext ( self . _version , account_sid = self . _solution [ 'account_sid' ] , sid = self . _solution [ 'sid' ] , ) return self . _context
def _get_baseline_from_tag ( config , tag ) : '''Returns the last created baseline snapshot marked with ` tag `'''
last_snapshot = None for snapshot in __salt__ [ 'snapper.list_snapshots' ] ( config ) : if tag == snapshot [ 'userdata' ] . get ( "baseline_tag" ) : if not last_snapshot or last_snapshot [ 'timestamp' ] < snapshot [ 'timestamp' ] : last_snapshot = snapshot return last_snapshot
def df ( unit = 'GB' ) : '''A wrapper for the df shell command .'''
details = { } headers = [ 'Filesystem' , 'Type' , 'Size' , 'Used' , 'Available' , 'Capacity' , 'MountedOn' ] n = len ( headers ) unit = df_conversions [ unit ] p = subprocess . Popen ( args = [ 'df' , '-TP' ] , stdout = subprocess . PIPE ) # - P prevents line wrapping on long filesystem names stdout , stderr = p . comm...
def _mount_overlay ( self , identifier ) : """OverlayFS mount backend ."""
cid = self . _identifier_as_cid ( identifier ) cinfo = self . client . inspect_container ( cid ) ld , ud , wd = '' , '' , '' try : ld = cinfo [ 'GraphDriver' ] [ 'Data' ] [ 'lowerDir' ] ud = cinfo [ 'GraphDriver' ] [ 'Data' ] [ 'upperDir' ] wd = cinfo [ 'GraphDriver' ] [ 'Data' ] [ 'workDir' ] except : ...
def makeinit ( mod_dpath , exclude_modnames = [ ] , use_star = False ) : r"""Args : mod _ dpath ( str ) : exclude _ modnames ( list ) : ( Defaults to [ ] ) use _ star ( bool ) : ( Defaults to False ) Returns : str : init _ codeblock CommandLine : python - m utool . util _ autogen makeinit - - modname ...
from utool . _internal import util_importer import utool as ut module_name = ut . get_modname_from_modpath ( mod_dpath ) IMPORT_TUPLES = util_importer . make_import_tuples ( mod_dpath , exclude_modnames = exclude_modnames ) initstr = util_importer . make_initstr ( module_name , IMPORT_TUPLES ) regen_command = 'cd %s\n'...
def _pop_letters ( char_list ) : """Pop consecutive letters from the front of a list and return them Pops any and all consecutive letters from the start of the provided character list and returns them as a list of characters . Operates on ( and possibly alters ) the passed list : param list char _ list : a ...
logger . debug ( '_pop_letters(%s)' , char_list ) letters = [ ] while len ( char_list ) != 0 and char_list [ 0 ] . isalpha ( ) : letters . append ( char_list . pop ( 0 ) ) logger . debug ( 'got letters: %s' , letters ) logger . debug ( 'updated char list: %s' , char_list ) return letters
def compute_time_at_sun_angle ( day , latitude , angle ) : """Compute the floating point time difference between mid - day and an angle . All the prayers are defined as certain angles from mid - day ( Zuhr ) . This formula is taken from praytimes . org / calculation : param day : The day to which to compute f...
positive_angle_rad = radians ( abs ( angle ) ) angle_sign = abs ( angle ) / angle latitude_rad = radians ( latitude ) declination = radians ( sun_declination ( day ) ) numerator = - sin ( positive_angle_rad ) - sin ( latitude_rad ) * sin ( declination ) denominator = cos ( latitude_rad ) * cos ( declination ) time_diff...
def start ( cls , callback , provider = 'gps' , min_time = 1000 , min_distance = 0 ) : """Convenience method that checks and requests permission if necessary and if successful calls the callback with a populated ` Location ` instance on updates . Note you must have the permissions in your manifest or requests...
app = AndroidApplication . instance ( ) f = app . create_future ( ) def on_success ( lm ) : # : When we have finally have permission lm . onLocationChanged . connect ( callback ) # : Save a reference to our listener # : because we may want to stop updates listener = LocationManager . LocationListener ( ...
def version ( ) : """Wrapper for opj _ version library routine ."""
OPENJPEG . opj_version . restype = ctypes . c_char_p library_version = OPENJPEG . opj_version ( ) if sys . hexversion >= 0x03000000 : return library_version . decode ( 'utf-8' ) else : return library_version
def _needs_ref_WCS ( reglist ) : """Check if the region list contains shapes in image - like coordinates"""
from pyregion . wcs_helper import image_like_coordformats for r in reglist : if r . coord_format in image_like_coordformats : return True return False
def shot_save ( self , ) : """Save the current shot : returns : None : rtype : None : raises : None"""
if not self . cur_shot : return desc = self . shot_desc_pte . toPlainText ( ) start = self . shot_start_sb . value ( ) end = self . shot_end_sb . value ( ) handle = self . shot_handle_sb . value ( ) self . cur_shot . description = desc self . cur_shot . startframe = start self . cur_shot . endframe = end self . cur...
def set_logger_dir ( dirname , action = None ) : """Set the directory for global logging . Args : dirname ( str ) : log directory action ( str ) : an action of [ " k " , " d " , " q " ] to be performed when the directory exists . Will ask user by default . " d " : delete the directory . Note that the dele...
global LOG_DIR , _FILE_HANDLER if _FILE_HANDLER : # unload and close the old file handler , so that we may safely delete the logger directory _logger . removeHandler ( _FILE_HANDLER ) del _FILE_HANDLER def dir_nonempty ( dirname ) : # If directory exists and nonempty ( ignore hidden files ) , prompt for action ...
def to_volume ( self ) : """Return a 3D volume of the data"""
if hasattr ( self . header . definitions , "Lattice" ) : X , Y , Z = self . header . definitions . Lattice else : raise ValueError ( "Unable to determine data size" ) volume = self . decoded_data . reshape ( Z , Y , X ) return volume
def _read_object ( self , path ) : '''read in object from file at ` path `'''
if not os . path . exists ( path ) : return None if os . path . isdir ( path ) : raise RuntimeError ( '%s is a directory, not a file.' % path ) with open ( path ) as f : file_contents = f . read ( ) return file_contents
def dumps ( data , ac_parser = None , ** options ) : """Return string representation of ' data ' in forced type format . : param data : Config data object to dump : param ac _ parser : Forced parser type or ID or parser object : param options : see : func : ` dump ` : return : Backend - specific string repr...
psr = find ( None , forced_type = ac_parser ) return psr . dumps ( data , ** options )
def agent_service_maintenance ( consul_url = None , token = None , serviceid = None , ** kwargs ) : '''Used to place a service into maintenance mode . : param consul _ url : The Consul server URL . : param serviceid : A name of the service . : param enable : Whether the service should be enabled or disabled ....
ret = { } query_params = { } if not consul_url : consul_url = _get_config ( ) if not consul_url : log . error ( 'No Consul URL found.' ) ret [ 'message' ] = 'No Consul URL found.' ret [ 'res' ] = False return ret if not serviceid : raise SaltInvocationError ( 'Required argume...
def get_instance ( self , payload ) : """Build an instance of StyleSheetInstance : param dict payload : Payload response from the API : returns : twilio . rest . autopilot . v1 . assistant . style _ sheet . StyleSheetInstance : rtype : twilio . rest . autopilot . v1 . assistant . style _ sheet . StyleSheetIns...
return StyleSheetInstance ( self . _version , payload , assistant_sid = self . _solution [ 'assistant_sid' ] , )
def write ( self , attr_name , prefix = None ) : '''Write attribute ' s value to a file . : param str attr _ name : Attribute ' s name to be logged : param str prefix : Optional . Attribute ' s name that is prefixed to logging message , defaults to ` ` None ` ` . : returns : message written to file : ...
if self . _folder is None : return separator = "\t" attr = getattr ( self . obj , attr_name ) if hasattr ( attr , '__iter__' ) : msg = separator . join ( [ str ( e ) for e in attr ] ) else : msg = str ( attr ) if prefix is not None : msg = "{}\t{}" . format ( getattr ( self . obj , prefix ) , msg ) path...
def write_extra_resources ( self , compile_context ) : """Override write _ extra _ resources to produce plugin and annotation processor files ."""
target = compile_context . target if isinstance ( target , ScalacPlugin ) : self . _write_scalac_plugin_info ( compile_context . classes_dir . path , target ) elif isinstance ( target , JavacPlugin ) : self . _write_javac_plugin_info ( compile_context . classes_dir . path , target ) elif isinstance ( target , A...
def second_phase ( invec , indices , N1 , N2 ) : """This is the second phase of the FFT decomposition that actually performs the pruning . It is an explicit calculation for the subset of points . Note that there seem to be some numerical accumulation issues at various values of N1 and N2. Parameters invec...
invec = numpy . array ( invec . data , copy = False ) NI = len ( indices ) # pylint : disable = unused - variable N1 = int ( N1 ) N2 = int ( N2 ) out = numpy . zeros ( len ( indices ) , dtype = numpy . complex64 ) code = """ float pi = 3.14159265359; for(int i=0; i<NI; i++){ std::complex<dou...
def set_params ( self , ** params ) : """Set the parameters of this estimator . Returns self"""
valid_params = self . get_params ( ) for key , value in params . items ( ) : if key not in valid_params : raise ValueError ( "Invalid parameter %s for estimator %s. " "Check the list of available parameters " "with `estimator.get_params().keys()`." % ( key , self . __class__ . __name__ ) ) setattr ( sel...
def _fontsize ( self , key , label = 'fontsize' , common = True ) : """Converts integer fontsizes to a string specifying fontsize in pt ."""
size = super ( BokehPlot , self ) . _fontsize ( key , label , common ) return { k : v if isinstance ( v , basestring ) else '%spt' % v for k , v in size . items ( ) }
def sync_remote_to_local ( force = "no" ) : """Replace your remote db with your local Example : sync _ remote _ to _ local : force = yes"""
assert "local_wp_dir" in env , "Missing local_wp_dir in env" if force != "yes" : message = "This will replace your local database with your " "remote, are you sure [y/n]" answer = prompt ( message , "y" ) if answer != "y" : logger . info ( "Sync stopped" ) return init_tasks ( ) # Bootstrap f...
def mock ( self , tst_name , tst_type ) : """Mock appearance / disappearance to force changes in interface , via setting local cache . : param tst _ name : : param tst _ type : : return :"""
print ( " -> Mock {tst_name} appear" . format ( ** locals ( ) ) ) # Service appears self . available [ tst_name ] = tst_type yield # Service disappear self . available . pop ( tst_name ) print ( " -> Mock {tst_name} disappear" . format ( ** locals ( ) ) )
def total_msg_sent ( self ) : """Returns total number of UPDATE , NOTIFICATION and ROUTE _ REFRESH message sent to this peer ."""
return ( self . get_count ( PeerCounterNames . SENT_REFRESH ) + self . get_count ( PeerCounterNames . SENT_UPDATES ) )
def set_word_at_rva ( self , rva , word ) : """Set the word value at the file offset corresponding to the given RVA ."""
return self . set_bytes_at_rva ( rva , self . get_data_from_word ( word ) )
def _extract_traceback ( start ) : """SNAGGED FROM traceback . py RETURN list OF dicts DESCRIBING THE STACK TRACE"""
tb = sys . exc_info ( ) [ 2 ] for i in range ( start ) : tb = tb . tb_next return _parse_traceback ( tb )
def run ( self , service_id , ** kwargs ) : """Retrieve a status from remote service . Set the up / down state and log ."""
log = self . get_logger ( ** kwargs ) log . info ( "Loading Service for healthcheck" ) try : service = Service . objects . get ( id = service_id ) log . info ( "Getting health for <%s>" % ( service . name ) ) status = self . get_health ( service . url , service . token ) try : result = status . ...
def calc_results ( request , calc_id ) : """Get a summarized list of calculation results for a given ` ` calc _ id ` ` . Result is a JSON array of objects containing the following attributes : * id * name * type ( hazard _ curve , hazard _ map , etc . ) * url ( the exact url where the full result can be a...
# If the specified calculation doesn ' t exist OR is not yet complete , # throw back a 404. try : info = logs . dbcmd ( 'calc_info' , calc_id ) if not utils . user_has_permission ( request , info [ 'user_name' ] ) : return HttpResponseForbidden ( ) except dbapi . NotFound : return HttpResponseNotFou...
def sin_3 ( a = 1 ) : r"""Fourier sine transform pair sin _ 3 ( [ Ande75 ] _ ) ."""
def lhs ( x ) : return x / ( a ** 2 + x ** 2 ) def rhs ( b ) : return np . pi * np . exp ( - a * b ) / 2 return Ghosh ( 'sin' , lhs , rhs )
def parse ( self , line , namespace = None ) : """Parses a line into a dictionary of arguments , expanding meta - variables from a namespace ."""
try : if namespace is None : ipy = IPython . get_ipython ( ) namespace = ipy . user_ns args = CommandParser . create_args ( line , namespace ) return self . parse_args ( args ) except Exception as e : print ( str ( e ) ) return None
def get_proficiency_admin_session ( self , proxy ) : """Gets the ` ` OsidSession ` ` associated with the proficiency administration service . : param proxy : a proxy : type proxy : ` ` osid . proxy . Proxy ` ` : return : a ` ` ProficiencyAdminSession ` ` : rtype : ` ` osid . learning . ProficiencyAdminSessi...
if not self . supports_proficiency_admin ( ) : raise Unimplemented ( ) try : from . import sessions except ImportError : raise OperationFailed ( ) proxy = self . _convert_proxy ( proxy ) try : session = sessions . ProficiencyAdminSession ( proxy = proxy , runtime = self . _runtime ) except AttributeErro...
def insert ( self , index , column , default_value = '' , values = None , compute_value_func = None , compute_key = None ) : """This will insert a new column at index and then set the value unless compute _ value is provided : param index : int index of where to insert the column : param column : str of the n...
for row in self . table : value = values . pop ( 0 ) if values else default_value if compute_value_func is not None : value = compute_value_func ( row if compute_key is None else row [ compute_key ] ) if index is None : row . append ( value ) else : row . insert ( index , value )...
def from_attrs ( cls , desired_attrs = None , except_attrs = None , critical_attrs = None ) : """Get a generator of mechanisms supporting the specified attributes . See RFC 5587 ' s : func : ` indicate _ mechs _ by _ attrs ` for more information . Args : desired _ attrs ( [ OID ] ) : Desired attributes exce...
if isinstance ( desired_attrs , roids . OID ) : desired_attrs = set ( [ desired_attrs ] ) if isinstance ( except_attrs , roids . OID ) : except_attrs = set ( [ except_attrs ] ) if isinstance ( critical_attrs , roids . OID ) : critical_attrs = set ( [ critical_attrs ] ) if rfc5587 is None : raise NotImpl...