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 symbol(name: str=None, symbol_type: Type[Symbol]=Symbol) -> 'SymbolWildcard': """Create a `SymbolWildcard` that matches a single `Symbol` argument. Args: name: Optional variable name for the wildcard. symbol_type: An optional subclass of `Symb...	[ "def", "symbol", "(", "name", ":", "str", "=", "None", ",", "symbol_type", ":", "Type", "[", "Symbol", "]", "=", "Symbol", ")", "->", "'SymbolWildcard'", ":", "if", "isinstance", "(", "name", ",", "type", ")", "and", "issubclass", "(", "name", ",", "...	42.375	0.012987
def _export_to2marc(self, key, value): """Populate the ``595`` MARC field.""" def _is_for_cds(value): return 'CDS' in value def _is_for_hal(value): return 'HAL' in value and value['HAL'] def _is_not_for_hal(value): return 'HAL' in value and not value['HAL'] result = [] ...	[ "def", "_export_to2marc", "(", "self", ",", "key", ",", "value", ")", ":", "def", "_is_for_cds", "(", "value", ")", ":", "return", "'CDS'", "in", "value", "def", "_is_for_hal", "(", "value", ")", ":", "return", "'HAL'", "in", "value", "and", "value", "...	23.409091	0.001866
def Run(self, args): """Run.""" # Open the file. fd = vfs.VFSOpen(args.pathspec, progress_callback=self.Progress) if args.address_family == rdf_client_network.NetworkAddress.Family.INET: family = socket.AF_INET elif args.address_family == rdf_client_network.NetworkAddress.Family.INET6: ...	[ "def", "Run", "(", "self", ",", "args", ")", ":", "# Open the file.", "fd", "=", "vfs", ".", "VFSOpen", "(", "args", ".", "pathspec", ",", "progress_callback", "=", "self", ".", "Progress", ")", "if", "args", ".", "address_family", "==", "rdf_client_networ...	27.083333	0.010891
def loss_batch(model:nn.Module, xb:Tensor, yb:Tensor, loss_func:OptLossFunc=None, opt:OptOptimizer=None, cb_handler:Optional[CallbackHandler]=None)->Tuple[Union[Tensor,int,float,str]]: "Calculate loss and metrics for a batch, call out to callbacks as necessary." cb_handler = ifnone(cb_handler, Ca...	[ "def", "loss_batch", "(", "model", ":", "nn", ".", "Module", ",", "xb", ":", "Tensor", ",", "yb", ":", "Tensor", ",", "loss_func", ":", "OptLossFunc", "=", "None", ",", "opt", ":", "OptOptimizer", "=", "None", ",", "cb_handler", ":", "Optional", "[", ...	43.947368	0.031653
def make_slider_range(self, cursor_pos): """Make slider range QRect""" # The slider range indicator position follows the mouse vertical # position while its height corresponds to the part of the file that # is currently visible on screen. vsb = self.editor.verticalScrollBar() ...	[ "def", "make_slider_range", "(", "self", ",", "cursor_pos", ")", ":", "# The slider range indicator position follows the mouse vertical", "# position while its height corresponds to the part of the file that", "# is currently visible on screen.", "vsb", "=", "self", ".", "editor", "....	46.2	0.002121
def vectorize_range(values): """ This function is for url encoding. Takes a value or a tuple or list of tuples and returns a single result, tuples are joined by "," if necessary, elements in tuple are joined by '_' """ if isinstance(values, tuple): return '_'.join(str(i) for i in values)...	[ "def", "vectorize_range", "(", "values", ")", ":", "if", "isinstance", "(", "values", ",", "tuple", ")", ":", "return", "'_'", ".", "join", "(", "str", "(", "i", ")", "for", "i", "in", "values", ")", "if", "isinstance", "(", "values", ",", "list", ...	43.307692	0.001739
def f(x, depth1, depth2, dim='2d', first_batch_norm=True, stride=1, training=True, bottleneck=True, padding='SAME'): """Applies residual function for RevNet. Args: x: input tensor depth1: Number of output channels for the first and second conv layers. depth2: Number of output channels for the thi...	[ "def", "f", "(", "x", ",", "depth1", ",", "depth2", ",", "dim", "=", "'2d'", ",", "first_batch_norm", "=", "True", ",", "stride", "=", "1", ",", "training", "=", "True", ",", "bottleneck", "=", "True", ",", "padding", "=", "'SAME'", ")", ":", "conv...	38.372549	0.008969
def tick_clients(self): """Trigger the periodic tick function in the client.""" if not self._ticker: self._create_ticker() for client in self.clients.values(): self._ticker.tick(client)	[ "def", "tick_clients", "(", "self", ")", ":", "if", "not", "self", ".", "_ticker", ":", "self", ".", "_create_ticker", "(", ")", "for", "client", "in", "self", ".", "clients", ".", "values", "(", ")", ":", "self", ".", "_ticker", ".", "tick", "(", ...	32.571429	0.008547
def initialize(self): """ Initialize the environment. Done with a method call outside of the constructor for 2 reasons: 1. Unit tests probably won't want/need to do this 2. We don't initialize the logger (also something unit tests don't want) until after the constructor """ create_folders = ...	[ "def", "initialize", "(", "self", ")", ":", "create_folders", "=", "Command", "(", "'mkdir -p %s'", "%", "self", ".", "log_dir", ",", "self", ".", "shell_env", ")", "self", ".", "run_command_or_exit", "(", "create_folders", ")", "chmod_logs_dir", "=", "Command...	42.347826	0.008032
def unlock(self): """ Releases the lock. """ return self._encode_invoke(lock_unlock_codec, thread_id=thread_id(), reference_id=self.reference_id_generator.get_and_increment())	[ "def", "unlock", "(", "self", ")", ":", "return", "self", ".", "_encode_invoke", "(", "lock_unlock_codec", ",", "thread_id", "=", "thread_id", "(", ")", ",", "reference_id", "=", "self", ".", "reference_id_generator", ".", "get_and_increment", "(", ")", ")" ]	39.5	0.012397
def fit_meanshift(self, data, bandwidth=None, bin_seeding=False, **kwargs): """ Fit MeanShift clustering algorithm to data. Parameters ---------- data : array-like A dataset formatted by `classifier.fitting_data`. bandwidth : float The bandwidth v...	[ "def", "fit_meanshift", "(", "self", ",", "data", ",", "bandwidth", "=", "None", ",", "bin_seeding", "=", "False", ",", "", "", "kwargs", ")", ":", "if", "bandwidth", "is", "None", ":", "bandwidth", "=", "cl", ".", "estimate_bandwidth", "(", "data", ...	34.928571	0.00199
def fix_missing_locations(node): """ Some nodes require a line number and the column offset. Without that information the compiler will abort the compilation. Because it can be a dull task to add appropriate line numbers and column offsets when adding new nodes this function can help. It copies t...	[ "def", "fix_missing_locations", "(", "node", ")", ":", "def", "_fix", "(", "node", ",", "lineno", ",", "col_offset", ")", ":", "if", "'lineno'", "in", "node", ".", "_attributes", ":", "if", "not", "hasattr", "(", "node", ",", "'lineno'", ")", ":", "nod...	39.518519	0.000915
def set_display_sleep(minutes): ''' Set the amount of idle time until the display sleeps. Pass "Never" of "Off" to never sleep. :param minutes: Can be an integer between 1 and 180 or "Never" or "Off" :ptype: int, str :return: True if successful, False if not :rtype: bool CLI Example: ...	[ "def", "set_display_sleep", "(", "minutes", ")", ":", "value", "=", "_validate_sleep", "(", "minutes", ")", "cmd", "=", "'systemsetup -setdisplaysleep {0}'", ".", "format", "(", "value", ")", "salt", ".", "utils", ".", "mac_utils", ".", "execute_return_success", ...	25.807692	0.001437
def get_block_type(values, dtype=None): """ Find the appropriate Block subclass to use for the given values and dtype. Parameters ---------- values : ndarray-like dtype : numpy or pandas dtype Returns ------- cls : class, subclass of Block """ dtype = dtype or values.dtype ...	[ "def", "get_block_type", "(", "values", ",", "dtype", "=", "None", ")", ":", "dtype", "=", "dtype", "or", "values", ".", "dtype", "vtype", "=", "dtype", ".", "type", "if", "is_sparse", "(", "dtype", ")", ":", "# Need this first(ish) so that Sparse[datetime] is...	28.931818	0.00076
def parse_return_annotation(callback): '''Parses the annotation return tuples. Ruturn a dictinary {code: info}.''' # This has been implemented as a function as the parsing need to be # accessible from a decorator used on the function's class method responses = {} for data in callback.__annotations__...	[ "def", "parse_return_annotation", "(", "callback", ")", ":", "# This has been implemented as a function as the parsing need to be", "# accessible from a decorator used on the function's class method", "responses", "=", "{", "}", "for", "data", "in", "callback", ".", "__annotations_...	52.181818	0.001712
def new_character(self, name, data=None, kwargs): """Create and return a new :class:`Character`.""" self.add_character(name, data, kwargs) return self.character[name]	[ "def", "new_character", "(", "self", ",", "name", ",", "data", "=", "None", ",", "", "", "kwargs", ")", ":", "self", ".", "add_character", "(", "name", ",", "data", ",", "", "", "kwargs", ")", "return", "self", ".", "character", "[", "name", "]...	47.75	0.010309
def close(self): """\ Closes the writer. This method MUST be called once all vectors are added. """ self._mmw.fake_headers(self._num_docs+1, self._num_terms, self._num_nnz) self._mmw.close()	[ "def", "close", "(", "self", ")", ":", "self", ".", "_mmw", ".", "fake_headers", "(", "self", ".", "_num_docs", "+", "1", ",", "self", ".", "_num_terms", ",", "self", ".", "_num_nnz", ")", "self", ".", "_mmw", ".", "close", "(", ")" ]	29	0.012552
def comp_sma(b, component, solve_for=None, **kwargs): """ Create a constraint for the star's semi-major axes WITHIN its parent orbit. This is NOT the same as the semi-major axes OF the parent orbit If 'sma' does not exist in the component, it will be created :parameter b: the :class:`phoebe.f...	[ "def", "comp_sma", "(", "b", ",", "component", ",", "solve_for", "=", "None", ",", "", "", "kwargs", ")", ":", "hier", "=", "b", ".", "get_hierarchy", "(", ")", "if", "not", "len", "(", "hier", ".", "get_value", "(", ")", ")", ":", "# TODO: chang...	36.416667	0.002228
def set_outgroup(self, outgroup): """ Sets a descendant node as the outgroup of a tree. This function can be used to root a tree or even an internal node. Parameters: ----------- outgroup: a node instance within the same tree structure that will be ...	[ "def", "set_outgroup", "(", "self", ",", "outgroup", ")", ":", "outgroup", "=", "_translate_nodes", "(", "self", ",", "outgroup", ")", "if", "self", "==", "outgroup", ":", "##return", "## why raise an error for this?", "raise", "TreeError", "(", "\"Cannot set myse...	36.356322	0.002155
def _create_container_args(kwargs): """ Convert arguments to create() to arguments to create_container(). """ # Copy over kwargs which can be copied directly create_kwargs = {} for key in copy.copy(kwargs): if key in RUN_CREATE_KWARGS: create_kwargs[key] = kwargs.pop(key) ...	[ "def", "_create_container_args", "(", "kwargs", ")", ":", "# Copy over kwargs which can be copied directly", "create_kwargs", "=", "{", "}", "for", "key", "in", "copy", ".", "copy", "(", "kwargs", ")", ":", "if", "key", "in", "RUN_CREATE_KWARGS", ":", "create_kwar...	34.745098	0.000549
def remove_declarated(type_): """removes type-declaration class-binder :class:`declarated_t` from the `type_` If `type_` is not :class:`declarated_t`, it will be returned as is """ type_ = remove_alias(type_) if isinstance(type_, cpptypes.elaborated_t): type_ = type_.base if isinsta...	[ "def", "remove_declarated", "(", "type_", ")", ":", "type_", "=", "remove_alias", "(", "type_", ")", "if", "isinstance", "(", "type_", ",", "cpptypes", ".", "elaborated_t", ")", ":", "type_", "=", "type_", ".", "base", "if", "isinstance", "(", "type_", "...	32.833333	0.002469
def task_failure_message(task_report): """Task failure message.""" trace_list = traceback.format_tb(task_report['traceback']) body = 'Error: task failure\n\n' body += 'Task ID: {}\n\n'.format(task_report['task_id']) body += 'Archive: {}\n\n'.format(task_report['archive']) body += 'Docker image: ...	[ "def", "task_failure_message", "(", "task_report", ")", ":", "trace_list", "=", "traceback", ".", "format_tb", "(", "task_report", "[", "'traceback'", "]", ")", "body", "=", "'Error: task failure\\n\\n'", "body", "+=", "'Task ID: {}\\n\\n'", ".", "format", "(", "t...	47.818182	0.001866
def Hf(CASRN, AvailableMethods=False, Method=None): r'''This function handles the retrieval of a chemical's standard-phase heat of formation. The lookup is based on CASRNs. Selects the only data source available ('API TDB') if the chemical is in it. Returns None if the data is not available. Functi...	[ "def", "Hf", "(", "CASRN", ",", "AvailableMethods", "=", "False", ",", "Method", "=", "None", ")", ":", "def", "list_methods", "(", ")", ":", "methods", "=", "[", "]", "if", "CASRN", "in", "API_TDB_data", ".", "index", ":", "methods", ".", "append", ...	31.283582	0.000463
def publish(self, events): """Publish events.""" assert len(events) > 0 with self.create_producer() as producer: for event in events: producer.publish(event)	[ "def", "publish", "(", "self", ",", "events", ")", ":", "assert", "len", "(", "events", ")", ">", "0", "with", "self", ".", "create_producer", "(", ")", "as", "producer", ":", "for", "event", "in", "events", ":", "producer", ".", "publish", "(", "eve...	34	0.009569
def analytic(input_type, output_type): """Define an analytic user-defined function that takes N pandas Series or scalar values as inputs and produces N rows of output. Parameters ---------- input_type : List[ibis.expr.datatypes.DataType] A list of the types found i...	[ "def", "analytic", "(", "input_type", ",", "output_type", ")", ":", "return", "udf", ".", "_grouped", "(", "input_type", ",", "output_type", ",", "base_class", "=", "ops", ".", "AnalyticOp", ",", "output_type_method", "=", "operator", ".", "attrgetter", "(", ...	40.071429	0.001741
def uint8_3(self, val1, val2, val3): """append a frame containing 3 uint8""" try: self.msg += [pack("BBB", val1, val2, val3)] except struct.error: raise ValueError("Expected uint8") return self	[ "def", "uint8_3", "(", "self", ",", "val1", ",", "val2", ",", "val3", ")", ":", "try", ":", "self", ".", "msg", "+=", "[", "pack", "(", "\"BBB\"", ",", "val1", ",", "val2", ",", "val3", ")", "]", "except", "struct", ".", "error", ":", "raise", ...	34.714286	0.008032
def evaluate_model_single_recording_multisymbol(model_file, recording): """ Evaluate a model for a single recording where possibly multiple symbols are. Parameters ---------- model_file : string Model file (.tar) recording : The handwritten recording. """ (preprocess...	[ "def", "evaluate_model_single_recording_multisymbol", "(", "model_file", ",", "recording", ")", ":", "(", "preprocessing_queue", ",", "feature_list", ",", "model", ",", "output_semantics", ")", "=", "load_model", "(", "model_file", ")", "logging", ".", "info", "(", ...	37.136364	0.001193
def uplink_bond_intf_process(self): """Process the case when uplink interface becomes part of a bond. This is called to check if the phy interface became a part of the bond. If the below condition is True, this means, a physical interface that was not a part of a bond was earlier discov...	[ "def", "uplink_bond_intf_process", "(", "self", ")", ":", "bond_intf", "=", "sys_utils", ".", "get_bond_intf", "(", "self", ".", "phy_uplink", ")", "if", "bond_intf", "is", "None", ":", "return", "False", "self", ".", "save_uplink", "(", "fail_reason", "=", ...	49.6	0.000879
def _set_attributes(self, kwds): """Internal helper to set attributes from keyword arguments. Expando overrides this. """ cls = self.__class__ for name, value in kwds.iteritems(): prop = getattr(cls, name) # Raises AttributeError for unknown properties. if not isinstance(prop, Property...	[ "def", "_set_attributes", "(", "self", ",", "kwds", ")", ":", "cls", "=", "self", ".", "__class__", "for", "name", ",", "value", "in", "kwds", ".", "iteritems", "(", ")", ":", "prop", "=", "getattr", "(", "cls", ",", "name", ")", "# Raises AttributeErr...	37.090909	0.011962
def encrypt(plaintext_str, keys): """Encrypt data and return the encrypted form. :param bytes plaintext_str: the mail to encrypt :param key: optionally, a list of keys to encrypt with :type key: list[gpg.gpgme.gpgme_key_t] or None :returns: encrypted mail :rtype: str """ assert keys, 'M...	[ "def", "encrypt", "(", "plaintext_str", ",", "keys", ")", ":", "assert", "keys", ",", "'Must provide at least one key to encrypt with'", "ctx", "=", "gpg", ".", "core", ".", "Context", "(", "armor", "=", "True", ")", "out", "=", "ctx", ".", "encrypt", "(", ...	36.857143	0.00189
def _http(method, url, headers=None, kw): ''' Send http request and return response text. ''' params = None boundary = None if method == 'UPLOAD': params, boundary = _encode_multipart(kw) else: params = _encode_params(**kw) http_url = '%s?%s' % (url, params) if method...	[ "def", "_http", "(", "method", ",", "url", ",", "headers", "=", "None", ",", "", "", "kw", ")", ":", "params", "=", "None", "boundary", "=", "None", "if", "method", "==", "'UPLOAD'", ":", "params", ",", "boundary", "=", "_encode_multipart", "(", "*...	33.16	0.002345
def _mix(color1, color2, weight=None): """ Mixes together two colors. Specifically, takes the average of each of the RGB components, optionally weighted by the given percentage. The opacity of the colors is also considered when weighting the components. Specifically, takes the average of each of th...	[ "def", "_mix", "(", "color1", ",", "color2", ",", "weight", "=", "None", ")", ":", "# This algorithm factors in both the user-provided weight", "# and the difference between the alpha values of the two colors", "# to decide how to perform the weighted average of the two RGB values.", "...	38.169231	0.000393
def _fields_sort_by_indicators(fields): """Sort a set of fields by their indicators. Return a sorted list with correct global field positions. """ field_dict = {} field_positions_global = [] for field in fields: field_dict.setdefault(field[1:3], []).append(field) field_positions...	[ "def", "_fields_sort_by_indicators", "(", "fields", ")", ":", "field_dict", "=", "{", "}", "field_positions_global", "=", "[", "]", "for", "field", "in", "fields", ":", "field_dict", ".", "setdefault", "(", "field", "[", "1", ":", "3", "]", ",", "[", "]"...	29	0.001669
def is_list(self, key): """Return True if variable is a list or a tuple""" data = self.model.get_data() return isinstance(data[key], (tuple, list))	[ "def", "is_list", "(", "self", ",", "key", ")", ":", "data", "=", "self", ".", "model", ".", "get_data", "(", ")", "return", "isinstance", "(", "data", "[", "key", "]", ",", "(", "tuple", ",", "list", ")", ")" ]	42.75	0.011494
def is_unary_operator(oper): """returns True, if operator is unary operator, otherwise False""" # definition: # member in class # ret-type operator symbol() # ret-type operator [++ --](int) # globally # ret-type operator symbol( arg ) # ret-type operator [++ --](X&, int) symbols = ['...	[ "def", "is_unary_operator", "(", "oper", ")", ":", "# definition:", "# member in class", "# ret-type operator symbol()", "# ret-type operator [++ --](int)", "# globally", "# ret-type operator symbol( arg )", "# ret-type operator [++ --](X&, int)", "symbols", "=", "[", "'!'", ",", ...	35.419355	0.000887
def window_blackman_harris(N): r"""Blackman Harris window :param N: window length .. math:: w(n) = a_0 - a_1 \cos\left(\frac{2\pi n}{N-1}\right)+ a_2 \cos\left(\frac{4\pi n}{N-1}\right)- a_3 \cos\left(\frac{6\pi n}{N-1}\right) =============== ========= coeff value =============== =...	[ "def", "window_blackman_harris", "(", "N", ")", ":", "a0", "=", "0.35875", "a1", "=", "0.48829", "a2", "=", "0.14128", "a3", "=", "0.01168", "return", "_coeff4", "(", "N", ",", "a0", ",", "a1", ",", "a2", ",", "a3", ")" ]	26.516129	0.002347
def wrap_apply_async(apply_async_func): """Wrap the apply_async function of multiprocessing.pools. Get the function that will be called and wrap it then add the opencensus context.""" def call(self, func, args=(), kwds={}, **kwargs): wrapped_func = wrap_task_func(func) _tracer = execution_c...	[ "def", "wrap_apply_async", "(", "apply_async_func", ")", ":", "def", "call", "(", "self", ",", "func", ",", "args", "=", "(", ")", ",", "kwds", "=", "{", "}", ",", "", "", "kwargs", ")", ":", "wrapped_func", "=", "wrap_task_func", "(", "func", ")",...	37.652174	0.001126
def runGetOutput(cmd, raiseOnFailure=False, encoding=sys.getdefaultencoding()): ''' runGetOutput - Simply runs a command and returns the output as a string. Use #runGetResults if you need something more complex. @param cmd <str/list> - String of command and arguments, or list of command...	[ "def", "runGetOutput", "(", "cmd", ",", "raiseOnFailure", "=", "False", ",", "encoding", "=", "sys", ".", "getdefaultencoding", "(", ")", ")", ":", "results", "=", "Simple", ".", "runGetResults", "(", "cmd", ",", "stdout", "=", "True", ",", "stderr", "="...	49.446809	0.010127
def all_cities(): """ Get a list of all Backpage city names. Returns: list of city names as Strings """ cities = [] fname = pkg_resources.resource_filename(__name__, 'resources/CityPops.csv') with open(fname, 'rU') as csvfile: reader = csv.reader(csvfile, delimiter = ',') for row in reader: ...	[ "def", "all_cities", "(", ")", ":", "cities", "=", "[", "]", "fname", "=", "pkg_resources", ".", "resource_filename", "(", "__name__", ",", "'resources/CityPops.csv'", ")", "with", "open", "(", "fname", ",", "'rU'", ")", "as", "csvfile", ":", "reader", "="...	24.266667	0.026455
def load_model_from_path(model_path, meta=False, **overrides): """Load a model from a data directory path. Creates Language class with pipeline from meta.json and then calls from_disk() with path.""" if not meta: meta = get_model_meta(model_path) cls = get_lang_class(meta["lang"]) nlp = cls(...	[ "def", "load_model_from_path", "(", "model_path", ",", "meta", "=", "False", ",", "", "", "overrides", ")", ":", "if", "not", "meta", ":", "meta", "=", "get_model_meta", "(", "model_path", ")", "cls", "=", "get_lang_class", "(", "meta", "[", "\"lang\"", ...	42.210526	0.00122
def get_history_item_for_tree_iter(self, child_tree_iter): """Hands history item for tree iter and compensate if tree item is a dummy item :param Gtk.TreeIter child_tree_iter: Tree iter of row :rtype rafcon.core.execution.execution_history.HistoryItem: :return history tree item: ...	[ "def", "get_history_item_for_tree_iter", "(", "self", ",", "child_tree_iter", ")", ":", "history_item", "=", "self", ".", "history_tree_store", "[", "child_tree_iter", "]", "[", "self", ".", "HISTORY_ITEM_STORAGE_ID", "]", "if", "history_item", "is", "None", ":", ...	56.866667	0.008074
def check_insert_size(data, sample): """ check mean insert size for this sample and update hackersonly.max_inner_mate_distance if need be. This value controls how far apart mate pairs can be to still be considered for bedtools merging downstream. """ ## pipe stats output to grep cmd1...	[ "def", "check_insert_size", "(", "data", ",", "sample", ")", ":", "## pipe stats output to grep", "cmd1", "=", "[", "ipyrad", ".", "bins", ".", "samtools", ",", "\"stats\"", ",", "sample", ".", "files", ".", "mapped_reads", "]", "cmd2", "=", "[", "\"grep\"",...	40.458333	0.011394
def top_n_list(lang, n, wordlist='best', ascii_only=False): """ Return a frequency list of length `n` in descending order of frequency. This list contains words from `wordlist`, of the given language. If `ascii_only`, then only ascii words are considered. """ results = [] for word in iter_wo...	[ "def", "top_n_list", "(", "lang", ",", "n", ",", "wordlist", "=", "'best'", ",", "ascii_only", "=", "False", ")", ":", "results", "=", "[", "]", "for", "word", "in", "iter_wordlist", "(", "lang", ",", "wordlist", ")", ":", "if", "(", "not", "ascii_on...	37.538462	0.002
def add_name(self, tax_id, tax_name, source_name=None, source_id=None, name_class='synonym', is_primary=False, is_classified=None, execute=True, **ignored): """Add a record to the names table corresponding to ``tax_id``. Arguments are as follows: - tax_id (str...	[ "def", "add_name", "(", "self", ",", "tax_id", ",", "tax_name", ",", "source_name", "=", "None", ",", "source_id", "=", "None", ",", "name_class", "=", "'synonym'", ",", "is_primary", "=", "False", ",", "is_classified", "=", "None", ",", "execute", "=", ...	31.339286	0.00221
def run_xenon_simple(workflow, machine, worker_config): """Run a workflow using a single Xenon remote worker. :param workflow: \|Workflow\| or \|PromisedObject\| to evaluate. :param machine: \|Machine\| instance. :param worker_config: Configuration for the pilot job.""" scheduler = Scheduler() retur...	[ "def", "run_xenon_simple", "(", "workflow", ",", "machine", ",", "worker_config", ")", ":", "scheduler", "=", "Scheduler", "(", ")", "return", "scheduler", ".", "run", "(", "xenon_interactive_worker", "(", "machine", ",", "worker_config", ")", ",", "get_workflow...	35	0.00232
def generate(env): """Add Builders and construction variables for sun f90 compiler to an Environment.""" add_all_to_env(env) fcomp = env.Detect(compilers) or 'f90' env['FORTRAN'] = fcomp env['F90'] = fcomp env['SHFORTRAN'] = '$FORTRAN' env['SHF90'] = '$F90' env['SHFORT...	[ "def", "generate", "(", "env", ")", ":", "add_all_to_env", "(", "env", ")", "fcomp", "=", "env", ".", "Detect", "(", "compilers", ")", "or", "'f90'", "env", "[", "'FORTRAN'", "]", "=", "fcomp", "env", "[", "'F90'", "]", "=", "fcomp", "env", "[", "'...	29.928571	0.011574
def has_authors(edge_data: EdgeData) -> bool: """Check if the edge contains author information for its citation.""" return CITATION in edge_data and CITATION_AUTHORS in edge_data[CITATION] and edge_data[CITATION][CITATION_AUTHORS]	[ "def", "has_authors", "(", "edge_data", ":", "EdgeData", ")", "->", "bool", ":", "return", "CITATION", "in", "edge_data", "and", "CITATION_AUTHORS", "in", "edge_data", "[", "CITATION", "]", "and", "edge_data", "[", "CITATION", "]", "[", "CITATION_AUTHORS", "]"...	78.666667	0.008403
def count_snps(mat): """ get dstats from the count array and return as a float tuple """ ## get [aabb, baba, abba, aaab] snps = np.zeros(4, dtype=np.uint32) ## get concordant (aabb) pis sites snps[0] = np.uint32(\ mat[0, 5] + mat[0, 10] + mat[0, 15] + \ mat[5, 0] +...	[ "def", "count_snps", "(", "mat", ")", ":", "## get [aabb, baba, abba, aaab] ", "snps", "=", "np", ".", "zeros", "(", "4", ",", "dtype", "=", "np", ".", "uint32", ")", "## get concordant (aabb) pis sites", "snps", "[", "0", "]", "=", "np", ".", "uint32", "(...	29.566667	0.018559
def get_voronoi_nodes(structure, rad_dict=None, probe_rad=0.1): """ Analyze the void space in the input structure using voronoi decomposition Calls Zeo++ for Voronoi decomposition. Args: structure: pymatgen.core.structure.Structure rad_dict (optional): Dictionary of radii of elements in...	[ "def", "get_voronoi_nodes", "(", "structure", ",", "rad_dict", "=", "None", ",", "probe_rad", "=", "0.1", ")", ":", "with", "ScratchDir", "(", "'.'", ")", ":", "name", "=", "\"temp_zeo1\"", "zeo_inp_filename", "=", "name", "+", "\".cssr\"", "ZeoCssr", "(", ...	41.453333	0.000314
def format_option(self, option): """ No documentation """ # The help for each option consists of two parts: # * the opt strings and metavars # eg. ("-x", or "-fFILENAME, --file=FILENAME") # * the user-supplied help string # eg. ("turn on expert mod...	[ "def", "format_option", "(", "self", ",", "option", ")", ":", "# The help for each option consists of two parts:", "# * the opt strings and metavars", "# eg. (\"-x\", or \"-fFILENAME, --file=FILENAME\")", "# * the user-supplied help string", "# eg. (\"turn on expert mode\", \"read da...	42.190476	0.002206
def heartbeat(self): """Check The API Is Up. https://starfighter.readme.io/docs/heartbeat """ url = urljoin(self.base_url, 'heartbeat') return self.session.get(url).json()['ok']	[ "def", "heartbeat", "(", "self", ")", ":", "url", "=", "urljoin", "(", "self", ".", "base_url", ",", "'heartbeat'", ")", "return", "self", ".", "session", ".", "get", "(", "url", ")", ".", "json", "(", ")", "[", "'ok'", "]" ]	30.285714	0.009174
def run(self): """ build image inside current environment; it's expected this may run within (privileged) docker container Input: df_dir image Output: BuildResult built_image_info image_id """ builder ...	[ "def", "run", "(", "self", ")", ":", "builder", "=", "self", ".", "workflow", ".", "builder", "allow_repo_dir_in_dockerignore", "(", "builder", ".", "df_dir", ")", "logs_gen", "=", "self", ".", "tasker", ".", "build_image_from_path", "(", "builder", ".", "df...	33.297297	0.001577
def decode_html(html): """ Converts bytes stream containing an HTML page into Unicode. Tries to guess character encoding from meta tag of by "chardet" library. """ if isinstance(html, unicode): return html match = CHARSET_META_TAG_PATTERN.search(html) if match: declared_enco...	[ "def", "decode_html", "(", "html", ")", ":", "if", "isinstance", "(", "html", ",", "unicode", ")", ":", "return", "html", "match", "=", "CHARSET_META_TAG_PATTERN", ".", "search", "(", "html", ")", "if", "match", ":", "declared_encoding", "=", "match", ".",...	32	0.000892
def surge_handler(response, kwargs): """Error Handler to surface 409 Surge Conflict errors. Attached as a callback hook on the Request object. Parameters response (requests.Response) The HTTP response from an API request. kwargs Arbitrary keyword arguments. ...	[ "def", "surge_handler", "(", "response", ",", "", "", "kwargs", ")", ":", "if", "response", ".", "status_code", "==", "codes", ".", "conflict", ":", "json", "=", "response", ".", "json", "(", ")", "errors", "=", "json", ".", "get", "(", "'errors'", ...	29.65	0.001634
def _vertex_one_color_qubo(x_vars): """For each vertex, it should have exactly one color. Generates the QUBO to enforce this constraint. Notes ----- Does not enforce neighboring vertices having different colors. Ground energy is -1 * \|G\|, infeasible gap is 1. """ Q = {} for v in x_...	[ "def", "_vertex_one_color_qubo", "(", "x_vars", ")", ":", "Q", "=", "{", "}", "for", "v", "in", "x_vars", ":", "for", "color", "in", "x_vars", "[", "v", "]", ":", "idx", "=", "x_vars", "[", "v", "]", "[", "color", "]", "Q", "[", "(", "idx", ","...	25.695652	0.001631
def stationary_values(self, method='doubling'): """ Computes the matrix :math:`P` and scalar :math:`d` that represent the value function .. math:: V(x) = x' P x + d in the infinite horizon case. Also computes the control matrix :math:`F` from :math:`u = -...	[ "def", "stationary_values", "(", "self", ",", "method", "=", "'doubling'", ")", ":", "# === simplify notation === #", "Q", ",", "R", ",", "A", ",", "B", ",", "N", ",", "C", "=", "self", ".", "Q", ",", "self", ".", "R", ",", "self", ".", "A", ",", ...	33.528302	0.001093
def override(self, obj): """Overrides the plain fields of the dashboard.""" for field in obj.__class__.export_fields: setattr(self, field, getattr(obj, field))	[ "def", "override", "(", "self", ",", "obj", ")", ":", "for", "field", "in", "obj", ".", "__class__", ".", "export_fields", ":", "setattr", "(", "self", ",", "field", ",", "getattr", "(", "obj", ",", "field", ")", ")" ]	46	0.010695
def terms(order, dim): """ Count the number of polynomials in an expansion. Parameters ---------- order : int The upper order for the expansion. dim : int The number of dimensions of the expansion. Returns ------- N : int The number of terms in an expansion ...	[ "def", "terms", "(", "order", ",", "dim", ")", ":", "return", "int", "(", "scipy", ".", "special", ".", "comb", "(", "order", "+", "dim", ",", "dim", ",", "1", ")", ")" ]	23.5	0.002273
def create_injector(param_name, fun_param_value): '''Dependency injection with Bottle. This creates a simple dependency injector that will map ``param_name`` in routes to the value ``fun_param_value()`` each time the route is invoked. ``fun_param_value`` is a closure so that it is lazily evaluated...	[ "def", "create_injector", "(", "param_name", ",", "fun_param_value", ")", ":", "class", "_", "(", "object", ")", ":", "api", "=", "2", "def", "apply", "(", "self", ",", "callback", ",", "route", ")", ":", "if", "param_name", "not", "in", "inspect", "."...	36.515152	0.000808
def rm_subtitles(path): """ delete all subtitles in path recursively """ sub_exts = ['ass', 'srt', 'sub'] count = 0 for root, dirs, files in os.walk(path): for f in files: _, ext = os.path.splitext(f) ext = ext[1:] if ext in sub_exts: p = o...	[ "def", "rm_subtitles", "(", "path", ")", ":", "sub_exts", "=", "[", "'ass'", ",", "'srt'", ",", "'sub'", "]", "count", "=", "0", "for", "root", ",", "dirs", ",", "files", "in", "os", ".", "walk", "(", "path", ")", ":", "for", "f", "in", "files", ...	29.6	0.002183
def add_scm_info(self): """Adds SCM-related info.""" scm = get_scm() if scm: revision = scm.commit_id branch = scm.branch_name or revision else: revision, branch = 'none', 'none' self.add_infos(('revision', revision), ('branch', branch))	[ "def", "add_scm_info", "(", "self", ")", ":", "scm", "=", "get_scm", "(", ")", "if", "scm", ":", "revision", "=", "scm", ".", "commit_id", "branch", "=", "scm", ".", "branch_name", "or", "revision", "else", ":", "revision", ",", "branch", "=", "'none'"...	29.666667	0.014545
def _get_asset(file_path): """ Get the database record for an asset file """ record = model.Image.get(file_path=file_path) fingerprint = ','.join((utils.file_fingerprint(file_path), str(RENDITION_VERSION))) if not record or record.fingerprint != fingerprint: # Reindex...	[ "def", "_get_asset", "(", "file_path", ")", ":", "record", "=", "model", ".", "Image", ".", "get", "(", "file_path", "=", "file_path", ")", "fingerprint", "=", "','", ".", "join", "(", "(", "utils", ".", "file_fingerprint", "(", "file_path", ")", ",", ...	35.276596	0.000587
def serialize_value_map(self, map_elem, thedict): """ Serializes a dictionary of key/value pairs, where the values are either strings, or Attrib, or PathAttrib objects. Example:: <variable> <name>foo</name> <value>text</value> </v...	[ "def", "serialize_value_map", "(", "self", ",", "map_elem", ",", "thedict", ")", ":", "for", "key", ",", "value", "in", "sorted", "(", "(", "str", "(", "k", ")", ",", "v", ")", "for", "(", "k", ",", "v", ")", "in", "thedict", ".", "items", "(", ...	35.545455	0.002491
def retrieve_matching_jwk(self, token): """Get the signing key by exploring the JWKS endpoint of the OP.""" response_jwks = requests.get( self.OIDC_OP_JWKS_ENDPOINT, verify=self.get_settings('OIDC_VERIFY_SSL', True) ) response_jwks.raise_for_status() jwks ...	[ "def", "retrieve_matching_jwk", "(", "self", ",", "token", ")", ":", "response_jwks", "=", "requests", ".", "get", "(", "self", ".", "OIDC_OP_JWKS_ENDPOINT", ",", "verify", "=", "self", ".", "get_settings", "(", "'OIDC_VERIFY_SSL'", ",", "True", ")", ")", "r...	38.833333	0.002094
def change_score_for(self, member, delta, member_data=None): ''' Change the score for a member in the leaderboard by a score delta which can be positive or negative. @param member [String] Member name. @param delta [float] Score change. @param member_data [String] Optional membe...	[ "def", "change_score_for", "(", "self", ",", "member", ",", "delta", ",", "member_data", "=", "None", ")", ":", "self", ".", "change_score_for_member_in", "(", "self", ".", "leaderboard_name", ",", "member", ",", "delta", ",", "member_data", ")" ]	46.888889	0.009302
async def get_oauth_verifier(oauth_token): """ Open authorize page in a browser, print the url if it didn't work Arguments --------- oauth_token : str The oauth token received in :func:`get_oauth_token` Returns ------- str The PIN entered by the user """ url...	[ "async", "def", "get_oauth_verifier", "(", "oauth_token", ")", ":", "url", "=", "\"https://api.twitter.com/oauth/authorize?oauth_token=\"", "+", "oauth_token", "try", ":", "browser", "=", "webbrowser", ".", "open", "(", "url", ")", "await", "asyncio", ".", "sleep", ...	23.785714	0.001443
async def clear_state(self, turn_context: TurnContext): """ Clears any state currently stored in this state scope. NOTE: that save_changes must be called in order for the cleared state to be persisted to the underlying store. :param turn_context: The context object for this turn...	[ "async", "def", "clear_state", "(", "self", ",", "turn_context", ":", "TurnContext", ")", ":", "if", "turn_context", "==", "None", ":", "raise", "TypeError", "(", "'BotState.clear_state(): turn_context cannot be None.'", ")", "# Explicitly setting the hash will mean IsChan...	47.466667	0.011019
def plane_lines(plane_origin, plane_normal, endpoints, line_segments=True): """ Calculate plane-line intersections Parameters --------- plane_origin : (3,) float Point on plane plane_normal : (3,) float Plane normal vector endp...	[ "def", "plane_lines", "(", "plane_origin", ",", "plane_normal", ",", "endpoints", ",", "line_segments", "=", "True", ")", ":", "endpoints", "=", "np", ".", "asanyarray", "(", "endpoints", ")", "plane_origin", "=", "np", ".", "asanyarray", "(", "plane_origin", ...	34.666667	0.000519
def ensure_secret(): """Check if secret key to encryot sessions exists, generate it otherwise.""" home_dir = os.environ['HOME'] file_name = home_dir + "/.ipcamweb" if os.path.exists(file_name): with open(file_name, "r") as s_file: secret = s_file.readline() else: secr...	[ "def", "ensure_secret", "(", ")", ":", "home_dir", "=", "os", ".", "environ", "[", "'HOME'", "]", "file_name", "=", "home_dir", "+", "\"/.ipcamweb\"", "if", "os", ".", "path", ".", "exists", "(", "file_name", ")", ":", "with", "open", "(", "file_name", ...	33.615385	0.002227
def remove_container(self, container, v=False, link=False, force=False): """ Remove a container. Similar to the ``docker rm`` command. Args: container (str): The container to remove v (bool): Remove the volumes associated with the container link (bool): Remov...	[ "def", "remove_container", "(", "self", ",", "container", ",", "v", "=", "False", ",", "link", "=", "False", ",", "force", "=", "False", ")", ":", "params", "=", "{", "'v'", ":", "v", ",", "'link'", ":", "link", ",", "'force'", ":", "force", "}", ...	37.714286	0.002463
def import_mapping(connection_id, mapping): """ Import Heroku Connection mapping for given connection. Args: connection_id (str): Heroku Connection connection ID. mapping (dict): Heroku Connect mapping. Raises: requests.HTTPError: If an error occurs uploading the mapping. ...	[ "def", "import_mapping", "(", "connection_id", ",", "mapping", ")", ":", "url", "=", "os", ".", "path", ".", "join", "(", "settings", ".", "HEROKU_CONNECT_API_ENDPOINT", ",", "'connections'", ",", "connection_id", ",", "'actions'", ",", "'import'", ")", "respo...	29.590909	0.001488
def udf(input_type, output_type, strict=True, libraries=None): '''Define a UDF for BigQuery Parameters ---------- input_type : List[DataType] output_type : DataType strict : bool Whether or not to put a ``'use strict';`` string at the beginning of the UDF. Setting to ``False`` i...	[ "def", "udf", "(", "input_type", ",", "output_type", ",", "strict", "=", "True", ",", "libraries", "=", "None", ")", ":", "if", "libraries", "is", "None", ":", "libraries", "=", "[", "]", "def", "wrapper", "(", "f", ")", ":", "if", "not", "callable",...	30.40201	0.00016
def dict_to_table(header, contents): """ Convert dict to table Parameters ---------- header : tuple Table header. Should have a length of 2. contents : dict The key becomes column 1 of table and the value becomes column 2 of table. """ def to_text(row): n...	[ "def", "dict_to_table", "(", "header", ",", "contents", ")", ":", "def", "to_text", "(", "row", ")", ":", "name", ",", "value", "=", "row", "m", "=", "max_col1_size", "+", "1", "-", "len", "(", "name", ")", "spacing", "=", "' '", "*", "m", "return"...	29.166667	0.000922
def delete(self): """ Removes current SyncItem """ url = SyncList.key.format(clientId=self.clientIdentifier) url += '/' + str(self.id) self._server.query(url, self._server._session.delete)	[ "def", "delete", "(", "self", ")", ":", "url", "=", "SyncList", ".", "key", ".", "format", "(", "clientId", "=", "self", ".", "clientIdentifier", ")", "url", "+=", "'/'", "+", "str", "(", "self", ".", "id", ")", "self", ".", "_server", ".", "query"...	43.2	0.009091
def find_suggestions(filelist): """Suggest MANIFEST.in patterns for missing files.""" suggestions = set() unknowns = [] for filename in filelist: if os.path.isdir(filename): # it's impossible to add empty directories via MANIFEST.in anyway, # and non-empty directories wil...	[ "def", "find_suggestions", "(", "filelist", ")", ":", "suggestions", "=", "set", "(", ")", "unknowns", "=", "[", "]", "for", "filename", "in", "filelist", ":", "if", "os", ".", "path", ".", "isdir", "(", "filename", ")", ":", "# it's impossible to add empt...	39.388889	0.001377
def pattern_match(data, values, level=None, regexp=False, has_nan=True): """ matching of model/scenario names, variables, regions, and meta columns to pseudo-regex (if `regexp == False`) for filtering (str, int, bool) """ matches = np.array([False] * len(data)) if not isinstance(values, collecti...	[ "def", "pattern_match", "(", "data", ",", "values", ",", "level", "=", "None", ",", "regexp", "=", "False", ",", "has_nan", "=", "True", ")", ":", "matches", "=", "np", ".", "array", "(", "[", "False", "]", "*", "len", "(", "data", ")", ")", "if"...	39.913043	0.001064
def fbcorr(imgs, filters): n_imgs, n_rows, n_cols, n_channels = imgs.shape n_filters, height, width, n_ch2 = filters.shape output = numpy.zeros((n_imgs, n_filters, (n_rows - height + 1),(n_cols - width + 1))) "omp parallel for private(rr,cc,hh,ww,jj,ff,imgval, filterval)" for ii in xrange(n_imgs): ...	[ "def", "fbcorr", "(", "imgs", ",", "filters", ")", ":", "n_imgs", ",", "n_rows", ",", "n_cols", ",", "n_channels", "=", "imgs", ".", "shape", "n_filters", ",", "height", ",", "width", ",", "n_ch2", "=", "filters", ".", "shape", "output", "=", "numpy", ...	51.5	0.014303
def furtherArgsProcessing(args): """ Converts args, and deals with incongruities that argparse couldn't handle """ if isinstance(args, str): unprocessed = args.strip().split(' ') if unprocessed[0] == 'cyther': del unprocessed[0] args = parser.parse_args(unprocessed)._...	[ "def", "furtherArgsProcessing", "(", "args", ")", ":", "if", "isinstance", "(", "args", ",", "str", ")", ":", "unprocessed", "=", "args", ".", "strip", "(", ")", ".", "split", "(", "' '", ")", "if", "unprocessed", "[", "0", "]", "==", "'cyther'", ":"...	30.461538	0.002448
def idfdiffs(idf1, idf2): """return the diffs between the two idfs""" thediffs = {} keys = idf1.model.dtls # undocumented variable for akey in keys: idfobjs1 = idf1.idfobjects[akey] idfobjs2 = idf2.idfobjects[akey] names = set([getobjname(i) for i in idfobjs1] + ...	[ "def", "idfdiffs", "(", "idf1", ",", "idf2", ")", ":", "thediffs", "=", "{", "}", "keys", "=", "idf1", ".", "model", ".", "dtls", "# undocumented variable", "for", "akey", "in", "keys", ":", "idfobjs1", "=", "idf1", ".", "idfobjects", "[", "akey", "]",...	47.472222	0.010894
def dataclass(_cls=None, *, init=True, repr=True, eq=True, order=False, unsafe_hash=False, frozen=False): """Returns the same class as was passed in, with dunder methods added based on the fields defined in the class. Examines PEP 526 __annotations__ to determine fields. If init is true,...	[ "def", "dataclass", "(", "_cls", "=", "None", ",", "*", ",", "init", "=", "True", ",", "repr", "=", "True", ",", "eq", "=", "True", ",", "order", "=", "False", ",", "unsafe_hash", "=", "False", ",", "frozen", "=", "False", ")", ":", "def", "wrap"...	38.375	0.001059
def process_calibration(self, save=False): """processes the data gathered in a calibration run (does not work if multiple calibrations), returns resultant dB""" if not self.save_data: raise Exception("Runner must be set to save when run, to be able to process") ...	[ "def", "process_calibration", "(", "self", ",", "save", "=", "False", ")", ":", "if", "not", "self", ".", "save_data", ":", "raise", "Exception", "(", "\"Runner must be set to save when run, to be able to process\"", ")", "vfunc", "=", "np", ".", "vectorize", "(",...	43.233333	0.008296
def set_name(self, name): """Set a client name.""" if not name: name = '' self._client['config']['name'] = name yield from self._server.client_name(self.identifier, name)	[ "def", "set_name", "(", "self", ",", "name", ")", ":", "if", "not", "name", ":", "name", "=", "''", "self", ".", "_client", "[", "'config'", "]", "[", "'name'", "]", "=", "name", "yield", "from", "self", ".", "_server", ".", "client_name", "(", "se...	34.833333	0.009346
def on_train_begin(self, **kwargs:Any)->None: "Initializes the best value." self.best = float('inf') if self.operator == np.less else -float('inf')	[ "def", "on_train_begin", "(", "self", ",", "", "", "kwargs", ":", "Any", ")", "->", "None", ":", "self", ".", "best", "=", "float", "(", "'inf'", ")", "if", "self", ".", "operator", "==", "np", ".", "less", "else", "-", "float", "(", "'inf'", "...	53.666667	0.02454
def list_pkgs(versions_as_list=False, *kwargs): ''' .. versionchanged: 2016.3.0 List the packages currently installed as a dict:: {'<package_name>': '<version>'} CLI Example: .. code-block:: bash salt '' pkg.list_pkgs ''' versions_as_list = salt.utils.data.is_true(vers...	[ "def", "list_pkgs", "(", "versions_as_list", "=", "False", ",", "", "", "kwargs", ")", ":", "versions_as_list", "=", "salt", ".", "utils", ".", "data", ".", "is_true", "(", "versions_as_list", ")", "# not yet implemented or not applicable", "if", "any", "(", ...	28.959184	0.000682
def maybe_append_oov_vectors(embeddings, num_oov_buckets): """Adds zero vectors for oov buckets if num_oov_buckets > 0. Since we are assigning zero vectors, adding more that one oov bucket is only meaningful if we perform fine-tuning. Args: embeddings: Embeddings to extend. num_oov_buckets: Number of ...	[ "def", "maybe_append_oov_vectors", "(", "embeddings", ",", "num_oov_buckets", ")", ":", "num_embeddings", "=", "np", ".", "shape", "(", "embeddings", ")", "[", "0", "]", "embedding_dim", "=", "np", ".", "shape", "(", "embeddings", ")", "[", "1", "]", "embe...	37.857143	0.009208
def next_permutation(tab): """find the next permutation of tab in the lexicographical order :param tab: table with n elements from an ordered set :modifies: table to next permutation :returns: False if permutation is already lexicographical maximal :complexity: O(n) """ n = len(tab) piv...	[ "def", "next_permutation", "(", "tab", ")", ":", "n", "=", "len", "(", "tab", ")", "pivot", "=", "None", "# find pivot", "for", "i", "in", "range", "(", "n", "-", "1", ")", ":", "if", "tab", "[", "i", "]", "<", "tab", "[", "i", "+", "1", "]",...	33.269231	0.001124
def make_trans_matrix(y, n_classes, dtype=np.float64): """Make a sparse transition matrix for y. Takes a label sequence y and returns an indicator matrix with n_classes² columns of the label transitions in y: M[i, j, k] means y[i-1] == j and y[i] == k. The first row will be empty. """ indices =...	[ "def", "make_trans_matrix", "(", "y", ",", "n_classes", ",", "dtype", "=", "np", ".", "float64", ")", ":", "indices", "=", "np", ".", "empty", "(", "len", "(", "y", ")", ",", "dtype", "=", "np", ".", "int32", ")", "for", "i", "in", "six", ".", ...	36	0.001592
def GetInstance(self, InstanceName, LocalOnly=None, IncludeQualifiers=None, IncludeClassOrigin=None, PropertyList=None, **extra): # pylint: disable=invalid-name,line-too-long """ Retrieve an instance. This method performs the GetInstance operation (see :term:...	[ "def", "GetInstance", "(", "self", ",", "InstanceName", ",", "LocalOnly", "=", "None", ",", "IncludeQualifiers", "=", "None", ",", "IncludeClassOrigin", "=", "None", ",", "PropertyList", "=", "None", ",", "", "", "extra", ")", ":", "# pylint: disable=invalid...	42.517442	0.000534
def _parse_template_or_argument(self): """Parse a template or argument at the head of the wikicode string.""" self._head += 2 braces = 2 while self._read() == "{": self._head += 1 braces += 1 has_content = False self._push() while braces: ...	[ "def", "_parse_template_or_argument", "(", "self", ")", ":", "self", ".", "_head", "+=", "2", "braces", "=", "2", "while", "self", ".", "_read", "(", ")", "==", "\"{\"", ":", "self", ".", "_head", "+=", "1", "braces", "+=", "1", "has_content", "=", "...	32.257143	0.00172
def db_create(name, user=None, password=None, host=None, port=None): ''' Create a database name Database name to create user The user to connect as password The password of the user host The host to connect to port The port to connect to CLI ...	[ "def", "db_create", "(", "name", ",", "user", "=", "None", ",", "password", "=", "None", ",", "host", "=", "None", ",", "port", "=", "None", ")", ":", "if", "db_exists", "(", "name", ",", "user", ",", "password", ",", "host", ",", "port", ")", ":...	21.875	0.001368
def append(args): """ %prog append csvfile [tag] Append a column with fixed value. If tag is missing then just append the filename. """ p = OptionParser(append.__doc__) p.set_sep() p.set_outfile() opts, args = p.parse_args(args) nargs = len(args) if nargs not in (1, 2): ...	[ "def", "append", "(", "args", ")", ":", "p", "=", "OptionParser", "(", "append", ".", "__doc__", ")", "p", ".", "set_sep", "(", ")", "p", ".", "set_outfile", "(", ")", "opts", ",", "args", "=", "p", ".", "parse_args", "(", "args", ")", "nargs", "...	24.333333	0.001647
async def edit(self, , reason=None, *fields): """\|coro\| Edits the role. You must have the :attr:`~Permissions.manage_roles` permission to use this. All fields are optional. Parameters ----------- name: :class:`str` The new role name to ch...	[ "async", "def", "edit", "(", "self", ",", "", ",", "reason", "=", "None", ",", "", "*", "fields", ")", ":", "position", "=", "fields", ".", "get", "(", "'position'", ")", "if", "position", "is", "not", "None", ":", "await", "self", ".", "_move", ...	33.372881	0.001973
def est_res(signals): """ Estimate the resolution of each signal in a multi-channel signal in bits. Maximum of 32 bits. Parameters ---------- signals : numpy array, or list A 2d numpy array representing a uniform multichannel signal, or a list of 1d numpy arrays representing mul...	[ "def", "est_res", "(", "signals", ")", ":", "res_levels", "=", "np", ".", "power", "(", "2", ",", "np", ".", "arange", "(", "0", ",", "33", ")", ")", "# Expanded sample signals. List of numpy arrays", "if", "isinstance", "(", "signals", ",", "list", ")", ...	29.407407	0.002438
def clone_rtcpath_update_rt_as(path, new_rt_as): """Clones given RT NLRI `path`, and updates it with new RT_NLRI AS. Parameters: - `path`: (Path) RT_NLRI path - `new_rt_as`: AS value of cloned paths' RT_NLRI """ assert path and new_rt_as if not path or path.route_family ...	[ "def", "clone_rtcpath_update_rt_as", "(", "path", ",", "new_rt_as", ")", ":", "assert", "path", "and", "new_rt_as", "if", "not", "path", "or", "path", ".", "route_family", "!=", "RF_RTC_UC", ":", "raise", "ValueError", "(", "'Expected RT_NLRI path'", ")", "old_n...	43.866667	0.001488
def status_codes_chart(): """Chart for status codes.""" stats = status_codes_stats() chart_options = { 'chart': { 'type': 'pie' }, 'title': { 'text': '' }, 'subtitle': { 'text': '' }, 'tooltip': { 'formatt...	[ "def", "status_codes_chart", "(", ")", ":", "stats", "=", "status_codes_stats", "(", ")", "chart_options", "=", "{", "'chart'", ":", "{", "'type'", ":", "'pie'", "}", ",", "'title'", ":", "{", "'text'", ":", "''", "}", ",", "'subtitle'", ":", "{", "'te...	27.577778	0.000778
def database_remove_tags(object_id, input_params={}, always_retry=True, **kwargs): """ Invokes the /database-xxxx/removeTags API method. For more info, see: https://wiki.dnanexus.com/API-Specification-v1.0.0/Tags#API-method%3A-%2Fclass-xxxx%2FremoveTags """ return DXHTTPRequest('/%s/removeTags' % o...	[ "def", "database_remove_tags", "(", "object_id", ",", "input_params", "=", "{", "}", ",", "always_retry", "=", "True", ",", "", "", "kwargs", ")", ":", "return", "DXHTTPRequest", "(", "'/%s/removeTags'", "%", "object_id", ",", "input_params", ",", "always_re...	53.428571	0.010526
def update(self, obj, size): '''Update this profile. ''' self.number += 1 self.total += size if self.high < size: # largest self.high = size try: # prefer using weak ref self.objref, self.weak = Weakref.ref(obj), True except Type...	[ "def", "update", "(", "self", ",", "obj", ",", "size", ")", ":", "self", ".", "number", "+=", "1", "self", ".", "total", "+=", "size", "if", "self", ".", "high", "<", "size", ":", "# largest", "self", ".", "high", "=", "size", "try", ":", "# pref...	33.363636	0.02122
def _encode_resp(self, value): """Dynamically build the RESP payload based upon the list provided. :param mixed value: The list of command parts to encode :rtype: bytes """ if isinstance(value, bytes): return b''.join( [b'$', ascii(l...	[ "def", "_encode_resp", "(", "self", ",", "value", ")", ":", "if", "isinstance", "(", "value", ",", "bytes", ")", ":", "return", "b''", ".", "join", "(", "[", "b'$'", ",", "ascii", "(", "len", "(", "value", ")", ")", ".", "encode", "(", "'ascii'", ...	41.125	0.00198
def set_ssh_port(port=22): ''' Enable SSH on a user defined port CLI Example: .. code-block:: bash salt '*' ilo.set_ssh_port 2222 ''' _current = global_settings() if _current['Global Settings']['SSH_PORT']['VALUE'] == port: return True _xml = """<RIBCL VERSION="2.0">...	[ "def", "set_ssh_port", "(", "port", "=", "22", ")", ":", "_current", "=", "global_settings", "(", ")", "if", "_current", "[", "'Global Settings'", "]", "[", "'SSH_PORT'", "]", "[", "'VALUE'", "]", "==", "port", ":", "return", "True", "_xml", "=", "\"\"\"...	26.307692	0.00141
def fuzz_string(seed_str, runs=100, fuzz_factor=50): """A random fuzzer for a simulated text viewer application. It takes a string as seed and generates <runs> variant of it. :param seed_str: the string to use as seed for fuzzing. :param runs: number of fuzzed variants to supply. :param fuzz_facto...	[ "def", "fuzz_string", "(", "seed_str", ",", "runs", "=", "100", ",", "fuzz_factor", "=", "50", ")", ":", "buf", "=", "bytearray", "(", "seed_str", ",", "encoding", "=", "\"utf8\"", ")", "variants", "=", "[", "]", "for", "_", "in", "range", "(", "runs...	38.166667	0.00142

def symbol(name: str=None, symbol_type: Type[Symbol]=Symbol) -> 'SymbolWildcard': """Create a `SymbolWildcard` that matches a single `Symbol` argument. Args: name: Optional variable name for the wildcard. symbol_type: An optional subclass of `Symb...

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def _export_to2marc(self, key, value): """Populate the ``595`` MARC field.""" def _is_for_cds(value): return 'CDS' in value def _is_for_hal(value): return 'HAL' in value and value['HAL'] def _is_not_for_hal(value): return 'HAL' in value and not value['HAL'] result = [] ...

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def Run(self, args): """Run.""" # Open the file. fd = vfs.VFSOpen(args.pathspec, progress_callback=self.Progress) if args.address_family == rdf_client_network.NetworkAddress.Family.INET: family = socket.AF_INET elif args.address_family == rdf_client_network.NetworkAddress.Family.INET6: ...

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def loss_batch(model:nn.Module, xb:Tensor, yb:Tensor, loss_func:OptLossFunc=None, opt:OptOptimizer=None, cb_handler:Optional[CallbackHandler]=None)->Tuple[Union[Tensor,int,float,str]]: "Calculate loss and metrics for a batch, call out to callbacks as necessary." cb_handler = ifnone(cb_handler, Ca...

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def make_slider_range(self, cursor_pos): """Make slider range QRect""" # The slider range indicator position follows the mouse vertical # position while its height corresponds to the part of the file that # is currently visible on screen. vsb = self.editor.verticalScrollBar() ...

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def vectorize_range(values): """ This function is for url encoding. Takes a value or a tuple or list of tuples and returns a single result, tuples are joined by "," if necessary, elements in tuple are joined by '_' """ if isinstance(values, tuple): return '_'.join(str(i) for i in values)...

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def f(x, depth1, depth2, dim='2d', first_batch_norm=True, stride=1, training=True, bottleneck=True, padding='SAME'): """Applies residual function for RevNet. Args: x: input tensor depth1: Number of output channels for the first and second conv layers. depth2: Number of output channels for the thi...

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def tick_clients(self): """Trigger the periodic tick function in the client.""" if not self._ticker: self._create_ticker() for client in self.clients.values(): self._ticker.tick(client)

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def initialize(self): """ Initialize the environment. Done with a method call outside of the constructor for 2 reasons: 1. Unit tests probably won't want/need to do this 2. We don't initialize the logger (also something unit tests don't want) until after the constructor """ create_folders = ...

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def unlock(self): """ Releases the lock. """ return self._encode_invoke(lock_unlock_codec, thread_id=thread_id(), reference_id=self.reference_id_generator.get_and_increment())

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def fit_meanshift(self, data, bandwidth=None, bin_seeding=False, **kwargs): """ Fit MeanShift clustering algorithm to data. Parameters ---------- data : array-like A dataset formatted by `classifier.fitting_data`. bandwidth : float The bandwidth v...

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def fix_missing_locations(node): """ Some nodes require a line number and the column offset. Without that information the compiler will abort the compilation. Because it can be a dull task to add appropriate line numbers and column offsets when adding new nodes this function can help. It copies t...

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def set_display_sleep(minutes): ''' Set the amount of idle time until the display sleeps. Pass "Never" of "Off" to never sleep. :param minutes: Can be an integer between 1 and 180 or "Never" or "Off" :ptype: int, str :return: True if successful, False if not :rtype: bool CLI Example: ...

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def get_block_type(values, dtype=None): """ Find the appropriate Block subclass to use for the given values and dtype. Parameters ---------- values : ndarray-like dtype : numpy or pandas dtype Returns ------- cls : class, subclass of Block """ dtype = dtype or values.dtype ...

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def parse_return_annotation(callback): '''Parses the annotation return tuples. Ruturn a dictinary {code: info}.''' # This has been implemented as a function as the parsing need to be # accessible from a decorator used on the function's class method responses = {} for data in callback.__annotations__...

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def new_character(self, name, data=None, **kwargs): """Create and return a new :class:`Character`.""" self.add_character(name, data, **kwargs) return self.character[name]

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def close(self): """\ Closes the writer. This method MUST be called once all vectors are added. """ self._mmw.fake_headers(self._num_docs+1, self._num_terms, self._num_nnz) self._mmw.close()

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def comp_sma(b, component, solve_for=None, **kwargs): """ Create a constraint for the star's semi-major axes WITHIN its parent orbit. This is NOT the same as the semi-major axes OF the parent orbit If 'sma' does not exist in the component, it will be created :parameter b: the :class:`phoebe.f...

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def set_outgroup(self, outgroup): """ Sets a descendant node as the outgroup of a tree. This function can be used to root a tree or even an internal node. Parameters: ----------- outgroup: a node instance within the same tree structure that will be ...

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def _create_container_args(kwargs): """ Convert arguments to create() to arguments to create_container(). """ # Copy over kwargs which can be copied directly create_kwargs = {} for key in copy.copy(kwargs): if key in RUN_CREATE_KWARGS: create_kwargs[key] = kwargs.pop(key) ...

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def remove_declarated(type_): """removes type-declaration class-binder :class:`declarated_t` from the `type_` If `type_` is not :class:`declarated_t`, it will be returned as is """ type_ = remove_alias(type_) if isinstance(type_, cpptypes.elaborated_t): type_ = type_.base if isinsta...

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def task_failure_message(task_report): """Task failure message.""" trace_list = traceback.format_tb(task_report['traceback']) body = 'Error: task failure\n\n' body += 'Task ID: {}\n\n'.format(task_report['task_id']) body += 'Archive: {}\n\n'.format(task_report['archive']) body += 'Docker image: ...

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def Hf(CASRN, AvailableMethods=False, Method=None): r'''This function handles the retrieval of a chemical's standard-phase heat of formation. The lookup is based on CASRNs. Selects the only data source available ('API TDB') if the chemical is in it. Returns None if the data is not available. Functi...

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def publish(self, events): """Publish events.""" assert len(events) > 0 with self.create_producer() as producer: for event in events: producer.publish(event)

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def analytic(input_type, output_type): """Define an *analytic* user-defined function that takes N pandas Series or scalar values as inputs and produces N rows of output. Parameters ---------- input_type : List[ibis.expr.datatypes.DataType] A list of the types found i...

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def uint8_3(self, val1, val2, val3): """append a frame containing 3 uint8""" try: self.msg += [pack("BBB", val1, val2, val3)] except struct.error: raise ValueError("Expected uint8") return self

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def evaluate_model_single_recording_multisymbol(model_file, recording): """ Evaluate a model for a single recording where possibly multiple symbols are. Parameters ---------- model_file : string Model file (.tar) recording : The handwritten recording. """ (preprocess...

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def uplink_bond_intf_process(self): """Process the case when uplink interface becomes part of a bond. This is called to check if the phy interface became a part of the bond. If the below condition is True, this means, a physical interface that was not a part of a bond was earlier discov...

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def _set_attributes(self, kwds): """Internal helper to set attributes from keyword arguments. Expando overrides this. """ cls = self.__class__ for name, value in kwds.iteritems(): prop = getattr(cls, name) # Raises AttributeError for unknown properties. if not isinstance(prop, Property...

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def encrypt(plaintext_str, keys): """Encrypt data and return the encrypted form. :param bytes plaintext_str: the mail to encrypt :param key: optionally, a list of keys to encrypt with :type key: list[gpg.gpgme.gpgme_key_t] or None :returns: encrypted mail :rtype: str """ assert keys, 'M...

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def _http(method, url, headers=None, **kw): ''' Send http request and return response text. ''' params = None boundary = None if method == 'UPLOAD': params, boundary = _encode_multipart(**kw) else: params = _encode_params(**kw) http_url = '%s?%s' % (url, params) if method...

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def _mix(color1, color2, weight=None): """ Mixes together two colors. Specifically, takes the average of each of the RGB components, optionally weighted by the given percentage. The opacity of the colors is also considered when weighting the components. Specifically, takes the average of each of th...

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def _fields_sort_by_indicators(fields): """Sort a set of fields by their indicators. Return a sorted list with correct global field positions. """ field_dict = {} field_positions_global = [] for field in fields: field_dict.setdefault(field[1:3], []).append(field) field_positions...

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def is_list(self, key): """Return True if variable is a list or a tuple""" data = self.model.get_data() return isinstance(data[key], (tuple, list))

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def is_unary_operator(oper): """returns True, if operator is unary operator, otherwise False""" # definition: # member in class # ret-type operator symbol() # ret-type operator [++ --](int) # globally # ret-type operator symbol( arg ) # ret-type operator [++ --](X&, int) symbols = ['...

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def window_blackman_harris(N): r"""Blackman Harris window :param N: window length .. math:: w(n) = a_0 - a_1 \cos\left(\frac{2\pi n}{N-1}\right)+ a_2 \cos\left(\frac{4\pi n}{N-1}\right)- a_3 \cos\left(\frac{6\pi n}{N-1}\right) =============== ========= coeff value =============== =...

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def wrap_apply_async(apply_async_func): """Wrap the apply_async function of multiprocessing.pools. Get the function that will be called and wrap it then add the opencensus context.""" def call(self, func, args=(), kwds={}, **kwargs): wrapped_func = wrap_task_func(func) _tracer = execution_c...

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def runGetOutput(cmd, raiseOnFailure=False, encoding=sys.getdefaultencoding()): ''' runGetOutput - Simply runs a command and returns the output as a string. Use #runGetResults if you need something more complex. @param cmd <str/list> - String of command and arguments, or list of command...

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def all_cities(): """ Get a list of all Backpage city names. Returns: list of city names as Strings """ cities = [] fname = pkg_resources.resource_filename(__name__, 'resources/CityPops.csv') with open(fname, 'rU') as csvfile: reader = csv.reader(csvfile, delimiter = ',') for row in reader: ...

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def load_model_from_path(model_path, meta=False, **overrides): """Load a model from a data directory path. Creates Language class with pipeline from meta.json and then calls from_disk() with path.""" if not meta: meta = get_model_meta(model_path) cls = get_lang_class(meta["lang"]) nlp = cls(...

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def get_history_item_for_tree_iter(self, child_tree_iter): """Hands history item for tree iter and compensate if tree item is a dummy item :param Gtk.TreeIter child_tree_iter: Tree iter of row :rtype rafcon.core.execution.execution_history.HistoryItem: :return history tree item: ...

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def check_insert_size(data, sample): """ check mean insert size for this sample and update hackersonly.max_inner_mate_distance if need be. This value controls how far apart mate pairs can be to still be considered for bedtools merging downstream. """ ## pipe stats output to grep cmd1...

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def top_n_list(lang, n, wordlist='best', ascii_only=False): """ Return a frequency list of length `n` in descending order of frequency. This list contains words from `wordlist`, of the given language. If `ascii_only`, then only ascii words are considered. """ results = [] for word in iter_wo...

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def add_name(self, tax_id, tax_name, source_name=None, source_id=None, name_class='synonym', is_primary=False, is_classified=None, execute=True, **ignored): """Add a record to the names table corresponding to ``tax_id``. Arguments are as follows: - tax_id (str...

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def generate(env): """Add Builders and construction variables for sun f90 compiler to an Environment.""" add_all_to_env(env) fcomp = env.Detect(compilers) or 'f90' env['FORTRAN'] = fcomp env['F90'] = fcomp env['SHFORTRAN'] = '$FORTRAN' env['SHF90'] = '$F90' env['SHFORT...

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def has_authors(edge_data: EdgeData) -> bool: """Check if the edge contains author information for its citation.""" return CITATION in edge_data and CITATION_AUTHORS in edge_data[CITATION] and edge_data[CITATION][CITATION_AUTHORS]

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def count_snps(mat): """ get dstats from the count array and return as a float tuple """ ## get [aabb, baba, abba, aaab] snps = np.zeros(4, dtype=np.uint32) ## get concordant (aabb) pis sites snps[0] = np.uint32(\ mat[0, 5] + mat[0, 10] + mat[0, 15] + \ mat[5, 0] +...

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def get_voronoi_nodes(structure, rad_dict=None, probe_rad=0.1): """ Analyze the void space in the input structure using voronoi decomposition Calls Zeo++ for Voronoi decomposition. Args: structure: pymatgen.core.structure.Structure rad_dict (optional): Dictionary of radii of elements in...

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def format_option(self, option): """ No documentation """ # The help for each option consists of two parts: # * the opt strings and metavars # eg. ("-x", or "-fFILENAME, --file=FILENAME") # * the user-supplied help string # eg. ("turn on expert mod...

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def heartbeat(self): """Check The API Is Up. https://starfighter.readme.io/docs/heartbeat """ url = urljoin(self.base_url, 'heartbeat') return self.session.get(url).json()['ok']

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def run(self): """ build image inside current environment; it's expected this may run within (privileged) docker container Input: df_dir image Output: BuildResult built_image_info image_id """ builder ...

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def decode_html(html): """ Converts bytes stream containing an HTML page into Unicode. Tries to guess character encoding from meta tag of by "chardet" library. """ if isinstance(html, unicode): return html match = CHARSET_META_TAG_PATTERN.search(html) if match: declared_enco...

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def surge_handler(response, **kwargs): """Error Handler to surface 409 Surge Conflict errors. Attached as a callback hook on the Request object. Parameters response (requests.Response) The HTTP response from an API request. **kwargs Arbitrary keyword arguments. ...

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def _vertex_one_color_qubo(x_vars): """For each vertex, it should have exactly one color. Generates the QUBO to enforce this constraint. Notes ----- Does not enforce neighboring vertices having different colors. Ground energy is -1 * |G|, infeasible gap is 1. """ Q = {} for v in x_...

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def stationary_values(self, method='doubling'): """ Computes the matrix :math:`P` and scalar :math:`d` that represent the value function .. math:: V(x) = x' P x + d in the infinite horizon case. Also computes the control matrix :math:`F` from :math:`u = -...

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def override(self, obj): """Overrides the plain fields of the dashboard.""" for field in obj.__class__.export_fields: setattr(self, field, getattr(obj, field))

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def terms(order, dim): """ Count the number of polynomials in an expansion. Parameters ---------- order : int The upper order for the expansion. dim : int The number of dimensions of the expansion. Returns ------- N : int The number of terms in an expansion ...

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def create_injector(param_name, fun_param_value): '''Dependency injection with Bottle. This creates a simple dependency injector that will map ``param_name`` in routes to the value ``fun_param_value()`` each time the route is invoked. ``fun_param_value`` is a closure so that it is lazily evaluated...

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def rm_subtitles(path): """ delete all subtitles in path recursively """ sub_exts = ['ass', 'srt', 'sub'] count = 0 for root, dirs, files in os.walk(path): for f in files: _, ext = os.path.splitext(f) ext = ext[1:] if ext in sub_exts: p = o...

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def add_scm_info(self): """Adds SCM-related info.""" scm = get_scm() if scm: revision = scm.commit_id branch = scm.branch_name or revision else: revision, branch = 'none', 'none' self.add_infos(('revision', revision), ('branch', branch))

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def _get_asset(file_path): """ Get the database record for an asset file """ record = model.Image.get(file_path=file_path) fingerprint = ','.join((utils.file_fingerprint(file_path), str(RENDITION_VERSION))) if not record or record.fingerprint != fingerprint: # Reindex...

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def serialize_value_map(self, map_elem, thedict): """ Serializes a dictionary of key/value pairs, where the values are either strings, or Attrib, or PathAttrib objects. Example:: <variable> <name>foo</name> <value>text</value> </v...

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def retrieve_matching_jwk(self, token): """Get the signing key by exploring the JWKS endpoint of the OP.""" response_jwks = requests.get( self.OIDC_OP_JWKS_ENDPOINT, verify=self.get_settings('OIDC_VERIFY_SSL', True) ) response_jwks.raise_for_status() jwks ...

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def change_score_for(self, member, delta, member_data=None): ''' Change the score for a member in the leaderboard by a score delta which can be positive or negative. @param member [String] Member name. @param delta [float] Score change. @param member_data [String] Optional membe...

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async def get_oauth_verifier(oauth_token): """ Open authorize page in a browser, print the url if it didn't work Arguments --------- oauth_token : str The oauth token received in :func:`get_oauth_token` Returns ------- str The PIN entered by the user """ url...

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async def clear_state(self, turn_context: TurnContext): """ Clears any state currently stored in this state scope. NOTE: that save_changes must be called in order for the cleared state to be persisted to the underlying store. :param turn_context: The context object for this turn...

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def plane_lines(plane_origin, plane_normal, endpoints, line_segments=True): """ Calculate plane-line intersections Parameters --------- plane_origin : (3,) float Point on plane plane_normal : (3,) float Plane normal vector endp...

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def ensure_secret(): """Check if secret key to encryot sessions exists, generate it otherwise.""" home_dir = os.environ['HOME'] file_name = home_dir + "/.ipcamweb" if os.path.exists(file_name): with open(file_name, "r") as s_file: secret = s_file.readline() else: secr...

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def remove_container(self, container, v=False, link=False, force=False): """ Remove a container. Similar to the ``docker rm`` command. Args: container (str): The container to remove v (bool): Remove the volumes associated with the container link (bool): Remov...

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def import_mapping(connection_id, mapping): """ Import Heroku Connection mapping for given connection. Args: connection_id (str): Heroku Connection connection ID. mapping (dict): Heroku Connect mapping. Raises: requests.HTTPError: If an error occurs uploading the mapping. ...

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def udf(input_type, output_type, strict=True, libraries=None): '''Define a UDF for BigQuery Parameters ---------- input_type : List[DataType] output_type : DataType strict : bool Whether or not to put a ``'use strict';`` string at the beginning of the UDF. Setting to ``False`` i...

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def dict_to_table(header, contents): """ Convert dict to table Parameters ---------- header : tuple Table header. Should have a length of 2. contents : dict The key becomes column 1 of table and the value becomes column 2 of table. """ def to_text(row): n...

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def delete(self): """ Removes current SyncItem """ url = SyncList.key.format(clientId=self.clientIdentifier) url += '/' + str(self.id) self._server.query(url, self._server._session.delete)

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def find_suggestions(filelist): """Suggest MANIFEST.in patterns for missing files.""" suggestions = set() unknowns = [] for filename in filelist: if os.path.isdir(filename): # it's impossible to add empty directories via MANIFEST.in anyway, # and non-empty directories wil...

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def pattern_match(data, values, level=None, regexp=False, has_nan=True): """ matching of model/scenario names, variables, regions, and meta columns to pseudo-regex (if `regexp == False`) for filtering (str, int, bool) """ matches = np.array([False] * len(data)) if not isinstance(values, collecti...

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def fbcorr(imgs, filters): n_imgs, n_rows, n_cols, n_channels = imgs.shape n_filters, height, width, n_ch2 = filters.shape output = numpy.zeros((n_imgs, n_filters, (n_rows - height + 1),(n_cols - width + 1))) "omp parallel for private(rr,cc,hh,ww,jj,ff,imgval, filterval)" for ii in xrange(n_imgs): ...

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def furtherArgsProcessing(args): """ Converts args, and deals with incongruities that argparse couldn't handle """ if isinstance(args, str): unprocessed = args.strip().split(' ') if unprocessed[0] == 'cyther': del unprocessed[0] args = parser.parse_args(unprocessed)._...

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def idfdiffs(idf1, idf2): """return the diffs between the two idfs""" thediffs = {} keys = idf1.model.dtls # undocumented variable for akey in keys: idfobjs1 = idf1.idfobjects[akey] idfobjs2 = idf2.idfobjects[akey] names = set([getobjname(i) for i in idfobjs1] + ...

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def dataclass(_cls=None, *, init=True, repr=True, eq=True, order=False, unsafe_hash=False, frozen=False): """Returns the same class as was passed in, with dunder methods added based on the fields defined in the class. Examines PEP 526 __annotations__ to determine fields. If init is true,...

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def process_calibration(self, save=False): """processes the data gathered in a calibration run (does not work if multiple calibrations), returns resultant dB""" if not self.save_data: raise Exception("Runner must be set to save when run, to be able to process") ...

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def set_name(self, name): """Set a client name.""" if not name: name = '' self._client['config']['name'] = name yield from self._server.client_name(self.identifier, name)

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def on_train_begin(self, **kwargs:Any)->None: "Initializes the best value." self.best = float('inf') if self.operator == np.less else -float('inf')

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def list_pkgs(versions_as_list=False, **kwargs): ''' .. versionchanged: 2016.3.0 List the packages currently installed as a dict:: {'<package_name>': '<version>'} CLI Example: .. code-block:: bash salt '*' pkg.list_pkgs ''' versions_as_list = salt.utils.data.is_true(vers...

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def maybe_append_oov_vectors(embeddings, num_oov_buckets): """Adds zero vectors for oov buckets if num_oov_buckets > 0. Since we are assigning zero vectors, adding more that one oov bucket is only meaningful if we perform fine-tuning. Args: embeddings: Embeddings to extend. num_oov_buckets: Number of ...

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def next_permutation(tab): """find the next permutation of tab in the lexicographical order :param tab: table with n elements from an ordered set :modifies: table to next permutation :returns: False if permutation is already lexicographical maximal :complexity: O(n) """ n = len(tab) piv...

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def make_trans_matrix(y, n_classes, dtype=np.float64): """Make a sparse transition matrix for y. Takes a label sequence y and returns an indicator matrix with n_classes² columns of the label transitions in y: M[i, j, k] means y[i-1] == j and y[i] == k. The first row will be empty. """ indices =...

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def GetInstance(self, InstanceName, LocalOnly=None, IncludeQualifiers=None, IncludeClassOrigin=None, PropertyList=None, **extra): # pylint: disable=invalid-name,line-too-long """ Retrieve an instance. This method performs the GetInstance operation (see :term:...

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def _parse_template_or_argument(self): """Parse a template or argument at the head of the wikicode string.""" self._head += 2 braces = 2 while self._read() == "{": self._head += 1 braces += 1 has_content = False self._push() while braces: ...

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def db_create(name, user=None, password=None, host=None, port=None): ''' Create a database name Database name to create user The user to connect as password The password of the user host The host to connect to port The port to connect to CLI ...

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def append(args): """ %prog append csvfile [tag] Append a column with fixed value. If tag is missing then just append the filename. """ p = OptionParser(append.__doc__) p.set_sep() p.set_outfile() opts, args = p.parse_args(args) nargs = len(args) if nargs not in (1, 2): ...

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async def edit(self, *, reason=None, **fields): """|coro| Edits the role. You must have the :attr:`~Permissions.manage_roles` permission to use this. All fields are optional. Parameters ----------- name: :class:`str` The new role name to ch...

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def est_res(signals): """ Estimate the resolution of each signal in a multi-channel signal in bits. Maximum of 32 bits. Parameters ---------- signals : numpy array, or list A 2d numpy array representing a uniform multichannel signal, or a list of 1d numpy arrays representing mul...

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def clone_rtcpath_update_rt_as(path, new_rt_as): """Clones given RT NLRI `path`, and updates it with new RT_NLRI AS. Parameters: - `path`: (Path) RT_NLRI path - `new_rt_as`: AS value of cloned paths' RT_NLRI """ assert path and new_rt_as if not path or path.route_family ...

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def status_codes_chart(): """Chart for status codes.""" stats = status_codes_stats() chart_options = { 'chart': { 'type': 'pie' }, 'title': { 'text': '' }, 'subtitle': { 'text': '' }, 'tooltip': { 'formatt...

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def database_remove_tags(object_id, input_params={}, always_retry=True, **kwargs): """ Invokes the /database-xxxx/removeTags API method. For more info, see: https://wiki.dnanexus.com/API-Specification-v1.0.0/Tags#API-method%3A-%2Fclass-xxxx%2FremoveTags """ return DXHTTPRequest('/%s/removeTags' % o...

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def update(self, obj, size): '''Update this profile. ''' self.number += 1 self.total += size if self.high < size: # largest self.high = size try: # prefer using weak ref self.objref, self.weak = Weakref.ref(obj), True except Type...

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def _encode_resp(self, value): """Dynamically build the RESP payload based upon the list provided. :param mixed value: The list of command parts to encode :rtype: bytes """ if isinstance(value, bytes): return b''.join( [b'$', ascii(l...

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def set_ssh_port(port=22): ''' Enable SSH on a user defined port CLI Example: .. code-block:: bash salt '*' ilo.set_ssh_port 2222 ''' _current = global_settings() if _current['Global Settings']['SSH_PORT']['VALUE'] == port: return True _xml = """<RIBCL VERSION="2.0">...

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def fuzz_string(seed_str, runs=100, fuzz_factor=50): """A random fuzzer for a simulated text viewer application. It takes a string as seed and generates <runs> variant of it. :param seed_str: the string to use as seed for fuzzing. :param runs: number of fuzzed variants to supply. :param fuzz_facto...

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