content
stringlengths
35
762k
sha1
stringlengths
40
40
id
int64
0
3.66M
def list_alias(): """ List all registered aliases. Returns: An array of dictionary containing the alias and the command that it points to. """ alias_table = get_alias_table() output = [] for alias in alias_table.sections(): if alias_table.has_option(alias, 'command'): ...
e0548b3c539bc5dd2bd5903282ab8a4a098f4f87
74,366
from re import S def chop_parts(value: TMP_RES, prec: int) -> TMP_RES: """ Chop off tiny real or complex parts. """ if value is S.ComplexInfinity: return value re, im, re_acc, im_acc = value # Method 1: chop based on absolute value if re and re not in _infs_nan and (fastlog(re) < -...
62836413ad0771edaf8414ec80b8f374b65157c5
74,367
def pearson_r(x, y): """Compute Pearson correlation coefficient between two arrays.""" # Compute correlation matrix: corr_mat corr_mat = np.corrcoef(x, y) # Return entry [0,1] return corr_mat[0,1]
e872d48eb5648cbd35eb0e38ad44427e93fae897
74,368
from typing import List from typing import Tuple def sampling_expectation(hamiltonians: List[PauliSum], bitstrings: List[np.array]) -> Tuple: """Mapped wrapper around ``sampling_expectation_z_base``. A function that computes expectation values of a list of hamiltonians w.r.t a li...
b034a8cbef798f0ce3cf8663ca7d252a8b24db1d
74,369
def size(b): """ Returns the size in bytes of the first netstring in the provided bytes object. WARNING: This function doesn't check for netstring validity. THROWS: ValueError if cannot determine size """ try: slen = b[:b.find(b':')].decode('ascii') return 2 + len(slen) + int(slen) e...
2b50a555e29c6d7cbdc419d3dfb336d60f907d0c
74,370
def cbcloud_api_mock(monkeypatch, cbc_cloud_api): """Mocks CBCloudAPI for unit tests""" cbcloud_api_mock = CBCloudAPIMock(monkeypatch, cbc_cloud_api) hashes = [ "405f03534be8b45185695f68deb47d4daf04dcd6df9d351ca6831d3721b1efc4", "0995f71c34f613207bc39ed4fcc1bbbee396a543fa1739656f7ddf7041930...
953a19d162f4b8926211803c7ea1b84ee2ccbad2
74,371
from typing import Optional from typing import Union from typing import Tuple import numpy import io def _tile( z: int, x: int, y: int, scale: int = 1, ext: str = None, url: str = None, indexes: Optional[Union[str, Tuple]] = None, expr: Optional[str] = None, nodata: Optional[Union[...
955ad4e662e2d577fbf033538a6e0126c998e3b5
74,373
def dnlsim(system, u, t=None, x0=None): """Simulate output of a discrete-time nonlinear system. Calculate the output and the states of a nonlinear state-space model. x(t+1) = A x(t) + B u(t) + E zeta(x(t),u(t)) y(t) = C x(t) + D u(t) + F eta(x(t),u(t)) where zeta and eta are polynomials w...
d93646167f8fc99a83bf23eb0fb6e7a27d06333e
74,375
def person_search(value, type=None): """ Search for People & Groups which match a search term """ # Shortcuts groups = s3db.pr_group persons = s3db.pr_person items = [] # We want to do case-insensitive searches # (default anyway on MySQL/SQLite, but not PostgreSQL) value = value.lower...
a67e7f300aa40389f5e3445d4df45ce30cbefbd0
74,376
import torch def get_output_size(model, input_shape=(1, 3, 224, 224), device="cpu", dtype='float32'): """ Returns the shape of the convolutional features in output to the model. Parameters ---------- model pytorch model, neural network model. input_shape: tuple of int, shape o...
f9c4e79e2c38a424c723cfed6fc73fc63ddc3142
74,377
def checkPrecision(hp,pCentroids,pMeasure,optimisationIteration,distrib,m,directions,precisionCheck,structureCheck,newMeasure,lastMeasure,indexMin): """Deprecated - might not work""" if not precisionCheck: if newMeasure > lastMeasure : print('Error: new Distortion bigger than at previous ite...
cb82a552b18f77f51553ceef41797a90496bc288
74,378
from typing import Union def mwdx(candles: np.ndarray, factor: float = 0.2, source_type: str = "close", sequential: bool = False) -> Union[ float, np.ndarray]: """ MWDX Average :param candles: np.ndarray :param factor: float - default: 0.2 :param source_type: str - default: "close" :param...
955d062ef364ab2d577f9789ba8e07a4cc0c1264
74,380
def str_function(connectable) -> str: """__str__ function for OutputBase and InputBase.""" infos = [] if connectable.owner: infos.append('owner: %s' % connectable.owner) if connectable.connected: infos.append('connected') else: infos.append('not connected') return '%s(%...
5ed2ba8575314c0fdf9046988f3977ab262ff0af
74,381
def find_subtracted_fits_fieldprojectidccd( dirlist, field, projectid, ccd, subtracttype='reverse', photreftype='oneframe', kernelspec='b/4;i/4;d=4/4', nworkers=8, maxworkertasks=1000): """This searches for all subtracted FITS files matching th...
78df223605e304569ace3535c0c0a26fa7d46468
74,382
def cinv(z): """Computes the reciprocal of a complex `z`. Args: z (:class:`~taichi.math.vec2`): The input. Example:: >>> @ti.kernel >>> def test(): >>> z = ti.math.vec2(1, 1) >>> w = ti.math.cinv(z) # [0.5, -0.5] Returns: :class:`~taichi.math....
a91147855999a60d8252e558eff47e0f17f2403e
74,383
from scipy.ndimage.interpolation import affine_transform import numpy def scale_and_rotate_image(im, angle=0.0, scale=None, order=5): """ Scale and then rotate and image in x, y axes Applies scale then rotates :param im: Image :param angle: Angle in radians :param scale: Scale [scale_x, scale_y]...
ab91bd3059add848a77aec225227c8a646c06912
74,384
def _in_exception_handler(identifier, on_conflict): """Returns a matcher for a node in the nearest ancestor `except` & binds `identifier`. Args: identifier: Name of variable to bind the identifier in the nearest ancestor exception handler to on_conflict: BindConflict strategy for binding the identifi...
cd5b9192b4e0ee140c24f1bc54931b7be5adb3d8
74,385
def reduced(f, G, *gens, **args): """ Reduces a polynomial ``f`` modulo a set of polynomials ``G``. Given a polynomial ``f`` and a set of polynomials ``G = (g_1, ..., g_n)``, computes a set of quotients ``q = (q_1, ..., q_n)`` and the remainder ``r`` such that ``f = q_1*g_1 + ... + q_n*g_n + r``, w...
e2972af73c4d067458aa1e15017393d898d271e3
74,386
import requests def save_running_config(host: str=HOST, username: str=USERNAME, password: str=PASSWORD, port: str=PORT) -> tuple: """GET RESTCONF function to save current running config Args: host (str): hostname or ip of device username (str): API username for authent...
6398c154a480b9616c433d90b4c6e4ec58be4fb9
74,387
def _delta_derivative_double_gamma_hrf(delta, t_r=1.0, dur=60.0, onset=0.0): """ Double Gamma HRF model. Parameters ---------- delta : float, temporal dilation to pilot the HRF inflation t_r : float, Time of Repetition, fMRI acquisition parameter, the temporal resolution dur : float, (d...
a39fd9ecb1e01d4e779eb7be5a481d1df5514c0e
74,388
def archive_thumbnails(request, inst, proposal): """Generate the page listing all archived images in the database for a certain proposal Parameters ---------- request : HttpRequest object Incoming request from the webpage inst : str Name of JWST instrument proposal : str ...
eaddad50cf2395d6919f29f800b5b3cb24c8b8c7
74,389
import ssl def get_ssl_context(): """Create an SSL context.""" context = ssl.SSLContext() context.verify_mode = ssl.CERT_NONE return context
182b18996632f335b1cdf4d73e8dd502881b0f73
74,392
def annotate_bmp( img, ellipses=None, old_pts=None, thickness=params.ellipse_thickness, windowsize=None, zoomaxes=None ): """Draw stuff on image.""" # draw ellipses (bmp,resize,img_size) = draw_ellipses_bmp( img, ellipses, thickness=thickness, windowsize=windo...
4935e8a34b26d131867e0c1203de43f0a8d87dc3
74,393
def b36encode(number: int) -> str: """Convert the number to base36.""" alphabet, base36 = ["0123456789abcdefghijklmnopqrstuvwxyz", ""] while number: number, i = divmod(number, 36) base36 = alphabet[i] + base36 return base36 or alphabet[0]
54046b8b0246eac6f08f7dea8b918f512f5e23d8
74,394
def change_id(id, num_samples=7): """ automatically change object id, mapping given class to a class with similar size returns list of changed ids for object replacement, of max size [num_samples] """ obj_pool = [75, 58, 127, 165, 159, 129, 116, 57, 35, 3, 20, 6, 9] # animals, people, chairs, etc vehicle_po...
141f75cef738b8ce140121609e2003bf1e2fd49d
74,395
def split_order_book(order_book_id: str): """ 对合约拆分成品种和年份俩个部分 :param order_book_id: :return: """ return order_book_id[:-4], order_book_id[-4:]
4692e95eb814de50f9effe7ed289f94712e265d6
74,396
def pro_avfid_superoperator_compsubspace_phasecorrected(U,L1,phases): """ Average process (gate) fidelity in the qubit computational subspace for two qutrits Leakage has to be taken into account, see Woods & Gambetta The phase is corrected with Z rotations considering both transmons as qubits """ ...
8dc731c8bd18133497b08b8a6dc0ccc68df8e4ac
74,397
from typing import Tuple from typing import List import base64 def prepare_hw_encryption_attrs(hw_session: HwSessionInfo, label: str) -> \ Tuple[int, int, List[int], bytes, bytes, bytes]: """ :param hw_session: :param label: :return: 0: protocol id 1: hw type id (see below) ...
8a868c72d9a0960cd918b6b345dfef114875b0cd
74,398
def find_list(item_list, func, with_index=False): """ Find an object from the list that matches the conditions :param with_index: :param item_list: :param func: :return: """ if with_index is True: return _find_list_with_index(item_list, func) for item in item_list: i...
b09762da3d8afa246c715153aecb9dac51342a81
74,399
def formater (string, props): """ This function does a regular substitution 'str%(dict)' with a little difference. It takes care of the escaped percentage chars, so strings can be replaced an arbitrary number of times.""" s2 = '' n = 0 while n < len(string): if n<len(string)-1 and stri...
8ec2d52d3b26f54dc5d5b86fc7f5def1cfe77360
74,400
def flatten_complex_to_real(dataset, lazy=False): """ Stacks the real values followed by the imaginary values in the last dimension of the given N dimensional matrix. Thus a complex matrix of shape (2, 3, 5) will turn into a matrix of shape (2, 3, 10) Parameters ---------- dataset : array-like ...
0dadd932917cdcce5f9f990bc8ce975499e55ad8
74,401
def get_template_from_path(path: str) -> str: """Convert a normal path back to its template representation.""" # replace all path parts with the template tags path = path.replace("\\", "/") return path
1a62acca2c0531563fb4493bc06708671a601cda
74,402
from typing import Union from typing import Pattern from typing import List import re from pathlib import Path import fnmatch def parse_simple_index_links( text: str, url=None, url_regex: Union[str, Pattern] = "^https?://|^ftp://", ignore_regex: Union[str, Pattern] = "\/\?C=.;O=.", fileglob: str =...
d3958f682f4b9a94c6dfea73823b17d278dddf1f
74,403
def compute_mean_average_precision(statistic_list): """ Compute the mean average precision: (https://en.wikipedia.org/wiki/Evaluation_measures_(information_retrieval)#Mean_average_precision) We define average precision as Area under Curve AUC) https://medium.com/@jonathan_hui/map-me...
81cac2d3dc38962f27ce87648455d5fa989e237a
74,404
import re def check_email(email): """ Checks an email format against the RFC 5322 specification. """ # RFC 5322 Specification as Regex regex = """(?:[a-z0-9!#$%&'*+/=?^_`{|}~-]+(?:\.[a-z0-9!#$%&'*+/=?^_`{|}~-]+)*|\" (?:[\x01-\x08\x0b\x0c\x0e-\x1f\x21\x23-\x5b\x5d-\x7f]|\\[\x01-\x09\x0b\x0c\x0...
522547471730c6975246c301492f5b7676032c75
74,405
import templateflow.api as tf from niworkflows.engine.workflows import LiterateWorkflow as Workflow from niworkflows.interfaces.cifti import GenerateCifti from niworkflows.interfaces.utility import KeySelect def init_bold_grayords_wf( grayord_density, mem_gb, repetition_time, name="bold_grayords_wf" ): """ ...
349bb5ce7c8bede76d4e73733f76dafde3e4f00a
74,406
from typing import Dict from typing import Union def reverse_endianness(string: str) -> str: """Convert hex string to hex string with opposite endianness. E.g. Little endian -> Big endian, Big endian -> Little endian Result for non hex string is undefined, no validation is done. Args: ...
3edd879711e1fe2b302e765fe6009da66c621969
74,407
import ast def block_view(A, block=(3, 3)): """Provide a 2D block view to 2D array. No error checking made. Therefore meaningful (as implemented) only for blocks strictly compatible with the shape of A.""" # simple shape and strides computations may seem at first strange # unless one is able to re...
7f5bdbdfd1fe5fe113ae1a72de00b996c85b902f
74,409
def compute_topk_scores_and_seq(sequences, scores, scores_to_gather, flags, beam_size, batch_size): """Given sequences and scores, will gather the top k=beam size sequences. This function is used to grow alive, and finished. It takes sequences, scores, and flags, and returns...
9b92df677cdf99420d51990e3fdf6cb882017780
74,410
import inspect def open(file=None, mode='r', format=None, as_decorator=None, **kwargs): """ Open a file and return a file object. This method can be used as a function or a decorator. When used as a decorator, the function to be decorated should receive the handler using an argument named ``f``. File ...
e2584afe80ad4aa2f2f762292c0e186c910b7324
74,411
def sniff_features(**kw): """ Look at the source files and return the features for a task generator (mainly cc and cxx):: snif_features(source=['foo.c', 'foo.cxx'], type='shlib') # returns ['cxx', 'c', 'cxxshlib', 'cshlib'] :param source: source files to process :type source: list of string or :py:class:`waf...
5ba230ab16c3e7e96b913ad6bb31a23181d88b35
74,412
import pandas def getCumSumForIntervalData(actualTimeSeries, predictedValuesOnLaggedData, intervalSize=365): """ :param actualTimeSeries: Object of DataFrame TimeSeries :param predictedValuesOnLaggedData: Object of DataFrame TimeSeries :param intervalSize: Period or Seasonality :return: Cumulative...
3bcbca64aff1652239b32f2c2454e897d8968334
74,413
import re def extract_intro_and_title(filename, docstring): """Extract and clean the first paragraph of module-level docstring.""" # lstrip is just in case docstring has a '\n\n' at the beginning paragraphs = docstring.lstrip().split('\n\n') # remove comments and other syntax like `.. _link:` para...
44b1271f0826f21977e51c0c9a4e3852a47c6678
74,414
def get_s3_file(s3_uri): """Retrieve an S3 file""" s3_client = boto3.client('s3') url_object = urlparse(s3_uri) bucket = url_object.netloc key = url_object.path.lstrip('/') response = s3_client.get_object(Bucket=bucket, Key=key) return response['Body']
c585ccc59df430b991bec76daa47e17c6102c4a4
74,416
def duplicate_fraction_getter(doc: Doc, attr: str = "lines_counter") -> float: """Calculate the duplicate fraction of a Doc attribute based on a counter object Args: doc (Doc): A spaCy Doc attr (str, optional): The attribute to be extracted. Defaults to "lines_counter". Returns...
977b19e926fbd4e08e683d214ea31c4caad73006
74,417
def __audioread_load(path, offset, duration, dtype): """Load an audio buffer using audioread. This loads one block at a time, and then concatenates the results. """ y = [] with audioread.audio_open(path) as input_file: sr_native = input_file.samplerate n_channels = input_file.channe...
3ae3038e08f371be7b47682351cf25dd1ac416d9
74,418
def get_aggregate_positions(info=None): """Collapses all option orders for a stock into a single dictionary. :param info: Will data_filter the results to get a specific value. :type info: Optional[str] :returns: Returns a list of dictionaries of key/value pairs for each order. If info parameter is prov...
22a783961a3bd95fe065ea7f3d45d23e43021bb4
74,419
from unittest.mock import Mock from unittest.mock import patch import importlib def session_indexing_decorator(): """ Fixture that mocks the reddit object indexer for the test suite by default. Decorators require some extra work to patch since they are already applied to functions when a module is lo...
47b36b8cf82977e3c72179a5eb2260abb2427da7
74,420
def get_theoretical_resolution_limit(f_central): """ Parameters ---------- f_central : float wavelet central frequency in Hz Returns ------- float """ return 1 / f_central / 4 * 1000
187498a249466eade7774e7df86fd82a1d742577
74,421
def calc_check_digit(number): """Calculate the check digit for the number.""" alphabet = '0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ' cutoff = lambda x: x - 9 if x > 9 else x s = sum( cutoff(alphabet.index(n) * 2) if i % 2 == 0 else alphabet.index(n) for i, n in enumerate(number[::-1])) re...
967d9ac7eae3e45b42c6bb4e366345fd34207d0d
74,422
import tqdm import torch def gen_waveform( device, # cpu or cuda labels, # フルコンテキストラベル logf0_vuv, # 連続対数基本周波数と有声 / 無声フラグ wavenet_model, # 学習済み WaveNet wavenet_in_scaler, # 条件付け特徴量の正規化用 StandardScaler binary_dict, # 二値特徴量を抽出する正規表現 numeric_dict, # 数値特徴量を抽出する正規表現 tqdm=tqdm, # プログレ...
daa74a7b269d1a781238e1c5de2eee438702f7c8
74,423
def create_reduced_mechanical_system(M_func, D_func, K_func, f_int_func, f_ext_func, V, W=None, constant_mass=False, constant_damping=False): """ Create a mechanical system from a component where the constraints are applied by a constraint formulation Parameters ---...
dbd174ebe68e234061ebed00aac50994e6e94c99
74,424
def load_file(filename: str) -> list: """Load the passwords and policies from a file :param filename: Location of the input file :return: List of passwords and policies """ with open(filename) as f: entries = f.readlines() entries = [parse_line(e) for e in entries] return entries
6670a23003e8903147a612d3e387673aa88d0da1
74,425
from sklearn.feature_selection import RFE def select_features_RFE(X,Y,base_model,kbest=15,dir_result='./'): """采用RFE方法选择特征,用户可以指定base_model""" rfe = RFE(base_model, n_features_to_select=kbest) fit = rfe.fit(X, Y) feature_names = X.columns.values.tolist() # 挑选出的特征 index_selected_features =...
68347f75fc3f9732d290f3561ce4dc40bf137d57
74,426
def reg_lnX(lnX, data, masks, F, B, K, H, epsilon): """ inputs: lnX : Log of PSF shared for all data data : patches of stars masks: masks containing flaged pixels for each patch F : list of flux values of the stars in different ...
5807048c1bcf28f2eb624c2284317cbd17738e0d
74,428
def to_stars(num): """ turn feed score to stars :param num: :return: """ return '★' * int(num / 10) #return int(num / 10)
0d89f52554662861d5947f8a9f91ff678554f5cf
74,429
def merge_ngrams(word_list, dict_ngrams, exception_dict): """ Merge words to ngrams. Parameters ---------- word_list : list List of single words. dict_ngrams : dictionary dict_ngrams includes bi, tri, and quangrams. Each ngram is a list. exception_dict : list ...
dea7fa127c3cd2c955753081786e57de3082474d
74,430
def get_xy_index_column_name(index_column_elt): """ Get the Xylinq name of an index column. @param IN index_column_elt Index column XML element @return The name as a string """ return _get_xy_name(index_column_elt, "index column")
0bcca81c35c97bbe4cc2ca5c35190f45e5ccf135
74,431
def __ge__(self,other) : """Return True iff other is an initial substring of self""" if not isinstance(type(other),bitstrings) : return NotImplemented; return self._l >= other._l and self[:other._l] == other;
36c7473949b6d46e79fe20a6e0c9ac3c3d3c86d1
74,432
import socket def is_multicast (address): """Return ``True`` iff address is a multicast address. This function is used to eliminate retransmissions for confirmable messages sent to multicast addresses. :param address: A socket address as supported by the Python socket functions: i.e. a pair ...
2de5497a422b4b40288f09ea224462bd9956a96c
74,433
from pandas.core import common as com from pandas import NaT def na_value_for_dtype(dtype): """ Return a dtype compat na value Parameters ---------- dtype : string / dtype Returns ------- dtype compat na value """ dtype = pandas_dtype(dtype) if (com.is_datetime64_dtype(...
7e7f3041e435a67bdea90e489146d9b86b79340d
74,434
def _get_array_index(array_path): """Translates @first @last @1 @-1 expressions into an actual array index. :param str array_path: Array path in XJ notation. :rtype: int :return: Array index. """ if not array_path.startswith('@'): raise XJPathError('Array index must start from @ symbol...
c83b848c1ad793323402f1c99bd3e8839fdb6401
74,435
def redir(regex, redirect_url, name=None): """ A shorter wrapper around RedirectView for 301 redirects. """ return re_path( regex, RedirectView.as_view(url=redirect_url, permanent=True), name=name, )
730eab46c8f38ebf2c2594eaea48f21c0b75df13
74,436
def pyreq_dlg_trybuild(httpreq_hdlr: HTTPRequestHandler, project_id: int): """ Run trial-build on dialog model for Mix project with ID project_id, by sending requests to API endpoint with Python 'requests' package. Please note that the dialog trial build may have result where status is 'SUCCESS' while ...
46474633ef7996ae0e2fbd18432b7b061235b003
74,437
def normframe(img: np.ndarray, Clim: tuple) -> np.ndarray: """ inputs: ------- I: 2-D Numpy array of grayscale image data Clim: length 2 of tuple or numpy 1-D array specifying lowest and highest expected values in grayscale image Michael Hirsch, Ph.D. """ Vmin = Clim[0] Vmax = Clim[1...
808deb8c3463ff85a43ab4854f350d88acef0637
74,438
def calcul_positions_virages(coordonnees_du_personnage, orientation_du_personnage, profondeur_vision, liste_plan_du_labyrinthe): """ Prends en argument : - La liste correspondant aux coordonnées du personnage, 'coordonnees_du_personnage'; - La chaîne de caractères correspondant à l'orientation du personnage, ...
1fd818452750e98b0f24a269a19be324484fe6fc
74,439
def load_embeddings(path = '../../NYT/glove.6B/glove.6B.300d.txt'): """ Loads pre-trained embeddings from the specified path. @return (embeddings as an numpy array, word to index dictionary) """ word2idx = {} # Maps a word to the index in the embeddings matrix embeddings = [] with ope...
61cebe13602876c682ca35133aedadf69fd0a822
74,440
from typing import Union def dL_df( z: Union[float, np.array], cosmo: FLRW = Planck15 ) -> un.Quantity[un.Mpc / un.MHz / littleh]: """ Get the factor to convert bandwidth to line-of-sight distance in Mpc/h. Parameters ---------- z : float The redshift """ return (cosmo.h * cns...
14f6ce422028087042c7488f539d75a90302a668
74,441
def TFlt_GetPrcStr(*args): """ TFlt_GetPrcStr(double const & RelVal, double const & FullVal) -> TStr Parameters: RelVal: double const & FullVal: double const & """ return _snap.TFlt_GetPrcStr(*args)
24b6f564b74a37a59316209a58a4adb2bdde3052
74,442
def unique_filename(name): """ Returns unique file name based on "name" argument. """ return name
1145ec89e9bbadf5944bc787ff1fda2805bfde1b
74,443
def plasma_fractal(mapsize, wd): """ Generate a heightmap using diamond-square algorithm. Return square 2d array, side length 'mapsize', of floats in range 0-255. 'mapsize' must be a power of two. """ assert (mapsize & (mapsize - 1) == 0) maparray = np.empty((mapsize, mapsize), dtype=np.floa...
e950b5b71e4377cc5c04af946ba8e2c93833e598
74,444
import typing def is_forward_ref(tp): """Returns true if `tp` is a typing forward reference.""" if hasattr(typing, 'ForwardRef'): return isinstance(tp, typing.ForwardRef) elif hasattr(typing, '_ForwardRef'): return isinstance(tp, typing._ForwardRef) # pylint: disable=protected-access else: return...
2220794e95e6b6f4333a856380d3cd47470623c9
74,445
from tqdm import tqdm def GA(domain,fitness,N=50,nPAR=10,recomb_events=2,pS1=0.2,mut_prob=0.2,generations=1000,domain_gen=None,verbose=True,pop=[]): """ Runs a Genetic Algorithm Args: domain (dict) : A <domain> dictionary fitness (func) : A fitness function that accepts a sol ...
16097ee6e22143936a79ce0039e6164b62af8738
74,446
from typing import Union from typing import get_args def smartround(num: Union[Integer, Float], ndigits=1) -> Union[int, float]: """Round number only if it's a float""" if isinstance(num, get_args(Integer)): return int(num) else: num = float(num) if num.is_integer(): re...
6ead0241e319e016d634862ef0ac38274b8a2468
74,447
def _get_previous_url(query, position, size): """Return the URL to retrieve the previous chunk of results.""" if position < 2: return None prev_pos = position - size if position - size > 0 else 1 url = '{0}?query={1}&position={2}&size={3}' return url.format(request.base_url, query, prev_pos,...
7090883f2cd5911577b99458ccc430b4b52360c6
74,448
def neuroscout_recorder(): """ Sets up client, recorder pair """ neuroscout = Neuroscout() return betamax.Betamax(neuroscout._session), neuroscout
d9f83ee7d237d406aef3692d28e6e102f1ef6991
74,450
def sample_with_rotation(x, center, angle, box_dim, fill_value=255, wraparound=True, stdev_threshold=None, test_stdev=False): """ Get a patch from x, with rotation, without having to rotate t...
4de637879d19124b21cdfbd2d8945ad97dfb60e0
74,451
def find_limits(pts): """ Find the limits which outline the provided list of points Parameters: * pts List of points [(z0,y0,x0),(z1,y1,x1),...] Returns (min,max): * min array of minimum indices array([zmin,ymin,xmin] * max array of maximum indices array([zmin,ymin,xmin] ...
8057e308499ceb930bdf6a7890c52258bc6ab5cf
74,452
import re def GetGcsSourceFromPath(input_file): """Validate a Google Cloud Storage location to read the PDF/TIFF file from. Args: input_file: the input file path arg given to the command. Raises: GcsSourceError: if the file is not a Google Cloud Storage object. Returns: vision_v1_messages.GcsSo...
b8c19ea9257e7287b8f396f2fab5bb931d7a9aed
74,453
def left_child(node, new_node=None): """ Set left child: left_child(node, new_left_child); Get left node: left_child(node). """ if new_node is not None: node[1] = new_node return node[1]
baabfbeb4acb7e8a2846b9a4a45b9d993619a1e4
74,454
from datetime import datetime def prettify_timestamp(value: str) -> str: """ Returns a pretty version of a timestamp object. Current format: - %b short name of month like Mar, Jun - %d day of the month from 1 to 31 - %Y year in 4 digit format """ return datetime.utcfromtimestamp(float(...
82faefee2f98db33665c81c309e531d6dacab099
74,455
from typing import List def find_colors(data: File, column: int) -> List[str]: """ Determine all the colors in a dataset. """ colors = set() # Here, we show how to open a File to get a normal file stream. with data.open() as infile: for line in infile: row = line.strip().s...
d9d356812e6be78388643d9edbd5e2e734c50a51
74,456
def _build_resubst_dict(rename_dict): """Build dictionary for later use with `_resubst()`. **Example** .. python:: >>> from SConsGnu.GVars import _build_resubst_dict >>> _build_resubst_dict( {"xxx":"yyy", "vvv":"www", "zzz":"zzz" }) {'vvv': '${www}', 'xxx': '${yyy}'} :Paramet...
2eabc8da146cdaf80c4afa7eeac29077a293f8ab
74,458
def getManifest(manifest_name = None): """ Download a client manifest. """ global MANIFESTS baseurl = pref("RepoURL") + '/manifests/' if manifest_name is None: if 'client_manifest' in MANIFESTS: return MANIFESTS['client_manifest'] # # Make a list of the iden...
2641f3de748f99fa14135e2061874b0854f1f147
74,459
def z_from_p(p, lat, geo_strf_dyn_height=0, sea_surface_geopotential=0): """Calculates height from sea pressure using the computationally-efficient 75-term expression for density in terms of SA, CT and p (Roquet et al., 2015). Dynamic height anomaly, geo_strf_dyn_height, if provided, must be computed wi...
1dd8c16158f0225ca1426206a4ebaca9547446c0
74,461
def parse_other(lines): """Parse a series of lines in the format: 0123456789 a ~~~~~~~~~~ ... j ~~~~~~~~~~ Return a map of [x, y] -> MISS, NEAR_MISS or SUNK""" parse = {} for y, line in enumerate(lines[1:]): for x, c in enumerate(line[2:]): if c == Board.GUESS: ...
338d71bfce9c580c9e15859a5913eba84bcc6a92
74,462
from typing import Optional from typing import Callable from typing import List def cross_validate( model: ModelBridge, folds: int = -1, test_selector: Optional[Callable] = None ) -> List[CVResult]: """Cross validation for model predictions. Splits the model's training data into train/test folds and make...
b3a9d438fa1ea6fe3c856f63308590173ab2bdeb
74,463
def boxcar(x, x1, x2): """ DOC """ if hasattr(x, 'size'): y = 1.0 * np.ones_like(x) y[x < x1] = 0.0 y[x > x2] = 0.0 return y if x1 <= x <= x2: return 1.0 return 0.0
ba9d81a4309e30a6613de6d5e8dca3ecef8fc96d
74,464
def _extract_instance_parameters(attributes): """ Extracts instance parameters. If no name found, replaced with identifier. :param attributes: dict, with the following structure: { "arn": string, "name": string, "tags": { "{tag_name}": string ...
99e76f5f663798667c8121c1f2c9ac243cf1a67c
74,466
def show(db: Session, filename: str): """ :param db: :param filename: :return: """ file_obj = db.query(FileModel).filter(FileModel.s3_filename == filename).first() if not file_obj: raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail=f"File...
1de63c2ef93fa415b7e40d13c3495cb641ff6e92
74,467
def TDictOf(key_type, val_type): """Checks a dict type for the type of its key/values. """ desc = WithDesc("Dictionary with keys of %s and values of %s" % (Parens(key_type), Parens(val_type))) def fn(container): return (compat.all(key_type(v) for v in container.keys()) and co...
91672ef089e8c245d6fac8da8f7018719cfb6dfb
74,468
def heading_html(hl, hd, nodes, attrs, context): """Formats a HTML heading.""" return [mkdata("<h{n}>{title}</h{n}>".format(n=clamp(1, hl, 6), title=hd))]
76f8e8e1c22cd05bae07981a24e41fb6c8d63610
74,469
def remove_position(lmks, position=None): """If `position` is `None`, :func:`remove_position` translates `lmks` such that :func:`get_position()` of `translated_lmks` is the origin. Else it is the (:func:`get_position()` of `lmks`) - `position`. Parameters ---------- lmks : array-like ...
3dde882e1a1a752ccfde12a0088063e76fbbaffd
74,470
def contains(text, pattern): """Return a boolean indicating whether pattern occurs in text.""" assert isinstance(text, str), 'text is not a string: {}'.format(text) assert isinstance(pattern, str), 'pattern is not a string: {}'.format(text) #funny storytime! initially did not pass because I falsely reme...
4eff4e8d69e7843e2a4e4043df29139d92ded772
74,471
def custom_subparser_builder(subparser, subparser_id, description, options_func, runner_func, setup_func, shutdown_func, error_handler_func): """ Util to add subparser options :param options_func: Function that will add args and options to Parser instance F(subparser) -> None :param runner_func: Functi...
0d5914646e07be26792fae321c32f3338d6b467b
74,472
from typing import Union from typing import Iterable from typing import Any def flag_nulls( df: pd.DataFrame, column_name: str = "null_flag", columns: Union[str, Iterable[str], Any] = None, ) -> pd.DataFrame: """ Creates a new column to indicate whether you have null values in a given row. If ...
083da4f596b878a25b70e7f2b2648ac59e335e9c
74,475
def std_dev_classification(data, window_length, threshold): """Perform wet/dry classification with Rolling standard deviation method Parameters ---------- data : iterable of float Time series of received signal level window_length : int Length of the sliding window threshold ...
3b2c75f417ec99290f7d41497610c356833f3934
74,476
def dynamic_slice_in_dim(operand, start_index, slice_size, axis=0): """Convenience wrapper around dynamic_slice applying to one dimension.""" operand = tf_np.asarray(operand) start_indices = [0] * operand.ndim slice_sizes = list(operand.shape) axis = int(axis) start_indices[axis] = start_index slice_sizes...
e548384a1f2444716960e955f374a4eb710fbff7
74,477
def process_achievement(aid, data): """ Determines whether or not an achievement has been earned. Should not be called directly. Args: aid: the achievement id data: additional data dictionary """ if data.get("uid", None) is None: data["uid"] = api.user.get_user()["uid"]...
82bbc59eb90ef3763c879887b4825d13185c8588
74,478
def validate(db_ns, db_id): """Validate identifier, accepting HGNC name or ID""" if db_ns == 'HGNC': if db_id.isdigit(): return validate_id(db_ns, db_id) else: return get_hgnc_id(db_id) is not None else: return validate_id(db_ns, db_id)
94ee9b009f4993d64c11b80e5d5ca5a307064b57
74,479