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 save(self, expected_value=None, return_values=None): """ Commits pending updates to Amazon DynamoDB. :type expected_value: dict :param expected_value: A dictionary of name/value pairs that you expect. This dictionary should have name/value pairs where the na...	[ "def", "save", "(", "self", ",", "expected_value", "=", "None", ",", "return_values", "=", "None", ")", ":", "return", "self", ".", "table", ".", "layer2", ".", "update_item", "(", "self", ",", "expected_value", ",", "return_values", ")" ]	51.521739	0.001657
def increment(version, major=False, minor=False, patch=True): """ Increment a semantic version :param version: str of the version to increment :param major: bool specifying major level version increment :param minor: bool specifying minor level version increment :param patch: bool specifying pa...	[ "def", "increment", "(", "version", ",", "major", "=", "False", ",", "minor", "=", "False", ",", "patch", "=", "True", ")", ":", "version", "=", "semantic_version", ".", "Version", "(", "version", ")", "if", "major", ":", "version", ".", "major", "+=",...	29.818182	0.001477
def load_friend_chains(chain, friend_chains, txt, nfiles=None): """Load a list of trees from a file and add them as friends to the chain.""" if re.search('.root?', txt) is not None: c = ROOT.TChain(chain.GetName()) c.SetDirectory(0) c.Add(txt) friend_chains.append(c) ...	[ "def", "load_friend_chains", "(", "chain", ",", "friend_chains", ",", "txt", ",", "nfiles", "=", "None", ")", ":", "if", "re", ".", "search", "(", "'.root?'", ",", "txt", ")", "is", "not", "None", ":", "c", "=", "ROOT", ".", "TChain", "(", "chain", ...	27	0.001325
def _verify_and_add_jwt(): """ This helper method just checks and adds jwt data to the app context. Will not add jwt data if it is already present. Only use in this module """ if not app_context_has_jwt_data(): guard = current_guard() token = guard.read_token_from_header() jw...	[ "def", "_verify_and_add_jwt", "(", ")", ":", "if", "not", "app_context_has_jwt_data", "(", ")", ":", "guard", "=", "current_guard", "(", ")", "token", "=", "guard", ".", "read_token_from_header", "(", ")", "jwt_data", "=", "guard", ".", "extract_jwt_token", "(...	39.6	0.002469
def validate(file_paths, opts): """ Client facing validate function. Runs _validate() and returns True if the the file_paths pass all of the validations. Handles exceptions automatically if _validate() throws any and exits the program. :param file_paths: List of string file paths to test :param...	[ "def", "validate", "(", "file_paths", ",", "opts", ")", ":", "try", ":", "return", "_validate", "(", "file_paths", ")", "except", "ValidationException", "as", "e", ":", "if", "str", "(", "e", ")", "==", "\"No files found\"", ":", "messages", ".", "print_no...	37.263158	0.001377
def authenticate_direct_bind(self, username, password): """ Performs a direct bind. We can do this since the RDN is the same as the login attribute. Hence we just string together a dn to find this user with. Args: username (str): Username of the user to bind (the fie...	[ "def", "authenticate_direct_bind", "(", "self", ",", "username", ",", "password", ")", ":", "bind_user", "=", "'{rdn}={username},{user_search_dn}'", ".", "format", "(", "rdn", "=", "self", ".", "config", ".", "get", "(", "'LDAP_USER_RDN_ATTR'", ")", ",", "userna...	35.222222	0.002046
def get_android_version(self) -> str: '''Show Android version.''' output, _ = self._execute( '-s', self.device_sn, 'shell', 'getprop', 'ro.build.version.release') return output.strip()	[ "def", "get_android_version", "(", "self", ")", "->", "str", ":", "output", ",", "_", "=", "self", ".", "_execute", "(", "'-s'", ",", "self", ".", "device_sn", ",", "'shell'", ",", "'getprop'", ",", "'ro.build.version.release'", ")", "return", "output", "....	43.2	0.013636
def update(): # type: () -> None """ Update the feature with updates committed to develop. This will merge current develop into the current branch. """ branch = git.current_branch(refresh=True) base_branch = common.get_base_branch() common.assert_branch_type('task') common.git_checkout...	[ "def", "update", "(", ")", ":", "# type: () -> None", "branch", "=", "git", ".", "current_branch", "(", "refresh", "=", "True", ")", "base_branch", "=", "common", ".", "get_base_branch", "(", ")", "common", ".", "assert_branch_type", "(", "'task'", ")", "com...	31.214286	0.002222
def forward_word_extend_selection(self, e): # u"""Move forward to the end of the next word. Words are composed of letters and digits.""" self.l_buffer.forward_word_extend_selection(self.argument_reset) self.finalize()	[ "def", "forward_word_extend_selection", "(", "self", ",", "e", ")", ":", "# \r", "self", ".", "l_buffer", ".", "forward_word_extend_selection", "(", "self", ".", "argument_reset", ")", "self", ".", "finalize", "(", ")" ]	50	0.015748
def _async_poll(self, poller, async_seconds, async_poll_interval): ''' launch an async job, if poll_interval is set, wait for completion ''' results = poller.wait(async_seconds, async_poll_interval) # mark any hosts that are still listed as started as failed # since these likely got ki...	[ "def", "_async_poll", "(", "self", ",", "poller", ",", "async_seconds", ",", "async_poll_interval", ")", ":", "results", "=", "poller", ".", "wait", "(", "async_seconds", ",", "async_poll_interval", ")", "# mark any hosts that are still listed as started as failed", "# ...	44.076923	0.013675
def get_ecmwf_macc(filename, params, startdate, stopdate, lookup_params=True, server=None, target=_ecmwf): """ Download data from ECMWF MACC Reanalysis API. Parameters ---------- filename : str full path of file where to save data, ``.nc`` appended if not given params...	[ "def", "get_ecmwf_macc", "(", "filename", ",", "params", ",", "startdate", ",", "stopdate", ",", "lookup_params", "=", "True", ",", "server", "=", "None", ",", "target", "=", "_ecmwf", ")", ":", "if", "not", "filename", ".", "endswith", "(", "'nc'", ")",...	40.431034	0.000416
def login(self, user: str, passwd: str) -> None: """Log in to instagram with given username and password and internally store session object. :raises InvalidArgumentException: If the provided username does not exist. :raises BadCredentialsException: If the provided password is wrong. :r...	[ "def", "login", "(", "self", ",", "user", ":", "str", ",", "passwd", ":", "str", ")", "->", "None", ":", "self", ".", "context", ".", "login", "(", "user", ",", "passwd", ")" ]	67.875	0.009091
def sync_handler(self, args): '''Handler for sync command. XXX Here we emulate sync command with get/put -r -f --sync-check. So it doesn't provide delete operation. ''' self.opt.recursive = True self.opt.sync_check = True self.opt.force = True self.validate('cmd\|s3,local\|s3,lo...	[ "def", "sync_handler", "(", "self", ",", "args", ")", ":", "self", ".", "opt", ".", "recursive", "=", "True", "self", ".", "opt", ".", "sync_check", "=", "True", "self", ".", "opt", ".", "force", "=", "True", "self", ".", "validate", "(", "'cmd\|s3,lo...	29.214286	0.00237
def pretty_plot(width=None, height=None, plt=None, dpi=None): """Get a :obj:`matplotlib.pyplot` object with publication ready defaults. Args: width (:obj:`float`, optional): The width of the plot. height (:obj:`float`, optional): The height of the plot. plt (:obj:`matplotlib.pyplot`, op...	[ "def", "pretty_plot", "(", "width", "=", "None", ",", "height", "=", "None", ",", "plt", "=", "None", ",", "dpi", "=", "None", ")", ":", "if", "plt", "is", "None", ":", "plt", "=", "matplotlib", ".", "pyplot", "if", "width", "is", "None", ":", "w...	33.566667	0.000965
def install_vendored(cls, prefix, root=None, expose=None): """Install an importer for all vendored code with the given import prefix. All distributions listed in ``expose`` will also be made available for import in direct, un-prefixed form. :param str prefix: The import prefix the installed importer w...	[ "def", "install_vendored", "(", "cls", ",", "prefix", ",", "root", "=", "None", ",", "expose", "=", "None", ")", ":", "from", "pex", "import", "vendor", "root", "=", "cls", ".", "_abs_root", "(", "root", ")", "vendored_path_items", "=", "[", "spec", "....	44.146341	0.008649
def start(self): """ Given the pipeline topology starts ``Pipers`` in the order input -> output. See ``Piper.start``. ``Pipers`` instances are started in two stages, which allows them to share ``NuMaps``. """ # top - > bottom of pipeline pipers = self.p...	[ "def", "start", "(", "self", ")", ":", "# top - > bottom of pipeline", "pipers", "=", "self", ".", "postorder", "(", ")", "# ", "for", "piper", "in", "pipers", ":", "piper", ".", "start", "(", "stages", "=", "(", "0", ",", "1", ")", ")", "for", "pipe...	33	0.012632
def crps_climo(self): """ Calculate the climatological CRPS. """ o_bar = self.errors["O"].values / float(self.num_forecasts) crps_c = np.sum(self.num_forecasts * (o_bar ** 2) - o_bar * self.errors["O"].values * 2.0 + self.errors["O_2"].values) / float(self...	[ "def", "crps_climo", "(", "self", ")", ":", "o_bar", "=", "self", ".", "errors", "[", "\"O\"", "]", ".", "values", "/", "float", "(", "self", ".", "num_forecasts", ")", "crps_c", "=", "np", ".", "sum", "(", "self", ".", "num_forecasts", "*", "(", "...	46.625	0.010526
def refresh(self): """Update the Server information and list of API Roots""" response = self.__raw = self._conn.get(self.url) self._populate_fields(**response) self._loaded = True	[ "def", "refresh", "(", "self", ")", ":", "response", "=", "self", ".", "__raw", "=", "self", ".", "_conn", ".", "get", "(", "self", ".", "url", ")", "self", ".", "_populate_fields", "(", "", "", "response", ")", "self", ".", "_loaded", "=", "True...	41.4	0.009479
def _default_logfile(exe_name): ''' Retrieve the logfile name ''' if salt.utils.platform.is_windows(): tmp_dir = os.path.join(__opts__['cachedir'], 'tmp') if not os.path.isdir(tmp_dir): os.mkdir(tmp_dir) logfile_tmp = tempfile.NamedTemporaryFile(dir=tmp_dir, ...	[ "def", "_default_logfile", "(", "exe_name", ")", ":", "if", "salt", ".", "utils", ".", "platform", ".", "is_windows", "(", ")", ":", "tmp_dir", "=", "os", ".", "path", ".", "join", "(", "__opts__", "[", "'cachedir'", "]", ",", "'tmp'", ")", "if", "no...	32.952381	0.001404
def gpg_fetch_key( key_url, key_id=None, config_dir=None ): """ Fetch a GPG public key from the given URL. Supports anything urllib2 supports. If the URL has no scheme, then assume it's a PGP key server, and use GPG to go get it. The key is not accepted into any keyrings. Return the key data on ...	[ "def", "gpg_fetch_key", "(", "key_url", ",", "key_id", "=", "None", ",", "config_dir", "=", "None", ")", ":", "dat", "=", "None", "from_blockstack", "=", "False", "# make sure it's valid ", "try", ":", "urlparse", ".", "urlparse", "(", "key_url", ")", "excep...	35.022222	0.008331
def auto_change_docstring(app, what, name, obj, options, lines): r"""Make some automatic changes to docstrings. Things this function does are: - Add a title to module docstrings - Merge lines that end with a '\' with the next line. """ if what == 'module' and name.startswith('pylatex')...	[ "def", "auto_change_docstring", "(", "app", ",", "what", ",", "name", ",", "obj", ",", "options", ",", "lines", ")", ":", "if", "what", "==", "'module'", "and", "name", ".", "startswith", "(", "'pylatex'", ")", ":", "lines", ".", "insert", "(", "0", ...	31.941176	0.001789
def cleanup(self): """ Executes `ansible-playbook` against the cleanup playbook and returns None. :return: None """ pb = self._get_ansible_playbook(self.playbooks.cleanup) pb.execute()	[ "def", "cleanup", "(", "self", ")", ":", "pb", "=", "self", ".", "_get_ansible_playbook", "(", "self", ".", "playbooks", ".", "cleanup", ")", "pb", ".", "execute", "(", ")" ]	25.888889	0.008299
def add(self,dist): """Add `dist` if we ``can_add()`` it and it isn't already added""" if self.can_add(dist) and dist.has_version(): dists = self._distmap.setdefault(dist.key,[]) if dist not in dists: dists.append(dist) if dist.key in self._cache: ...	[ "def", "add", "(", "self", ",", "dist", ")", ":", "if", "self", ".", "can_add", "(", "dist", ")", "and", "dist", ".", "has_version", "(", ")", ":", "dists", "=", "self", ".", "_distmap", ".", "setdefault", "(", "dist", ".", "key", ",", "[", "]", ...	45.875	0.010695
def activate(): """ Activates the version specified in ``env.project_version`` if it is different from the current active version. An active version is just the version that is symlinked. """ env_path = '/'.join([deployment_root(),'env',env.project_fullname]) if not exists(env_path): ...	[ "def", "activate", "(", ")", ":", "env_path", "=", "'/'", ".", "join", "(", "[", "deployment_root", "(", ")", ",", "'env'", ",", "env", ".", "project_fullname", "]", ")", "if", "not", "exists", "(", "env_path", ")", ":", "print", "env", ".", "host", ...	34	0.02162
def decompress_amount(x): """\ Undo the value compression performed by x=compress_amount(n). The input x matches one of the following patterns: x = n = 0 x = 1+10(9n + d - 1) + e x = 1+10(n - 1) + 9""" if not x: return 0; x = x - 1; # x = 10(9*n + d - 1) + e x, e...	[ "def", "decompress_amount", "(", "x", ")", ":", "if", "not", "x", ":", "return", "0", "x", "=", "x", "-", "1", "# x = 10(9n + d - 1) + e", "x", ",", "e", "=", "divmod", "(", "x", ",", "10", ")", "n", "=", "0", "if", "e", "<", "9", ":", "# x =...	22.681818	0.011538
def serial_starfeatures(lclist, outdir, lc_catalog_pickle, neighbor_radius_arcsec, maxobjects=None, deredden=True, custom_bandpasses=None, lcformat='hat...	[ "def", "serial_starfeatures", "(", "lclist", ",", "outdir", ",", "lc_catalog_pickle", ",", "neighbor_radius_arcsec", ",", "maxobjects", "=", "None", ",", "deredden", "=", "True", ",", "custom_bandpasses", "=", "None", ",", "lcformat", "=", "'hat-sql'", ",", "lcf...	38.710526	0.001326
def section_branch_orders(neurites, neurite_type=NeuriteType.all): '''section branch orders in a collection of neurites''' return map_sections(sectionfunc.branch_order, neurites, neurite_type=neurite_type)	[ "def", "section_branch_orders", "(", "neurites", ",", "neurite_type", "=", "NeuriteType", ".", "all", ")", ":", "return", "map_sections", "(", "sectionfunc", ".", "branch_order", ",", "neurites", ",", "neurite_type", "=", "neurite_type", ")" ]	70.333333	0.00939
def sync_local_order(self): """! @brief Calculates current level of local (partial) synchronization in the network. @return (double) Level of local (partial) synchronization. @see sync_order() """ if (self._ccore_network_point...	[ "def", "sync_local_order", "(", "self", ")", ":", "if", "(", "self", ".", "_ccore_network_pointer", "is", "not", "None", ")", ":", "return", "wrapper", ".", "sync_local_order", "(", "self", ".", "_ccore_network_pointer", ")", "return", "order_estimator", ".", ...	34.857143	0.01996
def obsolete_client(func): """This is a decorator which can be used to mark Client classes as obsolete. It will result in an error being emitted when the class is instantiated.""" @functools.wraps(func) def new_func(args, *kwargs): raise ObsoleteException( "{} has been removed...	[ "def", "obsolete_client", "(", "func", ")", ":", "@", "functools", ".", "wraps", "(", "func", ")", "def", "new_func", "(", "", "args", ",", "", "*", "kwargs", ")", ":", "raise", "ObsoleteException", "(", "\"{} has been removed from this version of the library....	33.928571	0.002049
def set_keywords(self, keywords): """Changes the <meta> keywords tag.""" self.head.keywords.attr(content=", ".join(keywords)) return self	[ "def", "set_keywords", "(", "self", ",", "keywords", ")", ":", "self", ".", "head", ".", "keywords", ".", "attr", "(", "content", "=", "\", \"", ".", "join", "(", "keywords", ")", ")", "return", "self" ]	39.5	0.012422
def count(self, event_str, inc_int=1): """Count an event. Args: event_str: The name of an event to count. Used as a key in the event dict. The same name will also be used in the summary. inc_int: int Optional argument to increase the count for th...	[ "def", "count", "(", "self", ",", "event_str", ",", "inc_int", "=", "1", ")", ":", "self", ".", "_event_dict", ".", "setdefault", "(", "event_str", ",", "0", ")", "self", ".", "_event_dict", "[", "event_str", "]", "+=", "inc_int" ]	31.428571	0.00883
def add_search_engine(self, name, engine): '''Adds a search engine with the given name. ``engine`` must be the class object rather than an instance. The class must be a subclass of :class:`dossier.web.SearchEngine`, which should provide a means of obtaining recommendations...	[ "def", "add_search_engine", "(", "self", ",", "name", ",", "engine", ")", ":", "if", "engine", "is", "None", ":", "self", ".", "search_engines", ".", "pop", "(", "name", ",", "None", ")", "self", ".", "search_engines", "[", "name", "]", "=", "engine", ...	41.269231	0.001821
def tar_and_copy_usr_dir(usr_dir, train_dir): """Package, tar, and copy usr_dir to GCS train_dir.""" tf.logging.info("Tarring and pushing t2t_usr_dir.") usr_dir = os.path.abspath(os.path.expanduser(usr_dir)) # Copy usr dir to a temp location top_dir = os.path.join(tempfile.gettempdir(), "t2t_usr_container") ...	[ "def", "tar_and_copy_usr_dir", "(", "usr_dir", ",", "train_dir", ")", ":", "tf", ".", "logging", ".", "info", "(", "\"Tarring and pushing t2t_usr_dir.\"", ")", "usr_dir", "=", "os", ".", "path", ".", "abspath", "(", "os", ".", "path", ".", "expanduser", "(",...	42.631579	0.018116
def hash(self): ''' :rtype: int :return: hash of the field ''' hashed = super(RandomBits, self).hash() return khash(hashed, self._min_length, self._max_length, self._num_mutations, self._step, self._seed)	[ "def", "hash", "(", "self", ")", ":", "hashed", "=", "super", "(", "RandomBits", ",", "self", ")", ".", "hash", "(", ")", "return", "khash", "(", "hashed", ",", "self", ".", "_min_length", ",", "self", ".", "_max_length", ",", "self", ".", "_num_muta...	35.142857	0.011905
def get_container_data(self): """Returns a list of Container data """ for obj in self.get_containers(): info = self.get_base_info(obj) yield info	[ "def", "get_container_data", "(", "self", ")", ":", "for", "obj", "in", "self", ".", "get_containers", "(", ")", ":", "info", "=", "self", ".", "get_base_info", "(", "obj", ")", "yield", "info" ]	31.333333	0.010363
def get_polygon_rules(declarations): """ Given a Map element, a Layer element, and a list of declarations, create a new Style element with a PolygonSymbolizer, add it to Map and refer to it in Layer. """ property_map = {'polygon-fill': 'fill', 'polygon-opacity': 'fill-opacity', ...	[ "def", "get_polygon_rules", "(", "declarations", ")", ":", "property_map", "=", "{", "'polygon-fill'", ":", "'fill'", ",", "'polygon-opacity'", ":", "'fill-opacity'", ",", "'polygon-gamma'", ":", "'gamma'", ",", "'polygon-meta-output'", ":", "'meta-output'", ",", "'...	44.333333	0.01104
def shorter_name(key): """Return a shorter name for an id. Does this by only taking the last part of the URI, after the last / and the last #. Also replaces - and . with _. Parameters ---------- key: str Some URI Returns ------- key_short: str A shortened, but more...	[ "def", "shorter_name", "(", "key", ")", ":", "key_short", "=", "key", "for", "sep", "in", "[", "'#'", ",", "'/'", "]", ":", "ind", "=", "key_short", ".", "rfind", "(", "sep", ")", "if", "ind", "is", "not", "None", ":", "key_short", "=", "key_short"...	24.333333	0.001647
async def install_agent(self, connection, nonce, machine_id): """ :param object connection: Connection to Juju API :param str nonce: The nonce machine specification :param str machine_id: The id assigned to the machine :return: bool: If the initialization was successful ...	[ "async", "def", "install_agent", "(", "self", ",", "connection", ",", "nonce", ",", "machine_id", ")", ":", "# The path where the Juju agent should be installed.", "data_dir", "=", "\"/var/lib/juju\"", "# Disabling this prevents `apt-get update` from running initially, so", "# ch...	33.96	0.002291
def set_maxlen(self, length): """Sets maxlen""" with self.lock: self._maxlen = length while len(self.data) > length: self._poplast()	[ "def", "set_maxlen", "(", "self", ",", "length", ")", ":", "with", "self", ".", "lock", ":", "self", ".", "_maxlen", "=", "length", "while", "len", "(", "self", ".", "data", ")", ">", "length", ":", "self", ".", "_poplast", "(", ")" ]	30.5	0.010638
def allreduce(data, op, prepare_fun=None): """Perform allreduce, return the result. Parameters ---------- data: numpy array Input data. op: int Reduction operators, can be MIN, MAX, SUM, BITOR prepare_fun: function Lazy preprocessing function, if it is not None, prepare_...	[ "def", "allreduce", "(", "data", ",", "op", ",", "prepare_fun", "=", "None", ")", ":", "if", "not", "isinstance", "(", "data", ",", "np", ".", "ndarray", ")", ":", "raise", "Exception", "(", "'allreduce only takes in numpy.ndarray'", ")", "buf", "=", "data...	34.227273	0.001937
def concatenate_by_line(first, second): """Zip two strings together, line wise""" return '\n'.join(x+y for x,y in zip(first.split('\n'), second.split('\n')))	[ "def", "concatenate_by_line", "(", "first", ",", "second", ")", ":", "return", "'\\n'", ".", "join", "(", "x", "+", "y", "for", "x", ",", "y", "in", "zip", "(", "first", ".", "split", "(", "'\\n'", ")", ",", "second", ".", "split", "(", "'\\n'", ...	54.333333	0.012121
def dataframe2sasdata(self, df: '<Pandas Data Frame object>', table: str ='a', libref: str ="", keep_outer_quotes: bool=False): """ This method imports a Pandas Data Frame to a SAS Data Set, returning the SASdata object for the new Data Set. df - Pandas Data Frame to imp...	[ "def", "dataframe2sasdata", "(", "self", ",", "df", ":", "'<Pandas Data Frame object>'", ",", "table", ":", "str", "=", "'a'", ",", "libref", ":", "str", "=", "\"\"", ",", "keep_outer_quotes", ":", "bool", "=", "False", ")", ":", "input", "=", "\"\"", "c...	36.809524	0.024567
def can_cast_to(v: Literal, dt: str) -> bool: """ 5.4.3 Datatype Constraints Determine whether "a value of the lexical form of n can be cast to the target type v per XPath Functions 3.1 section 19 Casting[xpath-functions]." """ # TODO: rdflib doesn't appear to pay any attention to lengths (e.g. 257...	[ "def", "can_cast_to", "(", "v", ":", "Literal", ",", "dt", ":", "str", ")", "->", "bool", ":", "# TODO: rdflib doesn't appear to pay any attention to lengths (e.g. 257 is a valid XSD.byte)", "return", "v", ".", "value", "is", "not", "None", "and", "Literal", "(", "s...	52	0.009456
def data_to_bytes(data, encoding): """\ Converts the provided data into bytes. If the data is already a byte sequence, it will be left unchanged. This function tries to use the provided `encoding` (if not ``None``) or the default encoding (ISO/IEC 8859-1). It uses UTF-8 as fallback. Returns th...	[ "def", "data_to_bytes", "(", "data", ",", "encoding", ")", ":", "if", "isinstance", "(", "data", ",", "bytes", ")", ":", "return", "data", ",", "len", "(", "data", ")", ",", "encoding", "or", "consts", ".", "DEFAULT_BYTE_ENCODING", "data", "=", "str", ...	35.972222	0.000752
def escape(html): """ Escapes HTML according to the rules defined by the settings ``RICHTEXT_FILTER_LEVEL``, ``RICHTEXT_ALLOWED_TAGS``, ``RICHTEXT_ALLOWED_ATTRIBUTES``, ``RICHTEXT_ALLOWED_STYLES``. """ from yacms.conf import settings from yacms.core import defaults if settings.RICHTEXT_F...	[ "def", "escape", "(", "html", ")", ":", "from", "yacms", ".", "conf", "import", "settings", "from", "yacms", ".", "core", "import", "defaults", "if", "settings", ".", "RICHTEXT_FILTER_LEVEL", "==", "defaults", ".", "RICHTEXT_FILTER_LEVEL_NONE", ":", "return", ...	42.888889	0.001267
def _build_pipeline(self, task): """Build up the pipeline.""" self.pipeline_steps = [] kwargs = {} if self.default_encoding: kwargs["default_encoding"] = self.default_encoding steps = task.get('pipeline', []) if steps is None: self.pipeline_steps...	[ "def", "_build_pipeline", "(", "self", ",", "task", ")", ":", "self", ".", "pipeline_steps", "=", "[", "]", "kwargs", "=", "{", "}", "if", "self", ".", "default_encoding", ":", "kwargs", "[", "\"default_encoding\"", "]", "=", "self", ".", "default_encoding...	37.404762	0.002481
def syntax_err(self): """Creates a SyntaxError.""" args = self.args[:2] + (None, None) + self.args[4:] err = SyntaxError(self.message(*args)) err.offset = args[2] err.lineno = args[3] return err	[ "def", "syntax_err", "(", "self", ")", ":", "args", "=", "self", ".", "args", "[", ":", "2", "]", "+", "(", "None", ",", "None", ")", "+", "self", ".", "args", "[", "4", ":", "]", "err", "=", "SyntaxError", "(", "self", ".", "message", "(", "...	33.714286	0.008264
def __pack_message(operation, data): """Takes message data and adds a message header based on the operation. Returns the resultant message string. """ request_id = _randint() message = struct.pack("<i", 16 + len(data)) message += struct.pack("<i", request_id) message += _ZERO_32 # response...	[ "def", "__pack_message", "(", "operation", ",", "data", ")", ":", "request_id", "=", "_randint", "(", ")", "message", "=", "struct", ".", "pack", "(", "\"<i\"", ",", "16", "+", "len", "(", "data", ")", ")", "message", "+=", "struct", ".", "pack", "("...	36	0.002463
def in_miso_and_inner(self): """ Test if a node is miso: multiple input and single output """ return len(self.successor) == 1 and self.successor[0] is not None and not self.successor[0].in_or_out and \ len(self.precedence) > 1 and self.precedence[0] is not None and not sel...	[ "def", "in_miso_and_inner", "(", "self", ")", ":", "return", "len", "(", "self", ".", "successor", ")", "==", "1", "and", "self", ".", "successor", "[", "0", "]", "is", "not", "None", "and", "not", "self", ".", "successor", "[", "0", "]", ".", "in_...	56.5	0.014535
def choose_key(gpg_private_keys): """Displays gpg key choice and returns key""" uid_strings_fp = [] uid_string_fp2key = {} current_key_index = None for i, key in enumerate(gpg_private_keys): fingerprint = key['fingerprint'] if fingerprint == config["gpg_key_fingerprint"]: ...	[ "def", "choose_key", "(", "gpg_private_keys", ")", ":", "uid_strings_fp", "=", "[", "]", "uid_string_fp2key", "=", "{", "}", "current_key_index", "=", "None", "for", "i", ",", "key", "in", "enumerate", "(", "gpg_private_keys", ")", ":", "fingerprint", "=", "...	28.488372	0.000789
def _finalize(self, fill_value=None, dtype=np.uint8, keep_palette=False, cmap=None): """Wrapper around 'finalize' method for backwards compatibility.""" import warnings warnings.warn("'_finalize' is deprecated, use 'finalize' instead.", DeprecationWarning) return se...	[ "def", "_finalize", "(", "self", ",", "fill_value", "=", "None", ",", "dtype", "=", "np", ".", "uint8", ",", "keep_palette", "=", "False", ",", "cmap", "=", "None", ")", ":", "import", "warnings", "warnings", ".", "warn", "(", "\"'_finalize' is deprecated,...	60.833333	0.008108
def create_hireme_project(session, title, description, currency, budget, jobs, hireme_initial_bid): """ Create a fixed project """ jobs.append(create_job_object(id=417)) # Hire Me job, required project_data = {'title': title, 'description': description...	[ "def", "create_hireme_project", "(", "session", ",", "title", ",", "description", ",", "currency", ",", "budget", ",", "jobs", ",", "hireme_initial_bid", ")", ":", "jobs", ".", "append", "(", "create_job_object", "(", "id", "=", "417", ")", ")", "# Hire Me j...	39.586207	0.00085
def show_cluster_role(cl_args, cluster, role): ''' print topologies information to stdout ''' try: result = tracker_access.get_cluster_role_topologies(cluster, role) if not result: Log.error('Unknown cluster/role \'%s\'' % '/'.join([cluster, role])) return False result = result[cluster] ex...	[ "def", "show_cluster_role", "(", "cl_args", ",", "cluster", ",", "role", ")", ":", "try", ":", "result", "=", "tracker_access", ".", "get_cluster_role_topologies", "(", "cluster", ",", "role", ")", "if", "not", "result", ":", "Log", ".", "error", "(", "'Un...	38.941176	0.017699
def _decode_doubles(message): """Helper for decode_qp, decodes a double array. The double array is stored as little endian 64 bit doubles. The array has then been base64 encoded. Since we are decoding we do these steps in reverse. Args: message: the double array Returns: decod...	[ "def", "_decode_doubles", "(", "message", ")", ":", "binary", "=", "base64", ".", "b64decode", "(", "message", ")", "return", "struct", ".", "unpack", "(", "'<'", "+", "(", "'d'", "*", "(", "len", "(", "binary", ")", "//", "8", ")", ")", ",", "bina...	29	0.002227
def help(self): '''Return the help string of the task''' # This returns a help string for a given task of the form: # # ================================================== # <name> # ============================== (If supplied) # <docstring> # =============...	[ "def", "help", "(", "self", ")", ":", "# This returns a help string for a given task of the form:", "#", "# ==================================================", "# <name>", "# ============================== (If supplied)", "# <docstring>", "# ============================== (If overrides othe...	30.642857	0.001506
def _read_meta(ctx: ReaderContext) -> IMeta: """Read metadata and apply that to the next object in the input stream.""" start = ctx.reader.advance() assert start == "^" meta = _read_next_consuming_comment(ctx) meta_map: Optional[lmap.Map[LispForm, LispForm]] = None if isinstance(meta, symbo...	[ "def", "_read_meta", "(", "ctx", ":", "ReaderContext", ")", "->", "IMeta", ":", "start", "=", "ctx", ".", "reader", ".", "advance", "(", ")", "assert", "start", "==", "\"^\"", "meta", "=", "_read_next_consuming_comment", "(", "ctx", ")", "meta_map", ":", ...	35	0.00107
def _validate_classpath_tuples(self, classpath, target): """Validates that all files are located within the working directory, to simplify relativization. :param classpath: The list of classpath tuples. Each tuple is a 2-tuple of ivy_conf and ClasspathEntry. :param target: The target ...	[ "def", "_validate_classpath_tuples", "(", "self", ",", "classpath", ",", "target", ")", ":", "for", "classpath_tuple", "in", "classpath", ":", "conf", ",", "classpath_entry", "=", "classpath_tuple", "path", "=", "classpath_entry", ".", "path", "if", "os", ".", ...	53.933333	0.008505
def skip(stackframe=1): """ Must be called from within `__enter__()`. Performs some magic to have a #ContextSkipped exception be raised the moment the with context is entered. The #ContextSkipped must then be handled in `__exit__()` to suppress the propagation of the exception. > Important: This function d...	[ "def", "skip", "(", "stackframe", "=", "1", ")", ":", "def", "trace", "(", "frame", ",", "event", ",", "args", ")", ":", "raise", "ContextSkipped", "sys", ".", "settrace", "(", "lambda", "", "args", ",", "", "*", "kwargs", ":", "None", ")", "fram...	35.411765	0.011327
def get_logger(level=None, name=None, filename=None): """ Create a logger or return the current one if already instantiated. Parameters ---------- level : int one of the logger.level constants name : string name of the logger filename : string name of the log file ...	[ "def", "get_logger", "(", "level", "=", "None", ",", "name", "=", "None", ",", "filename", "=", "None", ")", ":", "if", "level", "is", "None", ":", "level", "=", "settings", ".", "log_level", "if", "name", "is", "None", ":", "name", "=", "settings", ...	29.659574	0.002083
def calculate_integral_over_T(self, T1, T2): r'''Method to compute the entropy integral of heat capacity from `T1` to `T2`. Parameters ---------- T1 : float Initial temperature, [K] T2 : float Final temperature, [K] ...	[ "def", "calculate_integral_over_T", "(", "self", ",", "T1", ",", "T2", ")", ":", "return", "(", "Zabransky_quasi_polynomial_integral_over_T", "(", "T2", ",", "self", ".", "Tc", ",", "*", "self", ".", "coeffs", ")", "-", "Zabransky_quasi_polynomial_integral_over_T"...	33.722222	0.014423
def build_scoring_scheme( s, gap_open, gap_extend, gap1="-", gap2=None, **kwargs ): """ Initialize scoring scheme from a blastz style text blob, first line specifies the bases for each row/col, subsequent lines contain the corresponding scores. Slaw extensions allow for unusual and/or asymmetric al...	[ "def", "build_scoring_scheme", "(", "s", ",", "gap_open", ",", "gap_extend", ",", "gap1", "=", "\"-\"", ",", "gap2", "=", "None", ",", "", "", "kwargs", ")", ":", "# perform initial parse to determine alphabets and locate scores", "bad_matrix", "=", "\"invalid sco...	43.217391	0.027785
def upload(cls, path, document_type, is_protocol, description=""): """ Args: path: `str`. The path to the document to upload. document_type: `str`. DocumentType identified by the value of its name attribute. is_protocol: `bool`. description: `str`. ...	[ "def", "upload", "(", "cls", ",", "path", ",", "document_type", ",", "is_protocol", ",", "description", "=", "\"\"", ")", ":", "file_name", "=", "os", ".", "path", ".", "basename", "(", "path", ")", "mime_type", "=", "mimetypes", ".", "guess_type", "(", ...	44.047619	0.012698
def get_dependencies(ireq, sources=None, parent=None): # type: (Union[InstallRequirement, InstallationCandidate], Optional[List[Dict[S, Union[S, bool]]]], Optional[AbstractDependency]) -> Set[S, ...] """Get all dependencies for a given install requirement. :param ireq: A single InstallRequirement :type...	[ "def", "get_dependencies", "(", "ireq", ",", "sources", "=", "None", ",", "parent", "=", "None", ")", ":", "# type: (Union[InstallRequirement, InstallationCandidate], Optional[List[Dict[S, Union[S, bool]]]], Optional[AbstractDependency]) -> Set[S, ...]", "if", "not", "isinstance", ...	46.228571	0.002421
def describe_topic_rule(ruleName, region=None, key=None, keyid=None, profile=None): ''' Given a topic rule name describe its properties. Returns a dictionary of interesting properties. CLI Example: .. code-block:: bash salt myminion boto_iot.describe_topic_rule myrule '...	[ "def", "describe_topic_rule", "(", "ruleName", ",", "region", "=", "None", ",", "key", "=", "None", ",", "keyid", "=", "None", ",", "profile", "=", "None", ")", ":", "try", ":", "conn", "=", "_get_conn", "(", "region", "=", "region", ",", "key", "=",...	30.037037	0.002389
def FromData(cls, stream, json_data, http, auto_transfer=None, gzip_encoded=False, **kwds): """Create a new Upload of stream from serialized json_data and http.""" info = json.loads(json_data) missing_keys = cls._REQUIRED_SERIALIZATION_KEYS - set(info.keys()) if missing_...	[ "def", "FromData", "(", "cls", ",", "stream", ",", "json_data", ",", "http", ",", "auto_transfer", "=", "None", ",", "gzip_encoded", "=", "False", ",", "", "", "kwds", ")", ":", "info", "=", "json", ".", "loads", "(", "json_data", ")", "missing_keys"...	48.733333	0.002012
def verify_file_private(filename): """ Raises ValueError the file permissions allow group/other On windows this never raises due to the implementation of stat. """ if platform.system().upper() != 'WINDOWS': filename = os.path.expanduser(filename) if os.path.exists(filename): ...	[ "def", "verify_file_private", "(", "filename", ")", ":", "if", "platform", ".", "system", "(", ")", ".", "upper", "(", ")", "!=", "'WINDOWS'", ":", "filename", "=", "os", ".", "path", ".", "expanduser", "(", "filename", ")", "if", "os", ".", "path", ...	42.636364	0.002088
def expand_env_variables(lines_enum): # type: (ReqFileLines) -> ReqFileLines """Replace all environment variables that can be retrieved via `os.getenv`. The only allowed format for environment variables defined in the requirement file is `${MY_VARIABLE_1}` to ensure two things: 1. Strings that con...	[ "def", "expand_env_variables", "(", "lines_enum", ")", ":", "# type: (ReqFileLines) -> ReqFileLines", "for", "line_number", ",", "line", "in", "lines_enum", ":", "for", "env_var", ",", "var_name", "in", "ENV_VAR_RE", ".", "findall", "(", "line", ")", ":", "value",...	39.346154	0.000954
def is_enable_action_dependent(self, hosts, services): """ Check if dependencies states match dependencies statuses This basically means that a dependency is in a bad state and it can explain this object state. :param hosts: hosts objects, used to get object in act_depend_of ...	[ "def", "is_enable_action_dependent", "(", "self", ",", "hosts", ",", "services", ")", ":", "# Use to know if notification is raise or not", "enable_action", "=", "False", "for", "(", "dep_id", ",", "status", ",", "_", ",", "_", ")", "in", "self", ".", "act_depen...	41.83871	0.001507
def finish(self, message: Optional[Message_T] = None, kwargs) -> None: """Finish the session.""" if message: asyncio.ensure_future(self.send(message, kwargs)) raise _FinishException	[ "def", "finish", "(", "self", ",", "message", ":", "Optional", "[", "Message_T", "]", "=", "None", ",", "", "", "kwargs", ")", "->", "None", ":", "if", "message", ":", "asyncio", ".", "ensure_future", "(", "self", ".", "send", "(", "message", ",", ...	43.4	0.00905
def wait_export( self, export_type, timeout=None, ): """ Blocks until an in-progress export is ready. - export_type is a string specifying which type of export to wait for. - timeout is the maximum number of seconds to wait. If ``ti...	[ "def", "wait_export", "(", "self", ",", "export_type", ",", "timeout", "=", "None", ",", ")", ":", "success", "=", "False", "if", "timeout", ":", "end_time", "=", "datetime", ".", "datetime", ".", "now", "(", ")", "+", "datetime", ".", "timedelta", "("...	28.93617	0.002134
def bg_compensate(img, sigma, splinepoints, scale): '''Reads file, subtracts background. Returns [compensated image, background].''' from PIL import Image import pylab from matplotlib.image import pil_to_array from centrosome.filter import canny import matplotlib img = Image.open(img) ...	[ "def", "bg_compensate", "(", "img", ",", "sigma", ",", "splinepoints", ",", "scale", ")", ":", "from", "PIL", "import", "Image", "import", "pylab", "from", "matplotlib", ".", "image", "import", "pil_to_array", "from", "centrosome", ".", "filter", "import", "...	35.982456	0.015662
def discover(glob_pattern): """ Find all files matching given glob_pattern, parse them, and return list of environments: >>> envs = discover("requirements/*.in") >>> # print(envs) >>> envs == [ ... {'name': 'base', 'refs': set()}, ... {'name': 'py27', 'refs': set()}, ... ...	[ "def", "discover", "(", "glob_pattern", ")", ":", "in_paths", "=", "glob", ".", "glob", "(", "glob_pattern", ")", "names", "=", "{", "extract_env_name", "(", "path", ")", ":", "path", "for", "path", "in", "in_paths", "}", "return", "order_by_refs", "(", ...	30.346154	0.001229
def call_json(self, req_json, props=None): """ Deserializes req_json as JSON, invokes self.call(), and serializes result to JSON. Returns JSON encoded string. :Parameters: req_json JSON-RPC request serialized as JSON string props Application d...	[ "def", "call_json", "(", "self", ",", "req_json", ",", "props", "=", "None", ")", ":", "try", ":", "req", "=", "json", ".", "loads", "(", "req_json", ")", "except", ":", "msg", "=", "\"Unable to parse JSON: %s\"", "%", "req_json", "return", "json", ".", ...	37.888889	0.008584
def subseparable_conv(inputs, filters, kernel_size, kwargs): """Sub-separable convolution. If separability == 0 it's a separable_conv.""" def conv_fn(inputs, filters, kernel_size, kwargs): """Sub-separable convolution, splits into separability-many blocks.""" separability = None if "separability" i...	[ "def", "subseparable_conv", "(", "inputs", ",", "filters", ",", "kernel_size", ",", "", "", "kwargs", ")", ":", "def", "conv_fn", "(", "inputs", ",", "filters", ",", "kernel_size", ",", "", "", "kwargs", ")", ":", "\"\"\"Sub-separable convolution, splits i...	42.027778	0.00969
def find_jamfile (self, dir, parent_root=0, no_errors=0): """Find the Jamfile at the given location. This returns the exact names of all the Jamfiles in the given directory. The optional parent-root argument causes this to search not the given directory but the ones above it up to the di...	[ "def", "find_jamfile", "(", "self", ",", "dir", ",", "parent_root", "=", "0", ",", "no_errors", "=", "0", ")", ":", "assert", "isinstance", "(", "dir", ",", "basestring", ")", "assert", "isinstance", "(", "parent_root", ",", "(", "int", ",", "bool", ")...	43.377358	0.001701
def subplots(scale_x=None, scale_y=None, scale=None, kwargs): r''' Run ``matplotlib.pyplot.subplots`` with ``figsize`` set to the correct multiple of the default. :additional options: scale, scale_x, scale_y** (``<float>``) Scale the figure-size (along one of the dimensions). ''' if 'figsize' in kwar...	[ "def", "subplots", "(", "scale_x", "=", "None", ",", "scale_y", "=", "None", ",", "scale", "=", "None", ",", "", "", "kwargs", ")", ":", "if", "'figsize'", "in", "kwargs", ":", "return", "plt", ".", "subplots", "(", "", "", "kwargs", ")", "widt...	23.774194	0.023468
def make_work_parcels(upload_workers, num_chunks): """ Make groups so we can split up num_chunks into similar sizes. Rounds up trying to keep work evenly split so sometimes it will not use all workers. For very small numbers it can result in (upload_workers-1) total workers. For ...	[ "def", "make_work_parcels", "(", "upload_workers", ",", "num_chunks", ")", ":", "chunks_per_worker", "=", "int", "(", "math", ".", "ceil", "(", "float", "(", "num_chunks", ")", "/", "float", "(", "upload_workers", ")", ")", ")", "return", "ParallelChunkProcess...	65.25	0.008816
def check_image_duplicates(file_list): """ Checking Images for duplicates (despite resizing, colours, etc) """ master_hash = '' ham_dist = 0 results = [] print("Checking Images for duplicates (despite resizing, colours, etc) " ) for ndx, fname in enumerate(file_list): #img = Image.open(f...	[ "def", "check_image_duplicates", "(", "file_list", ")", ":", "master_hash", "=", "''", "ham_dist", "=", "0", "results", "=", "[", "]", "print", "(", "\"Checking Images for duplicates (despite resizing, colours, etc) \"", ")", "for", "ndx", ",", "fname", "in", "enume...	46.5	0.013699
def write_to_file(data, path): """Export extracted fields to csv Appends .csv to path if missing and generates csv file in specified directory, if not then in root Parameters ---------- data : dict Dictionary of extracted fields path : str directory to save generated csv file ...	[ "def", "write_to_file", "(", "data", ",", "path", ")", ":", "if", "path", ".", "endswith", "(", "'.csv'", ")", ":", "filename", "=", "path", "else", ":", "filename", "=", "path", "+", "'.csv'", "if", "sys", ".", "version_info", "[", "0", "]", "<", ...	26.3	0.001466
def _prop(self, T, rho, fav): """Thermodynamic properties of humid air Parameters ---------- T : float Temperature, [K] rho : float Density, [kg/m³] fav : dict dictionary with helmholtz energy and derivatives Returns -...	[ "def", "_prop", "(", "self", ",", "T", ",", "rho", ",", "fav", ")", ":", "prop", "=", "{", "}", "prop", "[", "\"P\"", "]", "=", "rho", "*", "2", "", "fav", "[", "\"fird\"", "]", "/", "1000", "# Eq T1", "prop", "[", "\"s\"", "]", "=", "-", ...	45.686275	0.00084
def LoadChecksFromDirs(dir_paths, overwrite_if_exists=True): """Load checks from all yaml files in the specified directories.""" loaded = [] for dir_path in dir_paths: cfg_files = glob.glob(os.path.join(dir_path, "*.yaml")) loaded.extend(LoadChecksFromFiles(cfg_files, overwrite_if_exists)) return loaded	[ "def", "LoadChecksFromDirs", "(", "dir_paths", ",", "overwrite_if_exists", "=", "True", ")", ":", "loaded", "=", "[", "]", "for", "dir_path", "in", "dir_paths", ":", "cfg_files", "=", "glob", ".", "glob", "(", "os", ".", "path", ".", "join", "(", "dir_pa...	44.857143	0.015625
def select_enclosed_points(dataset, surface, tolerance=0.001, inside_out=False, check_surface=True): """Mark points as to whether they are inside a closed surface. This evaluates all the input points to determine whether they are in an enclosed surface. The filter produces a (0,1...	[ "def", "select_enclosed_points", "(", "dataset", ",", "surface", ",", "tolerance", "=", "0.001", ",", "inside_out", "=", "False", ",", "check_surface", "=", "True", ")", ":", "alg", "=", "vtk", ".", "vtkSelectEnclosedPoints", "(", ")", "alg", ".", "SetInputD...	45.826087	0.001393
def update_node(self, job_record): """ Updates job record property for a tree node associated with the given Job """ if job_record.process_name not in self.process_hierarchy: raise ValueError('unable to update the node due to unknown process: {0}'.format(job_record.process_name)) ti...	[ "def", "update_node", "(", "self", ",", "job_record", ")", ":", "if", "job_record", ".", "process_name", "not", "in", "self", ".", "process_hierarchy", ":", "raise", "ValueError", "(", "'unable to update the node due to unknown process: {0}'", ".", "format", "(", "j...	63.75	0.009671
def import_data(self, data): """Import additional data for tuning Parameters ---------- data: a list of dictionarys, each of which has at least two keys, 'parameter' and 'value' """ _completed_num = 0 for trial_info in data: logger.info("I...	[ "def", "import_data", "(", "self", ",", "data", ")", ":", "_completed_num", "=", "0", "for", "trial_info", "in", "data", ":", "logger", ".", "info", "(", "\"Importing data, current processing progress %s / %s\"", "%", "(", "_completed_num", ",", "len", "(", "dat...	45.807692	0.008224
def unregister_checker(self, checker): """Unregister a checker instance.""" if checker in self._checkers: self._checkers.remove(checker)	[ "def", "unregister_checker", "(", "self", ",", "checker", ")", ":", "if", "checker", "in", "self", ".", "_checkers", ":", "self", ".", "_checkers", ".", "remove", "(", "checker", ")" ]	40.25	0.012195
def call_sacrebleu(input_fname: str, ref_fname: str, output_fname: str, log_fname: str, tokenized: bool = False): """ Call pip-installed sacrebleu on tokenized or detokenized inputs. :param input_fname: Input translation file. :param ref_fname: Reference translation file. :param output_fname: Outpu...	[ "def", "call_sacrebleu", "(", "input_fname", ":", "str", ",", "ref_fname", ":", "str", ",", "output_fname", ":", "str", ",", "log_fname", ":", "str", ",", "tokenized", ":", "bool", "=", "False", ")", ":", "# Assemble command", "command", "=", "[", "\"sacre...	39.038462	0.001923
def save_examples(noise = 0.0, maxVal = 1.0, dataDir="data"): """ Generate sample noise files for listening and debugging. :param noise: noise value for the addNoise transform :param maxVal: maxVal for the addNoise transform :param dataDir: root dir containing speech_commands directory """ testDataDir = o...	[ "def", "save_examples", "(", "noise", "=", "0.0", ",", "maxVal", "=", "1.0", ",", "dataDir", "=", "\"data\"", ")", ":", "testDataDir", "=", "os", ".", "path", ".", "join", "(", "dataDir", ",", "\"speech_commands\"", ",", "\"test\"", ")", "outDir", "=", ...	34.484848	0.011111
def write(self, fout=None, fmt=SPARSE, schema_only=False, data_only=False): """ Write an arff structure to a string. """ assert not (schema_only and data_only), 'Make up your mind.' assert fmt in FORMATS, 'Invalid format "%s". Should be one of: %s'...	[ "def", "write", "(", "self", ",", "fout", "=", "None", ",", "fmt", "=", "SPARSE", ",", "schema_only", "=", "False", ",", "data_only", "=", "False", ")", ":", "assert", "not", "(", "schema_only", "and", "data_only", ")", ",", "'Make up your mind.'", "asse...	36.576923	0.008197
def set_state(self, state, enable): """Set the state.""" is_enabled = self.get_state(state) if is_enabled == enable: return True key = None desired_states = [{'state': state, 'enabled': not is_enabled}] if state == States.FILTER_LOW_SPEED: if no...	[ "def", "set_state", "(", "self", ",", "state", ",", "enable", ")", ":", "is_enabled", "=", "self", ".", "get_state", "(", "state", ")", "if", "is_enabled", "==", "enable", ":", "return", "True", "key", "=", "None", "desired_states", "=", "[", "{", "'st...	38.102564	0.001312
def _find_best_in_population(population, values): """Finds the population member with the lowest value.""" best_value = tf.math.reduce_min(input_tensor=values) best_index = tf.where(tf.math.equal(values, best_value))[0, 0] return ([population_part[best_index] for population_part in population], best_...	[ "def", "_find_best_in_population", "(", "population", ",", "values", ")", ":", "best_value", "=", "tf", ".", "math", ".", "reduce_min", "(", "input_tensor", "=", "values", ")", "best_index", "=", "tf", ".", "where", "(", "tf", ".", "math", ".", "equal", ...	45.714286	0.015337
def open( self, **kwargs ): """Append an opening tag.""" if self.tag in self.parent.twotags or self.tag in self.parent.onetags: self.render( self.tag, False, None, kwargs ) elif self.mode == 'strict_html' and self.tag in self.parent.deptags: raise DeprecationError( self....	[ "def", "open", "(", "self", ",", "", "", "kwargs", ")", ":", "if", "self", ".", "tag", "in", "self", ".", "parent", ".", "twotags", "or", "self", ".", "tag", "in", "self", ".", "parent", ".", "onetags", ":", "self", ".", "render", "(", "self", ...	45.571429	0.024615
def spa_distance(psd, mass1, mass2, lower_frequency_cutoff, snr=8): """ Return the distance at a given snr (default=8) of the SPA TaylorF2 template. """ kend = int(spa_tmplt_end(mass1=mass1, mass2=mass2) / psd.delta_f) norm1 = spa_tmplt_norm(psd, len(psd), psd.delta_f, lower_frequency_cutoff) no...	[ "def", "spa_distance", "(", "psd", ",", "mass1", ",", "mass2", ",", "lower_frequency_cutoff", ",", "snr", "=", "8", ")", ":", "kend", "=", "int", "(", "spa_tmplt_end", "(", "mass1", "=", "mass1", ",", "mass2", "=", "mass2", ")", "/", "psd", ".", "del...	42.545455	0.002092
def _special_value_size(em): ''' handle "size" property, which has different behaviour for input vs everything else ''' if em.tagName == 'input': # TODO: "size" on an input is implemented very weirdly. Negative values are treated as invalid, # A value of "0" raises an except...	[ "def", "_special_value_size", "(", "em", ")", ":", "if", "em", ".", "tagName", "==", "'input'", ":", "# TODO: \"size\" on an input is implemented very weirdly. Negative values are treated as invalid,", "# A value of \"0\" raises an exception (and does not set HTML attribute)", ...	50.6	0.009709
def _PreParse(self, key, value): """Executed against each field of each row read from index table.""" if key == 'Command': return re.sub(r'(\[\[.+?\]\])', self._Completion, value) else: return value	[ "def", "_PreParse", "(", "self", ",", "key", ",", "value", ")", ":", "if", "key", "==", "'Command'", ":", "return", "re", ".", "sub", "(", "r'(\\[\\[.+?\\]\\])'", ",", "self", ".", "_Completion", ",", "value", ")", "else", ":", "return", "value" ]	36.166667	0.013514
def load_target_from_cache(target: Target, build_context) -> (bool, bool): """Load `target` from build cache, restoring cached artifacts & summary. Return (build_cached, test_cached) tuple. `build_cached` is True if target restored successfully. `test_cached` is True if build is cached and test_time...	[ "def", "load_target_from_cache", "(", "target", ":", "Target", ",", "build_context", ")", "->", "(", "bool", ",", "bool", ")", ":", "cache_dir", "=", "build_context", ".", "conf", ".", "get_cache_dir", "(", "target", ",", "build_context", ")", "if", "not", ...	48.929825	0.000703
def _import_status(data, item, repo_name, repo_tag): ''' Process a status update from docker import, updating the data structure ''' status = item['status'] try: if 'Downloading from' in status: return elif all(x in string.hexdigits for x in status): # Status ...	[ "def", "_import_status", "(", "data", ",", "item", ",", "repo_name", ",", "repo_tag", ")", ":", "status", "=", "item", "[", "'status'", "]", "try", ":", "if", "'Downloading from'", "in", "status", ":", "return", "elif", "all", "(", "x", "in", "string", ...	33.714286	0.002062
def getMeanInpCurrents(params, numunits=100, filepattern=os.path.join('simulation_output_default', 'population_input_spikes*')): '''return a dict with the per population mean and std synaptic current, averaging over numcells recorded units f...	[ "def", "getMeanInpCurrents", "(", "params", ",", "numunits", "=", "100", ",", "filepattern", "=", "os", ".", "path", ".", "join", "(", "'simulation_output_default'", ",", "'population_input_spikes*'", ")", ")", ":", "#convolution kernels", "x", "=", "np", ".", ...	35.015152	0.012626
def dataset_create_new(self, folder, public=False, quiet=False, convert_to_csv=True, dir_mode='skip'): """ create a new dataset, meaning the same as creating a version but ...	[ "def", "dataset_create_new", "(", "self", ",", "folder", ",", "public", "=", "False", ",", "quiet", "=", "False", ",", "convert_to_csv", "=", "True", ",", "dir_mode", "=", "'skip'", ")", ":", "if", "not", "os", ".", "path", ".", "isdir", "(", "folder",...	40.683544	0.00243
def smallest_url(flickr, pid, min_width, min_height): """Return the url of the smallest photo above the dimensions. If no such photo exists, return None. """ sizes = flickr.photos_getSizes(photo_id=pid, format='parsed-json') smallest_url = None smallest_area = None for size in sizes['sizes'...	[ "def", "smallest_url", "(", "flickr", ",", "pid", ",", "min_width", ",", "min_height", ")", ":", "sizes", "=", "flickr", ".", "photos_getSizes", "(", "photo_id", "=", "pid", ",", "format", "=", "'parsed-json'", ")", "smallest_url", "=", "None", "smallest_are...	39.470588	0.001456
def p_operation_definition7(self, p): """ operation_definition : operation_type directives selection_set """ p[0] = self.operation_cls(p[1])( selections=p[3], directives=p[2], )	[ "def", "p_operation_definition7", "(", "self", ",", "p", ")", ":", "p", "[", "0", "]", "=", "self", ".", "operation_cls", "(", "p", "[", "1", "]", ")", "(", "selections", "=", "p", "[", "3", "]", ",", "directives", "=", "p", "[", "2", "]", ",",...	29.25	0.008299

def save(self, expected_value=None, return_values=None): """ Commits pending updates to Amazon DynamoDB. :type expected_value: dict :param expected_value: A dictionary of name/value pairs that you expect. This dictionary should have name/value pairs where the na...

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def increment(version, major=False, minor=False, patch=True): """ Increment a semantic version :param version: str of the version to increment :param major: bool specifying major level version increment :param minor: bool specifying minor level version increment :param patch: bool specifying pa...

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def load_friend_chains(chain, friend_chains, txt, nfiles=None): """Load a list of trees from a file and add them as friends to the chain.""" if re.search('.root?', txt) is not None: c = ROOT.TChain(chain.GetName()) c.SetDirectory(0) c.Add(txt) friend_chains.append(c) ...

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def _verify_and_add_jwt(): """ This helper method just checks and adds jwt data to the app context. Will not add jwt data if it is already present. Only use in this module """ if not app_context_has_jwt_data(): guard = current_guard() token = guard.read_token_from_header() jw...

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def validate(file_paths, opts): """ Client facing validate function. Runs _validate() and returns True if the the file_paths pass all of the validations. Handles exceptions automatically if _validate() throws any and exits the program. :param file_paths: List of string file paths to test :param...

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def authenticate_direct_bind(self, username, password): """ Performs a direct bind. We can do this since the RDN is the same as the login attribute. Hence we just string together a dn to find this user with. Args: username (str): Username of the user to bind (the fie...

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def get_android_version(self) -> str: '''Show Android version.''' output, _ = self._execute( '-s', self.device_sn, 'shell', 'getprop', 'ro.build.version.release') return output.strip()

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def update(): # type: () -> None """ Update the feature with updates committed to develop. This will merge current develop into the current branch. """ branch = git.current_branch(refresh=True) base_branch = common.get_base_branch() common.assert_branch_type('task') common.git_checkout...

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def forward_word_extend_selection(self, e): # u"""Move forward to the end of the next word. Words are composed of letters and digits.""" self.l_buffer.forward_word_extend_selection(self.argument_reset) self.finalize()

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def _async_poll(self, poller, async_seconds, async_poll_interval): ''' launch an async job, if poll_interval is set, wait for completion ''' results = poller.wait(async_seconds, async_poll_interval) # mark any hosts that are still listed as started as failed # since these likely got ki...

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def get_ecmwf_macc(filename, params, startdate, stopdate, lookup_params=True, server=None, target=_ecmwf): """ Download data from ECMWF MACC Reanalysis API. Parameters ---------- filename : str full path of file where to save data, ``.nc`` appended if not given params...

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def login(self, user: str, passwd: str) -> None: """Log in to instagram with given username and password and internally store session object. :raises InvalidArgumentException: If the provided username does not exist. :raises BadCredentialsException: If the provided password is wrong. :r...

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def sync_handler(self, args): '''Handler for sync command. XXX Here we emulate sync command with get/put -r -f --sync-check. So it doesn't provide delete operation. ''' self.opt.recursive = True self.opt.sync_check = True self.opt.force = True self.validate('cmd|s3,local|s3,lo...

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def pretty_plot(width=None, height=None, plt=None, dpi=None): """Get a :obj:`matplotlib.pyplot` object with publication ready defaults. Args: width (:obj:`float`, optional): The width of the plot. height (:obj:`float`, optional): The height of the plot. plt (:obj:`matplotlib.pyplot`, op...

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def install_vendored(cls, prefix, root=None, expose=None): """Install an importer for all vendored code with the given import prefix. All distributions listed in ``expose`` will also be made available for import in direct, un-prefixed form. :param str prefix: The import prefix the installed importer w...

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def start(self): """ Given the pipeline topology starts ``Pipers`` in the order input -> output. See ``Piper.start``. ``Pipers`` instances are started in two stages, which allows them to share ``NuMaps``. """ # top - > bottom of pipeline pipers = self.p...

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def crps_climo(self): """ Calculate the climatological CRPS. """ o_bar = self.errors["O"].values / float(self.num_forecasts) crps_c = np.sum(self.num_forecasts * (o_bar ** 2) - o_bar * self.errors["O"].values * 2.0 + self.errors["O_2"].values) / float(self...

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def refresh(self): """Update the Server information and list of API Roots""" response = self.__raw = self._conn.get(self.url) self._populate_fields(**response) self._loaded = True

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def _default_logfile(exe_name): ''' Retrieve the logfile name ''' if salt.utils.platform.is_windows(): tmp_dir = os.path.join(__opts__['cachedir'], 'tmp') if not os.path.isdir(tmp_dir): os.mkdir(tmp_dir) logfile_tmp = tempfile.NamedTemporaryFile(dir=tmp_dir, ...

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def gpg_fetch_key( key_url, key_id=None, config_dir=None ): """ Fetch a GPG public key from the given URL. Supports anything urllib2 supports. If the URL has no scheme, then assume it's a PGP key server, and use GPG to go get it. The key is not accepted into any keyrings. Return the key data on ...

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def auto_change_docstring(app, what, name, obj, options, lines): r"""Make some automatic changes to docstrings. Things this function does are: - Add a title to module docstrings - Merge lines that end with a '\' with the next line. """ if what == 'module' and name.startswith('pylatex')...

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def cleanup(self): """ Executes `ansible-playbook` against the cleanup playbook and returns None. :return: None """ pb = self._get_ansible_playbook(self.playbooks.cleanup) pb.execute()

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def add(self,dist): """Add `dist` if we ``can_add()`` it and it isn't already added""" if self.can_add(dist) and dist.has_version(): dists = self._distmap.setdefault(dist.key,[]) if dist not in dists: dists.append(dist) if dist.key in self._cache: ...

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def activate(): """ Activates the version specified in ``env.project_version`` if it is different from the current active version. An active version is just the version that is symlinked. """ env_path = '/'.join([deployment_root(),'env',env.project_fullname]) if not exists(env_path): ...

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def decompress_amount(x): """\ Undo the value compression performed by x=compress_amount(n). The input x matches one of the following patterns: x = n = 0 x = 1+10*(9*n + d - 1) + e x = 1+10*(n - 1) + 9""" if not x: return 0; x = x - 1; # x = 10*(9*n + d - 1) + e x, e...

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def serial_starfeatures(lclist, outdir, lc_catalog_pickle, neighbor_radius_arcsec, maxobjects=None, deredden=True, custom_bandpasses=None, lcformat='hat...

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def section_branch_orders(neurites, neurite_type=NeuriteType.all): '''section branch orders in a collection of neurites''' return map_sections(sectionfunc.branch_order, neurites, neurite_type=neurite_type)

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def sync_local_order(self): """! @brief Calculates current level of local (partial) synchronization in the network. @return (double) Level of local (partial) synchronization. @see sync_order() """ if (self._ccore_network_point...

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def obsolete_client(func): """This is a decorator which can be used to mark Client classes as obsolete. It will result in an error being emitted when the class is instantiated.""" @functools.wraps(func) def new_func(*args, **kwargs): raise ObsoleteException( "{} has been removed...

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def set_keywords(self, keywords): """Changes the <meta> keywords tag.""" self.head.keywords.attr(content=", ".join(keywords)) return self

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def count(self, event_str, inc_int=1): """Count an event. Args: event_str: The name of an event to count. Used as a key in the event dict. The same name will also be used in the summary. inc_int: int Optional argument to increase the count for th...

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def add_search_engine(self, name, engine): '''Adds a search engine with the given name. ``engine`` must be the **class** object rather than an instance. The class *must* be a subclass of :class:`dossier.web.SearchEngine`, which should provide a means of obtaining recommendations...

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def tar_and_copy_usr_dir(usr_dir, train_dir): """Package, tar, and copy usr_dir to GCS train_dir.""" tf.logging.info("Tarring and pushing t2t_usr_dir.") usr_dir = os.path.abspath(os.path.expanduser(usr_dir)) # Copy usr dir to a temp location top_dir = os.path.join(tempfile.gettempdir(), "t2t_usr_container") ...

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def hash(self): ''' :rtype: int :return: hash of the field ''' hashed = super(RandomBits, self).hash() return khash(hashed, self._min_length, self._max_length, self._num_mutations, self._step, self._seed)

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def get_container_data(self): """Returns a list of Container data """ for obj in self.get_containers(): info = self.get_base_info(obj) yield info

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def get_polygon_rules(declarations): """ Given a Map element, a Layer element, and a list of declarations, create a new Style element with a PolygonSymbolizer, add it to Map and refer to it in Layer. """ property_map = {'polygon-fill': 'fill', 'polygon-opacity': 'fill-opacity', ...

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def shorter_name(key): """Return a shorter name for an id. Does this by only taking the last part of the URI, after the last / and the last #. Also replaces - and . with _. Parameters ---------- key: str Some URI Returns ------- key_short: str A shortened, but more...

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async def install_agent(self, connection, nonce, machine_id): """ :param object connection: Connection to Juju API :param str nonce: The nonce machine specification :param str machine_id: The id assigned to the machine :return: bool: If the initialization was successful ...

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def set_maxlen(self, length): """Sets maxlen""" with self.lock: self._maxlen = length while len(self.data) > length: self._poplast()

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def allreduce(data, op, prepare_fun=None): """Perform allreduce, return the result. Parameters ---------- data: numpy array Input data. op: int Reduction operators, can be MIN, MAX, SUM, BITOR prepare_fun: function Lazy preprocessing function, if it is not None, prepare_...

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def concatenate_by_line(first, second): """Zip two strings together, line wise""" return '\n'.join(x+y for x,y in zip(first.split('\n'), second.split('\n')))

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def dataframe2sasdata(self, df: '<Pandas Data Frame object>', table: str ='a', libref: str ="", keep_outer_quotes: bool=False): """ This method imports a Pandas Data Frame to a SAS Data Set, returning the SASdata object for the new Data Set. df - Pandas Data Frame to imp...

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def can_cast_to(v: Literal, dt: str) -> bool: """ 5.4.3 Datatype Constraints Determine whether "a value of the lexical form of n can be cast to the target type v per XPath Functions 3.1 section 19 Casting[xpath-functions]." """ # TODO: rdflib doesn't appear to pay any attention to lengths (e.g. 257...

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def data_to_bytes(data, encoding): """\ Converts the provided data into bytes. If the data is already a byte sequence, it will be left unchanged. This function tries to use the provided `encoding` (if not ``None``) or the default encoding (ISO/IEC 8859-1). It uses UTF-8 as fallback. Returns th...

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def escape(html): """ Escapes HTML according to the rules defined by the settings ``RICHTEXT_FILTER_LEVEL``, ``RICHTEXT_ALLOWED_TAGS``, ``RICHTEXT_ALLOWED_ATTRIBUTES``, ``RICHTEXT_ALLOWED_STYLES``. """ from yacms.conf import settings from yacms.core import defaults if settings.RICHTEXT_F...

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def _build_pipeline(self, task): """Build up the pipeline.""" self.pipeline_steps = [] kwargs = {} if self.default_encoding: kwargs["default_encoding"] = self.default_encoding steps = task.get('pipeline', []) if steps is None: self.pipeline_steps...

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def syntax_err(self): """Creates a SyntaxError.""" args = self.args[:2] + (None, None) + self.args[4:] err = SyntaxError(self.message(*args)) err.offset = args[2] err.lineno = args[3] return err

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def __pack_message(operation, data): """Takes message data and adds a message header based on the operation. Returns the resultant message string. """ request_id = _randint() message = struct.pack("<i", 16 + len(data)) message += struct.pack("<i", request_id) message += _ZERO_32 # response...

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def in_miso_and_inner(self): """ Test if a node is miso: multiple input and single output """ return len(self.successor) == 1 and self.successor[0] is not None and not self.successor[0].in_or_out and \ len(self.precedence) > 1 and self.precedence[0] is not None and not sel...

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def choose_key(gpg_private_keys): """Displays gpg key choice and returns key""" uid_strings_fp = [] uid_string_fp2key = {} current_key_index = None for i, key in enumerate(gpg_private_keys): fingerprint = key['fingerprint'] if fingerprint == config["gpg_key_fingerprint"]: ...

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def _finalize(self, fill_value=None, dtype=np.uint8, keep_palette=False, cmap=None): """Wrapper around 'finalize' method for backwards compatibility.""" import warnings warnings.warn("'_finalize' is deprecated, use 'finalize' instead.", DeprecationWarning) return se...

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def create_hireme_project(session, title, description, currency, budget, jobs, hireme_initial_bid): """ Create a fixed project """ jobs.append(create_job_object(id=417)) # Hire Me job, required project_data = {'title': title, 'description': description...

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def show_cluster_role(cl_args, cluster, role): ''' print topologies information to stdout ''' try: result = tracker_access.get_cluster_role_topologies(cluster, role) if not result: Log.error('Unknown cluster/role \'%s\'' % '/'.join([cluster, role])) return False result = result[cluster] ex...

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def _decode_doubles(message): """Helper for decode_qp, decodes a double array. The double array is stored as little endian 64 bit doubles. The array has then been base64 encoded. Since we are decoding we do these steps in reverse. Args: message: the double array Returns: decod...

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def help(self): '''Return the help string of the task''' # This returns a help string for a given task of the form: # # ================================================== # <name> # ============================== (If supplied) # <docstring> # =============...

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def _read_meta(ctx: ReaderContext) -> IMeta: """Read metadata and apply that to the next object in the input stream.""" start = ctx.reader.advance() assert start == "^" meta = _read_next_consuming_comment(ctx) meta_map: Optional[lmap.Map[LispForm, LispForm]] = None if isinstance(meta, symbo...

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def _validate_classpath_tuples(self, classpath, target): """Validates that all files are located within the working directory, to simplify relativization. :param classpath: The list of classpath tuples. Each tuple is a 2-tuple of ivy_conf and ClasspathEntry. :param target: The target ...

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def skip(stackframe=1): """ Must be called from within `__enter__()`. Performs some magic to have a #ContextSkipped exception be raised the moment the with context is entered. The #ContextSkipped must then be handled in `__exit__()` to suppress the propagation of the exception. > Important: This function d...

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def get_logger(level=None, name=None, filename=None): """ Create a logger or return the current one if already instantiated. Parameters ---------- level : int one of the logger.level constants name : string name of the logger filename : string name of the log file ...

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def calculate_integral_over_T(self, T1, T2): r'''Method to compute the entropy integral of heat capacity from `T1` to `T2`. Parameters ---------- T1 : float Initial temperature, [K] T2 : float Final temperature, [K] ...

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def build_scoring_scheme( s, gap_open, gap_extend, gap1="-", gap2=None, **kwargs ): """ Initialize scoring scheme from a blastz style text blob, first line specifies the bases for each row/col, subsequent lines contain the corresponding scores. Slaw extensions allow for unusual and/or asymmetric al...

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def upload(cls, path, document_type, is_protocol, description=""): """ Args: path: `str`. The path to the document to upload. document_type: `str`. DocumentType identified by the value of its name attribute. is_protocol: `bool`. description: `str`. ...

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def get_dependencies(ireq, sources=None, parent=None): # type: (Union[InstallRequirement, InstallationCandidate], Optional[List[Dict[S, Union[S, bool]]]], Optional[AbstractDependency]) -> Set[S, ...] """Get all dependencies for a given install requirement. :param ireq: A single InstallRequirement :type...

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def describe_topic_rule(ruleName, region=None, key=None, keyid=None, profile=None): ''' Given a topic rule name describe its properties. Returns a dictionary of interesting properties. CLI Example: .. code-block:: bash salt myminion boto_iot.describe_topic_rule myrule '...

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def FromData(cls, stream, json_data, http, auto_transfer=None, gzip_encoded=False, **kwds): """Create a new Upload of stream from serialized json_data and http.""" info = json.loads(json_data) missing_keys = cls._REQUIRED_SERIALIZATION_KEYS - set(info.keys()) if missing_...

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def verify_file_private(filename): """ Raises ValueError the file permissions allow group/other On windows this never raises due to the implementation of stat. """ if platform.system().upper() != 'WINDOWS': filename = os.path.expanduser(filename) if os.path.exists(filename): ...

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def expand_env_variables(lines_enum): # type: (ReqFileLines) -> ReqFileLines """Replace all environment variables that can be retrieved via `os.getenv`. The only allowed format for environment variables defined in the requirement file is `${MY_VARIABLE_1}` to ensure two things: 1. Strings that con...

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def is_enable_action_dependent(self, hosts, services): """ Check if dependencies states match dependencies statuses This basically means that a dependency is in a bad state and it can explain this object state. :param hosts: hosts objects, used to get object in act_depend_of ...

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def finish(self, message: Optional[Message_T] = None, **kwargs) -> None: """Finish the session.""" if message: asyncio.ensure_future(self.send(message, **kwargs)) raise _FinishException

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def wait_export( self, export_type, timeout=None, ): """ Blocks until an in-progress export is ready. - **export_type** is a string specifying which type of export to wait for. - **timeout** is the maximum number of seconds to wait. If ``ti...

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def bg_compensate(img, sigma, splinepoints, scale): '''Reads file, subtracts background. Returns [compensated image, background].''' from PIL import Image import pylab from matplotlib.image import pil_to_array from centrosome.filter import canny import matplotlib img = Image.open(img) ...

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def discover(glob_pattern): """ Find all files matching given glob_pattern, parse them, and return list of environments: >>> envs = discover("requirements/*.in") >>> # print(envs) >>> envs == [ ... {'name': 'base', 'refs': set()}, ... {'name': 'py27', 'refs': set()}, ... ...

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def call_json(self, req_json, props=None): """ Deserializes req_json as JSON, invokes self.call(), and serializes result to JSON. Returns JSON encoded string. :Parameters: req_json JSON-RPC request serialized as JSON string props Application d...

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def subseparable_conv(inputs, filters, kernel_size, **kwargs): """Sub-separable convolution. If separability == 0 it's a separable_conv.""" def conv_fn(inputs, filters, kernel_size, **kwargs): """Sub-separable convolution, splits into separability-many blocks.""" separability = None if "separability" i...

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def find_jamfile (self, dir, parent_root=0, no_errors=0): """Find the Jamfile at the given location. This returns the exact names of all the Jamfiles in the given directory. The optional parent-root argument causes this to search not the given directory but the ones above it up to the di...

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def subplots(scale_x=None, scale_y=None, scale=None, **kwargs): r''' Run ``matplotlib.pyplot.subplots`` with ``figsize`` set to the correct multiple of the default. :additional options: **scale, scale_x, scale_y** (``<float>``) Scale the figure-size (along one of the dimensions). ''' if 'figsize' in kwar...

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def make_work_parcels(upload_workers, num_chunks): """ Make groups so we can split up num_chunks into similar sizes. Rounds up trying to keep work evenly split so sometimes it will not use all workers. For very small numbers it can result in (upload_workers-1) total workers. For ...

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def check_image_duplicates(file_list): """ Checking Images for duplicates (despite resizing, colours, etc) """ master_hash = '' ham_dist = 0 results = [] print("Checking Images for duplicates (despite resizing, colours, etc) " ) for ndx, fname in enumerate(file_list): #img = Image.open(f...

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def write_to_file(data, path): """Export extracted fields to csv Appends .csv to path if missing and generates csv file in specified directory, if not then in root Parameters ---------- data : dict Dictionary of extracted fields path : str directory to save generated csv file ...

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def _prop(self, T, rho, fav): """Thermodynamic properties of humid air Parameters ---------- T : float Temperature, [K] rho : float Density, [kg/m³] fav : dict dictionary with helmholtz energy and derivatives Returns -...

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def LoadChecksFromDirs(dir_paths, overwrite_if_exists=True): """Load checks from all yaml files in the specified directories.""" loaded = [] for dir_path in dir_paths: cfg_files = glob.glob(os.path.join(dir_path, "*.yaml")) loaded.extend(LoadChecksFromFiles(cfg_files, overwrite_if_exists)) return loaded

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def select_enclosed_points(dataset, surface, tolerance=0.001, inside_out=False, check_surface=True): """Mark points as to whether they are inside a closed surface. This evaluates all the input points to determine whether they are in an enclosed surface. The filter produces a (0,1...

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def update_node(self, job_record): """ Updates job record property for a tree node associated with the given Job """ if job_record.process_name not in self.process_hierarchy: raise ValueError('unable to update the node due to unknown process: {0}'.format(job_record.process_name)) ti...

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def import_data(self, data): """Import additional data for tuning Parameters ---------- data: a list of dictionarys, each of which has at least two keys, 'parameter' and 'value' """ _completed_num = 0 for trial_info in data: logger.info("I...

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def unregister_checker(self, checker): """Unregister a checker instance.""" if checker in self._checkers: self._checkers.remove(checker)

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def call_sacrebleu(input_fname: str, ref_fname: str, output_fname: str, log_fname: str, tokenized: bool = False): """ Call pip-installed sacrebleu on tokenized or detokenized inputs. :param input_fname: Input translation file. :param ref_fname: Reference translation file. :param output_fname: Outpu...

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def save_examples(noise = 0.0, maxVal = 1.0, dataDir="data"): """ Generate sample noise files for listening and debugging. :param noise: noise value for the addNoise transform :param maxVal: maxVal for the addNoise transform :param dataDir: root dir containing speech_commands directory """ testDataDir = o...

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def write(self, fout=None, fmt=SPARSE, schema_only=False, data_only=False): """ Write an arff structure to a string. """ assert not (schema_only and data_only), 'Make up your mind.' assert fmt in FORMATS, 'Invalid format "%s". Should be one of: %s'...

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def set_state(self, state, enable): """Set the state.""" is_enabled = self.get_state(state) if is_enabled == enable: return True key = None desired_states = [{'state': state, 'enabled': not is_enabled}] if state == States.FILTER_LOW_SPEED: if no...

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def _find_best_in_population(population, values): """Finds the population member with the lowest value.""" best_value = tf.math.reduce_min(input_tensor=values) best_index = tf.where(tf.math.equal(values, best_value))[0, 0] return ([population_part[best_index] for population_part in population], best_...

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def open( self, **kwargs ): """Append an opening tag.""" if self.tag in self.parent.twotags or self.tag in self.parent.onetags: self.render( self.tag, False, None, kwargs ) elif self.mode == 'strict_html' and self.tag in self.parent.deptags: raise DeprecationError( self....

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def spa_distance(psd, mass1, mass2, lower_frequency_cutoff, snr=8): """ Return the distance at a given snr (default=8) of the SPA TaylorF2 template. """ kend = int(spa_tmplt_end(mass1=mass1, mass2=mass2) / psd.delta_f) norm1 = spa_tmplt_norm(psd, len(psd), psd.delta_f, lower_frequency_cutoff) no...

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def _special_value_size(em): ''' handle "size" property, which has different behaviour for input vs everything else ''' if em.tagName == 'input': # TODO: "size" on an input is implemented very weirdly. Negative values are treated as invalid, # A value of "0" raises an except...

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def _PreParse(self, key, value): """Executed against each field of each row read from index table.""" if key == 'Command': return re.sub(r'(\[\[.+?\]\])', self._Completion, value) else: return value

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def load_target_from_cache(target: Target, build_context) -> (bool, bool): """Load `target` from build cache, restoring cached artifacts & summary. Return (build_cached, test_cached) tuple. `build_cached` is True if target restored successfully. `test_cached` is True if build is cached and test_time...

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def _import_status(data, item, repo_name, repo_tag): ''' Process a status update from docker import, updating the data structure ''' status = item['status'] try: if 'Downloading from' in status: return elif all(x in string.hexdigits for x in status): # Status ...

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def getMeanInpCurrents(params, numunits=100, filepattern=os.path.join('simulation_output_default', 'population_input_spikes*')): '''return a dict with the per population mean and std synaptic current, averaging over numcells recorded units f...

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def dataset_create_new(self, folder, public=False, quiet=False, convert_to_csv=True, dir_mode='skip'): """ create a new dataset, meaning the same as creating a version but ...

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def smallest_url(flickr, pid, min_width, min_height): """Return the url of the smallest photo above the dimensions. If no such photo exists, return None. """ sizes = flickr.photos_getSizes(photo_id=pid, format='parsed-json') smallest_url = None smallest_area = None for size in sizes['sizes'...

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def p_operation_definition7(self, p): """ operation_definition : operation_type directives selection_set """ p[0] = self.operation_cls(p[1])( selections=p[3], directives=p[2], )

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