content
stringlengths
35
762k
sha1
stringlengths
40
40
id
int64
0
3.66M
def model_handle_check(model_type): """ Checks for the model_type and model_handle on the api function, model_type is a argument to this decorator, it steals model_handle and checks if it is present in the MODEL_REGISTER the api must have model_handle in it Args: model_type: the "type"...
1c2bab3399dff743fd1ca1a37971a4e71f5d5b8f
15,000
def train_model_mixed_data(type_tweet, split_index, custom_tweet_data = pd.Series([]), stop_words = "english"): """ Fits the data on a Bayes model. Modified train_model() with custom splitting of data. :param type_tweet: :param split_index: :param custom_tweet_data: if provided, this is used instea...
4c7d4e29562b63ea53f1832af0841fb112c6596a
15,001
import scipy def _fit_curves(ns, ts): """Fit different functional forms of curves to the times. Parameters: ns: the value of n for each invocation ts: the measured run time, as a (len(ns), reps) shape array Returns: scores: normalised scores for each function coef...
9a480869d930e27d9aa988455228e6197f87417a
15,002
def isolate_integers(string): """Isolate positive integers from a string, returns as a list of integers.""" return [int(s) for s in string.split() if s.isdigit()]
cc95f7a37e3ae258ffaa54ec59f4630c600e84e1
15,003
def extractAFlappyTeddyBird(item): """ # A Flappy Teddy Bird """ vol, chp, frag, postfix = extractVolChapterFragmentPostfix(item['title']) if not (chp or vol) or 'preview' in item['title'].lower(): return None if 'The Black Knight who was stronger than even the Hero' in item['title']: return buildReleaseMess...
ca382caa9d1d9244424a39d1bc43c141b003691d
15,004
def get_trainable_vars(name): """ returns the trainable variables :param name: (str) the scope :return: ([TensorFlow Variable]) """ return tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, scope=name)
c45b075c739e8c86d6f1dadc0b1f4eacfb1d1505
15,005
def getLambdaFasta(): """ Returns the filename of the FASTA of the lambda phage reference. """ return _getAbsPath('lambdaNEB.fa')
4cb351d874087da71d8f726802a5bb86438dacd1
15,006
from heartandsole import Activity import warnings def register_field(name): """Register a custom accessor on Activity objects. Based on :func:`pandas.api.extensions.register_dataframe_accessor`. Args: name (str): Name under which the accessor should be registered. A warning is issued if this name ...
115893cbca27c9822f08746f45a5ae0dcf48aadf
15,007
def Rotation_ECL_EQD(time): """Calculates a rotation matrix from ecliptic J2000 (ECL) to equatorial of-date (EQD). This is one of the family of functions that returns a rotation matrix for converting from one orientation to another. Source: ECL = ecliptic system, using equator at J2000 epoch. Targe...
d140e2c03e62fba2168faf9c3599afa6e41bb774
15,008
def _make_players_away(team_size): """Construct away team of `team_size` players.""" away_players = [] for i in range(team_size): away_players.append( Player(Team.AWAY, _make_walker("away%d" % i, i, _RGBA_RED))) return away_players
b0beff6f06fc52f870c143c01c14d18eb77d0cc5
15,009
import json def store_barbican_secret_for_coriolis( barbican, secret_info, name='Coriolis Secret'): """ Stores secret connection info in Barbican for Coriolis. :param barbican: barbican_client.Client instance :param secret_info: secret info to store :return: the HREF (URL) of the newly-create...
218bf941203dd12bc78fc7a87d6a2f9f21761d57
15,010
def wfr2_grad_single(image, sigma, kx, ky, kw, kstep, grad=None): """Optimized, single precision version of wfr2_grad. Single precision might be faster on some hardware. In addition to returning the used k-vector and lock-in signal, return the gradient of the lock-in signal as well, for each pixel ...
e93a0bde20a151018a07dd138d09691711946458
15,011
import random def padding(): """Return 16-200 random bytes""" return URANDOM(random.randrange(16, PAD_MAX))
65a52c19c3b39344bd1959c58f2cd7950b0a19e4
15,012
import sys def listener(phrase_limit: int, timeout: int = None, sound: bool = True) -> str: """Function to activate listener, this function will be called by most upcoming functions to listen to user input. Args: phrase_limit: Time in seconds for the listener to actively listen to a sound. ti...
87cadd28bc4c924c0db775063d16e6775f4d2381
15,013
def find(): """Prints user message and returns the number of HP-49 connected. """ hps = com.find() if len( hps ) == 0: print "No HP49-compatible devices connected." sys.stdout.flush() else: print "Number of HP49-compatible devices: %d" % len( hps ) sys.stdout.flush() retu...
8530fc9d6d904e8c4fe061c237af57f9874a2ea2
15,014
def get_children_templates(pvc_enabled=False): """ Define a list of all resources that should be created. """ children_templates = { "service": "service.yaml", "ingress": "ingress.yaml", "statefulset": "statefulset.yaml", "configmap": "configmap.yaml", "secret": "...
25db24b03542b1365529bbf1814e2fb801337022
15,015
def sort_as_int(environment, value, reverse=False, attribute=None): """Sort collection after converting the attribute value to an int""" def convert_to_int(x): val = str(x) # Test if this is a string representation of a float. # This is what the copy rig does and it's annoying if...
13e7727d1337bbfddec1a0661552c51d7015e58b
15,016
def get_pretty_table_for_item(item, output_fields): """ """ x = PrettyTable(["Attribute", "Value"]) attrs = _filter_attributes(item.get_attributes(), output_fields) for attr in attrs: row = [] row.append(attr) row.append(getattr(item, attr)) x.add_row(row) return...
48d7b4c1a53884dc65de8da1167762cbf0143d2c
15,017
def create_t1_based_unwarp(name='unwarp'): """ Unwarp an fMRI time series based on non-linear registration to T1. NOTE: AS IT STANDS THIS METHOD DID NOT PRODUCE ACCEPTABLE RESULTS IF BRAIN COVERAGE IS NOT COMPLETE ON THE EPI IMAGE. ALSO: NEED TO ADD AUTOMATIC READING OF EPI RESOLUTION TO...
cbf3180e2899ac6314cde3c30ca3619ca4d3e125
15,018
def get_qnode(caching, diff_method="finite-diff", interface="autograd"): """Creates a simple QNode""" dev = qml.device("default.qubit.autograd", wires=3) @qnode(dev, caching=caching, diff_method=diff_method, interface=interface) def qfunc(x, y): qml.RX(x, wires=0) qml.RX(y, wires=1) ...
3a8cb0f47e8846338338d21896e59cba475e8351
15,019
def segment_relative_timestamps(segment_start, segment_end, timestamps): """ Converts timestamps for a global recording to timestamps in a segment given the segment boundaries Args: segment_start (float): segment start time in seconds segment_end (float): segment end time in seconds tim...
743938adfb8ee1450c2140f76dbbdfb88c2a3c7f
15,020
def compare_dataframes_mtmc(gts, ts): """Compute ID-based evaluation metrics for MTMCT Return: df (pandas.DataFrame): Results of the evaluations in a df with only the 'idf1', 'idp', and 'idr' columns. """ gtds = [] tsds = [] gtcams = gts['CameraId'].drop_duplicates().tolist() tscams ...
002333c2be971a453727f43c257b46a99b0451cb
15,021
import os import subprocess import time def launch_corba( exec_file=None, run_location=None, jobname=None, nproc=None, verbose=False, additional_switches="", start_timeout=60, ): """Start MAPDL in AAS mode Notes ----- The CORBA interface is likely to fail on computers with...
d877aa81aab9722a188dbe61c284564e2da3b835
15,022
def fetch_xml(url): """ Fetch a URL and parse it as XML using ElementTree """ resp=urllib2.urlopen(url) tree=ET.parse(resp) return tree
d0f4f5b7fe19692675cba1254f6bfa63f07e45a5
15,023
def update_hirsch_index(depth_node_dict, minimum_hirsch_value, maximum_hirsch_value): """ Calculates the Hirsch index for a radial tree. Note that we have a slightly different definition of the Hirsch index to the one found in: Gómez, V., Kaltenbrunner, A., & López, V. (2008, April). Statistical an...
2fdf5ca6aa216eacb3f18cd2f91875d02e0740ea
15,024
import numpy import sys def read_trajectory(filename, matrix=True): """ Read a trajectory from a text file. Input: filename -- file to be read matrix -- convert poses to 4x4 matrices Output: dictionary of stamped 3D poses """ file = open(filename) data = file.read() ...
abbcaf44b51adcd7468b8e03d59170adeceff143
15,025
import json from typing import List import asyncio async def async_start(hass: HomeAssistantType, config_entry=None) -> bool: """Start Ampio discovery.""" topics = {} @callback async def version_info_received(msg): """Process the version info message.""" _LOGGER.debug("Version %s", ms...
1a55c944a9f3099638b5e245283a86f476b9e29b
15,026
def get_E_E_fan_H_d_t(P_fan_rtd_H, V_hs_vent_d_t, V_hs_supply_d_t, V_hs_dsgn_H, q_hs_H_d_t): """(37) Args: P_fan_rtd_H: 定格暖房能力運転時の送風機の消費電力(W) V_hs_vent_d_t: 日付dの時刻tにおける熱源機の風量のうちの全般換気分(m3/h) V_hs_supply_d_t: param V_hs_dsgn_H:暖房時の設計風量(m3/h) q_hs_H_d_t: 日付dの時刻tにおける1時間当たりの熱源機の平均暖房能力(-) ...
0e2ceb9f8fbedd95d44f1c307cfb0d9ea17ea370
15,027
def load_func(func_string): """ If the given setting is a string import notation, then perform the necessary import or imports. """ if func_string is None: return None elif isinstance(func_string, str): return import_from_string(func_string) return func_string
99fdf6889936c95d7680ed5a70a2095474e02a9b
15,028
def normalize(features): """ Scale data in provided series into [0,1] range. :param features: :return: """ return (features - features.min()) / (features.max() - features.min())
a85d77e37e71c732471d7dcd42ae1aef2181f6dc
15,029
def get_gitlab_template_version(response): """Return version number of gitlab template.""" return glom(response, 'ref', default=False).replace('refs/tags/', '')
95e1be93ef6f14d24757e07d0ba644ce89bc0dc9
15,030
def getConfigXmlString(version, name, protocol, user, host, port, path): """! Arguments -> XML String. """ tag_root = ET.Element(TAG_ROOT) tag_root.set(ATTR_VERSION, version) tag_remote = ET.Element(TAG_REMOTE) tag_remote.set(ATTR_NAME, name) tag_root.append(tag_remote) appendElement(tag_r...
da0546a2e276c16820e09807930c981bf7d5406c
15,031
from typing import Optional def phase_angle(A: Entity, B: Entity, C: Entity) -> Optional[float]: """The orbital phase angle, between A-B-C, of the angle at B. i.e. the angle between the ref-hab vector and the ref-targ vector.""" # Code from Newton Excel Bach blog, 2014, "th...
ddbbc75909977350f89748c0afdb242ed9d741b6
15,032
def point2geojsongeometry(x, y, z=None): """ helper function to generate GeoJSON geometry of point :param x: x coordinate :param y: y coordinate :param z: y coordinate (default=None) :returns: `dict` of GeoJSON geometry """ if z is None or int(z) == 0: LOGGER.debug('Point has n...
d825055f7cf9d5c71decce342d384eb8018546d9
15,033
def upper(string): # pragma: no cover """Lower.""" new_string = [] for c in string: o = ord(c) new_string.append(chr(o - 32) if LC_A <= o <= LC_Z else c) return ''.join(new_string)
c13b1cc49a608bcc65a3afa87ca94f73f0deeb0b
15,034
def getid(obj): """Return id if argument is a Resource. Abstracts the common pattern of allowing both an object or an object's ID (UUID) as a parameter when dealing with relationships. """ try: if obj.uuid: return obj.uuid except AttributeError: # nosec(cjschaef): 'obj' doe...
43160e6dd61ddc2e8e0559925bf2a35def79eb3f
15,035
from datetime import datetime import time def dateToUsecs(datestring): """Convert Date String to Unix Epoc Microseconds""" dt = datetime.strptime(datestring, "%Y-%m-%d %H:%M:%S") return int(time.mktime(dt.timetuple())) * 1000000
cba081ae63523c86572463249b4324f2183fcaaa
15,036
def _compute_applied_axial(R_od, t_wall, m_stack, section_mass): """Compute axial stress for spar from z-axis loading INPUTS: ---------- params : dictionary of input parameters section_mass : float (scalar/vector), mass of each spar section as axial loading increases with spar depth OUT...
35c9a92b22b3639b6d1236ba45dd797388e25b07
15,037
import os def glob(loader, node): """Construct glob expressions.""" value = loader.construct_scalar(node)[len('~+/'):] return os.path.join( os.path.dirname(loader.name), value )
e8976fdac21f8decb85bb05a23bacc929d1d56eb
15,038
def categorical(p, rng=None, size=()): """Draws i with probability p[i]""" if len(p) == 1 and isinstance(p[0], np.ndarray): p = p[0] p = np.asarray(p) if size == (): size = (1,) elif isinstance(size, (int, np.number)): size = (size,) else: size = tuple(size) ...
1cee8c996206284f36f3bf72f8c6729037489f4d
15,039
import argparse def parse_args(): """Parse command-line arguments.""" parser = argparse.ArgumentParser(description='DSNT human pose model info') parser.add_argument( '--model', type=str, metavar='PATH', required=True, help='model state file') parser.add_argument( '--gpu', type...
1365cf3b60004baa8fa6f07ae755d79f6d952e95
15,040
import os def get_model(theme, corpus_all, dictionary_all, num_topics=15, passes=25, iterations=400, eval_every=None, update_every=0, alpha='auto', eta='auto'): """ Get the LDA model """ # Check if a model with the same config already exists. # If it does, load the model inst...
d2ab8c32ffc1cef8e620c0288866c0ee5cc4f297
15,041
from typing import List def covariance_distance(covariances: List[Covariance], x: np.ndarray) -> np.ndarray: """Euclidean distance of all pairs gp_models. :param covariances: :param x: :return: """ # For each pair of kernel matrices, compute Euclidean distance n_ke...
7bfe0337c89b8476285797d1fdec394ffcd04479
15,042
def create_inputs(im, im_info, model_arch='YOLO'): """generate input for different model type Args: im (np.ndarray): image (np.ndarray) im_info (dict): info of image model_arch (str): model type Returns: inputs (dict): input of model """ inputs = {} inputs['image'...
940563f6c48cfe54e328339b0efcd44e03ad67d8
15,043
def multiplex(n, q, **kwargs): """ Convert one queue into several equivalent Queues >>> q1, q2, q3 = multiplex(3, in_q) """ out_queues = [Queue(**kwargs) for i in range(n)] def f(): while True: x = q.get() for out_q in out_queues: out_q.put(x) t =...
ee9dac3506acb5159580a39d64e3cb046c44b204
15,044
import xml.etree.ElementTree as ET def select_project(FILENAME): """ lee el fichero xml FILENAME, muestra los proyectos para que el usuario escoja uno de ellos input FILENAME: fichero xml de estructura adecuada situada donde se encuentran los scripts del programa return: ...
0ef7ddd4b320e2ca577c253522f512e2802569e1
15,045
def compute_average(arr): """Compute average value for given matrix Args: arr (numpy array): a numpy array Return: float: average value """ val_avg = np.average(arr) return val_avg
c69d17f53e946f693242cfd9d90877847e7c7cc6
15,046
def _read_config(rundate, pipeline, *args, **kwargs): """Read the configuration of a Where analysis from file Todo: Add this as a classmethod on Configuration Args: rundate: Rundate of analysis. pipeline: Pipeline used for analysis. session: Session in analysis. Returns: ...
d122887d260044ebf10eb8830b247dbdf2a18274
15,047
from typing import Callable def ta_series(func: Callable, *args, **kwargs) -> QFSeries: """ Function created to allow using TA-Lib functions with QFSeries. Parameters ---------- func talib function: for example talib.MA args time series arguments to the function. They are all ...
c3e4e644fd3e6ce7853cbe99441fe6c8a5ca2679
15,048
def find_trendline( df_data: pd.DataFrame, y_key: str, high_low: str = "high" ) -> pd.DataFrame: """Attempts to find a trend line based on y_key column from a given stock ticker data frame. Parameters ---------- df_data : DataFrame The stock ticker data frame with at least date_id, y_key co...
dbe995fab1436a1c212780eebf123dc39f27f234
15,049
def find_core(read, core, core_position_sum, core_position_count, start = -1): """ Find the core sequence, trying "average" position first for efficiency. """ if start < 0 and core_position_count > 0: core_position = round(core_position_sum/core_position_count) if len(read) > core_po...
3a0de472194db00fac4e65a2b0e15cfa351eb70f
15,050
from functools import reduce def clambda(n): """ clambda(n) Returns Carmichael's lambda function for positive integer n. Relies on factoring n """ smallvalues=[1,1,2,2,4,2,6,2,6,4,10,2,12,6,4,4,16,6,18,4,6,10,22,2,20,12,18,\ 6,28,4,30,8,10,16,12,6,36,18,12,4,40,6,42,10,12,22,46,4,42,20,16,...
0da59a30e6d7376731a868ae81aed8e1cb42e8ce
15,051
def dashboard(): """ Render the dashboard template on the /dashboard route """ return render_template('page/home/dashboard.html', title="Dashboard")
12e1750a6c0b90aa8fcda29b78a463805abd45f3
15,052
import json def get_port_status(cluster, lswitch_id, port_id): """Retrieve the operational status of the port""" try: r = do_single_request("GET", "/ws.v1/lswitch/%s/lport/%s/status" % (lswitch_id, port_id), cluster=cluster) r = json....
f5c6fdf7d23fef17f402525cbfe9c3892012e3f0
15,053
import scipy import tqdm import logging def make_nearest_neighbors_graph(data, k, n=1000): """Build exact k-nearest neighbors graph from numpy data. Args: data: Data to compute nearest neighbors of, each column is one point k: number of nearest neighbors to compute n (optional): number of neighbors t...
dd99b42c306ac963232aeca4e86ef7e0449126ca
15,054
import multiprocessing def read_examples(input_files, batch_size, shuffle, num_epochs=None): """Creates readers and queues for reading example protos.""" files = [] for e in input_files: for path in e.split(','): files.extend(file_io.get_matching_files(path)) thread_count = multiprocessing.cpu_count...
5265e14d02b53d7b7c8754f980573b8d8c9667ea
15,055
def gen_context(n=10): """ method returns a random matrix which can be used to produce private prices over a bunch of items """ return np.random.randint(-3,4,size=(n,n))
51b3cf2a64530147eddacf628c8b593b7e923402
15,056
def _parallel_binning_fit(split_feat, _self, X, y, weights, support_sample_weight, bins, loss): """Private function to find the best column splittings within a job.""" n_sample, n_feat = X.shape feval = CRITERIA[_self.criterion] split_t = None spl...
5889993b9ad1ca49ac9e8ce541262ff716dea18f
15,057
import subprocess def _get_latest_template_version_w_git_ssh(template): """ Tries to obtain the latest template version using an SSH key """ cmd = 'git ls-remote {} | grep HEAD | cut -f1'.format(template) ret = temple.utils.shell(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE) stderr = re...
125bd2250144a96d2e4deeec72bb09ffd23b1317
15,058
def checkkeywords(keywordsarr, mdtype): """ Check the keywords Datasets: for Check 9 Services: for Check 9 Logic: there must be at least one keyword to get a score = 2. If keywords contain comma's (","), then a maimum of score = 1 is possible. """ score = 0 # keywordsarr is an array of objec...
cb165689ce820c1ead3622ed562260ee76558205
15,059
def compute_presence_ratios( sorting, duration_in_frames, sampling_frequency=None, unit_ids=None, **kwargs ): """ Computes and returns the presence ratios for the sorted dataset. Parameters ---------- sorting: SortingExtractor The sorting result to be...
f270ff52c2d60296db25887bcbb7d203bfc23c07
15,060
def img_box_match(bboxes_gt, bboxes_pre, iou_threshold): """ Goal: Returns info for mAP calculation (Precision recall curve) Precision = TP / (TP + FP) Recall = TP / (TP + FN) Returns: list of [TP/FP, conf] num_gt_bboxes : int Notes: For each prediction ...
09a7c9e9739f491777f1b0f48f745858281a0953
15,061
def random_char(): """Return a random character.""" return Char(choice(_possible_chars))
aca30fc1e6b7039cd5187264b89bca4d2899d169
15,062
def bond(self, atom:Atom, nBonds:int=1, main=False) -> Atom: """Like :meth:`__call__`, but returns the atom passed in instead, so you can form the main loop quickly.""" self(atom, nBonds, main); return atom
e8d065f55110c37b4db06ca394c741d98ffbd446
15,063
def train_list(): """ Return a sorted list of all train patients """ patients = listdir_no_hidden(INPUT_PATH) patients.sort() l = [] for patient in patients: if labels[patient] != None: l.append(patient) return l
7977e8ea72e826e18b4138391e812c15f3cfb6c0
15,064
def split_data(X, Y): """ This function split the features and the target into training and test set Params: X- (df containing predictors) y- (series conatining Target) Returns: X_train, y_train, X_test, y_test """ X_train, X_test, Y_train, Y_test = train_test_split( ...
c8dbc5a6e63f0b24abf3547ba208ad0a24e5594b
15,065
def get_bucket(client=None, **kwargs): """ Get bucket object. :param client: client object to use. :type client: Google Cloud Storage client :returns: Bucket object :rtype: ``object`` """ bucket = client.lookup_bucket(kwargs['Bucket']) return bucket
b71891eec3a9f7c8f9b8fad134b2dd02bfb65e51
15,066
def remove_macros(xml_tree: etree._ElementTree) -> etree._ElementTree: """Removes the macros section from the tool tree. Args: xml_tree (etree._ElementTree): The tool element tree. Returns: etree.ElementTree: The tool element tree without the macros section. """ to_remove = [] ...
77fed7e85dadbe8b2ec7511ad3b4cf7c272807a4
15,067
def flight_time_movies_2_binary_search(movie_lengths, flight_length): """ Solution: Sort the list of movies, then iterate it, conducting a binary search on each item for different item, when added together, equals the flight length. Complexity: Time: O(n * lg{n}) Space: O(1) """ if len(movie_lengths) < 2: ...
ac7e8ad340e677f6c51f1841aab61262d8c4e226
15,068
def find_vertical_bounds(hp, T): """ Finds the upper and lower bounds of the characters' zone on the plate based on threshold value T :param hp: horizontal projection (axis=1) of the plate image pixel intensities :param T: Threshold value for bound detection :return: upper and lower bounds """ N = len(hp) # F...
8520c3b638cafe1cfb2d86cc7ce8c3f28d132512
15,069
import base64 def executeCmd(cmd,arg): """ the meat: how we react to the SNI-based logic and execute the underlying command """ global currentPath global currentDirList global currentFileList global currentFileSizeList global agentName commands = initCmd(cmd) for testedCommand, alias...
b257e77c2f7c692d63aa4140cc5ce6ccc2213273
15,070
from typing import Union from typing import Tuple import re async def text2image( text: str, auto_parse: bool = True, font_size: int = 20, color: Union[str, Tuple[int, int, int], Tuple[int, int, int, int]] = "white", font: str = "CJGaoDeGuo.otf", font_color: Union[str, Tuple[int, int, int]] = ...
dbdc6436c94d57aa2d1eb910dc18e4afeeadf689
15,071
def get_dosage_ann(): """ Convenience function for getting the dosage and snp annotation """ dos = {} s_ann = {} dos_path =\ ("/export/home/barnarj/CCF_1000G_Aug2013_DatABEL/CCF_1000G_Aug2013_Chr" "{0}.dose.double.ATB.RNASeq_MEQTL.txt") SNP_ANNOT =\ ("/proj/ge...
792caa3c9b6326178ca5a706b694c52cf1bddccc
15,072
import types import typing import re def function_arguments(function_name: str, services_module: types.ModuleType) -> typing.List[str]: """Get function arguments for stan::services `function_name`. This function parses a function's docstring to get argument names. This is an inferior method to using `ins...
01a12d97c6b154159c4ba2d142e1374a008befe3
15,073
def cost_n_moves(prev_cost: int, weight: int = 1) -> int: """ 'g(n)' cost function that adds a 'weight' to each move.""" return prev_cost + weight
77a737d68f2c74eaba484b36191b95064b05e1a9
15,074
import codecs import re import glob import os def get_email_dict(txt_dir): """ :param txt_dir: the input directory containing all text files. :return: a dictionary where the key is the publication ID and the value is the list of authors' email addresses. """ def chunk(text_file, page_limit=2000): ...
b7d70c8ec13bc2350e7291f8bf68026de4638bbc
15,075
import io def get_gaussian_fundamentals(s, nfreq=None): """ Parses harmonic and anharmonic frequencies from gaussian log file. Input: s: String containing the log file output. nfreq : number of vibrational frequencies Returns: If successful: Numpy 2D array of size: nfreq x 2 ...
0da2acf3eb1ca0e057da8935ad772a2c65fd251a
15,076
def uniform_selection_tensor(tensor_data: np.ndarray, p: int, n_bits: int, per_channel: bool = False, channel_axis: int = 1, n_iter: int = 10, min...
17f5e13443fc23ce4d0dafc0fb69de226e93fc56
15,077
import os def _get_mock_dataset(root_dir): """ root_dir: directory to the mocked dataset """ base_dir = os.path.join(root_dir, "PennTreebank") os.makedirs(base_dir, exist_ok=True) seed = 1 mocked_data = defaultdict(list) for file_name in ("ptb.train.txt", "ptb.valid.txt", "ptb.test.tx...
e16d05937f743941b1b15324b3d77ddc2b2ccf9c
15,078
def calculate_bin_P(P, x, cal_type='pes'): """ Calculate the virtual, binary transition function. That is, this function is to calculate the transition function which a state and action pair may visit the virtual state $z$ """ n, m = x.world_shape # P_z is defined for the n*m states $s$ and a vi...
db7908f2ac0f20d72a70a920c412b895bf4ccef4
15,079
def makeYbus(baseMVA, bus, branch): """Builds the bus admittance matrix and branch admittance matrices. Returns the full bus admittance matrix (i.e. for all buses) and the matrices C{Yf} and C{Yt} which, when multiplied by a complex voltage vector, yield the vector currents injected into each line from...
8068d6a17c99f747e8d95b0b3ba1ac65735be382
15,080
import numpy def list_blob(math_engine, batch_len, batch_width, list_size, channels, dtype="float32"): """Creates a blob with one-dimensional Height * Width * Depth elements. Parameters --------- math_engine : object The math engine that works with this blob. batch_len : int, > 0 ...
dab3b45173fcca32f2cfc7bfbc585e002ff34f37
15,081
def skip_on_pypy_because_cache_next_works_differently(func): """Not sure what happens there but on PyPy CacheNext doesn't work like on CPython. """ return _skipif_wrapper(func, IS_PYPY, reason='PyPy works differently with __next__ cache.')
b2f765f1cad292948bb456aa841e92f180222061
15,082
import random def get_life_of_brian(): """ Get lines from test_LifeOfBrian. """ count = 0 monty_list = ['coconut'] try: with open(LIFE_OF_BRIAN_SCRIPT) as f: lines = f.readlines() for line in lines: count += 1 #print(line) ...
5b6007888f51b0b2a38eea6381bdaa5187624dda
15,083
def ackley_func(x): """Ackley's objective function. Has a global minimum at :code:`f(0,0,...,0)` with a search domain of [-32, 32] Parameters ---------- x : numpy.ndarray set of inputs of shape :code:`(n_particles, dimensions)` Returns ------- numpy.ndarray compute...
f00b729f57fbaa1534bb78589e1a64912b08b4a3
15,084
def validate_listable_type(*atype): """Validate a list of atype. @validate_listable_type(str) def example_func(a_list): return a_list @validate_listable_type(int) def example_int_func(a_list): return a_list """ if len(atype) != 1: raise ValueError("Expected...
691737184fca8bdcc7f4c3779af86b9a041b71dc
15,085
def meh(captcha): """Returns the sum of the digits which match the next one in the captcha input string. >>> meh('1122') 3 >>> meh('1111') 4 >>> meh('1234') 0 >>> meh('91212129') 9 """ result = 0 for n in range(len(captcha)): if captcha[n] == captcha[(n + 1) ...
2ff68455b7bb826a81392dba3bc8899374cbcc3e
15,086
def check_cli(module, cli): """ This method checks if vRouter exists on the target node. This method also checks for idempotency using the vrouter-bgp-show command. If the given vRouter exists, return VROUTER_EXISTS as True else False. If the given neighbor exists on the given vRouter, return NEIGHB...
fdeb4dafad83562a48d0d22871fb6dc5a845fc2b
15,087
def is_prime(n): """ from https://stackoverflow.com/questions/15285534/isprime-function-for-python-language """ if n == 2 or n == 3: return True if n < 2 or n%2 == 0: return False if n < 9: return True if n%3 == 0: return False r = int(n**0.5) f = 5 while f <= r: if ...
e992badd0648d0896097df71186fee2895d20119
15,088
def load(file, encoding=None): """load(file,encoding=None) -> object This function reads a tnetstring from a file and parses it into a python object. The file must support the read() method, and this function promises not to read more data than necessary. """ # Read the length prefix one char...
939cc6f7a42daa35552e256a1e2725826d44c01c
15,089
import ispyb.model.datacollection import ispyb.model.processingprogram import logging import configparser def enable(configuration_file, section="ispyb"): """Enable access to features that are currently under development.""" global _db, _db_cc, _db_config if _db_config: if _db_config == configur...
2aa613694f01c290f4cfeea8d8a470e87000021f
15,090
def MakeMsgCmd(cmdName,argList): """ Take a command name and an argList of tuples consisting of pairs of the form (argName, argValue), and return a string representing the corresponding dibs command. """ body = MakeStartTag(dibs_constants.cmdTagName,{'id':cmdName}) + '\n' for argPair in arg...
63fd4c2695c005fa7ff465cd1975285d15dd4faf
15,091
def preprocess(tweet): """ Substitures urls with the string URL. Removes leading and trailing whitespaces Removes non latin characters :param tweet: :return: """ # remove URL line = remove_url(str(tweet.strip())) # remove non Latin characters stripped_text = '' for c in line:...
44bc9f9c66c6abc8f95acdf1666f9ded7c6aa610
15,092
def read_xml_file(input_file, elem): """Reads xml data and extracts specified elements Parameters ---------- input_file : str The OTA xml file elem : str Specified elements to be extracted Returns ------- list a list of xml seat data """ tree = ET.parse(...
58b8e4b86f1400d0d77856cb57e6823f0c538487
15,093
from .application import Application, ApplicationEnv from .operator import Operator, OperatorEnv from typing import Optional from typing import Union from typing import List def env(pip_packages: Optional[Union[str, List[str]]] = None): """A decorator that adds an environment specification to either Operator or A...
9404d28e56a0d8824c9f05a0fa601b9ba181c98f
15,094
import time def test_trace_propagation( endpoint, transport, encoding, enabled, expect_spans, expect_baggage, http_patchers, tracer, mock_server, thrift_service, app, http_server, base_url, http_client): """ Main TChannel-OpenTracing integration test, using basictracer as implement...
afd85ef71b14a263f4480a0c0f81e019dc680e34
15,095
def cost_stage_grads(x, u, target, lmbda): """ x: (n_states, ) u: (n_controls,) target: (n_states, ) lmbda: penalty on controls """ dL = jacrev(cost_stage, (0,1)) #l_x, l_u d2L = jacfwd(dL, (0,1)) # l_xx etc l_x, l_u = dL(x, u, target, lmbda) d2Ldx, d2Ldu = d2L(x, u, t...
a6137653adcb3579775a9bcc9e8ddf03bb6f2cda
15,096
def create_rotation_matrix(angles): """ Returns a rotation matrix that will produce the given Euler angles :param angles: (roll, pitch, yaw) """ R_x = Matrix([[1, 0, 0], [0, cos(q), -sin(q)], [0, sin(q), cos(q)]]).evalf(subs={q: angles[0]}) R_y = Matrix([[cos...
8431dce383a83d431f9951f76624723f5697cf83
15,097
def goodput_for_range(endpoint, first_packet, last_packet): """Computes the goodput (in bps) achieved between observing two specific packets""" if first_packet == last_packet or \ first_packet.timestamp_us == last_packet.timestamp_us: return 0 byte_count = 0 seen_first = False for pa...
aea56993771c1a250dacdfccf8328c7a0d3ce50b
15,098
from typing import Sequence def validate_scopes( required_scopes: Sequence[str], token_scopes: Sequence[str] ) -> bool: """Validates that all require scopes are present in the token scopes""" missing_scopes = set(required_scopes) - set(token_scopes) if missing_scopes: raise SecurityException(f...
e979cdd2eb73c89084f72fd4f70390dfe3109c17
15,099