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 handle_sigterm(): """Handle SIGTERM like a normal SIGINT (KeyboardInterrupt). By default Docker sends a SIGTERM for stopping containers, giving them time to terminate before getting killed. If a process does not catch this signal and does nothing, it just gets killed. Handling SIGTERM like SIG...	[ "def", "handle_sigterm", "(", ")", ":", "original_sigterm_handler", "=", "signal", ".", "getsignal", "(", "signal", ".", "SIGTERM", ")", "signal", ".", "signal", "(", "signal", ".", "SIGTERM", ",", "signal", ".", "default_int_handler", ")", "try", ":", "yiel...	39.111111	0.001387
def parse_unix(self, lines): '''Parse listings from a Unix ls command format.''' # This method uses some Filezilla parsing algorithms for line in lines: original_line = line fields = line.split(' ') after_perm_index = 0 # Search for the permissio...	[ "def", "parse_unix", "(", "self", ",", "lines", ")", ":", "# This method uses some Filezilla parsing algorithms", "for", "line", "in", "lines", ":", "original_line", "=", "line", "fields", "=", "line", ".", "split", "(", "' '", ")", "after_perm_index", "=", "0",...	34.983871	0.001345
def open( bucket_id, key_id, mode, buffer_size=DEFAULT_BUFFER_SIZE, min_part_size=DEFAULT_MIN_PART_SIZE, session=None, resource_kwargs=None, multipart_upload_kwargs=None, ): """Open an S3 object for reading or writing. Parameters -----...	[ "def", "open", "(", "bucket_id", ",", "key_id", ",", "mode", ",", "buffer_size", "=", "DEFAULT_BUFFER_SIZE", ",", "min_part_size", "=", "DEFAULT_MIN_PART_SIZE", ",", "session", "=", "None", ",", "resource_kwargs", "=", "None", ",", "multipart_upload_kwargs", "=", ...	30.888889	0.001992
def update_subnet(subnet, name, profile=None): ''' Updates a subnet CLI Example: .. code-block:: bash salt '*' neutron.update_subnet subnet-name new-subnet-name :param subnet: ID or name of subnet to update :param name: Name of this subnet :param profile: Profile to build on (Opt...	[ "def", "update_subnet", "(", "subnet", ",", "name", ",", "profile", "=", "None", ")", ":", "conn", "=", "_auth", "(", "profile", ")", "return", "conn", ".", "update_subnet", "(", "subnet", ",", "name", ")" ]	25.705882	0.002208
def plot_pnlmoney(self): """ 画出pnl盈亏额散点图 """ plt.scatter(x=self.pnl.sell_date.apply(str), y=self.pnl.pnl_money) plt.gcf().autofmt_xdate() return plt	[ "def", "plot_pnlmoney", "(", "self", ")", ":", "plt", ".", "scatter", "(", "x", "=", "self", ".", "pnl", ".", "sell_date", ".", "apply", "(", "str", ")", ",", "y", "=", "self", ".", "pnl", ".", "pnl_money", ")", "plt", ".", "gcf", "(", ")", "."...	27.142857	0.010204
def add_custom_options(parser): """Adds custom options to a parser. :param parser: the parser to which to add options. :type parser: argparse.ArgumentParser """ parser.add_argument("--report-title", type=str, metavar="TITLE", default="Genetic Data Clean Up", ...	[ "def", "add_custom_options", "(", "parser", ")", ":", "parser", ".", "add_argument", "(", "\"--report-title\"", ",", "type", "=", "str", ",", "metavar", "=", "\"TITLE\"", ",", "default", "=", "\"Genetic Data Clean Up\"", ",", "help", "=", "\"The report title. [def...	48.791667	0.000838
def set_constants(self, *constants, verbose=True): """Set the constants associated with the data. Parameters ---------- constants : str Expressions for the new set of constants. verbose : boolean (optional) Toggle talkback. Default is True See Al...	[ "def", "set_constants", "(", "self", ",", "*", "constants", ",", "verbose", "=", "True", ")", ":", "# create", "new", "=", "[", "]", "current", "=", "{", "c", ".", "expression", ":", "c", "for", "c", "in", "self", ".", "_constants", "}", "for", "ex...	29.909091	0.001963
def do_walk(data_path): """ Walk through data_files and list all in dict format """ data_files = {} def cond(File, prefix): """ Return True for useful files Return False for non-useful files """ file_path = path.join(prefix, 'data_files', File) return ...	[ "def", "do_walk", "(", "data_path", ")", ":", "data_files", "=", "{", "}", "def", "cond", "(", "File", ",", "prefix", ")", ":", "\"\"\"\n Return True for useful files\n Return False for non-useful files\n \"\"\"", "file_path", "=", "path", ".", "joi...	32.384615	0.002307
def cleanup(test_data, udfs, tmp_data, tmp_db): """Cleanup Ibis test data and UDFs""" con = make_ibis_client(ENV) if udfs: # this comes before test_data bc the latter clobbers this too con.hdfs.rmdir(os.path.join(ENV.test_data_dir, 'udf')) if test_data: con.drop_database(ENV.te...	[ "def", "cleanup", "(", "test_data", ",", "udfs", ",", "tmp_data", ",", "tmp_db", ")", ":", "con", "=", "make_ibis_client", "(", "ENV", ")", "if", "udfs", ":", "# this comes before test_data bc the latter clobbers this too", "con", ".", "hdfs", ".", "rmdir", "(",...	28.764706	0.00198
def method_delegate(**methods): """ Construct a renderer that delegates based on the request's HTTP method. """ methods = {k.upper(): v for k, v in iteritems(methods)} if PY3: methods = {k.encode("utf-8"): v for k, v in iteritems(methods)} def render(request): renderer = meth...	[ "def", "method_delegate", "(", "", "", "methods", ")", ":", "methods", "=", "{", "k", ".", "upper", "(", ")", ":", "v", "for", "k", ",", "v", "in", "iteritems", "(", "methods", ")", "}", "if", "PY3", ":", "methods", "=", "{", "k", ".", "encod...	26.176471	0.002169
def clone_from(repo_url, repo_dir): """Clone a remote git repo into a local directory.""" repo_url = _fix_repo_url(repo_url) LOG.info("Cloning %s into %s." % (repo_url, repo_dir)) cmd = GIT_CLONE_CMD.format(repo_url, repo_dir) resp = envoy.run(cmd) if resp.status_code != 0: LOG.error("Cl...	[ "def", "clone_from", "(", "repo_url", ",", "repo_dir", ")", ":", "repo_url", "=", "_fix_repo_url", "(", "repo_url", ")", "LOG", ".", "info", "(", "\"Cloning %s into %s.\"", "%", "(", "repo_url", ",", "repo_dir", ")", ")", "cmd", "=", "GIT_CLONE_CMD", ".", ...	41.8	0.002342
def rundata(self, strjson): """POST JSON data object to server""" d = json.loads(strjson) return self.api.data.post(d)	[ "def", "rundata", "(", "self", ",", "strjson", ")", ":", "d", "=", "json", ".", "loads", "(", "strjson", ")", "return", "self", ".", "api", ".", "data", ".", "post", "(", "d", ")" ]	27.8	0.013986
def current_target(self): """Return current target.""" actions = self.state[self.state['current_step']]['actions'] for action, value in reversed(actions): if action == 'target': return value	[ "def", "current_target", "(", "self", ")", ":", "actions", "=", "self", ".", "state", "[", "self", ".", "state", "[", "'current_step'", "]", "]", "[", "'actions'", "]", "for", "action", ",", "value", "in", "reversed", "(", "actions", ")", ":", "if", ...	39.5	0.008264
def add_option(self, block, name, values): """ Adds an option to the AST, either as a non-block option or for an existing block. `block` Block name. Set to ``None`` for non-block option. `name` Option name. `values` ...	[ "def", "add_option", "(", "self", ",", "block", ",", "name", ",", "*", "values", ")", ":", "if", "not", "self", ".", "RE_NAME", ".", "match", "(", "name", ")", ":", "raise", "ValueError", "(", "u\"Invalid option name '{0}'\"", ".", "format", "(", "common...	32.538462	0.002295
def model(x_train, y_train, x_test, y_test): """ Model providing function: Create Keras model with double curly brackets dropped-in as needed. Return value has to be a valid python dictionary with two customary keys: - loss: Specify a numeric evaluation metric to be minimized - status: ...	[ "def", "model", "(", "x_train", ",", "y_train", ",", "x_test", ",", "y_test", ")", ":", "model", "=", "Sequential", "(", ")", "model", ".", "add", "(", "Dense", "(", "512", ",", "input_shape", "=", "(", "784", ",", ")", ")", ")", "model", ".", "a...	38.952381	0.001789
def add_seperator(self): """ Add separator between labels in menu that called on right mouse click. """ m_item = Gtk.SeparatorMenuItem() self.menu.append(m_item) self.menu.show_all()	[ "def", "add_seperator", "(", "self", ")", ":", "m_item", "=", "Gtk", ".", "SeparatorMenuItem", "(", ")", "self", ".", "menu", ".", "append", "(", "m_item", ")", "self", ".", "menu", ".", "show_all", "(", ")" ]	32	0.008696
def mad(arr, relative=True): """ Median Absolute Deviation: a "Robust" version of standard deviation. Indices variabililty of the sample. https://en.wikipedia.org/wiki/Median_absolute_deviation """ with warnings.catch_warnings(): warnings.simplefilter("ignore") med = np.nanme...	[ "def", "mad", "(", "arr", ",", "relative", "=", "True", ")", ":", "with", "warnings", ".", "catch_warnings", "(", ")", ":", "warnings", ".", "simplefilter", "(", "\"ignore\"", ")", "med", "=", "np", ".", "nanmedian", "(", "arr", ",", "axis", "=", "1"...	37	0.002028
def arcball_constrain_to_axis(point, axis): """Return sphere point perpendicular to axis.""" v = np.array(point, dtype=np.float64, copy=True) a = np.array(axis, dtype=np.float64, copy=True) v -= a * np.dot(a, v) # on plane n = vector_norm(v) if n > _EPS: if v[2] < 0.0: np.ne...	[ "def", "arcball_constrain_to_axis", "(", "point", ",", "axis", ")", ":", "v", "=", "np", ".", "array", "(", "point", ",", "dtype", "=", "np", ".", "float64", ",", "copy", "=", "True", ")", "a", "=", "np", ".", "array", "(", "axis", ",", "dtype", ...	32.5	0.002137
def map_status_to_catalog(status): """Convierte el resultado de action.status_show() en metadata a nivel de catálogo.""" catalog = dict() catalog_mapping = { "site_title": "title", "site_description": "description" } for status_key, catalog_key in iteritems(catalog_mapping): ...	[ "def", "map_status_to_catalog", "(", "status", ")", ":", "catalog", "=", "dict", "(", ")", "catalog_mapping", "=", "{", "\"site_title\"", ":", "\"title\"", ",", "\"site_description\"", ":", "\"description\"", "}", "for", "status_key", ",", "catalog_key", "in", "...	33.714286	0.000686
def _proxy(self): """ Generate an instance context for the instance, the context is capable of performing various actions. All instance actions are proxied to the context :returns: CompositionSettingsContext for this CompositionSettingsInstance :rtype: twilio.rest.video.v1.comp...	[ "def", "_proxy", "(", "self", ")", ":", "if", "self", ".", "_context", "is", "None", ":", "self", ".", "_context", "=", "CompositionSettingsContext", "(", "self", ".", "_version", ",", ")", "return", "self", ".", "_context" ]	45.454545	0.011765
def papermill( notebook_path, output_path, parameters, parameters_raw, parameters_file, parameters_yaml, parameters_base64, inject_input_path, inject_output_path, inject_paths, engine, prepare_only, kernel, cwd, progress_bar, log_output, log_level, ...	[ "def", "papermill", "(", "notebook_path", ",", "output_path", ",", "parameters", ",", "parameters_raw", ",", "parameters_file", ",", "parameters_yaml", ",", "parameters_base64", ",", "inject_input_path", ",", "inject_output_path", ",", "inject_paths", ",", "engine", "...	28.142857	0.000545
def extract_code_from_args(args): """ Extracts the access code from the arguments dictionary (given back from github) """ if args is None: raise_error("Couldn't extract GitHub authentication code " "from response") # TODO: Is there a case where the length of the erro...	[ "def", "extract_code_from_args", "(", "args", ")", ":", "if", "args", "is", "None", ":", "raise_error", "(", "\"Couldn't extract GitHub authentication code \"", "\"from response\"", ")", "# TODO: Is there a case where the length of the error will be < 0?", "error", "=", "args",...	33.793103	0.000992
def got_score(self, score): """Update the best score if the new score is higher, returning the change.""" if score > self._score: delta = score - self._score self._score = score self._score_changed = True self.save() return delta return...	[ "def", "got_score", "(", "self", ",", "score", ")", ":", "if", "score", ">", "self", ".", "_score", ":", "delta", "=", "score", "-", "self", ".", "_score", "self", ".", "_score", "=", "score", "self", ".", "_score_changed", "=", "True", "self", ".", ...	34.888889	0.009317
def create(filename, spec): """Create a new segy file. Create a new segy file with the geometry and properties given by `spec`. This enables creating SEGY files from your data. The created file supports all segyio modes, but has an emphasis on writing. The spec must be complete, otherwise an except...	[ "def", "create", "(", "filename", ",", "spec", ")", ":", "from", ".", "import", "_segyio", "if", "not", "structured", "(", "spec", ")", ":", "tracecount", "=", "spec", ".", "tracecount", "else", ":", "tracecount", "=", "len", "(", "spec", ".", "ilines"...	29.368421	0.008194
def _op(self, operation, other, allowed): """A basic operation operating on a single value.""" f = self._field if self._combining: # We are a field-compound query fragment, e.g. (Foo.bar & Foo.baz). return reduce(self._combining, (q._op(operation, other, allowed) for q in f)) # pylint:disable=pr...	[ "def", "_op", "(", "self", ",", "operation", ",", "other", ",", "*", "allowed", ")", ":", "f", "=", "self", ".", "_field", "if", "self", ".", "_combining", ":", "# We are a field-compound query fragment, e.g. (Foo.bar & Foo.baz).", "return", "reduce", "(", "self...	42	0.038356
def read_analogies_file(eval_file='questions-words.txt', word2id=None): """Reads through an analogy question file, return its id format. Parameters ---------- eval_file : str The file name. word2id : dictionary a dictionary that maps word to ID. Returns -------- numpy.a...	[ "def", "read_analogies_file", "(", "eval_file", "=", "'questions-words.txt'", ",", "word2id", "=", "None", ")", ":", "if", "word2id", "is", "None", ":", "word2id", "=", "{", "}", "questions", "=", "[", "]", "questions_skipped", "=", "0", "with", "open", "(...	32.476923	0.001839
def plot(X, marker='.', kind='plot', title=None, fig='current', ax=None, **kwargs): '''General plotting function that aims to cover most common cases. X : numpy array of 1d, 2d, or 3d points, with one point per row. marker : passed to the underlying plotting function kind : one of {plot, scatter} that ...	[ "def", "plot", "(", "X", ",", "marker", "=", "'.'", ",", "kind", "=", "'plot'", ",", "title", "=", "None", ",", "fig", "=", "'current'", ",", "ax", "=", "None", ",", "", "", "kwargs", ")", ":", "X", "=", "np", ".", "asanyarray", "(", "X", "...	38.243902	0.022388
def search(self, query, search_term, search_field, catalog): """Performs a search against the catalog and returns the brains """ logger.info("Reference Widget Catalog: {}".format(catalog.id)) if not search_term: return catalog(query) index = self.get_index(search_fie...	[ "def", "search", "(", "self", ",", "query", ",", "search_term", ",", "search_field", ",", "catalog", ")", ":", "logger", ".", "info", "(", "\"Reference Widget Catalog: {}\"", ".", "format", "(", "catalog", ".", "id", ")", ")", "if", "not", "search_term", "...	37.242424	0.001586
def DeleteMessageHandlerRequests(self, requests): """Deletes a list of message handler requests from the database.""" for r in requests: flow_dict = self.message_handler_requests.get(r.handler_name, {}) if r.request_id in flow_dict: del flow_dict[r.request_id] flow_dict = self.message...	[ "def", "DeleteMessageHandlerRequests", "(", "self", ",", "requests", ")", ":", "for", "r", "in", "requests", ":", "flow_dict", "=", "self", ".", "message_handler_requests", ".", "get", "(", "r", ".", "handler_name", ",", "{", "}", ")", "if", "r", ".", "r...	42.2	0.011601
def verify_manifest_main_checksum(self, manifest): """ Verify the checksum over the manifest main section. :return: True if the signature over main section verifies """ # NOTE: JAR spec does not state whether there can be >1 digest used, # and should the validator requi...	[ "def", "verify_manifest_main_checksum", "(", "self", ",", "manifest", ")", ":", "# NOTE: JAR spec does not state whether there can be >1 digest used,", "# and should the validator require any or all digests to match.", "# We allow mismatching digests and require just one to be correct.", "# We...	41.590909	0.002137
def get_relation_count_query(self, query, parent): """ Add the constraints for a relationship count query. :type query: eloquent.orm.Builder :type parent: eloquent.orm.Builder :rtype: eloquent.orm.Builder """ query = super(MorphToMany, self).get_relation_count_q...	[ "def", "get_relation_count_query", "(", "self", ",", "query", ",", "parent", ")", ":", "query", "=", "super", "(", "MorphToMany", ",", "self", ")", ".", "get_relation_count_query", "(", "query", ",", "parent", ")", "return", "query", ".", "where", "(", "'%...	34.833333	0.009324
def parse_dbus_address(address): """Parse a D-BUS address string into a list of addresses.""" if address == 'session': address = os.environ.get('DBUS_SESSION_BUS_ADDRESS') if not address: raise ValueError('$DBUS_SESSION_BUS_ADDRESS not set') elif address == 'system': addr...	[ "def", "parse_dbus_address", "(", "address", ")", ":", "if", "address", "==", "'session'", ":", "address", "=", "os", ".", "environ", ".", "get", "(", "'DBUS_SESSION_BUS_ADDRESS'", ")", "if", "not", "address", ":", "raise", "ValueError", "(", "'$DBUS_SESSION_B...	41.83871	0.000754
def _getUE4BuildInterrogator(self): """ Uses UE4BuildInterrogator to interrogate UnrealBuildTool about third-party library details """ ubtLambda = lambda target, platform, config, args: self._runUnrealBuildTool(target, platform, config, args, True) interrogator = UE4BuildInterrogator(self.getEngineRoot(), sel...	[ "def", "_getUE4BuildInterrogator", "(", "self", ")", ":", "ubtLambda", "=", "lambda", "target", ",", "platform", ",", "config", ",", "args", ":", "self", ".", "_runUnrealBuildTool", "(", "target", ",", "platform", ",", "config", ",", "args", ",", "True", "...	58	0.029126
def model_from_string(self, model_str, verbose=True): """Load Booster from a string. Parameters ---------- model_str : string Model will be loaded from this string. verbose : bool, optional (default=True) Whether to print messages while loading model. ...	[ "def", "model_from_string", "(", "self", ",", "model_str", ",", "verbose", "=", "True", ")", ":", "if", "self", ".", "handle", "is", "not", "None", ":", "_safe_call", "(", "_LIB", ".", "LGBM_BoosterFree", "(", "self", ".", "handle", ")", ")", "self", "...	36.212121	0.002445
def _write_bed_header(self): """Writes the BED first 3 bytes.""" # Writing the first three bytes final_byte = 1 if self._bed_format == "SNP-major" else 0 self._bed.write(bytearray((108, 27, final_byte)))	[ "def", "_write_bed_header", "(", "self", ")", ":", "# Writing the first three bytes", "final_byte", "=", "1", "if", "self", ".", "_bed_format", "==", "\"SNP-major\"", "else", "0", "self", ".", "_bed", ".", "write", "(", "bytearray", "(", "(", "108", ",", "27...	46.2	0.008511
def escape( x, lb=False ): """ Ensure a string does not contain HTML-reserved characters (including double quotes) Optionally also insert a linebreak if the string is too long """ # Insert a linebreak? Roughly around the middle of the string, if lb: l = len(x) if l >= 10: ...	[ "def", "escape", "(", "x", ",", "lb", "=", "False", ")", ":", "# Insert a linebreak? Roughly around the middle of the string,", "if", "lb", ":", "l", "=", "len", "(", "x", ")", "if", "l", ">=", "10", ":", "l", ">>=", "1", "# middle of the string", "s1", "=...	40.85	0.014354
def convert(self, normalization=None, csphase=None, lmax=None): """ Return an SHMagCoeffs class instance with a different normalization convention. Usage ----- clm = x.convert([normalization, csphase, lmax]) Returns ------- clm : SHMagCoeffs clas...	[ "def", "convert", "(", "self", ",", "normalization", "=", "None", ",", "csphase", "=", "None", ",", "lmax", "=", "None", ")", ":", "if", "normalization", "is", "None", ":", "normalization", "=", "self", ".", "normalization", "if", "csphase", "is", "None"...	43.633803	0.000631
def profile_list(list_names=False, remote_addr=None, cert=None, key=None, verify_cert=True): ''' Lists all profiles from the LXD. list_names : Return a list of names instead of full blown dicts. remote_addr : An URL to a remote Server, you also have to giv...	[ "def", "profile_list", "(", "list_names", "=", "False", ",", "remote_addr", "=", "None", ",", "cert", "=", "None", ",", "key", "=", "None", ",", "verify_cert", "=", "True", ")", ":", "client", "=", "pylxd_client_get", "(", "remote_addr", ",", "cert", ","...	26.625	0.000755
def execute(self, cmd, cwd): """ Execute commands and output this :param cmd: -- list of cmd command and arguments :type cmd: list :param cwd: -- workdir for executions :type cwd: str,unicode :return: -- string with full output :rtype: str """ ...	[ "def", "execute", "(", "self", ",", "cmd", ",", "cwd", ")", ":", "self", ".", "output", "=", "\"\"", "env", "=", "os", ".", "environ", ".", "copy", "(", ")", "env", ".", "update", "(", "self", ".", "env", ")", "if", "six", ".", "PY2", ":", "#...	33.571429	0.001654
def all(self, cache=False): """ can use cache to return objects """ if cache: return [get_object(self.modelb, obj_id, cache=True, use_local=True) for obj_id in self.keys(True)] else: return self	[ "def", "all", "(", "self", ",", "cache", "=", "False", ")", ":", "if", "cache", ":", "return", "[", "get_object", "(", "self", ".", "modelb", ",", "obj_id", ",", "cache", "=", "True", ",", "use_local", "=", "True", ")", "for", "obj_id", "in", "self...	31.375	0.011628
def newDocRawNode(self, doc, name, content): """Creation of a new node element within a document. @ns and @content are optional (None). """ if doc is None: doc__o = None else: doc__o = doc._o ret = libxml2mod.xmlNewDocRawNode(doc__o, self._o, name, content) if ret is N...	[ "def", "newDocRawNode", "(", "self", ",", "doc", ",", "name", ",", "content", ")", ":", "if", "doc", "is", "None", ":", "doc__o", "=", "None", "else", ":", "doc__o", "=", "doc", ".", "_o", "ret", "=", "libxml2mod", ".", "xmlNewDocRawNode", "(", "doc_...	46.111111	0.014184
def leapfrog(func,yo,t,args=(),rtol=1.49012e-12,atol=1.49012e-12): """ NAME: leapfrog PURPOSE: leapfrog integrate an ode INPUT: func - force function of (y,*args) yo - initial condition [q,p] t - set of times at which one wants the result rtol, atol OUTPUT: ...	[ "def", "leapfrog", "(", "func", ",", "yo", ",", "t", ",", "args", "=", "(", ")", ",", "rtol", "=", "1.49012e-12", ",", "atol", "=", "1.49012e-12", ")", ":", "#Initialize", "qo", "=", "yo", "[", "0", ":", "len", "(", "yo", ")", "//", "2", "]", ...	30.844444	0.037709
def total_energy(self): """ The total energy. """ return sum(sum(self._recip)) + sum(sum(self._real)) + sum(self._point) + self._charged_cell_energy	[ "def", "total_energy", "(", "self", ")", ":", "return", "sum", "(", "sum", "(", "self", ".", "_recip", ")", ")", "+", "sum", "(", "sum", "(", "self", ".", "_real", ")", ")", "+", "sum", "(", "self", ".", "_point", ")", "+", "self", ".", "_charg...	35.2	0.016667
def set_rest_notification(self, url, hit_type_id): """Set a REST endpoint to recieve notifications about the HIT The newer AWS MTurk API does not support this feature, which means we cannot use boto3 here. Instead, we make the call manually after assembling a properly signed request. ...	[ "def", "set_rest_notification", "(", "self", ",", "url", ",", "hit_type_id", ")", ":", "ISO8601", "=", "\"%Y-%m-%dT%H:%M:%SZ\"", "notification_version", "=", "\"2006-05-05\"", "API_version", "=", "\"2014-08-15\"", "data", "=", "{", "\"AWSAccessKeyId\"", ":", "self", ...	48.756757	0.002174
def returnSplineList(dependentVar, independentVar, subsetPercentage=0.4, cycles=10, minKnotPoints=10, initialKnots=200, splineOrder=2, terminalExpansion=0.1 ): """ #TODO: docstring Note: Expects sorted arrays. :param dependentVar: #TODO: docst...	[ "def", "returnSplineList", "(", "dependentVar", ",", "independentVar", ",", "subsetPercentage", "=", "0.4", ",", "cycles", "=", "10", ",", "minKnotPoints", "=", "10", ",", "initialKnots", "=", "200", ",", "splineOrder", "=", "2", ",", "terminalExpansion", "=",...	40.732394	0.001688
def _query(self, cmd, datas): """Helper function to allow method queries.""" cmd = Command(query=cmd) return cmd.query(self._transport, self._protocol, datas)	[ "def", "_query", "(", "self", ",", "cmd", ",", "", "datas", ")", ":", "cmd", "=", "Command", "(", "query", "=", "cmd", ")", "return", "cmd", ".", "query", "(", "self", ".", "_transport", ",", "self", ".", "_protocol", ",", "", "datas", ")" ]	45.25	0.01087
def _compile_rules(self): """Compile the rules into the internal lexer state.""" for state, table in self.RULES.items(): patterns = list() actions = list() nextstates = list() for i, row in enumerate(table): if len(row) == 2: ...	[ "def", "_compile_rules", "(", "self", ")", ":", "for", "state", ",", "table", "in", "self", ".", "RULES", ".", "items", "(", ")", ":", "patterns", "=", "list", "(", ")", "actions", "=", "list", "(", ")", "nextstates", "=", "list", "(", ")", "for", ...	43.15	0.002268
def get_system_encoding(): """ The encoding of the default system locale but falls back to the given fallback encoding if the encoding is unsupported by python or could not be determined. See tickets #10335 and #5846 """ try: encoding = locale.getdefaultlocale()[1] or 'ascii' co...	[ "def", "get_system_encoding", "(", ")", ":", "try", ":", "encoding", "=", "locale", ".", "getdefaultlocale", "(", ")", "[", "1", "]", "or", "'ascii'", "codecs", ".", "lookup", "(", "encoding", ")", "except", "Exception", ":", "encoding", "=", "'ascii'", ...	33.25	0.002439
def transform(self, X=None, y=None): """ Transform an image using an Affine transform with the given shear parameters. Return the transform if X=None. Arguments --------- X : ANTsImage Image to transform y : ANTsImage (optional) Another...	[ "def", "transform", "(", "self", ",", "X", "=", "None", ",", "y", "=", "None", ")", ":", "# convert to radians and unpack", "shear", "=", "[", "math", ".", "pi", "/", "180", "*", "s", "for", "s", "in", "self", ".", "shear", "]", "shear_x", ",", "sh...	35.023256	0.001292
def fix_calculation_version_inconsistencies(portal): """Creates the first version of all Calculations that hasn't been yet edited See: https://github.com/senaite/senaite.core/pull/1260 """ logger.info("Fix Calculation version inconsistencies ...") brains = api.search({"portal_type": "Calculation"}, ...	[ "def", "fix_calculation_version_inconsistencies", "(", "portal", ")", ":", "logger", ".", "info", "(", "\"Fix Calculation version inconsistencies ...\"", ")", "brains", "=", "api", ".", "search", "(", "{", "\"portal_type\"", ":", "\"Calculation\"", "}", ",", "\"bika_s...	50	0.002181
def _check_token_cache_type(self, cache_value): ''' Checks the cache_value for appropriate type correctness. Pass strict=True for strict validation to ensure the latest types are being written. Returns true is correct type, False otherwise. ''' def check_string_...	[ "def", "_check_token_cache_type", "(", "self", ",", "cache_value", ")", ":", "def", "check_string_value", "(", "name", ")", ":", "return", "(", "isinstance", "(", "cache_value", "[", "name", "]", ",", "str", ")", "or", "isinstance", "(", "cache_value", "[", ...	31.517241	0.002123
def set_menu(self, menu): '''add a menu from the parent''' self.menu = menu wx_menu = menu.wx_menu() self.frame.SetMenuBar(wx_menu) self.frame.Bind(wx.EVT_MENU, self.on_menu)	[ "def", "set_menu", "(", "self", ",", "menu", ")", ":", "self", ".", "menu", "=", "menu", "wx_menu", "=", "menu", ".", "wx_menu", "(", ")", "self", ".", "frame", ".", "SetMenuBar", "(", "wx_menu", ")", "self", ".", "frame", ".", "Bind", "(", "wx", ...	34.833333	0.009346
def user(self): """ \| Comment: The id of the user who has this subscription """ if self.api and self.user_id: return self.api._get_user(self.user_id)	[ "def", "user", "(", "self", ")", ":", "if", "self", ".", "api", "and", "self", ".", "user_id", ":", "return", "self", ".", "api", ".", "_get_user", "(", "self", ".", "user_id", ")" ]	31.5	0.010309
def _publish_instruction_as_executed(self, insn): """ Notify listeners that an instruction has been executed. """ self._icount += 1 self._publish('did_execute_instruction', self._last_pc, self.PC, insn)	[ "def", "_publish_instruction_as_executed", "(", "self", ",", "insn", ")", ":", "self", ".", "_icount", "+=", "1", "self", ".", "_publish", "(", "'did_execute_instruction'", ",", "self", ".", "_last_pc", ",", "self", ".", "PC", ",", "insn", ")" ]	39.5	0.008264
def remove_role(self, databaseName, roleName, collectionName=None): """Remove one role Args: databaseName (str): Database Name roleName (RoleSpecs): role Keyword Args: collectionName (str): Collection """ role = {"database...	[ "def", "remove_role", "(", "self", ",", "databaseName", ",", "roleName", ",", "collectionName", "=", "None", ")", ":", "role", "=", "{", "\"databaseName\"", ":", "databaseName", ",", "\"roleName\"", ":", "roleName", "}", "if", "collectionName", ":", "role", ...	29.277778	0.014706
def get_redacted_args(entrypoint, args, *kwargs): """ Utility function for use with entrypoints that are marked with ``sensitive_arguments`` -- e.g. :class:`nameko.rpc.Rpc` and :class:`nameko.events.EventHandler`. :Parameters: entrypoint : :class:`~nameko.extensions.Entrypoint` Th...	[ "def", "get_redacted_args", "(", "entrypoint", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "sensitive_arguments", "=", "entrypoint", ".", "sensitive_arguments", "if", "isinstance", "(", "sensitive_arguments", ",", "six", ".", "string_types", ")", ":", ...	34.916667	0.00029
def readline(self, size=-1): "The size is ignored since a complete line must be read." line = self.fin.readline() if not line: return '' return self.process_line(line.rstrip('\n'))	[ "def", "readline", "(", "self", ",", "size", "=", "-", "1", ")", ":", "line", "=", "self", ".", "fin", ".", "readline", "(", ")", "if", "not", "line", ":", "return", "''", "return", "self", ".", "process_line", "(", "line", ".", "rstrip", "(", "'...	36.5	0.008929
def gen_listfiles(ext, data_path=current_path, start_date=None, end_date=None): """Generate list of files in data directory Using a specified data path and extension generate list of files in data directory. If start_date and end_date aren't specified, all files in the data directory are selected. ...	[ "def", "gen_listfiles", "(", "ext", ",", "data_path", "=", "current_path", ",", "start_date", "=", "None", ",", "end_date", "=", "None", ")", ":", "# make list of all files in data directory with certain extension ext", "listfiles", "=", "[", "fn", "for", "fn", "in"...	39.583333	0.000685
def list_paths(self): """Utility method to list all the paths in the jar.""" paths = [] for cookie in iter(self): if cookie.path not in paths: paths.append(cookie.path) return paths	[ "def", "list_paths", "(", "self", ")", ":", "paths", "=", "[", "]", "for", "cookie", "in", "iter", "(", "self", ")", ":", "if", "cookie", ".", "path", "not", "in", "paths", ":", "paths", ".", "append", "(", "cookie", ".", "path", ")", "return", "...	33.571429	0.008299
def elliot_function( signal, derivative=False ): """ A fast approximation of sigmoid """ s = 1 # steepness abs_signal = (1 + np.abs(signal * s)) if derivative: return 0.5 * s / abs_signal*2 else: # Return the activation signal return 0.5(signal * s) / abs_signal + 0.5	[ "def", "elliot_function", "(", "signal", ",", "derivative", "=", "False", ")", ":", "s", "=", "1", "# steepness", "abs_signal", "=", "(", "1", "+", "np", ".", "abs", "(", "signal", "", "s", ")", ")", "if", "derivative", ":", "return", "0.5", "", ...	31	0.015674
def new_context(environment, template_name, blocks, vars=None, shared=None, globals=None, locals=None): """Internal helper to for context creation.""" if vars is None: vars = {} if shared: parent = vars else: parent = dict(globals or (), **vars) if locals: ...	[ "def", "new_context", "(", "environment", ",", "template_name", ",", "blocks", ",", "vars", "=", "None", ",", "shared", "=", "None", ",", "globals", "=", "None", ",", "locals", "=", "None", ")", ":", "if", "vars", "is", "None", ":", "vars", "=", "{",...	37.052632	0.001385
def display_start(self): """Start status display if option selected.""" if self.opt['Verbose'] and self.opt['StatusHeader']: print(self.hdrstr) print("-" * self.nsep)	[ "def", "display_start", "(", "self", ")", ":", "if", "self", ".", "opt", "[", "'Verbose'", "]", "and", "self", ".", "opt", "[", "'StatusHeader'", "]", ":", "print", "(", "self", ".", "hdrstr", ")", "print", "(", "\"-\"", "*", "self", ".", "nsep", "...	33.666667	0.009662
def parser_available(fpath): """ test if parser plugin available for fpath Examples -------- >>> load_builtin_plugins('parsers') [] >>> test_file = StringIO('{"a":[1,2,3.4]}') >>> test_file.name = 'test.json' >>> parser_available(test_file) True >>> test_file.name = 'test.other...	[ "def", "parser_available", "(", "fpath", ")", ":", "if", "isinstance", "(", "fpath", ",", "basestring", ")", ":", "fname", "=", "fpath", "elif", "hasattr", "(", "fpath", ",", "'open'", ")", "and", "hasattr", "(", "fpath", ",", "'name'", ")", ":", "fnam...	25.352941	0.001117
def get_extension(self, index): """ Get a specific extension of the certificate by index. Extensions on a certificate are kept in order. The index parameter selects which extension will be returned. :param int index: The index of the extension to retrieve. :return: The ...	[ "def", "get_extension", "(", "self", ",", "index", ")", ":", "ext", "=", "X509Extension", ".", "__new__", "(", "X509Extension", ")", "ext", ".", "_extension", "=", "_lib", ".", "X509_get_ext", "(", "self", ".", "_x509", ",", "index", ")", "if", "ext", ...	38.772727	0.002288
def overlaps(self,in_genomic_range,padding=0): """do the ranges overlap? :param in_genomic_range: range to compare to :param padding: add to the ends this many (default 0) :type in_genomic_range: GenomicRange :type padding: int :return: True if they overlap :rtype: bool """ if pad...	[ "def", "overlaps", "(", "self", ",", "in_genomic_range", ",", "padding", "=", "0", ")", ":", "if", "padding", ">", "0", ":", "in_genomic_range", "=", "GenomicRange", "(", "in_genomic_range", ".", "chr", ",", "max", "(", "[", "1", ",", "in_genomic_range", ...	36.763158	0.016039
def get_argument_parser(): """Returns an argument parser object for the script.""" desc = 'Filter FASTA file by chromosome names.' parser = cli.get_argument_parser(desc=desc) parser.add_argument( '-f', '--fasta-file', default='-', type=str, help=textwrap.dedent("""\ Path of the...	[ "def", "get_argument_parser", "(", ")", ":", "desc", "=", "'Filter FASTA file by chromosome names.'", "parser", "=", "cli", ".", "get_argument_parser", "(", "desc", "=", "desc", ")", "parser", ".", "add_argument", "(", "'-f'", ",", "'--fasta-file'", ",", "default"...	36.777778	0.001472
def convert_units_to_base_units(units): """Convert a set of units into a set of "base" units. Returns a 2-tuple of `factor, new_units`. """ total_factor = 1 new_units = [] for unit in units: if unit not in BASE_UNIT_CONVERSIONS: continue factor, new_unit = BASE_UNIT...	[ "def", "convert_units_to_base_units", "(", "units", ")", ":", "total_factor", "=", "1", "new_units", "=", "[", "]", "for", "unit", "in", "units", ":", "if", "unit", "not", "in", "BASE_UNIT_CONVERSIONS", ":", "continue", "factor", ",", "new_unit", "=", "BASE_...	26.588235	0.002137
def write(self, data): """Write the chunk data""" if len(data) > self.data_size: raise ValueError self.__fileobj.seek(self.data_offset) self.__fileobj.write(data)	[ "def", "write", "(", "self", ",", "data", ")", ":", "if", "len", "(", "data", ")", ">", "self", ".", "data_size", ":", "raise", "ValueError", "self", ".", "__fileobj", ".", "seek", "(", "self", ".", "data_offset", ")", "self", ".", "__fileobj", ".", ...	25.125	0.009615
def make_strain_from_inj_object(self, inj, delta_t, detector_name, f_lower=None, distance_scale=1): """Make a h(t) strain time-series from an injection object. Parameters ----------- inj : injection object The injection object to turn into...	[ "def", "make_strain_from_inj_object", "(", "self", ",", "inj", ",", "delta_t", ",", "detector_name", ",", "f_lower", "=", "None", ",", "distance_scale", "=", "1", ")", ":", "detector", "=", "Detector", "(", "detector_name", ")", "if", "f_lower", "is", "None"...	34.545455	0.002047
def _do_poll_problems(self): """Poll the server for the status of a set of problems. Note: This method is always run inside of a daemon thread. """ try: # grouped futures (all scheduled within _POLL_GROUP_TIMEFRAME) frame_futures = {} def...	[ "def", "_do_poll_problems", "(", "self", ")", ":", "try", ":", "# grouped futures (all scheduled within _POLL_GROUP_TIMEFRAME)", "frame_futures", "=", "{", "}", "def", "task_done", "(", ")", ":", "self", ".", "_poll_queue", ".", "task_done", "(", ")", "def", "add"...	36.02	0.001891
def path(self): """Return path :returns: path :rtype: str :raises: None """ p = os.path.normpath(self._path) if p.endswith(':'): p = p + os.path.sep return p	[ "def", "path", "(", "self", ")", ":", "p", "=", "os", ".", "path", ".", "normpath", "(", "self", ".", "_path", ")", "if", "p", ".", "endswith", "(", "':'", ")", ":", "p", "=", "p", "+", "os", ".", "path", ".", "sep", "return", "p" ]	20.363636	0.008547
def _update_color_hsv(self, event=None): """Update display after a change in the HSV spinboxes.""" if event is None or event.widget.old_value != event.widget.get(): h = self.hue.get() s = self.saturation.get() v = self.value.get() sel_color = hsv_to_rgb(h,...	[ "def", "_update_color_hsv", "(", "self", ",", "event", "=", "None", ")", ":", "if", "event", "is", "None", "or", "event", ".", "widget", ".", "old_value", "!=", "event", ".", "widget", ".", "get", "(", ")", ":", "h", "=", "self", ".", "hue", ".", ...	41.526316	0.002478
def add_keyrepeat_callback(self, key, fn): """ Allows for custom callback functions for the viewer. Called on key repeat. Parameter 'any' will ensure that the callback is called on any key repeat, and block default mujoco viewer callbacks from executing, except for the ESC callb...	[ "def", "add_keyrepeat_callback", "(", "self", ",", "key", ",", "fn", ")", ":", "self", ".", "viewer", ".", "keyrepeat", "[", "key", "]", ".", "append", "(", "fn", ")" ]	49.375	0.012438
def read_midc(filename, variable_map=VARIABLE_MAP, raw_data=False): """Read in National Renewable Energy Laboratory Measurement and Instrumentation Data Center [1]_ weather data. Parameters ---------- filename: string Filename or url of data to read. variable_map: dictionary Dic...	[ "def", "read_midc", "(", "filename", ",", "variable_map", "=", "VARIABLE_MAP", ",", "raw_data", "=", "False", ")", ":", "data", "=", "pd", ".", "read_csv", "(", "filename", ")", "if", "raw_data", ":", "data", "=", "format_index_raw", "(", "data", ")", "e...	35.734694	0.000556
def grant_qualification(self, qualification_request_id, integer_value=1): """TODO: Document.""" params = {'QualificationRequestId' : qualification_request_id, 'IntegerValue' : integer_value} return self._process_request('GrantQualification', params)	[ "def", "grant_qualification", "(", "self", ",", "qualification_request_id", ",", "integer_value", "=", "1", ")", ":", "params", "=", "{", "'QualificationRequestId'", ":", "qualification_request_id", ",", "'IntegerValue'", ":", "integer_value", "}", "return", "self", ...	57.4	0.013746
def SynchronizedClassMethod(locks_attr_names, *kwargs): # pylint: disable=C1801 """ A synchronizer decorator for class methods. An AttributeError can be raised at runtime if the given lock attribute doesn't exist or if it is None. If a parameter ``sorted`` is found in ``kwargs`` and its value is ...	[ "def", "SynchronizedClassMethod", "(", "", "locks_attr_names", ",", "", "*", "kwargs", ")", ":", "# pylint: disable=C1801", "# Filter the names (remove empty ones)", "locks_attr_names", "=", "[", "lock_name", "for", "lock_name", "in", "locks_attr_names", "if", "lock_nam...	32.493506	0.000776
def Analyze(self, hashes): """Looks up hashes in nsrlsvr. Args: hashes (list[str]): hash values to look up. Returns: list[HashAnalysis]: analysis results, or an empty list on error. """ logger.debug( 'Opening connection to {0:s}:{1:d}'.format(self._host, self._port)) nsrl_...	[ "def", "Analyze", "(", "self", ",", "hashes", ")", ":", "logger", ".", "debug", "(", "'Opening connection to {0:s}:{1:d}'", ".", "format", "(", "self", ".", "_host", ",", "self", ".", "_port", ")", ")", "nsrl_socket", "=", "self", ".", "_GetSocket", "(", ...	24.34375	0.008642
def expQt(self, t): ''' Parameters ---------- t : float Time to propagate Returns -------- expQt : numpy.array Matrix exponential of exo(Qt) ''' eLambdaT = np.diag(self._exp_lt(t)) # vector length = a Qs = self....	[ "def", "expQt", "(", "self", ",", "t", ")", ":", "eLambdaT", "=", "np", ".", "diag", "(", "self", ".", "_exp_lt", "(", "t", ")", ")", "# vector length = a", "Qs", "=", "self", ".", "v", ".", "dot", "(", "eLambdaT", ".", "dot", "(", "self", ".", ...	23.588235	0.01199
def smart_text(s, encoding="utf-8", strings_only=False, errors="strict"): """Return a unicode object representing 's'. Treats bytes using the 'encoding' codec. If strings_only is True, don't convert (some) non-string-like objects. """ if isinstance(s, six.text_type): return s ...	[ "def", "smart_text", "(", "s", ",", "encoding", "=", "\"utf-8\"", ",", "strings_only", "=", "False", ",", "errors", "=", "\"strict\"", ")", ":", "if", "isinstance", "(", "s", ",", "six", ".", "text_type", ")", ":", "return", "s", "if", "strings_only", ...	37	0.000941
def get_dpi(raise_error=True): """Get screen DPI from the OS Parameters ---------- raise_error : bool If True, raise an error if DPI could not be determined. Returns ------- dpi : float Dots per inch of the primary screen. """ try: user32.SetProcessDPIAware(...	[ "def", "get_dpi", "(", "raise_error", "=", "True", ")", ":", "try", ":", "user32", ".", "SetProcessDPIAware", "(", ")", "except", "AttributeError", ":", "pass", "# not present on XP", "dc", "=", "user32", ".", "GetDC", "(", "0", ")", "h_size", "=", "gdi32"...	27.791667	0.001449
def _table_limit(table, n, offset=0): """ Select the first n rows at beginning of table (may not be deterministic depending on implementation and presence of a sorting). Parameters ---------- n : int Number of rows to include offset : int, default 0 Number of rows to skip first ...	[ "def", "_table_limit", "(", "table", ",", "n", ",", "offset", "=", "0", ")", ":", "op", "=", "ops", ".", "Limit", "(", "table", ",", "n", ",", "offset", "=", "offset", ")", "return", "op", ".", "to_expr", "(", ")" ]	23.722222	0.002252
def readNullModelFile(nfile): """" reading file with null model info nfile File containing null model info """ params0_file = nfile+'.p0' nll0_file = nfile+'.nll0' assert os.path.exists(params0_file), '%s is missing.'%params0_file assert os.path.exists(nll0_file), '%s is missing.'%nl...	[ "def", "readNullModelFile", "(", "nfile", ")", ":", "params0_file", "=", "nfile", "+", "'.p0'", "nll0_file", "=", "nfile", "+", "'.nll0'", "assert", "os", ".", "path", ".", "exists", "(", "params0_file", ")", ",", "'%s is missing.'", "%", "params0_file", "as...	29.190476	0.025276
def xmoe_tr_2d(): """Mixture of experts (16 experts). 623M Params, einsum=1.09e13 Returns: a hparams """ hparams = xmoe_tr_dense_2k() hparams.mesh_shape = "b0:2;b1:4" hparams.outer_batch_size = 4 hparams.layout = "outer_batch:b0;inner_batch:b1,expert_x:b1,expert_y:b0" hparams.encoder_layers = ["...	[ "def", "xmoe_tr_2d", "(", ")", ":", "hparams", "=", "xmoe_tr_dense_2k", "(", ")", "hparams", ".", "mesh_shape", "=", "\"b0:2;b1:4\"", "hparams", ".", "outer_batch_size", "=", "4", "hparams", ".", "layout", "=", "\"outer_batch:b0;inner_batch:b1,expert_x:b1,expert_y:b0\...	27.666667	0.023301
def format_message(self, message): """ Formats a message with :class:Look """ look = Look(message) return look.pretty(display=False)	[ "def", "format_message", "(", "self", ",", "message", ")", ":", "look", "=", "Look", "(", "message", ")", "return", "look", ".", "pretty", "(", "display", "=", "False", ")" ]	38.25	0.012821
def add_node(self, node): """Link the agent to a random member of the previous generation.""" nodes = [n for n in self.nodes() if not isinstance(n, Source)] num_agents = len(nodes) curr_generation = int((num_agents - 1) / float(self.generation_size)) node.generation = curr_genera...	[ "def", "add_node", "(", "self", ",", "node", ")", ":", "nodes", "=", "[", "n", "for", "n", "in", "self", ".", "nodes", "(", ")", "if", "not", "isinstance", "(", "n", ",", "Source", ")", "]", "num_agents", "=", "len", "(", "nodes", ")", "curr_gene...	38.424242	0.001538
def place(vertices_resources, nets, machine, constraints, breadth_first=True): """Places vertices in breadth-first order along a hilbert-curve path through the chips in the machine. This is a thin wrapper around the :py:func:`sequential <rig.place_and_route.place.sequential.place>` placement algorithm ...	[ "def", "place", "(", "vertices_resources", ",", "nets", ",", "machine", ",", "constraints", ",", "breadth_first", "=", "True", ")", ":", "return", "sequential_place", "(", "vertices_resources", ",", "nets", ",", "machine", ",", "constraints", ",", "(", "None",...	48.090909	0.000927
def aspirate(self, volume=None, location=None, rate=1.0): """ Aspirate a volume of liquid (in microliters/uL) using this pipette from the specified location Notes ----- If only a volume is passed, the pipette will aspirate from it's current position. If only a lo...	[ "def", "aspirate", "(", "self", ",", "volume", "=", "None", ",", "location", "=", "None", ",", "rate", "=", "1.0", ")", ":", "if", "not", "self", ".", "tip_attached", ":", "log", ".", "warning", "(", "\"Cannot aspirate without a tip attached.\"", ")", "# N...	40.3125	0.000504
def _parse_section_three(self, part, mimetypes): """ Parse & validate a part according to section #3 The logic applied follows section 3 guidelines from top to bottom. """ link = 'tools.ietf.org/html/rfc2388#section-3' if part.disposition != 'form-data' or not part.nam...	[ "def", "_parse_section_three", "(", "self", ",", "part", ",", "mimetypes", ")", ":", "link", "=", "'tools.ietf.org/html/rfc2388#section-3'", "if", "part", ".", "disposition", "!=", "'form-data'", "or", "not", "part", ".", "name", ":", "self", ".", "fail", "(",...	46.5	0.002342
def getTempFile(suffix="", rootDir=None): """Returns a string representing a temporary file, that must be manually deleted """ if rootDir is None: handle, tmpFile = tempfile.mkstemp(suffix) os.close(handle) return tmpFile else: tmpFile = os.path.join(rootDir, "tmp_" + get...	[ "def", "getTempFile", "(", "suffix", "=", "\"\"", ",", "rootDir", "=", "None", ")", ":", "if", "rootDir", "is", "None", ":", "handle", ",", "tmpFile", "=", "tempfile", ".", "mkstemp", "(", "suffix", ")", "os", ".", "close", "(", "handle", ")", "retur...	39.666667	0.010267
def addLogicalInterfaceToDeviceType(self, typeId, logicalInterfaceId): """ Adds a logical interface to a device type. Parameters: - typeId (string) - the device type - logicalInterfaceId (string) - the id returned by the platform on creation of the logical interface ...	[ "def", "addLogicalInterfaceToDeviceType", "(", "self", ",", "typeId", ",", "logicalInterfaceId", ")", ":", "req", "=", "ApiClient", ".", "allDeviceTypeLogicalInterfacesUrl", "%", "(", "self", ".", "host", ",", "\"/draft\"", ",", "typeId", ")", "body", "=", "{", ...	54.666667	0.008562
def list_targets(): """! @brief Generate dictionary with info about all supported targets. Output version history: - 1.0, initial version - 1.1, added part_families - 1.2, added source """ targets = [] obj = { 'pyocd_version' : __versi...	[ "def", "list_targets", "(", ")", ":", "targets", "=", "[", "]", "obj", "=", "{", "'pyocd_version'", ":", "__version__", ",", "'version'", ":", "{", "'major'", ":", "1", ",", "'minor'", ":", "2", "}", ",", "'status'", ":", "0", ",", "'targets'", ":", ...	34.304348	0.014171
def Glob(self, pathname, ondisk=True, source=True, strings=False, exclude=None, cwd=None): """ Globs This is mainly a shim layer """ if cwd is None: cwd = self.getcwd() return cwd.glob(pathname, ondisk, source, strings, exclude)	[ "def", "Glob", "(", "self", ",", "pathname", ",", "ondisk", "=", "True", ",", "source", "=", "True", ",", "strings", "=", "False", ",", "exclude", "=", "None", ",", "cwd", "=", "None", ")", ":", "if", "cwd", "is", "None", ":", "cwd", "=", "self",...	31.222222	0.010381
def get_channelstate_for( chain_state: ChainState, payment_network_id: PaymentNetworkID, token_address: TokenAddress, partner_address: Address, ) -> Optional[NettingChannelState]: """ Return the NettingChannelState if it exists, None otherwise. """ token_network = get_token_netwo...	[ "def", "get_channelstate_for", "(", "chain_state", ":", "ChainState", ",", "payment_network_id", ":", "PaymentNetworkID", ",", "token_address", ":", "TokenAddress", ",", "partner_address", ":", "Address", ",", ")", "->", "Optional", "[", "NettingChannelState", "]", ...	32.357143	0.002144
def filter_convolve_stack(data, filters, filter_rot=False, method='scipy'): r"""Filter convolve This method convolves the a stack of input images with the wavelet filters Parameters ---------- data : np.ndarray Input data, 3D array filters : np.ndarray Wavelet filters, 3D array...	[ "def", "filter_convolve_stack", "(", "data", ",", "filters", ",", "filter_rot", "=", "False", ",", "method", "=", "'scipy'", ")", ":", "# Return the convolved data cube.", "return", "np", ".", "array", "(", "[", "filter_convolve", "(", "x", ",", "filters", ","...	28.333333	0.000812
def _dashboard_diff(_new_dashboard, _old_dashboard): '''Return a dictionary of changes between dashboards.''' diff = {} # Dashboard diff new_dashboard = copy.deepcopy(_new_dashboard) old_dashboard = copy.deepcopy(_old_dashboard) dashboard_diff = DictDiffer(new_dashboard, old_dashboard) diff...	[ "def", "_dashboard_diff", "(", "_new_dashboard", ",", "_old_dashboard", ")", ":", "diff", "=", "{", "}", "# Dashboard diff", "new_dashboard", "=", "copy", ".", "deepcopy", "(", "_new_dashboard", ")", "old_dashboard", "=", "copy", ".", "deepcopy", "(", "_old_dash...	39.043478	0.000362
def _parse_storage_embedded_health(self, data): """Gets the storage data from get_embedded_health Parse the get_host_health_data() for essential properties :param data: the output returned by get_host_health_data() :returns: disk size in GB. """ local_gb = 0 st...	[ "def", "_parse_storage_embedded_health", "(", "self", ",", "data", ")", ":", "local_gb", "=", "0", "storage", "=", "self", ".", "get_value_as_list", "(", "data", "[", "'GET_EMBEDDED_HEALTH_DATA'", "]", ",", "'STORAGE'", ")", "if", "storage", "is", "None", ":",...	41.86	0.000934
def ip_in_ip_mask(ip, mask_ip, mask): ''' Checks whether an ip is contained in an ip subnet where the subnet is stated as an ip in the dotted format, and a hex mask ''' ip = ip2hex(ip) if ip is None: raise Exception("bad ip format") if (mask_ip & mask) == (ip & mask): return True ret...	[ "def", "ip_in_ip_mask", "(", "ip", ",", "mask_ip", ",", "mask", ")", ":", "ip", "=", "ip2hex", "(", "ip", ")", "if", "ip", "is", "None", ":", "raise", "Exception", "(", "\"bad ip format\"", ")", "if", "(", "mask_ip", "&", "mask", ")", "==", "(", "i...	35.666667	0.009119
def Prod(a, axis, keep_dims): """ Prod reduction op. """ return np.prod(a, axis=axis if not isinstance(axis, np.ndarray) else tuple(axis), keepdims=keep_dims),	[ "def", "Prod", "(", "a", ",", "axis", ",", "keep_dims", ")", ":", "return", "np", ".", "prod", "(", "a", ",", "axis", "=", "axis", "if", "not", "isinstance", "(", "axis", ",", "np", ".", "ndarray", ")", "else", "tuple", "(", "axis", ")", ",", "...	31.5	0.010309
def generate_proxy( prefix, base_url='', verify_ssl=True, middleware=None, append_middleware=None, cert=None, timeout=None): """Generate a ProxyClass based view that uses the passed base_url.""" middleware = list(middleware or HttpProxy.proxy_middleware) middleware += list(append_middleware ...	[ "def", "generate_proxy", "(", "prefix", ",", "base_url", "=", "''", ",", "verify_ssl", "=", "True", ",", "middleware", "=", "None", ",", "append_middleware", "=", "None", ",", "cert", "=", "None", ",", "timeout", "=", "None", ")", ":", "middleware", "=",...	37.666667	0.001727
def echo_verbose_results(data, no_color): """Print list of tests and result of each test.""" click.echo() click.echo( '\n'.join( '{}: {}'.format(key, val) for key, val in data['info'].items() ) ) click.echo() for test in data['tests']: if test['outcome'] == 'p...	[ "def", "echo_verbose_results", "(", "data", ",", "no_color", ")", ":", "click", ".", "echo", "(", ")", "click", ".", "echo", "(", "'\\n'", ".", "join", "(", "'{}: {}'", ".", "format", "(", "key", ",", "val", ")", "for", "key", ",", "val", "in", "da...	26.565217	0.00158

def handle_sigterm(): """Handle SIGTERM like a normal SIGINT (KeyboardInterrupt). By default Docker sends a SIGTERM for stopping containers, giving them time to terminate before getting killed. If a process does not catch this signal and does nothing, it just gets killed. Handling SIGTERM like SIG...

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def parse_unix(self, lines): '''Parse listings from a Unix ls command format.''' # This method uses some Filezilla parsing algorithms for line in lines: original_line = line fields = line.split(' ') after_perm_index = 0 # Search for the permissio...

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def open( bucket_id, key_id, mode, buffer_size=DEFAULT_BUFFER_SIZE, min_part_size=DEFAULT_MIN_PART_SIZE, session=None, resource_kwargs=None, multipart_upload_kwargs=None, ): """Open an S3 object for reading or writing. Parameters -----...

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def update_subnet(subnet, name, profile=None): ''' Updates a subnet CLI Example: .. code-block:: bash salt '*' neutron.update_subnet subnet-name new-subnet-name :param subnet: ID or name of subnet to update :param name: Name of this subnet :param profile: Profile to build on (Opt...

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def plot_pnlmoney(self): """ 画出pnl盈亏额散点图 """ plt.scatter(x=self.pnl.sell_date.apply(str), y=self.pnl.pnl_money) plt.gcf().autofmt_xdate() return plt

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def add_custom_options(parser): """Adds custom options to a parser. :param parser: the parser to which to add options. :type parser: argparse.ArgumentParser """ parser.add_argument("--report-title", type=str, metavar="TITLE", default="Genetic Data Clean Up", ...

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def set_constants(self, *constants, verbose=True): """Set the constants associated with the data. Parameters ---------- constants : str Expressions for the new set of constants. verbose : boolean (optional) Toggle talkback. Default is True See Al...

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def do_walk(data_path): """ Walk through data_files and list all in dict format """ data_files = {} def cond(File, prefix): """ Return True for useful files Return False for non-useful files """ file_path = path.join(prefix, 'data_files', File) return ...

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def cleanup(test_data, udfs, tmp_data, tmp_db): """Cleanup Ibis test data and UDFs""" con = make_ibis_client(ENV) if udfs: # this comes before test_data bc the latter clobbers this too con.hdfs.rmdir(os.path.join(ENV.test_data_dir, 'udf')) if test_data: con.drop_database(ENV.te...

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def method_delegate(**methods): """ Construct a renderer that delegates based on the request's HTTP method. """ methods = {k.upper(): v for k, v in iteritems(methods)} if PY3: methods = {k.encode("utf-8"): v for k, v in iteritems(methods)} def render(request): renderer = meth...

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def clone_from(repo_url, repo_dir): """Clone a remote git repo into a local directory.""" repo_url = _fix_repo_url(repo_url) LOG.info("Cloning %s into %s." % (repo_url, repo_dir)) cmd = GIT_CLONE_CMD.format(repo_url, repo_dir) resp = envoy.run(cmd) if resp.status_code != 0: LOG.error("Cl...

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def rundata(self, strjson): """POST JSON data object to server""" d = json.loads(strjson) return self.api.data.post(d)

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def current_target(self): """Return current target.""" actions = self.state[self.state['current_step']]['actions'] for action, value in reversed(actions): if action == 'target': return value

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def add_option(self, block, name, *values): """ Adds an option to the AST, either as a non-block option or for an existing block. `block` Block name. Set to ``None`` for non-block option. `name` Option name. `*values` ...

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def model(x_train, y_train, x_test, y_test): """ Model providing function: Create Keras model with double curly brackets dropped-in as needed. Return value has to be a valid python dictionary with two customary keys: - loss: Specify a numeric evaluation metric to be minimized - status: ...

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def add_seperator(self): """ Add separator between labels in menu that called on right mouse click. """ m_item = Gtk.SeparatorMenuItem() self.menu.append(m_item) self.menu.show_all()

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def mad(arr, relative=True): """ Median Absolute Deviation: a "Robust" version of standard deviation. Indices variabililty of the sample. https://en.wikipedia.org/wiki/Median_absolute_deviation """ with warnings.catch_warnings(): warnings.simplefilter("ignore") med = np.nanme...

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def arcball_constrain_to_axis(point, axis): """Return sphere point perpendicular to axis.""" v = np.array(point, dtype=np.float64, copy=True) a = np.array(axis, dtype=np.float64, copy=True) v -= a * np.dot(a, v) # on plane n = vector_norm(v) if n > _EPS: if v[2] < 0.0: np.ne...

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def map_status_to_catalog(status): """Convierte el resultado de action.status_show() en metadata a nivel de catálogo.""" catalog = dict() catalog_mapping = { "site_title": "title", "site_description": "description" } for status_key, catalog_key in iteritems(catalog_mapping): ...

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def _proxy(self): """ Generate an instance context for the instance, the context is capable of performing various actions. All instance actions are proxied to the context :returns: CompositionSettingsContext for this CompositionSettingsInstance :rtype: twilio.rest.video.v1.comp...

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def papermill( notebook_path, output_path, parameters, parameters_raw, parameters_file, parameters_yaml, parameters_base64, inject_input_path, inject_output_path, inject_paths, engine, prepare_only, kernel, cwd, progress_bar, log_output, log_level, ...

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def extract_code_from_args(args): """ Extracts the access code from the arguments dictionary (given back from github) """ if args is None: raise_error("Couldn't extract GitHub authentication code " "from response") # TODO: Is there a case where the length of the erro...

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def got_score(self, score): """Update the best score if the new score is higher, returning the change.""" if score > self._score: delta = score - self._score self._score = score self._score_changed = True self.save() return delta return...

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def create(filename, spec): """Create a new segy file. Create a new segy file with the geometry and properties given by `spec`. This enables creating SEGY files from your data. The created file supports all segyio modes, but has an emphasis on writing. The spec must be complete, otherwise an except...

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def _op(self, operation, other, *allowed): """A basic operation operating on a single value.""" f = self._field if self._combining: # We are a field-compound query fragment, e.g. (Foo.bar & Foo.baz). return reduce(self._combining, (q._op(operation, other, *allowed) for q in f)) # pylint:disable=pr...

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def read_analogies_file(eval_file='questions-words.txt', word2id=None): """Reads through an analogy question file, return its id format. Parameters ---------- eval_file : str The file name. word2id : dictionary a dictionary that maps word to ID. Returns -------- numpy.a...

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def plot(X, marker='.', kind='plot', title=None, fig='current', ax=None, **kwargs): '''General plotting function that aims to cover most common cases. X : numpy array of 1d, 2d, or 3d points, with one point per row. marker : passed to the underlying plotting function kind : one of {plot, scatter} that ...

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def search(self, query, search_term, search_field, catalog): """Performs a search against the catalog and returns the brains """ logger.info("Reference Widget Catalog: {}".format(catalog.id)) if not search_term: return catalog(query) index = self.get_index(search_fie...

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def DeleteMessageHandlerRequests(self, requests): """Deletes a list of message handler requests from the database.""" for r in requests: flow_dict = self.message_handler_requests.get(r.handler_name, {}) if r.request_id in flow_dict: del flow_dict[r.request_id] flow_dict = self.message...

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def verify_manifest_main_checksum(self, manifest): """ Verify the checksum over the manifest main section. :return: True if the signature over main section verifies """ # NOTE: JAR spec does not state whether there can be >1 digest used, # and should the validator requi...

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def get_relation_count_query(self, query, parent): """ Add the constraints for a relationship count query. :type query: eloquent.orm.Builder :type parent: eloquent.orm.Builder :rtype: eloquent.orm.Builder """ query = super(MorphToMany, self).get_relation_count_q...

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def parse_dbus_address(address): """Parse a D-BUS address string into a list of addresses.""" if address == 'session': address = os.environ.get('DBUS_SESSION_BUS_ADDRESS') if not address: raise ValueError('$DBUS_SESSION_BUS_ADDRESS not set') elif address == 'system': addr...

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def _getUE4BuildInterrogator(self): """ Uses UE4BuildInterrogator to interrogate UnrealBuildTool about third-party library details """ ubtLambda = lambda target, platform, config, args: self._runUnrealBuildTool(target, platform, config, args, True) interrogator = UE4BuildInterrogator(self.getEngineRoot(), sel...

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def model_from_string(self, model_str, verbose=True): """Load Booster from a string. Parameters ---------- model_str : string Model will be loaded from this string. verbose : bool, optional (default=True) Whether to print messages while loading model. ...

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def _write_bed_header(self): """Writes the BED first 3 bytes.""" # Writing the first three bytes final_byte = 1 if self._bed_format == "SNP-major" else 0 self._bed.write(bytearray((108, 27, final_byte)))

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def escape( x, lb=False ): """ Ensure a string does not contain HTML-reserved characters (including double quotes) Optionally also insert a linebreak if the string is too long """ # Insert a linebreak? Roughly around the middle of the string, if lb: l = len(x) if l >= 10: ...

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def convert(self, normalization=None, csphase=None, lmax=None): """ Return an SHMagCoeffs class instance with a different normalization convention. Usage ----- clm = x.convert([normalization, csphase, lmax]) Returns ------- clm : SHMagCoeffs clas...

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def profile_list(list_names=False, remote_addr=None, cert=None, key=None, verify_cert=True): ''' Lists all profiles from the LXD. list_names : Return a list of names instead of full blown dicts. remote_addr : An URL to a remote Server, you also have to giv...

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def execute(self, cmd, cwd): """ Execute commands and output this :param cmd: -- list of cmd command and arguments :type cmd: list :param cwd: -- workdir for executions :type cwd: str,unicode :return: -- string with full output :rtype: str """ ...

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def all(self, cache=False): """ can use cache to return objects """ if cache: return [get_object(self.modelb, obj_id, cache=True, use_local=True) for obj_id in self.keys(True)] else: return self

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def newDocRawNode(self, doc, name, content): """Creation of a new node element within a document. @ns and @content are optional (None). """ if doc is None: doc__o = None else: doc__o = doc._o ret = libxml2mod.xmlNewDocRawNode(doc__o, self._o, name, content) if ret is N...

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def leapfrog(func,yo,t,args=(),rtol=1.49012e-12,atol=1.49012e-12): """ NAME: leapfrog PURPOSE: leapfrog integrate an ode INPUT: func - force function of (y,*args) yo - initial condition [q,p] t - set of times at which one wants the result rtol, atol OUTPUT: ...

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def total_energy(self): """ The total energy. """ return sum(sum(self._recip)) + sum(sum(self._real)) + sum(self._point) + self._charged_cell_energy

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def set_rest_notification(self, url, hit_type_id): """Set a REST endpoint to recieve notifications about the HIT The newer AWS MTurk API does not support this feature, which means we cannot use boto3 here. Instead, we make the call manually after assembling a properly signed request. ...

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def returnSplineList(dependentVar, independentVar, subsetPercentage=0.4, cycles=10, minKnotPoints=10, initialKnots=200, splineOrder=2, terminalExpansion=0.1 ): """ #TODO: docstring Note: Expects sorted arrays. :param dependentVar: #TODO: docst...

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def _query(self, cmd, *datas): """Helper function to allow method queries.""" cmd = Command(query=cmd) return cmd.query(self._transport, self._protocol, *datas)

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def _compile_rules(self): """Compile the rules into the internal lexer state.""" for state, table in self.RULES.items(): patterns = list() actions = list() nextstates = list() for i, row in enumerate(table): if len(row) == 2: ...

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def get_system_encoding(): """ The encoding of the default system locale but falls back to the given fallback encoding if the encoding is unsupported by python or could not be determined. See tickets #10335 and #5846 """ try: encoding = locale.getdefaultlocale()[1] or 'ascii' co...

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33.25

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def transform(self, X=None, y=None): """ Transform an image using an Affine transform with the given shear parameters. Return the transform if X=None. Arguments --------- X : ANTsImage Image to transform y : ANTsImage (optional) Another...

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def fix_calculation_version_inconsistencies(portal): """Creates the first version of all Calculations that hasn't been yet edited See: https://github.com/senaite/senaite.core/pull/1260 """ logger.info("Fix Calculation version inconsistencies ...") brains = api.search({"portal_type": "Calculation"}, ...

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def _check_token_cache_type(self, cache_value): ''' Checks the cache_value for appropriate type correctness. Pass strict=True for strict validation to ensure the latest types are being written. Returns true is correct type, False otherwise. ''' def check_string_...

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def set_menu(self, menu): '''add a menu from the parent''' self.menu = menu wx_menu = menu.wx_menu() self.frame.SetMenuBar(wx_menu) self.frame.Bind(wx.EVT_MENU, self.on_menu)

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def user(self): """ | Comment: The id of the user who has this subscription """ if self.api and self.user_id: return self.api._get_user(self.user_id)

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def _publish_instruction_as_executed(self, insn): """ Notify listeners that an instruction has been executed. """ self._icount += 1 self._publish('did_execute_instruction', self._last_pc, self.PC, insn)

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39.5

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def remove_role(self, databaseName, roleName, collectionName=None): """Remove one role Args: databaseName (str): Database Name roleName (RoleSpecs): role Keyword Args: collectionName (str): Collection """ role = {"database...

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def get_redacted_args(entrypoint, *args, **kwargs): """ Utility function for use with entrypoints that are marked with ``sensitive_arguments`` -- e.g. :class:`nameko.rpc.Rpc` and :class:`nameko.events.EventHandler`. :Parameters: entrypoint : :class:`~nameko.extensions.Entrypoint` Th...

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def readline(self, size=-1): "The size is ignored since a complete line must be read." line = self.fin.readline() if not line: return '' return self.process_line(line.rstrip('\n'))

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def gen_listfiles(ext, data_path=current_path, start_date=None, end_date=None): """**Generate list of files in data directory** Using a specified data path and extension generate list of files in data directory. If start_date and end_date aren't specified, all files in the data directory are selected. ...

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def list_paths(self): """Utility method to list all the paths in the jar.""" paths = [] for cookie in iter(self): if cookie.path not in paths: paths.append(cookie.path) return paths

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33.571429

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def elliot_function( signal, derivative=False ): """ A fast approximation of sigmoid """ s = 1 # steepness abs_signal = (1 + np.abs(signal * s)) if derivative: return 0.5 * s / abs_signal**2 else: # Return the activation signal return 0.5*(signal * s) / abs_signal + 0.5

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def new_context(environment, template_name, blocks, vars=None, shared=None, globals=None, locals=None): """Internal helper to for context creation.""" if vars is None: vars = {} if shared: parent = vars else: parent = dict(globals or (), **vars) if locals: ...

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def display_start(self): """Start status display if option selected.""" if self.opt['Verbose'] and self.opt['StatusHeader']: print(self.hdrstr) print("-" * self.nsep)

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def parser_available(fpath): """ test if parser plugin available for fpath Examples -------- >>> load_builtin_plugins('parsers') [] >>> test_file = StringIO('{"a":[1,2,3.4]}') >>> test_file.name = 'test.json' >>> parser_available(test_file) True >>> test_file.name = 'test.other...

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def get_extension(self, index): """ Get a specific extension of the certificate by index. Extensions on a certificate are kept in order. The index parameter selects which extension will be returned. :param int index: The index of the extension to retrieve. :return: The ...

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def overlaps(self,in_genomic_range,padding=0): """do the ranges overlap? :param in_genomic_range: range to compare to :param padding: add to the ends this many (default 0) :type in_genomic_range: GenomicRange :type padding: int :return: True if they overlap :rtype: bool """ if pad...

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def get_argument_parser(): """Returns an argument parser object for the script.""" desc = 'Filter FASTA file by chromosome names.' parser = cli.get_argument_parser(desc=desc) parser.add_argument( '-f', '--fasta-file', default='-', type=str, help=textwrap.dedent("""\ Path of the...

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def convert_units_to_base_units(units): """Convert a set of units into a set of "base" units. Returns a 2-tuple of `factor, new_units`. """ total_factor = 1 new_units = [] for unit in units: if unit not in BASE_UNIT_CONVERSIONS: continue factor, new_unit = BASE_UNIT...

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def write(self, data): """Write the chunk data""" if len(data) > self.data_size: raise ValueError self.__fileobj.seek(self.data_offset) self.__fileobj.write(data)

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def make_strain_from_inj_object(self, inj, delta_t, detector_name, f_lower=None, distance_scale=1): """Make a h(t) strain time-series from an injection object. Parameters ----------- inj : injection object The injection object to turn into...

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def _do_poll_problems(self): """Poll the server for the status of a set of problems. Note: This method is always run inside of a daemon thread. """ try: # grouped futures (all scheduled within _POLL_GROUP_TIMEFRAME) frame_futures = {} def...

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def path(self): """Return path :returns: path :rtype: str :raises: None """ p = os.path.normpath(self._path) if p.endswith(':'): p = p + os.path.sep return p

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def _update_color_hsv(self, event=None): """Update display after a change in the HSV spinboxes.""" if event is None or event.widget.old_value != event.widget.get(): h = self.hue.get() s = self.saturation.get() v = self.value.get() sel_color = hsv_to_rgb(h,...

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def add_keyrepeat_callback(self, key, fn): """ Allows for custom callback functions for the viewer. Called on key repeat. Parameter 'any' will ensure that the callback is called on any key repeat, and block default mujoco viewer callbacks from executing, except for the ESC callb...

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def read_midc(filename, variable_map=VARIABLE_MAP, raw_data=False): """Read in National Renewable Energy Laboratory Measurement and Instrumentation Data Center [1]_ weather data. Parameters ---------- filename: string Filename or url of data to read. variable_map: dictionary Dic...

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def grant_qualification(self, qualification_request_id, integer_value=1): """TODO: Document.""" params = {'QualificationRequestId' : qualification_request_id, 'IntegerValue' : integer_value} return self._process_request('GrantQualification', params)

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def SynchronizedClassMethod(*locks_attr_names, **kwargs): # pylint: disable=C1801 """ A synchronizer decorator for class methods. An AttributeError can be raised at runtime if the given lock attribute doesn't exist or if it is None. If a parameter ``sorted`` is found in ``kwargs`` and its value is ...

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def Analyze(self, hashes): """Looks up hashes in nsrlsvr. Args: hashes (list[str]): hash values to look up. Returns: list[HashAnalysis]: analysis results, or an empty list on error. """ logger.debug( 'Opening connection to {0:s}:{1:d}'.format(self._host, self._port)) nsrl_...

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def expQt(self, t): ''' Parameters ---------- t : float Time to propagate Returns -------- expQt : numpy.array Matrix exponential of exo(Qt) ''' eLambdaT = np.diag(self._exp_lt(t)) # vector length = a Qs = self....

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def smart_text(s, encoding="utf-8", strings_only=False, errors="strict"): """Return a unicode object representing 's'. Treats bytes using the 'encoding' codec. If strings_only is True, don't convert (some) non-string-like objects. """ if isinstance(s, six.text_type): return s ...

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def get_dpi(raise_error=True): """Get screen DPI from the OS Parameters ---------- raise_error : bool If True, raise an error if DPI could not be determined. Returns ------- dpi : float Dots per inch of the primary screen. """ try: user32.SetProcessDPIAware(...

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def _table_limit(table, n, offset=0): """ Select the first n rows at beginning of table (may not be deterministic depending on implementation and presence of a sorting). Parameters ---------- n : int Number of rows to include offset : int, default 0 Number of rows to skip first ...

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def readNullModelFile(nfile): """" reading file with null model info nfile File containing null model info """ params0_file = nfile+'.p0' nll0_file = nfile+'.nll0' assert os.path.exists(params0_file), '%s is missing.'%params0_file assert os.path.exists(nll0_file), '%s is missing.'%nl...

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def xmoe_tr_2d(): """Mixture of experts (16 experts). 623M Params, einsum=1.09e13 Returns: a hparams """ hparams = xmoe_tr_dense_2k() hparams.mesh_shape = "b0:2;b1:4" hparams.outer_batch_size = 4 hparams.layout = "outer_batch:b0;inner_batch:b1,expert_x:b1,expert_y:b0" hparams.encoder_layers = ["...

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def format_message(self, message): """ Formats a message with :class:Look """ look = Look(message) return look.pretty(display=False)

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def add_node(self, node): """Link the agent to a random member of the previous generation.""" nodes = [n for n in self.nodes() if not isinstance(n, Source)] num_agents = len(nodes) curr_generation = int((num_agents - 1) / float(self.generation_size)) node.generation = curr_genera...

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def place(vertices_resources, nets, machine, constraints, breadth_first=True): """Places vertices in breadth-first order along a hilbert-curve path through the chips in the machine. This is a thin wrapper around the :py:func:`sequential <rig.place_and_route.place.sequential.place>` placement algorithm ...

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def aspirate(self, volume=None, location=None, rate=1.0): """ Aspirate a volume of liquid (in microliters/uL) using this pipette from the specified location Notes ----- If only a volume is passed, the pipette will aspirate from it's current position. If only a lo...

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def _parse_section_three(self, part, mimetypes): """ Parse & validate a part according to section #3 The logic applied follows section 3 guidelines from top to bottom. """ link = 'tools.ietf.org/html/rfc2388#section-3' if part.disposition != 'form-data' or not part.nam...

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def getTempFile(suffix="", rootDir=None): """Returns a string representing a temporary file, that must be manually deleted """ if rootDir is None: handle, tmpFile = tempfile.mkstemp(suffix) os.close(handle) return tmpFile else: tmpFile = os.path.join(rootDir, "tmp_" + get...

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def addLogicalInterfaceToDeviceType(self, typeId, logicalInterfaceId): """ Adds a logical interface to a device type. Parameters: - typeId (string) - the device type - logicalInterfaceId (string) - the id returned by the platform on creation of the logical interface ...

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def list_targets(): """! @brief Generate dictionary with info about all supported targets. Output version history: - 1.0, initial version - 1.1, added part_families - 1.2, added source """ targets = [] obj = { 'pyocd_version' : __versi...

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def Glob(self, pathname, ondisk=True, source=True, strings=False, exclude=None, cwd=None): """ Globs This is mainly a shim layer """ if cwd is None: cwd = self.getcwd() return cwd.glob(pathname, ondisk, source, strings, exclude)

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def get_channelstate_for( chain_state: ChainState, payment_network_id: PaymentNetworkID, token_address: TokenAddress, partner_address: Address, ) -> Optional[NettingChannelState]: """ Return the NettingChannelState if it exists, None otherwise. """ token_network = get_token_netwo...

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def filter_convolve_stack(data, filters, filter_rot=False, method='scipy'): r"""Filter convolve This method convolves the a stack of input images with the wavelet filters Parameters ---------- data : np.ndarray Input data, 3D array filters : np.ndarray Wavelet filters, 3D array...

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def _dashboard_diff(_new_dashboard, _old_dashboard): '''Return a dictionary of changes between dashboards.''' diff = {} # Dashboard diff new_dashboard = copy.deepcopy(_new_dashboard) old_dashboard = copy.deepcopy(_old_dashboard) dashboard_diff = DictDiffer(new_dashboard, old_dashboard) diff...

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def _parse_storage_embedded_health(self, data): """Gets the storage data from get_embedded_health Parse the get_host_health_data() for essential properties :param data: the output returned by get_host_health_data() :returns: disk size in GB. """ local_gb = 0 st...

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def ip_in_ip_mask(ip, mask_ip, mask): ''' Checks whether an ip is contained in an ip subnet where the subnet is stated as an ip in the dotted format, and a hex mask ''' ip = ip2hex(ip) if ip is None: raise Exception("bad ip format") if (mask_ip & mask) == (ip & mask): return True ret...

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def Prod(a, axis, keep_dims): """ Prod reduction op. """ return np.prod(a, axis=axis if not isinstance(axis, np.ndarray) else tuple(axis), keepdims=keep_dims),

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def generate_proxy( prefix, base_url='', verify_ssl=True, middleware=None, append_middleware=None, cert=None, timeout=None): """Generate a ProxyClass based view that uses the passed base_url.""" middleware = list(middleware or HttpProxy.proxy_middleware) middleware += list(append_middleware ...

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def echo_verbose_results(data, no_color): """Print list of tests and result of each test.""" click.echo() click.echo( '\n'.join( '{}: {}'.format(key, val) for key, val in data['info'].items() ) ) click.echo() for test in data['tests']: if test['outcome'] == 'p...

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