kejian/codesearchnet-python-rebalanced · Datasets at Hugging Face

text stringlengths 75 104k	code_tokens list	avg_line_len float64 7.91 980	score float64 0 0.18
def create_debit(): """ Create a new debit, sending tokens out of your User's account. --- parameters: - name: debit in: body description: The debit you would like to create. required: true schema: $ref: '#/definitions/Debit' responses: '200': ...	[ "def", "create_debit", "(", ")", ":", "currency", "=", "request", ".", "jws_payload", "[", "'data'", "]", ".", "get", "(", "'currency'", ")", "amount", "=", "Amount", "(", "\"%s %s\"", "%", "(", "request", ".", "jws_payload", "[", "'data'", "]", ".", "...	33.176471	0.001148
def drop_slot(self, slot=None, drop_stack=False): """ Drop one or all items of the slot. Does not wait for confirmation from the server. If you want that, use a ``Task`` and ``yield inventory.async.drop_slot()`` instead. If ``slot`` is None, drops the ``cursor_slot`` or, if tha...	[ "def", "drop_slot", "(", "self", ",", "slot", "=", "None", ",", "drop_stack", "=", "False", ")", ":", "if", "slot", "is", "None", ":", "if", "self", ".", "cursor_slot", ".", "is_empty", ":", "slot", "=", "self", ".", "active_slot", "else", ":", "slot...	38.607143	0.001805
def import_spydercustomize(): """Import our customizations into the kernel.""" here = osp.dirname(__file__) parent = osp.dirname(here) customize_dir = osp.join(parent, 'customize') # Remove current directory from sys.path to prevent kernel # crashes when people name Python files or modules with...	[ "def", "import_spydercustomize", "(", ")", ":", "here", "=", "osp", ".", "dirname", "(", "__file__", ")", "parent", "=", "osp", ".", "dirname", "(", "here", ")", "customize_dir", "=", "osp", ".", "join", "(", "parent", ",", "'customize'", ")", "# Remove ...	30.045455	0.001466
def post_processor_population_displacement_function( hazard=None, classification=None, hazard_class=None, population=None): """Private function used in the displacement postprocessor. :param hazard: The hazard to use. :type hazard: str :param classification: The hazard classification to use. ...	[ "def", "post_processor_population_displacement_function", "(", "hazard", "=", "None", ",", "classification", "=", "None", ",", "hazard_class", "=", "None", ",", "population", "=", "None", ")", ":", "_", "=", "population", "# NOQA", "return", "get_displacement_rate",...	32.826087	0.001287
def zeroize_crypto_domain(self, crypto_adapter, crypto_domain_index): """ Zeroize a single crypto domain on a crypto adapter. Zeroizing a crypto domain clears the cryptographic keys and non-compliance mode settings in the crypto domain. The crypto domain must be attached to thi...	[ "def", "zeroize_crypto_domain", "(", "self", ",", "crypto_adapter", ",", "crypto_domain_index", ")", ":", "body", "=", "{", "'crypto-adapter-uri'", ":", "crypto_adapter", ".", "uri", ",", "'domain-index'", ":", "crypto_domain_index", "}", "self", ".", "manager", "...	33.179487	0.001502
def setup_for_bottle( auth, app, send_email=None, render=None, session=None, request=None, urloptions=None): import bottle auth.request = request or bottle.request if session is not None: auth.session = session if send_email: auth.send_email = send_email auth.render...	[ "def", "setup_for_bottle", "(", "auth", ",", "app", ",", "send_email", "=", "None", ",", "render", "=", "None", ",", "session", "=", "None", ",", "request", "=", "None", ",", "urloptions", "=", "None", ")", ":", "import", "bottle", "auth", ".", "reques...	33.388889	0.000808
def ranseed(seed=None): """ Seed random number generators with tuple ``seed``. Argument ``seed`` is an integer or a :class:`tuple` of integers that is used to seed the random number generators used by :mod:`numpy` and :mod:`random` (and therefore by :mod:`gvar`). Reusing the same ``seed`` resul...	[ "def", "ranseed", "(", "seed", "=", "None", ")", ":", "if", "seed", "is", "None", ":", "seed", "=", "numpy", ".", "random", ".", "randint", "(", "1", ",", "int", "(", "2e9", ")", ",", "size", "=", "3", ")", "try", ":", "seed", "=", "tuple", "...	34.344828	0.000977
def ffmpeg_version(): """Returns the available ffmpeg version Returns ---------- version : str version number as string """ cmd = [ 'ffmpeg', '-version' ] output = sp.check_output(cmd) aac_codecs = [ x for x in output.splitlines() if "ffmpeg...	[ "def", "ffmpeg_version", "(", ")", ":", "cmd", "=", "[", "'ffmpeg'", ",", "'-version'", "]", "output", "=", "sp", ".", "check_output", "(", "cmd", ")", "aac_codecs", "=", "[", "x", "for", "x", "in", "output", ".", "splitlines", "(", ")", "if", "\"ffm...	20.44	0.001869
def _download_libraries(self, libname): """ download enrichr libraries.""" self._logger.info("Downloading and generating Enrichr library gene sets......") s = retry(5) # queery string ENRICHR_URL = 'http://amp.pharm.mssm.edu/Enrichr/geneSetLibrary' query_string = '?mode=t...	[ "def", "_download_libraries", "(", "self", ",", "libname", ")", ":", "self", ".", "_logger", ".", "info", "(", "\"Downloading and generating Enrichr library gene sets......\"", ")", "s", "=", "retry", "(", "5", ")", "# queery string", "ENRICHR_URL", "=", "'http://am...	44.5	0.00846
def deseq2_size_factors(counts, meta, design): """ Get size factors for counts using DESeq2. Parameters ---------- counts : pandas.DataFrame Counts to pass to DESeq2. meta : pandas.DataFrame Pandas dataframe whose index matches the columns of counts. This is passed to D...	[ "def", "deseq2_size_factors", "(", "counts", ",", "meta", ",", "design", ")", ":", "import", "rpy2", ".", "robjects", "as", "r", "from", "rpy2", ".", "robjects", "import", "pandas2ri", "pandas2ri", ".", "activate", "(", ")", "r", ".", "r", "(", "'suppres...	31.135135	0.000842
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 l...	[ "def", "_pop_letters", "(", "char_list", ")", ":", "logger", ".", "debug", "(", "'_pop_letters(%s)'", ",", "char_list", ")", "letters", "=", "[", "]", "while", "len", "(", "char_list", ")", "!=", "0", "and", "char_list", "[", "0", "]", ".", "isalpha", ...	36.666667	0.001477
def update_pool(self, pool, body=None): """Updates a load balancer pool.""" return self.put(self.pool_path % (pool), body=body)	[ "def", "update_pool", "(", "self", ",", "pool", ",", "body", "=", "None", ")", ":", "return", "self", ".", "put", "(", "self", ".", "pool_path", "%", "(", "pool", ")", ",", "body", "=", "body", ")" ]	47	0.013986
def step(self): """Perform a single step of the morphological Chan-Vese evolution.""" # Assign attributes to local variables for convenience. u = self._u if u is None: raise ValueError("the levelset function is not set " "(use set_levelse...	[ "def", "step", "(", "self", ")", ":", "# Assign attributes to local variables for convenience.", "u", "=", "self", ".", "_u", "if", "u", "is", "None", ":", "raise", "ValueError", "(", "\"the levelset function is not set \"", "\"(use set_levelset)\"", ")", "data", "=",...	31.242424	0.009407
def render(raw_config, environment=None): """Renders a config, using it as a template with the environment. Args: raw_config (str): the raw stacker configuration string. environment (dict, optional): any environment values that should be passed to the config Returns: st...	[ "def", "render", "(", "raw_config", ",", "environment", "=", "None", ")", ":", "t", "=", "Template", "(", "raw_config", ")", "buff", "=", "StringIO", "(", ")", "if", "not", "environment", ":", "environment", "=", "{", "}", "try", ":", "substituted", "=...	29.1875	0.001036
def archive(cwd, output, rev='tip', fmt=None, prefix=None, user=None): ''' Export a tarball from the repository cwd The path to the Mercurial repository output The path to the archive tarball rev: tip The revision to create an archive from fmt: None Format of ...	[ "def", "archive", "(", "cwd", ",", "output", ",", "rev", "=", "'tip'", ",", "fmt", "=", "None", ",", "prefix", "=", "None", ",", "user", "=", "None", ")", ":", "cmd", "=", "[", "'hg'", ",", "'archive'", ",", "'{0}'", ".", "format", "(", "output",...	24.826087	0.000842
def scatter2d(data, **kwargs): """Create a 2D scatter plot Builds upon `matplotlib.pyplot.scatter` with nice defaults and handles categorical colors / legends better. Parameters ---------- data : array-like, shape=[n_samples, n_features] Input data. Only the first two components will b...	[ "def", "scatter2d", "(", "data", ",", "", "", "kwargs", ")", ":", "warnings", ".", "warn", "(", "\"`phate.plot.scatter2d` is deprecated. \"", "\"Use `scprep.plot.scatter2d` instead.\"", ",", "FutureWarning", ")", "data", "=", "_get_plot_data", "(", "data", ",", "n...	47.087302	0.00033
def get_consensus(block): """Calculate a simple consensus sequence for the block.""" from collections import Counter # Take aligned (non-insert) chars from all rows; transpose columns = zip(*[[c for c in row['seq'] if not c.islower()] for row in block['sequences']]) cons_chars =...	[ "def", "get_consensus", "(", "block", ")", ":", "from", "collections", "import", "Counter", "# Take aligned (non-insert) chars from all rows; transpose", "columns", "=", "zip", "(", "*", "[", "[", "c", "for", "c", "in", "row", "[", "'seq'", "]", "if", "not", "...	33.44	0.001163
def get_modname_from_modpath(module_fpath): """ returns importable name from file path get_modname_from_modpath Args: module_fpath (str): module filepath Returns: str: modname Example: >>> # ENABLE_DOCTEST >>> from utool.util_path import * # NOQA >>> ...	[ "def", "get_modname_from_modpath", "(", "module_fpath", ")", ":", "modsubdir_list", "=", "get_module_subdir_list", "(", "module_fpath", ")", "modname", "=", "'.'", ".", "join", "(", "modsubdir_list", ")", "modname", "=", "modname", ".", "replace", "(", "'.__init__...	27.333333	0.001309
def _run_yum_command(cmd, fatal=False): """Run an YUM command. Checks the output and retry if the fatal flag is set to True. :param: cmd: str: The yum command to run. :param: fatal: bool: Whether the command's output should be checked and retried. """ env = os.environ.copy() if fa...	[ "def", "_run_yum_command", "(", "cmd", ",", "fatal", "=", "False", ")", ":", "env", "=", "os", ".", "environ", ".", "copy", "(", ")", "if", "fatal", ":", "retry_count", "=", "0", "result", "=", "None", "# If the command is considered \"fatal\", we need to retr...	32.4375	0.000935
def enter_node(self, ir_node): """ Enter the given element; keeps track of `cdata`; subclasses may extend by overriding """ this_is_cdata = (isinstance(ir_node, Element) and ir_node.name in self.cdata_elements) self.state['is_cdata'] = bool(self.s...	[ "def", "enter_node", "(", "self", ",", "ir_node", ")", ":", "this_is_cdata", "=", "(", "isinstance", "(", "ir_node", ",", "Element", ")", "and", "ir_node", ".", "name", "in", "self", ".", "cdata_elements", ")", "self", ".", "state", "[", "'is_cdata'", "]...	43.875	0.00838
def merge_opt_params(self, method, kargs): '''Combine existing parameters with extra options supplied from command line options. Carefully merge special type of parameter if needed. ''' for key in self.legal_params[method]: if not hasattr(self.opt, key) or getattr(self.opt, key) is None: ...	[ "def", "merge_opt_params", "(", "self", ",", "method", ",", "kargs", ")", ":", "for", "key", "in", "self", ".", "legal_params", "[", "method", "]", ":", "if", "not", "hasattr", "(", "self", ".", "opt", ",", "key", ")", "or", "getattr", "(", "self", ...	37.588235	0.00916
def alias_tags(tags_list, alias_map): """ update tags to new values Args: tags_list (list): alias_map (list): list of 2-tuples with regex, value Returns: list: updated tags CommandLine: python -m utool.util_tags alias_tags --show Example: >>> # DISABLE...	[ "def", "alias_tags", "(", "tags_list", ",", "alias_map", ")", ":", "def", "_alias_dict", "(", "tags", ")", ":", "tags_", "=", "[", "alias_map", ".", "get", "(", "t", ",", "t", ")", "for", "t", "in", "tags", "]", "return", "list", "(", "set", "(", ...	28.214286	0.001224
def recipe_tree(self, kitchen, recipe): """ gets the status of a recipe :param self: DKCloudAPI :param kitchen: string :param recipe: string :rtype: dict """ rc = DKReturnCode() if kitchen is None or isinstance(kitchen, basestring) is False: ...	[ "def", "recipe_tree", "(", "self", ",", "kitchen", ",", "recipe", ")", ":", "rc", "=", "DKReturnCode", "(", ")", "if", "kitchen", "is", "None", "or", "isinstance", "(", "kitchen", ",", "basestring", ")", "is", "False", ":", "rc", ".", "set", "(", "rc...	39.625	0.00154
def overlay_mask(self, image, predictions): """ Adds the instances contours for each predicted object. Each label has a different color. Arguments: image (np.ndarray): an image as returned by OpenCV predictions (BoxList): the result of the computation by the mode...	[ "def", "overlay_mask", "(", "self", ",", "image", ",", "predictions", ")", ":", "masks", "=", "predictions", ".", "get_field", "(", "\"mask\"", ")", ".", "numpy", "(", ")", "labels", "=", "predictions", ".", "get_field", "(", "\"labels\"", ")", "colors", ...	35.52	0.002193
def getBestTranslation(basedir, lang=None): """ Find inside basedir the best translation available. lang, if defined, should be a list of prefered languages. It will look for file in the form: - en-US.qm - en_US.qm - en.qm """ if not lang: lang = QtCore.QLocale.system().uiL...	[ "def", "getBestTranslation", "(", "basedir", ",", "lang", "=", "None", ")", ":", "if", "not", "lang", ":", "lang", "=", "QtCore", ".", "QLocale", ".", "system", "(", ")", ".", "uiLanguages", "(", ")", "for", "l", "in", "lang", ":", "l", "=", "l", ...	23	0.009816
def make_cell(table, span, widths, heights, use_headers): """ Convert the contents of a span of the table to a grid table cell Parameters ---------- table : list of lists of str The table of rows containg strings to convert to a grid table span : list of lists of int list of [ro...	[ "def", "make_cell", "(", "table", ",", "span", ",", "widths", ",", "heights", ",", "use_headers", ")", ":", "width", "=", "get_span_char_width", "(", "span", ",", "widths", ")", "height", "=", "get_span_char_height", "(", "span", ",", "heights", ")", "text...	26.693548	0.000583
def build_journals_kb(knowledgebase): """Given the path to a knowledge base file, read in the contents of that file into a dictionary of search->replace word phrases. The search phrases are compiled into a regex pattern object. The knowledge base file should consist only of lines that take ...	[ "def", "build_journals_kb", "(", "knowledgebase", ")", ":", "# Initialise vars:", "# dictionary of search and replace phrases from KB:", "kb", "=", "{", "}", "standardised_titles", "=", "{", "}", "seek_phrases", "=", "[", "]", "# A dictionary of \"replacement terms\" (RHS) to...	44.151899	0.001122
def _ces_distance_emd(unique_C1, unique_C2): """Return the distance between two cause-effect structures. Uses the generalized EMD. """ # Get the pairwise distances between the concepts in the unpartitioned and # partitioned CESs. distances = np.array([ [concept_distance(i, j) for j in u...	[ "def", "_ces_distance_emd", "(", "unique_C1", ",", "unique_C2", ")", ":", "# Get the pairwise distances between the concepts in the unpartitioned and", "# partitioned CESs.", "distances", "=", "np", ".", "array", "(", "[", "[", "concept_distance", "(", "i", ",", "j", ")...	46.895522	0.000312
def dockerCall(args, *kwargs): """ Deprecated. Runs subprocessDockerCall() using 'subprocess.check_output()'. Provided for backwards compatibility with a previous implementation that used 'subprocess.check_call()'. This has since been supplanted and apiDockerCall() is recommended. """ l...	[ "def", "dockerCall", "(", "", "args", ",", "", "", "kwargs", ")", ":", "logger", ".", "warn", "(", "\"WARNING: dockerCall() using subprocess.check_output() \"", "\"is deprecated, please switch to apiDockerCall().\"", ")", "return", "subprocessDockerCall", "(", "", "ar...	46.636364	0.001912
def chebyshev(h1, h2): # 12 us @array, 36 us @list \w 100 bins r""" Chebyshev distance. Also Tchebychev distance, Maximum or :math:`L_{\infty}` metric; equal to Minowski distance with :math:`p=+\infty`. For the case of :math:`p=-\infty`, use `chebyshev_neg`. The Chebyshev distance between ...	[ "def", "chebyshev", "(", "h1", ",", "h2", ")", ":", "# 12 us @array, 36 us @list \\w 100 bins", "h1", ",", "h2", "=", "__prepare_histogram", "(", "h1", ",", "h2", ")", "return", "max", "(", "scipy", ".", "absolute", "(", "h1", "-", "h2", ")", ")" ]	23.615385	0.015637
def _start_loop(self, websocket, event_handler): """ We will listen for websockets events, sending a heartbeat/pong everytime we react a TimeoutError. If we don't the webserver would close the idle connection, forcing us to reconnect. """ log.debug('Starting websocket loop') while True: try: yield ...	[ "def", "_start_loop", "(", "self", ",", "websocket", ",", "event_handler", ")", ":", "log", ".", "debug", "(", "'Starting websocket loop'", ")", "while", "True", ":", "try", ":", "yield", "from", "asyncio", ".", "wait_for", "(", "self", ".", "_wait_for_messa...	31.705882	0.034234
def fill_in_textfield(self, field_name, value): """ Fill in the HTML input with given label (recommended), name or id with the given text. Supported input types are text, textarea, password, month, time, week, number, range, email, url, tel and color. """ date_field = find_any_field(world....	[ "def", "fill_in_textfield", "(", "self", ",", "field_name", ",", "value", ")", ":", "date_field", "=", "find_any_field", "(", "world", ".", "browser", ",", "DATE_FIELDS", ",", "field_name", ")", "if", "date_field", ":", "field", "=", "date_field", "else", ":...	27.931034	0.001193
def create_switch(apps, schema_editor): """Create the `role_based_access_control` switch if it does not already exist.""" Switch = apps.get_model('waffle', 'Switch') Switch.objects.update_or_create(name=ENTERPRISE_ROLE_BASED_ACCESS_CONTROL_SWITCH, defaults={'active': False})	[ "def", "create_switch", "(", "apps", ",", "schema_editor", ")", ":", "Switch", "=", "apps", ".", "get_model", "(", "'waffle'", ",", "'Switch'", ")", "Switch", ".", "objects", ".", "update_or_create", "(", "name", "=", "ENTERPRISE_ROLE_BASED_ACCESS_CONTROL_SWITCH",...	71	0.010453
def StartRun(self, wait_for_start_event, signal_event, wait_for_write_event): """Starts a new run for the given cron job.""" # Signal that the cron thread has started. This way the cron scheduler # will know that the task is not sitting in a threadpool queue, but is # actually executing. wait_for_st...	[ "def", "StartRun", "(", "self", ",", "wait_for_start_event", ",", "signal_event", ",", "wait_for_write_event", ")", ":", "# Signal that the cron thread has started. This way the cron scheduler", "# will know that the task is not sitting in a threadpool queue, but is", "# actually executi...	44.584615	0.008778
def post_save_update_cache(sender, instance, created, raw, **kwargs): """Update the cache when an instance is created or modified.""" if raw: return name = sender.__name__ if name in cached_model_names: delay_cache = getattr(instance, '_delay_cache', False) if not delay_cache: ...	[ "def", "post_save_update_cache", "(", "sender", ",", "instance", ",", "created", ",", "raw", ",", "", "", "kwargs", ")", ":", "if", "raw", ":", "return", "name", "=", "sender", ".", "__name__", "if", "name", "in", "cached_model_names", ":", "delay_cache"...	43.2	0.002268
def compare_names(first, second): """ Compare two names in complicated, but more error prone way. Algorithm is using vector comparison. Example: >>> compare_names("Franta Putšálek", "ing. Franta Putšálek") 100.0 >>> compare_names("F. Putšálek", "ing. Franta Putšálek") 5...	[ "def", "compare_names", "(", "first", ",", "second", ")", ":", "first", "=", "name_to_vector", "(", "first", ")", "second", "=", "name_to_vector", "(", "second", ")", "zipped", "=", "zip", "(", "first", ",", "second", ")", "if", "not", "zipped", ":", "...	23.454545	0.001241
def removeCMSPadding(str, blocksize=AES_blocksize): '''CMS padding: Remove padding with bytes containing the number of padding bytes ''' try: pad_len = ord(str[-1]) # last byte contains number of padding bytes except TypeError: pad_len = str[-1] assert pad_len <= blocksize, 'padding error' assert pad...	[ "def", "removeCMSPadding", "(", "str", ",", "blocksize", "=", "AES_blocksize", ")", ":", "try", ":", "pad_len", "=", "ord", "(", "str", "[", "-", "1", "]", ")", "# last byte contains number of padding bytes", "except", "TypeError", ":", "pad_len", "=", "str", ...	37.3	0.028796
def barrier_layer_thickness(SA, CT): """ Compute the thickness of water separating the mixed surface layer from the thermocline. A more precise definition would be the difference between mixed layer depth (MLD) calculated from temperature minus the mixed layer depth calculated using density. "...	[ "def", "barrier_layer_thickness", "(", "SA", ",", "CT", ")", ":", "import", "gsw", "sigma_theta", "=", "gsw", ".", "sigma0", "(", "SA", ",", "CT", ")", "mask", "=", "mixed_layer_depth", "(", "CT", ")", "mld", "=", "np", ".", "where", "(", "mask", ")"...	36	0.001425
def put(self, source, rel_path, metadata=None): """Puts to only the first upstream. This is to be symmetric with put_stream.""" return self.upstreams[0].put(source, rel_path, metadata)	[ "def", "put", "(", "self", ",", "source", ",", "rel_path", ",", "metadata", "=", "None", ")", ":", "return", "self", ".", "upstreams", "[", "0", "]", ".", "put", "(", "source", ",", "rel_path", ",", "metadata", ")" ]	66	0.015
def _compute_threshold(self,z=2.0): """ m._compute_threshold(z=2.0) -- For Motif objects assembled from a set of sequence, compute a self.threshold with a z-score based on the distribution of scores in among the original input...	[ "def", "_compute_threshold", "(", "self", ",", "z", "=", "2.0", ")", ":", "scoretally", "=", "[", "]", "for", "seq", "in", "self", ".", "seqs", ":", "matches", ",", "endpoints", ",", "scores", "=", "self", ".", "scan", "(", "seq", ",", "-", "100", ...	46.75	0.019231
def make_call(id_, lineno, args): """ This will return an AST node for a function call/array access. A "call" is just an ID followed by a list of arguments. E.g. a(4) - a(4) can be a function call if 'a' is a function - a(4) can be a string slice if a is a string variable: a$(4) - a(4) can be a...	[ "def", "make_call", "(", "id_", ",", "lineno", ",", "args", ")", ":", "assert", "isinstance", "(", "args", ",", "symbols", ".", "ARGLIST", ")", "entry", "=", "SYMBOL_TABLE", ".", "access_call", "(", "id_", ",", "lineno", ")", "if", "entry", "is", "None...	34.612245	0.00172
def do_command(self, words): """Parse and act upon the command in the list of strings `words`.""" self.output = '' self._do_command(words) return self.output	[ "def", "do_command", "(", "self", ",", "words", ")", ":", "self", ".", "output", "=", "''", "self", ".", "_do_command", "(", "words", ")", "return", "self", ".", "output" ]	37	0.010582
def return_hdr(self): """Return the header for further use. Returns ------- subj_id : str subject identification code start_time : datetime start time of the dataset s_freq : float sampling frequency chan_name : list of str ...	[ "def", "return_hdr", "(", "self", ")", ":", "try", ":", "self", ".", "i_annot", "=", "self", ".", "hdr", "[", "'label'", "]", ".", "index", "(", "ANNOT_NAME", ")", "except", "ValueError", ":", "self", ".", "i_annot", "=", "None", "self", ".", "smp_in...	40.196429	0.002168
def eval_mus_track( track, user_estimates, output_dir=None, mode='v4', win=1.0, hop=1.0 ): """Compute all bss_eval metrics for the musdb track and estimated signals, given by a `user_estimates` dict. Parameters ---------- track : Track musdb track object loaded using...	[ "def", "eval_mus_track", "(", "track", ",", "user_estimates", ",", "output_dir", "=", "None", ",", "mode", "=", "'v4'", ",", "win", "=", "1.0", ",", "hop", "=", "1.0", ")", ":", "audio_estimates", "=", "[", "]", "audio_reference", "=", "[", "]", "# mak...	28.0625	0.000239
def sql(self, sql, params): """Execure raw SQL.""" self.ops.append(self.migrator.sql(sql, params))	[ "def", "sql", "(", "self", ",", "sql", ",", "", "params", ")", ":", "self", ".", "ops", ".", "append", "(", "self", ".", "migrator", ".", "sql", "(", "sql", ",", "", "params", ")", ")" ]	38	0.017241
def get_posts(self, count=10, offset=0, recent=True, tag=None, user_id=None, include_draft=False): """TODO: implement cursors support, if it will be needed. But for the regular blog, it is overhead and cost savings are minimal. """ query = self._client.que...	[ "def", "get_posts", "(", "self", ",", "count", "=", "10", ",", "offset", "=", "0", ",", "recent", "=", "True", ",", "tag", "=", "None", ",", "user_id", "=", "None", ",", "include_draft", "=", "False", ")", ":", "query", "=", "self", ".", "_client",...	31.488372	0.002149
def datapoint_indices_for_tensor(self, tensor_index): """ Returns the indices for all datapoints in the given tensor. """ if tensor_index >= self._num_tensors: raise ValueError('Tensor index %d is greater than the number of tensors (%d)' %(tensor_index, self._num_tensors)) return sel...	[ "def", "datapoint_indices_for_tensor", "(", "self", ",", "tensor_index", ")", ":", "if", "tensor_index", ">=", "self", ".", "_num_tensors", ":", "raise", "ValueError", "(", "'Tensor index %d is greater than the number of tensors (%d)'", "%", "(", "tensor_index", ",", "s...	70.4	0.011236
def parse_socket_info(cls, info): """ Parse string that is formed like '[address]<:port>' and return corresponding :class:`.WIPV4ScketInfo` object :param info: string to parse :return: WIPV4ScketInfo """ info = info.split(':') if len(info) > 2: raise ValueError('Incorrect socket info specified') ad...	[ "def", "parse_socket_info", "(", "cls", ",", "info", ")", ":", "info", "=", "info", ".", "split", "(", "':'", ")", "if", "len", "(", "info", ")", ">", "2", ":", "raise", "ValueError", "(", "'Incorrect socket info specified'", ")", "address", "=", "info",...	31.5	0.030837
def import_complex_gateway_to_graph(diagram_graph, process_id, process_attributes, element): """ Adds to graph the new element that represents BPMN complex gateway. In addition to attributes inherited from Gateway type, complex gateway has additional attribute default flow (default value...	[ "def", "import_complex_gateway_to_graph", "(", "diagram_graph", ",", "process_id", ",", "process_attributes", ",", "element", ")", ":", "element_id", "=", "element", ".", "getAttribute", "(", "consts", ".", "Consts", ".", "id", ")", "BpmnDiagramGraphImport", ".", ...	66.75	0.00831
def set_freq(self, fout, freq): """ Sets new output frequency, required parameters are real current frequency at output and new required frequency. """ hsdiv_tuple = (4, 5, 6, 7, 9, 11) # possible dividers n1div_tuple = (1,) + tuple(range(2,129,2)) # fdco_min =...	[ "def", "set_freq", "(", "self", ",", "fout", ",", "freq", ")", ":", "hsdiv_tuple", "=", "(", "4", ",", "5", ",", "6", ",", "7", ",", "9", ",", "11", ")", "# possible dividers", "n1div_tuple", "=", "(", "1", ",", ")", "+", "tuple", "(", "range", ...	43.763158	0.009412
def _format_list_objects(result): """Format list of objects into a table.""" all_keys = set() for item in result: all_keys = all_keys.union(item.keys()) all_keys = sorted(all_keys) table = Table(all_keys) for item in result: values = [] for key in all_keys: ...	[ "def", "_format_list_objects", "(", "result", ")", ":", "all_keys", "=", "set", "(", ")", "for", "item", "in", "result", ":", "all_keys", "=", "all_keys", ".", "union", "(", "item", ".", "keys", "(", ")", ")", "all_keys", "=", "sorted", "(", "all_keys"...	22.157895	0.002278
def rating_score(obj, user): """ Returns the score a user has given an object """ if not user.is_authenticated() or not hasattr(obj, '_ratings_field'): return False ratings_descriptor = getattr(obj, obj._ratings_field) try: rating = ratings_descriptor.get(user=user).score ex...	[ "def", "rating_score", "(", "obj", ",", "user", ")", ":", "if", "not", "user", ".", "is_authenticated", "(", ")", "or", "not", "hasattr", "(", "obj", ",", "'_ratings_field'", ")", ":", "return", "False", "ratings_descriptor", "=", "getattr", "(", "obj", ...	27.928571	0.002475
def upload_file(self, metadata, filename, signer=None, sign_password=None, filetype='sdist', pyversion='source', keystore=None): """ Upload a release file to the index. :param metadata: A :class:`Metadata` instance defining at least a name and versio...	[ "def", "upload_file", "(", "self", ",", "metadata", ",", "filename", ",", "signer", "=", "None", ",", "sign_password", "=", "None", ",", "filetype", "=", "'sdist'", ",", "pyversion", "=", "'source'", ",", "keystore", "=", "None", ")", ":", "self", ".", ...	47.767857	0.001099
def update_rtc_as_set(self): """Syncs RT NLRIs for new and removed RTC_ASes. This method should be called when a neighbor is added or removed. """ # Compute the diffs in RTC_ASes curr_rtc_as_set = self._neighbors_conf.rtc_as_set # Always add local AS to RTC AS set ...	[ "def", "update_rtc_as_set", "(", "self", ")", ":", "# Compute the diffs in RTC_ASes", "curr_rtc_as_set", "=", "self", ".", "_neighbors_conf", ".", "rtc_as_set", "# Always add local AS to RTC AS set", "curr_rtc_as_set", ".", "add", "(", "self", ".", "_core_service", ".", ...	44.434783	0.001916
def fetch_rrlyrae_fitdata(kwargs): """Fetch data from table 3 of Sesar 2010 This table includes parameters derived from template fits to all the Sesar 2010 lightcurves. """ save_loc = _get_download_or_cache('table3.dat.gz', kwargs) dtype = [('id', 'i'), ('RA', 'f'), ('DEC', 'f'), ('rExt', ...	[ "def", "fetch_rrlyrae_fitdata", "(", "", "", "kwargs", ")", ":", "save_loc", "=", "_get_download_or_cache", "(", "'table3.dat.gz'", ",", "", "", "kwargs", ")", "dtype", "=", "[", "(", "'id'", ",", "'i'", ")", ",", "(", "'RA'", ",", "'f'", ")", ",",...	36.9375	0.00165
def pairwise(reference_intervals, reference_labels, estimated_intervals, estimated_labels, frame_size=0.1, beta=1.0): """Frame-clustering segmentation evaluation by pair-wise agreement. Examples -------- >>> (ref_intervals, ... ref_labels) = mir_eval.io.load_labeled_inter...	[ "def", "pairwise", "(", "reference_intervals", ",", "reference_labels", ",", "estimated_intervals", ",", "estimated_labels", ",", "frame_size", "=", "0.1", ",", "beta", "=", "1.0", ")", ":", "validate_structure", "(", "reference_intervals", ",", "reference_labels", ...	39.210526	0.000262
def subblocks(a, *ranges): """ This function produces a distributed array from a subset of the blocks in the `a`. The result and `a` will have the same number of dimensions. For example, subblocks(a, [0, 1], [2, 4]) will produce a DistArray whose objectids are [[a.objectids[0, 2], a....	[ "def", "subblocks", "(", "a", ",", "*", "ranges", ")", ":", "ranges", "=", "list", "(", "ranges", ")", "if", "len", "(", "ranges", ")", "!=", "a", ".", "ndim", ":", "raise", "Exception", "(", "\"sub_blocks expects to receive a number of ranges \"", "\"equal ...	50.47619	0.000463
def append(self, value): """Appends an item to the list. Similar to list.append().""" self._values.append(self._type_checker.CheckValue(value)) if not self._message_listener.dirty: self._message_listener.Modified()	[ "def", "append", "(", "self", ",", "value", ")", ":", "self", ".", "_values", ".", "append", "(", "self", ".", "_type_checker", ".", "CheckValue", "(", "value", ")", ")", "if", "not", "self", ".", "_message_listener", ".", "dirty", ":", "self", ".", ...	45.6	0.008621
def rewind(self, count): """Rewind index.""" if count > self._index: # pragma: no cover raise ValueError("Can't rewind past beginning!") self._index -= count	[ "def", "rewind", "(", "self", ",", "count", ")", ":", "if", "count", ">", "self", ".", "_index", ":", "# pragma: no cover", "raise", "ValueError", "(", "\"Can't rewind past beginning!\"", ")", "self", ".", "_index", "-=", "count" ]	27.142857	0.010204
def direction_neuron(layer_name, vec, batch=None, x=None, y=None, cossim_pow=0): """Visualize a single (x, y) position along the given direction""" def inner(T): layer = T(layer_name) shape = tf.shape(layer) x_ = shape[1] // 2 if x is None else x y_ = shape[2] // 2 if y is None else y if batch i...	[ "def", "direction_neuron", "(", "layer_name", ",", "vec", ",", "batch", "=", "None", ",", "x", "=", "None", ",", "y", "=", "None", ",", "cossim_pow", "=", "0", ")", ":", "def", "inner", "(", "T", ")", ":", "layer", "=", "T", "(", "layer_name", ")...	41.083333	0.013889
def wda(X, y, p=2, reg=1, k=10, solver=None, maxiter=100, verbose=0, P0=None): """ Wasserstein Discriminant Analysis [11]_ The function solves the following optimization problem: .. math:: P = \\text{arg}\min_P \\frac{\\sum_i W(PX^i,PX^i)}{\\sum_{i,j\\neq i} W(PX^i,PX^j)} where : - :...	[ "def", "wda", "(", "X", ",", "y", ",", "p", "=", "2", ",", "reg", "=", "1", ",", "k", "=", "10", ",", "solver", "=", "None", ",", "maxiter", "=", "100", ",", "verbose", "=", "0", ",", "P0", "=", "None", ")", ":", "# noqa", "mx", "=", "np"...	28.117021	0.000365
def source_absent(name): ''' Ensure an image source is absent on the computenode name : string source url ''' ret = {'name': name, 'changes': {}, 'result': None, 'comment': ''} if name not in __salt__['imgadm.sources'](): # source is absent ...	[ "def", "source_absent", "(", "name", ")", ":", "ret", "=", "{", "'name'", ":", "name", ",", "'changes'", ":", "{", "}", ",", "'result'", ":", "None", ",", "'comment'", ":", "''", "}", "if", "name", "not", "in", "__salt__", "[", "'imgadm.sources'", "]...	28.470588	0.001998
def run(self, data_x): """ Run the model with validation data and return costs. """ output_vars = self.compute(*data_x) return self._extract_costs(output_vars)	[ "def", "run", "(", "self", ",", "data_x", ")", ":", "output_vars", "=", "self", ".", "compute", "(", "*", "data_x", ")", "return", "self", ".", "_extract_costs", "(", "output_vars", ")" ]	32.333333	0.01005
def delete_keys(self, fingerprints, secret=False, subkeys=False): """Delete a key, or list of keys, from the current keyring. The keys must be referred to by their full fingerprints for GnuPG to delete them. If ``secret=True``, the corresponding secret keyring will be deleted from :obj:...	[ "def", "delete_keys", "(", "self", ",", "fingerprints", ",", "secret", "=", "False", ",", "subkeys", "=", "False", ")", ":", "which", "=", "'keys'", "if", "secret", ":", "which", "=", "'secret-keys'", "if", "subkeys", ":", "which", "=", "'secret-and-public...	40.742857	0.002055
def get_instance(cls, device): """ This is only a slot to store and get already initialized poco instance rather than initializing again. You can simply pass the ``current device instance`` provided by ``airtest`` to get the AndroidUiautomationPoco instance. If no such AndroidUiautomatio...	[ "def", "get_instance", "(", "cls", ",", "device", ")", ":", "if", "cls", ".", "_nuis", ".", "get", "(", "device", ")", "is", "None", ":", "cls", ".", "_nuis", "[", "device", "]", "=", "AndroidUiautomationPoco", "(", "device", ")", "return", "cls", "....	42	0.010189
def overlay_gateway_name(self, **kwargs): """Configure Name of Overlay Gateway on vdx switches Args: gw_name: Name of Overlay Gateway get (bool): Get config instead of editing config. (True, False) delete (bool): True, delete the overlay gateway config. ...	[ "def", "overlay_gateway_name", "(", "self", ",", "", "", "kwargs", ")", ":", "callback", "=", "kwargs", ".", "pop", "(", "'callback'", ",", "self", ".", "_callback", ")", "get_config", "=", "kwargs", ".", "pop", "(", "'get'", ",", "False", ")", "if",...	40.1	0.000974
def get_annotation_entries_by_names(self, url: str, names: Iterable[str]) -> List[NamespaceEntry]: """Get annotation entries by URL and names. :param url: The url of the annotation source :param names: The names of the annotation entries from the given url's document """ annotat...	[ "def", "get_annotation_entries_by_names", "(", "self", ",", "url", ":", "str", ",", "names", ":", "Iterable", "[", "str", "]", ")", "->", "List", "[", "NamespaceEntry", "]", ":", "annotation_filter", "=", "and_", "(", "Namespace", ".", "url", "==", "url", ...	60.25	0.01227
def location_autosuggest(self, **params): """ Location Autosuggest Services Doc URLs: http://business.skyscanner.net/portal/en-GB/ Documentation/Autosuggest http://business.skyscanner.net/portal/en-GB/ Documentation/CarHireAutoSuggest ...	[ "def", "location_autosuggest", "(", "self", ",", "", "", "params", ")", ":", "service_url", "=", "\"{url}/{params_path}\"", ".", "format", "(", "url", "=", "self", ".", "LOCATION_AUTOSUGGEST_URL", ",", "params_path", "=", "self", ".", "_construct_params", "(",...	33.451613	0.001874
def compute_theta(self): """Compute theta parameter using Kendall's tau. On Clayton copula this is :math:`τ = θ/(θ + 2) \\implies θ = 2τ/(1-τ)` with :math:`θ ∈ (0, ∞)`. On the corner case of :math:`τ = 1`, a big enough number is returned instead of infinity. """ if self...	[ "def", "compute_theta", "(", "self", ")", ":", "if", "self", ".", "tau", "==", "1", ":", "theta", "=", "10000", "else", ":", "theta", "=", "2", "*", "self", ".", "tau", "/", "(", "1", "-", "self", ".", "tau", ")", "return", "theta" ]	28.6	0.009029
def create_branches(self, left_nodes, right_nodes, threshold, value, features, node, depth, init=False): """ Parse and port a single tree estimator. Parameters ---------- :param left_nodes : object The left children node. :param right_...	[ "def", "create_branches", "(", "self", ",", "left_nodes", ",", "right_nodes", ",", "threshold", ",", "value", ",", "features", ",", "node", ",", "depth", ",", "init", "=", "False", ")", ":", "out", "=", "''", "if", "threshold", "[", "node", "]", "!=", ...	36.392857	0.001911
def to_serialized_field(tensor_info): """Convert a `TensorInfo` object into a feature proto object.""" # Select the type dtype = tensor_info.dtype # TODO(b/119937875): TF Examples proto only support int64, float32 and string # This create limitation like float64 downsampled to float32, bool converted # to ...	[ "def", "to_serialized_field", "(", "tensor_info", ")", ":", "# Select the type", "dtype", "=", "tensor_info", ".", "dtype", "# TODO(b/119937875): TF Examples proto only support int64, float32 and string", "# This create limitation like float64 downsampled to float32, bool converted", "# ...	38.486486	0.013014
def get_user(user, driver): # noqa: E501 """Retrieve a user Retrieve a user # noqa: E501 :param user: Get user with this name :type user: str :param driver: The driver to use for the request. ie. github :type driver: str :rtype: Response """ response = ApitaxResponse() driv...	[ "def", "get_user", "(", "user", ",", "driver", ")", ":", "# noqa: E501", "response", "=", "ApitaxResponse", "(", ")", "driver", ":", "Driver", "=", "LoadedDrivers", ".", "getDriver", "(", "driver", ")", "user", ":", "User", "=", "driver", ".", "getApitaxUs...	27.5	0.001757
def remove_option(file_name, section, option, separator='='): ''' Remove a key/value pair from a section in an ini file. Returns the value of the removed key, or ``None`` if nothing was removed. API Example: .. code-block:: python import salt sc = salt.client.get_local_client() ...	[ "def", "remove_option", "(", "file_name", ",", "section", ",", "option", ",", "separator", "=", "'='", ")", ":", "inifile", "=", "_Ini", ".", "get_ini_file", "(", "file_name", ",", "separator", "=", "separator", ")", "if", "isinstance", "(", "inifile", "."...	28.964286	0.001193
def get_absolute_path(some_path): """ This function will return an appropriate absolute path for the path it is given. If the input is absolute, it will return unmodified; if the input is relative, it will be rendered as relative to the current working directory. """ if os.path.isabs(some_path):...	[ "def", "get_absolute_path", "(", "some_path", ")", ":", "if", "os", ".", "path", ".", "isabs", "(", "some_path", ")", ":", "return", "some_path", "else", ":", "return", "evaluate_relative_path", "(", "os", ".", "getcwd", "(", ")", ",", "some_path", ")" ]	40.8	0.002398
def initialize_plot(self, ranges=None): """ Plot all the views contained in the AdjointLayout Object using axes appropriate to the layout configuration. All the axes are supplied by LayoutPlot - the purpose of the call is to invoke subplots with correct options and styles and hid...	[ "def", "initialize_plot", "(", "self", ",", "ranges", "=", "None", ")", ":", "for", "pos", "in", "self", ".", "view_positions", ":", "# Pos will be one of 'main', 'top' or 'right' or None", "view", "=", "self", ".", "layout", ".", "get", "(", "pos", ",", "None...	41.904762	0.002222
def screen_text( self, text_content_type, text_content, language=None, autocorrect=False, pii=False, list_id=None, classify=False, custom_headers=None, raw=False, callback=None, **operation_config): """Detect profanity and match against custom and shared blacklists. Detects profanity in mor...	[ "def", "screen_text", "(", "self", ",", "text_content_type", ",", "text_content", ",", "language", "=", "None", ",", "autocorrect", "=", "False", ",", "pii", "=", "False", ",", "list_id", "=", "None", ",", "classify", "=", "False", ",", "custom_headers", "...	46.162791	0.002466
def _write_new_messages(po_file_path, trans_writer, meta_writer, msgids, msgstrs, languages): """ Write new msgids which appeared in po files with empty msgstrs values and metadata. Look for all new msgids which are diffed with msgids list provided as an argument. """ po_...	[ "def", "_write_new_messages", "(", "po_file_path", ",", "trans_writer", ",", "meta_writer", ",", "msgids", ",", "msgstrs", ",", "languages", ")", ":", "po_filename", "=", "os", ".", "path", ".", "basename", "(", "po_file_path", ")", "po_file", "=", "polib", ...	34.444444	0.001046
def _write_local_data_files(self, cursor): """ Takes a cursor, and writes results to a local file. :return: A dictionary where keys are filenames to be used as object names in GCS, and values are file handles to local files that contain the data for the GCS objects. ...	[ "def", "_write_local_data_files", "(", "self", ",", "cursor", ")", ":", "schema", "=", "list", "(", "map", "(", "lambda", "schema_tuple", ":", "schema_tuple", "[", "0", "]", ",", "cursor", ".", "description", ")", ")", "col_type_dict", "=", "self", ".", ...	40.517857	0.002151
def _init_harness(self): """Restart harness backend service. Please start the harness controller before running the cases, otherwise, nothing happens """ self._hc = HarnessController(self.result_dir) self._hc.stop() time.sleep(1) self._hc.start() time.sle...	[ "def", "_init_harness", "(", "self", ")", ":", "self", ".", "_hc", "=", "HarnessController", "(", "self", ".", "result_dir", ")", "self", ".", "_hc", ".", "stop", "(", ")", "time", ".", "sleep", "(", "1", ")", "self", ".", "_hc", ".", "start", "(",...	55.363636	0.009685
def local_batch_predict(model_dir, csv_file_pattern, output_dir, output_format, batch_size=100): """ Batch Predict with a specified model. It does batch prediction, saves results to output files and also creates an output schema file. The output file names are input file names prepended by 'predict_results_'. ...	[ "def", "local_batch_predict", "(", "model_dir", ",", "csv_file_pattern", ",", "output_dir", ",", "output_format", ",", "batch_size", "=", "100", ")", ":", "file_io", ".", "recursive_create_dir", "(", "output_dir", ")", "csv_files", "=", "file_io", ".", "get_matchi...	48.25641	0.011458
def angles(self, zfill = 3): """ Returns the internal angles of all elements and the associated statistics """ elements = self.elements.sort_index(axis = 1) etypes = elements[("type", "argiope")].unique() out = [] for etype in etypes: etype_info = ELEMENTS[etype] angles_info = e...	[ "def", "angles", "(", "self", ",", "zfill", "=", "3", ")", ":", "elements", "=", "self", ".", "elements", ".", "sort_index", "(", "axis", "=", "1", ")", "etypes", "=", "elements", "[", "(", "\"type\"", ",", "\"argiope\"", ")", "]", ".", "unique", "...	45.166667	0.044695
def grade(grader_data,submission): """ Grades a specified submission using specified models grader_data - A dictionary: { 'model' : trained model, 'extractor' : trained feature extractor, 'prompt' : prompt for the question, 'algorithm' : algorithm for the question, } ...	[ "def", "grade", "(", "grader_data", ",", "submission", ")", ":", "#Initialize result dictionary", "results", "=", "{", "'errors'", ":", "[", "]", ",", "'tests'", ":", "[", "]", ",", "'score'", ":", "0", ",", "'feedback'", ":", "\"\"", ",", "'success'", "...	34.744186	0.013667
def display(self, tool): """Displays the given tool above the current layer, and sets the title to its name. """ self._tools.append(tool) self._justDisplay(tool)	[ "def", "display", "(", "self", ",", "tool", ")", ":", "self", ".", "_tools", ".", "append", "(", "tool", ")", "self", ".", "_justDisplay", "(", "tool", ")" ]	28	0.009901
def setFont(self, font): """ Sets the font for this widget and propogates down to the buttons. :param font \| <QFont> """ super(XSplitButton, self).setFont(font) self.rebuild()	[ "def", "setFont", "(", "self", ",", "font", ")", ":", "super", "(", "XSplitButton", ",", "self", ")", ".", "setFont", "(", "font", ")", "self", ".", "rebuild", "(", ")" ]	29.625	0.012295
def _get_keycodes(): """Read keypress giving a tuple of key codes A 'key code' is the ordinal value of characters read For example, pressing 'A' will give (65,) """ try: return _key_cache.pop() except IndexError: pass result = [] terminators = 'ABCDFHPQRS~' with Ter...	[ "def", "_get_keycodes", "(", ")", ":", "try", ":", "return", "_key_cache", ".", "pop", "(", ")", "except", "IndexError", ":", "pass", "result", "=", "[", "]", "terminators", "=", "'ABCDFHPQRS~'", "with", "TerminalContext", "(", ")", ":", "code", "=", "ge...	29.193548	0.00107
def pubticker(self, symbol='btcusd'): """Send a request for latest ticker info, return the response.""" url = self.base_url + '/v1/pubticker/' + symbol return requests.get(url)	[ "def", "pubticker", "(", "self", ",", "symbol", "=", "'btcusd'", ")", ":", "url", "=", "self", ".", "base_url", "+", "'/v1/pubticker/'", "+", "symbol", "return", "requests", ".", "get", "(", "url", ")" ]	39.4	0.00995
def _StartProfiling(self, configuration): """Starts profiling. Args: configuration (ProfilingConfiguration): profiling configuration. """ if not configuration: return if configuration.HaveProfileMemoryGuppy(): self._guppy_memory_profiler = profilers.GuppyMemoryProfiler( ...	[ "def", "_StartProfiling", "(", "self", ",", "configuration", ")", ":", "if", "not", "configuration", ":", "return", "if", "configuration", ".", "HaveProfileMemoryGuppy", "(", ")", ":", "self", ".", "_guppy_memory_profiler", "=", "profilers", ".", "GuppyMemoryProfi...	34.641026	0.011519
def _process_wave_param(self, pval): """Process individual model parameter representing wavelength.""" return self._process_generic_param( pval, self._internal_wave_unit, equivalencies=u.spectral())	[ "def", "_process_wave_param", "(", "self", ",", "pval", ")", ":", "return", "self", ".", "_process_generic_param", "(", "pval", ",", "self", ".", "_internal_wave_unit", ",", "equivalencies", "=", "u", ".", "spectral", "(", ")", ")" ]	55.75	0.00885
def sub(self, quantity): """ Subtracts an angle from the value """ newvalue = self._value - quantity self.set(newvalue.deg)	[ "def", "sub", "(", "self", ",", "quantity", ")", ":", "newvalue", "=", "self", ".", "_value", "-", "quantity", "self", ".", "set", "(", "newvalue", ".", "deg", ")" ]	26.333333	0.01227
def to_node(self, exp, schema): """ Return a Node that is the root of the parse tree for the the specified expression. :param exp: A list that represents a relational algebra expression. Assumes that this list was generated by pyparsing. :param schema: A dictionary of re...	[ "def", "to_node", "(", "self", ",", "exp", ",", "schema", ")", ":", "# A relation node.", "if", "len", "(", "exp", ")", "==", "1", "and", "isinstance", "(", "exp", "[", "0", "]", ",", "str", ")", ":", "node", "=", "RelationNode", "(", "name", "=", ...	39.709091	0.00134
def basic_fc_small(): """Small fully connected model.""" hparams = common_hparams.basic_params1() hparams.learning_rate = 0.1 hparams.batch_size = 128 hparams.hidden_size = 256 hparams.num_hidden_layers = 2 hparams.initializer = "uniform_unit_scaling" hparams.initializer_gain = 1.0 hparams.weight_deca...	[ "def", "basic_fc_small", "(", ")", ":", "hparams", "=", "common_hparams", ".", "basic_params1", "(", ")", "hparams", ".", "learning_rate", "=", "0.1", "hparams", ".", "batch_size", "=", "128", "hparams", ".", "hidden_size", "=", "256", "hparams", ".", "num_h...	29.75	0.032609
def _check_old_config_root(): """ Prior versions of keyring would search for the config in XDG_DATA_HOME, but should probably have been searching for config in XDG_CONFIG_HOME. If the config exists in the former but not in the latter, raise a RuntimeError to force the change. """ # disab...	[ "def", "_check_old_config_root", "(", ")", ":", "# disable the check - once is enough and avoids infinite loop", "globals", "(", ")", "[", "'_check_old_config_root'", "]", "=", "lambda", ":", "None", "config_file_new", "=", "os", ".", "path", ".", "join", "(", "_confi...	52.235294	0.001106
def trigger(self, source, actions, event_args): """ Perform actions as a result of an event listener (TRIGGER) """ type = BlockType.TRIGGER return self.action_block(source, actions, type, event_args=event_args)	[ "def", "trigger", "(", "self", ",", "source", ",", "actions", ",", "event_args", ")", ":", "type", "=", "BlockType", ".", "TRIGGER", "return", "self", ".", "action_block", "(", "source", ",", "actions", ",", "type", ",", "event_args", "=", "event_args", ...	35.833333	0.031818
def load_recipe(self, recipe): """Populates the internal module pool with modules declared in a recipe. Args: recipe: Dict, recipe declaring modules to load. """ self.recipe = recipe for module_description in recipe['modules']: # Combine CLI args with args from the recipe description ...	[ "def", "load_recipe", "(", "self", ",", "recipe", ")", ":", "self", ".", "recipe", "=", "recipe", "for", "module_description", "in", "recipe", "[", "'modules'", "]", ":", "# Combine CLI args with args from the recipe description", "module_name", "=", "module_descripti...	38	0.010707
def get_default_for(prop, value): """ Ensures complex property types have the correct default values """ prop = prop.strip('_') # Handle alternate props (leading underscores) val = reduce_value(value) # Filtering of value happens here if prop in _COMPLEX_LISTS: return wrap_value(val) ...	[ "def", "get_default_for", "(", "prop", ",", "value", ")", ":", "prop", "=", "prop", ".", "strip", "(", "'_'", ")", "# Handle alternate props (leading underscores)", "val", "=", "reduce_value", "(", "value", ")", "# Filtering of value happens here", "if", "prop", "...	34.75	0.002336
def set_cookie_if_ok(self, cookie, request): """Set a cookie if policy says it's OK to do so.""" self._cookies_lock.acquire() try: self._policy._now = self._now = int(time.time()) if self._policy.set_ok(cookie, request): self.set_cookie(cookie) ...	[ "def", "set_cookie_if_ok", "(", "self", ",", "cookie", ",", "request", ")", ":", "self", ".", "_cookies_lock", ".", "acquire", "(", ")", "try", ":", "self", ".", "_policy", ".", "_now", "=", "self", ".", "_now", "=", "int", "(", "time", ".", "time", ...	29.833333	0.00813
def _set_id(infos): ''' ID compatibility hack return: dict ''' if infos: cid = None if infos.get("Id"): cid = infos["Id"] elif infos.get("ID"): cid = infos["ID"] elif infos.get("id"): cid = infos["id"] if "Id" not in infos: infos["Id"] = cid ...	[ "def", "_set_id", "(", "infos", ")", ":", "if", "infos", ":", "cid", "=", "None", "if", "infos", ".", "get", "(", "\"Id\"", ")", ":", "cid", "=", "infos", "[", "\"Id\"", "]", "elif", "infos", ".", "get", "(", "\"ID\"", ")", ":", "cid", "=", "in...	23.375	0.015424
def _register_file_server(self, app): """ File server Only local files can be served It's recommended to serve static files through NGINX instead of Python Use this for development only :param app: Flask app instance """ if isinstance(self.driver, local.L...	[ "def", "_register_file_server", "(", "self", ",", "app", ")", ":", "if", "isinstance", "(", "self", ".", "driver", ",", "local", ".", "LocalStorageDriver", ")", "and", "self", ".", "config", "[", "\"serve_files\"", "]", ":", "server_url", "=", "self", ".",...	42.735294	0.002019
def reorder_levels(self, dim_order=None, inplace=None, **dim_order_kwargs): """Rearrange index levels using input order. Parameters ---------- dim_order : optional Mapping from names matching dimensions and values given by lists representin...	[ "def", "reorder_levels", "(", "self", ",", "dim_order", "=", "None", ",", "inplace", "=", "None", ",", "", "", "dim_order_kwargs", ")", ":", "inplace", "=", "_check_inplace", "(", "inplace", ")", "dim_order", "=", "either_dict_or_kwargs", "(", "dim_order", ...	42.540541	0.001863
def enable_vmm_statistics(self, enable): """Enables or disables collection of VMM RAM statistics. in enable of type bool True enables statistics collection. raises :class:`VBoxErrorInvalidVmState` Machine session is not open. raises :class:`VBoxErrorInv...	[ "def", "enable_vmm_statistics", "(", "self", ",", "enable", ")", ":", "if", "not", "isinstance", "(", "enable", ",", "bool", ")", ":", "raise", "TypeError", "(", "\"enable can only be an instance of type bool\"", ")", "self", ".", "_call", "(", "\"enableVMMStatist...	33.823529	0.00846

def create_debit(): """ Create a new debit, sending tokens out of your User's account. --- parameters: - name: debit in: body description: The debit you would like to create. required: true schema: $ref: '#/definitions/Debit' responses: '200': ...

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def drop_slot(self, slot=None, drop_stack=False): """ Drop one or all items of the slot. Does not wait for confirmation from the server. If you want that, use a ``Task`` and ``yield inventory.async.drop_slot()`` instead. If ``slot`` is None, drops the ``cursor_slot`` or, if tha...

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def import_spydercustomize(): """Import our customizations into the kernel.""" here = osp.dirname(__file__) parent = osp.dirname(here) customize_dir = osp.join(parent, 'customize') # Remove current directory from sys.path to prevent kernel # crashes when people name Python files or modules with...

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def post_processor_population_displacement_function( hazard=None, classification=None, hazard_class=None, population=None): """Private function used in the displacement postprocessor. :param hazard: The hazard to use. :type hazard: str :param classification: The hazard classification to use. ...

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def zeroize_crypto_domain(self, crypto_adapter, crypto_domain_index): """ Zeroize a single crypto domain on a crypto adapter. Zeroizing a crypto domain clears the cryptographic keys and non-compliance mode settings in the crypto domain. The crypto domain must be attached to thi...

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def setup_for_bottle( auth, app, send_email=None, render=None, session=None, request=None, urloptions=None): import bottle auth.request = request or bottle.request if session is not None: auth.session = session if send_email: auth.send_email = send_email auth.render...

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def ranseed(seed=None): """ Seed random number generators with tuple ``seed``. Argument ``seed`` is an integer or a :class:`tuple` of integers that is used to seed the random number generators used by :mod:`numpy` and :mod:`random` (and therefore by :mod:`gvar`). Reusing the same ``seed`` resul...

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def ffmpeg_version(): """Returns the available ffmpeg version Returns ---------- version : str version number as string """ cmd = [ 'ffmpeg', '-version' ] output = sp.check_output(cmd) aac_codecs = [ x for x in output.splitlines() if "ffmpeg...

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def _download_libraries(self, libname): """ download enrichr libraries.""" self._logger.info("Downloading and generating Enrichr library gene sets......") s = retry(5) # queery string ENRICHR_URL = 'http://amp.pharm.mssm.edu/Enrichr/geneSetLibrary' query_string = '?mode=t...

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def deseq2_size_factors(counts, meta, design): """ Get size factors for counts using DESeq2. Parameters ---------- counts : pandas.DataFrame Counts to pass to DESeq2. meta : pandas.DataFrame Pandas dataframe whose index matches the columns of counts. This is passed to D...

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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 l...

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def update_pool(self, pool, body=None): """Updates a load balancer pool.""" return self.put(self.pool_path % (pool), body=body)

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def step(self): """Perform a single step of the morphological Chan-Vese evolution.""" # Assign attributes to local variables for convenience. u = self._u if u is None: raise ValueError("the levelset function is not set " "(use set_levelse...

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def render(raw_config, environment=None): """Renders a config, using it as a template with the environment. Args: raw_config (str): the raw stacker configuration string. environment (dict, optional): any environment values that should be passed to the config Returns: st...

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def archive(cwd, output, rev='tip', fmt=None, prefix=None, user=None): ''' Export a tarball from the repository cwd The path to the Mercurial repository output The path to the archive tarball rev: tip The revision to create an archive from fmt: None Format of ...

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def scatter2d(data, **kwargs): """Create a 2D scatter plot Builds upon `matplotlib.pyplot.scatter` with nice defaults and handles categorical colors / legends better. Parameters ---------- data : array-like, shape=[n_samples, n_features] Input data. Only the first two components will b...

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def get_consensus(block): """Calculate a simple consensus sequence for the block.""" from collections import Counter # Take aligned (non-insert) chars from all rows; transpose columns = zip(*[[c for c in row['seq'] if not c.islower()] for row in block['sequences']]) cons_chars =...

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def get_modname_from_modpath(module_fpath): """ returns importable name from file path get_modname_from_modpath Args: module_fpath (str): module filepath Returns: str: modname Example: >>> # ENABLE_DOCTEST >>> from utool.util_path import * # NOQA >>> ...

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def _run_yum_command(cmd, fatal=False): """Run an YUM command. Checks the output and retry if the fatal flag is set to True. :param: cmd: str: The yum command to run. :param: fatal: bool: Whether the command's output should be checked and retried. """ env = os.environ.copy() if fa...

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def enter_node(self, ir_node): """ Enter the given element; keeps track of `cdata`; subclasses may extend by overriding """ this_is_cdata = (isinstance(ir_node, Element) and ir_node.name in self.cdata_elements) self.state['is_cdata'] = bool(self.s...

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def merge_opt_params(self, method, kargs): '''Combine existing parameters with extra options supplied from command line options. Carefully merge special type of parameter if needed. ''' for key in self.legal_params[method]: if not hasattr(self.opt, key) or getattr(self.opt, key) is None: ...

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def alias_tags(tags_list, alias_map): """ update tags to new values Args: tags_list (list): alias_map (list): list of 2-tuples with regex, value Returns: list: updated tags CommandLine: python -m utool.util_tags alias_tags --show Example: >>> # DISABLE...

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def recipe_tree(self, kitchen, recipe): """ gets the status of a recipe :param self: DKCloudAPI :param kitchen: string :param recipe: string :rtype: dict """ rc = DKReturnCode() if kitchen is None or isinstance(kitchen, basestring) is False: ...

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def overlay_mask(self, image, predictions): """ Adds the instances contours for each predicted object. Each label has a different color. Arguments: image (np.ndarray): an image as returned by OpenCV predictions (BoxList): the result of the computation by the mode...

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def getBestTranslation(basedir, lang=None): """ Find inside basedir the best translation available. lang, if defined, should be a list of prefered languages. It will look for file in the form: - en-US.qm - en_US.qm - en.qm """ if not lang: lang = QtCore.QLocale.system().uiL...

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def make_cell(table, span, widths, heights, use_headers): """ Convert the contents of a span of the table to a grid table cell Parameters ---------- table : list of lists of str The table of rows containg strings to convert to a grid table span : list of lists of int list of [ro...

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def build_journals_kb(knowledgebase): """Given the path to a knowledge base file, read in the contents of that file into a dictionary of search->replace word phrases. The search phrases are compiled into a regex pattern object. The knowledge base file should consist only of lines that take ...

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def _ces_distance_emd(unique_C1, unique_C2): """Return the distance between two cause-effect structures. Uses the generalized EMD. """ # Get the pairwise distances between the concepts in the unpartitioned and # partitioned CESs. distances = np.array([ [concept_distance(i, j) for j in u...

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def dockerCall(*args, **kwargs): """ Deprecated. Runs subprocessDockerCall() using 'subprocess.check_output()'. Provided for backwards compatibility with a previous implementation that used 'subprocess.check_call()'. This has since been supplanted and apiDockerCall() is recommended. """ l...

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def chebyshev(h1, h2): # 12 us @array, 36 us @list \w 100 bins r""" Chebyshev distance. Also Tchebychev distance, Maximum or :math:`L_{\infty}` metric; equal to Minowski distance with :math:`p=+\infty`. For the case of :math:`p=-\infty`, use `chebyshev_neg`. The Chebyshev distance between ...

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def _start_loop(self, websocket, event_handler): """ We will listen for websockets events, sending a heartbeat/pong everytime we react a TimeoutError. If we don't the webserver would close the idle connection, forcing us to reconnect. """ log.debug('Starting websocket loop') while True: try: yield ...

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def fill_in_textfield(self, field_name, value): """ Fill in the HTML input with given label (recommended), name or id with the given text. Supported input types are text, textarea, password, month, time, week, number, range, email, url, tel and color. """ date_field = find_any_field(world....

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def create_switch(apps, schema_editor): """Create the `role_based_access_control` switch if it does not already exist.""" Switch = apps.get_model('waffle', 'Switch') Switch.objects.update_or_create(name=ENTERPRISE_ROLE_BASED_ACCESS_CONTROL_SWITCH, defaults={'active': False})

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def StartRun(self, wait_for_start_event, signal_event, wait_for_write_event): """Starts a new run for the given cron job.""" # Signal that the cron thread has started. This way the cron scheduler # will know that the task is not sitting in a threadpool queue, but is # actually executing. wait_for_st...

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def post_save_update_cache(sender, instance, created, raw, **kwargs): """Update the cache when an instance is created or modified.""" if raw: return name = sender.__name__ if name in cached_model_names: delay_cache = getattr(instance, '_delay_cache', False) if not delay_cache: ...

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def compare_names(first, second): """ Compare two names in complicated, but more error prone way. Algorithm is using vector comparison. Example: >>> compare_names("Franta Putšálek", "ing. Franta Putšálek") 100.0 >>> compare_names("F. Putšálek", "ing. Franta Putšálek") 5...

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def removeCMSPadding(str, blocksize=AES_blocksize): '''CMS padding: Remove padding with bytes containing the number of padding bytes ''' try: pad_len = ord(str[-1]) # last byte contains number of padding bytes except TypeError: pad_len = str[-1] assert pad_len <= blocksize, 'padding error' assert pad...

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def barrier_layer_thickness(SA, CT): """ Compute the thickness of water separating the mixed surface layer from the thermocline. A more precise definition would be the difference between mixed layer depth (MLD) calculated from temperature minus the mixed layer depth calculated using density. "...

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def put(self, source, rel_path, metadata=None): """Puts to only the first upstream. This is to be symmetric with put_stream.""" return self.upstreams[0].put(source, rel_path, metadata)

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def _compute_threshold(self,z=2.0): """ m._compute_threshold(z=2.0) -- For Motif objects assembled from a set of sequence, compute a self.threshold with a z-score based on the distribution of scores in among the original input...

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def make_call(id_, lineno, args): """ This will return an AST node for a function call/array access. A "call" is just an ID followed by a list of arguments. E.g. a(4) - a(4) can be a function call if 'a' is a function - a(4) can be a string slice if a is a string variable: a$(4) - a(4) can be a...

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def do_command(self, words): """Parse and act upon the command in the list of strings `words`.""" self.output = '' self._do_command(words) return self.output

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def return_hdr(self): """Return the header for further use. Returns ------- subj_id : str subject identification code start_time : datetime start time of the dataset s_freq : float sampling frequency chan_name : list of str ...

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def eval_mus_track( track, user_estimates, output_dir=None, mode='v4', win=1.0, hop=1.0 ): """Compute all bss_eval metrics for the musdb track and estimated signals, given by a `user_estimates` dict. Parameters ---------- track : Track musdb track object loaded using...

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def sql(self, sql, *params): """Execure raw SQL.""" self.ops.append(self.migrator.sql(sql, *params))

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def get_posts(self, count=10, offset=0, recent=True, tag=None, user_id=None, include_draft=False): """TODO: implement cursors support, if it will be needed. But for the regular blog, it is overhead and cost savings are minimal. """ query = self._client.que...

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def datapoint_indices_for_tensor(self, tensor_index): """ Returns the indices for all datapoints in the given tensor. """ if tensor_index >= self._num_tensors: raise ValueError('Tensor index %d is greater than the number of tensors (%d)' %(tensor_index, self._num_tensors)) return sel...

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def parse_socket_info(cls, info): """ Parse string that is formed like '[address]<:port>' and return corresponding :class:`.WIPV4ScketInfo` object :param info: string to parse :return: WIPV4ScketInfo """ info = info.split(':') if len(info) > 2: raise ValueError('Incorrect socket info specified') ad...

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def import_complex_gateway_to_graph(diagram_graph, process_id, process_attributes, element): """ Adds to graph the new element that represents BPMN complex gateway. In addition to attributes inherited from Gateway type, complex gateway has additional attribute default flow (default value...

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def set_freq(self, fout, freq): """ Sets new output frequency, required parameters are real current frequency at output and new required frequency. """ hsdiv_tuple = (4, 5, 6, 7, 9, 11) # possible dividers n1div_tuple = (1,) + tuple(range(2,129,2)) # fdco_min =...

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def _format_list_objects(result): """Format list of objects into a table.""" all_keys = set() for item in result: all_keys = all_keys.union(item.keys()) all_keys = sorted(all_keys) table = Table(all_keys) for item in result: values = [] for key in all_keys: ...

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def rating_score(obj, user): """ Returns the score a user has given an object """ if not user.is_authenticated() or not hasattr(obj, '_ratings_field'): return False ratings_descriptor = getattr(obj, obj._ratings_field) try: rating = ratings_descriptor.get(user=user).score ex...

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def upload_file(self, metadata, filename, signer=None, sign_password=None, filetype='sdist', pyversion='source', keystore=None): """ Upload a release file to the index. :param metadata: A :class:`Metadata` instance defining at least a name and versio...

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def update_rtc_as_set(self): """Syncs RT NLRIs for new and removed RTC_ASes. This method should be called when a neighbor is added or removed. """ # Compute the diffs in RTC_ASes curr_rtc_as_set = self._neighbors_conf.rtc_as_set # Always add local AS to RTC AS set ...

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def fetch_rrlyrae_fitdata(**kwargs): """Fetch data from table 3 of Sesar 2010 This table includes parameters derived from template fits to all the Sesar 2010 lightcurves. """ save_loc = _get_download_or_cache('table3.dat.gz', **kwargs) dtype = [('id', 'i'), ('RA', 'f'), ('DEC', 'f'), ('rExt', ...

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def pairwise(reference_intervals, reference_labels, estimated_intervals, estimated_labels, frame_size=0.1, beta=1.0): """Frame-clustering segmentation evaluation by pair-wise agreement. Examples -------- >>> (ref_intervals, ... ref_labels) = mir_eval.io.load_labeled_inter...

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def subblocks(a, *ranges): """ This function produces a distributed array from a subset of the blocks in the `a`. The result and `a` will have the same number of dimensions. For example, subblocks(a, [0, 1], [2, 4]) will produce a DistArray whose objectids are [[a.objectids[0, 2], a....

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def append(self, value): """Appends an item to the list. Similar to list.append().""" self._values.append(self._type_checker.CheckValue(value)) if not self._message_listener.dirty: self._message_listener.Modified()

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def rewind(self, count): """Rewind index.""" if count > self._index: # pragma: no cover raise ValueError("Can't rewind past beginning!") self._index -= count

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def direction_neuron(layer_name, vec, batch=None, x=None, y=None, cossim_pow=0): """Visualize a single (x, y) position along the given direction""" def inner(T): layer = T(layer_name) shape = tf.shape(layer) x_ = shape[1] // 2 if x is None else x y_ = shape[2] // 2 if y is None else y if batch i...

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def wda(X, y, p=2, reg=1, k=10, solver=None, maxiter=100, verbose=0, P0=None): """ Wasserstein Discriminant Analysis [11]_ The function solves the following optimization problem: .. math:: P = \\text{arg}\min_P \\frac{\\sum_i W(PX^i,PX^i)}{\\sum_{i,j\\neq i} W(PX^i,PX^j)} where : - :...

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28.117021

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def source_absent(name): ''' Ensure an image source is absent on the computenode name : string source url ''' ret = {'name': name, 'changes': {}, 'result': None, 'comment': ''} if name not in __salt__['imgadm.sources'](): # source is absent ...

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def run(self, data_x): """ Run the model with validation data and return costs. """ output_vars = self.compute(*data_x) return self._extract_costs(output_vars)

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def delete_keys(self, fingerprints, secret=False, subkeys=False): """Delete a key, or list of keys, from the current keyring. The keys must be referred to by their full fingerprints for GnuPG to delete them. If ``secret=True``, the corresponding secret keyring will be deleted from :obj:...

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def get_instance(cls, device): """ This is only a slot to store and get already initialized poco instance rather than initializing again. You can simply pass the ``current device instance`` provided by ``airtest`` to get the AndroidUiautomationPoco instance. If no such AndroidUiautomatio...

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def overlay_gateway_name(self, **kwargs): """Configure Name of Overlay Gateway on vdx switches Args: gw_name: Name of Overlay Gateway get (bool): Get config instead of editing config. (True, False) delete (bool): True, delete the overlay gateway config. ...

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def get_annotation_entries_by_names(self, url: str, names: Iterable[str]) -> List[NamespaceEntry]: """Get annotation entries by URL and names. :param url: The url of the annotation source :param names: The names of the annotation entries from the given url's document """ annotat...

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def location_autosuggest(self, **params): """ Location Autosuggest Services Doc URLs: http://business.skyscanner.net/portal/en-GB/ Documentation/Autosuggest http://business.skyscanner.net/portal/en-GB/ Documentation/CarHireAutoSuggest ...

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def compute_theta(self): """Compute theta parameter using Kendall's tau. On Clayton copula this is :math:`τ = θ/(θ + 2) \\implies θ = 2τ/(1-τ)` with :math:`θ ∈ (0, ∞)`. On the corner case of :math:`τ = 1`, a big enough number is returned instead of infinity. """ if self...

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def create_branches(self, left_nodes, right_nodes, threshold, value, features, node, depth, init=False): """ Parse and port a single tree estimator. Parameters ---------- :param left_nodes : object The left children node. :param right_...

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def to_serialized_field(tensor_info): """Convert a `TensorInfo` object into a feature proto object.""" # Select the type dtype = tensor_info.dtype # TODO(b/119937875): TF Examples proto only support int64, float32 and string # This create limitation like float64 downsampled to float32, bool converted # to ...

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def get_user(user, driver): # noqa: E501 """Retrieve a user Retrieve a user # noqa: E501 :param user: Get user with this name :type user: str :param driver: The driver to use for the request. ie. github :type driver: str :rtype: Response """ response = ApitaxResponse() driv...

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def remove_option(file_name, section, option, separator='='): ''' Remove a key/value pair from a section in an ini file. Returns the value of the removed key, or ``None`` if nothing was removed. API Example: .. code-block:: python import salt sc = salt.client.get_local_client() ...

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def get_absolute_path(some_path): """ This function will return an appropriate absolute path for the path it is given. If the input is absolute, it will return unmodified; if the input is relative, it will be rendered as relative to the current working directory. """ if os.path.isabs(some_path):...

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def initialize_plot(self, ranges=None): """ Plot all the views contained in the AdjointLayout Object using axes appropriate to the layout configuration. All the axes are supplied by LayoutPlot - the purpose of the call is to invoke subplots with correct options and styles and hid...

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def screen_text( self, text_content_type, text_content, language=None, autocorrect=False, pii=False, list_id=None, classify=False, custom_headers=None, raw=False, callback=None, **operation_config): """Detect profanity and match against custom and shared blacklists. Detects profanity in mor...

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def _write_new_messages(po_file_path, trans_writer, meta_writer, msgids, msgstrs, languages): """ Write new msgids which appeared in po files with empty msgstrs values and metadata. Look for all new msgids which are diffed with msgids list provided as an argument. """ po_...

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def _write_local_data_files(self, cursor): """ Takes a cursor, and writes results to a local file. :return: A dictionary where keys are filenames to be used as object names in GCS, and values are file handles to local files that contain the data for the GCS objects. ...

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def _init_harness(self): """Restart harness backend service. Please start the harness controller before running the cases, otherwise, nothing happens """ self._hc = HarnessController(self.result_dir) self._hc.stop() time.sleep(1) self._hc.start() time.sle...

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def local_batch_predict(model_dir, csv_file_pattern, output_dir, output_format, batch_size=100): """ Batch Predict with a specified model. It does batch prediction, saves results to output files and also creates an output schema file. The output file names are input file names prepended by 'predict_results_'. ...

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def angles(self, zfill = 3): """ Returns the internal angles of all elements and the associated statistics """ elements = self.elements.sort_index(axis = 1) etypes = elements[("type", "argiope")].unique() out = [] for etype in etypes: etype_info = ELEMENTS[etype] angles_info = e...

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def grade(grader_data,submission): """ Grades a specified submission using specified models grader_data - A dictionary: { 'model' : trained model, 'extractor' : trained feature extractor, 'prompt' : prompt for the question, 'algorithm' : algorithm for the question, } ...

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def display(self, tool): """Displays the given tool above the current layer, and sets the title to its name. """ self._tools.append(tool) self._justDisplay(tool)

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def setFont(self, font): """ Sets the font for this widget and propogates down to the buttons. :param font | <QFont> """ super(XSplitButton, self).setFont(font) self.rebuild()

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def _get_keycodes(): """Read keypress giving a tuple of key codes A 'key code' is the ordinal value of characters read For example, pressing 'A' will give (65,) """ try: return _key_cache.pop() except IndexError: pass result = [] terminators = 'ABCDFHPQRS~' with Ter...

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def pubticker(self, symbol='btcusd'): """Send a request for latest ticker info, return the response.""" url = self.base_url + '/v1/pubticker/' + symbol return requests.get(url)

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def _StartProfiling(self, configuration): """Starts profiling. Args: configuration (ProfilingConfiguration): profiling configuration. """ if not configuration: return if configuration.HaveProfileMemoryGuppy(): self._guppy_memory_profiler = profilers.GuppyMemoryProfiler( ...

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def _process_wave_param(self, pval): """Process individual model parameter representing wavelength.""" return self._process_generic_param( pval, self._internal_wave_unit, equivalencies=u.spectral())

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def sub(self, quantity): """ Subtracts an angle from the value """ newvalue = self._value - quantity self.set(newvalue.deg)

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def to_node(self, exp, schema): """ Return a Node that is the root of the parse tree for the the specified expression. :param exp: A list that represents a relational algebra expression. Assumes that this list was generated by pyparsing. :param schema: A dictionary of re...

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def basic_fc_small(): """Small fully connected model.""" hparams = common_hparams.basic_params1() hparams.learning_rate = 0.1 hparams.batch_size = 128 hparams.hidden_size = 256 hparams.num_hidden_layers = 2 hparams.initializer = "uniform_unit_scaling" hparams.initializer_gain = 1.0 hparams.weight_deca...

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def _check_old_config_root(): """ Prior versions of keyring would search for the config in XDG_DATA_HOME, but should probably have been searching for config in XDG_CONFIG_HOME. If the config exists in the former but not in the latter, raise a RuntimeError to force the change. """ # disab...

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def trigger(self, source, actions, event_args): """ Perform actions as a result of an event listener (TRIGGER) """ type = BlockType.TRIGGER return self.action_block(source, actions, type, event_args=event_args)

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def load_recipe(self, recipe): """Populates the internal module pool with modules declared in a recipe. Args: recipe: Dict, recipe declaring modules to load. """ self.recipe = recipe for module_description in recipe['modules']: # Combine CLI args with args from the recipe description ...

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def get_default_for(prop, value): """ Ensures complex property types have the correct default values """ prop = prop.strip('_') # Handle alternate props (leading underscores) val = reduce_value(value) # Filtering of value happens here if prop in _COMPLEX_LISTS: return wrap_value(val) ...

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def set_cookie_if_ok(self, cookie, request): """Set a cookie if policy says it's OK to do so.""" self._cookies_lock.acquire() try: self._policy._now = self._now = int(time.time()) if self._policy.set_ok(cookie, request): self.set_cookie(cookie) ...

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def _set_id(infos): ''' ID compatibility hack return: dict ''' if infos: cid = None if infos.get("Id"): cid = infos["Id"] elif infos.get("ID"): cid = infos["ID"] elif infos.get("id"): cid = infos["id"] if "Id" not in infos: infos["Id"] = cid ...

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def _register_file_server(self, app): """ File server Only local files can be served It's recommended to serve static files through NGINX instead of Python Use this for development only :param app: Flask app instance """ if isinstance(self.driver, local.L...

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def reorder_levels(self, dim_order=None, inplace=None, **dim_order_kwargs): """Rearrange index levels using input order. Parameters ---------- dim_order : optional Mapping from names matching dimensions and values given by lists representin...

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def enable_vmm_statistics(self, enable): """Enables or disables collection of VMM RAM statistics. in enable of type bool True enables statistics collection. raises :class:`VBoxErrorInvalidVmState` Machine session is not open. raises :class:`VBoxErrorInv...

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