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 _to_docstring(doc): """ format from Markdown to docstring """ def format_fn(line, status): """ format function """ # swap < > to < > line = re_to_tag.sub(r"<\1>", line) if re_to_data.match(line): line = re_to_data.sub(r"@\1 ", line) stat...	[ "def", "_to_docstring", "(", "doc", ")", ":", "def", "format_fn", "(", "line", ",", "status", ")", ":", "\"\"\" format function \"\"\"", "# swap < > to < >", "line", "=", "re_to_tag", ".", "sub", "(", "r\"<\\1>\"", ",", "line", ")", "if", "re_to_data", "...	31.931034	0.001048
def load(self, model): """Load pickled model.""" self.perceptron.weights, self.tagdict, self.classes, self.clusters = load_model(model) self.perceptron.classes = self.classes	[ "def", "load", "(", "self", ",", "model", ")", ":", "self", ".", "perceptron", ".", "weights", ",", "self", ".", "tagdict", ",", "self", ".", "classes", ",", "self", ".", "clusters", "=", "load_model", "(", "model", ")", "self", ".", "perceptron", "....	48.75	0.015152
def toStringProto(self, inObject, proto): """ Wraps the object in a list, and then defers to ``amp.AmpList``. """ return amp.AmpList.toStringProto(self, [inObject], proto)	[ "def", "toStringProto", "(", "self", ",", "inObject", ",", "proto", ")", ":", "return", "amp", ".", "AmpList", ".", "toStringProto", "(", "self", ",", "[", "inObject", "]", ",", "proto", ")" ]	39.8	0.009852
def _process_single_doc(self, single_doc): """ Make sure the provided value for --single is a path to an existing .rst/.ipynb file, or a pandas object that can be imported. For example, categorial.rst or pandas.DataFrame.head. For the latter, return the corresponding file path ...	[ "def", "_process_single_doc", "(", "self", ",", "single_doc", ")", ":", "base_name", ",", "extension", "=", "os", ".", "path", ".", "splitext", "(", "single_doc", ")", "if", "extension", "in", "(", "'.rst'", ",", "'.ipynb'", ")", ":", "if", "os", ".", ...	45.633333	0.001431
def report_validation(self, status): """Return run total value.""" # only one fail/pass count per profile if status: self.report['results']['validations']['pass'] += 1 else: self.report['results']['validations']['fail'] += 1 if self.selected_profile.na...	[ "def", "report_validation", "(", "self", ",", "status", ")", ":", "# only one fail/pass count per profile", "if", "status", ":", "self", ".", "report", "[", "'results'", "]", "[", "'validations'", "]", "[", "'pass'", "]", "+=", "1", "else", ":", "self", ".",...	50.777778	0.008602
async def filterindex(source, func): """Filter an asynchronous sequence using the index of the elements. The given function is synchronous, takes the index as an argument, and returns ``True`` if the corresponding should be forwarded, ``False`` otherwise. """ source = transform.enumerate.raw(so...	[ "async", "def", "filterindex", "(", "source", ",", "func", ")", ":", "source", "=", "transform", ".", "enumerate", ".", "raw", "(", "source", ")", "async", "with", "streamcontext", "(", "source", ")", "as", "streamer", ":", "async", "for", "i", ",", "i...	37.833333	0.002151
def sparse(numRows, numCols, colPtrs, rowIndices, values): """ Create a SparseMatrix """ return SparseMatrix(numRows, numCols, colPtrs, rowIndices, values)	[ "def", "sparse", "(", "numRows", ",", "numCols", ",", "colPtrs", ",", "rowIndices", ",", "values", ")", ":", "return", "SparseMatrix", "(", "numRows", ",", "numCols", ",", "colPtrs", ",", "rowIndices", ",", "values", ")" ]	36.6	0.010695
def get_popular_clans(self, *params: keys): """Get a list of most queried clans \\keys: Optional[list] = None Filter which keys should be included in the response \\*exclude: Optional[list] = None Filter which keys should be excluded from the ...	[ "def", "get_popular_clans", "(", "self", ",", "", "", "params", ":", "keys", ")", ":", "url", "=", "self", ".", "api", ".", "POPULAR", "+", "'/clans'", "return", "self", ".", "_get_model", "(", "url", ",", "PartialClan", ",", "", "", "params", ")...	38.736842	0.015915
def get_cmdclass(): ''' A ``cmdclass`` that works around a setuptools deficiency. There is no need to build wheels when installing a package, however some versions of setuptools seem to mandate this. This is a hacky workaround that modifies the ``cmdclass`` returned by versioneer so that not having ...	[ "def", "get_cmdclass", "(", ")", ":", "cmdclass", "=", "versioneer", ".", "get_cmdclass", "(", ")", "try", ":", "from", "wheel", ".", "bdist_wheel", "import", "bdist_wheel", "except", "ImportError", ":", "# pip is not claiming for bdist_wheel when wheel is not installed...	32.047619	0.001443
def _get_limit_check_id(self): """ Query currently-available TA checks, return the check ID and metadata of the 'performance/Service Limits' check. :returns: 2-tuple of Service Limits TA check ID (string), metadata (list), or (None, None). :rtype: tuple """ ...	[ "def", "_get_limit_check_id", "(", "self", ")", ":", "logger", ".", "debug", "(", "\"Querying Trusted Advisor checks\"", ")", "try", ":", "checks", "=", "self", ".", "conn", ".", "describe_trusted_advisor_checks", "(", "language", "=", "'en'", ")", "[", "'checks...	37.216216	0.001415
def plot(nxG, nyG, iBeg, iEnd, jBeg, jEnd, data, title=''): """ Plot distributed array @param nxG number of global cells in x @param nyG number of global cells in y @param iBeg global starting index in x @param iEnd global ending index in x @param jBeg global starting index in y @param j...	[ "def", "plot", "(", "nxG", ",", "nyG", ",", "iBeg", ",", "iEnd", ",", "jBeg", ",", "jEnd", ",", "data", ",", "title", "=", "''", ")", ":", "sz", "=", "MPI", ".", "COMM_WORLD", ".", "Get_size", "(", ")", "rk", "=", "MPI", ".", "COMM_WORLD", ".",...	38.967742	0.000808
def rmdir(path): """ Recursively deletes a directory. Includes an error handler to retry with different permissions on Windows. Otherwise, removing directories (eg. cloned via git) can cause rmtree to throw a PermissionError exception """ logger.debug("DEBUG** Window rmdir sys.platform: {}".form...	[ "def", "rmdir", "(", "path", ")", ":", "logger", ".", "debug", "(", "\"DEBUG** Window rmdir sys.platform: {}\"", ".", "format", "(", "sys", ".", "platform", ")", ")", "if", "sys", ".", "platform", "==", "'win32'", ":", "onerror", "=", "_windows_rmdir_readonly"...	37	0.002028
def invite(name, emails, perm): """Invite other users to access the virtual folder. \b NAME: Name of a virtual folder. EMAIL: Emails to invite. """ with Session() as session: try: assert perm in ['rw', 'ro'], \ 'Invalid permission: {}'.format(perm) ...	[ "def", "invite", "(", "name", ",", "emails", ",", "perm", ")", ":", "with", "Session", "(", ")", "as", "session", ":", "try", ":", "assert", "perm", "in", "[", "'rw'", ",", "'ro'", "]", ",", "'Invalid permission: {}'", ".", "format", "(", "perm", ")"...	33.954545	0.001302
def reset(self): "If your convolutional window is greater than 1 and you save previous xs, you must reset at the beginning of each new sequence." for layer in self.layers: layer.reset() if self.bidirectional: for layer in self.layers_bwd: layer.reset()	[ "def", "reset", "(", "self", ")", ":", "for", "layer", "in", "self", ".", "layers", ":", "layer", ".", "reset", "(", ")", "if", "self", ".", "bidirectional", ":", "for", "layer", "in", "self", ".", "layers_bwd", ":", "layer", ".", "reset", "(", ")"...	57.6	0.017123
def conv1x1(in_planes, out_planes, stride=1): """1x1 convolution""" return nn.Conv2d(in_planes, out_planes, kernel_size=1, stride=stride, bias=False)	[ "def", "conv1x1", "(", "in_planes", ",", "out_planes", ",", "stride", "=", "1", ")", ":", "return", "nn", ".", "Conv2d", "(", "in_planes", ",", "out_planes", ",", "kernel_size", "=", "1", ",", "stride", "=", "stride", ",", "bias", "=", "False", ")" ]	51.666667	0.012739
def set_sla(obj, metric, sub_metric, rules): """ Extract SLAs from a set of rules """ if not hasattr(obj, 'sla_map'): return False rules_list = rules.split() for rule in rules_list: if '<' in rule: stat, threshold = rule.split('<') sla = SLA(metric, sub_metric, stat, threshold, 'lt') ...	[ "def", "set_sla", "(", "obj", ",", "metric", ",", "sub_metric", ",", "rules", ")", ":", "if", "not", "hasattr", "(", "obj", ",", "'sla_map'", ")", ":", "return", "False", "rules_list", "=", "rules", ".", "split", "(", ")", "for", "rule", "in", "rules...	33.681818	0.018373
def from_storage(self, storage): """ To use a different storage :param storage: flask_cloudy.Storage instance """ self._storage_obj = storage.get(self._data["name"]) self._storage_loaded = True	[ "def", "from_storage", "(", "self", ",", "storage", ")", ":", "self", ".", "_storage_obj", "=", "storage", ".", "get", "(", "self", ".", "_data", "[", "\"name\"", "]", ")", "self", ".", "_storage_loaded", "=", "True" ]	33.571429	0.008299
async def run_task(self) -> None: '''Initialize the queue and spawn extra worker tasks if this if the first task. Then wait for work items to enter the task queue, and execute the `run()` method with the current work item.''' while self.running: try: item = ...	[ "async", "def", "run_task", "(", "self", ")", "->", "None", ":", "while", "self", ".", "running", ":", "try", ":", "item", "=", "self", ".", "QUEUE", ".", "get_nowait", "(", ")", "Log", ".", "debug", "(", "'%s processing work item'", ",", "self", ".", ...	34	0.001845
def split_full_path(path): """Return pair of bucket without protocol and path Arguments: path - valid S3 path, such as s3://somebucket/events >>> split_full_path('s3://mybucket/path-to-events') ('mybucket', 'path-to-events/') >>> split_full_path('s3://mybucket') ('mybucket', None) >>> ...	[ "def", "split_full_path", "(", "path", ")", ":", "if", "path", ".", "startswith", "(", "'s3://'", ")", ":", "path", "=", "path", "[", "5", ":", "]", "elif", "path", ".", "startswith", "(", "'s3n://'", ")", ":", "path", "=", "path", "[", "6", ":", ...	31.5	0.001185
def run(exe, args, capturestd=False, env=None): """ Runs an executable with an array of arguments, optionally in the specified environment. Returns stdout and stderr """ command = [exe] + args if env: log.info("Executing [custom environment]: %s", " "....	[ "def", "run", "(", "exe", ",", "args", ",", "capturestd", "=", "False", ",", "env", "=", "None", ")", ":", "command", "=", "[", "exe", "]", "+", "args", "if", "env", ":", "log", ".", "info", "(", "\"Executing [custom environment]: %s\"", ",", "\" \"", ...	35.456522	0.001193
def cycle(length, width=4): """ Generate a de Bruijn sequence of a given length (and width). A de Bruijn sequence is a set of varying repetitions where each sequence of n characters is unique within the sequence. This type of sequence can be used to easily find the offset to the return pointer whe...	[ "def", "cycle", "(", "length", ",", "width", "=", "4", ")", ":", "iter", "=", "deBruijn", "(", "width", ",", "26", ")", "return", "''", ".", "join", "(", "[", "chr", "(", "ord", "(", "'A'", ")", "+", "next", "(", "iter", ")", ")", "for", "i",...	33.782609	0.001252
def memoryit(group_by='lineno', limit=10): """ 追踪函数内存消耗情况 :param group_by: 统计分组，有 'filename', 'lineno', 'traceback' 可选 :param limit: 限制输出行数 """ def wrapper(func): @wraps(func) def inner(args, *kwargs): tracemalloc.start() _start = tracemalloc.take_snaps...	[ "def", "memoryit", "(", "group_by", "=", "'lineno'", ",", "limit", "=", "10", ")", ":", "def", "wrapper", "(", "func", ")", ":", "@", "wraps", "(", "func", ")", "def", "inner", "(", "", "args", ",", "", "*", "kwargs", ")", ":", "tracemalloc", "...	30.210526	0.001689
def msjd(theta): """Mean squared jumping distance. """ s = 0. for p in theta.dtype.names: s += np.sum(np.diff(theta[p], axis=0) ** 2) return s	[ "def", "msjd", "(", "theta", ")", ":", "s", "=", "0.", "for", "p", "in", "theta", ".", "dtype", ".", "names", ":", "s", "+=", "np", ".", "sum", "(", "np", ".", "diff", "(", "theta", "[", "p", "]", ",", "axis", "=", "0", ")", "**", "2", ")...	23.571429	0.011696
def write_keys(self, records_in, clean=True): """ Write the keywords to the header. parameters ---------- records: FITSHDR or list or dict Can be one of these: - FITSHDR object - list of dictionaries containing 'name','value' and optio...	[ "def", "write_keys", "(", "self", ",", "records_in", ",", "clean", "=", "True", ")", ":", "if", "isinstance", "(", "records_in", ",", "FITSHDR", ")", ":", "hdr", "=", "records_in", "else", ":", "hdr", "=", "FITSHDR", "(", "records_in", ")", "if", "clea...	34.319149	0.001206
def force_extrapolation(self): """Force the underlying model to extrapolate. An example where this is useful: You create a source spectrum with non-default extrapolation behavior and you wish to force the underlying empirical model to extrapolate based on nearest point. .. note...	[ "def", "force_extrapolation", "(", "self", ")", ":", "# We use _model here in case the spectrum is redshifted.", "if", "isinstance", "(", "self", ".", "_model", ",", "Empirical1D", ")", ":", "self", ".", "_model", ".", "fill_value", "=", "np", ".", "nan", "is_forc...	31.964286	0.002169
def check_validity(self, checks=None, report=True): """ Runs a Symbol's validity checks. Parameters ---------- checks : str, [str,], optional Only run certain checks. report : bool, optional If set to False, the method will return only t...	[ "def", "check_validity", "(", "self", ",", "checks", "=", "None", ",", "report", "=", "True", ")", ":", "if", "report", ":", "reportpoints", "=", "[", "]", "allchecks", "=", "[", "]", "checks_specified", "=", "False", "if", "isinstance", "(", "checks", ...	32.981132	0.01
def geigh(H,S): "Solve the generalized eigensystem Hc = ESc" A = cholorth(S) E,U = np.linalg.eigh(simx(H,A)) return E,np.dot(A,U)	[ "def", "geigh", "(", "H", ",", "S", ")", ":", "A", "=", "cholorth", "(", "S", ")", "E", ",", "U", "=", "np", ".", "linalg", ".", "eigh", "(", "simx", "(", "H", ",", "A", ")", ")", "return", "E", ",", "np", ".", "dot", "(", "A", ",", "U"...	28.2	0.041379
def to_pybel(self): """ Produce a Pybel Molecule object. It is based on the capabilities of OpenBabel through Pybel. The present object must have at least `atomcoords`, `atomnos`, `charge` and `mult` defined. Returns ------- `pybel.Molecule` Exa...	[ "def", "to_pybel", "(", "self", ")", ":", "# TODO: This only exports last geometry by default.", "obmol", "=", "_makeopenbabel", "(", "self", ".", "atomcoords", ",", "self", ".", "atomnos", ",", "self", ".", "charge", ",", "self", ".", "mult", ")", "title", "=...	31.945946	0.001642
def app(environ, start_response): """The WSGI Application Server. Arguments: environ {dict} -- The WSGI environ dictionary start_response {WSGI callable} Returns: WSGI Response """ from wsgi import container """Add Environ To Service Container Add the environ to th...	[ "def", "app", "(", "environ", ",", "start_response", ")", ":", "from", "wsgi", "import", "container", "\"\"\"Add Environ To Service Container\n Add the environ to the service container. The environ is generated by the\n the WSGI server above and used by a service provider to manipulate...	30.782609	0.000684
def on_start_at_login_toggled(self, chk): """Changes the activity of start_at_login in dconf """ self.settings.general.set_boolean('start-at-login', chk.get_active()) refresh_user_start(self.settings)	[ "def", "on_start_at_login_toggled", "(", "self", ",", "chk", ")", ":", "self", ".", "settings", ".", "general", ".", "set_boolean", "(", "'start-at-login'", ",", "chk", ".", "get_active", "(", ")", ")", "refresh_user_start", "(", "self", ".", "settings", ")"...	45.6	0.008621
def weather(query): """weather(query) -- use Name Entity Recogniser (nltk-stanford-ner), to determine location entity in query and fetch weather info for that location (using yahoo apis). """ print 'Identifying the location . . .' try: response = unirest.post("https://textanalysis.p.mashape.com/nltk-stanford-...	[ "def", "weather", "(", "query", ")", ":", "print", "'Identifying the location . . .'", "try", ":", "response", "=", "unirest", ".", "post", "(", "\"https://textanalysis.p.mashape.com/nltk-stanford-ner\"", ",", "headers", "=", "{", "\"X-Mashape-Key\"", ":", "\"E7WffsNDbN...	35.181818	0.039598
def median_low(data): """Return the low median of numeric data. When the number of data points is odd, the middle value is returned. When it is even, the smaller of the two middle values is returned. """ data = sorted(data) n = len(data) if n == 0: raise StatisticsError("no median f...	[ "def", "median_low", "(", "data", ")", ":", "data", "=", "sorted", "(", "data", ")", "n", "=", "len", "(", "data", ")", "if", "n", "==", "0", ":", "raise", "StatisticsError", "(", "\"no median for empty data\"", ")", "if", "n", "%", "2", "==", "1", ...	29.357143	0.002358
def add_delta_deltas(filterbanks, name=None): """Compute time first and second-order derivative channels. Args: filterbanks: float32 tensor with shape [batch_size, len, num_bins, 1] name: scope name Returns: float32 tensor with shape [batch_size, len, num_bins, 3] """ delta_filter = np.array([2,...	[ "def", "add_delta_deltas", "(", "filterbanks", ",", "name", "=", "None", ")", ":", "delta_filter", "=", "np", ".", "array", "(", "[", "2", ",", "1", ",", "0", ",", "-", "1", ",", "-", "2", "]", ")", "delta_delta_filter", "=", "scipy", ".", "signal"...	32.8	0.011848
def tar_archive(context): """Archive specified path to a tar archive. Args: context: dictionary-like. context is mandatory. context['tar']['archive'] must exist. It's a dictionary. keys are the paths to archive. values are the destination output paths. Example: ...	[ "def", "tar_archive", "(", "context", ")", ":", "logger", ".", "debug", "(", "\"start\"", ")", "mode", "=", "get_file_mode_for_writing", "(", "context", ")", "for", "item", "in", "context", "[", "'tar'", "]", "[", "'archive'", "]", ":", "# value is the desti...	34.444444	0.000784
def hash_to_unsigned(data): """If ``data`` is a string or unicode string, return an unsigned 4-byte int hash of it. If ``data`` is already an int that fits those parameters, return it verbatim. If ``data`` is an int outside that range, behavior is undefined at the moment. We rely on the ``PositiveI...	[ "def", "hash_to_unsigned", "(", "data", ")", ":", "if", "isinstance", "(", "data", ",", "string_types", ")", ":", "# Return a CRC32 value identical across Python versions and platforms", "# by stripping the sign bit as on", "# http://docs.python.org/library/zlib.html.", "return", ...	47.821429	0.000732
def translate_cds(seq, full_codons=True, ter_symbol="*"): """translate a DNA or RNA sequence into a single-letter amino acid sequence using the standard translation table If full_codons is True, a sequence whose length isn't a multiple of three generates a ValueError; else an 'X' will be added as the l...	[ "def", "translate_cds", "(", "seq", ",", "full_codons", "=", "True", ",", "ter_symbol", "=", "\"*\"", ")", ":", "if", "seq", "is", "None", ":", "return", "None", "if", "len", "(", "seq", ")", "==", "0", ":", "return", "\"\"", "if", "full_codons", "an...	27.05	0.001189
def _main(): """ Some demo. """ if sys.argv[1:] == ["test"]: for k, v in sorted(globals().items()): if not k.startswith("test_"): continue print("running: %s()" % k) v() print("ok.") sys.exit() elif sys.argv[1:] == ["debug...	[ "def", "_main", "(", ")", ":", "if", "sys", ".", "argv", "[", "1", ":", "]", "==", "[", "\"test\"", "]", ":", "for", "k", ",", "v", "in", "sorted", "(", "globals", "(", ")", ".", "items", "(", ")", ")", ":", "if", "not", "k", ".", "startswi...	24.188235	0.000467
def read_init(key): """Parse the package __init__ file to find a variable so that it's not in multiple places. """ filename = os.path.join("traces", "__init__.py") result = None with open(filename) as stream: for line in stream: if key in line: result = line....	[ "def", "read_init", "(", "key", ")", ":", "filename", "=", "os", ".", "path", ".", "join", "(", "\"traces\"", ",", "\"__init__.py\"", ")", "result", "=", "None", "with", "open", "(", "filename", ")", "as", "stream", ":", "for", "line", "in", "stream", ...	29.705882	0.001919
def set(self, name, arg=UNSET): """Modify the instruction in-place. Replace name and arg attributes. Don't modify lineno. """ self._set(name, arg, self._lineno)	[ "def", "set", "(", "self", ",", "name", ",", "arg", "=", "UNSET", ")", ":", "self", ".", "_set", "(", "name", ",", "arg", ",", "self", ".", "_lineno", ")" ]	31.333333	0.010363
def undo(self): """ Undo the last command by adding its inverse action to the stack. This method automatically takes care of applying the correct inverse action when it is called consecutively (ie. without a calling ``push`` in between). The ``qtesigSavedState`` signal ...	[ "def", "undo", "(", "self", ")", ":", "# If it is the first call to this method after a ``push`` then", "# reset ``qteIndex`` to the last element, otherwise just", "# decrease it.", "if", "not", "self", ".", "_wasUndo", ":", "self", ".", "_qteIndex", "=", "len", "(", "self"...	37.072464	0.000762
def postponed_to(self): """ Date that the event was postponed to (in the local time zone). """ toDate = getLocalDate(self.date, self.time_from, self.tz) return dateFormat(toDate)	[ "def", "postponed_to", "(", "self", ")", ":", "toDate", "=", "getLocalDate", "(", "self", ".", "date", ",", "self", ".", "time_from", ",", "self", ".", "tz", ")", "return", "dateFormat", "(", "toDate", ")" ]	35.5	0.009174
def match_list(query_list, string): """Return True if all words in a word list are in the string. :param query_list: list of words to match :param string: the word or words to be matched against """ # Get rid of 'the' word to ease string matching match = False index = 0 string = ' '.joi...	[ "def", "match_list", "(", "query_list", ",", "string", ")", ":", "# Get rid of 'the' word to ease string matching", "match", "=", "False", "index", "=", "0", "string", "=", "' '", ".", "join", "(", "filter_stopwords", "(", "string", ")", ")", "if", "not", "isi...	27.083333	0.001486
def _colorize_single_line(line, regexp, color_def): """Print single line to console with ability to colorize parts of it.""" match = regexp.match(line) groupdict = match.groupdict() groups = match.groups() if not groupdict: # no named groups, just colorize whole line color = c...	[ "def", "_colorize_single_line", "(", "line", ",", "regexp", ",", "color_def", ")", ":", "match", "=", "regexp", ".", "match", "(", "line", ")", "groupdict", "=", "match", ".", "groupdict", "(", ")", "groups", "=", "match", ".", "groups", "(", ")", "if"...	36.956522	0.001147
def unfollow(user, obj, send_action=False, flag=''): """ Removes a "follow" relationship. Set ``send_action`` to ``True`` (``False is default) to also send a ``<user> stopped following <object>`` action signal. Pass a string value to ``flag`` to determine which type of "follow" relationship you wa...	[ "def", "unfollow", "(", "user", ",", "obj", ",", "send_action", "=", "False", ",", "flag", "=", "''", ")", ":", "check", "(", "obj", ")", "qs", "=", "apps", ".", "get_model", "(", "'actstream'", ",", "'follow'", ")", ".", "objects", ".", "filter", ...	30.172414	0.002215
def find_debugged_frame(frame): """Find the first frame that is a debugged frame. We do this Generally we want traceback information without polluting it with debugger frames. We can tell these because those are frames on the top which don't have f_trace set. So we'll look back from the top to find ...	[ "def", "find_debugged_frame", "(", "frame", ")", ":", "f_prev", "=", "f", "=", "frame", "while", "f", "is", "not", "None", "and", "f", ".", "f_trace", "is", "None", ":", "f_prev", "=", "f", "f", "=", "f", ".", "f_back", "pass", "if", "f_prev", ":",...	31.73913	0.00133
def extract_points(self, pid, points): """Extract values at certain points in the grid from a given parameter set. Cells are selected by interpolating the centroids of the cells towards the line using a "nearest" scheme. Note that data is only returned for the points provided. If you wa...	[ "def", "extract_points", "(", "self", ",", "pid", ",", "points", ")", ":", "xy", "=", "self", ".", "grid", ".", "get_element_centroids", "(", ")", "data", "=", "self", ".", "parsets", "[", "pid", "]", "iobj", "=", "spi", ".", "NearestNDInterpolator", "...	33.888889	0.002125
def readBlock(self, length, pool_id, block_id, generation_stamp, offset, block_token, check_crc): '''Send a read request to given block. If we receive a successful response, we start reading packets. Send read request: +-------------------------------------------------------------------...	[ "def", "readBlock", "(", "self", ",", "length", ",", "pool_id", ",", "block_id", ",", "generation_stamp", ",", "offset", ",", "block_token", ",", "check_crc", ")", ":", "log", ".", "debug", "(", "\"%s sending readBlock request\"", "%", "self", ")", "# Send ver...	49.79021	0.002341
def just_log(*texts, sep = ""): """Log a text without adding the current time.""" if config.silent: return text = _color_sep + "default" + _color_sep2 + sep.join(texts) array = text.split(_color_sep) for part in array: parts = part.split(_color_sep2, 1) if len(parts) != 2 or not parts[1]: continue if...	[ "def", "just_log", "(", "*", "texts", ",", "sep", "=", "\"\"", ")", ":", "if", "config", ".", "silent", ":", "return", "text", "=", "_color_sep", "+", "\"default\"", "+", "_color_sep2", "+", "sep", ".", "join", "(", "texts", ")", "array", "=", "text"...	22.363636	0.038986
def read_struct(self, struct_class): """Parse and return a structure from the current buffer offset.""" struct = struct_class.unpack_from(bytearray_to_buff(self._data), self._offset) self.skip(struct_class.size) return struct	[ "def", "read_struct", "(", "self", ",", "struct_class", ")", ":", "struct", "=", "struct_class", ".", "unpack_from", "(", "bytearray_to_buff", "(", "self", ".", "_data", ")", ",", "self", ".", "_offset", ")", "self", ".", "skip", "(", "struct_class", ".", ...	50.6	0.011673
def labeled_accumulate(sequence, keygetter=operator.itemgetter(0), valuegetter=operator.itemgetter(1), accumulator=operator.add): """ Accumulates input elements according to accumulate(), but keeping certain data (per element, from the original sequence/iterable) in the target elements, like behaving as k...	[ "def", "labeled_accumulate", "(", "sequence", ",", "keygetter", "=", "operator", ".", "itemgetter", "(", "0", ")", ",", "valuegetter", "=", "operator", ".", "itemgetter", "(", "1", ")", ",", "accumulator", "=", "operator", ".", "add", ")", ":", "return", ...	50.181818	0.008897
def init_logging(verbose=False, format='%(asctime)s %(message)s'): """ Common utility for setting up logging in PyCBC. Installs a signal handler such that verbosity can be activated at run-time by sending a SIGUSR1 to the process. """ def sig_handler(signum, frame): logger = logging.getLogg...	[ "def", "init_logging", "(", "verbose", "=", "False", ",", "format", "=", "'%(asctime)s %(message)s'", ")", ":", "def", "sig_handler", "(", "signum", ",", "frame", ")", ":", "logger", "=", "logging", ".", "getLogger", "(", ")", "log_level", "=", "logger", "...	34.28	0.001135
def _get_input_data(self, var, start_date, end_date): """Get the data for a single variable over the desired date range.""" logging.info(self._print_verbose("Getting input data:", var)) if isinstance(var, (float, int)): return var else: cond_pfull = ((not hasattr...	[ "def", "_get_input_data", "(", "self", ",", "var", ",", "start_date", ",", "end_date", ")", ":", "logging", ".", "info", "(", "self", ".", "_print_verbose", "(", "\"Getting input data:\"", ",", "var", ")", ")", "if", "isinstance", "(", "var", ",", "(", "...	47.030303	0.001263
def import_obj(cls, dashboard_to_import, import_time=None): """Imports the dashboard from the object to the database. Once dashboard is imported, json_metadata field is extended and stores remote_id and import_time. It helps to decide if the dashboard has to be overridden or just cop...	[ "def", "import_obj", "(", "cls", ",", "dashboard_to_import", ",", "import_time", "=", "None", ")", ":", "def", "alter_positions", "(", "dashboard", ",", "old_to_new_slc_id_dict", ")", ":", "\"\"\" Updates slice_ids in the position json.\n\n Sample position_json dat...	45.804688	0.000501
def _summarize_accessible_fields(field_descriptions, width=40, section_title='Accessible fields'): """ Create a summary string for the accessible fields in a model. Unlike `_toolkit_repr_print`, this function does not look up the values of the fields, it just formats the...	[ "def", "_summarize_accessible_fields", "(", "field_descriptions", ",", "width", "=", "40", ",", "section_title", "=", "'Accessible fields'", ")", ":", "key_str", "=", "\"{:<{}}: {}\"", "items", "=", "[", "]", "items", ".", "append", "(", "section_title", ")", "i...	31	0.00092
def import_modules(modules, safe=True): '''Safely import a list of modules ''' all = [] for mname in modules: if mname.endswith('.*'): to_load = expand_star(mname) else: to_load = [mname] for module in to_load: try: all.append...	[ "def", "import_modules", "(", "modules", ",", "safe", "=", "True", ")", ":", "all", "=", "[", "]", "for", "mname", "in", "modules", ":", "if", "mname", ".", "endswith", "(", "'.*'", ")", ":", "to_load", "=", "expand_star", "(", "mname", ")", "else", ...	26.875	0.002247
def get_file_hexdigest(filename, blocksize=1024102410): '''Get a hex digest of a file.''' if hashlib.__name__ == 'hashlib': m = hashlib.md5() # new - 'hashlib' module else: m = hashlib.new() # old - 'md5' module - remove once py2.4 gone fd = open(filename, 'r') while ...	[ "def", "get_file_hexdigest", "(", "filename", ",", "blocksize", "=", "1024", "", "1024", "", "10", ")", ":", "if", "hashlib", ".", "__name__", "==", "'hashlib'", ":", "m", "=", "hashlib", ".", "md5", "(", ")", "# new - 'hashlib' module", "else", ":", "...	26.588235	0.002137
def load(cls, model, opt, meta, flag_gpu=None): '''Loads in model as a class instance with with the specified model and optimizer states. Parameters ---------- model : str Path to the model state file. opt : str Path to the optimizer state file...	[ "def", "load", "(", "cls", ",", "model", ",", "opt", ",", "meta", ",", "flag_gpu", "=", "None", ")", ":", "mess", "=", "\"Model file {0} does not exist. Please check the file path.\"", "assert", "os", ".", "path", ".", "exists", "(", "model", ")", ",", "mess...	31.461538	0.001581
def code_to_sjis(code): u"""Convert character code(hex) to string""" if code and isinstance(code, basestring): clean_code = code.replace('>', '') if clean_code: _code_to_sjis_char = lambda c: ''.join([chr(int("%c%c"%(a, b), 16)) for a, b in izip(c[0::2], c[1::2])]) return...	[ "def", "code_to_sjis", "(", "code", ")", ":", "if", "code", "and", "isinstance", "(", "code", ",", "basestring", ")", ":", "clean_code", "=", "code", ".", "replace", "(", "'>'", ",", "''", ")", "if", "clean_code", ":", "_code_to_sjis_char", "=", "lambda"...	52.75	0.011655
def disable(name, no_block=False, root=None, **kwargs): # pylint: disable=unused-argument ''' .. versionchanged:: 2015.8.12,2016.3.3,2016.11.0 On minions running systemd>=205, `systemd-run(1)`_ is now used to isolate commands run by this function from the ``salt-minion`` daemon's contro...	[ "def", "disable", "(", "name", ",", "no_block", "=", "False", ",", "root", "=", "None", ",", "", "", "kwargs", ")", ":", "# pylint: disable=unused-argument", "_check_for_unit_changes", "(", "name", ")", "if", "name", "in", "_get_sysv_services", "(", "root", ...	42.44898	0.00141
def _proc_uri(self, request, result): """ Process the URI rules for the request. Both the desired API version and desired content type can be determined from those rules. :param request: The Request object provided by WebOb. :param result: The Result object to store the...	[ "def", "_proc_uri", "(", "self", ",", "request", ",", "result", ")", ":", "if", "result", ":", "# Result has already been fully determined", "return", "# First, determine the version based on the URI prefix", "for", "prefix", ",", "version", "in", "self", ".", "uris", ...	36.828571	0.001512
def trust(self, scope, vk): """Start trusting a particular key for given scope.""" self.data['verifiers'].append({'scope': scope, 'vk': vk}) return self	[ "def", "trust", "(", "self", ",", "scope", ",", "vk", ")", ":", "self", ".", "data", "[", "'verifiers'", "]", ".", "append", "(", "{", "'scope'", ":", "scope", ",", "'vk'", ":", "vk", "}", ")", "return", "self" ]	43.25	0.011364
def _extrac_qtl(peak, block, headers): """ Given a row containing the peak of the QTL and all the rows of the linkage group of the said QTL (splitted per trait), determine the QTL interval and find the start and stop marker of the said interval. The interval is a LOD 2 interval. The approach is ...	[ "def", "_extrac_qtl", "(", "peak", ",", "block", ",", "headers", ")", ":", "qtls", "=", "[", "]", "if", "not", "peak", ":", "return", "qtls", "threshold", "=", "2", "for", "trait", "in", "peak", ":", "blockcnt", "=", "headers", ".", "index", "(", "...	34.75	0.000466
def bovy_dens2d(X,**kwargs): """ NAME: bovy_dens2d PURPOSE: plot a 2d density with optional contours INPUT: first argument is the density matplotlib.pyplot.imshow keywords (see http://matplotlib.sourceforge.net/api/axes_api.html#matplotlib.axes.Axes.imshow) xlab...	[ "def", "bovy_dens2d", "(", "X", ",", "", "", "kwargs", ")", ":", "overplot", "=", "kwargs", ".", "pop", "(", "'overplot'", ",", "False", ")", "gcf", "=", "kwargs", ".", "pop", "(", "'gcf'", ",", "False", ")", "if", "not", "overplot", "and", "not"...	33.973568	0.019274
def set_policy_alert_threshold(self, policy_ids, alert_threshold): """Set the alert theshold for the given policies.""" for policy_id in policy_ids: self.logger.debug('Setting alert threshold for policy {0} to {1}'.format(policy_id, alert_threshold)) result = self.zap.ascan.set_p...	[ "def", "set_policy_alert_threshold", "(", "self", ",", "policy_ids", ",", "alert_threshold", ")", ":", "for", "policy_id", "in", "policy_ids", ":", "self", ".", "logger", ".", "debug", "(", "'Setting alert threshold for policy {0} to {1}'", ".", "format", "(", "poli...	73.142857	0.009653
def find_tree_root(tree, key): """Find a root in a tree by it's key :param dict tree: the pkg dependency tree obtained by calling `construct_tree` function :param str key: key of the root node to find :returns: a root node if found else None :rtype: mixed """ result = ...	[ "def", "find_tree_root", "(", "tree", ",", "key", ")", ":", "result", "=", "[", "p", "for", "p", "in", "tree", ".", "keys", "(", ")", "if", "p", ".", "key", "==", "key", "]", "assert", "len", "(", "result", ")", "in", "[", "0", ",", "1", "]",...	33.230769	0.002252
def save(self): """The save function for a breeding cage has to automatic over-rides, Active and the Cage for the Breeder. In the case of Active, if an End field is specified, then the Active field is set to False. In the case of Cage, if a Cage is provided, and animals are specified un...	[ "def", "save", "(", "self", ")", ":", "if", "self", ".", "End", ":", "self", ".", "Active", "=", "False", "#if self.Cage:", "# if self.Females: ", "# for female_breeder in self.Females:", "# female_breeder.Cage = self.Cage", "# fe...	55.823529	0.00829
def main_real(usercode, netobj, options): ''' Entrypoint function for non-test ("real") mode. At this point we assume that we are running as root and have pcap module. ''' usercode_entry_point = import_or_die(usercode, ('main', 'switchy_main')) if options.dryrun: log_info("Imported your...	[ "def", "main_real", "(", "usercode", ",", "netobj", ",", "options", ")", ":", "usercode_entry_point", "=", "import_or_die", "(", "usercode", ",", "(", "'main'", ",", "'switchy_main'", ")", ")", "if", "options", ".", "dryrun", ":", "log_info", "(", "\"Importe...	31.153846	0.002394
def lastmod(self, tag): """Return the last modification of the entry.""" lastitems = EntryModel.objects.published().order_by('-modification_date').filter(tags=tag).only('modification_date') return lastitems[0].modification_date	[ "def", "lastmod", "(", "self", ",", "tag", ")", ":", "lastitems", "=", "EntryModel", ".", "objects", ".", "published", "(", ")", ".", "order_by", "(", "'-modification_date'", ")", ".", "filter", "(", "tags", "=", "tag", ")", ".", "only", "(", "'modific...	62	0.011952
async def auth_crammd5( self, username: str, password: str, timeout: DefaultNumType = _default ) -> SMTPResponse: """ CRAM-MD5 auth uses the password as a shared secret to MD5 the server's response. Example:: 250 AUTH CRAM-MD5 auth cram-md5 ...	[ "async", "def", "auth_crammd5", "(", "self", ",", "username", ":", "str", ",", "password", ":", "str", ",", "timeout", ":", "DefaultNumType", "=", "_default", ")", "->", "SMTPResponse", ":", "async", "with", "self", ".", "_command_lock", ":", "initial_respon...	33.615385	0.002224
def from_pb(cls, instance_pb, client): """Creates an instance from a protobuf. :type instance_pb: :class:`google.spanner.v2.spanner_instance_admin_pb2.Instance` :param instance_pb: A instance protobuf object. :type client: :class:`~google.cloud.spanner_v1.client.Client` ...	[ "def", "from_pb", "(", "cls", ",", "instance_pb", ",", "client", ")", ":", "match", "=", "_INSTANCE_NAME_RE", ".", "match", "(", "instance_pb", ".", "name", ")", "if", "match", "is", "None", ":", "raise", "ValueError", "(", "\"Instance protobuf name was not in...	40.151515	0.002211
def _do_resumable_upload(self, stream, metadata, num_retries): """Perform a resumable upload. :type stream: IO[bytes] :param stream: A bytes IO object open for reading. :type metadata: dict :param metadata: The metadata associated with the upload. :type num_retries: in...	[ "def", "_do_resumable_upload", "(", "self", ",", "stream", ",", "metadata", ",", "num_retries", ")", ":", "upload", ",", "transport", "=", "self", ".", "_initiate_resumable_upload", "(", "stream", ",", "metadata", ",", "num_retries", ")", "while", "not", "uplo...	33.8	0.002301
def move_backward(self, seconds=None): """Move robot backward.""" self._move(speed=-SPEED_MAX, steering=0, seconds=seconds)	[ "def", "move_backward", "(", "self", ",", "seconds", "=", "None", ")", ":", "self", ".", "_move", "(", "speed", "=", "-", "SPEED_MAX", ",", "steering", "=", "0", ",", "seconds", "=", "seconds", ")" ]	45.666667	0.014388
def load_data_table(file, index_col, show_progress=False): """ Load data table from zip file provided by Quandl. """ with ZipFile(file) as zip_file: file_names = zip_file.namelist() assert len(file_names) == 1, "Expected a single file from Quandl." ...	[ "def", "load_data_table", "(", "file", ",", "index_col", ",", "show_progress", "=", "False", ")", ":", "with", "ZipFile", "(", "file", ")", "as", "zip_file", ":", "file_names", "=", "zip_file", ".", "namelist", "(", ")", "assert", "len", "(", "file_names",...	29.368421	0.000867
def get(self, column, default_value=None): """Get an item from the Row by column name. Args: column: Tuple of column names, or a (str) column name, or positional column number, 0-indexed. default_value: The value to use if the key is not found. Returns: A list or string with ...	[ "def", "get", "(", "self", ",", "column", ",", "default_value", "=", "None", ")", ":", "if", "isinstance", "(", "column", ",", "(", "list", ",", "tuple", ")", ")", ":", "ret", "=", "[", "]", "for", "col", "in", "column", ":", "ret", ".", "append"...	32.08	0.002421
def edit_distance(seq1, seq2, action_function=lowest_cost_action, test=operator.eq): """Computes the edit distance between the two given sequences. This uses the relatively fast method that only constructs two columns of the 2d array for edits. This function actually uses four columns because we track ...	[ "def", "edit_distance", "(", "seq1", ",", "seq2", ",", "action_function", "=", "lowest_cost_action", ",", "test", "=", "operator", ".", "eq", ")", ":", "m", "=", "len", "(", "seq1", ")", "n", "=", "len", "(", "seq2", ")", "# Special, easy cases:", "if", ...	34	0.001618
def do_file(self, filename): """ Read and execute a .dql file """ with open(filename, "r") as infile: self._run_cmd(infile.read())	[ "def", "do_file", "(", "self", ",", "filename", ")", ":", "with", "open", "(", "filename", ",", "\"r\"", ")", "as", "infile", ":", "self", ".", "_run_cmd", "(", "infile", ".", "read", "(", ")", ")" ]	38.75	0.012658
def terminate(self): """ Terminate the instance """ rs = self.connection.terminate_instances([self.id]) if len(rs) > 0: self._update(rs[0])	[ "def", "terminate", "(", "self", ")", ":", "rs", "=", "self", ".", "connection", ".", "terminate_instances", "(", "[", "self", ".", "id", "]", ")", "if", "len", "(", "rs", ")", ">", "0", ":", "self", ".", "_update", "(", "rs", "[", "0", "]", ")...	26.428571	0.010471
def container_remove_objects(object_id, input_params={}, always_retry=False, **kwargs): """ Invokes the /container-xxxx/removeObjects API method. For more info, see: https://wiki.dnanexus.com/API-Specification-v1.0.0/Folders-and-Deletion#API-method%3A-%2Fclass-xxxx%2FremoveObjects """ return DXHTTP...	[ "def", "container_remove_objects", "(", "object_id", ",", "input_params", "=", "{", "}", ",", "always_retry", "=", "False", ",", "", "", "kwargs", ")", ":", "return", "DXHTTPRequest", "(", "'/%s/removeObjects'", "%", "object_id", ",", "input_params", ",", "a...	57.857143	0.009732
def simple_lmdb_settings(path, map_size=1e9, user_supplied_id=False): """ Creates a decorator that can be used to configure sane default LMDB persistence settings for a model Args: path (str): The path where the LMDB database files will be created map_size (int): The amount of space to ...	[ "def", "simple_lmdb_settings", "(", "path", ",", "map_size", "=", "1e9", ",", "user_supplied_id", "=", "False", ")", ":", "def", "decorator", "(", "cls", ")", ":", "provider", "=", "ff", ".", "UserSpecifiedIdProvider", "(", "key", "=", "'_id'", ")", "if", ...	31.275862	0.00107
def get(url, max_backoff=32, verbose=False, **kwargs): """Adding retries to requests.get with exponential backoff. Args: url (str): The URL to fetch max_backoff (int): The number of seconds to sleep at maximums verbose (bool): Whether to print exceptions. Returns: Response:...	[ "def", "get", "(", "url", ",", "max_backoff", "=", "32", ",", "verbose", "=", "False", ",", "", "", "kwargs", ")", ":", "sleep_seconds", "=", "1", "while", "sleep_seconds", "<=", "max_backoff", ":", "try", ":", "# you may overwrite `timeout` via `kwargs`", ...	34.833333	0.001862
def to_key(literal_or_identifier): ''' returns string representation of this object''' if literal_or_identifier['type'] == 'Identifier': return literal_or_identifier['name'] elif literal_or_identifier['type'] == 'Literal': k = literal_or_identifier['value'] if isinstance(k, float): ...	[ "def", "to_key", "(", "literal_or_identifier", ")", ":", "if", "literal_or_identifier", "[", "'type'", "]", "==", "'Identifier'", ":", "return", "literal_or_identifier", "[", "'name'", "]", "elif", "literal_or_identifier", "[", "'type'", "]", "==", "'Literal'", ":...	37.6875	0.001618
def transformer_tall_finetune_tied(): """Tied means fine-tune CNN/DM summarization as LM.""" hparams = transformer_tall() hparams.multiproblem_max_input_length = 750 hparams.multiproblem_max_target_length = 100 hparams.multiproblem_schedule_max_examples = 0 hparams.learning_rate_schedule = ("linear_warmup*c...	[ "def", "transformer_tall_finetune_tied", "(", ")", ":", "hparams", "=", "transformer_tall", "(", ")", "hparams", ".", "multiproblem_max_input_length", "=", "750", "hparams", ".", "multiproblem_max_target_length", "=", "100", "hparams", ".", "multiproblem_schedule_max_exam...	43.5625	0.022472
def delete_outbox_fax(self, outbox_fax_id, **kwargs): # noqa: E501 """Delete a fax from outbox # noqa: E501 Delete a fax that is being sent and is still in your outbox # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please p...	[ "def", "delete_outbox_fax", "(", "self", ",", "outbox_fax_id", ",", "", "", "kwargs", ")", ":", "# noqa: E501", "kwargs", "[", "'_return_http_data_only'", "]", "=", "True", "if", "kwargs", ".", "get", "(", "'async'", ")", ":", "return", "self", ".", "del...	44.761905	0.002083
def create_replication_schedule(self, start_time, end_time, interval_unit, interval, paused, arguments, alert_on_start=False, alert_on_success=False, alert_on_fail=False, alert_on_abort=False): """ Create a new replication schedule for this service. The replication argument type varies pe...	[ "def", "create_replication_schedule", "(", "self", ",", "start_time", ",", "end_time", ",", "interval_unit", ",", "interval", ",", "paused", ",", "arguments", ",", "alert_on_start", "=", "False", ",", "alert_on_success", "=", "False", ",", "alert_on_fail", "=", ...	49.615385	0.009502
def state(self): """Main state of sensor.""" if self.lightlevel is None: return None lux = round(10 ** (float(self.lightlevel - 1) / 10000), 1) return lux	[ "def", "state", "(", "self", ")", ":", "if", "self", ".", "lightlevel", "is", "None", ":", "return", "None", "lux", "=", "round", "(", "10", "**", "(", "float", "(", "self", ".", "lightlevel", "-", "1", ")", "/", "10000", ")", ",", "1", ")", "r...	32.166667	0.010101
def _make_subclasshook(cls): """Construct a __subclasshook__ callable that incorporates the associated __extra__ class in subclass checks performed against cls. """ if isinstance(cls.__extra__, abc.ABCMeta): # The logic mirrors that of ABCMeta.__subclasscheck__. # Registered classes ...	[ "def", "_make_subclasshook", "(", "cls", ")", ":", "if", "isinstance", "(", "cls", ".", "__extra__", ",", "abc", ".", "ABCMeta", ")", ":", "# The logic mirrors that of ABCMeta.__subclasscheck__.", "# Registered classes need not be checked here because", "# cls and its extra s...	43.032258	0.000733
def bulk_submit(cls, imports, api=None): """ Submit imports in bulk :param imports: Imports to be retrieved. :param api: Api instance. :return: List of ImportBulkRecord objects. """ if not imports: raise SbgError('Imports are required') api = ...	[ "def", "bulk_submit", "(", "cls", ",", "imports", ",", "api", "=", "None", ")", ":", "if", "not", "imports", ":", "raise", "SbgError", "(", "'Imports are required'", ")", "api", "=", "api", "or", "cls", ".", "_API", "items", "=", "[", "]", "for", "im...	30.575	0.001585
def shell(self, name='default', user=None, password=None, root=0, verbose=1, write_password=1, no_db=0, no_pw=0): """ Opens a SQL shell to the given database, assuming the configured database and user supports this feature. """ raise NotImplementedError	[ "def", "shell", "(", "self", ",", "name", "=", "'default'", ",", "user", "=", "None", ",", "password", "=", "None", ",", "root", "=", "0", ",", "verbose", "=", "1", ",", "write_password", "=", "1", ",", "no_db", "=", "0", ",", "no_pw", "=", "0", ...	48	0.013652
def remove_tags(self, tags, afterwards=None): """ remove `tags` (list of str) from all messages in this thread .. note:: This only adds the requested operation to this objects :class:`DBManager's <alot.db.DBManager>` write queue. You need to call :meth:`DBMa...	[ "def", "remove_tags", "(", "self", ",", "tags", ",", "afterwards", "=", "None", ")", ":", "rmtags", "=", "set", "(", "tags", ")", ".", "intersection", "(", "self", ".", "_tags", ")", "if", "rmtags", ":", "def", "myafterwards", "(", ")", ":", "self", ...	38.192308	0.001965
def add_annotation_value(graph, annotation, value): """Add the given annotation/value pair to all qualified edges. :param pybel.BELGraph graph: :param str annotation: :param str value: """ if annotation not in graph.defined_annotation_keywords: raise ValueError('annotation not defined: ...	[ "def", "add_annotation_value", "(", "graph", ",", "annotation", ",", "value", ")", ":", "if", "annotation", "not", "in", "graph", ".", "defined_annotation_keywords", ":", "raise", "ValueError", "(", "'annotation not defined: {}'", ".", "format", "(", "annotation", ...	34.222222	0.00158
def stop_workers_async(self): """Signal that all workers should stop without waiting.""" self._started = False for worker in self._workers: worker.signal_stop()	[ "def", "stop_workers_async", "(", "self", ")", ":", "self", ".", "_started", "=", "False", "for", "worker", "in", "self", ".", "_workers", ":", "worker", ".", "signal_stop", "(", ")" ]	32	0.010152
def build_job_configs(self, args): """Hook to build job configurations """ job_configs = {} gmm = make_ring_dicts(library=args['library'], basedir='.') for galkey in gmm.galkeys(): ring_dict = gmm.ring_dict(galkey) for ring_key, ring_info in ring_dict.it...	[ "def", "build_job_configs", "(", "self", ",", "args", ")", ":", "job_configs", "=", "{", "}", "gmm", "=", "make_ring_dicts", "(", "library", "=", "args", "[", "'library'", "]", ",", "basedir", "=", "'.'", ")", "for", "galkey", "in", "gmm", ".", "galkey...	39.25	0.002488
def get_recipients(self, ar): """Return the AR recipients in the same format like the AR Report expects in the records field `Recipients` """ plone_utils = api.get_tool("plone_utils") def is_email(email): if not plone_utils.validateSingleEmailAddress(email): ...	[ "def", "get_recipients", "(", "self", ",", "ar", ")", ":", "plone_utils", "=", "api", ".", "get_tool", "(", "\"plone_utils\"", ")", "def", "is_email", "(", "email", ")", ":", "if", "not", "plone_utils", ".", "validateSingleEmailAddress", "(", "email", ")", ...	33.268293	0.001425
def should_transform(self): """Determine if we should transform the response :returns: A boolean value """ if not HAS_DIAZO: self.log.info("HAS_DIAZO: false") return False if asbool(self.request.META.get(DIAZO_OFF_REQUEST_HEADER)): self.log...	[ "def", "should_transform", "(", "self", ")", ":", "if", "not", "HAS_DIAZO", ":", "self", ".", "log", ".", "info", "(", "\"HAS_DIAZO: false\"", ")", "return", "False", "if", "asbool", "(", "self", ".", "request", ".", "META", ".", "get", "(", "DIAZO_OFF_R...	32.122449	0.001233
def _var_uint_field_handler(handler, ctx): """Handler co-routine for variable unsigned integer fields that. Invokes the given ``handler`` function with the read field and context, then immediately yields to the resulting co-routine. """ _, self = yield queue = ctx.queue value = 0 while ...	[ "def", "_var_uint_field_handler", "(", "handler", ",", "ctx", ")", ":", "_", ",", "self", "=", "yield", "queue", "=", "ctx", ".", "queue", "value", "=", "0", "while", "True", ":", "if", "len", "(", "queue", ")", "==", "0", ":", "# We don't know when th...	36.578947	0.001403
def __add_loaded_module(self, event): """ Private method to automatically add new module objects from debug events. @type event: L{Event} @param event: Event object. """ lpBaseOfDll = event.get_module_base() hFile = event.get_file_handle() ## if not...	[ "def", "__add_loaded_module", "(", "self", ",", "event", ")", ":", "lpBaseOfDll", "=", "event", ".", "get_module_base", "(", ")", "hFile", "=", "event", ".", "get_file_handle", "(", ")", "## if not self.has_module(lpBaseOfDll): # XXX this would trigger a scan", ...	43.916667	0.009282
def abs_path(path, format_kwargs={}, relative_to=None, keep_slash=False): """Get abs. path for ``path``. ``path`` may be a relative or absolute file system path or an asset path. If ``path`` is already an abs. path, it will be returned as is. Otherwise, it will be converted into a normalized abs. path....	[ "def", "abs_path", "(", "path", ",", "format_kwargs", "=", "{", "}", ",", "relative_to", "=", "None", ",", "keep_slash", "=", "False", ")", ":", "if", "format_kwargs", ":", "path", "=", "path", ".", "format_map", "(", "format_kwargs", ")", "has_slash", "...	32.087719	0.001061
def find_outliers(data, predictor, sigma, method=mad): """find_outliers(data, predictor, sigma, method=mad) Returns a boolean array indicating the outliers in the given data array. Parameters data : array-like, shape = [n_samples, 2] or [n_samples, 3] Photometry array ...	[ "def", "find_outliers", "(", "data", ",", "predictor", ",", "sigma", ",", "method", "=", "mad", ")", ":", "phase", ",", "mag", ",", "", "*", "err", "=", "data", ".", "T", "residuals", "=", "numpy", ".", "absolute", "(", "predictor", ".", "predict", ...	38.266667	0.00085
def call(operation_name, args, *kwargs): """Call a libvips operation. Use this method to call any libvips operation. For example:: black_image = pyvips.Operation.call('black', 10, 10) See the Introduction for notes on how this works. """ logger.debug('VipsOpera...	[ "def", "call", "(", "operation_name", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "logger", ".", "debug", "(", "'VipsOperation.call: operation_name = %s'", ",", "operation_name", ")", "# logger.debug('VipsOperation.call: args = %s, kwargs =%s',", "# ...	32.818841	0.000429
def load_file(self, path=None, first_data_line='auto', filters='.', text='Select a file, FACEPANTS.', default_directory=None, header_only=False, quiet=False): """ This will clear the databox, load a file, storing the header info in self.headers, and the data in self.columns If first_...	[ "def", "load_file", "(", "self", ",", "path", "=", "None", ",", "first_data_line", "=", "'auto'", ",", "filters", "=", "'.'", ",", "text", "=", "'Select a file, FACEPANTS.'", ",", "default_directory", "=", "None", ",", "header_only", "=", "False", ",", "qu...	36.712991	0.013139

def _to_docstring(doc): """ format from Markdown to docstring """ def format_fn(line, status): """ format function """ # swap < > to < > line = re_to_tag.sub(r"<\1>", line) if re_to_data.match(line): line = re_to_data.sub(r"@\1 ", line) stat...

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31.931034

0.001048

def load(self, model): """Load pickled model.""" self.perceptron.weights, self.tagdict, self.classes, self.clusters = load_model(model) self.perceptron.classes = self.classes

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def toStringProto(self, inObject, proto): """ Wraps the object in a list, and then defers to ``amp.AmpList``. """ return amp.AmpList.toStringProto(self, [inObject], proto)

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39.8

0.009852

def _process_single_doc(self, single_doc): """ Make sure the provided value for --single is a path to an existing .rst/.ipynb file, or a pandas object that can be imported. For example, categorial.rst or pandas.DataFrame.head. For the latter, return the corresponding file path ...

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def report_validation(self, status): """Return run total value.""" # only one fail/pass count per profile if status: self.report['results']['validations']['pass'] += 1 else: self.report['results']['validations']['fail'] += 1 if self.selected_profile.na...

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async def filterindex(source, func): """Filter an asynchronous sequence using the index of the elements. The given function is synchronous, takes the index as an argument, and returns ``True`` if the corresponding should be forwarded, ``False`` otherwise. """ source = transform.enumerate.raw(so...

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def sparse(numRows, numCols, colPtrs, rowIndices, values): """ Create a SparseMatrix """ return SparseMatrix(numRows, numCols, colPtrs, rowIndices, values)

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36.6

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def get_popular_clans(self, **params: keys): """Get a list of most queried clans \*\*keys: Optional[list] = None Filter which keys should be included in the response \*\*exclude: Optional[list] = None Filter which keys should be excluded from the ...

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def get_cmdclass(): ''' A ``cmdclass`` that works around a setuptools deficiency. There is no need to build wheels when installing a package, however some versions of setuptools seem to mandate this. This is a hacky workaround that modifies the ``cmdclass`` returned by versioneer so that not having ...

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def _get_limit_check_id(self): """ Query currently-available TA checks, return the check ID and metadata of the 'performance/Service Limits' check. :returns: 2-tuple of Service Limits TA check ID (string), metadata (list), or (None, None). :rtype: tuple """ ...

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def plot(nxG, nyG, iBeg, iEnd, jBeg, jEnd, data, title=''): """ Plot distributed array @param nxG number of global cells in x @param nyG number of global cells in y @param iBeg global starting index in x @param iEnd global ending index in x @param jBeg global starting index in y @param j...

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38.967742

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def rmdir(path): """ Recursively deletes a directory. Includes an error handler to retry with different permissions on Windows. Otherwise, removing directories (eg. cloned via git) can cause rmtree to throw a PermissionError exception """ logger.debug("DEBUG** Window rmdir sys.platform: {}".form...

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def invite(name, emails, perm): """Invite other users to access the virtual folder. \b NAME: Name of a virtual folder. EMAIL: Emails to invite. """ with Session() as session: try: assert perm in ['rw', 'ro'], \ 'Invalid permission: {}'.format(perm) ...

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def reset(self): "If your convolutional window is greater than 1 and you save previous xs, you must reset at the beginning of each new sequence." for layer in self.layers: layer.reset() if self.bidirectional: for layer in self.layers_bwd: layer.reset()

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def conv1x1(in_planes, out_planes, stride=1): """1x1 convolution""" return nn.Conv2d(in_planes, out_planes, kernel_size=1, stride=stride, bias=False)

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51.666667

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def set_sla(obj, metric, sub_metric, rules): """ Extract SLAs from a set of rules """ if not hasattr(obj, 'sla_map'): return False rules_list = rules.split() for rule in rules_list: if '<' in rule: stat, threshold = rule.split('<') sla = SLA(metric, sub_metric, stat, threshold, 'lt') ...

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def from_storage(self, storage): """ To use a different storage :param storage: flask_cloudy.Storage instance """ self._storage_obj = storage.get(self._data["name"]) self._storage_loaded = True

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async def run_task(self) -> None: '''Initialize the queue and spawn extra worker tasks if this if the first task. Then wait for work items to enter the task queue, and execute the `run()` method with the current work item.''' while self.running: try: item = ...

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34

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def split_full_path(path): """Return pair of bucket without protocol and path Arguments: path - valid S3 path, such as s3://somebucket/events >>> split_full_path('s3://mybucket/path-to-events') ('mybucket', 'path-to-events/') >>> split_full_path('s3://mybucket') ('mybucket', None) >>> ...

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def run(exe, args, capturestd=False, env=None): """ Runs an executable with an array of arguments, optionally in the specified environment. Returns stdout and stderr """ command = [exe] + args if env: log.info("Executing [custom environment]: %s", " "....

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def cycle(length, width=4): """ Generate a de Bruijn sequence of a given length (and width). A de Bruijn sequence is a set of varying repetitions where each sequence of *n* characters is unique within the sequence. This type of sequence can be used to easily find the offset to the return pointer whe...

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def memoryit(group_by='lineno', limit=10): """ 追踪函数内存消耗情况 :param group_by: 统计分组，有 'filename', 'lineno', 'traceback' 可选 :param limit: 限制输出行数 """ def wrapper(func): @wraps(func) def inner(*args, **kwargs): tracemalloc.start() _start = tracemalloc.take_snaps...

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def msjd(theta): """Mean squared jumping distance. """ s = 0. for p in theta.dtype.names: s += np.sum(np.diff(theta[p], axis=0) ** 2) return s

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def write_keys(self, records_in, clean=True): """ Write the keywords to the header. parameters ---------- records: FITSHDR or list or dict Can be one of these: - FITSHDR object - list of dictionaries containing 'name','value' and optio...

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def force_extrapolation(self): """Force the underlying model to extrapolate. An example where this is useful: You create a source spectrum with non-default extrapolation behavior and you wish to force the underlying empirical model to extrapolate based on nearest point. .. note...

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def check_validity(self, checks=None, report=True): """ Runs a Symbol's validity checks. Parameters ---------- checks : str, [str,], optional Only run certain checks. report : bool, optional If set to False, the method will return only t...

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32.981132

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def geigh(H,S): "Solve the generalized eigensystem Hc = ESc" A = cholorth(S) E,U = np.linalg.eigh(simx(H,A)) return E,np.dot(A,U)

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def to_pybel(self): """ Produce a Pybel Molecule object. It is based on the capabilities of OpenBabel through Pybel. The present object must have at least `atomcoords`, `atomnos`, `charge` and `mult` defined. Returns ------- `pybel.Molecule` Exa...

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def app(environ, start_response): """The WSGI Application Server. Arguments: environ {dict} -- The WSGI environ dictionary start_response {WSGI callable} Returns: WSGI Response """ from wsgi import container """Add Environ To Service Container Add the environ to th...

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30.782609

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def on_start_at_login_toggled(self, chk): """Changes the activity of start_at_login in dconf """ self.settings.general.set_boolean('start-at-login', chk.get_active()) refresh_user_start(self.settings)

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def weather(query): """weather(query) -- use Name Entity Recogniser (nltk-stanford-ner), to determine location entity in query and fetch weather info for that location (using yahoo apis). """ print 'Identifying the location . . .' try: response = unirest.post("https://textanalysis.p.mashape.com/nltk-stanford-...

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def median_low(data): """Return the low median of numeric data. When the number of data points is odd, the middle value is returned. When it is even, the smaller of the two middle values is returned. """ data = sorted(data) n = len(data) if n == 0: raise StatisticsError("no median f...

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def add_delta_deltas(filterbanks, name=None): """Compute time first and second-order derivative channels. Args: filterbanks: float32 tensor with shape [batch_size, len, num_bins, 1] name: scope name Returns: float32 tensor with shape [batch_size, len, num_bins, 3] """ delta_filter = np.array([2,...

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def tar_archive(context): """Archive specified path to a tar archive. Args: context: dictionary-like. context is mandatory. context['tar']['archive'] must exist. It's a dictionary. keys are the paths to archive. values are the destination output paths. Example: ...

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def hash_to_unsigned(data): """If ``data`` is a string or unicode string, return an unsigned 4-byte int hash of it. If ``data`` is already an int that fits those parameters, return it verbatim. If ``data`` is an int outside that range, behavior is undefined at the moment. We rely on the ``PositiveI...

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def translate_cds(seq, full_codons=True, ter_symbol="*"): """translate a DNA or RNA sequence into a single-letter amino acid sequence using the standard translation table If full_codons is True, a sequence whose length isn't a multiple of three generates a ValueError; else an 'X' will be added as the l...

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def _main(): """ Some demo. """ if sys.argv[1:] == ["test"]: for k, v in sorted(globals().items()): if not k.startswith("test_"): continue print("running: %s()" % k) v() print("ok.") sys.exit() elif sys.argv[1:] == ["debug...

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def read_init(key): """Parse the package __init__ file to find a variable so that it's not in multiple places. """ filename = os.path.join("traces", "__init__.py") result = None with open(filename) as stream: for line in stream: if key in line: result = line....

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def set(self, name, arg=UNSET): """Modify the instruction in-place. Replace name and arg attributes. Don't modify lineno. """ self._set(name, arg, self._lineno)

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def undo(self): """ Undo the last command by adding its inverse action to the stack. This method automatically takes care of applying the correct inverse action when it is called consecutively (ie. without a calling ``push`` in between). The ``qtesigSavedState`` signal ...

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def postponed_to(self): """ Date that the event was postponed to (in the local time zone). """ toDate = getLocalDate(self.date, self.time_from, self.tz) return dateFormat(toDate)

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def match_list(query_list, string): """Return True if all words in a word list are in the string. :param query_list: list of words to match :param string: the word or words to be matched against """ # Get rid of 'the' word to ease string matching match = False index = 0 string = ' '.joi...

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def _colorize_single_line(line, regexp, color_def): """Print single line to console with ability to colorize parts of it.""" match = regexp.match(line) groupdict = match.groupdict() groups = match.groups() if not groupdict: # no named groups, just colorize whole line color = c...

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def unfollow(user, obj, send_action=False, flag=''): """ Removes a "follow" relationship. Set ``send_action`` to ``True`` (``False is default) to also send a ``<user> stopped following <object>`` action signal. Pass a string value to ``flag`` to determine which type of "follow" relationship you wa...

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def find_debugged_frame(frame): """Find the first frame that is a debugged frame. We do this Generally we want traceback information without polluting it with debugger frames. We can tell these because those are frames on the top which don't have f_trace set. So we'll look back from the top to find ...

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def extract_points(self, pid, points): """Extract values at certain points in the grid from a given parameter set. Cells are selected by interpolating the centroids of the cells towards the line using a "nearest" scheme. Note that data is only returned for the points provided. If you wa...

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def readBlock(self, length, pool_id, block_id, generation_stamp, offset, block_token, check_crc): '''Send a read request to given block. If we receive a successful response, we start reading packets. Send read request: +-------------------------------------------------------------------...

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def just_log(*texts, sep = ""): """Log a text without adding the current time.""" if config.silent: return text = _color_sep + "default" + _color_sep2 + sep.join(texts) array = text.split(_color_sep) for part in array: parts = part.split(_color_sep2, 1) if len(parts) != 2 or not parts[1]: continue if...

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def read_struct(self, struct_class): """Parse and return a structure from the current buffer offset.""" struct = struct_class.unpack_from(bytearray_to_buff(self._data), self._offset) self.skip(struct_class.size) return struct

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def labeled_accumulate(sequence, keygetter=operator.itemgetter(0), valuegetter=operator.itemgetter(1), accumulator=operator.add): """ Accumulates input elements according to accumulate(), but keeping certain data (per element, from the original sequence/iterable) in the target elements, like behaving as k...

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def init_logging(verbose=False, format='%(asctime)s %(message)s'): """ Common utility for setting up logging in PyCBC. Installs a signal handler such that verbosity can be activated at run-time by sending a SIGUSR1 to the process. """ def sig_handler(signum, frame): logger = logging.getLogg...

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def _get_input_data(self, var, start_date, end_date): """Get the data for a single variable over the desired date range.""" logging.info(self._print_verbose("Getting input data:", var)) if isinstance(var, (float, int)): return var else: cond_pfull = ((not hasattr...

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def import_obj(cls, dashboard_to_import, import_time=None): """Imports the dashboard from the object to the database. Once dashboard is imported, json_metadata field is extended and stores remote_id and import_time. It helps to decide if the dashboard has to be overridden or just cop...

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def _summarize_accessible_fields(field_descriptions, width=40, section_title='Accessible fields'): """ Create a summary string for the accessible fields in a model. Unlike `_toolkit_repr_print`, this function does not look up the values of the fields, it just formats the...

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def import_modules(modules, safe=True): '''Safely import a list of *modules* ''' all = [] for mname in modules: if mname.endswith('.*'): to_load = expand_star(mname) else: to_load = [mname] for module in to_load: try: all.append...

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def get_file_hexdigest(filename, blocksize=1024*1024*10): '''Get a hex digest of a file.''' if hashlib.__name__ == 'hashlib': m = hashlib.md5() # new - 'hashlib' module else: m = hashlib.new() # old - 'md5' module - remove once py2.4 gone fd = open(filename, 'r') while ...

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def load(cls, model, opt, meta, flag_gpu=None): '''Loads in model as a class instance with with the specified model and optimizer states. Parameters ---------- model : str Path to the model state file. opt : str Path to the optimizer state file...

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def code_to_sjis(code): u"""Convert character code(hex) to string""" if code and isinstance(code, basestring): clean_code = code.replace('>', '') if clean_code: _code_to_sjis_char = lambda c: ''.join([chr(int("%c%c"%(a, b), 16)) for a, b in izip(c[0::2], c[1::2])]) return...

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def disable(name, no_block=False, root=None, **kwargs): # pylint: disable=unused-argument ''' .. versionchanged:: 2015.8.12,2016.3.3,2016.11.0 On minions running systemd>=205, `systemd-run(1)`_ is now used to isolate commands run by this function from the ``salt-minion`` daemon's contro...

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def _proc_uri(self, request, result): """ Process the URI rules for the request. Both the desired API version and desired content type can be determined from those rules. :param request: The Request object provided by WebOb. :param result: The Result object to store the...

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def trust(self, scope, vk): """Start trusting a particular key for given scope.""" self.data['verifiers'].append({'scope': scope, 'vk': vk}) return self

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def _extrac_qtl(peak, block, headers): """ Given a row containing the peak of the QTL and all the rows of the linkage group of the said QTL (splitted per trait), determine the QTL interval and find the start and stop marker of the said interval. The interval is a LOD 2 interval. The approach is ...

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def bovy_dens2d(X,**kwargs): """ NAME: bovy_dens2d PURPOSE: plot a 2d density with optional contours INPUT: first argument is the density matplotlib.pyplot.imshow keywords (see http://matplotlib.sourceforge.net/api/axes_api.html#matplotlib.axes.Axes.imshow) xlab...

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def set_policy_alert_threshold(self, policy_ids, alert_threshold): """Set the alert theshold for the given policies.""" for policy_id in policy_ids: self.logger.debug('Setting alert threshold for policy {0} to {1}'.format(policy_id, alert_threshold)) result = self.zap.ascan.set_p...

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def find_tree_root(tree, key): """Find a root in a tree by it's key :param dict tree: the pkg dependency tree obtained by calling `construct_tree` function :param str key: key of the root node to find :returns: a root node if found else None :rtype: mixed """ result = ...

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def save(self): """The save function for a breeding cage has to automatic over-rides, Active and the Cage for the Breeder. In the case of Active, if an End field is specified, then the Active field is set to False. In the case of Cage, if a Cage is provided, and animals are specified un...

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def main_real(usercode, netobj, options): ''' Entrypoint function for non-test ("real") mode. At this point we assume that we are running as root and have pcap module. ''' usercode_entry_point = import_or_die(usercode, ('main', 'switchy_main')) if options.dryrun: log_info("Imported your...

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def lastmod(self, tag): """Return the last modification of the entry.""" lastitems = EntryModel.objects.published().order_by('-modification_date').filter(tags=tag).only('modification_date') return lastitems[0].modification_date

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async def auth_crammd5( self, username: str, password: str, timeout: DefaultNumType = _default ) -> SMTPResponse: """ CRAM-MD5 auth uses the password as a shared secret to MD5 the server's response. Example:: 250 AUTH CRAM-MD5 auth cram-md5 ...

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def from_pb(cls, instance_pb, client): """Creates an instance from a protobuf. :type instance_pb: :class:`google.spanner.v2.spanner_instance_admin_pb2.Instance` :param instance_pb: A instance protobuf object. :type client: :class:`~google.cloud.spanner_v1.client.Client` ...

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def _do_resumable_upload(self, stream, metadata, num_retries): """Perform a resumable upload. :type stream: IO[bytes] :param stream: A bytes IO object open for reading. :type metadata: dict :param metadata: The metadata associated with the upload. :type num_retries: in...

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def move_backward(self, seconds=None): """Move robot backward.""" self._move(speed=-SPEED_MAX, steering=0, seconds=seconds)

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def load_data_table(file, index_col, show_progress=False): """ Load data table from zip file provided by Quandl. """ with ZipFile(file) as zip_file: file_names = zip_file.namelist() assert len(file_names) == 1, "Expected a single file from Quandl." ...

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def get(self, column, default_value=None): """Get an item from the Row by column name. Args: column: Tuple of column names, or a (str) column name, or positional column number, 0-indexed. default_value: The value to use if the key is not found. Returns: A list or string with ...

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def edit_distance(seq1, seq2, action_function=lowest_cost_action, test=operator.eq): """Computes the edit distance between the two given sequences. This uses the relatively fast method that only constructs two columns of the 2d array for edits. This function actually uses four columns because we track ...

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def do_file(self, filename): """ Read and execute a .dql file """ with open(filename, "r") as infile: self._run_cmd(infile.read())

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def terminate(self): """ Terminate the instance """ rs = self.connection.terminate_instances([self.id]) if len(rs) > 0: self._update(rs[0])

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def container_remove_objects(object_id, input_params={}, always_retry=False, **kwargs): """ Invokes the /container-xxxx/removeObjects API method. For more info, see: https://wiki.dnanexus.com/API-Specification-v1.0.0/Folders-and-Deletion#API-method%3A-%2Fclass-xxxx%2FremoveObjects """ return DXHTTP...

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def simple_lmdb_settings(path, map_size=1e9, user_supplied_id=False): """ Creates a decorator that can be used to configure sane default LMDB persistence settings for a model Args: path (str): The path where the LMDB database files will be created map_size (int): The amount of space to ...

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def get(url, max_backoff=32, verbose=False, **kwargs): """Adding retries to requests.get with exponential backoff. Args: url (str): The URL to fetch max_backoff (int): The number of seconds to sleep at maximums verbose (bool): Whether to print exceptions. Returns: Response:...

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def to_key(literal_or_identifier): ''' returns string representation of this object''' if literal_or_identifier['type'] == 'Identifier': return literal_or_identifier['name'] elif literal_or_identifier['type'] == 'Literal': k = literal_or_identifier['value'] if isinstance(k, float): ...

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def transformer_tall_finetune_tied(): """Tied means fine-tune CNN/DM summarization as LM.""" hparams = transformer_tall() hparams.multiproblem_max_input_length = 750 hparams.multiproblem_max_target_length = 100 hparams.multiproblem_schedule_max_examples = 0 hparams.learning_rate_schedule = ("linear_warmup*c...

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def delete_outbox_fax(self, outbox_fax_id, **kwargs): # noqa: E501 """Delete a fax from outbox # noqa: E501 Delete a fax that is being sent and is still in your outbox # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please p...

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def create_replication_schedule(self, start_time, end_time, interval_unit, interval, paused, arguments, alert_on_start=False, alert_on_success=False, alert_on_fail=False, alert_on_abort=False): """ Create a new replication schedule for this service. The replication argument type varies pe...

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def state(self): """Main state of sensor.""" if self.lightlevel is None: return None lux = round(10 ** (float(self.lightlevel - 1) / 10000), 1) return lux

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def _make_subclasshook(cls): """Construct a __subclasshook__ callable that incorporates the associated __extra__ class in subclass checks performed against cls. """ if isinstance(cls.__extra__, abc.ABCMeta): # The logic mirrors that of ABCMeta.__subclasscheck__. # Registered classes ...

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def bulk_submit(cls, imports, api=None): """ Submit imports in bulk :param imports: Imports to be retrieved. :param api: Api instance. :return: List of ImportBulkRecord objects. """ if not imports: raise SbgError('Imports are required') api = ...

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def shell(self, name='default', user=None, password=None, root=0, verbose=1, write_password=1, no_db=0, no_pw=0): """ Opens a SQL shell to the given database, assuming the configured database and user supports this feature. """ raise NotImplementedError

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def remove_tags(self, tags, afterwards=None): """ remove `tags` (list of str) from all messages in this thread .. note:: This only adds the requested operation to this objects :class:`DBManager's <alot.db.DBManager>` write queue. You need to call :meth:`DBMa...

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def add_annotation_value(graph, annotation, value): """Add the given annotation/value pair to all qualified edges. :param pybel.BELGraph graph: :param str annotation: :param str value: """ if annotation not in graph.defined_annotation_keywords: raise ValueError('annotation not defined: ...

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def stop_workers_async(self): """Signal that all workers should stop without waiting.""" self._started = False for worker in self._workers: worker.signal_stop()

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def build_job_configs(self, args): """Hook to build job configurations """ job_configs = {} gmm = make_ring_dicts(library=args['library'], basedir='.') for galkey in gmm.galkeys(): ring_dict = gmm.ring_dict(galkey) for ring_key, ring_info in ring_dict.it...

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def get_recipients(self, ar): """Return the AR recipients in the same format like the AR Report expects in the records field `Recipients` """ plone_utils = api.get_tool("plone_utils") def is_email(email): if not plone_utils.validateSingleEmailAddress(email): ...

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def should_transform(self): """Determine if we should transform the response :returns: A boolean value """ if not HAS_DIAZO: self.log.info("HAS_DIAZO: false") return False if asbool(self.request.META.get(DIAZO_OFF_REQUEST_HEADER)): self.log...

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def _var_uint_field_handler(handler, ctx): """Handler co-routine for variable unsigned integer fields that. Invokes the given ``handler`` function with the read field and context, then immediately yields to the resulting co-routine. """ _, self = yield queue = ctx.queue value = 0 while ...

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def __add_loaded_module(self, event): """ Private method to automatically add new module objects from debug events. @type event: L{Event} @param event: Event object. """ lpBaseOfDll = event.get_module_base() hFile = event.get_file_handle() ## if not...

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def abs_path(path, format_kwargs={}, relative_to=None, keep_slash=False): """Get abs. path for ``path``. ``path`` may be a relative or absolute file system path or an asset path. If ``path`` is already an abs. path, it will be returned as is. Otherwise, it will be converted into a normalized abs. path....

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def find_outliers(data, predictor, sigma, method=mad): """find_outliers(data, predictor, sigma, method=mad) Returns a boolean array indicating the outliers in the given *data* array. **Parameters** data : array-like, shape = [n_samples, 2] or [n_samples, 3] Photometry array ...

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def call(operation_name, *args, **kwargs): """Call a libvips operation. Use this method to call any libvips operation. For example:: black_image = pyvips.Operation.call('black', 10, 10) See the Introduction for notes on how this works. """ logger.debug('VipsOpera...

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def load_file(self, path=None, first_data_line='auto', filters='*.*', text='Select a file, FACEPANTS.', default_directory=None, header_only=False, quiet=False): """ This will clear the databox, load a file, storing the header info in self.headers, and the data in self.columns If first_...

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