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 gpg_verify_key( key_id, key_data, config_dir=None ): """ Verify that a given serialized key, when imported, has the given key ID. Return True on success Return False on error """ key_data = str(key_data) config_dir = get_config_dir( config_dir ) sanitized_key_id = "".join( key_id.u...	[ "def", "gpg_verify_key", "(", "key_id", ",", "key_data", ",", "config_dir", "=", "None", ")", ":", "key_data", "=", "str", "(", "key_data", ")", "config_dir", "=", "get_config_dir", "(", "config_dir", ")", "sanitized_key_id", "=", "\"\"", ".", "join", "(", ...	29.888889	0.015606
def create_toolbar_tokens_func(get_is_refreshing, show_fish_help): """ Return a function that generates the toolbar tokens. """ token = Token.Toolbar def get_toolbar_tokens(cli): result = [] result.append((token, ' ')) if cli.buffers[DEFAULT_BUFFER].always_multiline: ...	[ "def", "create_toolbar_tokens_func", "(", "get_is_refreshing", ",", "show_fish_help", ")", ":", "token", "=", "Token", ".", "Toolbar", "def", "get_toolbar_tokens", "(", "cli", ")", ":", "result", "=", "[", "]", "result", ".", "append", "(", "(", "token", ","...	30.393939	0.001932
def flatten_all(list_of_list): """Flatten arbitrary depth of nesting. Good for unknown nesting structure iterable object. Usage:: >>> flatten_all([[0, 1], [2, 3, [4, 5], [6, 7, 8]], [9,]]) [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] """ for i in list_of_list: if hasattr(i, "__iter__"): ...	[ "def", "flatten_all", "(", "list_of_list", ")", ":", "for", "i", "in", "list_of_list", ":", "if", "hasattr", "(", "i", ",", "\"__iter__\"", ")", ":", "for", "j", "in", "flatten_all", "(", "i", ")", ":", "yield", "j", "else", ":", "yield", "i" ]	26.666667	0.002415
def remove_file_handlers(logger=None): """ Remove only file handlers from the specified logger. Will go through and close each handler for safety. :param logger: logging name or object to modify, defaults to root logger """ if not isinstance(logger, logging.Logger): logger = logging.get...	[ "def", "remove_file_handlers", "(", "logger", "=", "None", ")", ":", "if", "not", "isinstance", "(", "logger", ",", "logging", ".", "Logger", ")", ":", "logger", "=", "logging", ".", "getLogger", "(", "logger", ")", "new_handlers", "=", "[", "]", "for", ...	32.235294	0.001773
def _phi0(self, rho, T, x): """Ideal gas Helmholtz energy of binary mixtures and derivatives Parameters ---------- rho : float Density, [kg/m³] T : float Temperature, [K] x : float Mole fraction of ammonia in mixture, [mol/mol] ...	[ "def", "_phi0", "(", "self", ",", "rho", ",", "T", ",", "x", ")", ":", "# Define reducing parameters for mixture model", "M", "=", "(", "1", "-", "x", ")", "", "IAPWS95", ".", "M", "+", "x", "", "NH3", ".", "M", "tau", "=", "500", "/", "T", "de...	33.344086	0.000626
def _constructClient(client_version, username, user_domain, password, project_name, project_domain, auth_url): """Return a novaclient from the given args.""" loader = loading.get_plugin_loader('password') # These only work with v3 if user_domain is not None or p...	[ "def", "_constructClient", "(", "client_version", ",", "username", ",", "user_domain", ",", "password", ",", "project_name", ",", "project_domain", ",", "auth_url", ")", ":", "loader", "=", "loading", ".", "get_plugin_loader", "(", "'password'", ")", "# These only...	57.2	0.009174
def can_run_pconf(self, pconf): """True if the qadapter in principle is able to run the :class:`ParalConf` pconf""" if not self.hint_cores >= pconf.num_cores >= self.min_cores: return False if not self.hw.can_use_omp_threads(self.omp_threads): return False if pconf.mem_per_proc > self.hw...	[ "def", "can_run_pconf", "(", "self", ",", "pconf", ")", ":", "if", "not", "self", ".", "hint_cores", ">=", "pconf", ".", "num_cores", ">=", "self", ".", "min_cores", ":", "return", "False", "if", "not", "self", ".", "hw", ".", "can_use_omp_threads", "(",...	55.222222	0.015842
def save(self, args, kwargs): """ performs actions on create: ensure instance has usable password * set default group * keep in sync with email address model """ created = self.pk is None sync_emailaddress = kwargs.pop('sync_emailaddress',...	[ "def", "save", "(", "self", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "created", "=", "self", ".", "pk", "is", "None", "sync_emailaddress", "=", "kwargs", ".", "pop", "(", "'sync_emailaddress'", ",", "True", ")", "# ensure usable password", "i...	43.107143	0.001621
def re_flags_str(flags, custom_flags): """Convert regexp flags to string. Parameters ---------- flags : `int` Flags. custom_flags : `int` Custom flags. Returns ------- `str` Flag string. """ res = '' for flag in RE_FLAGS: if flags & getattr(r...	[ "def", "re_flags_str", "(", "flags", ",", "custom_flags", ")", ":", "res", "=", "''", "for", "flag", "in", "RE_FLAGS", ":", "if", "flags", "&", "getattr", "(", "re", ",", "flag", ")", ":", "res", "+=", "flag", "for", "flag", "in", "RE_CUSTOM_FLAGS", ...	19.695652	0.002105
def use(broker, debug=True, **kwargs): """用于生成特定的券商对象 :param broker:券商名支持 ['yh_client', '银河客户端'] ['ht_client', '华泰客户端'] :param debug: 控制 debug 日志的显示, 默认为 True :param initial_assets: [雪球参数] 控制雪球初始资金，默认为一百万 :return the class of trader Usage:: >>> import easytrader >>> user = easy...	[ "def", "use", "(", "broker", ",", "debug", "=", "True", ",", "", "", "kwargs", ")", ":", "if", "not", "debug", ":", "log", ".", "setLevel", "(", "logging", ".", "INFO", ")", "if", "broker", ".", "lower", "(", ")", "in", "[", "\"xq\"", ",", "\...	29.457143	0.000939
def replace_namespaced_replication_controller_scale(self, name, namespace, body, **kwargs): # noqa: E501 """replace_namespaced_replication_controller_scale # noqa: E501 replace scale of the specified ReplicationController # noqa: E501 This method makes a synchronous HTTP request by default. ...	[ "def", "replace_namespaced_replication_controller_scale", "(", "self", ",", "name", ",", "namespace", ",", "body", ",", "", "", "kwargs", ")", ":", "# noqa: E501", "kwargs", "[", "'_return_http_data_only'", "]", "=", "True", "if", "kwargs", ".", "get", "(", ...	64.8	0.001217
def parse(self, line: str, expand: bool = True) -> Statement: """ Tokenize the input and parse it into a Statement object, stripping comments, expanding aliases and shortcuts, and extracting output redirection directives. :param line: the command line being parsed :param...	[ "def", "parse", "(", "self", ",", "line", ":", "str", ",", "expand", ":", "bool", "=", "True", ")", "->", "Statement", ":", "# handle the special case/hardcoded terminator of a blank line", "# we have to do this before we tokenize because tokenizing", "# destroys all unquoted...	40.241611	0.000977
def generate_py2k(config, py2k_dir=PY2K_DIR, run_tests=False): """Generate Python 2 code from Python 3 code.""" def copy(src, dst): if (not os.path.isfile(dst) or os.path.getmtime(src) > os.path.getmtime(dst)): shutil.copy(src, dst) return dst return None ...	[ "def", "generate_py2k", "(", "config", ",", "py2k_dir", "=", "PY2K_DIR", ",", "run_tests", "=", "False", ")", ":", "def", "copy", "(", "src", ",", "dst", ")", ":", "if", "(", "not", "os", ".", "path", ".", "isfile", "(", "dst", ")", "or", "os", "...	37.413462	0.000501
def initialize(self, executor, secret): ''' This handles initial setup of the `RequestHandler`. ''' self.executor = executor self.secret = secret	[ "def", "initialize", "(", "self", ",", "executor", ",", "secret", ")", ":", "self", ".", "executor", "=", "executor", "self", ".", "secret", "=", "secret" ]	22.5	0.010695
def diff(cwd, item1=None, item2=None, opts='', git_opts='', user=None, password=None, no_index=False, cached=False, paths=None, output_encoding=None): ''' .. versionadded:: 2015.8.12,2016.3.3,2016.11.0 Interface to `g...	[ "def", "diff", "(", "cwd", ",", "item1", "=", "None", ",", "item2", "=", "None", ",", "opts", "=", "''", ",", "git_opts", "=", "''", ",", "user", "=", "None", ",", "password", "=", "None", ",", "no_index", "=", "False", ",", "cached", "=", "False...	34.994118	0.00049
def __make_patch_storeable(self, patch): """Replace all dots with pipes in key names, mongo doesn't like to store keys with dots. :param dict patch: The patch that needs to be made storeable and applied in the future """ new_patch = {} for key in patch: new_patch[key...	[ "def", "__make_patch_storeable", "(", "self", ",", "patch", ")", ":", "new_patch", "=", "{", "}", "for", "key", "in", "patch", ":", "new_patch", "[", "key", ".", "replace", "(", "\".\"", ",", "\"\|\"", ")", "]", "=", "patch", "[", "key", "]", "return"...	36.9	0.010582
def _on_connected(self, stream_future, connect_future): """Invoked when the socket stream has connected, setting up the stream callbacks and invoking the on connect callback if set. :param stream_future: The connection socket future :type stream_future: :class:`~tornado.concurrent.Futur...	[ "def", "_on_connected", "(", "self", ",", "stream_future", ",", "connect_future", ")", ":", "if", "stream_future", ".", "exception", "(", ")", ":", "connect_future", ".", "set_exception", "(", "exceptions", ".", "ConnectError", "(", "stream_future", ".", "except...	44.684211	0.002307
def _replace_zeros(arr, default_min_value): """Substitute 0s in the list with a near-zero value. Parameters ----------- arr : numpy.array(float) default_min_value : float If the smallest non-zero element in `arr` is greater than the default, use the default instead. Returns ...	[ "def", "_replace_zeros", "(", "arr", ",", "default_min_value", ")", ":", "min_nonzero_value", "=", "min", "(", "default_min_value", ",", "np", ".", "min", "(", "arr", "[", "arr", ">", "0", "]", ")", ")", "closest_to_zero", "=", "np", ".", "nextafter", "(...	30.166667	0.001786
def post_message(self, message, duration=None, pause=True, style="info"): """ Post a message on the screen with Messenger. Arguments: message: The message to display. duration: The time until the message vanishes. (Default: 2.55s) pause: If True, the p...	[ "def", "post_message", "(", "self", ",", "message", ",", "duration", "=", "None", ",", "pause", "=", "True", ",", "style", "=", "\"info\"", ")", ":", "if", "not", "duration", ":", "if", "not", "self", ".", "message_duration", ":", "duration", "=", "set...	43.619048	0.002137
def access_cookie_valid(self, cookie, log_msg): """Check access cookie validity. Returns true if the access cookie is valid. The set of allowed access cookies is stored in self.access_cookies. Uses log_msg as prefix to info level log message of accetance or rejection. "...	[ "def", "access_cookie_valid", "(", "self", ",", "cookie", ",", "log_msg", ")", ":", "if", "(", "cookie", "in", "self", ".", "access_cookies", ")", ":", "age", "=", "int", "(", "time", ".", "time", "(", ")", ")", "-", "self", ".", "access_cookies", "[...	43.407407	0.001669
def process(self, flightmode_selections, _flightmodes, block=True): '''process and display graph''' self.msg_types = set() self.multiplier = [] self.field_types = [] self.xlim = None self.flightmode_list = _flightmodes # work out msg types we are interested in ...	[ "def", "process", "(", "self", ",", "flightmode_selections", ",", "_flightmodes", ",", "block", "=", "True", ")", ":", "self", ".", "msg_types", "=", "set", "(", ")", "self", ".", "multiplier", "=", "[", "]", "self", ".", "field_types", "=", "[", "]", ...	32.517241	0.00206
def dumps(dict_data, ensure_ascii=True, indent=None, sort_keys=False, encoding='utf-8', **kwargs): """ 返回json数据 :param encoding: :param ensure_ascii: :param sort_keys: :param indent: :param dict_data: :return: """ return json.dumps(dict_data, default=json_default, ...	[ "def", "dumps", "(", "dict_data", ",", "ensure_ascii", "=", "True", ",", "indent", "=", "None", ",", "sort_keys", "=", "False", ",", "encoding", "=", "'utf-8'", ",", "", "", "kwargs", ")", ":", "return", "json", ".", "dumps", "(", "dict_data", ",", ...	29.133333	0.002217
def erase_screen(self): """ Erase output screen. """ self.vt100_output.erase_screen() self.vt100_output.cursor_goto(0, 0) self.vt100_output.flush()	[ "def", "erase_screen", "(", "self", ")", ":", "self", ".", "vt100_output", ".", "erase_screen", "(", ")", "self", ".", "vt100_output", ".", "cursor_goto", "(", "0", ",", "0", ")", "self", ".", "vt100_output", ".", "flush", "(", ")" ]	27	0.010256
def saturation_equivalent_potential_temperature(pressure, temperature): r"""Calculate saturation equivalent potential temperature. This calculation must be given an air parcel's pressure and temperature. The implementation uses the formula outlined in [Bolton1980]_ for the equivalent potential temperat...	[ "def", "saturation_equivalent_potential_temperature", "(", "pressure", ",", "temperature", ")", ":", "t", "=", "temperature", ".", "to", "(", "'kelvin'", ")", ".", "magnitude", "p", "=", "pressure", ".", "to", "(", "'hPa'", ")", ".", "magnitude", "e", "=", ...	32.016129	0.001466
def json(a): """ Output the json encoding of its argument. This will escape all the HTML/XML special characters with their unicode escapes, so it is safe to be output anywhere except for inside a tag attribute. If the output needs to be put in an attribute, entitize the output of this filt...	[ "def", "json", "(", "a", ")", ":", "json_str", "=", "json_dumps", "(", "a", ")", "# Escape all the XML/HTML special characters.", "escapes", "=", "[", "'<'", ",", "'>'", ",", "'&'", "]", "for", "c", "in", "escapes", ":", "json_str", "=", "json_str", ".", ...	28.6	0.001692
def success(text): '''Display a success message''' print(' '.join((green('✔'), white(text)))) sys.stdout.flush()	[ "def", "success", "(", "text", ")", ":", "print", "(", "' '", ".", "join", "(", "(", "green", "(", "'✔'),", " ", "w", "ite(t", "e", "xt))", ")", ")", "", "", "sys", ".", "stdout", ".", "flush", "(", ")" ]	30.25	0.008065
def _is_image(self, var): """Return True if variable is a PIL.Image image""" try: from PIL import Image return isinstance(var, Image.Image) except: return False	[ "def", "_is_image", "(", "self", ",", "var", ")", ":", "try", ":", "from", "PIL", "import", "Image", "return", "isinstance", "(", "var", ",", "Image", ".", "Image", ")", "except", ":", "return", "False" ]	30.571429	0.013636
def read_request_from_str(data, **params): """ 从字符串中读取请求头，并根据格式化字符串模板，进行字符串格式化 :param data: :param params: :return: """ method, uri = None, None headers = {} host = '' try: split_list = data.split('\n\n') headers_text = split_list[0] body = '\n\n'.join(sp...	[ "def", "read_request_from_str", "(", "data", ",", "", "", "params", ")", ":", "method", ",", "uri", "=", "None", ",", "None", "headers", "=", "{", "}", "host", "=", "''", "try", ":", "split_list", "=", "data", ".", "split", "(", "'\\n\\n'", ")", ...	25.777778	0.002492
def get_formset_class(self, **kwargs): """ Returns the formset for the queryset, if a form class is available. """ form_class = self.get_formset_form_class() if form_class: kwargs['formfield_callback'] = self.formfield_for_dbfield return model_form...	[ "def", "get_formset_class", "(", "self", ",", "", "", "kwargs", ")", ":", "form_class", "=", "self", ".", "get_formset_form_class", "(", ")", "if", "form_class", ":", "kwargs", "[", "'formfield_callback'", "]", "=", "self", ".", "formfield_for_dbfield", "ret...	40.909091	0.008696
def x(self, x): """Project x as y""" if x is None: return None if self._force_vertical: return super(HorizontalLogView, self).x(x) return super(XLogView, self).y(x)	[ "def", "x", "(", "self", ",", "x", ")", ":", "if", "x", "is", "None", ":", "return", "None", "if", "self", ".", "_force_vertical", ":", "return", "super", "(", "HorizontalLogView", ",", "self", ")", ".", "x", "(", "x", ")", "return", "super", "(", ...	30.571429	0.009091
def impact_table_pdf_extractor(impact_report, component_metadata): """Extracting impact summary of the impact layer. For PDF generations :param impact_report: the impact report that acts as a proxy to fetch all the data that extractor needed :type impact_report: safe.report.impact_report.Impac...	[ "def", "impact_table_pdf_extractor", "(", "impact_report", ",", "component_metadata", ")", ":", "# QGIS Composer needed certain context to generate the output", "# - Map Settings", "# - Substitution maps", "# - Element settings, such as icon for picture file or image source", "context", "=...	32	0.000705
def scale(self, n): """ Scale cluster to n workers Parameters ---------- n: int Target number of workers Example ------- >>> cluster.scale(10) # scale cluster to ten workers See Also -------- KubeCluster.scale_up Kub...	[ "def", "scale", "(", "self", ",", "n", ")", ":", "pods", "=", "self", ".", "_cleanup_terminated_pods", "(", "self", ".", "pods", "(", ")", ")", "if", "n", ">=", "len", "(", "pods", ")", ":", "return", "self", ".", "scale_up", "(", "n", ",", "pods...	38.962963	0.000927
def generate_url_map(yaml_path=TOC_PATH) -> dict: """ Generates mapping from each URL to its previous and next URLs in the textbook. The dictionary looks like: { 'ch/10/some_page.html' : { 'prev': 'ch/09/foo.html', 'next': 'ch/10/bar.html', }, ... } ...	[ "def", "generate_url_map", "(", "yaml_path", "=", "TOC_PATH", ")", "->", "dict", ":", "with", "open", "(", "yaml_path", ")", "as", "f", ":", "data", "=", "yaml", ".", "load", "(", "f", ")", "pipeline", "=", "[", "t", ".", "remove", "(", "_not_interna...	24.625	0.001629
def pillar_format(ret, keys, value, expand_keys): ''' Perform data formatting to be used as pillar data and merge it with the current pillar data ''' # if value is empty in Consul then it's None here - skip it if value is None: return ret # If value is not None then it's a string ...	[ "def", "pillar_format", "(", "ret", ",", "keys", ",", "value", ",", "expand_keys", ")", ":", "# if value is empty in Consul then it's None here - skip it", "if", "value", "is", "None", ":", "return", "ret", "# If value is not None then it's a string", "# YAML strips whitesp...	28.625	0.001408
def create_signature(public_key, private_key, data, scheme): """ <Purpose> Return a (signature, scheme) tuple, where the signature scheme is 'ed25519' and is always generated by PyNaCl (i.e., 'nacl'). The signature returned conforms to 'securesystemslib.formats.ED25519SIGNATURE_SCHEMA', and has the ...	[ "def", "create_signature", "(", "public_key", ",", "private_key", ",", "data", ",", "scheme", ")", ":", "# Does 'public_key' have the correct format?", "# This check will ensure 'public_key' conforms to", "# 'securesystemslib.formats.ED25519PUBLIC_SCHEMA', which must have length 32", "...	35.326733	0.009542
def get_version(model_instance, version): """ try go load from the database one object with specific version :param model_instance: instance in memory :param version: version number :return: """ version_field = get_version_fieldname(model_instance) kwargs = {'pk': model_instance.pk,...	[ "def", "get_version", "(", "model_instance", ",", "version", ")", ":", "version_field", "=", "get_version_fieldname", "(", "model_instance", ")", "kwargs", "=", "{", "'pk'", ":", "model_instance", ".", "pk", ",", "version_field", ":", "version", "}", "return", ...	35.636364	0.002488
def derivative(self, point): """Return the derivative in ``point``. The derivative of the gradient is often called the Hessian. Parameters ---------- point : `domain` `element-like` The point that the derivative should be taken in. Returns ------- ...	[ "def", "derivative", "(", "self", ",", "point", ")", ":", "return", "NumericalDerivative", "(", "self", ",", "point", ",", "method", "=", "self", ".", "method", ",", "step", "=", "np", ".", "sqrt", "(", "self", ".", "step", ")", ")" ]	33.361111	0.001618
def has_degradation_increases_activity(data: Dict) -> bool: """Check if the degradation of source causes activity of target.""" return part_has_modifier(data, SUBJECT, DEGRADATION) and part_has_modifier(data, OBJECT, ACTIVITY)	[ "def", "has_degradation_increases_activity", "(", "data", ":", "Dict", ")", "->", "bool", ":", "return", "part_has_modifier", "(", "data", ",", "SUBJECT", ",", "DEGRADATION", ")", "and", "part_has_modifier", "(", "data", ",", "OBJECT", ",", "ACTIVITY", ")" ]	77.333333	0.008547
def get(self, id=None, project_id=None): """get.""" logs_limit = request.args.get('logs_limit', default=-1, type=int) project = db.session.query(Project).filter_by( id=project_id).first() if project is None: return jsonify({ 'project': None, ...	[ "def", "get", "(", "self", ",", "id", "=", "None", ",", "project_id", "=", "None", ")", ":", "logs_limit", "=", "request", ".", "args", ".", "get", "(", "'logs_limit'", ",", "default", "=", "-", "1", ",", "type", "=", "int", ")", "project", "=", ...	34.883333	0.000929
def visible_to_user(self, user): """Get a list of visible events for a given user (usually request.user). These visible events will be those that either have no groups assigned to them (and are therefore public) or those in which the user is a member. """ return (Event...	[ "def", "visible_to_user", "(", "self", ",", "user", ")", ":", "return", "(", "Event", ".", "objects", ".", "filter", "(", "approved", "=", "True", ")", ".", "filter", "(", "Q", "(", "groups__in", "=", "user", ".", "groups", ".", "all", "(", ")", ")...	42.2	0.009281
def tokenize_middle_high_german_words(text): """Tokenizes MHG text""" assert isinstance(text, str) # As far as I know, hyphens were never used for compounds, so the tokenizer treats all hyphens as line-breaks text = re.sub(r'-\n',r'-', text) text = re.sub(r'\n', r' ', text) text = re.sub(r'(?<=...	[ "def", "tokenize_middle_high_german_words", "(", "text", ")", ":", "assert", "isinstance", "(", "text", ",", "str", ")", "# As far as I know, hyphens were never used for compounds, so the tokenizer treats all hyphens as line-breaks", "text", "=", "re", ".", "sub", "(", "r'-\\...	38.153846	0.011811
def parse_info_frags(info_frags): """Import an info_frags.txt file and return a dictionary where each key is a newly formed scaffold and each value is the list of bins and their origin on the initial scaffolding. """ new_scaffolds = {} with open(info_frags, "r") as info_frags_handle: cu...	[ "def", "parse_info_frags", "(", "info_frags", ")", ":", "new_scaffolds", "=", "{", "}", "with", "open", "(", "info_frags", ",", "\"r\"", ")", "as", "info_frags_handle", ":", "current_new_contig", "=", "None", "for", "line", "in", "info_frags_handle", ":", "if"...	37	0.000878
def progress(self, msg, onerror=None, sep='...', end='DONE', abrt='FAIL', prog='.', excs=(Exception,), reraise=True): """ Context manager for handling interactive prog indication This context manager streamlines presenting banners and prog indicators. To start the prog, pass ``...	[ "def", "progress", "(", "self", ",", "msg", ",", "onerror", "=", "None", ",", "sep", "=", "'...'", ",", "end", "=", "'DONE'", ",", "abrt", "=", "'FAIL'", ",", "prog", "=", "'.'", ",", "excs", "=", "(", "Exception", ",", ")", ",", "reraise", "=", ...	41.269841	0.001127
def task(ft): """ to create loading progress bar """ ft.pack(expand = True, fill = BOTH, side = TOP) pb_hD = ttk.Progressbar(ft, orient = 'horizontal', mode = 'indeterminate') pb_hD.pack(expand = True, fill = BOTH, side = TOP) pb_hD.start(50) ft.mainloop()	[ "def", "task", "(", "ft", ")", ":", "ft", ".", "pack", "(", "expand", "=", "True", ",", "fill", "=", "BOTH", ",", "side", "=", "TOP", ")", "pb_hD", "=", "ttk", ".", "Progressbar", "(", "ft", ",", "orient", "=", "'horizontal'", ",", "mode", "=", ...	28.666667	0.093985
def newsDF(symbol, count=10, token='', version=''): '''News about company https://iexcloud.io/docs/api/#news Continuous Args: symbol (string); Ticker to request count (int): limit number of results token (string); Access token version (string); API version Returns:...	[ "def", "newsDF", "(", "symbol", ",", "count", "=", "10", ",", "token", "=", "''", ",", "version", "=", "''", ")", ":", "n", "=", "news", "(", "symbol", ",", "count", ",", "token", ",", "version", ")", "df", "=", "_newsToDF", "(", "n", ")", "ret...	23.166667	0.002304
def _assure_alert_policy(self, channel, destination): """Make sure an alert policy exists Each policy will be a dict with the following keys: -'index' - The policy index number :returns: An iterable of currently configured alert policies """ # First we do a get PEF confi...	[ "def", "_assure_alert_policy", "(", "self", ",", "channel", ",", "destination", ")", ":", "# First we do a get PEF configuration parameters to get the count", "# of entries. We have no guarantee that the meaningful data will", "# be contiguous", "rsp", "=", "self", ".", "xraw_comm...	46.441176	0.001241
def group_by(self, by): """ Return a new ``GroupBy`` object using this frame and the desired grouping columns. The returned groups are sorted by the natural group-by column sort. :param by: The columns to group on (either a single column name, or a list of column names, or ...	[ "def", "group_by", "(", "self", ",", "by", ")", ":", "assert_is_type", "(", "by", ",", "str", ",", "int", ",", "[", "str", ",", "int", "]", ")", "return", "GroupBy", "(", "self", ",", "by", ")" ]	39.090909	0.009091
def point_stokes(self, context): """ Return a stokes parameter array to montblanc """ stokes = np.empty(context.shape, context.dtype) stokes[:,:,0] = 1 stokes[:,:,1:4] = 0 return stokes	[ "def", "point_stokes", "(", "self", ",", "context", ")", ":", "stokes", "=", "np", ".", "empty", "(", "context", ".", "shape", ",", "context", ".", "dtype", ")", "stokes", "[", ":", ",", ":", ",", "0", "]", "=", "1", "stokes", "[", ":", ",", ":...	36.666667	0.026667
def default_flaky_attributes(max_runs=None, min_passes=None, rerun_filter=None): """ Returns the default flaky attributes to set on a flaky test. :param max_runs: The value of the FlakyNames.MAX_RUNS attribute to use. :type max_runs: `int` :param min_passes: The value of the...	[ "def", "default_flaky_attributes", "(", "max_runs", "=", "None", ",", "min_passes", "=", "None", ",", "rerun_filter", "=", "None", ")", ":", "if", "max_runs", "is", "None", ":", "max_runs", "=", "2", "if", "min_passes", "is", "None", ":", "min_passes", "="...	30.702703	0.001706
def collect_split_adjustments(self, adjustments_for_sid, requested_qtr_data, dates, sid, sid_idx, sid_estimates, ...	[ "def", "collect_split_adjustments", "(", "self", ",", "adjustments_for_sid", ",", "requested_qtr_data", ",", "dates", ",", "sid", ",", "sid_idx", ",", "sid_estimates", ",", "split_adjusted_asof_idx", ",", "pre_adjustments", ",", "post_adjustments", ",", "requested_split...	48.398438	0.001898
def chain_2(d2f_dg2, dg_dx, df_dg, d2g_dx2): """ Generic chaining function for second derivative .. math:: \\frac{d^{2}(f . g)}{dx^{2}} = \\frac{d^{2}f}{dg^{2}}(\\frac{dg}{dx})^{2} + \\frac{df}{dg}\\frac{d^{2}g}{dx^{2}} """ if np.all(dg_dx==1.) and np.all(d2g_dx2 == 0): return d2f_d...	[ "def", "chain_2", "(", "d2f_dg2", ",", "dg_dx", ",", "df_dg", ",", "d2g_dx2", ")", ":", "if", "np", ".", "all", "(", "dg_dx", "==", "1.", ")", "and", "np", ".", "all", "(", "d2g_dx2", "==", "0", ")", ":", "return", "d2f_dg2", "dg_dx_2", "=", "np"...	36.5	0.008909
def convert(input, output): ''' Run dcm2niix on input file ''' dirname = os.path.dirname(output) if not os.path.exists(dirname): os.makedirs(dirname) basename = os.path.basename(output) basename = re.sub('.nii(.gz)?', '', basename) dcm2niix = commons.which('dcm2niix') cmd = [...	[ "def", "convert", "(", "input", ",", "output", ")", ":", "dirname", "=", "os", ".", "path", ".", "dirname", "(", "output", ")", "if", "not", "os", ".", "path", ".", "exists", "(", "dirname", ")", ":", "os", ".", "makedirs", "(", "dirname", ")", "...	23.380952	0.001957
def get_still_seg_belonged(dt_str, seg_duration, fmt='%Y-%m-%d %H:%M:%S'): """ 获取该时刻所属的非滑动时间片 :param dt_str: datetime string, eg: 2016-10-31 12:22:11 :param seg_duration: 时间片长度, unit: minute :param fmt: datetime string format :return: """ dt = time_util.str_to_datetime(dt_str, fmt) m...	[ "def", "get_still_seg_belonged", "(", "dt_str", ",", "seg_duration", ",", "fmt", "=", "'%Y-%m-%d %H:%M:%S'", ")", ":", "dt", "=", "time_util", ".", "str_to_datetime", "(", "dt_str", ",", "fmt", ")", "minutes_of_day", "=", "time_util", ".", "get_minutes_of_day", ...	38.25	0.002128
def generate_altered_fields(self): """ Injecting point. This is quite awkward, and i'm looking forward Django for having the logic divided into smaller methods/functions for easier enhancement and substitution. So far we're doing all the SQL magic in this method. """ resu...	[ "def", "generate_altered_fields", "(", "self", ")", ":", "result", "=", "super", "(", "MigrationAutodetector", ",", "self", ")", ".", "generate_altered_fields", "(", ")", "self", ".", "generate_sql_changes", "(", ")", "return", "result" ]	48.333333	0.009029
def make_op_return_outputs(data, inputs, change_address, fee=OP_RETURN_FEE, send_amount=0, format='bin'): """ Builds the outputs for an OP_RETURN transaction. """ return [ # main output { "script_hex": make_op_return_script(data, format=format), "value": send_amoun...	[ "def", "make_op_return_outputs", "(", "data", ",", "inputs", ",", "change_address", ",", "fee", "=", "OP_RETURN_FEE", ",", "send_amount", "=", "0", ",", "format", "=", "'bin'", ")", ":", "return", "[", "# main output", "{", "\"script_hex\"", ":", "make_op_retu...	40.833333	0.011976
def to_int(self, cols, kwargs): """ Convert some column values to integers :param \cols: names of the colums :type \cols: str, at least one :param \\kwargs: keyword arguments for ``pd.to_numeric`` :type \\*kwargs: optional :example: ``ds.to_int("mycol1",...	[ "def", "to_int", "(", "self", ",", "", "cols", ",", "", "*", "kwargs", ")", ":", "try", ":", "for", "col", "in", "cols", ":", "self", ".", "df", "[", "col", "]", "=", "pd", ".", "to_numeric", "(", "self", ".", "df", "[", "col", "]", ",", ...	34.888889	0.012403
def last_commit_msg(self) -> str: """ :return: last commit message :rtype: str """ last_msg: str = self.latest_commit().message.rstrip() LOGGER.debug('last msg: %s', last_msg) return last_msg	[ "def", "last_commit_msg", "(", "self", ")", "->", "str", ":", "last_msg", ":", "str", "=", "self", ".", "latest_commit", "(", ")", ".", "message", ".", "rstrip", "(", ")", "LOGGER", ".", "debug", "(", "'last msg: %s'", ",", "last_msg", ")", "return", "...	30	0.008097
def p_expression_Xor(self, p): 'expression : expression XOR expression' p[0] = Xor(p[1], p[3], lineno=p.lineno(1)) p.set_lineno(0, p.lineno(1))	[ "def", "p_expression_Xor", "(", "self", ",", "p", ")", ":", "p", "[", "0", "]", "=", "Xor", "(", "p", "[", "1", "]", ",", "p", "[", "3", "]", ",", "lineno", "=", "p", ".", "lineno", "(", "1", ")", ")", "p", ".", "set_lineno", "(", "0", ",...	41	0.011976
def seen_tasks(self): """Shows a list of seen task types.""" print('\n'.join(self._stub.seen_tasks(clearly_pb2.Empty()).task_types))	[ "def", "seen_tasks", "(", "self", ")", ":", "print", "(", "'\\n'", ".", "join", "(", "self", ".", "_stub", ".", "seen_tasks", "(", "clearly_pb2", ".", "Empty", "(", ")", ")", ".", "task_types", ")", ")" ]	48.666667	0.013514
def convert_to_picos(sdp, duplicate_moment_matrix=False): """Convert an SDP relaxation to a PICOS problem such that the exported .dat-s file is extremely sparse, there is not penalty imposed in terms of SDP variables or number of constraints. This conversion can be used for imposing extra constraints on...	[ "def", "convert_to_picos", "(", "sdp", ",", "duplicate_moment_matrix", "=", "False", ")", ":", "import", "picos", "as", "pic", "import", "cvxopt", "as", "cvx", "P", "=", "pic", ".", "Problem", "(", "verbose", "=", "sdp", ".", "verbose", ")", "block_size", ...	42.303371	0.001298
def resources(self, type_=None, title=None, **kwargs): """Get all resources of this node or all resources of the specified type. Additional arguments may also be specified that will be passed to the query function. """ if type_ is None: resources = self.__api.resource...	[ "def", "resources", "(", "self", ",", "type_", "=", "None", ",", "title", "=", "None", ",", "", "", "kwargs", ")", ":", "if", "type_", "is", "None", ":", "resources", "=", "self", ".", "__api", ".", "resources", "(", "query", "=", "EqualsOperator",...	39.571429	0.00235
def dump_cookie(key, value='', max_age=None, expires=None, path='/', domain=None, secure=False, httponly=False, charset='utf-8', sync_expires=True): """Creates a new Set-Cookie header without the ``Set-Cookie`` prefix The parameters are the same as in the cookie Morsel object in ...	[ "def", "dump_cookie", "(", "key", ",", "value", "=", "''", ",", "max_age", "=", "None", ",", "expires", "=", "None", ",", "path", "=", "'/'", ",", "domain", "=", "None", ",", "secure", "=", "False", ",", "httponly", "=", "False", ",", "charset", "=...	43.885057	0.000256
def main() -> None: """ Command-line handler for the ``pause_process_by_disk_space`` tool. Use the ``--help`` option for help. """ parser = ArgumentParser( description="Pauses and resumes a process by disk space; LINUX ONLY." ) parser.add_argument( "process_id", type=int, ...	[ "def", "main", "(", ")", "->", "None", ":", "parser", "=", "ArgumentParser", "(", "description", "=", "\"Pauses and resumes a process by disk space; LINUX ONLY.\"", ")", "parser", ".", "add_argument", "(", "\"process_id\"", ",", "type", "=", "int", ",", "help", "=...	35.642857	0.000325
def has_key(self, key): """Case insensitive test whether 'key' exists.""" k = self._lowerOrReturn(key) return k in self.data	[ "def", "has_key", "(", "self", ",", "key", ")", ":", "k", "=", "self", ".", "_lowerOrReturn", "(", "key", ")", "return", "k", "in", "self", ".", "data" ]	36.25	0.013514
def init(log_level=ERROR): ''' Enables explicit relative import in sub-modules when ran as __main__ :param log_level: module's inner logger level (equivalent to logging pkg) ''' global _initialized if _initialized: return else: _initialized = True # find caller's frame ...	[ "def", "init", "(", "log_level", "=", "ERROR", ")", ":", "global", "_initialized", "if", "_initialized", ":", "return", "else", ":", "_initialized", "=", "True", "# find caller's frame", "frame", "=", "currentframe", "(", ")", "# go 1 frame back to find who imported...	28.6	0.002257
def update(ctx, opts, owner_repo_identifier, show_tokens, name, token): """ Update (set) a entitlement in a repository. - OWNER/REPO/IDENTIFIER: Specify the OWNER namespace (i.e. user or org), and the REPO name that has an entitlement identified by IDENTIFIER. All separated by a slash. ...	[ "def", "update", "(", "ctx", ",", "opts", ",", "owner_repo_identifier", ",", "show_tokens", ",", "name", ",", "token", ")", ":", "owner", ",", "repo", ",", "identifier", "=", "owner_repo_identifier", "# Use stderr for messages if the output is something else (e.g. # JS...	32.2	0.00067
def step(self) -> None: """ Runs a single event of the simulation. """ event = heappop(self._events) self._ts_now = event.timestamp or self._ts_now event.execute(self)	[ "def", "step", "(", "self", ")", "->", "None", ":", "event", "=", "heappop", "(", "self", ".", "_events", ")", "self", ".", "_ts_now", "=", "event", ".", "timestamp", "or", "self", ".", "_ts_now", "event", ".", "execute", "(", "self", ")" ]	29.857143	0.009302
def get_attribute_mappings(self): """Get a dictionary of mappings between vertices and enumerated attributes. :return: Dictionary of mappings between vertices and enumerated attributes. """ att_ind_start = len(self.graph.vs) att_mappings = defaultdict(list) att_ind_end =...	[ "def", "get_attribute_mappings", "(", "self", ")", ":", "att_ind_start", "=", "len", "(", "self", ".", "graph", ".", "vs", ")", "att_mappings", "=", "defaultdict", "(", "list", ")", "att_ind_end", "=", "self", ".", "_add_differential_expression_attributes", "(",...	50.545455	0.008834
def with_deprecation_warning(fn, extra_message=''): """Wraps the function and prints a warn-once (per `extra_message`) warning.""" def new_fn(args, *kwargs): if extra_message not in _DONE_WARN: tf.logging.warning( 'Sonnet nest is deprecated. Please use ' 'tf.contrib.framework.nest in...	[ "def", "with_deprecation_warning", "(", "fn", ",", "extra_message", "=", "''", ")", ":", "def", "new_fn", "(", "", "args", ",", "", "*", "kwargs", ")", ":", "if", "extra_message", "not", "in", "_DONE_WARN", ":", "tf", ".", "logging", ".", "warning", ...	36.416667	0.015625
def retrieve_github_cache(self, github_path, version, cache_dir, token): ''' Retrieves a cache of the layouts git repo from GitHub @param github_path: Location of the git repo on GitHub (e.g. hid-io/layouts) @param version: git reference for the version to download (e.g. master) ...	[ "def", "retrieve_github_cache", "(", "self", ",", "github_path", ",", "version", ",", "cache_dir", ",", "token", ")", ":", "# Check for environment variable Github token", "token", "=", "os", ".", "environ", ".", "get", "(", "'GITHUB_APIKEY'", ",", "None", ")", ...	41.483333	0.001962
def run(self): """Run this section and print out information.""" grouping = Grouping(group_by=lambda x: (x.namespace, x.operation, x.pattern)) logfile = self.mloginfo.logfile if logfile.start and logfile.end: progress_start = s...	[ "def", "run", "(", "self", ")", ":", "grouping", "=", "Grouping", "(", "group_by", "=", "lambda", "x", ":", "(", "x", ".", "namespace", ",", "x", ".", "operation", ",", "x", ".", "pattern", ")", ")", "logfile", "=", "self", ".", "mloginfo", ".", ...	40.172414	0.000559
def id(self, sort_ops=True): """ Returns an identifier string for the PauliTerm (ignoring the coefficient). Don't use this to compare terms. This function will not work with qubits that aren't sortable. :param sort_ops: Whether to sort operations by qubit. This is True by defau...	[ "def", "id", "(", "self", ",", "sort_ops", "=", "True", ")", ":", "if", "len", "(", "self", ".", "_ops", ")", "==", "0", "and", "not", "sort_ops", ":", "# This is nefariously backwards-compatibility breaking. There's potentially", "# lots of code floating around that ...	54.428571	0.009026
def single_feature_fit(self, feature): """Get the log2 bayes factor of the fit for each modality""" if np.isfinite(feature).sum() == 0: series = pd.Series(index=MODALITY_ORDER) else: logbf_one_param = pd.Series( {k: v.logsumexp_logliks(feature) for ...	[ "def", "single_feature_fit", "(", "self", ",", "feature", ")", ":", "if", "np", ".", "isfinite", "(", "feature", ")", ".", "sum", "(", ")", "==", "0", ":", "series", "=", "pd", ".", "Series", "(", "index", "=", "MODALITY_ORDER", ")", "else", ":", "...	43.571429	0.002139
def _render(template=None, filepath=None, context=None, at_paths=None, at_encoding=anytemplate.compat.ENCODING, at_engine=None, at_ask_missing=False, at_cls_args=None, _at_usr_tmpl=None, **kwargs): """ Compile and render given template string and return the result string. ...	[ "def", "_render", "(", "template", "=", "None", ",", "filepath", "=", "None", ",", "context", "=", "None", ",", "at_paths", "=", "None", ",", "at_encoding", "=", "anytemplate", ".", "compat", ".", "ENCODING", ",", "at_engine", "=", "None", ",", "at_ask_m...	43.775862	0.000385
def normalize(ctx, text): """ Normalize text or piped input. Normalize text passed as an argument to this command using the specified config (default values if --config option is not used). Pipes can be used along this command to process the output of another cli. This is the default behav...	[ "def", "normalize", "(", "ctx", ",", "text", ")", ":", "if", "text", ":", "click", ".", "echo", "(", "ctx", ".", "obj", "[", "'cucco'", "]", ".", "normalize", "(", "text", ")", ")", "else", ":", "for", "line", "in", "sys", ".", "stdin", ":", "c...	29.941176	0.001905
def socketio(request): """ Socket.IO handler - maintains the lifecycle of a Socket.IO request, sending the each of the events. Also handles adding/removing request/socket pairs to the CLIENTS dict which is used for sending on_finish events when the server stops. """ context = {} sock...	[ "def", "socketio", "(", "request", ")", ":", "context", "=", "{", "}", "socket", "=", "SocketIOChannelProxy", "(", "request", ".", "environ", "[", "\"socketio\"", "]", ")", "client_start", "(", "request", ",", "socket", ",", "context", ")", "try", ":", "...	46.264151	0.000799
def sub_tag(self, path, follow=True): """Returns direct sub-record with given tag name or None. Path can be a simple tag name, in which case the first direct sub-record of this record with the matching tag is returned. Path can also consist of several tags separated by slashes, in that ...	[ "def", "sub_tag", "(", "self", ",", "path", ",", "follow", "=", "True", ")", ":", "tags", "=", "path", ".", "split", "(", "'/'", ")", "rec", "=", "self", "for", "tag", "in", "tags", ":", "recs", "=", "[", "x", "for", "x", "in", "(", "rec", "....	40.592593	0.001783
def get_metric_group_definitions(self): """ Get the faked metric group definitions for this context object that are to be returned from its create operation. If a 'metric-groups' property had been specified for this context, only those faked metric group definitions of its manag...	[ "def", "get_metric_group_definitions", "(", "self", ")", ":", "group_names", "=", "self", ".", "properties", ".", "get", "(", "'metric-groups'", ",", "None", ")", "if", "not", "group_names", ":", "group_names", "=", "self", ".", "manager", ".", "get_metric_gro...	43.230769	0.001741
def _load_json_url(self, url): '''dict: Return the JSON at the local path or URL as a dict.''' res = requests.get(url) res.raise_for_status() return res.json()	[ "def", "_load_json_url", "(", "self", ",", "url", ")", ":", "res", "=", "requests", ".", "get", "(", "url", ")", "res", ".", "raise_for_status", "(", ")", "return", "res", ".", "json", "(", ")" ]	31.166667	0.010417
def kwargs_warn_until(kwargs, version, category=DeprecationWarning, stacklevel=None, _version_info_=None, _dont_call_warnings=False): ''' Helper function to raise a warning (by default, a ``DeprecationW...	[ "def", "kwargs_warn_until", "(", "kwargs", ",", "version", ",", "category", "=", "DeprecationWarning", ",", "stacklevel", "=", "None", ",", "_version_info_", "=", "None", ",", "_dont_call_warnings", "=", "False", ")", ":", "if", "not", "isinstance", "(", "vers...	48.926471	0.000589
def map_return(self): """Perform a function on every item and return a list of yield values.""" with Pool(self.cpu_count) as pool: vals = pool.map(self._func, self._iterable) pool.close() return vals	[ "def", "map_return", "(", "self", ")", ":", "with", "Pool", "(", "self", ".", "cpu_count", ")", "as", "pool", ":", "vals", "=", "pool", ".", "map", "(", "self", ".", "_func", ",", "self", ".", "_iterable", ")", "pool", ".", "close", "(", ")", "re...	41	0.011952
def run_toy_SGLD(gpu_id=None): """Run SGLD on toy dataset""" X, Y, X_test, Y_test = load_toy() minibatch_size = 1 teacher_noise_precision = 1.0 / 9.0 net = get_toy_sym(True, teacher_noise_precision) data_shape = (minibatch_size,) + X.shape[1::] data_inputs = {'data': nd.zeros(data_shape, ctx...	[ "def", "run_toy_SGLD", "(", "gpu_id", "=", "None", ")", ":", "X", ",", "Y", ",", "X_test", ",", "Y_test", "=", "load_toy", "(", ")", "minibatch_size", "=", "1", "teacher_noise_precision", "=", "1.0", "/", "9.0", "net", "=", "get_toy_sym", "(", "True", ...	45.653846	0.002475
def _start_collective_solver(self, state): ''' Determines who from all the monitors monitoring this agent should resolve the issue. ''' own_address = state.agent.get_own_address() monitors = [IRecipient(x) for x in state.descriptor.partners if x.role =...	[ "def", "_start_collective_solver", "(", "self", ",", "state", ")", ":", "own_address", "=", "state", ".", "agent", ".", "get_own_address", "(", ")", "monitors", "=", "[", "IRecipient", "(", "x", ")", "for", "x", "in", "state", ".", "descriptor", ".", "pa...	46.176471	0.002497
def find_local_peaks(sig, radius): """ Find all local peaks in a signal. A sample is a local peak if it is the largest value within the <radius> samples on its left and right. In cases where it shares the max value with nearby samples, the middle sample is classified as the local peak. Paramet...	[ "def", "find_local_peaks", "(", "sig", ",", "radius", ")", ":", "# TODO: Fix flat mountain scenarios.", "if", "np", ".", "min", "(", "sig", ")", "==", "np", ".", "max", "(", "sig", ")", ":", "return", "np", ".", "empty", "(", "0", ")", "peak_inds", "="...	24.4	0.000876
def precmd(self, line): """Parse the command on the given line. :param line: The raw input line :type line: str """ line = line.lower() if line == 'exit' or line == 'help': return line try: parts = stmt.p...	[ "def", "precmd", "(", "self", ",", "line", ")", ":", "line", "=", "line", ".", "lower", "(", ")", "if", "line", "==", "'exit'", "or", "line", "==", "'help'", ":", "return", "line", "try", ":", "parts", "=", "stmt", ".", "parseString", "(", "line", ...	23.217391	0.01259
def _validateParamsFor_validateChoice(choices, blank=False, strip=None, allowlistRegexes=None, blocklistRegexes=None, numbered=False, lettered=False, caseSensitive=False, excMsg=None): """Raises PySimpleValidateException if the arguments are invalid. This is called by the validateChoice() fun...	[ "def", "_validateParamsFor_validateChoice", "(", "choices", ",", "blank", "=", "False", ",", "strip", "=", "None", ",", "allowlistRegexes", "=", "None", ",", "blocklistRegexes", "=", "None", ",", "numbered", "=", "False", ",", "lettered", "=", "False", ",", ...	51.972222	0.009444
def numexp_action(self, text, loc, num): """Code executed after recognising a numexp expression (something +\|- something)""" exshared.setpos(loc, text) if DEBUG > 0: print("NUM_EXP:",num) if DEBUG == 2: self.symtab.display() if DEBUG > 2: return ...	[ "def", "numexp_action", "(", "self", ",", "text", ",", "loc", ",", "num", ")", ":", "exshared", ".", "setpos", "(", "loc", ",", "text", ")", "if", "DEBUG", ">", "0", ":", "print", "(", "\"NUM_EXP:\"", ",", "num", ")", "if", "DEBUG", "==", "2", ":...	44.125	0.012483
def get_bg(self, key=None, ret_attrs=False): """Get the background data Parameters ---------- key: None or str A user-defined key that identifies the background data. Examples are "data" for experimental data, or "fit" for an estimated background corr...	[ "def", "get_bg", "(", "self", ",", "key", "=", "None", ",", "ret_attrs", "=", "False", ")", ":", "if", "key", "is", "None", ":", "if", "ret_attrs", ":", "raise", "ValueError", "(", "\"No attributes for combined background!\"", ")", "return", "self", ".", "...	40.771429	0.001369
def get_system_users(): """Return currently connected users as a list of namedtuples.""" retlist = [] rawlist = _psutil_linux.get_system_users() for item in rawlist: user, tty, hostname, tstamp, user_process = item # XXX the underlying C function includes entries about # system b...	[ "def", "get_system_users", "(", ")", ":", "retlist", "=", "[", "]", "rawlist", "=", "_psutil_linux", ".", "get_system_users", "(", ")", "for", "item", "in", "rawlist", ":", "user", ",", "tty", ",", "hostname", ",", "tstamp", ",", "user_process", "=", "it...	37.6875	0.001618
def iter_encode(self, boundary, blocksize=4096): """Yields the encoding of this parameter If self.fileobj is set, then blocks of ``blocksize`` bytes are read and yielded.""" total = self.get_size(boundary) current = 0 if self.value is not None: block = self.en...	[ "def", "iter_encode", "(", "self", ",", "boundary", ",", "blocksize", "=", "4096", ")", ":", "total", "=", "self", ".", "get_size", "(", "boundary", ")", "current", "=", "0", "if", "self", ".", "value", "is", "not", "None", ":", "block", "=", "self",...	39	0.001317
def dlogpdf_dlink(self, link_f, y, Y_metadata=None): """ derivative of logpdf wrt link_f param .. math:: :param link_f: latent variables link(f) :type link_f: Nx1 array :param y: data :type y: Nx1 array :param Y_metadata: includes censoring information in...	[ "def", "dlogpdf_dlink", "(", "self", ",", "link_f", ",", "y", ",", "Y_metadata", "=", "None", ")", ":", "assert", "np", ".", "atleast_1d", "(", "link_f", ")", ".", "shape", "==", "np", ".", "atleast_1d", "(", "y", ")", ".", "shape", "c", "=", "np",...	42.928571	0.008137
def dump_crl(type, crl): """ Dump a certificate revocation list to a buffer. :param type: The file type (one of ``FILETYPE_PEM``, ``FILETYPE_ASN1``, or ``FILETYPE_TEXT``). :param CRL crl: The CRL to dump. :return: The buffer with the CRL. :rtype: bytes """ bio = _new_mem_buf() ...	[ "def", "dump_crl", "(", "type", ",", "crl", ")", ":", "bio", "=", "_new_mem_buf", "(", ")", "if", "type", "==", "FILETYPE_PEM", ":", "ret", "=", "_lib", ".", "PEM_write_bio_X509_CRL", "(", "bio", ",", "crl", ".", "_crl", ")", "elif", "type", "==", "F...	28.115385	0.001323
def _connect_to_gateway(self): """ Open connection to SSH gateway - First try with all keys loaded from an SSH agent (if allowed) - Then with those passed directly or read from ~/.ssh/config - As last resort, try with a provided password """ for key in self.ssh...	[ "def", "_connect_to_gateway", "(", "self", ")", ":", "for", "key", "in", "self", ".", "ssh_pkeys", ":", "self", ".", "logger", ".", "debug", "(", "'Trying to log in with key: {0}'", ".", "format", "(", "hexlify", "(", "key", ".", "get_fingerprint", "(", ")",...	46.722222	0.001165
def _add(self, other): """Add a interval to the underlying IntervalSet data store. This does not perform any tests as we assume that any requirements have already been checked and that this function is being called by an internal function such as union(), intersection() or add(). :param ...	[ "def", "_add", "(", "self", ",", "other", ")", ":", "if", "len", "(", "[", "interval", "for", "interval", "in", "self", "if", "other", "in", "interval", "]", ")", ">", "0", ":", "# if other is already represented", "return", "# remove any intervals which are f...	60.5	0.008141
def cub200_iterator(data_path, batch_k, batch_size, data_shape): """Return training and testing iterator for the CUB200-2011 dataset.""" return (CUB200Iter(data_path, batch_k, batch_size, data_shape, is_train=True), CUB200Iter(data_path, batch_k, batch_size, data_shape, is_train=False))	[ "def", "cub200_iterator", "(", "data_path", ",", "batch_k", ",", "batch_size", ",", "data_shape", ")", ":", "return", "(", "CUB200Iter", "(", "data_path", ",", "batch_k", ",", "batch_size", ",", "data_shape", ",", "is_train", "=", "True", ")", ",", "CUB200It...	76	0.009772
def local_attention_2d(q, k, v, query_shape=(8, 16), memory_flange=(8, 16), name=None): """Strided block local self-attention. The 2-D sequence is divided into 2-D blocks of shape query_shape. Attenti...	[ "def", "local_attention_2d", "(", "q", ",", "k", ",", "v", ",", "query_shape", "=", "(", "8", ",", "16", ")", ",", "memory_flange", "=", "(", "8", ",", "16", ")", ",", "name", "=", "None", ")", ":", "with", "tf", ".", "variable_scope", "(", "name...	38.695652	0.001826
def setup_components(self, builder, configuration): """Apply component level configuration defaults to the global config and run setup methods on the components registering and setting up any child components generated in the process. Parameters ---------- builder: I...	[ "def", "setup_components", "(", "self", ",", "builder", ",", "configuration", ")", ":", "self", ".", "_managers", "=", "_setup_components", "(", "builder", ",", "self", ".", "_managers", ",", "configuration", ")", "self", ".", "_components", "=", "_setup_compo...	46.076923	0.00982
def set_nodes_vlan(site, nodes, interface, vlan_id): """Set the interface of the nodes in a specific vlan. It is assumed that the same interface name is available on the node. Args: site(str): site to consider nodes(list): nodes to consider interface(str): the network interface to ...	[ "def", "set_nodes_vlan", "(", "site", ",", "nodes", ",", "interface", ",", "vlan_id", ")", ":", "def", "_to_network_address", "(", "host", ")", ":", "\"\"\"Translate a host to a network address\n e.g:\n paranoia-20.rennes.grid5000.fr -> paranoia-20-eth2.rennes.grid5...	36.391304	0.001164
def from_json(cls, input_json: str) -> 'NistBeaconValue': """ Convert a string of JSON which represents a NIST randomness beacon value into a 'NistBeaconValue' object. :param input_json: JSON to build a 'Nist RandomnessBeaconValue' from :return: A 'NistBeaconValue' object, 'None...	[ "def", "from_json", "(", "cls", ",", "input_json", ":", "str", ")", "->", "'NistBeaconValue'", ":", "try", ":", "data_dict", "=", "json", ".", "loads", "(", "input_json", ")", "except", "ValueError", ":", "return", "None", "# Our required values are \"must haves...	37.875	0.001072
def load_texture(self, file_path): """Generate our sprite's surface by loading the specified image from disk. Note that this automatically centers the origin.""" self.image = pygame.image.load(file_path) self.apply_texture(self.image)	[ "def", "load_texture", "(", "self", ",", "file_path", ")", ":", "self", ".", "image", "=", "pygame", ".", "image", ".", "load", "(", "file_path", ")", "self", ".", "apply_texture", "(", "self", ".", "image", ")" ]	52.6	0.011236

def gpg_verify_key( key_id, key_data, config_dir=None ): """ Verify that a given serialized key, when imported, has the given key ID. Return True on success Return False on error """ key_data = str(key_data) config_dir = get_config_dir( config_dir ) sanitized_key_id = "".join( key_id.u...

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def create_toolbar_tokens_func(get_is_refreshing, show_fish_help): """ Return a function that generates the toolbar tokens. """ token = Token.Toolbar def get_toolbar_tokens(cli): result = [] result.append((token, ' ')) if cli.buffers[DEFAULT_BUFFER].always_multiline: ...

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def flatten_all(list_of_list): """Flatten arbitrary depth of nesting. Good for unknown nesting structure iterable object. Usage:: >>> flatten_all([[0, 1], [2, 3, [4, 5], [6, 7, 8]], [9,]]) [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] """ for i in list_of_list: if hasattr(i, "__iter__"): ...

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def remove_file_handlers(logger=None): """ Remove only file handlers from the specified logger. Will go through and close each handler for safety. :param logger: logging name or object to modify, defaults to root logger """ if not isinstance(logger, logging.Logger): logger = logging.get...

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def _phi0(self, rho, T, x): """Ideal gas Helmholtz energy of binary mixtures and derivatives Parameters ---------- rho : float Density, [kg/m³] T : float Temperature, [K] x : float Mole fraction of ammonia in mixture, [mol/mol] ...

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def _constructClient(client_version, username, user_domain, password, project_name, project_domain, auth_url): """Return a novaclient from the given args.""" loader = loading.get_plugin_loader('password') # These only work with v3 if user_domain is not None or p...

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def can_run_pconf(self, pconf): """True if the qadapter in principle is able to run the :class:`ParalConf` pconf""" if not self.hint_cores >= pconf.num_cores >= self.min_cores: return False if not self.hw.can_use_omp_threads(self.omp_threads): return False if pconf.mem_per_proc > self.hw...

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def save(self, *args, **kwargs): """ performs actions on create: * ensure instance has usable password * set default group * keep in sync with email address model """ created = self.pk is None sync_emailaddress = kwargs.pop('sync_emailaddress',...

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def re_flags_str(flags, custom_flags): """Convert regexp flags to string. Parameters ---------- flags : `int` Flags. custom_flags : `int` Custom flags. Returns ------- `str` Flag string. """ res = '' for flag in RE_FLAGS: if flags & getattr(r...

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def use(broker, debug=True, **kwargs): """用于生成特定的券商对象 :param broker:券商名支持 ['yh_client', '银河客户端'] ['ht_client', '华泰客户端'] :param debug: 控制 debug 日志的显示, 默认为 True :param initial_assets: [雪球参数] 控制雪球初始资金，默认为一百万 :return the class of trader Usage:: >>> import easytrader >>> user = easy...

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def replace_namespaced_replication_controller_scale(self, name, namespace, body, **kwargs): # noqa: E501 """replace_namespaced_replication_controller_scale # noqa: E501 replace scale of the specified ReplicationController # noqa: E501 This method makes a synchronous HTTP request by default. ...

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def parse(self, line: str, expand: bool = True) -> Statement: """ Tokenize the input and parse it into a Statement object, stripping comments, expanding aliases and shortcuts, and extracting output redirection directives. :param line: the command line being parsed :param...

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def generate_py2k(config, py2k_dir=PY2K_DIR, run_tests=False): """Generate Python 2 code from Python 3 code.""" def copy(src, dst): if (not os.path.isfile(dst) or os.path.getmtime(src) > os.path.getmtime(dst)): shutil.copy(src, dst) return dst return None ...

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def initialize(self, executor, secret): ''' This handles initial setup of the `RequestHandler`. ''' self.executor = executor self.secret = secret

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def diff(cwd, item1=None, item2=None, opts='', git_opts='', user=None, password=None, no_index=False, cached=False, paths=None, output_encoding=None): ''' .. versionadded:: 2015.8.12,2016.3.3,2016.11.0 Interface to `g...

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def __make_patch_storeable(self, patch): """Replace all dots with pipes in key names, mongo doesn't like to store keys with dots. :param dict patch: The patch that needs to be made storeable and applied in the future """ new_patch = {} for key in patch: new_patch[key...

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def _on_connected(self, stream_future, connect_future): """Invoked when the socket stream has connected, setting up the stream callbacks and invoking the on connect callback if set. :param stream_future: The connection socket future :type stream_future: :class:`~tornado.concurrent.Futur...

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def _replace_zeros(arr, default_min_value): """Substitute 0s in the list with a near-zero value. Parameters ----------- arr : numpy.array(float) default_min_value : float If the smallest non-zero element in `arr` is greater than the default, use the default instead. Returns ...

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def post_message(self, message, duration=None, pause=True, style="info"): """ Post a message on the screen with Messenger. Arguments: message: The message to display. duration: The time until the message vanishes. (Default: 2.55s) pause: If True, the p...

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def access_cookie_valid(self, cookie, log_msg): """Check access cookie validity. Returns true if the access cookie is valid. The set of allowed access cookies is stored in self.access_cookies. Uses log_msg as prefix to info level log message of accetance or rejection. "...

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def process(self, flightmode_selections, _flightmodes, block=True): '''process and display graph''' self.msg_types = set() self.multiplier = [] self.field_types = [] self.xlim = None self.flightmode_list = _flightmodes # work out msg types we are interested in ...

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def dumps(dict_data, ensure_ascii=True, indent=None, sort_keys=False, encoding='utf-8', **kwargs): """ 返回json数据 :param encoding: :param ensure_ascii: :param sort_keys: :param indent: :param dict_data: :return: """ return json.dumps(dict_data, default=json_default, ...

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def erase_screen(self): """ Erase output screen. """ self.vt100_output.erase_screen() self.vt100_output.cursor_goto(0, 0) self.vt100_output.flush()

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def saturation_equivalent_potential_temperature(pressure, temperature): r"""Calculate saturation equivalent potential temperature. This calculation must be given an air parcel's pressure and temperature. The implementation uses the formula outlined in [Bolton1980]_ for the equivalent potential temperat...

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def json(a): """ Output the json encoding of its argument. This will escape all the HTML/XML special characters with their unicode escapes, so it is safe to be output anywhere except for inside a tag attribute. If the output needs to be put in an attribute, entitize the output of this filt...

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def success(text): '''Display a success message''' print(' '.join((green('✔'), white(text)))) sys.stdout.flush()

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def _is_image(self, var): """Return True if variable is a PIL.Image image""" try: from PIL import Image return isinstance(var, Image.Image) except: return False

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def read_request_from_str(data, **params): """ 从字符串中读取请求头，并根据格式化字符串模板，进行字符串格式化 :param data: :param params: :return: """ method, uri = None, None headers = {} host = '' try: split_list = data.split('\n\n') headers_text = split_list[0] body = '\n\n'.join(sp...

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def get_formset_class(self, **kwargs): """ Returns the formset for the queryset, if a form class is available. """ form_class = self.get_formset_form_class() if form_class: kwargs['formfield_callback'] = self.formfield_for_dbfield return model_form...

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def x(self, x): """Project x as y""" if x is None: return None if self._force_vertical: return super(HorizontalLogView, self).x(x) return super(XLogView, self).y(x)

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def impact_table_pdf_extractor(impact_report, component_metadata): """Extracting impact summary of the impact layer. For PDF generations :param impact_report: the impact report that acts as a proxy to fetch all the data that extractor needed :type impact_report: safe.report.impact_report.Impac...

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def scale(self, n): """ Scale cluster to n workers Parameters ---------- n: int Target number of workers Example ------- >>> cluster.scale(10) # scale cluster to ten workers See Also -------- KubeCluster.scale_up Kub...

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def generate_url_map(yaml_path=TOC_PATH) -> dict: """ Generates mapping from each URL to its previous and next URLs in the textbook. The dictionary looks like: { 'ch/10/some_page.html' : { 'prev': 'ch/09/foo.html', 'next': 'ch/10/bar.html', }, ... } ...

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def pillar_format(ret, keys, value, expand_keys): ''' Perform data formatting to be used as pillar data and merge it with the current pillar data ''' # if value is empty in Consul then it's None here - skip it if value is None: return ret # If value is not None then it's a string ...

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def create_signature(public_key, private_key, data, scheme): """ <Purpose> Return a (signature, scheme) tuple, where the signature scheme is 'ed25519' and is always generated by PyNaCl (i.e., 'nacl'). The signature returned conforms to 'securesystemslib.formats.ED25519SIGNATURE_SCHEMA', and has the ...

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def get_version(model_instance, version): """ try go load from the database one object with specific version :param model_instance: instance in memory :param version: version number :return: """ version_field = get_version_fieldname(model_instance) kwargs = {'pk': model_instance.pk,...

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def derivative(self, point): """Return the derivative in ``point``. The derivative of the gradient is often called the Hessian. Parameters ---------- point : `domain` `element-like` The point that the derivative should be taken in. Returns ------- ...

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def has_degradation_increases_activity(data: Dict) -> bool: """Check if the degradation of source causes activity of target.""" return part_has_modifier(data, SUBJECT, DEGRADATION) and part_has_modifier(data, OBJECT, ACTIVITY)

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def get(self, id=None, project_id=None): """get.""" logs_limit = request.args.get('logs_limit', default=-1, type=int) project = db.session.query(Project).filter_by( id=project_id).first() if project is None: return jsonify({ 'project': None, ...

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def visible_to_user(self, user): """Get a list of visible events for a given user (usually request.user). These visible events will be those that either have no groups assigned to them (and are therefore public) or those in which the user is a member. """ return (Event...

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def tokenize_middle_high_german_words(text): """Tokenizes MHG text""" assert isinstance(text, str) # As far as I know, hyphens were never used for compounds, so the tokenizer treats all hyphens as line-breaks text = re.sub(r'-\n',r'-', text) text = re.sub(r'\n', r' ', text) text = re.sub(r'(?<=...

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def parse_info_frags(info_frags): """Import an info_frags.txt file and return a dictionary where each key is a newly formed scaffold and each value is the list of bins and their origin on the initial scaffolding. """ new_scaffolds = {} with open(info_frags, "r") as info_frags_handle: cu...

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def progress(self, msg, onerror=None, sep='...', end='DONE', abrt='FAIL', prog='.', excs=(Exception,), reraise=True): """ Context manager for handling interactive prog indication This context manager streamlines presenting banners and prog indicators. To start the prog, pass ``...

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def task(ft): """ to create loading progress bar """ ft.pack(expand = True, fill = BOTH, side = TOP) pb_hD = ttk.Progressbar(ft, orient = 'horizontal', mode = 'indeterminate') pb_hD.pack(expand = True, fill = BOTH, side = TOP) pb_hD.start(50) ft.mainloop()

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def newsDF(symbol, count=10, token='', version=''): '''News about company https://iexcloud.io/docs/api/#news Continuous Args: symbol (string); Ticker to request count (int): limit number of results token (string); Access token version (string); API version Returns:...

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def _assure_alert_policy(self, channel, destination): """Make sure an alert policy exists Each policy will be a dict with the following keys: -'index' - The policy index number :returns: An iterable of currently configured alert policies """ # First we do a get PEF confi...

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def group_by(self, by): """ Return a new ``GroupBy`` object using this frame and the desired grouping columns. The returned groups are sorted by the natural group-by column sort. :param by: The columns to group on (either a single column name, or a list of column names, or ...

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def point_stokes(self, context): """ Return a stokes parameter array to montblanc """ stokes = np.empty(context.shape, context.dtype) stokes[:,:,0] = 1 stokes[:,:,1:4] = 0 return stokes

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def default_flaky_attributes(max_runs=None, min_passes=None, rerun_filter=None): """ Returns the default flaky attributes to set on a flaky test. :param max_runs: The value of the FlakyNames.MAX_RUNS attribute to use. :type max_runs: `int` :param min_passes: The value of the...

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def collect_split_adjustments(self, adjustments_for_sid, requested_qtr_data, dates, sid, sid_idx, sid_estimates, ...

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def chain_2(d2f_dg2, dg_dx, df_dg, d2g_dx2): """ Generic chaining function for second derivative .. math:: \\frac{d^{2}(f . g)}{dx^{2}} = \\frac{d^{2}f}{dg^{2}}(\\frac{dg}{dx})^{2} + \\frac{df}{dg}\\frac{d^{2}g}{dx^{2}} """ if np.all(dg_dx==1.) and np.all(d2g_dx2 == 0): return d2f_d...

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def convert(input, output): ''' Run dcm2niix on input file ''' dirname = os.path.dirname(output) if not os.path.exists(dirname): os.makedirs(dirname) basename = os.path.basename(output) basename = re.sub('.nii(.gz)?', '', basename) dcm2niix = commons.which('dcm2niix') cmd = [...

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def get_still_seg_belonged(dt_str, seg_duration, fmt='%Y-%m-%d %H:%M:%S'): """ 获取该时刻所属的非滑动时间片 :param dt_str: datetime string, eg: 2016-10-31 12:22:11 :param seg_duration: 时间片长度, unit: minute :param fmt: datetime string format :return: """ dt = time_util.str_to_datetime(dt_str, fmt) m...

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def generate_altered_fields(self): """ Injecting point. This is quite awkward, and i'm looking forward Django for having the logic divided into smaller methods/functions for easier enhancement and substitution. So far we're doing all the SQL magic in this method. """ resu...

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def make_op_return_outputs(data, inputs, change_address, fee=OP_RETURN_FEE, send_amount=0, format='bin'): """ Builds the outputs for an OP_RETURN transaction. """ return [ # main output { "script_hex": make_op_return_script(data, format=format), "value": send_amoun...

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def to_int(self, *cols, **kwargs): """ Convert some column values to integers :param \*cols: names of the colums :type \*cols: str, at least one :param \*\*kwargs: keyword arguments for ``pd.to_numeric`` :type \*\*kwargs: optional :example: ``ds.to_int("mycol1",...

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def last_commit_msg(self) -> str: """ :return: last commit message :rtype: str """ last_msg: str = self.latest_commit().message.rstrip() LOGGER.debug('last msg: %s', last_msg) return last_msg

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def p_expression_Xor(self, p): 'expression : expression XOR expression' p[0] = Xor(p[1], p[3], lineno=p.lineno(1)) p.set_lineno(0, p.lineno(1))

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def seen_tasks(self): """Shows a list of seen task types.""" print('\n'.join(self._stub.seen_tasks(clearly_pb2.Empty()).task_types))

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def convert_to_picos(sdp, duplicate_moment_matrix=False): """Convert an SDP relaxation to a PICOS problem such that the exported .dat-s file is extremely sparse, there is not penalty imposed in terms of SDP variables or number of constraints. This conversion can be used for imposing extra constraints on...

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def resources(self, type_=None, title=None, **kwargs): """Get all resources of this node or all resources of the specified type. Additional arguments may also be specified that will be passed to the query function. """ if type_ is None: resources = self.__api.resource...

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def dump_cookie(key, value='', max_age=None, expires=None, path='/', domain=None, secure=False, httponly=False, charset='utf-8', sync_expires=True): """Creates a new Set-Cookie header without the ``Set-Cookie`` prefix The parameters are the same as in the cookie Morsel object in ...

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def main() -> None: """ Command-line handler for the ``pause_process_by_disk_space`` tool. Use the ``--help`` option for help. """ parser = ArgumentParser( description="Pauses and resumes a process by disk space; LINUX ONLY." ) parser.add_argument( "process_id", type=int, ...

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def has_key(self, key): """Case insensitive test whether 'key' exists.""" k = self._lowerOrReturn(key) return k in self.data

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def init(log_level=ERROR): ''' Enables explicit relative import in sub-modules when ran as __main__ :param log_level: module's inner logger level (equivalent to logging pkg) ''' global _initialized if _initialized: return else: _initialized = True # find caller's frame ...

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def update(ctx, opts, owner_repo_identifier, show_tokens, name, token): """ Update (set) a entitlement in a repository. - OWNER/REPO/IDENTIFIER: Specify the OWNER namespace (i.e. user or org), and the REPO name that has an entitlement identified by IDENTIFIER. All separated by a slash. ...

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def step(self) -> None: """ Runs a single event of the simulation. """ event = heappop(self._events) self._ts_now = event.timestamp or self._ts_now event.execute(self)

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def get_attribute_mappings(self): """Get a dictionary of mappings between vertices and enumerated attributes. :return: Dictionary of mappings between vertices and enumerated attributes. """ att_ind_start = len(self.graph.vs) att_mappings = defaultdict(list) att_ind_end =...

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def with_deprecation_warning(fn, extra_message=''): """Wraps the function and prints a warn-once (per `extra_message`) warning.""" def new_fn(*args, **kwargs): if extra_message not in _DONE_WARN: tf.logging.warning( 'Sonnet nest is deprecated. Please use ' 'tf.contrib.framework.nest in...

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def retrieve_github_cache(self, github_path, version, cache_dir, token): ''' Retrieves a cache of the layouts git repo from GitHub @param github_path: Location of the git repo on GitHub (e.g. hid-io/layouts) @param version: git reference for the version to download (e.g. master) ...

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def run(self): """Run this section and print out information.""" grouping = Grouping(group_by=lambda x: (x.namespace, x.operation, x.pattern)) logfile = self.mloginfo.logfile if logfile.start and logfile.end: progress_start = s...

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def id(self, sort_ops=True): """ Returns an identifier string for the PauliTerm (ignoring the coefficient). Don't use this to compare terms. This function will not work with qubits that aren't sortable. :param sort_ops: Whether to sort operations by qubit. This is True by defau...

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def single_feature_fit(self, feature): """Get the log2 bayes factor of the fit for each modality""" if np.isfinite(feature).sum() == 0: series = pd.Series(index=MODALITY_ORDER) else: logbf_one_param = pd.Series( {k: v.logsumexp_logliks(feature) for ...

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def _render(template=None, filepath=None, context=None, at_paths=None, at_encoding=anytemplate.compat.ENCODING, at_engine=None, at_ask_missing=False, at_cls_args=None, _at_usr_tmpl=None, **kwargs): """ Compile and render given template string and return the result string. ...

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def normalize(ctx, text): """ Normalize text or piped input. Normalize text passed as an argument to this command using the specified config (default values if --config option is not used). Pipes can be used along this command to process the output of another cli. This is the default behav...

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def socketio(request): """ Socket.IO handler - maintains the lifecycle of a Socket.IO request, sending the each of the events. Also handles adding/removing request/socket pairs to the CLIENTS dict which is used for sending on_finish events when the server stops. """ context = {} sock...

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def sub_tag(self, path, follow=True): """Returns direct sub-record with given tag name or None. Path can be a simple tag name, in which case the first direct sub-record of this record with the matching tag is returned. Path can also consist of several tags separated by slashes, in that ...

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def get_metric_group_definitions(self): """ Get the faked metric group definitions for this context object that are to be returned from its create operation. If a 'metric-groups' property had been specified for this context, only those faked metric group definitions of its manag...

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def _load_json_url(self, url): '''dict: Return the JSON at the local path or URL as a dict.''' res = requests.get(url) res.raise_for_status() return res.json()

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def kwargs_warn_until(kwargs, version, category=DeprecationWarning, stacklevel=None, _version_info_=None, _dont_call_warnings=False): ''' Helper function to raise a warning (by default, a ``DeprecationW...

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def map_return(self): """Perform a function on every item and return a list of yield values.""" with Pool(self.cpu_count) as pool: vals = pool.map(self._func, self._iterable) pool.close() return vals

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def run_toy_SGLD(gpu_id=None): """Run SGLD on toy dataset""" X, Y, X_test, Y_test = load_toy() minibatch_size = 1 teacher_noise_precision = 1.0 / 9.0 net = get_toy_sym(True, teacher_noise_precision) data_shape = (minibatch_size,) + X.shape[1::] data_inputs = {'data': nd.zeros(data_shape, ctx...

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def _start_collective_solver(self, state): ''' Determines who from all the monitors monitoring this agent should resolve the issue. ''' own_address = state.agent.get_own_address() monitors = [IRecipient(x) for x in state.descriptor.partners if x.role =...

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def find_local_peaks(sig, radius): """ Find all local peaks in a signal. A sample is a local peak if it is the largest value within the <radius> samples on its left and right. In cases where it shares the max value with nearby samples, the middle sample is classified as the local peak. Paramet...

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def precmd(self, line): """Parse the command on the given line. :param line: The raw input line :type line: str """ line = line.lower() if line == 'exit' or line == 'help': return line try: parts = stmt.p...

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def _validateParamsFor_validateChoice(choices, blank=False, strip=None, allowlistRegexes=None, blocklistRegexes=None, numbered=False, lettered=False, caseSensitive=False, excMsg=None): """Raises PySimpleValidateException if the arguments are invalid. This is called by the validateChoice() fun...

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def numexp_action(self, text, loc, num): """Code executed after recognising a numexp expression (something +|- something)""" exshared.setpos(loc, text) if DEBUG > 0: print("NUM_EXP:",num) if DEBUG == 2: self.symtab.display() if DEBUG > 2: return ...

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def get_bg(self, key=None, ret_attrs=False): """Get the background data Parameters ---------- key: None or str A user-defined key that identifies the background data. Examples are "data" for experimental data, or "fit" for an estimated background corr...

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def get_system_users(): """Return currently connected users as a list of namedtuples.""" retlist = [] rawlist = _psutil_linux.get_system_users() for item in rawlist: user, tty, hostname, tstamp, user_process = item # XXX the underlying C function includes entries about # system b...

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def iter_encode(self, boundary, blocksize=4096): """Yields the encoding of this parameter If self.fileobj is set, then blocks of ``blocksize`` bytes are read and yielded.""" total = self.get_size(boundary) current = 0 if self.value is not None: block = self.en...

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def dlogpdf_dlink(self, link_f, y, Y_metadata=None): """ derivative of logpdf wrt link_f param .. math:: :param link_f: latent variables link(f) :type link_f: Nx1 array :param y: data :type y: Nx1 array :param Y_metadata: includes censoring information in...

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def dump_crl(type, crl): """ Dump a certificate revocation list to a buffer. :param type: The file type (one of ``FILETYPE_PEM``, ``FILETYPE_ASN1``, or ``FILETYPE_TEXT``). :param CRL crl: The CRL to dump. :return: The buffer with the CRL. :rtype: bytes """ bio = _new_mem_buf() ...

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def _connect_to_gateway(self): """ Open connection to SSH gateway - First try with all keys loaded from an SSH agent (if allowed) - Then with those passed directly or read from ~/.ssh/config - As last resort, try with a provided password """ for key in self.ssh...

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def _add(self, other): """Add a interval to the underlying IntervalSet data store. This does not perform any tests as we assume that any requirements have already been checked and that this function is being called by an internal function such as union(), intersection() or add(). :param ...

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def cub200_iterator(data_path, batch_k, batch_size, data_shape): """Return training and testing iterator for the CUB200-2011 dataset.""" return (CUB200Iter(data_path, batch_k, batch_size, data_shape, is_train=True), CUB200Iter(data_path, batch_k, batch_size, data_shape, is_train=False))

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def local_attention_2d(q, k, v, query_shape=(8, 16), memory_flange=(8, 16), name=None): """Strided block local self-attention. The 2-D sequence is divided into 2-D blocks of shape query_shape. Attenti...

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def setup_components(self, builder, configuration): """Apply component level configuration defaults to the global config and run setup methods on the components registering and setting up any child components generated in the process. Parameters ---------- builder: I...

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def set_nodes_vlan(site, nodes, interface, vlan_id): """Set the interface of the nodes in a specific vlan. It is assumed that the same interface name is available on the node. Args: site(str): site to consider nodes(list): nodes to consider interface(str): the network interface to ...

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def from_json(cls, input_json: str) -> 'NistBeaconValue': """ Convert a string of JSON which represents a NIST randomness beacon value into a 'NistBeaconValue' object. :param input_json: JSON to build a 'Nist RandomnessBeaconValue' from :return: A 'NistBeaconValue' object, 'None...

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def load_texture(self, file_path): """Generate our sprite's surface by loading the specified image from disk. Note that this automatically centers the origin.""" self.image = pygame.image.load(file_path) self.apply_texture(self.image)

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