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 parse_extended_entities(extended_entities_dict): """Parse media file URL:s form tweet data :extended_entities_dict: :returns: list of media file urls """ urls = [] if "media" in extended_entities_dict.keys(): for item in extended_entities_dict["media"]: # add static i...	[ "def", "parse_extended_entities", "(", "extended_entities_dict", ")", ":", "urls", "=", "[", "]", "if", "\"media\"", "in", "extended_entities_dict", ".", "keys", "(", ")", ":", "for", "item", "in", "extended_entities_dict", "[", "\"media\"", "]", ":", "# add sta...	35.242424	0.001674
def escape(s, quote=False): """Replace special characters "&", "<" and ">" to HTML-safe sequences. If the optional flag `quote` is `True`, the quotation mark character is also translated. There is a special handling for `None` which escapes to an empty string. :param s: the string to escape. ...	[ "def", "escape", "(", "s", ",", "quote", "=", "False", ")", ":", "if", "s", "is", "None", ":", "return", "''", "if", "hasattr", "(", "s", ",", "'__html__'", ")", ":", "return", "s", ".", "__html__", "(", ")", "if", "not", "isinstance", "(", "s", ...	32.32	0.002404
def normalize(dt, tz=UTC): """ Convert date or datetime to datetime with timezone. :param dt: date to normalize :param tz: the normalized date's timezone :return: date as datetime with timezone """ if type(dt) is date: dt = dt + relativedelta(hour=0) elif type(dt) is datetime: ...	[ "def", "normalize", "(", "dt", ",", "tz", "=", "UTC", ")", ":", "if", "type", "(", "dt", ")", "is", "date", ":", "dt", "=", "dt", "+", "relativedelta", "(", "hour", "=", "0", ")", "elif", "type", "(", "dt", ")", "is", "datetime", ":", "pass", ...	23.142857	0.001976
def catsimPopulation(tag, mc_source_id_start=1, n=5000, n_chunk=100, config='simulate_population.yaml'): """ n = Number of satellites to simulation n_chunk = Number of satellites in a file chunk """ assert mc_source_id_start >= 1, "Starting mc_source_id must be >= 1" assert n % n_chunk == 0, "...	[ "def", "catsimPopulation", "(", "tag", ",", "mc_source_id_start", "=", "1", ",", "n", "=", "5000", ",", "n_chunk", "=", "100", ",", "config", "=", "'simulate_population.yaml'", ")", ":", "assert", "mc_source_id_start", ">=", "1", ",", "\"Starting mc_source_id mu...	56.260101	0.008556
def update(self, z, R=None, hx_args=()): """ Update the CKF with the given measurements. On return, self.x and self.P contain the new mean and covariance of the filter. Parameters ---------- z : numpy.array of shape (dim_z) measurement vector R : numpy.arra...	[ "def", "update", "(", "self", ",", "z", ",", "R", "=", "None", ",", "hx_args", "=", "(", ")", ")", ":", "if", "z", "is", "None", ":", "self", ".", "z", "=", "np", ".", "array", "(", "[", "[", "None", "]", "*", "self", ".", "dim_z", "]", "...	32.04918	0.000993
def addToLayout(self, analysis, position=None): """ Adds the analysis passed in to the worksheet's layout """ # TODO Redux layout = self.getLayout() container_uid = self.get_container_for(analysis) if IRequestAnalysis.providedBy(analysis) and \ not IDuplic...	[ "def", "addToLayout", "(", "self", ",", "analysis", ",", "position", "=", "None", ")", ":", "# TODO Redux", "layout", "=", "self", ".", "getLayout", "(", ")", "container_uid", "=", "self", ".", "get_container_for", "(", "analysis", ")", "if", "IRequestAnalys...	52	0.001642
def add_all(self, statements, parameters): """ Adds a sequence of :class:`.Statement` objects and a matching sequence of parameters to the batch. Statement and parameter sequences must be of equal length or one will be truncated. :const:`None` can be used in the parameters position where...	[ "def", "add_all", "(", "self", ",", "statements", ",", "parameters", ")", ":", "for", "statement", ",", "value", "in", "zip", "(", "statements", ",", "parameters", ")", ":", "self", ".", "add", "(", "statement", ",", "value", ")" ]	54.625	0.009009
def upgrade(): """Upgrade database.""" current_date = datetime.utcnow() # Add 'created' and 'updated' columns to RemoteAccount _add_created_updated_columns('oauthclient_remoteaccount', current_date) # Add 'created' and 'updated' columns to RemoteToken _add_created_updated_columns('oauthclient_...	[ "def", "upgrade", "(", ")", ":", "current_date", "=", "datetime", ".", "utcnow", "(", ")", "# Add 'created' and 'updated' columns to RemoteAccount", "_add_created_updated_columns", "(", "'oauthclient_remoteaccount'", ",", "current_date", ")", "# Add 'created' and 'updated' colu...	39.166667	0.002079
def has_mixture_channel(val: Any) -> bool: """Returns whether the value has a mixture channel representation. In contrast to `has_mixture` this method falls back to checking whether the value has a unitary representation via `has_channel`. Returns: If `val` has a `_has_mixture_` method and its...	[ "def", "has_mixture_channel", "(", "val", ":", "Any", ")", "->", "bool", ":", "mixture_getter", "=", "getattr", "(", "val", ",", "'_has_mixture_'", ",", "None", ")", "result", "=", "NotImplemented", "if", "mixture_getter", "is", "None", "else", "mixture_getter...	42.84	0.001826
def pie(n_labels=5,mode=None): """ Returns a DataFrame with the required format for a pie plot Parameters: ----------- n_labels : int Number of labels mode : string Format for each item 'abc' for alphabet columns 'stocks' for random stock names """ return pd.DataFrame({'values':np.random.ra...	[ "def", "pie", "(", "n_labels", "=", "5", ",", "mode", "=", "None", ")", ":", "return", "pd", ".", "DataFrame", "(", "{", "'values'", ":", "np", ".", "random", ".", "randint", "(", "1", ",", "100", ",", "n_labels", ")", ",", "'labels'", ":", "getN...	23.3125	0.06701
def com_google_fonts_check_usweightclass(font, ttFont, style): """Checking OS/2 usWeightClass.""" from fontbakery.profiles.shared_conditions import is_ttf weight_name, expected_value = expected_os2_weight(style) value = ttFont['OS/2'].usWeightClass if value != expected_value: if is_ttf(ttFont) and \ ...	[ "def", "com_google_fonts_check_usweightclass", "(", "font", ",", "ttFont", ",", "style", ")", ":", "from", "fontbakery", ".", "profiles", ".", "shared_conditions", "import", "is_ttf", "weight_name", ",", "expected_value", "=", "expected_os2_weight", "(", "style", ")...	43.25	0.008483
def plotAllSweeps(abfFile): """simple example how to load an ABF file and plot every sweep.""" r = io.AxonIO(filename=abfFile) bl = r.read_block(lazy=False, cascade=True) print(abfFile+"\nplotting %d sweeps..."%len(bl.segments)) plt.figure(figsize=(12,10)) plt.title(abfFile) for sweep i...	[ "def", "plotAllSweeps", "(", "abfFile", ")", ":", "r", "=", "io", ".", "AxonIO", "(", "filename", "=", "abfFile", ")", "bl", "=", "r", ".", "read_block", "(", "lazy", "=", "False", ",", "cascade", "=", "True", ")", "print", "(", "abfFile", "+", "\"...	39.5	0.012367
def start_blocking(self): """ Start the advertiser in the background, but wait until it is ready """ self._cav_started.clear() self.start() self._cav_started.wait()	[ "def", "start_blocking", "(", "self", ")", ":", "self", ".", "_cav_started", ".", "clear", "(", ")", "self", ".", "start", "(", ")", "self", ".", "_cav_started", ".", "wait", "(", ")" ]	32	0.015228
def _handle_job_set(function): """A decorator for handling `taskhandle.JobSet`\s A decorator for handling `taskhandle.JobSet`\s for `do` and `undo` methods of `Change`\s. """ def call(self, job_set=taskhandle.NullJobSet()): job_set.started_job(str(self)) function(self) job_s...	[ "def", "_handle_job_set", "(", "function", ")", ":", "def", "call", "(", "self", ",", "job_set", "=", "taskhandle", ".", "NullJobSet", "(", ")", ")", ":", "job_set", ".", "started_job", "(", "str", "(", "self", ")", ")", "function", "(", "self", ")", ...	31.181818	0.011331
def unfreeze(self, names=None): """ unfreeze module, if names is not None, unfreeze layers that match given names :param names: an array of layer names :return: """ callBigDlFunc(self.bigdl_type, "unFreeze", self.value, names) return self	[ "def", "unfreeze", "(", "self", ",", "names", "=", "None", ")", ":", "callBigDlFunc", "(", "self", ".", "bigdl_type", ",", "\"unFreeze\"", ",", "self", ".", "value", ",", "names", ")", "return", "self" ]	35.875	0.010204
def parse_psimitab(content, fmt='tab27'): """https://code.google.com/archive/p/psimi/wikis/PsimiTab27Format.wiki """ columns = [ 'Unique identifier for interactor A', 'Unique identifier for interactor B', 'Alternative identifier for interactor A', 'Alternative identifier for ...	[ "def", "parse_psimitab", "(", "content", ",", "fmt", "=", "'tab27'", ")", ":", "columns", "=", "[", "'Unique identifier for interactor A'", ",", "'Unique identifier for interactor B'", ",", "'Alternative identifier for interactor A'", ",", "'Alternative identifier for interacto...	37.47541	0.000853
def wkt_to_rectangle(extent): """Compute the rectangle from a WKT string. It returns None if the extent is not valid WKT rectangle. :param extent: The extent. :type extent: basestring :return: The rectangle or None if it is not a valid WKT rectangle. :rtype: QgsRectangle """ geometry ...	[ "def", "wkt_to_rectangle", "(", "extent", ")", ":", "geometry", "=", "QgsGeometry", ".", "fromWkt", "(", "extent", ")", "if", "not", "geometry", ".", "isGeosValid", "(", ")", ":", "return", "None", "polygon", "=", "geometry", ".", "asPolygon", "(", ")", ...	24.071429	0.001427
def purge_tokens(self, input_token_attrs=None): """ Removes all specified token_attrs that exist in instance.token_attrs :param token_attrs: list(str), list of string values of tokens to remove. If None, removes all """ if input_token_attrs is None: remove_attrs = s...	[ "def", "purge_tokens", "(", "self", ",", "input_token_attrs", "=", "None", ")", ":", "if", "input_token_attrs", "is", "None", ":", "remove_attrs", "=", "self", ".", "token_attrs", "else", ":", "remove_attrs", "=", "[", "token_attr", "for", "token_attr", "in", ...	51.363636	0.012174
def generate_diary(self): """ extracts event information from core tables into diary files """ print('Generate diary files from Event rows only') for r in self.table: print(str(type(r)) + ' = ', r)	[ "def", "generate_diary", "(", "self", ")", ":", "print", "(", "'Generate diary files from Event rows only'", ")", "for", "r", "in", "self", ".", "table", ":", "print", "(", "str", "(", "type", "(", "r", ")", ")", "+", "' = '", ",", "r", ")" ]	34.714286	0.008032
def _cos_to_angle(result, deriv, sign=1): """Convert a cosine and its derivatives to an angle and its derivatives""" v = np.arccos(np.clip(result[0], -1, 1)) if deriv == 0: return vsign, if abs(result[0]) >= 1: factor1 = 0 else: factor1 = -1.0/np.sqrt(1-result[0]*2) d =...	[ "def", "_cos_to_angle", "(", "result", ",", "deriv", ",", "sign", "=", "1", ")", ":", "v", "=", "np", ".", "arccos", "(", "np", ".", "clip", "(", "result", "[", "0", "]", ",", "-", "1", ",", "1", ")", ")", "if", "deriv", "==", "0", ":", "re...	34.176471	0.001675
def add_projection(query_proto, *projection): """Add projection properties to the given datatstore.Query proto message.""" for p in projection: proto = query_proto.projection.add() proto.property.name = p	[ "def", "add_projection", "(", "query_proto", ",", "*", "projection", ")", ":", "for", "p", "in", "projection", ":", "proto", "=", "query_proto", ".", "projection", ".", "add", "(", ")", "proto", ".", "property", ".", "name", "=", "p" ]	42.4	0.013889
def is_class(data): """ checks that the data (which is a string, buffer, or a stream supporting the read method) has the magic numbers indicating it is a Java class file. Returns False if the magic numbers do not match, or for any errors. """ try: with unpack(data) as up: ...	[ "def", "is_class", "(", "data", ")", ":", "try", ":", "with", "unpack", "(", "data", ")", "as", "up", ":", "magic", "=", "up", ".", "unpack_struct", "(", "_BBBB", ")", "return", "magic", "==", "JAVA_CLASS_MAGIC", "except", "UnpackException", ":", "return...	26.875	0.002247
def reset_generation(self): """Reset the generation and memberId because we have fallen out of the group.""" with self._lock: self._generation = Generation.NO_GENERATION self.rejoin_needed = True self.state = MemberState.UNJOINED	[ "def", "reset_generation", "(", "self", ")", ":", "with", "self", ".", "_lock", ":", "self", ".", "_generation", "=", "Generation", ".", "NO_GENERATION", "self", ".", "rejoin_needed", "=", "True", "self", ".", "state", "=", "MemberState", ".", "UNJOINED" ]	46	0.010676
def encode(self, word, max_length=4, zero_pad=True): """Return the Phonix code for a word. Parameters ---------- word : str The word to transform max_length : int The length of the code returned (defaults to 4) zero_pad : bool Pad the ...	[ "def", "encode", "(", "self", ",", "word", ",", "max_length", "=", "4", ",", "zero_pad", "=", "True", ")", ":", "def", "_start_repl", "(", "word", ",", "src", ",", "tar", ",", "post", "=", "None", ")", ":", "\"\"\"Replace src with tar at the start of word....	27.225806	0.000762
def build_urls(self: NodeVisitor, node: inheritance_diagram) -> Mapping[str, str]: """ Builds a mapping of class paths to URLs. """ current_filename = self.builder.current_docname + self.builder.out_suffix urls = {} for child in node: # Another document if child.get("refuri") is ...	[ "def", "build_urls", "(", "self", ":", "NodeVisitor", ",", "node", ":", "inheritance_diagram", ")", "->", "Mapping", "[", "str", ",", "str", "]", ":", "current_filename", "=", "self", ".", "builder", ".", "current_docname", "+", "self", ".", "builder", "."...	36.333333	0.001986
def list_line(self, line): """ Write the given iterable of values (line) to the file as items on the same line. Any argument that stringifies to a string legal as a TSV data item can be written. Does not copy the line or build a big string in memory. """ ...	[ "def", "list_line", "(", "self", ",", "line", ")", ":", "if", "len", "(", "line", ")", "==", "0", ":", "return", "self", ".", "stream", ".", "write", "(", "str", "(", "line", "[", "0", "]", ")", ")", "for", "item", "in", "line", "[", "1", ":"...	29.210526	0.015707
def evaluate(expr, variables): """ >>> evaluate('26') 64 >>> evaluate('1 + 23*(2 + 2) / (6 + -7)') -161.0 >>> evaluate('5 < 4') False >>> evaluate('5 < a < 10', a=6) True """ module = ast.parse(expr) # Module(body=[Expr(value=...)]) if len(module.body) != 1: ...	[ "def", "evaluate", "(", "expr", ",", "", "", "variables", ")", ":", "module", "=", "ast", ".", "parse", "(", "expr", ")", "# Module(body=[Expr(value=...)])", "if", "len", "(", "module", ".", "body", ")", "!=", "1", ":", "raise", "BadExpression", "(", ...	26.875	0.001497
def sendAppliedToOwner(self, context={}): """ Sent to project owner when user applies to a project """ super(ApplyMail, self).__init__(self.apply.project.owner.email, self.async, self.apply.project.owner.locale) return self.sendEmail('volunteerApplied-ToOwner', 'New volunteer', context)	[ "def", "sendAppliedToOwner", "(", "self", ",", "context", "=", "{", "}", ")", ":", "super", "(", "ApplyMail", ",", "self", ")", ".", "__init__", "(", "self", ".", "apply", ".", "project", ".", "owner", ".", "email", ",", "self", ".", "async", ",", ...	50.333333	0.009772
def compute_expansion_alignment(satz_a, satz_b, satz_c, satz_d): """All angles in radians.""" zeta_a = satz_a zeta_b = satz_b phi_a = compute_phi(zeta_a) phi_b = compute_phi(zeta_b) theta_a = compute_theta(zeta_a, phi_a) theta_b = compute_theta(zeta_b, phi_b) phi = (phi_a + phi_b) / 2 ...	[ "def", "compute_expansion_alignment", "(", "satz_a", ",", "satz_b", ",", "satz_c", ",", "satz_d", ")", ":", "zeta_a", "=", "satz_a", "zeta_b", "=", "satz_b", "phi_a", "=", "compute_phi", "(", "zeta_a", ")", "phi_b", "=", "compute_phi", "(", "zeta_b", ")", ...	30.652174	0.001376
def get_feature(name): """Get an instance of a ``Features`` class by ``name`` (str).""" if name == 'css': return CSSFeatures() elif name == 'kohlschuetter': return KohlschuetterFeatures() elif name == 'readability': return ReadabilityFeatures() elif name == 'weninger': ...	[ "def", "get_feature", "(", "name", ")", ":", "if", "name", "==", "'css'", ":", "return", "CSSFeatures", "(", ")", "elif", "name", "==", "'kohlschuetter'", ":", "return", "KohlschuetterFeatures", "(", ")", "elif", "name", "==", "'readability'", ":", "return",...	35.285714	0.001972
def minicalendar(context): """ Displays a little ajax version of the calendar. """ today = dt.date.today() request = context['request'] home = request.site.root_page cal = CalendarPage.objects.live().descendant_of(home).first() calUrl = cal.get_url(request) if cal else None if cal: ...	[ "def", "minicalendar", "(", "context", ")", ":", "today", "=", "dt", ".", "date", ".", "today", "(", ")", "request", "=", "context", "[", "'request'", "]", "home", "=", "request", ".", "site", ".", "root_page", "cal", "=", "CalendarPage", ".", "objects...	37.619048	0.001235
def find_hostname(use_chroot=True): """ Find the host name to include in log messages. :param use_chroot: Use the name of the chroot when inside a chroot? (boolean, defaults to :data:`True`) :returns: A suitable host name (a string). Looks for :data:`CHROOT_FILES` that have ...	[ "def", "find_hostname", "(", "use_chroot", "=", "True", ")", ":", "for", "chroot_file", "in", "CHROOT_FILES", ":", "try", ":", "with", "open", "(", "chroot_file", ")", "as", "handle", ":", "first_line", "=", "next", "(", "handle", ")", "name", "=", "firs...	34.318182	0.001289
def command_as_list( self, mark_success=False, ignore_all_deps=False, ignore_task_deps=False, ignore_depends_on_past=False, ignore_ti_state=False, local=False, pickle_id=None, raw=False, job_id=None, ...	[ "def", "command_as_list", "(", "self", ",", "mark_success", "=", "False", ",", "ignore_all_deps", "=", "False", ",", "ignore_task_deps", "=", "False", ",", "ignore_depends_on_past", "=", "False", ",", "ignore_ti_state", "=", "False", ",", "local", "=", "False", ...	32.318182	0.001365
def get_total_paid(self) -> Decimal: """ Returns the total amount paid, in currency, for the stocks owned """ query = ( self.get_splits_query() ) splits = query.all() total = Decimal(0) for split in splits: total += split.value return tot...	[ "def", "get_total_paid", "(", "self", ")", "->", "Decimal", ":", "query", "=", "(", "self", ".", "get_splits_query", "(", ")", ")", "splits", "=", "query", ".", "all", "(", ")", "total", "=", "Decimal", "(", "0", ")", "for", "split", "in", "splits", ...	25.916667	0.009317
def createNetwork(self, data, headers=None, query_params=None, content_type="application/json"): """ Create a new network It is method for POST /network """ uri = self.client.base_url + "/network" return self.client.post(uri, data, headers, query_params, content_type)	[ "def", "createNetwork", "(", "self", ",", "data", ",", "headers", "=", "None", ",", "query_params", "=", "None", ",", "content_type", "=", "\"application/json\"", ")", ":", "uri", "=", "self", ".", "client", ".", "base_url", "+", "\"/network\"", "return", ...	44.285714	0.009494
def getContactCreationParameters(self): """ Yield a L{Parameter} for each L{IContactType} known. Each yielded object can be used with a L{LiveForm} to create a new instance of a particular L{IContactType}. """ for contactType in self.getContactTypes(): if con...	[ "def", "getContactCreationParameters", "(", "self", ")", ":", "for", "contactType", "in", "self", ".", "getContactTypes", "(", ")", ":", "if", "contactType", ".", "allowMultipleContactItems", ":", "descriptiveIdentifier", "=", "_descriptiveIdentifier", "(", "contactTy...	43.409091	0.002049
def _keyring_equivalent(keyring_one, keyring_two): """ Check two keyrings are identical """ def keyring_extract_key(file_path): """ Cephx keyring files may or may not have white space before some lines. They may have some values in quotes, so a safe way to compare is to e...	[ "def", "_keyring_equivalent", "(", "keyring_one", ",", "keyring_two", ")", ":", "def", "keyring_extract_key", "(", "file_path", ")", ":", "\"\"\"\n Cephx keyring files may or may not have white space before some lines.\n They may have some values in quotes, so a safe way to...	38.454545	0.001153
def _validate_install(self): ''' a method to validate heroku is installed ''' self.printer('Checking heroku installation ... ', flush=True) # import dependencies from os import devnull from subprocess import call, check_output # validate cli installation...	[ "def", "_validate_install", "(", "self", ")", ":", "self", ".", "printer", "(", "'Checking heroku installation ... '", ",", "flush", "=", "True", ")", "# import dependencies\r", "from", "os", "import", "devnull", "from", "subprocess", "import", "call", ",", "check...	32.318182	0.009563
def createClientCertificate(self, name, noPass = True, keyLength = 2048, days = 375): """Create a client certificate """ if not name: raise ValueError('Require name') configPath, keyPath, csrPath, certPath = \ os.path.join(self.basePath, self.FILE_CONFIG), \ ...	[ "def", "createClientCertificate", "(", "self", ",", "name", ",", "noPass", "=", "True", ",", "keyLength", "=", "2048", ",", "days", "=", "375", ")", ":", "if", "not", "name", ":", "raise", "ValueError", "(", "'Require name'", ")", "configPath", ",", "key...	64.44	0.016514
def tokenize_math(text): r"""Prevents math from being tokenized. :param Buffer text: iterator over line, with current position >>> b = Buffer(r'$\min_x$ \command') >>> tokenize_math(b) '$' >>> b = Buffer(r'$$\min_x$$ \command') >>> tokenize_math(b) '$$' """ if text.startswith('...	[ "def", "tokenize_math", "(", "text", ")", ":", "if", "text", ".", "startswith", "(", "'$'", ")", "and", "(", "text", ".", "position", "==", "0", "or", "text", ".", "peek", "(", "-", "1", ")", "!=", "'\\\\'", "or", "text", ".", "endswith", "(", "r...	32.75	0.001855
def set_permissions(obj_name, principal, permissions, access_mode='grant', applies_to=None, obj_type='file', reset_perms=False, protected=None): ''' Set the permissions of ...	[ "def", "set_permissions", "(", "obj_name", ",", "principal", ",", "permissions", ",", "access_mode", "=", "'grant'", ",", "applies_to", "=", "None", ",", "obj_type", "=", "'file'", ",", "reset_perms", "=", "False", ",", "protected", "=", "None", ")", ":", ...	33.807229	0.000693
def getGenericInterface(interfaceVersion): """ Returns the interface of the specified version. This method must be called after VR_Init. The pointer returned is valid until VR_Shutdown is called. """ error = EVRInitError() result = _openvr.VR_GetGenericInterface(interfaceVersion, byref(erro...	[ "def", "getGenericInterface", "(", "interfaceVersion", ")", ":", "error", "=", "EVRInitError", "(", ")", "result", "=", "_openvr", ".", "VR_GetGenericInterface", "(", "interfaceVersion", ",", "byref", "(", "error", ")", ")", "_checkInitError", "(", "error", ".",...	40.666667	0.008021
def mapping_fields(mapping, parent=[]): """ reads an elasticsearh mapping dictionary and returns a list of fields cojoined with a dot notation args: obj: the dictionary to parse parent: name for a parent key. used with a recursive call """ rtn_obj = {} for key, val...	[ "def", "mapping_fields", "(", "mapping", ",", "parent", "=", "[", "]", ")", ":", "rtn_obj", "=", "{", "}", "for", "key", ",", "value", "in", "mapping", ".", "items", "(", ")", ":", "new_key", "=", "parent", "+", "[", "key", "]", "new_key", "=", "...	37.714286	0.002463
async def smap(source, func, *more_sources): """Apply a given function to the elements of one or several asynchronous sequences. Each element is used as a positional argument, using the same order as their respective sources. The generation continues until the shortest sequence is exhausted. The fu...	[ "async", "def", "smap", "(", "source", ",", "func", ",", "", "more_sources", ")", ":", "if", "more_sources", ":", "source", "=", "zip", "(", "source", ",", "", "more_sources", ")", "async", "with", "streamcontext", "(", "source", ")", "as", "streamer",...	42.6875	0.001433
def bias_field_correction( fmr, fimout = '', outpath = '', fcomment = '_N4bias', executable = '', exe_options = [], sitk_image_mask = True, verbose = False,): ''' Correct for bias field in MR image(s) given in <fmr> as a string (single file) o...	[ "def", "bias_field_correction", "(", "fmr", ",", "fimout", "=", "''", ",", "outpath", "=", "''", ",", "fcomment", "=", "'_N4bias'", ",", "executable", "=", "''", ",", "exe_options", "=", "[", "]", ",", "sitk_image_mask", "=", "True", ",", "verbose", "=",...	34.380682	0.014456
def run(self): """Run the test batch """ self.info_log("The test batch is ready.") self.executed_tests = [] for test in self.tests: localhost_instance = LocalhostInstance( runner=self, browser_config=self.browser_config, ...	[ "def", "run", "(", "self", ")", ":", "self", ".", "info_log", "(", "\"The test batch is ready.\"", ")", "self", ".", "executed_tests", "=", "[", "]", "for", "test", "in", "self", ".", "tests", ":", "localhost_instance", "=", "LocalhostInstance", "(", "runner...	31.138889	0.00173
def write_error(self, status_code, **kwargs): ''' :param status_code: :param kwargs: :return: ''' if "exc_info" in kwargs: exc_info = kwargs["exc_info"] error = exc_info[1] errormessage = "%s: %s" % (status_code, error) self.render("error.html", errormessage=errormessage...	[ "def", "write_error", "(", "self", ",", "status_code", ",", "", "", "kwargs", ")", ":", "if", "\"exc_info\"", "in", "kwargs", ":", "exc_info", "=", "kwargs", "[", "\"exc_info\"", "]", "error", "=", "exc_info", "[", "1", "]", "errormessage", "=", "\"%s:...	27.866667	0.016204
def _embedding_classical_mds(matrix, dimensions=3, additive_correct=False): """ Private method to calculate CMDS embedding :param dimensions: (int) :return: coordinate matrix (np.array) """ if additive_correct: dbc = double_centre(_additive_correct(matrix)) else: dbc = double...	[ "def", "_embedding_classical_mds", "(", "matrix", ",", "dimensions", "=", "3", ",", "additive_correct", "=", "False", ")", ":", "if", "additive_correct", ":", "dbc", "=", "double_centre", "(", "_additive_correct", "(", "matrix", ")", ")", "else", ":", "dbc", ...	33.333333	0.001946
def duration_outside_nwh( self, starttime: datetime.time = datetime.time(NORMAL_DAY_START_H), endtime: datetime.time = datetime.time(NORMAL_DAY_END_H), weekdays_only: bool = False, weekends_only: bool = False) -> datetime.timedelta: """ Returns...	[ "def", "duration_outside_nwh", "(", "self", ",", "starttime", ":", "datetime", ".", "time", "=", "datetime", ".", "time", "(", "NORMAL_DAY_START_H", ")", ",", "endtime", ":", "datetime", ".", "time", "=", "datetime", ".", "time", "(", "NORMAL_DAY_END_H", ")"...	43.725	0.001119
def GetAmi(ec2, ami_spec): """ Get the boto ami object given a AmiSpecification object. """ images = ec2.get_all_images(owners=[ami_spec.owner_id] ) requested_image = None for image in images: if image.name == ami_spec.ami_name: requested_image = image break return requested_i...	[ "def", "GetAmi", "(", "ec2", ",", "ami_spec", ")", ":", "images", "=", "ec2", ".", "get_all_images", "(", "owners", "=", "[", "ami_spec", ".", "owner_id", "]", ")", "requested_image", "=", "None", "for", "image", "in", "images", ":", "if", "image", "."...	35.111111	0.012346
def home_timeline(self, delegate, params={}, extra_args=None): """Get updates from friends. Calls the delgate once for each status object received.""" return self.__get('/statuses/home_timeline.xml', delegate, params, txml.Statuses, extra_args=extra_args)	[ "def", "home_timeline", "(", "self", ",", "delegate", ",", "params", "=", "{", "}", ",", "extra_args", "=", "None", ")", ":", "return", "self", ".", "__get", "(", "'/statuses/home_timeline.xml'", ",", "delegate", ",", "params", ",", "txml", ".", "Statuses"...	47.833333	0.010274
def IsDefault(self): """Determines if the data stream is the default data stream. Returns: bool: True if the data stream is the default data stream, false if not. """ if not self._tsk_attribute or not self._file_system: return True if self._file_system.IsHFS(): attribute_type = g...	[ "def", "IsDefault", "(", "self", ")", ":", "if", "not", "self", ".", "_tsk_attribute", "or", "not", "self", ".", "_file_system", ":", "return", "True", "if", "self", ".", "_file_system", ".", "IsHFS", "(", ")", ":", "attribute_type", "=", "getattr", "(",...	30.5	0.010601
def _on_error_page_write_error(self, status_code, **kwargs): """Replaces the default Tornado error page with a Django-styled one""" if oz.settings.get('debug'): exception_type, exception_value, tback = sys.exc_info() is_breakpoint = isinstance(exception_value, oz.error_pages.Deb...	[ "def", "_on_error_page_write_error", "(", "self", ",", "status_code", ",", "", "", "kwargs", ")", ":", "if", "oz", ".", "settings", ".", "get", "(", "'debug'", ")", ":", "exception_type", ",", "exception_value", ",", "tback", "=", "sys", ".", "exc_info",...	41	0.012325
def run(self): """ Process all incoming packets, until `stop()` is called. Intended to run in its own thread. """ sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) sock.bind(self._addr) sock.settimeout(self._timeout) with closing(sock): w...	[ "def", "run", "(", "self", ")", ":", "sock", "=", "socket", ".", "socket", "(", "socket", ".", "AF_INET", ",", "socket", ".", "SOCK_DGRAM", ")", "sock", ".", "bind", "(", "self", ".", "_addr", ")", "sock", ".", "settimeout", "(", "self", ".", "_tim...	41.083333	0.001982
async def process_feed(self, url, send_mentions=True): """ process a feed """ self._feed_domains.add(utils.get_domain(url)) if url in self._processed_feeds: LOGGER.debug("Skipping already processed feed %s", url) return self._processed_feeds.add(url) LO...	[ "async", "def", "process_feed", "(", "self", ",", "url", ",", "send_mentions", "=", "True", ")", ":", "self", ".", "_feed_domains", ".", "add", "(", "utils", ".", "get_domain", "(", "url", ")", ")", "if", "url", "in", "self", ".", "_processed_feeds", "...	38.40625	0.00238
def resolve_from_dictionary(dictionary, key_list, default_value=None): """Take value from a given key list from dictionary. Example: given dictionary d, key_list = ['foo', 'bar'], it will try to resolve d['foo']['bar']. If not possible, return default_value. :param dictionary: A dictionary to reso...	[ "def", "resolve_from_dictionary", "(", "dictionary", ",", "key_list", ",", "default_value", "=", "None", ")", ":", "try", ":", "current_value", "=", "dictionary", "key_list", "=", "key_list", "if", "isinstance", "(", "key_list", ",", "list", ")", "else", "[", ...	30.142857	0.001148
def value_interval(ol,value): ''' ol = [0, 4, 6, 8, 10, 14] value_interval(ol,-1) value_interval(ol,1) value_interval(ol,2) value_interval(ol,3) value_interval(ol,4) value_interval(ol,9) value_interval(ol,14) value_interval(ol,17) ''' s...	[ "def", "value_interval", "(", "ol", ",", "value", ")", ":", "si", ",", "ei", "=", "where", "(", "ol", ",", "value", ")", "if", "(", "si", "==", "None", ")", ":", "sv", "=", "None", "else", ":", "sv", "=", "ol", "[", "si", "]", "if", "(", "e...	21.681818	0.014056
def _get_flow_for_token(csrf_token, request): """ Looks up the flow in session to recover information about requested scopes. Args: csrf_token: The token passed in the callback request that should match the one previously generated and stored in the request on the initial au...	[ "def", "_get_flow_for_token", "(", "csrf_token", ",", "request", ")", ":", "flow_pickle", "=", "request", ".", "session", ".", "get", "(", "_FLOW_KEY", ".", "format", "(", "csrf_token", ")", ",", "None", ")", "return", "None", "if", "flow_pickle", "is", "N...	38.933333	0.001672
def serialize(self, compact=False): """Serializes the object into a JWE token. :param compact(boolean): if True generates the compact representation, otherwise generates a standard JSON format. :raises InvalidJWEOperation: if the object cannot serialized with the compact repr...	[ "def", "serialize", "(", "self", ",", "compact", "=", "False", ")", ":", "if", "'ciphertext'", "not", "in", "self", ".", "objects", ":", "raise", "InvalidJWEOperation", "(", "\"No available ciphertext\"", ")", "if", "compact", ":", "for", "invalid", "in", "'...	47.404762	0.000492
def _reset_state(self): """Reset state about the previous query in preparation for running another query""" self._uuid = None self._columns = None self._rownumber = 0 # Internal helper state self._state = self._STATE_NONE self._data = None self._columns = ...	[ "def", "_reset_state", "(", "self", ")", ":", "self", ".", "_uuid", "=", "None", "self", ".", "_columns", "=", "None", "self", ".", "_rownumber", "=", "0", "# Internal helper state", "self", ".", "_state", "=", "self", ".", "_STATE_NONE", "self", ".", "_...	35.111111	0.009259
def _get_exchanged_states(self, old_states, exchange_proposed, exchange_proposed_n, sampled_replica_states, sampled_replica_results): """Get list of TensorArrays holding exchanged states, and zeros.""" with tf.compat.v1.name_scope('get_exchanged_states'): ...	[ "def", "_get_exchanged_states", "(", "self", ",", "old_states", ",", "exchange_proposed", ",", "exchange_proposed_n", ",", "sampled_replica_states", ",", "sampled_replica_results", ")", ":", "with", "tf", ".", "compat", ".", "v1", ".", "name_scope", "(", "'get_excha...	45.15	0.008941
def floordiv(x, y, context=None): """ Return the floor of ``x`` divided by ``y``. The result is a ``BigFloat`` instance, rounded to the context if necessary. Special cases match those of the ``div`` function. """ return _apply_function_in_current_context( BigFloat, mpfr_fl...	[ "def", "floordiv", "(", "x", ",", "y", ",", "context", "=", "None", ")", ":", "return", "_apply_function_in_current_context", "(", "BigFloat", ",", "mpfr_floordiv", ",", "(", "BigFloat", ".", "_implicit_convert", "(", "x", ")", ",", "BigFloat", ".", "_implic...	24.444444	0.002188
def move_to(self, x, y, pre_dl=None, post_dl=None): """Move mouse to (x, y) 中文文档移动鼠标到 (x, y) 的坐标处。 """ self.delay(pre_dl) self.m.move(x, y) self.delay(post_dl)	[ "def", "move_to", "(", "self", ",", "x", ",", "y", ",", "pre_dl", "=", "None", ",", "post_dl", "=", "None", ")", ":", "self", ".", "delay", "(", "pre_dl", ")", "self", ".", "m", ".", "move", "(", "x", ",", "y", ")", "self", ".", "delay", "(",...	21.3	0.009009
def _calculate_unpack_filter(cls, includes=None, excludes=None, spec=None): """Take regex patterns and return a filter function. :param list includes: List of include patterns to pass to _file_filter. :param list excludes: List of exclude patterns to pass to _file_filter. """ include_patterns = cls...	[ "def", "_calculate_unpack_filter", "(", "cls", ",", "includes", "=", "None", ",", "excludes", "=", "None", ",", "spec", "=", "None", ")", ":", "include_patterns", "=", "cls", ".", "compile_patterns", "(", "includes", "or", "[", "]", ",", "field_name", "=",...	56	0.001033
def delete(self, bucket, key, extra_args=None, subscribers=None): """Delete an S3 object. :type bucket: str :param bucket: The name of the bucket. :type key: str :param key: The name of the S3 object to delete. :type extra_args: dict :param extra_args: Extra ar...	[ "def", "delete", "(", "self", ",", "bucket", ",", "key", ",", "extra_args", "=", "None", ",", "subscribers", "=", "None", ")", ":", "if", "extra_args", "is", "None", ":", "extra_args", "=", "{", "}", "if", "subscribers", "is", "None", ":", "subscribers...	35.0625	0.001735
def do_macro(parser, token): """ the function taking the parsed tag and returning a DefineMacroNode object. """ try: bits = token.split_contents() tag_name, macro_name, arguments = bits[0], bits[1], bits[2:] except IndexError: raise template.TemplateSyntaxError( "...	[ "def", "do_macro", "(", "parser", ",", "token", ")", ":", "try", ":", "bits", "=", "token", ".", "split_contents", "(", ")", "tag_name", ",", "macro_name", ",", "arguments", "=", "bits", "[", "0", "]", ",", "bits", "[", "1", "]", ",", "bits", "[", ...	34.540984	0.000461
def _list_records_internal(self, rtype=None, name=None, content=None, identifier=None): """ Filter and list DNS entries of domain zone on Easyname. Easyname shows each entry in a HTML table row and each attribute on a table column. Args: [rtype] (str): Filter by DNS rt...	[ "def", "_list_records_internal", "(", "self", ",", "rtype", "=", "None", ",", "name", "=", "None", ",", "content", "=", "None", ",", "identifier", "=", "None", ")", ":", "name", "=", "self", ".", "_full_name", "(", "name", ")", "if", "name", "is", "n...	43.440678	0.001526
def assert_is_valid_key(key): """ Raise KeyError if a given config key violates any requirements. The requirements are the following and can be individually deactivated in ``sacred.SETTINGS.CONFIG_KEYS``: * ENFORCE_MONGO_COMPATIBLE (default: True): make sure the keys don't contain a '.' o...	[ "def", "assert_is_valid_key", "(", "key", ")", ":", "if", "SETTINGS", ".", "CONFIG", ".", "ENFORCE_KEYS_MONGO_COMPATIBLE", "and", "(", "isinstance", "(", "key", ",", "basestring", ")", "and", "(", "'.'", "in", "key", "or", "key", "[", "0", "]", "==", "'$...	41.90566	0.00044
def validate_utf8(alleged_utf8, error = None) : "alleged_utf8 must be null-terminated bytes." error, my_error = _get_error(error) result = dbus.dbus_validate_utf8(alleged_utf8, error._dbobj) != 0 my_error.raise_if_set() return \ result	[ "def", "validate_utf8", "(", "alleged_utf8", ",", "error", "=", "None", ")", ":", "error", ",", "my_error", "=", "_get_error", "(", "error", ")", "result", "=", "dbus", ".", "dbus_validate_utf8", "(", "alleged_utf8", ",", "error", ".", "_dbobj", ")", "!=",...	36.714286	0.015209
def verify_image_checksum(image_location, expected_checksum): """Verifies checksum (md5) of image file against the expected one. This method generates the checksum of the image file on the fly and verifies it against the expected checksum provided as argument. :param image_location: location of image ...	[ "def", "verify_image_checksum", "(", "image_location", ",", "expected_checksum", ")", ":", "try", ":", "with", "open", "(", "image_location", ",", "'rb'", ")", "as", "fd", ":", "actual_checksum", "=", "hash_file", "(", "fd", ")", "except", "IOError", "as", "...	48.115385	0.000784
def fit(self, X): """ Apply KMeans Clustering X: dataset with feature vectors """ self.centers_, self.labels_, self.sse_arr_, self.n_iter_ = \ _kmeans(X, self.n_clusters, self.max_iter, self.n_trials, self.tol)	[ "def", "fit", "(", "self", ",", "X", ")", ":", "self", ".", "centers_", ",", "self", ".", "labels_", ",", "self", ".", "sse_arr_", ",", "self", ".", "n_iter_", "=", "_kmeans", "(", "X", ",", "self", ".", "n_clusters", ",", "self", ".", "max_iter", ...	42.833333	0.015267
def get_url(self, environ): """Return the base URL.""" if self.override_url: url = self.override_url else: # PEP333: wsgi.url_scheme, HTTP_HOST, SERVER_NAME, and SERVER_PORT # can be used to reconstruct a request's complete URL # Much of the follo...	[ "def", "get_url", "(", "self", ",", "environ", ")", ":", "if", "self", ".", "override_url", ":", "url", "=", "self", ".", "override_url", "else", ":", "# PEP333: wsgi.url_scheme, HTTP_HOST, SERVER_NAME, and SERVER_PORT", "# can be used to reconstruct a request's complete UR...	43.909091	0.002026
def get_state(self, **kwargs): "Return the minimal state for export." state = {'x_cls':self.x.__class__, 'x_proc':self.x.processor, 'y_cls':self.y.__class__, 'y_proc':self.y.processor, 'tfms':self.tfms, 'tfm_y':self.tfm_y, 'tfmargs':self.tfmargs} if hasattr(self...	[ "def", "get_state", "(", "self", ",", "", "", "kwargs", ")", ":", "state", "=", "{", "'x_cls'", ":", "self", ".", "x", ".", "__class__", ",", "'x_proc'", ":", "self", ".", "x", ".", "processor", ",", "'y_cls'", ":", "self", ".", "y", ".", "__cl...	58.875	0.025105
def plot_eq(fignum, DIblock, s): """ plots directions on eqarea projection Parameters __________ fignum : matplotlib figure number DIblock : nested list of dec/inc pairs s : specimen name """ # make the stereonet plt.figure(num=fignum) if len(DIblock) < 1: return # pl...	[ "def", "plot_eq", "(", "fignum", ",", "DIblock", ",", "s", ")", ":", "# make the stereonet", "plt", ".", "figure", "(", "num", "=", "fignum", ")", "if", "len", "(", "DIblock", ")", "<", "1", ":", "return", "# plt.clf()", "if", "not", "isServer", ":", ...	22.166667	0.001802
def maxCtxFont(font): """Calculate the usMaxContext value for an entire font.""" maxCtx = 0 for tag in ('GSUB', 'GPOS'): if tag not in font: continue table = font[tag].table if table.LookupList is None: continue for lookup in table.LookupList.Lookup: ...	[ "def", "maxCtxFont", "(", "font", ")", ":", "maxCtx", "=", "0", "for", "tag", "in", "(", "'GSUB'", ",", "'GPOS'", ")", ":", "if", "tag", "not", "in", "font", ":", "continue", "table", "=", "font", "[", "tag", "]", ".", "table", "if", "table", "."...	31.357143	0.002212
def addMonitor(self, monitor): """ Subscribe to SingleLayer2DExperiment events. @param monitor (SingleLayer2DExperimentMonitor) An object that implements a set of monitor methods @return (object) An opaque object that can be used to refer to this monitor. """ token = self.nextMonitorT...	[ "def", "addMonitor", "(", "self", ",", "monitor", ")", ":", "token", "=", "self", ".", "nextMonitorToken", "self", ".", "nextMonitorToken", "+=", "1", "self", ".", "monitors", "[", "token", "]", "=", "monitor", "return", "token" ]	23.117647	0.002445
def value_from_object(self, obj): """Return value dumped to string.""" val = super(JSONField, self).value_from_object(obj) return self.get_prep_value(val)	[ "def", "value_from_object", "(", "self", ",", "obj", ")", ":", "val", "=", "super", "(", "JSONField", ",", "self", ")", ".", "value_from_object", "(", "obj", ")", "return", "self", ".", "get_prep_value", "(", "val", ")" ]	43.75	0.011236
def static(self, root, path, media_type=None, charset='UTF-8'): """Send content of a static file as response. The path to the document root directory should be specified as the root argument. This is very important to prevent directory traversal attack. This method guarantees that only ...	[ "def", "static", "(", "self", ",", "root", ",", "path", ",", "media_type", "=", "None", ",", "charset", "=", "'UTF-8'", ")", ":", "root", "=", "os", ".", "path", ".", "abspath", "(", "os", ".", "path", ".", "join", "(", "root", ",", "''", ")", ...	41.895833	0.000972
def stop(self): """Stop the progress bar.""" if self._progressing: self._progressing = False self._thread.join()	[ "def", "stop", "(", "self", ")", ":", "if", "self", ".", "_progressing", ":", "self", ".", "_progressing", "=", "False", "self", ".", "_thread", ".", "join", "(", ")" ]	29.6	0.013158
def execute(self, requests, resp_generator, args, *kwargs): ''' Calls the resp_generator for all the requests in sequential order. ''' return [resp_generator(request) for request in requests]	[ "def", "execute", "(", "self", ",", "requests", ",", "resp_generator", ",", "", "args", ",", "", "*", "kwargs", ")", ":", "return", "[", "resp_generator", "(", "request", ")", "for", "request", "in", "requests", "]" ]	45	0.008734
def add_ops(op_classes): """Decorator to add default implementation of ops.""" def f(cls): for op_attr_name, op_class in op_classes.items(): ops = getattr(cls, '{name}_ops'.format(name=op_attr_name)) ops_map = getattr(cls, '{name}_op_nodes_map'.format( name=op_att...	[ "def", "add_ops", "(", "op_classes", ")", ":", "def", "f", "(", "cls", ")", ":", "for", "op_attr_name", ",", "op_class", "in", "op_classes", ".", "items", "(", ")", ":", "ops", "=", "getattr", "(", "cls", ",", "'{name}_ops'", ".", "format", "(", "nam...	41.785714	0.001672
def new_stats_exporter(options=None, interval=None): """Get a stats exporter and running transport thread. Create a new `StackdriverStatsExporter` with the given options and start periodically exporting stats to stackdriver in the background. Fall back to default auth if `options` is null. This will r...	[ "def", "new_stats_exporter", "(", "options", "=", "None", ",", "interval", "=", "None", ")", ":", "if", "options", "is", "None", ":", "_", ",", "project_id", "=", "google", ".", "auth", ".", "default", "(", ")", "options", "=", "Options", "(", "project...	37.852941	0.000758
def unpack(self, key, value): """Unpack and return value only if it is fresh.""" value, freshness = value if not self.is_fresh(freshness): raise KeyError('{} (stale)'.format(key)) return value	[ "def", "unpack", "(", "self", ",", "key", ",", "value", ")", ":", "value", ",", "freshness", "=", "value", "if", "not", "self", ".", "is_fresh", "(", "freshness", ")", ":", "raise", "KeyError", "(", "'{} (stale)'", ".", "format", "(", "key", ")", ")"...	38.5	0.008475
def _confidence(matches, ext=None): """ Rough confidence based on string length and file extension""" results = [] for match in matches: con = (0.8 if len(match.extension) > 9 else float("0.{0}".format(len(match.extension)))) if ext == match.extension: con = 0.9 ...	[ "def", "_confidence", "(", "matches", ",", "ext", "=", "None", ")", ":", "results", "=", "[", "]", "for", "match", "in", "matches", ":", "con", "=", "(", "0.8", "if", "len", "(", "match", ".", "extension", ")", ">", "9", "else", "float", "(", "\"...	42.909091	0.002075
def _einsum_helper(input_shapes, output_shape, mesh_impl): """Returns slicewise function and reduced mesh dimensions. Assumes the output shape contains no new dimensions. Args: input_shapes: a list of Shapes output_shape: a Shape mesh_impl: a MeshImpl Returns: einsum_slice_fn: a function from ...	[ "def", "_einsum_helper", "(", "input_shapes", ",", "output_shape", ",", "mesh_impl", ")", ":", "input_shape_union", "=", "_shape_union", "(", "input_shapes", ")", "total_num_dims", "=", "input_shape_union", ".", "ndims", "# list of input shapes that contain all dimensions."...	40.65	0.00961
def render_field(parser, token): """ Render a form field using given attribute-value pairs Takes form field as first argument and list of attribute-value pairs for all other arguments. Attribute-value pairs should be in the form of attribute=value or attribute="a value" for assignment and attribut...	[ "def", "render_field", "(", "parser", ",", "token", ")", ":", "error_msg", "=", "'%r tag requires a form field followed by a list of attributes and values in the form attr=\"value\"'", "%", "token", ".", "split_contents", "(", ")", "[", "0", "]", "try", ":", "bits", "="...	36.257143	0.001535
def shell_command(): """Runs an interactive Python shell in the context of a given Flask application. The application will populate the default namespace of this shell according to its configuration. This is useful for executing small snippets of management code without having to manually configur...	[ "def", "shell_command", "(", ")", ":", "from", "flask", ".", "globals", "import", "_app_ctx_stack", "from", "ptpython", ".", "repl", "import", "embed", "app", "=", "_app_ctx_stack", ".", "top", ".", "app", "ctx", "=", "{", "}", "# Support the regular Python in...	33.083333	0.001224
def extractall(path, to=None): """Extract archive file. Parameters ---------- path: str Path of archive file to be extracted. to: str, optional Directory to which the archive file will be extracted. If None, it will be set to the parent directory of the archive file. """...	[ "def", "extractall", "(", "path", ",", "to", "=", "None", ")", ":", "if", "to", "is", "None", ":", "to", "=", "osp", ".", "dirname", "(", "path", ")", "if", "path", ".", "endswith", "(", "'.zip'", ")", ":", "opener", ",", "mode", "=", "zipfile", ...	28.97619	0.000795
def backprop(self, args): """ Computes error and wed for back propagation of error. """ retval = self.compute_error(args) if self.learning: self.compute_wed() return retval	[ "def", "backprop", "(", "self", ",", "", "", "args", ")", ":", "retval", "=", "self", ".", "compute_error", "(", "", "", "args", ")", "if", "self", ".", "learning", ":", "self", ".", "compute_wed", "(", ")", "return", "retval" ]	28.625	0.008475
def PyplotHistogram(): """ ============================================================= Demo of the histogram (hist) function with multiple data sets ============================================================= Plot histogram with multiple sample sets and demonstrate: * Use of legend wit...	[ "def", "PyplotHistogram", "(", ")", ":", "import", "numpy", "as", "np", "import", "matplotlib", ".", "pyplot", "as", "plt", "np", ".", "random", ".", "seed", "(", "0", ")", "n_bins", "=", "10", "x", "=", "np", ".", "random", ".", "randn", "(", "100...	31.875	0.000634
def get_dependencies_from_cache(ireq): """Retrieves dependencies for the given install requirement from the dependency cache. :param ireq: A single InstallRequirement :type ireq: :class:`~pip._internal.req.req_install.InstallRequirement` :return: A set of dependency lines for generating new InstallRequ...	[ "def", "get_dependencies_from_cache", "(", "ireq", ")", ":", "if", "ireq", ".", "editable", "or", "not", "is_pinned_requirement", "(", "ireq", ")", ":", "return", "if", "ireq", "not", "in", "DEPENDENCY_CACHE", ":", "return", "cached", "=", "set", "(", "DEPEN...	35.8	0.001554
def alias_name(): """ Returns list of alias name by query paramaters --- tags: - Query functions parameters: - name: alias_name in: query type: string required: false description: 'Other names used to refer to a gene' default: 'peptidase nexin-...	[ "def", "alias_name", "(", ")", ":", "allowed_str_args", "=", "[", "'alias_name'", ",", "'hgnc_symbol'", ",", "'hgnc_identifier'", "]", "allowed_int_args", "=", "[", "'limit'", ",", "]", "allowed_bool_args", "=", "[", "'is_previous_name'", ",", "]", "args", "=", ...	21.220339	0.000763
def create_model(modelfunc, fname='', listw=[], outfname='', limit=int(3e6), min_pwlen=6, topk=10000, sep=r'\s+'): """:modelfunc: is a function that takes a word and returns its splits. for ngram model this function returns all the ngrams of a word, for PCFG it will return splits of the pa...	[ "def", "create_model", "(", "modelfunc", ",", "fname", "=", "''", ",", "listw", "=", "[", "]", ",", "outfname", "=", "''", ",", "limit", "=", "int", "(", "3e6", ")", ",", "min_pwlen", "=", "6", ",", "topk", "=", "10000", ",", "sep", "=", "r'\\s+'...	36.175439	0.001416
def dataReceived(self, data): """Data received, react to it and respond if needed. """ # print "receiver dataReceived: <%s>" % data msg = stomper.unpack_frame(data) returned = self.sm.react(msg) # print "receiver returned <%s>" % returned ...	[ "def", "dataReceived", "(", "self", ",", "data", ")", ":", "# print \"receiver dataReceived: <%s>\" % data", "msg", "=", "stomper", ".", "unpack_frame", "(", "data", ")", "returned", "=", "self", ".", "sm", ".", "react", "(", "msg", ")", "# print \...	28	0.013298
def find_best_rsquared(list_of_fits): """Return the best fit, based on rsquared""" res = sorted(list_of_fits, key=lambda x: x.rsquared) return res[-1]	[ "def", "find_best_rsquared", "(", "list_of_fits", ")", ":", "res", "=", "sorted", "(", "list_of_fits", ",", "key", "=", "lambda", "x", ":", "x", ".", "rsquared", ")", "return", "res", "[", "-", "1", "]" ]	42.75	0.011494
def get_compiler_flags(): """Set fortran flags depending on the compiler.""" compiler = get_default_fcompiler() if compiler == 'absoft': flags = ['-m64', '-O3', '-YEXT_NAMES=LCS', '-YEXT_SFX=_', '-fpic', '-speed_math=10'] elif compiler == 'gnu95': flags = ['-m64', '-fPIC...	[ "def", "get_compiler_flags", "(", ")", ":", "compiler", "=", "get_default_fcompiler", "(", ")", "if", "compiler", "==", "'absoft'", ":", "flags", "=", "[", "'-m64'", ",", "'-O3'", ",", "'-YEXT_NAMES=LCS'", ",", "'-YEXT_SFX=_'", ",", "'-fpic'", ",", "'-speed_ma...	35.529412	0.001613
def __save_plots_of_the_current_page(self, section, page, output_path): """This method saves plots in the appropriate section folder. As a consequence two plots cannot have the same name within the same section.""" for key in self.sections[section].pages[page].elements.keys(): ...	[ "def", "__save_plots_of_the_current_page", "(", "self", ",", "section", ",", "page", ",", "output_path", ")", ":", "for", "key", "in", "self", ".", "sections", "[", "section", "]", ".", "pages", "[", "page", "]", ".", "elements", ".", "keys", "(", ")", ...	49.15	0.01996
def process_config(raw_path, cache_dir, cache_file, **kwargs): """ Read a build configuration and create it, storing the result in a build cache. Arguments raw_path -- path to a build configuration cache_dir -- the directory where cache should be written cache_file -- The filename to write ...	[ "def", "process_config", "(", "raw_path", ",", "cache_dir", ",", "cache_file", ",", "", "", "kwargs", ")", ":", "config", "=", "_create_cache", "(", "raw_path", ",", "cache_dir", ",", "cache_file", ")", "for", "modifier", "in", "_CONFIG_MODIFIERS", ":", "m...	36.26087	0.001168
def UpdateFlow(self, client_id, flow_id, flow_obj=db.Database.unchanged, flow_state=db.Database.unchanged, client_crash_info=db.Database.unchanged, pending_termination=db.Database.unchanged, processing...	[ "def", "UpdateFlow", "(", "self", ",", "client_id", ",", "flow_id", ",", "flow_obj", "=", "db", ".", "Database", ".", "unchanged", ",", "flow_state", "=", "db", ".", "Database", ".", "unchanged", ",", "client_crash_info", "=", "db", ".", "Database", ".", ...	39.852941	0.014409
def save_point(self) -> str: """ Indexes the measured data with the current point as a key and saves the current position once the 'Enter' key is pressed to the 'actual points' vector. """ if self._current_mount is left: msg = self.save_mount_offset() ...	[ "def", "save_point", "(", "self", ")", "->", "str", ":", "if", "self", ".", "_current_mount", "is", "left", ":", "msg", "=", "self", ".", "save_mount_offset", "(", ")", "self", ".", "_current_mount", "=", "right", "elif", "self", ".", "_current_mount", "...	41.5	0.002356

def parse_extended_entities(extended_entities_dict): """Parse media file URL:s form tweet data :extended_entities_dict: :returns: list of media file urls """ urls = [] if "media" in extended_entities_dict.keys(): for item in extended_entities_dict["media"]: # add static i...

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def escape(s, quote=False): """Replace special characters "&", "<" and ">" to HTML-safe sequences. If the optional flag `quote` is `True`, the quotation mark character is also translated. There is a special handling for `None` which escapes to an empty string. :param s: the string to escape. ...

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def normalize(dt, tz=UTC): """ Convert date or datetime to datetime with timezone. :param dt: date to normalize :param tz: the normalized date's timezone :return: date as datetime with timezone """ if type(dt) is date: dt = dt + relativedelta(hour=0) elif type(dt) is datetime: ...

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def catsimPopulation(tag, mc_source_id_start=1, n=5000, n_chunk=100, config='simulate_population.yaml'): """ n = Number of satellites to simulation n_chunk = Number of satellites in a file chunk """ assert mc_source_id_start >= 1, "Starting mc_source_id must be >= 1" assert n % n_chunk == 0, "...

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def update(self, z, R=None, hx_args=()): """ Update the CKF with the given measurements. On return, self.x and self.P contain the new mean and covariance of the filter. Parameters ---------- z : numpy.array of shape (dim_z) measurement vector R : numpy.arra...

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def addToLayout(self, analysis, position=None): """ Adds the analysis passed in to the worksheet's layout """ # TODO Redux layout = self.getLayout() container_uid = self.get_container_for(analysis) if IRequestAnalysis.providedBy(analysis) and \ not IDuplic...

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def add_all(self, statements, parameters): """ Adds a sequence of :class:`.Statement` objects and a matching sequence of parameters to the batch. Statement and parameter sequences must be of equal length or one will be truncated. :const:`None` can be used in the parameters position where...

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def upgrade(): """Upgrade database.""" current_date = datetime.utcnow() # Add 'created' and 'updated' columns to RemoteAccount _add_created_updated_columns('oauthclient_remoteaccount', current_date) # Add 'created' and 'updated' columns to RemoteToken _add_created_updated_columns('oauthclient_...

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def has_mixture_channel(val: Any) -> bool: """Returns whether the value has a mixture channel representation. In contrast to `has_mixture` this method falls back to checking whether the value has a unitary representation via `has_channel`. Returns: If `val` has a `_has_mixture_` method and its...

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def pie(n_labels=5,mode=None): """ Returns a DataFrame with the required format for a pie plot Parameters: ----------- n_labels : int Number of labels mode : string Format for each item 'abc' for alphabet columns 'stocks' for random stock names """ return pd.DataFrame({'values':np.random.ra...

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def com_google_fonts_check_usweightclass(font, ttFont, style): """Checking OS/2 usWeightClass.""" from fontbakery.profiles.shared_conditions import is_ttf weight_name, expected_value = expected_os2_weight(style) value = ttFont['OS/2'].usWeightClass if value != expected_value: if is_ttf(ttFont) and \ ...

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def plotAllSweeps(abfFile): """simple example how to load an ABF file and plot every sweep.""" r = io.AxonIO(filename=abfFile) bl = r.read_block(lazy=False, cascade=True) print(abfFile+"\nplotting %d sweeps..."%len(bl.segments)) plt.figure(figsize=(12,10)) plt.title(abfFile) for sweep i...

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def start_blocking(self): """ Start the advertiser in the background, but wait until it is ready """ self._cav_started.clear() self.start() self._cav_started.wait()

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def _handle_job_set(function): """A decorator for handling `taskhandle.JobSet`\s A decorator for handling `taskhandle.JobSet`\s for `do` and `undo` methods of `Change`\s. """ def call(self, job_set=taskhandle.NullJobSet()): job_set.started_job(str(self)) function(self) job_s...

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def unfreeze(self, names=None): """ unfreeze module, if names is not None, unfreeze layers that match given names :param names: an array of layer names :return: """ callBigDlFunc(self.bigdl_type, "unFreeze", self.value, names) return self

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def parse_psimitab(content, fmt='tab27'): """https://code.google.com/archive/p/psimi/wikis/PsimiTab27Format.wiki """ columns = [ 'Unique identifier for interactor A', 'Unique identifier for interactor B', 'Alternative identifier for interactor A', 'Alternative identifier for ...

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def wkt_to_rectangle(extent): """Compute the rectangle from a WKT string. It returns None if the extent is not valid WKT rectangle. :param extent: The extent. :type extent: basestring :return: The rectangle or None if it is not a valid WKT rectangle. :rtype: QgsRectangle """ geometry ...

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def purge_tokens(self, input_token_attrs=None): """ Removes all specified token_attrs that exist in instance.token_attrs :param token_attrs: list(str), list of string values of tokens to remove. If None, removes all """ if input_token_attrs is None: remove_attrs = s...

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def generate_diary(self): """ extracts event information from core tables into diary files """ print('Generate diary files from Event rows only') for r in self.table: print(str(type(r)) + ' = ', r)

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def _cos_to_angle(result, deriv, sign=1): """Convert a cosine and its derivatives to an angle and its derivatives""" v = np.arccos(np.clip(result[0], -1, 1)) if deriv == 0: return v*sign, if abs(result[0]) >= 1: factor1 = 0 else: factor1 = -1.0/np.sqrt(1-result[0]**2) d =...

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def add_projection(query_proto, *projection): """Add projection properties to the given datatstore.Query proto message.""" for p in projection: proto = query_proto.projection.add() proto.property.name = p

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def is_class(data): """ checks that the data (which is a string, buffer, or a stream supporting the read method) has the magic numbers indicating it is a Java class file. Returns False if the magic numbers do not match, or for any errors. """ try: with unpack(data) as up: ...

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def reset_generation(self): """Reset the generation and memberId because we have fallen out of the group.""" with self._lock: self._generation = Generation.NO_GENERATION self.rejoin_needed = True self.state = MemberState.UNJOINED

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def encode(self, word, max_length=4, zero_pad=True): """Return the Phonix code for a word. Parameters ---------- word : str The word to transform max_length : int The length of the code returned (defaults to 4) zero_pad : bool Pad the ...

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def build_urls(self: NodeVisitor, node: inheritance_diagram) -> Mapping[str, str]: """ Builds a mapping of class paths to URLs. """ current_filename = self.builder.current_docname + self.builder.out_suffix urls = {} for child in node: # Another document if child.get("refuri") is ...

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def list_line(self, line): """ Write the given iterable of values (line) to the file as items on the same line. Any argument that stringifies to a string legal as a TSV data item can be written. Does not copy the line or build a big string in memory. """ ...

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def evaluate(expr, **variables): """ >>> evaluate('2**6') 64 >>> evaluate('1 + 2*3**(2 + 2) / (6 + -7)') -161.0 >>> evaluate('5 < 4') False >>> evaluate('5 < a < 10', a=6) True """ module = ast.parse(expr) # Module(body=[Expr(value=...)]) if len(module.body) != 1: ...

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def sendAppliedToOwner(self, context={}): """ Sent to project owner when user applies to a project """ super(ApplyMail, self).__init__(self.apply.project.owner.email, self.async, self.apply.project.owner.locale) return self.sendEmail('volunteerApplied-ToOwner', 'New volunteer', context)

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def compute_expansion_alignment(satz_a, satz_b, satz_c, satz_d): """All angles in radians.""" zeta_a = satz_a zeta_b = satz_b phi_a = compute_phi(zeta_a) phi_b = compute_phi(zeta_b) theta_a = compute_theta(zeta_a, phi_a) theta_b = compute_theta(zeta_b, phi_b) phi = (phi_a + phi_b) / 2 ...

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def get_feature(name): """Get an instance of a ``Features`` class by ``name`` (str).""" if name == 'css': return CSSFeatures() elif name == 'kohlschuetter': return KohlschuetterFeatures() elif name == 'readability': return ReadabilityFeatures() elif name == 'weninger': ...

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def minicalendar(context): """ Displays a little ajax version of the calendar. """ today = dt.date.today() request = context['request'] home = request.site.root_page cal = CalendarPage.objects.live().descendant_of(home).first() calUrl = cal.get_url(request) if cal else None if cal: ...

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def find_hostname(use_chroot=True): """ Find the host name to include in log messages. :param use_chroot: Use the name of the chroot when inside a chroot? (boolean, defaults to :data:`True`) :returns: A suitable host name (a string). Looks for :data:`CHROOT_FILES` that have ...

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def command_as_list( self, mark_success=False, ignore_all_deps=False, ignore_task_deps=False, ignore_depends_on_past=False, ignore_ti_state=False, local=False, pickle_id=None, raw=False, job_id=None, ...

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def get_total_paid(self) -> Decimal: """ Returns the total amount paid, in currency, for the stocks owned """ query = ( self.get_splits_query() ) splits = query.all() total = Decimal(0) for split in splits: total += split.value return tot...

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def createNetwork(self, data, headers=None, query_params=None, content_type="application/json"): """ Create a new network It is method for POST /network """ uri = self.client.base_url + "/network" return self.client.post(uri, data, headers, query_params, content_type)

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def getContactCreationParameters(self): """ Yield a L{Parameter} for each L{IContactType} known. Each yielded object can be used with a L{LiveForm} to create a new instance of a particular L{IContactType}. """ for contactType in self.getContactTypes(): if con...

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def _keyring_equivalent(keyring_one, keyring_two): """ Check two keyrings are identical """ def keyring_extract_key(file_path): """ Cephx keyring files may or may not have white space before some lines. They may have some values in quotes, so a safe way to compare is to e...

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def _validate_install(self): ''' a method to validate heroku is installed ''' self.printer('Checking heroku installation ... ', flush=True) # import dependencies from os import devnull from subprocess import call, check_output # validate cli installation...

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def createClientCertificate(self, name, noPass = True, keyLength = 2048, days = 375): """Create a client certificate """ if not name: raise ValueError('Require name') configPath, keyPath, csrPath, certPath = \ os.path.join(self.basePath, self.FILE_CONFIG), \ ...

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def tokenize_math(text): r"""Prevents math from being tokenized. :param Buffer text: iterator over line, with current position >>> b = Buffer(r'$\min_x$ \command') >>> tokenize_math(b) '$' >>> b = Buffer(r'$$\min_x$$ \command') >>> tokenize_math(b) '$$' """ if text.startswith('...

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def set_permissions(obj_name, principal, permissions, access_mode='grant', applies_to=None, obj_type='file', reset_perms=False, protected=None): ''' Set the permissions of ...

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def getGenericInterface(interfaceVersion): """ Returns the interface of the specified version. This method must be called after VR_Init. The pointer returned is valid until VR_Shutdown is called. """ error = EVRInitError() result = _openvr.VR_GetGenericInterface(interfaceVersion, byref(erro...

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def mapping_fields(mapping, parent=[]): """ reads an elasticsearh mapping dictionary and returns a list of fields cojoined with a dot notation args: obj: the dictionary to parse parent: name for a parent key. used with a recursive call """ rtn_obj = {} for key, val...

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async def smap(source, func, *more_sources): """Apply a given function to the elements of one or several asynchronous sequences. Each element is used as a positional argument, using the same order as their respective sources. The generation continues until the shortest sequence is exhausted. The fu...

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def bias_field_correction( fmr, fimout = '', outpath = '', fcomment = '_N4bias', executable = '', exe_options = [], sitk_image_mask = True, verbose = False,): ''' Correct for bias field in MR image(s) given in <fmr> as a string (single file) o...

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def run(self): """Run the test batch """ self.info_log("The test batch is ready.") self.executed_tests = [] for test in self.tests: localhost_instance = LocalhostInstance( runner=self, browser_config=self.browser_config, ...

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def write_error(self, status_code, **kwargs): ''' :param status_code: :param kwargs: :return: ''' if "exc_info" in kwargs: exc_info = kwargs["exc_info"] error = exc_info[1] errormessage = "%s: %s" % (status_code, error) self.render("error.html", errormessage=errormessage...

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def _embedding_classical_mds(matrix, dimensions=3, additive_correct=False): """ Private method to calculate CMDS embedding :param dimensions: (int) :return: coordinate matrix (np.array) """ if additive_correct: dbc = double_centre(_additive_correct(matrix)) else: dbc = double...

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def duration_outside_nwh( self, starttime: datetime.time = datetime.time(NORMAL_DAY_START_H), endtime: datetime.time = datetime.time(NORMAL_DAY_END_H), weekdays_only: bool = False, weekends_only: bool = False) -> datetime.timedelta: """ Returns...

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def GetAmi(ec2, ami_spec): """ Get the boto ami object given a AmiSpecification object. """ images = ec2.get_all_images(owners=[ami_spec.owner_id] ) requested_image = None for image in images: if image.name == ami_spec.ami_name: requested_image = image break return requested_i...

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def home_timeline(self, delegate, params={}, extra_args=None): """Get updates from friends. Calls the delgate once for each status object received.""" return self.__get('/statuses/home_timeline.xml', delegate, params, txml.Statuses, extra_args=extra_args)

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def IsDefault(self): """Determines if the data stream is the default data stream. Returns: bool: True if the data stream is the default data stream, false if not. """ if not self._tsk_attribute or not self._file_system: return True if self._file_system.IsHFS(): attribute_type = g...

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def _on_error_page_write_error(self, status_code, **kwargs): """Replaces the default Tornado error page with a Django-styled one""" if oz.settings.get('debug'): exception_type, exception_value, tback = sys.exc_info() is_breakpoint = isinstance(exception_value, oz.error_pages.Deb...

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def run(self): """ Process all incoming packets, until `stop()` is called. Intended to run in its own thread. """ sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) sock.bind(self._addr) sock.settimeout(self._timeout) with closing(sock): w...

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async def process_feed(self, url, send_mentions=True): """ process a feed """ self._feed_domains.add(utils.get_domain(url)) if url in self._processed_feeds: LOGGER.debug("Skipping already processed feed %s", url) return self._processed_feeds.add(url) LO...

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def resolve_from_dictionary(dictionary, key_list, default_value=None): """Take value from a given key list from dictionary. Example: given dictionary d, key_list = ['foo', 'bar'], it will try to resolve d['foo']['bar']. If not possible, return default_value. :param dictionary: A dictionary to reso...

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def value_interval(ol,value): ''' ol = [0, 4, 6, 8, 10, 14] value_interval(ol,-1) value_interval(ol,1) value_interval(ol,2) value_interval(ol,3) value_interval(ol,4) value_interval(ol,9) value_interval(ol,14) value_interval(ol,17) ''' s...

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def _get_flow_for_token(csrf_token, request): """ Looks up the flow in session to recover information about requested scopes. Args: csrf_token: The token passed in the callback request that should match the one previously generated and stored in the request on the initial au...

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def serialize(self, compact=False): """Serializes the object into a JWE token. :param compact(boolean): if True generates the compact representation, otherwise generates a standard JSON format. :raises InvalidJWEOperation: if the object cannot serialized with the compact repr...

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def _reset_state(self): """Reset state about the previous query in preparation for running another query""" self._uuid = None self._columns = None self._rownumber = 0 # Internal helper state self._state = self._STATE_NONE self._data = None self._columns = ...

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def _get_exchanged_states(self, old_states, exchange_proposed, exchange_proposed_n, sampled_replica_states, sampled_replica_results): """Get list of TensorArrays holding exchanged states, and zeros.""" with tf.compat.v1.name_scope('get_exchanged_states'): ...

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def floordiv(x, y, context=None): """ Return the floor of ``x`` divided by ``y``. The result is a ``BigFloat`` instance, rounded to the context if necessary. Special cases match those of the ``div`` function. """ return _apply_function_in_current_context( BigFloat, mpfr_fl...

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def move_to(self, x, y, pre_dl=None, post_dl=None): """Move mouse to (x, y) **中文文档** 移动鼠标到 (x, y) 的坐标处。 """ self.delay(pre_dl) self.m.move(x, y) self.delay(post_dl)

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def _calculate_unpack_filter(cls, includes=None, excludes=None, spec=None): """Take regex patterns and return a filter function. :param list includes: List of include patterns to pass to _file_filter. :param list excludes: List of exclude patterns to pass to _file_filter. """ include_patterns = cls...

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def delete(self, bucket, key, extra_args=None, subscribers=None): """Delete an S3 object. :type bucket: str :param bucket: The name of the bucket. :type key: str :param key: The name of the S3 object to delete. :type extra_args: dict :param extra_args: Extra ar...

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def do_macro(parser, token): """ the function taking the parsed tag and returning a DefineMacroNode object. """ try: bits = token.split_contents() tag_name, macro_name, arguments = bits[0], bits[1], bits[2:] except IndexError: raise template.TemplateSyntaxError( "...

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def _list_records_internal(self, rtype=None, name=None, content=None, identifier=None): """ Filter and list DNS entries of domain zone on Easyname. Easyname shows each entry in a HTML table row and each attribute on a table column. Args: [rtype] (str): Filter by DNS rt...

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def assert_is_valid_key(key): """ Raise KeyError if a given config key violates any requirements. The requirements are the following and can be individually deactivated in ``sacred.SETTINGS.CONFIG_KEYS``: * ENFORCE_MONGO_COMPATIBLE (default: True): make sure the keys don't contain a '.' o...

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def validate_utf8(alleged_utf8, error = None) : "alleged_utf8 must be null-terminated bytes." error, my_error = _get_error(error) result = dbus.dbus_validate_utf8(alleged_utf8, error._dbobj) != 0 my_error.raise_if_set() return \ result

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def verify_image_checksum(image_location, expected_checksum): """Verifies checksum (md5) of image file against the expected one. This method generates the checksum of the image file on the fly and verifies it against the expected checksum provided as argument. :param image_location: location of image ...

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def fit(self, X): """ Apply KMeans Clustering X: dataset with feature vectors """ self.centers_, self.labels_, self.sse_arr_, self.n_iter_ = \ _kmeans(X, self.n_clusters, self.max_iter, self.n_trials, self.tol)

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def get_url(self, environ): """Return the base URL.""" if self.override_url: url = self.override_url else: # PEP333: wsgi.url_scheme, HTTP_HOST, SERVER_NAME, and SERVER_PORT # can be used to reconstruct a request's complete URL # Much of the follo...

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def get_state(self, **kwargs): "Return the minimal state for export." state = {'x_cls':self.x.__class__, 'x_proc':self.x.processor, 'y_cls':self.y.__class__, 'y_proc':self.y.processor, 'tfms':self.tfms, 'tfm_y':self.tfm_y, 'tfmargs':self.tfmargs} if hasattr(self...

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def plot_eq(fignum, DIblock, s): """ plots directions on eqarea projection Parameters __________ fignum : matplotlib figure number DIblock : nested list of dec/inc pairs s : specimen name """ # make the stereonet plt.figure(num=fignum) if len(DIblock) < 1: return # pl...

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def maxCtxFont(font): """Calculate the usMaxContext value for an entire font.""" maxCtx = 0 for tag in ('GSUB', 'GPOS'): if tag not in font: continue table = font[tag].table if table.LookupList is None: continue for lookup in table.LookupList.Lookup: ...

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def addMonitor(self, monitor): """ Subscribe to SingleLayer2DExperiment events. @param monitor (SingleLayer2DExperimentMonitor) An object that implements a set of monitor methods @return (object) An opaque object that can be used to refer to this monitor. """ token = self.nextMonitorT...

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def value_from_object(self, obj): """Return value dumped to string.""" val = super(JSONField, self).value_from_object(obj) return self.get_prep_value(val)

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def static(self, root, path, media_type=None, charset='UTF-8'): """Send content of a static file as response. The path to the document root directory should be specified as the root argument. This is very important to prevent directory traversal attack. This method guarantees that only ...

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def stop(self): """Stop the progress bar.""" if self._progressing: self._progressing = False self._thread.join()

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def execute(self, requests, resp_generator, *args, **kwargs): ''' Calls the resp_generator for all the requests in sequential order. ''' return [resp_generator(request) for request in requests]

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def add_ops(op_classes): """Decorator to add default implementation of ops.""" def f(cls): for op_attr_name, op_class in op_classes.items(): ops = getattr(cls, '{name}_ops'.format(name=op_attr_name)) ops_map = getattr(cls, '{name}_op_nodes_map'.format( name=op_att...

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def new_stats_exporter(options=None, interval=None): """Get a stats exporter and running transport thread. Create a new `StackdriverStatsExporter` with the given options and start periodically exporting stats to stackdriver in the background. Fall back to default auth if `options` is null. This will r...

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def unpack(self, key, value): """Unpack and return value only if it is fresh.""" value, freshness = value if not self.is_fresh(freshness): raise KeyError('{} (stale)'.format(key)) return value

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def _confidence(matches, ext=None): """ Rough confidence based on string length and file extension""" results = [] for match in matches: con = (0.8 if len(match.extension) > 9 else float("0.{0}".format(len(match.extension)))) if ext == match.extension: con = 0.9 ...

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def _einsum_helper(input_shapes, output_shape, mesh_impl): """Returns slicewise function and reduced mesh dimensions. Assumes the output shape contains no new dimensions. Args: input_shapes: a list of Shapes output_shape: a Shape mesh_impl: a MeshImpl Returns: einsum_slice_fn: a function from ...

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def render_field(parser, token): """ Render a form field using given attribute-value pairs Takes form field as first argument and list of attribute-value pairs for all other arguments. Attribute-value pairs should be in the form of attribute=value or attribute="a value" for assignment and attribut...

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def shell_command(): """Runs an interactive Python shell in the context of a given Flask application. The application will populate the default namespace of this shell according to its configuration. This is useful for executing small snippets of management code without having to manually configur...

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def extractall(path, to=None): """Extract archive file. Parameters ---------- path: str Path of archive file to be extracted. to: str, optional Directory to which the archive file will be extracted. If None, it will be set to the parent directory of the archive file. """...

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def backprop(self, **args): """ Computes error and wed for back propagation of error. """ retval = self.compute_error(**args) if self.learning: self.compute_wed() return retval

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def PyplotHistogram(): """ ============================================================= Demo of the histogram (hist) function with multiple data sets ============================================================= Plot histogram with multiple sample sets and demonstrate: * Use of legend wit...

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def get_dependencies_from_cache(ireq): """Retrieves dependencies for the given install requirement from the dependency cache. :param ireq: A single InstallRequirement :type ireq: :class:`~pip._internal.req.req_install.InstallRequirement` :return: A set of dependency lines for generating new InstallRequ...

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def alias_name(): """ Returns list of alias name by query paramaters --- tags: - Query functions parameters: - name: alias_name in: query type: string required: false description: 'Other names used to refer to a gene' default: 'peptidase nexin-...

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def create_model(modelfunc, fname='', listw=[], outfname='', limit=int(3e6), min_pwlen=6, topk=10000, sep=r'\s+'): """:modelfunc: is a function that takes a word and returns its splits. for ngram model this function returns all the ngrams of a word, for PCFG it will return splits of the pa...

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def dataReceived(self, data): """Data received, react to it and respond if needed. """ # print "receiver dataReceived: <%s>" % data msg = stomper.unpack_frame(data) returned = self.sm.react(msg) # print "receiver returned <%s>" % returned ...

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def find_best_rsquared(list_of_fits): """Return the best fit, based on rsquared""" res = sorted(list_of_fits, key=lambda x: x.rsquared) return res[-1]

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def get_compiler_flags(): """Set fortran flags depending on the compiler.""" compiler = get_default_fcompiler() if compiler == 'absoft': flags = ['-m64', '-O3', '-YEXT_NAMES=LCS', '-YEXT_SFX=_', '-fpic', '-speed_math=10'] elif compiler == 'gnu95': flags = ['-m64', '-fPIC...

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def __save_plots_of_the_current_page(self, section, page, output_path): """This method saves plots in the appropriate section folder. As a consequence two plots cannot have the same name within the same section.""" for key in self.sections[section].pages[page].elements.keys(): ...

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def process_config(raw_path, cache_dir, cache_file, **kwargs): """ Read a build configuration and create it, storing the result in a build cache. Arguments raw_path -- path to a build configuration cache_dir -- the directory where cache should be written cache_file -- The filename to write ...

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def UpdateFlow(self, client_id, flow_id, flow_obj=db.Database.unchanged, flow_state=db.Database.unchanged, client_crash_info=db.Database.unchanged, pending_termination=db.Database.unchanged, processing...

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def save_point(self) -> str: """ Indexes the measured data with the current point as a key and saves the current position once the 'Enter' key is pressed to the 'actual points' vector. """ if self._current_mount is left: msg = self.save_mount_offset() ...

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