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 request(method, path, params=None, data=None, auto_retry=True): """ method - HTTP method. e.g. get, put, post, etc. path - Path to resource. e.g. /loss_sets/1234 params - Parameter to pass in the query string data - Dictionary of parameters to pass in the request body """ body = None ...	[ "def", "request", "(", "method", ",", "path", ",", "params", "=", "None", ",", "data", "=", "None", ",", "auto_retry", "=", "True", ")", ":", "body", "=", "None", "if", "data", "is", "not", "None", ":", "body", "=", "json", ".", "dumps", "(", "da...	37.461538	0.001001
def _lock(self, break_existing=False): """Write a special file to the target root folder.""" # write("_lock") data = {"lock_time": time.time(), "lock_holder": None} try: assert self.cur_dir == self.root_dir self.write_text(DirMetadata.LOCK_FILE_NAME, json....	[ "def", "_lock", "(", "self", ",", "break_existing", "=", "False", ")", ":", "# write(\"_lock\")\r", "data", "=", "{", "\"lock_time\"", ":", "time", ".", "time", "(", ")", ",", "\"lock_holder\"", ":", "None", "}", "try", ":", "assert", "self", ".", "cur_d...	41.458333	0.001965
def _get_choices(self, gandi): """ Internal method to get choices list """ return [str(item['id']) for item in gandi.snapshotprofile.list(target=self.target)]	[ "def", "_get_choices", "(", "self", ",", "gandi", ")", ":", "return", "[", "str", "(", "item", "[", "'id'", "]", ")", "for", "item", "in", "gandi", ".", "snapshotprofile", ".", "list", "(", "target", "=", "self", ".", "target", ")", "]" ]	46.75	0.010526
def rm_incomplete_des_asc(des_mask, asc_mask): '''Remove descents-ascents that have no corresponding ascent-descent Args ---- des_mask: ndarray Boolean mask of descents in the depth data asc_mask: ndarray Boolean mask of ascents in the depth data Returns ------- des_mas...	[ "def", "rm_incomplete_des_asc", "(", "des_mask", ",", "asc_mask", ")", ":", "from", ".", "import", "utils", "# Get start/stop indices for descents and ascents", "des_start", ",", "des_stop", "=", "utils", ".", "contiguous_regions", "(", "des_mask", ")", "asc_start", "...	31.111111	0.001155
def gen_tokens(self): """ >>> list(Program("ls").gen_tokens()) ['ls'] >>> list(Program("ls -a").gen_tokens()) ['ls', '-a'] >>> list(Program("cd /; pwd").gen_tokens()) ['cd', '/', None, 'pwd'] >>> list(Program("'cd /; pwd'").gen_tokens()) ['cd /; pw...	[ "def", "gen_tokens", "(", "self", ")", ":", "current_token", "=", "[", "]", "escape", "=", "False", "quote", "=", "None", "skip", "=", "0", "for", "char", ",", "peek", "in", "zip", "(", "self", ".", "text", ",", "self", ".", "text", "[", "1", ":"...	35.25	0.000986
def real_dtype(dtype, default=None): """Return the real counterpart of ``dtype`` if existing. Parameters ---------- dtype : Real or complex floating point data type. It can be given in any way the `numpy.dtype` constructor understands. default : Object to be returned if no r...	[ "def", "real_dtype", "(", "dtype", ",", "default", "=", "None", ")", ":", "dtype", ",", "dtype_in", "=", "np", ".", "dtype", "(", "dtype", ")", ",", "dtype", "if", "is_real_floating_dtype", "(", "dtype", ")", ":", "return", "dtype", "try", ":", "real_b...	24.9	0.000644
def get_new_oids(self): ''' Returns a list of unique oids that have not been extracted yet. Essentially, a diff of distinct oids in the source database compared to cube. ''' table = self.lconfig.get('table') _oid = self.lconfig.get('_oid') if is_array(_oi...	[ "def", "get_new_oids", "(", "self", ")", ":", "table", "=", "self", ".", "lconfig", ".", "get", "(", "'table'", ")", "_oid", "=", "self", ".", "lconfig", ".", "get", "(", "'_oid'", ")", "if", "is_array", "(", "_oid", ")", ":", "_oid", "=", "_oid", ...	39.142857	0.002375
def _validate_collection(self): """Validates Collection information. Raises errors for required properties.""" if not self._id: msg = "No 'id' in Collection for request '{}'" raise ValidationError(msg.format(self.url)) if not self._title: msg = "No 't...	[ "def", "_validate_collection", "(", "self", ")", ":", "if", "not", "self", ".", "_id", ":", "msg", "=", "\"No 'id' in Collection for request '{}'\"", "raise", "ValidationError", "(", "msg", ".", "format", "(", "self", ".", "url", ")", ")", "if", "not", "self...	40.545455	0.002191
def create_certificate_issuer(self, certificate_issuer_request, **kwargs): # noqa: E501 """Create certificate issuer. # noqa: E501 Create a certificate issuer. The maximum number of issuers is limited to 20 per account. Multiple certificate issuers of the same issuer type can be created, provided the...	[ "def", "create_certificate_issuer", "(", "self", ",", "certificate_issuer_request", ",", "", "", "kwargs", ")", ":", "# noqa: E501", "kwargs", "[", "'_return_http_data_only'", "]", "=", "True", "if", "kwargs", ".", "get", "(", "'asynchronous'", ")", ":", "retu...	230.333333	0.000412
def fillRGB(self, r, g, b, start=0, end=-1): """Fill entire strip by giving individual RGB values instead of tuple""" self.fill((r, g, b), start, end)	[ "def", "fillRGB", "(", "self", ",", "r", ",", "g", ",", "b", ",", "start", "=", "0", ",", "end", "=", "-", "1", ")", ":", "self", ".", "fill", "(", "(", "r", ",", "g", ",", "b", ")", ",", "start", ",", "end", ")" ]	54.666667	0.018072
def _install_one( repo_url, branch, destination, commit='', patches=None, exclude_modules=None, include_modules=None, base=False, work_directory='' ): """ Install a third party odoo add-on :param string repo_url: url of the repo that contains the patch. :param string branch: name of the branch to c...	[ "def", "_install_one", "(", "repo_url", ",", "branch", ",", "destination", ",", "commit", "=", "''", ",", "patches", "=", "None", ",", "exclude_modules", "=", "None", ",", "include_modules", "=", "None", ",", "base", "=", "False", ",", "work_directory", "=...	44.625	0.001828
def get_environ(self): """Return a new environ dict targeting the given wsgi.version.""" req = self.req req_conn = req.conn env = { # set a non-standard environ entry so the WSGI app can know what # the real server protocol is (and what features to support). ...	[ "def", "get_environ", "(", "self", ")", ":", "req", "=", "self", ".", "req", "req_conn", "=", "req", ".", "conn", "env", "=", "{", "# set a non-standard environ entry so the WSGI app can know what", "# the real server protocol is (and what features to support).", "# See h...	39.171429	0.000711
def bounding_box(alpha, threshold=0.1): """ Returns a bounding box of the support. Parameters ---------- alpha : ndarray, ndim=2 Any one-channel image where the background has zero or low intensity. threshold : float The threshold that divides background from foreground. Re...	[ "def", "bounding_box", "(", "alpha", ",", "threshold", "=", "0.1", ")", ":", "assert", "alpha", ".", "ndim", "==", "2", "# Take the bounding box of the support, with a certain threshold.", "supp_axs", "=", "[", "alpha", ".", "max", "(", "axis", "=", "1", "-", ...	31.884615	0.001171
def update(self, **kwargs): """ Update existing user. https://www.keycloak.org/docs-api/2.5/rest-api/index.html#_userrepresentation :param str first_name: first_name for user :param str last_name: last_name for user :param str email: Email for user :param bool e...	[ "def", "update", "(", "self", ",", "", "", "kwargs", ")", ":", "payload", "=", "{", "}", "for", "k", ",", "v", "in", "self", ".", "user", ".", "items", "(", ")", ":", "payload", "[", "k", "]", "=", "v", "for", "key", "in", "USER_KWARGS", ":...	35.28125	0.001724
def _parse_timestamp(tokens): """Parses each token in the given `_TimestampTokens` and marshals the numeric components into a `Timestamp`.""" def parse(): precision = TimestampPrecision.YEAR off_hour = tokens[_TimestampState.OFF_HOUR] off_minutes = tokens[_TimestampState.OFF_MINUTE] ...	[ "def", "_parse_timestamp", "(", "tokens", ")", ":", "def", "parse", "(", ")", ":", "precision", "=", "TimestampPrecision", ".", "YEAR", "off_hour", "=", "tokens", "[", "_TimestampState", ".", "OFF_HOUR", "]", "off_minutes", "=", "tokens", "[", "_TimestampState...	36.402597	0.001389
def sign_in(self, email=None, password=None): """Signs in a user, either with the specified email address and password, or a returning user.""" from .pages.sign_in import SignIn sign_in = SignIn(self.selenium, self.timeout) sign_in.sign_in(email, password)	[ "def", "sign_in", "(", "self", ",", "email", "=", "None", ",", "password", "=", "None", ")", ":", "from", ".", "pages", ".", "sign_in", "import", "SignIn", "sign_in", "=", "SignIn", "(", "self", ".", "selenium", ",", "self", ".", "timeout", ")", "sig...	56.8	0.010417
def get_voltage_at_bus_bar(grid, tree): """ Determine voltage level at bus bar of MV-LV substation Parameters ---------- grid : LVGridDing0 Ding0 grid object tree : :networkx:`NetworkX Graph Obj< >` Tree of grid topology: Returns ------- :any:`list` Voltage ...	[ "def", "get_voltage_at_bus_bar", "(", "grid", ",", "tree", ")", ":", "# voltage at substation bus bar", "r_mv_grid", ",", "x_mv_grid", "=", "get_mv_impedance", "(", "grid", ")", "r_trafo", "=", "sum", "(", "[", "tr", ".", "r", "for", "tr", "in", "grid", ".",...	39.354167	0.000517
def make_witness_input(outpoint, sequence): ''' Outpoint, int -> TxIn ''' if 'decred' in riemann.get_current_network_name(): return tx.DecredTxIn( outpoint=outpoint, sequence=utils.i2le_padded(sequence, 4)) return tx.TxIn(outpoint=outpoint, stack_sc...	[ "def", "make_witness_input", "(", "outpoint", ",", "sequence", ")", ":", "if", "'decred'", "in", "riemann", ".", "get_current_network_name", "(", ")", ":", "return", "tx", ".", "DecredTxIn", "(", "outpoint", "=", "outpoint", ",", "sequence", "=", "utils", "....	34.666667	0.002342
def crypto_box_seal(message, pk): """ Encrypts and returns a message ``message`` using an ephemeral secret key and the public key ``pk``. The ephemeral public key, which is embedded in the sealed box, is also used, in combination with ``pk``, to derive the nonce needed for the underlying box con...	[ "def", "crypto_box_seal", "(", "message", ",", "pk", ")", ":", "ensure", "(", "isinstance", "(", "message", ",", "bytes", ")", ",", "\"input message must be bytes\"", ",", "raising", "=", "TypeError", ")", "ensure", "(", "isinstance", "(", "pk", ",", "bytes"...	28.527778	0.000942
def whois_history(self, query, kwargs): """Pass in a domain name.""" return self._results('whois-history', '/v1/{0}/whois/history'.format(query), items_path=('history', ), kwargs)	[ "def", "whois_history", "(", "self", ",", "query", ",", "", "", "kwargs", ")", ":", "return", "self", ".", "_results", "(", "'whois-history'", ",", "'/v1/{0}/whois/history'", ".", "format", "(", "query", ")", ",", "items_path", "=", "(", "'history'", ","...	65.666667	0.015075
def execute(path, arguments): """ Wrapper around execv(): * fork()s before exec()ing (in order to run the command in a subprocess) * wait for the subprocess to finish before returning (blocks the parent process) This is hyper simplistic. This does not handle many edge cases. *...	[ "def", "execute", "(", "path", ",", "arguments", ")", ":", "pid", "=", "os", ".", "fork", "(", ")", "if", "pid", "==", "0", ":", "try", ":", "os", ".", "execv", "(", "path", ",", "arguments", ")", "finally", ":", "sys", ".", "exit", "(", "1", ...	28.961538	0.001285
async def node(self, node, *, dc=None, watch=None, consistency=None): """Returns the health info of a node. Parameters: node (ObjectID): Node ID dc (str): Specify datacenter that will be used. Defaults to the agent's local datacenter. watch (Blo...	[ "async", "def", "node", "(", "self", ",", "node", ",", "*", ",", "dc", "=", "None", ",", "watch", "=", "None", ",", "consistency", "=", "None", ")", ":", "node_id", "=", "extract_attr", "(", "node", ",", "keys", "=", "[", "\"Node\"", ",", "\"ID\"",...	37.740741	0.000956
def _split_sympy_quantum_factor(expr): """Split a product into sympy and qnet factors This is a helper routine for applying some sympy transformation on an arbitrary product-like expression in QNET. The idea is this:: expr -> sympy_factor, quantum_factor sympy_factor -> sympy_function(symp...	[ "def", "_split_sympy_quantum_factor", "(", "expr", ")", ":", "from", "qnet", ".", "algebra", ".", "core", ".", "abstract_quantum_algebra", "import", "(", "QuantumExpression", ",", "ScalarTimesQuantumExpression", ")", "from", "qnet", ".", "algebra", ".", "core", "....	40.771429	0.000684
def cleanup(self, ctime=None): ''' This method is called iteratively by the connection owning it. Its job is to control the size of cache and remove old entries. ''' ctime = ctime or time.time() if self.last_cleanup: self.average_cleanup_time.add_point(ctime -...	[ "def", "cleanup", "(", "self", ",", "ctime", "=", "None", ")", ":", "ctime", "=", "ctime", "or", "time", ".", "time", "(", ")", "if", "self", ".", "last_cleanup", ":", "self", ".", "average_cleanup_time", ".", "add_point", "(", "ctime", "-", "self", ...	40.492308	0.001113
def wr_txt(self, fout_txt): """Write counts of GO terms at all levels and depths.""" from goatools.wr_tbl import prt_txt data = self.get_data() with open(fout_txt, 'w') as prt: prtfmt = "{Depth_Level:>7} " \ "{BP_D:6,} {MF_D:6,} {CC_D:>6,} " \ ...	[ "def", "wr_txt", "(", "self", ",", "fout_txt", ")", ":", "from", "goatools", ".", "wr_tbl", "import", "prt_txt", "data", "=", "self", ".", "get_data", "(", ")", "with", "open", "(", "fout_txt", ",", "'w'", ")", "as", "prt", ":", "prtfmt", "=", "\"{De...	54.866667	0.002389
def close(self): """ Close the channel by handshaking with the server. This method is a :ref:`coroutine <coroutine>`. """ # If we aren't already closed ask for server to close if not self.is_closed(): self._closing = True # Let the ChannelActor do...	[ "def", "close", "(", "self", ")", ":", "# If we aren't already closed ask for server to close", "if", "not", "self", ".", "is_closed", "(", ")", ":", "self", ".", "_closing", "=", "True", "# Let the ChannelActor do the actual close operations.", "# It will do the work on Cl...	37.636364	0.002356
def queryBuilderWidget( self ): """ Returns the query builder widget instance that this widget is \ associated with. :return <XQueryBuilderWidget> """ from projexui.widgets.xquerybuilderwidget import XQueryBuilderWidget builder = self.parent(...	[ "def", "queryBuilderWidget", "(", "self", ")", ":", "from", "projexui", ".", "widgets", ".", "xquerybuilderwidget", "import", "XQueryBuilderWidget", "builder", "=", "self", ".", "parent", "(", ")", "while", "(", "builder", "and", "not", "isinstance", "(", "bui...	32.5	0.019231
def calcfluxscale(d, imstd_med, flagfrac_med): """ Given state dict and noise properties, estimate flux scale at the VLA imstd and flagfrac are expected to be median (typical) values from sample in merged noise pkl. """ # useful functions and VLA parameters sensitivity = lambda sefd, dt, bw, eta,...	[ "def", "calcfluxscale", "(", "d", ",", "imstd_med", ",", "flagfrac_med", ")", ":", "# useful functions and VLA parameters", "sensitivity", "=", "lambda", "sefd", ",", "dt", ",", "bw", ",", "eta", ",", "nbl", ",", "npol", ":", "sefd", "/", "(", "eta", "*", ...	38.941176	0.008106
def calc_dewpoint(temp, hum): ''' calculates the dewpoint via the formula from weatherwise.org return the dewpoint in degrees F. ''' c = fahrenheit_to_celsius(temp) x = 1 - 0.01 * hum; dewpoint = (14.55 + 0.114 * c) * x; dewpoint = dewpoint + ((2.5 + 0.007 * c) * x) ** 3; dewpoint ...	[ "def", "calc_dewpoint", "(", "temp", ",", "hum", ")", ":", "c", "=", "fahrenheit_to_celsius", "(", "temp", ")", "x", "=", "1", "-", "0.01", "", "hum", "dewpoint", "=", "(", "14.55", "+", "0.114", "", "c", ")", "*", "x", "dewpoint", "=", "dewpoint...	28.066667	0.013793
def listen_on_tcp_port(): """listen_on_tcp_port Run a simple server for processing messages over ``TCP``. ``LISTEN_ON_HOST`` - listen on this host ip address ``LISTEN_ON_PORT`` - listen on this ``TCP`` port ``LISTEN_SIZE`` - listen on to packets of this size ``LISTEN_SLEEP`` - sleep this nu...	[ "def", "listen_on_tcp_port", "(", ")", ":", "host", "=", "os", ".", "getenv", "(", "\"LISTEN_ON_HOST\"", ",", "\"127.0.0.1\"", ")", ".", "strip", "(", ")", ".", "lstrip", "(", ")", "port", "=", "int", "(", "os", ".", "getenv", "(", "\"LISTEN_ON_PORT\"", ...	26.631579	0.000381
def restrict(self,subinterval): """ Return a Polyfun that matches self on subinterval. """ if (subinterval[0] < self._domain[0]) or (subinterval[1] > self._domain[1]): raise ValueError("Can only restrict to subinterval") return self.from_function(self, subinterval)	[ "def", "restrict", "(", "self", ",", "subinterval", ")", ":", "if", "(", "subinterval", "[", "0", "]", "<", "self", ".", "_domain", "[", "0", "]", ")", "or", "(", "subinterval", "[", "1", "]", ">", "self", ".", "_domain", "[", "1", "]", ")", ":...	44.428571	0.012618
def GaussianFilterCore(x_sigma=0.0, y_sigma=0.0): """Gaussian filter generator core. Alternative to the :py:class:`GaussianFilter` component that can be used to make a non-reconfigurable resizer:: resize = Resize() resize.filter(GaussianFilterCore(x_sigma=1.5)) ... start(.....	[ "def", "GaussianFilterCore", "(", "x_sigma", "=", "0.0", ",", "y_sigma", "=", "0.0", ")", ":", "def", "filter_1D", "(", "sigma", ")", ":", "alpha", "=", "1.0", "/", "(", "2.0", "", "(", "max", "(", "sigma", ",", "0.0001", ")", "*", "2.0", ")", ...	32.089286	0.00054
def compute_rows_sum(hdf5_file, path, N_columns, N_processes, method = 'Process'): """Parallel computation of the sums across the rows of two-dimensional array accessible at the node specified by 'path' in the 'hdf5_file' hierarchical data format. """ assert isinstance(me...	[ "def", "compute_rows_sum", "(", "hdf5_file", ",", "path", ",", "N_columns", ",", "N_processes", ",", "method", "=", "'Process'", ")", ":", "assert", "isinstance", "(", "method", ",", "str", ")", ",", "\"parameter 'method' must consist in a string of characters\"", "...	40.086957	0.019058
def block_cat(self, Y0, Y1): r"""Concatenate components corresponding to :math:`\mathbf{y}_0` and :math:`\mathbf{y}_1` to form :math:`\mathbf{y}\;\;`. """ return np.concatenate((Y0, Y1), axis=self.blkaxis)	[ "def", "block_cat", "(", "self", ",", "Y0", ",", "Y1", ")", ":", "return", "np", ".", "concatenate", "(", "(", "Y0", ",", "Y1", ")", ",", "axis", "=", "self", ".", "blkaxis", ")" ]	38.833333	0.008403
def get_endpoint(brain_or_object, default=DEFAULT_ENDPOINT): """Calculate the endpoint for this object :param brain_or_object: A single catalog brain or content object :type brain_or_object: ATContentType/DexterityContentType/CatalogBrain :returns: Endpoint for this object :rtype: string """ ...	[ "def", "get_endpoint", "(", "brain_or_object", ",", "default", "=", "DEFAULT_ENDPOINT", ")", ":", "portal_type", "=", "get_portal_type", "(", "brain_or_object", ")", "resource", "=", "portal_type_to_resource", "(", "portal_type", ")", "# Try to get the right namespaced en...	39.095238	0.001189
def set_room_name(self, room_id, name, timestamp=None): """Perform PUT /rooms/$room_id/state/m.room.name Args: room_id (str): The room ID name (str): The new room name timestamp (int): Set origin_server_ts (For application services only) """ body = { ...	[ "def", "set_room_name", "(", "self", ",", "room_id", ",", "name", ",", "timestamp", "=", "None", ")", ":", "body", "=", "{", "\"name\"", ":", "name", "}", "return", "self", ".", "send_state_event", "(", "room_id", ",", "\"m.room.name\"", ",", "body", ","...	39.181818	0.00907
def has_waveform_packet(self): """ Returns True if the point format has waveform packet dimensions """ dimensions = set(self.dimension_names) return all(name in dimensions for name in dims.WAVEFORM_FIELDS_NAMES)	[ "def", "has_waveform_packet", "(", "self", ")", ":", "dimensions", "=", "set", "(", "self", ".", "dimension_names", ")", "return", "all", "(", "name", "in", "dimensions", "for", "name", "in", "dims", ".", "WAVEFORM_FIELDS_NAMES", ")" ]	47.8	0.00823
def parse(self, handler): """ Main method to parse the Sonata files and call the appropriate methods in the handler """ ######################################################################## # load the main configuration scripts main_config_filename =...	[ "def", "parse", "(", "self", ",", "handler", ")", ":", "########################################################################", "# load the main configuration scripts ", "main_config_filename", "=", "os", ".", "path", ".", "abspath", "(", "self", ".", "parameters", "...	50.564756	0.016306
def vlan_id(self): """ VLAN ID for this interface, if any :return: VLAN identifier :rtype: str """ nicid = self.nicid if nicid: v = nicid.split('.') if len(v) > 1: return nicid.split('.')[1]	[ "def", "vlan_id", "(", "self", ")", ":", "nicid", "=", "self", ".", "nicid", "if", "nicid", ":", "v", "=", "nicid", ".", "split", "(", "'.'", ")", "if", "len", "(", "v", ")", ">", "1", ":", "return", "nicid", ".", "split", "(", "'.'", ")", "[...	23.666667	0.010169
def write(self, data): """Write ``data`` into the wire. Returns an empty tuple or a :class:`~asyncio.Future` if this protocol has paused writing. """ if self.closed: raise ConnectionResetError( 'Transport closed - cannot write on %s' % self ...	[ "def", "write", "(", "self", ",", "data", ")", ":", "if", "self", ".", "closed", ":", "raise", "ConnectionResetError", "(", "'Transport closed - cannot write on %s'", "%", "self", ")", "else", ":", "t", "=", "self", ".", "transport", "if", "self", ".", "_p...	37.482759	0.001794
def load_config(): """ Load settings from default config and optionally overwrite with config file and commandline parameters (in that order). """ # We start with the default config config = flatten(default_config.DEFAULT_CONFIG) # Read commandline arguments cli_config = flatten(par...	[ "def", "load_config", "(", ")", ":", "# We start with the default config", "config", "=", "flatten", "(", "default_config", ".", "DEFAULT_CONFIG", ")", "# Read commandline arguments", "cli_config", "=", "flatten", "(", "parse_args", "(", ")", ")", "if", "\"configfile\...	32.928571	0.001054
def process_cpu_line(self, words): """ Process the line starting with "Cpu(s):" Example log: Cpu(s): 1.3%us, 0.5%sy, 0.0%ni, 98.2%id, 0.0%wa, 0.0%hi, 0.0%si, 0.0%st """ values = {} for word in words[1:]: val, key = word.split('%') values['cpu_' + key.strip(',')] = val sel...	[ "def", "process_cpu_line", "(", "self", ",", "words", ")", ":", "values", "=", "{", "}", "for", "word", "in", "words", "[", "1", ":", "]", ":", "val", ",", "key", "=", "word", ".", "split", "(", "'%'", ")", "values", "[", "'cpu_'", "+", "key", ...	30.909091	0.011429
def wait_for_net_service(server, port, timeout=None, poll_interval=0.1): """ Wait for network service to appear @param timeout: in seconds, if None or 0 wait forever @return: True of False, if timeout is None may return only True or throw unhandled network exception """ impo...	[ "def", "wait_for_net_service", "(", "server", ",", "port", ",", "timeout", "=", "None", ",", "poll_interval", "=", "0.1", ")", ":", "import", "socket", "import", "errno", "s", "=", "socket", ".", "socket", "(", ")", "if", "timeout", ":", "from", "time", ...	32.125	0.001511
def parse_stdout( stdout, prediction_method_name, sequence_key_mapping, key_index, offset_index, peptide_index, allele_index, ic50_index, rank_index, log_ic50_index, ignored_value_indices={}, transforms={}): """ Gene...	[ "def", "parse_stdout", "(", "stdout", ",", "prediction_method_name", ",", "sequence_key_mapping", ",", "key_index", ",", "offset_index", ",", "peptide_index", ",", "allele_index", ",", "ic50_index", ",", "rank_index", ",", "log_ic50_index", ",", "ignored_value_indices",...	31.103448	0.001075
def kl(Ks, dim, num_q, rhos, nus, clamp=True): r''' Estimate the KL divergence between distributions: \int p(x) \log (p(x) / q(x)) using the kNN-based estimator (5) of Qing Wang, Sanjeev R Kulkarni, and Sergio Verdu (2009). Divergence Estimation for Multidimensional Densities Via ...	[ "def", "kl", "(", "Ks", ",", "dim", ",", "num_q", ",", "rhos", ",", "nus", ",", "clamp", "=", "True", ")", ":", "est", "=", "dim", "*", "np", ".", "mean", "(", "np", ".", "log", "(", "nus", ")", "-", "np", ".", "log", "(", "rhos", ")", ",...	35.954545	0.001232
def _define(self): """ gate ccx a,b,c { h c; cx b,c; tdg c; cx a,c; t c; cx b,c; tdg c; cx a,c; t b; t c; h c; cx a,b; t a; tdg b; cx a,b;} """ definition = [] q = QuantumRegister(3, "q") rule = [ (HGate(), [q[2]], []), ...	[ "def", "_define", "(", "self", ")", ":", "definition", "=", "[", "]", "q", "=", "QuantumRegister", "(", "3", ",", "\"q\"", ")", "rule", "=", "[", "(", "HGate", "(", ")", ",", "[", "q", "[", "2", "]", "]", ",", "[", "]", ")", ",", "(", "Cnot...	30.548387	0.002047
def load_params_from_file(self, fname: str, allow_missing_params: bool = False): """ Loads parameters from a file and sets the parameters of the underlying module and this model instance. :param fname: File name to load parameters from. :param allow_missing_params: If set, the given par...	[ "def", "load_params_from_file", "(", "self", ",", "fname", ":", "str", ",", "allow_missing_params", ":", "bool", "=", "False", ")", ":", "super", "(", ")", ".", "load_params_from_file", "(", "fname", ")", "# sets self.params & self.aux_params", "self", ".", "mod...	58.727273	0.009146
def _write_weight_histograms(self, iteration:int)->None: "Writes model weight histograms to Tensorboard." generator, critic = self.learn.gan_trainer.generator, self.learn.gan_trainer.critic self.hist_writer.write(model=generator, iteration=iteration, tbwriter=self.tbwriter, name='generator') ...	[ "def", "_write_weight_histograms", "(", "self", ",", "iteration", ":", "int", ")", "->", "None", ":", "generator", ",", "critic", "=", "self", ".", "learn", ".", "gan_trainer", ".", "generator", ",", "self", ".", "learn", ".", "gan_trainer", ".", "critic",...	84	0.016509
def _build_flash_regions(self): """! @brief Converts ROM memory regions to flash regions. Each ROM region in the `_regions` attribute is converted to a flash region if a matching flash algo can be found. If the flash has multiple sector sizes, then separate flash regions will be...	[ "def", "_build_flash_regions", "(", "self", ")", ":", "# Must have a default ram.", "if", "self", ".", "_default_ram", "is", "None", ":", "LOG", ".", "warning", "(", "\"CMSIS-Pack device %s has no default RAM defined, cannot program flash\"", "%", "self", ".", "part_numbe...	47.975	0.00817
def arcsine(x, null=(-np.inf, np.inf)): ''' arcsine(x) is equivalent to asin(x) except that it also works on sparse arrays. The optional argument null (default, (-numpy.inf, numpy.inf)) may be specified to indicate what value(s) should be assigned when x < -1 or x > 1. If only one number is given, then...	[ "def", "arcsine", "(", "x", ",", "null", "=", "(", "-", "np", ".", "inf", ",", "np", ".", "inf", ")", ")", ":", "if", "sps", ".", "issparse", "(", "x", ")", ":", "x", "=", "x", ".", "copy", "(", ")", "x", ".", "data", "=", "arcsine", "(",...	39.208333	0.01556
def create_usuario(self): """Get an instance of usuario services facade.""" return Usuario( self.networkapi_url, self.user, self.password, self.user_ldap)	[ "def", "create_usuario", "(", "self", ")", ":", "return", "Usuario", "(", "self", ".", "networkapi_url", ",", "self", ".", "user", ",", "self", ".", "password", ",", "self", ".", "user_ldap", ")" ]	30.285714	0.009174
def AddAccelerator(self, modifiers, key, action): """ Add an accelerator. Modifiers and key follow the same pattern as the list used to create wx.AcceleratorTable objects. """ newId = wx.NewId() self.Bind(wx.EVT_MENU, action, id = newId) self.RawAcceleratorTable.append((modifiers, key, newId)) self.SetAcceler...	[ "def", "AddAccelerator", "(", "self", ",", "modifiers", ",", "key", ",", "action", ")", ":", "newId", "=", "wx", ".", "NewId", "(", ")", "self", ".", "Bind", "(", "wx", ".", "EVT_MENU", ",", "action", ",", "id", "=", "newId", ")", "self", ".", "R...	34.545455	0.028205
def _get_path_entry_from_string(self, query_string, first_found=True, full_path=False): """ Parses a string to form a list of strings that represents a possible config entry header :param query_string: str, query string we are looking for :param first_found: bool, return first found entry or en...	[ "def", "_get_path_entry_from_string", "(", "self", ",", "query_string", ",", "first_found", "=", "True", ",", "full_path", "=", "False", ")", ":", "iter_matches", "=", "gen_dict_key_matches", "(", "query_string", ",", "self", ".", "config_file_contents", ",", "ful...	68.133333	0.008687
def parse_docword(filename, vocab_filename): """ Parse a file that's in "docword" format. This consists of a 3-line header comprised of the document count, the vocabulary count, and the number of tokens, i.e. unique (doc_id, word_id) pairs. After the header, each line contains a space-separated trip...	[ "def", "parse_docword", "(", "filename", ",", "vocab_filename", ")", ":", "vocab", "=", "_turicreate", ".", "SFrame", ".", "read_csv", "(", "vocab_filename", ",", "header", "=", "None", ")", "[", "'X1'", "]", "vocab", "=", "list", "(", "vocab", ")", "sf"...	32.134615	0.002323
def evaluate(self, values): """Evaluate the "OR" expression Check if the left "or" right expression evaluate to True. """ return self.left.evaluate(values) or self.right.evaluate(values)	[ "def", "evaluate", "(", "self", ",", "values", ")", ":", "return", "self", ".", "left", ".", "evaluate", "(", "values", ")", "or", "self", ".", "right", ".", "evaluate", "(", "values", ")" ]	31.571429	0.008811
def get_agents_by_ids(self, agent_ids): """Gets an ``AgentList`` corresponding to the given ``IdList``. In plenary mode, the returned list contains all of the agents specified in the ``Id`` list, in the order of the list, including duplicates, or an error results if an ``Id`` in the ...	[ "def", "get_agents_by_ids", "(", "self", ",", "agent_ids", ")", ":", "# Implemented from template for", "# osid.resource.ResourceLookupSession.get_resources_by_ids", "# NOTE: This implementation currently ignores plenary view", "collection", "=", "JSONClientValidated", "(", "'authentic...	47.658537	0.002006
def update_campaign_metrics(self, campaign_id, **kwargs): # noqa: E501 """Get campaign metrics # noqa: E501 Get detailed statistics of a campaign. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass asynchronous=True...	[ "def", "update_campaign_metrics", "(", "self", ",", "campaign_id", ",", "", "", "kwargs", ")", ":", "# noqa: E501", "kwargs", "[", "'_return_http_data_only'", "]", "=", "True", "if", "kwargs", ".", "get", "(", "'asynchronous'", ")", ":", "return", "self", ...	46.761905	0.001996
def is_registered(ext): ''' Returns true when a template exists on an exact match of the provided file extension ''' return Lean.template_mappings.has_key(ext.lower()) and len(Lean.template_mappings[ext])	[ "def", "is_registered", "(", "ext", ")", ":", "return", "Lean", ".", "template_mappings", ".", "has_key", "(", "ext", ".", "lower", "(", ")", ")", "and", "len", "(", "Lean", ".", "template_mappings", "[", "ext", "]", ")" ]	70	0.018868
def hexbin(self, x, y, size, orientation="pointytop", palette="Viridis256", line_color=None, fill_color=None, aspect_scale=1, **kwargs): ''' Perform a simple equal-weight hexagonal binning. A :class:`~bokeh.models._glyphs.HexTile` glyph will be added to display the binning. The :class:`~bokeh.m...	[ "def", "hexbin", "(", "self", ",", "x", ",", "y", ",", "size", ",", "orientation", "=", "\"pointytop\"", ",", "palette", "=", "\"Viridis256\"", ",", "line_color", "=", "None", ",", "fill_color", "=", "None", ",", "aspect_scale", "=", "1", ",", "", ""...	42.190909	0.001684
def get_og_title(self): """ return meta_title if exists otherwise fall back to title """ if hasattr(self, 'meta_title') and self.meta_title: return self.meta_title return self.get_title()	[ "def", "get_og_title", "(", "self", ")", ":", "if", "hasattr", "(", "self", ",", "'meta_title'", ")", "and", "self", ".", "meta_title", ":", "return", "self", ".", "meta_title", "return", "self", ".", "get_title", "(", ")" ]	33.285714	0.008368
def staticMovingAverage2(x, N=3, mode='reflect'): """ moving average filter for 1d arrays supported modes for boundary handling: 'reflect' , 'constant' """ assert N > 1 x2 = np.empty(shape=x.shape[0] + N, dtype=x.dtype) start = N - 2 if N == 2: start = 1 end = N - start ...	[ "def", "staticMovingAverage2", "(", "x", ",", "N", "=", "3", ",", "mode", "=", "'reflect'", ")", ":", "assert", "N", ">", "1", "x2", "=", "np", ".", "empty", "(", "shape", "=", "x", ".", "shape", "[", "0", "]", "+", "N", ",", "dtype", "=", "x...	25.382353	0.001116
def lindblad_terms(gamma, rho, Ne, verbose=1): u"""Return the Lindblad terms for decays gamma in matrix form. >>> from sympy import pprint >>> aux = define_frequencies(4, explicitly_antisymmetric=True) >>> omega_level, omega, gamma = aux >>> gamma = gamma.subs({gamma[2, 0]:0, gamma[3, 0]:0, gamma[3...	[ "def", "lindblad_terms", "(", "gamma", ",", "rho", ",", "Ne", ",", "verbose", "=", "1", ")", ":", "# We count the necessary Lindblad operators.", "Nterms", "=", "0", "for", "i", "in", "range", "(", "Ne", ")", ":", "for", "j", "in", "range", "(", "i", "...	44.360656	0.000362
def set(self, keyword, value): """Set the element of the list after the given keyword. Parameters ---------- keyword : str The keyword parameter to find in the list. Putting a colon before the keyword is optional, if no colon is given, it is added aut...	[ "def", "set", "(", "self", ",", "keyword", ",", "value", ")", ":", "if", "not", "keyword", ".", "startswith", "(", "':'", ")", ":", "keyword", "=", "':'", "+", "keyword", "if", "isinstance", "(", "value", ",", "str", ")", ":", "value", "=", "KQMLTo...	35.029412	0.001634
def projection_matrix(point, normal, direction=None, perspective=None, pseudo=False): """Return matrix to project onto plane defined by point and normal. Using either perspective point, projection direction, or none of both. If pseudo is True, perspective projections will preserve re...	[ "def", "projection_matrix", "(", "point", ",", "normal", ",", "direction", "=", "None", ",", "perspective", "=", "None", ",", "pseudo", "=", "False", ")", ":", "M", "=", "numpy", ".", "identity", "(", "4", ")", "point", "=", "numpy", ".", "array", "(...	41.15	0.000396
def dropout(input_layer, keep_prob, phase=Phase.train, name=PROVIDED): """Aplies dropout if this is in the train phase.""" if phase == Phase.train: return tf.nn.dropout(input_layer, keep_prob, name=name) else: return input_layer	[ "def", "dropout", "(", "input_layer", ",", "keep_prob", ",", "phase", "=", "Phase", ".", "train", ",", "name", "=", "PROVIDED", ")", ":", "if", "phase", "==", "Phase", ".", "train", ":", "return", "tf", ".", "nn", ".", "dropout", "(", "input_layer", ...	39.5	0.016529
def write_newick(rootnode, features=None, format=1, format_root_node=True, is_leaf_fn=None, dist_formatter=None, support_formatter=None, name_formatter=None): """ Iteratively export a tree structure and returns its NHX representation. """ newick = [] leaf = is_leaf_fn if...	[ "def", "write_newick", "(", "rootnode", ",", "features", "=", "None", ",", "format", "=", "1", ",", "format_root_node", "=", "True", ",", "is_leaf_fn", "=", "None", ",", "dist_formatter", "=", "None", ",", "support_formatter", "=", "None", ",", "name_formatt...	39.5	0.012971
def write_k_record(self, *args): """ Write a K record:: writer.write_k_record_extensions([ ('FXA', 3), ('SIU', 2), ('ENL', 3), ]) writer.write_k_record(datetime.time(2, 3, 4), ['023', 13, 2]) # -> J030810FXA1112SIU1315ENL # -...	[ "def", "write_k_record", "(", "self", ",", "*", "args", ")", ":", "num_args", "=", "len", "(", "args", ")", "if", "num_args", "not", "in", "(", "1", ",", "2", ")", ":", "raise", "ValueError", "(", "'Invalid number of parameters received'", ")", "if", "nu...	30.563636	0.001153
def verify_verify(self, id, token): """Verify the token of a specific verification.""" return Verify().load(self.request('verify/' + str(id), params={'token': token}))	[ "def", "verify_verify", "(", "self", ",", "id", ",", "token", ")", ":", "return", "Verify", "(", ")", ".", "load", "(", "self", ".", "request", "(", "'verify/'", "+", "str", "(", "id", ")", ",", "params", "=", "{", "'token'", ":", "token", "}", "...	60.333333	0.016393
def is_key(cls, result): """Return ``True`` if result is a key object.""" from boto.gs.key import Key return isinstance(result, Key)	[ "def", "is_key", "(", "cls", ",", "result", ")", ":", "from", "boto", ".", "gs", ".", "key", "import", "Key", "return", "isinstance", "(", "result", ",", "Key", ")" ]	30.6	0.012739
def get_rdataset(self, name, rdtype, covers=dns.rdatatype.NONE, create=False): """Look for rdata with the specified name and type in the zone, and return an rdataset encapsulating it. The I{name}, I{rdtype}, and I{covers} parameters may be strings, in which case the...	[ "def", "get_rdataset", "(", "self", ",", "name", ",", "rdtype", ",", "covers", "=", "dns", ".", "rdatatype", ".", "NONE", ",", "create", "=", "False", ")", ":", "try", ":", "rdataset", "=", "self", ".", "find_rdataset", "(", "name", ",", "rdtype", ",...	36.6875	0.00249
def assert_is(self, actual_val, expected_type, failure_message='Expected type to be "{1}," but was "{0}"'): """ Calls smart_assert, but creates its own assertion closure using the expected and provided values with the 'is' operator """ assertion = lambda: expected_type is actual_...	[ "def", "assert_is", "(", "self", ",", "actual_val", ",", "expected_type", ",", "failure_message", "=", "'Expected type to be \"{1},\" but was \"{0}\"'", ")", ":", "assertion", "=", "lambda", ":", "expected_type", "is", "actual_val", "self", ".", "webdriver_assert", "(...	59.714286	0.011792
def _needs_git(func): """ Small decorator to make sure we have the git repo, or report error otherwise. """ @wraps(func) def myfunc(args, *kwargs): if not WITH_GIT: raise RuntimeError( "Dulwich library not available, can't extract info from the " ...	[ "def", "_needs_git", "(", "func", ")", ":", "@", "wraps", "(", "func", ")", "def", "myfunc", "(", "", "args", ",", "", "*", "kwargs", ")", ":", "if", "not", "WITH_GIT", ":", "raise", "RuntimeError", "(", "\"Dulwich library not available, can't extract info...	24.5625	0.002451
def show_member(self, member, **_params): """Fetches information of a certain load balancer member.""" return self.get(self.member_path % (member), params=_params)	[ "def", "show_member", "(", "self", ",", "member", ",", "", "", "_params", ")", ":", "return", "self", ".", "get", "(", "self", ".", "member_path", "%", "(", "member", ")", ",", "params", "=", "_params", ")" ]	59	0.011173
def uniform_noise(space, low=0, high=1, seed=None): """Uniformly distributed noise in ``space``, pointwise ``U(low, high)``. Parameters ---------- space : `TensorSpace` or `ProductSpace` The space in which the noise is created. low : ``space.field`` element or ``space`` `element-like`, opti...	[ "def", "uniform_noise", "(", "space", ",", "low", "=", "0", ",", "high", "=", "1", ",", "seed", "=", "None", ")", ":", "from", "odl", ".", "space", "import", "ProductSpace", "with", "NumpyRandomSeed", "(", "seed", ")", ":", "if", "isinstance", "(", "...	37.24	0.000523
def intensities_from_grid_radii(self, grid_radii): """Calculate the intensity of the Gaussian light profile on a grid of radial coordinates. Parameters ---------- grid_radii : float The radial distance from the centre of the profile. for each coordinate on the grid. ...	[ "def", "intensities_from_grid_radii", "(", "self", ",", "grid_radii", ")", ":", "return", "np", ".", "multiply", "(", "np", ".", "divide", "(", "self", ".", "intensity", ",", "self", ".", "sigma", "", "np", ".", "sqrt", "(", "2.0", "", "np", ".", "...	49.1	0.012
def dsync_files(self, source, target): '''Sync directory to directory.''' src_s3_url = S3URL.is_valid(source) dst_s3_url = S3URL.is_valid(target) source_list = self.relative_dir_walk(source) if len(source_list) == 0 or '.' in source_list: raise Failure('Sync command need to sync directory to ...	[ "def", "dsync_files", "(", "self", ",", "source", ",", "target", ")", ":", "src_s3_url", "=", "S3URL", ".", "is_valid", "(", "source", ")", "dst_s3_url", "=", "S3URL", ".", "is_valid", "(", "target", ")", "source_list", "=", "self", ".", "relative_dir_walk...	32.525	0.011194
def Genra(request): """ Generate dict of Dept and its grade. """ school = request.GET['school'] c = Course(school=school) return JsonResponse(c.getGenra(), safe=False)	[ "def", "Genra", "(", "request", ")", ":", "school", "=", "request", ".", "GET", "[", "'school'", "]", "c", "=", "Course", "(", "school", "=", "school", ")", "return", "JsonResponse", "(", "c", ".", "getGenra", "(", ")", ",", "safe", "=", "False", "...	24	0.04023
def get_td_qnm(template=None, taper=None, **kwargs): """Return a time domain damped sinusoid. Parameters ---------- template: object An object that has attached properties. This can be used to substitute for keyword arguments. A common example would be a row in an xml table. taper: ...	[ "def", "get_td_qnm", "(", "template", "=", "None", ",", "taper", "=", "None", ",", "", "", "kwargs", ")", ":", "input_params", "=", "props", "(", "template", ",", "qnm_required_args", ",", "", "", "kwargs", ")", "f_0", "=", "input_params", ".", "po...	37.346154	0.001254
def validate_signature(self, signature, data, encoding='utf8'): """Validate the signature for the provided data. Args: signature (str or bytes or bytearray): Signature that was provided for the request. data (str or bytes or bytearray): Data string to validate ag...	[ "def", "validate_signature", "(", "self", ",", "signature", ",", "data", ",", "encoding", "=", "'utf8'", ")", ":", "if", "isinstance", "(", "data", ",", "string_types", ")", ":", "data", "=", "bytearray", "(", "data", ",", "encoding", ")", "if", "isinsta...	38.92	0.002006
def draw_bounding_boxes(images, annotations, confidence_threshold=0): """ Visualizes bounding boxes (ground truth or predictions) by returning annotated copies of the images. Parameters ---------- images: SArray or Image An `SArray` of type `Image`. A single `Image` instance may also be...	[ "def", "draw_bounding_boxes", "(", "images", ",", "annotations", ",", "confidence_threshold", "=", "0", ")", ":", "_numeric_param_check_range", "(", "'confidence_threshold'", ",", "confidence_threshold", ",", "0.0", ",", "1.0", ")", "from", "PIL", "import", "Image",...	38.155172	0.002203
def pyoidcMiddleware(func): """Common wrapper for the underlying pyoidc library functions. Reads GET params and POST data before passing it on the library and converts the response from oic.utils.http_util to wsgi. :param func: underlying library function """ def wrapper(environ, start_response...	[ "def", "pyoidcMiddleware", "(", "func", ")", ":", "def", "wrapper", "(", "environ", ",", "start_response", ")", ":", "data", "=", "get_or_post", "(", "environ", ")", "cookies", "=", "environ", ".", "get", "(", "\"HTTP_COOKIE\"", ",", "\"\"", ")", "resp", ...	36.357143	0.001916
def which(program, path=None): """ Returns the full path of shell commands. Replicates the functionality of system which (1) command. Looks for the named program in the directories indicated in the $PATH environment variable, and returns the full path if found. Examples: >>> system.wh...	[ "def", "which", "(", "program", ",", "path", "=", "None", ")", ":", "# If path is not given, read the $PATH environment variable.", "path", "=", "path", "or", "os", ".", "environ", "[", "\"PATH\"", "]", ".", "split", "(", "os", ".", "pathsep", ")", "abspath", ...	27.6875	0.000727
def flash(self, flash): """ Turn on or off flashing of the device's LED for physical identification purposes. """ self.m_objPCANBasic.SetValue(self.m_PcanHandle, PCAN_CHANNEL_IDENTIFYING, bool(flash))	[ "def", "flash", "(", "self", ",", "flash", ")", ":", "self", ".", "m_objPCANBasic", ".", "SetValue", "(", "self", ".", "m_PcanHandle", ",", "PCAN_CHANNEL_IDENTIFYING", ",", "bool", "(", "flash", ")", ")" ]	39.166667	0.0125
def expand_time(str_time, default_unit='s', multiplier=1): """ helper for above functions """ parser = re.compile(r'(\d+)([a-zA-Z]*)') parts = parser.findall(str_time) result = 0.0 for value, unit in parts: value = int(value) unit = unit.lower() if unit == '': ...	[ "def", "expand_time", "(", "str_time", ",", "default_unit", "=", "'s'", ",", "multiplier", "=", "1", ")", ":", "parser", "=", "re", ".", "compile", "(", "r'(\\d+)([a-zA-Z]*)'", ")", "parts", "=", "parser", ".", "findall", "(", "str_time", ")", "result", ...	27.857143	0.000991
def cached_name_scope(name, top_level=True): """ Return a context which either opens and caches a new name scope, or reenter an existing one. Args: top_level(bool): if True, the name scope will always be top-level. It will not be nested under any existing name scope of the caller. ...	[ "def", "cached_name_scope", "(", "name", ",", "top_level", "=", "True", ")", ":", "if", "not", "top_level", ":", "current_ns", "=", "tf", ".", "get_default_graph", "(", ")", ".", "get_name_scope", "(", ")", "if", "current_ns", ":", "name", "=", "current_ns...	33.4375	0.001818
def get_inc(self, native=False): """ Get include directories of Windows SDK. """ if self.sdk_version == 'v7.0A': include = os.path.join(self.sdk_dir, 'include') if os.path.isdir(include): logging.info(_('using include: %s'), include) ...	[ "def", "get_inc", "(", "self", ",", "native", "=", "False", ")", ":", "if", "self", ".", "sdk_version", "==", "'v7.0A'", ":", "include", "=", "os", ".", "path", ".", "join", "(", "self", ".", "sdk_dir", ",", "'include'", ")", "if", "os", ".", "path...	41.710526	0.001233
def load_model(): """ Load the model Parameters ---------- direc: directory with all of the model files Returns ------- m: model object """ direc = "/home/annaho/TheCannon/code/lamost/mass_age/cn" m = model.CannonModel(2) m.coeffs = np.load(direc + "/coeffs.npz")['arr_...	[ "def", "load_model", "(", ")", ":", "direc", "=", "\"/home/annaho/TheCannon/code/lamost/mass_age/cn\"", "m", "=", "model", ".", "CannonModel", "(", "2", ")", "m", ".", "coeffs", "=", "np", ".", "load", "(", "direc", "+", "\"/coeffs.npz\"", ")", "[", "'arr_0'...	30.222222	0.012478
def iter_components(self): """Iterate over all defined components yielding IOTile objects.""" names = self.list_components() for name in names: yield self.get_component(name)	[ "def", "iter_components", "(", "self", ")", ":", "names", "=", "self", ".", "list_components", "(", ")", "for", "name", "in", "names", ":", "yield", "self", ".", "get_component", "(", "name", ")" ]	29.428571	0.009434
def to_triple(self, ast_obj=None, fmt="medium"): """Convert AST object to BEL triple Args: fmt (str): short, medium, long formatted BEL statements short = short function and short relation format medium = short function and long relation format ...	[ "def", "to_triple", "(", "self", ",", "ast_obj", "=", "None", ",", "fmt", "=", "\"medium\"", ")", ":", "if", "not", "ast_obj", ":", "ast_obj", "=", "self", "if", "self", ".", "bel_subject", "and", "self", ".", "bel_relation", "and", "self", ".", "bel_o...	33.586957	0.001887
def load_ext(self): """Read time series data like method \|IOSequence.load_ext\| of class \|IOSequence\|, but with special handling of missing data. The method's "special handling" is to convert errors to warnings. We explain the reasons in the documentation on method \|Obs.load_ext\| ...	[ "def", "load_ext", "(", "self", ")", ":", "try", ":", "super", "(", ")", ".", "load_ext", "(", ")", "except", "BaseException", ":", "if", "hydpy", ".", "pub", ".", "options", ".", "warnmissingsimfile", ":", "warnings", ".", "warn", "(", "str", "(", "...	38.686567	0.000752
def rsh(self, num, cin=None): """Right shift the farray by num places. The num argument must be a non-negative ``int``. If the cin farray is provided, it will be shifted in. Otherwise, the carry-in is zero. Returns a two-tuple (farray fs, farray cout), where fs...	[ "def", "rsh", "(", "self", ",", "num", ",", "cin", "=", "None", ")", ":", "if", "num", "<", "0", "or", "num", ">", "self", ".", "size", ":", "raise", "ValueError", "(", "\"expected 0 <= num <= {0.size}\"", ".", "format", "(", "self", ")", ")", "if", ...	38.571429	0.001807
def interface_endpoints(self): """Instance depends on the API version: * 2018-08-01: :class:`InterfaceEndpointsOperations<azure.mgmt.network.v2018_08_01.operations.InterfaceEndpointsOperations>` """ api_version = self._get_api_version('interface_endpoints') if api_version == ...	[ "def", "interface_endpoints", "(", "self", ")", ":", "api_version", "=", "self", ".", "_get_api_version", "(", "'interface_endpoints'", ")", "if", "api_version", "==", "'2018-08-01'", ":", "from", ".", "v2018_08_01", ".", "operations", "import", "InterfaceEndpointsO...	61	0.008811
def on_draw(self): """ Run the actual draw calls. """ self._update_meshes() gl.glClear(gl.GL_COLOR_BUFFER_BIT \| gl.GL_DEPTH_BUFFER_BIT) gl.glLoadIdentity() # pull the new camera transform from the scene transform_camera = self.scene.graph.get( ...	[ "def", "on_draw", "(", "self", ")", ":", "self", ".", "_update_meshes", "(", ")", "gl", ".", "glClear", "(", "gl", ".", "GL_COLOR_BUFFER_BIT", "\|", "gl", ".", "GL_DEPTH_BUFFER_BIT", ")", "gl", ".", "glLoadIdentity", "(", ")", "# pull the new camera transform f...	39.483516	0.000543
def _kraus_to_choi(data, input_dim, output_dim): """Transform Kraus representation to Choi representation.""" choi = 0 kraus_l, kraus_r = data if kraus_r is None: for i in kraus_l: vec = i.ravel(order='F') choi += np.outer(vec, vec.conj()) else: for i, j in zi...	[ "def", "_kraus_to_choi", "(", "data", ",", "input_dim", ",", "output_dim", ")", ":", "choi", "=", "0", "kraus_l", ",", "kraus_r", "=", "data", "if", "kraus_r", "is", "None", ":", "for", "i", "in", "kraus_l", ":", "vec", "=", "i", ".", "ravel", "(", ...	35.083333	0.002315
def mod_repo(repo, basedir=None, **kwargs): ''' Modify one or more values for a repo. If the repo does not exist, it will be created, so long as the following values are specified: repo name by which the yum refers to the repo name a human-readable name for the repo baseurl ...	[ "def", "mod_repo", "(", "repo", ",", "basedir", "=", "None", ",", "", "", "kwargs", ")", ":", "# Filter out '__pub' arguments, as well as saltenv", "repo_opts", "=", "dict", "(", "(", "x", ",", "kwargs", "[", "x", "]", ")", "for", "x", "in", "kwargs", ...	36.269231	0.001548
def two_motor_drivetrain(l_motor, r_motor, x_wheelbase=2, speed=5, deadzone=None): """ .. deprecated:: 2018.2.0 Use :class:`TwoMotorDrivetrain` instead """ return TwoMotorDrivetrain(x_wheelbase, speed, deadzone).get_vector(l_motor, r_motor)	[ "def", "two_motor_drivetrain", "(", "l_motor", ",", "r_motor", ",", "x_wheelbase", "=", "2", ",", "speed", "=", "5", ",", "deadzone", "=", "None", ")", ":", "return", "TwoMotorDrivetrain", "(", "x_wheelbase", ",", "speed", ",", "deadzone", ")", ".", "get_v...	44.333333	0.01107
def log_event(self, event, payload=None): """DEPRECATED""" if payload is None: return self.log_kv({logs.EVENT: event}) else: return self.log_kv({logs.EVENT: event, 'payload': payload})	[ "def", "log_event", "(", "self", ",", "event", ",", "payload", "=", "None", ")", ":", "if", "payload", "is", "None", ":", "return", "self", ".", "log_kv", "(", "{", "logs", ".", "EVENT", ":", "event", "}", ")", "else", ":", "return", "self", ".", ...	37.833333	0.008621
def search(self, q, state, labels): """Search for issues in Github. For JSON data returned by Github refer: https://developer.github.com/v3/search/#search-issues :param q: query string for search :param state: the states of the issue :param labels: labels of the issue ...	[ "def", "search", "(", "self", ",", "q", ",", "state", ",", "labels", ")", ":", "# TODO: add support for search with labels", "labels", "=", "[", "'\"{}\"'", ".", "format", "(", "label", ")", "for", "label", "in", "labels", "]", "q", "=", "\"'{}'+state:{}+lab...	36.8	0.002119
def remove_apppool(name): # Remove IIS AppPool ''' Remove an IIS application pool. :param str name: The name of the IIS application pool. Usage: .. code-block:: yaml defaultapppool-remove: win_iis.remove_apppool: - name: DefaultAppPool ''' ret = {...	[ "def", "remove_apppool", "(", "name", ")", ":", "# Remove IIS AppPool", "ret", "=", "{", "'name'", ":", "name", ",", "'changes'", ":", "{", "}", ",", "'result'", ":", "None", ",", "'comment'", ":", "''", "}", "current_apppools", "=", "__salt__", "[", "'w...	28.111111	0.00191
def OnSize(self, event): """Main window move event""" # Store window size in config size = event.GetSize() config["window_size"] = repr((size.width, size.height))	[ "def", "OnSize", "(", "self", ",", "event", ")", ":", "# Store window size in config", "size", "=", "event", ".", "GetSize", "(", ")", "config", "[", "\"window_size\"", "]", "=", "repr", "(", "(", "size", ".", "width", ",", "size", ".", "height", ")", ...	23.75	0.010152

def request(method, path, params=None, data=None, auto_retry=True): """ method - HTTP method. e.g. get, put, post, etc. path - Path to resource. e.g. /loss_sets/1234 params - Parameter to pass in the query string data - Dictionary of parameters to pass in the request body """ body = None ...

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def _lock(self, break_existing=False): """Write a special file to the target root folder.""" # write("_lock") data = {"lock_time": time.time(), "lock_holder": None} try: assert self.cur_dir == self.root_dir self.write_text(DirMetadata.LOCK_FILE_NAME, json....

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def _get_choices(self, gandi): """ Internal method to get choices list """ return [str(item['id']) for item in gandi.snapshotprofile.list(target=self.target)]

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def rm_incomplete_des_asc(des_mask, asc_mask): '''Remove descents-ascents that have no corresponding ascent-descent Args ---- des_mask: ndarray Boolean mask of descents in the depth data asc_mask: ndarray Boolean mask of ascents in the depth data Returns ------- des_mas...

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def gen_tokens(self): """ >>> list(Program("ls").gen_tokens()) ['ls'] >>> list(Program("ls -a").gen_tokens()) ['ls', '-a'] >>> list(Program("cd /; pwd").gen_tokens()) ['cd', '/', None, 'pwd'] >>> list(Program("'cd /; pwd'").gen_tokens()) ['cd /; pw...

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def real_dtype(dtype, default=None): """Return the real counterpart of ``dtype`` if existing. Parameters ---------- dtype : Real or complex floating point data type. It can be given in any way the `numpy.dtype` constructor understands. default : Object to be returned if no r...

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def get_new_oids(self): ''' Returns a list of unique oids that have not been extracted yet. Essentially, a diff of distinct oids in the source database compared to cube. ''' table = self.lconfig.get('table') _oid = self.lconfig.get('_oid') if is_array(_oi...

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def _validate_collection(self): """Validates Collection information. Raises errors for required properties.""" if not self._id: msg = "No 'id' in Collection for request '{}'" raise ValidationError(msg.format(self.url)) if not self._title: msg = "No 't...

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def create_certificate_issuer(self, certificate_issuer_request, **kwargs): # noqa: E501 """Create certificate issuer. # noqa: E501 Create a certificate issuer. The maximum number of issuers is limited to 20 per account. Multiple certificate issuers of the same issuer type can be created, provided the...

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def fillRGB(self, r, g, b, start=0, end=-1): """Fill entire strip by giving individual RGB values instead of tuple""" self.fill((r, g, b), start, end)

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def _install_one( repo_url, branch, destination, commit='', patches=None, exclude_modules=None, include_modules=None, base=False, work_directory='' ): """ Install a third party odoo add-on :param string repo_url: url of the repo that contains the patch. :param string branch: name of the branch to c...

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def get_environ(self): """Return a new environ dict targeting the given wsgi.version.""" req = self.req req_conn = req.conn env = { # set a non-standard environ entry so the WSGI app can know what # the *real* server protocol is (and what features to support). ...

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def bounding_box(alpha, threshold=0.1): """ Returns a bounding box of the support. Parameters ---------- alpha : ndarray, ndim=2 Any one-channel image where the background has zero or low intensity. threshold : float The threshold that divides background from foreground. Re...

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def update(self, **kwargs): """ Update existing user. https://www.keycloak.org/docs-api/2.5/rest-api/index.html#_userrepresentation :param str first_name: first_name for user :param str last_name: last_name for user :param str email: Email for user :param bool e...

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def _parse_timestamp(tokens): """Parses each token in the given `_TimestampTokens` and marshals the numeric components into a `Timestamp`.""" def parse(): precision = TimestampPrecision.YEAR off_hour = tokens[_TimestampState.OFF_HOUR] off_minutes = tokens[_TimestampState.OFF_MINUTE] ...

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def sign_in(self, email=None, password=None): """Signs in a user, either with the specified email address and password, or a returning user.""" from .pages.sign_in import SignIn sign_in = SignIn(self.selenium, self.timeout) sign_in.sign_in(email, password)

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def get_voltage_at_bus_bar(grid, tree): """ Determine voltage level at bus bar of MV-LV substation Parameters ---------- grid : LVGridDing0 Ding0 grid object tree : :networkx:`NetworkX Graph Obj< >` Tree of grid topology: Returns ------- :any:`list` Voltage ...

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def make_witness_input(outpoint, sequence): ''' Outpoint, int -> TxIn ''' if 'decred' in riemann.get_current_network_name(): return tx.DecredTxIn( outpoint=outpoint, sequence=utils.i2le_padded(sequence, 4)) return tx.TxIn(outpoint=outpoint, stack_sc...

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def crypto_box_seal(message, pk): """ Encrypts and returns a message ``message`` using an ephemeral secret key and the public key ``pk``. The ephemeral public key, which is embedded in the sealed box, is also used, in combination with ``pk``, to derive the nonce needed for the underlying box con...

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def whois_history(self, query, **kwargs): """Pass in a domain name.""" return self._results('whois-history', '/v1/{0}/whois/history'.format(query), items_path=('history', ), **kwargs)

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def execute(path, arguments): """ Wrapper around execv(): * fork()s before exec()ing (in order to run the command in a subprocess) * wait for the subprocess to finish before returning (blocks the parent process) This is **hyper** simplistic. This *does not* handle **many** edge cases. *...

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async def node(self, node, *, dc=None, watch=None, consistency=None): """Returns the health info of a node. Parameters: node (ObjectID): Node ID dc (str): Specify datacenter that will be used. Defaults to the agent's local datacenter. watch (Blo...

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def _split_sympy_quantum_factor(expr): """Split a product into sympy and qnet factors This is a helper routine for applying some sympy transformation on an arbitrary product-like expression in QNET. The idea is this:: expr -> sympy_factor, quantum_factor sympy_factor -> sympy_function(symp...

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def cleanup(self, ctime=None): ''' This method is called iteratively by the connection owning it. Its job is to control the size of cache and remove old entries. ''' ctime = ctime or time.time() if self.last_cleanup: self.average_cleanup_time.add_point(ctime -...

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def wr_txt(self, fout_txt): """Write counts of GO terms at all levels and depths.""" from goatools.wr_tbl import prt_txt data = self.get_data() with open(fout_txt, 'w') as prt: prtfmt = "{Depth_Level:>7} " \ "{BP_D:6,} {MF_D:6,} {CC_D:>6,} " \ ...

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def close(self): """ Close the channel by handshaking with the server. This method is a :ref:`coroutine <coroutine>`. """ # If we aren't already closed ask for server to close if not self.is_closed(): self._closing = True # Let the ChannelActor do...

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def queryBuilderWidget( self ): """ Returns the query builder widget instance that this widget is \ associated with. :return <XQueryBuilderWidget> """ from projexui.widgets.xquerybuilderwidget import XQueryBuilderWidget builder = self.parent(...

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def calcfluxscale(d, imstd_med, flagfrac_med): """ Given state dict and noise properties, estimate flux scale at the VLA imstd and flagfrac are expected to be median (typical) values from sample in merged noise pkl. """ # useful functions and VLA parameters sensitivity = lambda sefd, dt, bw, eta,...

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def calc_dewpoint(temp, hum): ''' calculates the dewpoint via the formula from weatherwise.org return the dewpoint in degrees F. ''' c = fahrenheit_to_celsius(temp) x = 1 - 0.01 * hum; dewpoint = (14.55 + 0.114 * c) * x; dewpoint = dewpoint + ((2.5 + 0.007 * c) * x) ** 3; dewpoint ...

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def listen_on_tcp_port(): """listen_on_tcp_port Run a simple server for processing messages over ``TCP``. ``LISTEN_ON_HOST`` - listen on this host ip address ``LISTEN_ON_PORT`` - listen on this ``TCP`` port ``LISTEN_SIZE`` - listen on to packets of this size ``LISTEN_SLEEP`` - sleep this nu...

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def restrict(self,subinterval): """ Return a Polyfun that matches self on subinterval. """ if (subinterval[0] < self._domain[0]) or (subinterval[1] > self._domain[1]): raise ValueError("Can only restrict to subinterval") return self.from_function(self, subinterval)

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def GaussianFilterCore(x_sigma=0.0, y_sigma=0.0): """Gaussian filter generator core. Alternative to the :py:class:`GaussianFilter` component that can be used to make a non-reconfigurable resizer:: resize = Resize() resize.filter(GaussianFilterCore(x_sigma=1.5)) ... start(.....

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def compute_rows_sum(hdf5_file, path, N_columns, N_processes, method = 'Process'): """Parallel computation of the sums across the rows of two-dimensional array accessible at the node specified by 'path' in the 'hdf5_file' hierarchical data format. """ assert isinstance(me...

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def block_cat(self, Y0, Y1): r"""Concatenate components corresponding to :math:`\mathbf{y}_0` and :math:`\mathbf{y}_1` to form :math:`\mathbf{y}\;\;`. """ return np.concatenate((Y0, Y1), axis=self.blkaxis)

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def get_endpoint(brain_or_object, default=DEFAULT_ENDPOINT): """Calculate the endpoint for this object :param brain_or_object: A single catalog brain or content object :type brain_or_object: ATContentType/DexterityContentType/CatalogBrain :returns: Endpoint for this object :rtype: string """ ...

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def set_room_name(self, room_id, name, timestamp=None): """Perform PUT /rooms/$room_id/state/m.room.name Args: room_id (str): The room ID name (str): The new room name timestamp (int): Set origin_server_ts (For application services only) """ body = { ...

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def has_waveform_packet(self): """ Returns True if the point format has waveform packet dimensions """ dimensions = set(self.dimension_names) return all(name in dimensions for name in dims.WAVEFORM_FIELDS_NAMES)

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def parse(self, handler): """ Main method to parse the Sonata files and call the appropriate methods in the handler """ ######################################################################## # load the main configuration scripts main_config_filename =...

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def vlan_id(self): """ VLAN ID for this interface, if any :return: VLAN identifier :rtype: str """ nicid = self.nicid if nicid: v = nicid.split('.') if len(v) > 1: return nicid.split('.')[1]

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def write(self, data): """Write ``data`` into the wire. Returns an empty tuple or a :class:`~asyncio.Future` if this protocol has paused writing. """ if self.closed: raise ConnectionResetError( 'Transport closed - cannot write on %s' % self ...

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def load_config(): """ Load settings from default config and optionally overwrite with config file and commandline parameters (in that order). """ # We start with the default config config = flatten(default_config.DEFAULT_CONFIG) # Read commandline arguments cli_config = flatten(par...

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def process_cpu_line(self, words): """ Process the line starting with "Cpu(s):" Example log: Cpu(s): 1.3%us, 0.5%sy, 0.0%ni, 98.2%id, 0.0%wa, 0.0%hi, 0.0%si, 0.0%st """ values = {} for word in words[1:]: val, key = word.split('%') values['cpu_' + key.strip(',')] = val sel...

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def wait_for_net_service(server, port, timeout=None, poll_interval=0.1): """ Wait for network service to appear @param timeout: in seconds, if None or 0 wait forever @return: True of False, if timeout is None may return only True or throw unhandled network exception """ impo...

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def parse_stdout( stdout, prediction_method_name, sequence_key_mapping, key_index, offset_index, peptide_index, allele_index, ic50_index, rank_index, log_ic50_index, ignored_value_indices={}, transforms={}): """ Gene...

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def kl(Ks, dim, num_q, rhos, nus, clamp=True): r''' Estimate the KL divergence between distributions: \int p(x) \log (p(x) / q(x)) using the kNN-based estimator (5) of Qing Wang, Sanjeev R Kulkarni, and Sergio Verdu (2009). Divergence Estimation for Multidimensional Densities Via ...

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def _define(self): """ gate ccx a,b,c { h c; cx b,c; tdg c; cx a,c; t c; cx b,c; tdg c; cx a,c; t b; t c; h c; cx a,b; t a; tdg b; cx a,b;} """ definition = [] q = QuantumRegister(3, "q") rule = [ (HGate(), [q[2]], []), ...

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def load_params_from_file(self, fname: str, allow_missing_params: bool = False): """ Loads parameters from a file and sets the parameters of the underlying module and this model instance. :param fname: File name to load parameters from. :param allow_missing_params: If set, the given par...

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def _write_weight_histograms(self, iteration:int)->None: "Writes model weight histograms to Tensorboard." generator, critic = self.learn.gan_trainer.generator, self.learn.gan_trainer.critic self.hist_writer.write(model=generator, iteration=iteration, tbwriter=self.tbwriter, name='generator') ...

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def _build_flash_regions(self): """! @brief Converts ROM memory regions to flash regions. Each ROM region in the `_regions` attribute is converted to a flash region if a matching flash algo can be found. If the flash has multiple sector sizes, then separate flash regions will be...

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def arcsine(x, null=(-np.inf, np.inf)): ''' arcsine(x) is equivalent to asin(x) except that it also works on sparse arrays. The optional argument null (default, (-numpy.inf, numpy.inf)) may be specified to indicate what value(s) should be assigned when x < -1 or x > 1. If only one number is given, then...

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def create_usuario(self): """Get an instance of usuario services facade.""" return Usuario( self.networkapi_url, self.user, self.password, self.user_ldap)

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def AddAccelerator(self, modifiers, key, action): """ Add an accelerator. Modifiers and key follow the same pattern as the list used to create wx.AcceleratorTable objects. """ newId = wx.NewId() self.Bind(wx.EVT_MENU, action, id = newId) self.RawAcceleratorTable.append((modifiers, key, newId)) self.SetAcceler...

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def _get_path_entry_from_string(self, query_string, first_found=True, full_path=False): """ Parses a string to form a list of strings that represents a possible config entry header :param query_string: str, query string we are looking for :param first_found: bool, return first found entry or en...

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def parse_docword(filename, vocab_filename): """ Parse a file that's in "docword" format. This consists of a 3-line header comprised of the document count, the vocabulary count, and the number of tokens, i.e. unique (doc_id, word_id) pairs. After the header, each line contains a space-separated trip...

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def evaluate(self, values): """Evaluate the "OR" expression Check if the left "or" right expression evaluate to True. """ return self.left.evaluate(values) or self.right.evaluate(values)

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def get_agents_by_ids(self, agent_ids): """Gets an ``AgentList`` corresponding to the given ``IdList``. In plenary mode, the returned list contains all of the agents specified in the ``Id`` list, in the order of the list, including duplicates, or an error results if an ``Id`` in the ...

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def update_campaign_metrics(self, campaign_id, **kwargs): # noqa: E501 """Get campaign metrics # noqa: E501 Get detailed statistics of a campaign. # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass asynchronous=True...

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def is_registered(ext): ''' Returns true when a template exists on an exact match of the provided file extension ''' return Lean.template_mappings.has_key(ext.lower()) and len(Lean.template_mappings[ext])

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def hexbin(self, x, y, size, orientation="pointytop", palette="Viridis256", line_color=None, fill_color=None, aspect_scale=1, **kwargs): ''' Perform a simple equal-weight hexagonal binning. A :class:`~bokeh.models._glyphs.HexTile` glyph will be added to display the binning. The :class:`~bokeh.m...

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def get_og_title(self): """ return meta_title if exists otherwise fall back to title """ if hasattr(self, 'meta_title') and self.meta_title: return self.meta_title return self.get_title()

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def staticMovingAverage2(x, N=3, mode='reflect'): """ moving average filter for 1d arrays supported modes for boundary handling: 'reflect' , 'constant' """ assert N > 1 x2 = np.empty(shape=x.shape[0] + N, dtype=x.dtype) start = N - 2 if N == 2: start = 1 end = N - start ...

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def lindblad_terms(gamma, rho, Ne, verbose=1): u"""Return the Lindblad terms for decays gamma in matrix form. >>> from sympy import pprint >>> aux = define_frequencies(4, explicitly_antisymmetric=True) >>> omega_level, omega, gamma = aux >>> gamma = gamma.subs({gamma[2, 0]:0, gamma[3, 0]:0, gamma[3...

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def set(self, keyword, value): """Set the element of the list after the given keyword. Parameters ---------- keyword : str The keyword parameter to find in the list. Putting a colon before the keyword is optional, if no colon is given, it is added aut...

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def projection_matrix(point, normal, direction=None, perspective=None, pseudo=False): """Return matrix to project onto plane defined by point and normal. Using either perspective point, projection direction, or none of both. If pseudo is True, perspective projections will preserve re...

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def dropout(input_layer, keep_prob, phase=Phase.train, name=PROVIDED): """Aplies dropout if this is in the train phase.""" if phase == Phase.train: return tf.nn.dropout(input_layer, keep_prob, name=name) else: return input_layer

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def write_newick(rootnode, features=None, format=1, format_root_node=True, is_leaf_fn=None, dist_formatter=None, support_formatter=None, name_formatter=None): """ Iteratively export a tree structure and returns its NHX representation. """ newick = [] leaf = is_leaf_fn if...

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def write_k_record(self, *args): """ Write a K record:: writer.write_k_record_extensions([ ('FXA', 3), ('SIU', 2), ('ENL', 3), ]) writer.write_k_record(datetime.time(2, 3, 4), ['023', 13, 2]) # -> J030810FXA1112SIU1315ENL # -...

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def verify_verify(self, id, token): """Verify the token of a specific verification.""" return Verify().load(self.request('verify/' + str(id), params={'token': token}))

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def is_key(cls, result): """Return ``True`` if result is a key object.""" from boto.gs.key import Key return isinstance(result, Key)

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def get_rdataset(self, name, rdtype, covers=dns.rdatatype.NONE, create=False): """Look for rdata with the specified name and type in the zone, and return an rdataset encapsulating it. The I{name}, I{rdtype}, and I{covers} parameters may be strings, in which case the...

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def assert_is(self, actual_val, expected_type, failure_message='Expected type to be "{1}," but was "{0}"'): """ Calls smart_assert, but creates its own assertion closure using the expected and provided values with the 'is' operator """ assertion = lambda: expected_type is actual_...

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def _needs_git(func): """ Small decorator to make sure we have the git repo, or report error otherwise. """ @wraps(func) def myfunc(*args, **kwargs): if not WITH_GIT: raise RuntimeError( "Dulwich library not available, can't extract info from the " ...

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def show_member(self, member, **_params): """Fetches information of a certain load balancer member.""" return self.get(self.member_path % (member), params=_params)

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def uniform_noise(space, low=0, high=1, seed=None): """Uniformly distributed noise in ``space``, pointwise ``U(low, high)``. Parameters ---------- space : `TensorSpace` or `ProductSpace` The space in which the noise is created. low : ``space.field`` element or ``space`` `element-like`, opti...

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def intensities_from_grid_radii(self, grid_radii): """Calculate the intensity of the Gaussian light profile on a grid of radial coordinates. Parameters ---------- grid_radii : float The radial distance from the centre of the profile. for each coordinate on the grid. ...

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def dsync_files(self, source, target): '''Sync directory to directory.''' src_s3_url = S3URL.is_valid(source) dst_s3_url = S3URL.is_valid(target) source_list = self.relative_dir_walk(source) if len(source_list) == 0 or '.' in source_list: raise Failure('Sync command need to sync directory to ...

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def Genra(request): """ Generate dict of Dept and its grade. """ school = request.GET['school'] c = Course(school=school) return JsonResponse(c.getGenra(), safe=False)

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def get_td_qnm(template=None, taper=None, **kwargs): """Return a time domain damped sinusoid. Parameters ---------- template: object An object that has attached properties. This can be used to substitute for keyword arguments. A common example would be a row in an xml table. taper: ...

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def validate_signature(self, signature, data, encoding='utf8'): """Validate the signature for the provided data. Args: signature (str or bytes or bytearray): Signature that was provided for the request. data (str or bytes or bytearray): Data string to validate ag...

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def draw_bounding_boxes(images, annotations, confidence_threshold=0): """ Visualizes bounding boxes (ground truth or predictions) by returning annotated copies of the images. Parameters ---------- images: SArray or Image An `SArray` of type `Image`. A single `Image` instance may also be...

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def pyoidcMiddleware(func): """Common wrapper for the underlying pyoidc library functions. Reads GET params and POST data before passing it on the library and converts the response from oic.utils.http_util to wsgi. :param func: underlying library function """ def wrapper(environ, start_response...

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def which(program, path=None): """ Returns the full path of shell commands. Replicates the functionality of system which (1) command. Looks for the named program in the directories indicated in the $PATH environment variable, and returns the full path if found. Examples: >>> system.wh...

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def flash(self, flash): """ Turn on or off flashing of the device's LED for physical identification purposes. """ self.m_objPCANBasic.SetValue(self.m_PcanHandle, PCAN_CHANNEL_IDENTIFYING, bool(flash))

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def expand_time(str_time, default_unit='s', multiplier=1): """ helper for above functions """ parser = re.compile(r'(\d+)([a-zA-Z]*)') parts = parser.findall(str_time) result = 0.0 for value, unit in parts: value = int(value) unit = unit.lower() if unit == '': ...

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def cached_name_scope(name, top_level=True): """ Return a context which either opens and caches a new name scope, or reenter an existing one. Args: top_level(bool): if True, the name scope will always be top-level. It will not be nested under any existing name scope of the caller. ...

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def get_inc(self, native=False): """ Get include directories of Windows SDK. """ if self.sdk_version == 'v7.0A': include = os.path.join(self.sdk_dir, 'include') if os.path.isdir(include): logging.info(_('using include: %s'), include) ...

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def load_model(): """ Load the model Parameters ---------- direc: directory with all of the model files Returns ------- m: model object """ direc = "/home/annaho/TheCannon/code/lamost/mass_age/cn" m = model.CannonModel(2) m.coeffs = np.load(direc + "/coeffs.npz")['arr_...

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def iter_components(self): """Iterate over all defined components yielding IOTile objects.""" names = self.list_components() for name in names: yield self.get_component(name)

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def to_triple(self, ast_obj=None, fmt="medium"): """Convert AST object to BEL triple Args: fmt (str): short, medium, long formatted BEL statements short = short function and short relation format medium = short function and long relation format ...

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def rsh(self, num, cin=None): """Right shift the farray by *num* places. The *num* argument must be a non-negative ``int``. If the *cin* farray is provided, it will be shifted in. Otherwise, the carry-in is zero. Returns a two-tuple (farray fs, farray cout), where *fs*...

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def interface_endpoints(self): """Instance depends on the API version: * 2018-08-01: :class:`InterfaceEndpointsOperations<azure.mgmt.network.v2018_08_01.operations.InterfaceEndpointsOperations>` """ api_version = self._get_api_version('interface_endpoints') if api_version == ...

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def on_draw(self): """ Run the actual draw calls. """ self._update_meshes() gl.glClear(gl.GL_COLOR_BUFFER_BIT | gl.GL_DEPTH_BUFFER_BIT) gl.glLoadIdentity() # pull the new camera transform from the scene transform_camera = self.scene.graph.get( ...

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def _kraus_to_choi(data, input_dim, output_dim): """Transform Kraus representation to Choi representation.""" choi = 0 kraus_l, kraus_r = data if kraus_r is None: for i in kraus_l: vec = i.ravel(order='F') choi += np.outer(vec, vec.conj()) else: for i, j in zi...

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def mod_repo(repo, basedir=None, **kwargs): ''' Modify one or more values for a repo. If the repo does not exist, it will be created, so long as the following values are specified: repo name by which the yum refers to the repo name a human-readable name for the repo baseurl ...

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def two_motor_drivetrain(l_motor, r_motor, x_wheelbase=2, speed=5, deadzone=None): """ .. deprecated:: 2018.2.0 Use :class:`TwoMotorDrivetrain` instead """ return TwoMotorDrivetrain(x_wheelbase, speed, deadzone).get_vector(l_motor, r_motor)

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def log_event(self, event, payload=None): """DEPRECATED""" if payload is None: return self.log_kv({logs.EVENT: event}) else: return self.log_kv({logs.EVENT: event, 'payload': payload})

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def search(self, q, state, labels): """Search for issues in Github. For JSON data returned by Github refer: https://developer.github.com/v3/search/#search-issues :param q: query string for search :param state: the states of the issue :param labels: labels of the issue ...

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def remove_apppool(name): # Remove IIS AppPool ''' Remove an IIS application pool. :param str name: The name of the IIS application pool. Usage: .. code-block:: yaml defaultapppool-remove: win_iis.remove_apppool: - name: DefaultAppPool ''' ret = {...

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def OnSize(self, event): """Main window move event""" # Store window size in config size = event.GetSize() config["window_size"] = repr((size.width, size.height))

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