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# -*- coding: utf-8 -*- """ Created on Mon Jul 31 14:05:26 2023 collection of utility functions for paper @author: Simon Kern """ import datetime import inspect import itertools import json import os import random import re import warnings from pathlib import Path from types import ModuleType import compress_pickle ...
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""" Routines for filling missing data. """ from __future__ import annotations from functools import wraps from typing import ( TYPE_CHECKING, Any, Literal, cast, overload, ) import numpy as np from pandas._config import is_nan_na from pandas._libs import ( NaT, algos, lib, ) from pa...
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"""Correctness tests for SAC: autoreset/truncation handling, replay-buffer writes, normalizer statistics, warmup accounting, exit paths, and the benchmark harness.""" import functools import os import sys import numpy as np import pytest import torch import yaml try: from gymnasium import spaces except ImportErro...
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# coding: utf-8 """ Adapters """ import itertools import logging import os import pickle import re import sys from urllib.error import URLError from urllib.request import urlopen from atropos import align from atropos.align import Match from atropos.io.seqio import ColorspaceSequence, FastaReader from atropos.util impo...
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try: from mayavi import mlab from mayavi.core.ui.api import MayaviScene, SceneEditor, MlabSceneModel from mayavi.core.api import PipelineBase from traits.api import HasTraits, Range, Instance, on_trait_change, Enum from traitsui.api import View, Item, VGroup, HGroup from tvtk.util import ctf ...
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""" Uniprot to PDB structure identification and index mapping using the SIFTS database (https://www.ebi.ac.uk/pdbe/docs/sifts/) This functionality is centered around the pdb_chain_uniprot.csv table available from SIFTS. (ftp://ftp.ebi.ac.uk/pub/databases/msd/sifts/flatfiles/csv/pdb_chain_uniprot.csv.gz) Authors: Th...
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from typing import Iterable, List, Literal, Optional, Sequence, Tuple, Union import matplotlib as mpl import numpy as np import pandas as pd import seaborn as sns from anndata import AnnData from matplotlib import cm from matplotlib import pyplot as plt from matplotlib import rcParams from matplotlib.axes import Axes ...
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import inspect from io import StringIO import operator import re import numpy as np import pytest from pandas._libs._ujson import ujson_dumps from pandas._typing import Dtype from pandas.core.dtypes.common import ( is_bool_dtype, is_float_dtype, is_integer_dtype, ) from pandas.core.dtypes.dtypes import N...
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# Copyright 2018-2020 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or...
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# Copyright 2026 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agre...
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#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ Implementation of control algorithms and strategy optimizers. Created on Mon Oct 26 12:56:30 2020 @author: jeanbaptiste """ import gc import tensorflow as tf import numpy as np from .models import split from .data import gaussian_img class _Controller: """ ...
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from __future__ import annotations from abc import ABC, abstractmethod from typing import Any, Dict, List import numpy as np import pymc as pm # type: ignore import scipy.stats as stats import xarray as xr from pcntoolkit.math_functions.basis_function import BsplineBasisFunction from pcntoolkit.math_functions.facto...
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# Copyright 2018-2020 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or...
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from functools import partial from itertools import product from string import ascii_letters import numpy as np from pandas import ( NA, ArrowDtype, Categorical, DataFrame, Index, MultiIndex, Series, Timestamp, date_range, period_range, to_timedelta, ) method_blocklist = {...
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# Copyright 2022 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agre...
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from datetime import ( UTC, datetime, timedelta, timezone, ) import numpy as np import pytest import pandas.util._test_decorators as td import pandas as pd import pandas._testing as tm from pandas.tseries.offsets import ( BMonthEnd, Minute, MonthEnd, ) START, END = datetime(2009, 1, 1),...
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#! /usr/bin/env python ############################################################################## ## DendroPy Phylogenetic Computing Library. ## ## Copyright 2010-2015 Jeet Sukumaran and Mark T. Holder. ## All rights reserved. ## ## See "LICENSE.rst" for terms and conditions of usage. ## ## If you use this wo...
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# Copyright 2026 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agre...
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from __future__ import annotations import re import sys import unicodedata import numpy as np import pytest from pandas.core.dtypes.dtypes import ( ArrowDtype, ) import pandas as pd import pandas._testing as tm pa = pytest.importorskip("pyarrow") from pandas.core.arrays.arrow.array import ArrowExtensionArray ...
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#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ This module is dedicated to loading, formatting, and feeding data for training the encoder-decoder network. The Normalization object is also used during experiments to normalize data on the fly. Created on Sun Sep 26 19:46:40 2021 @author: jeanbaptiste """ import os ...
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from __future__ import annotations from io import ( BytesIO, StringIO, ) import os import numpy as np import pytest import pandas.util._test_decorators as td import pandas as pd import pandas._testing as tm from pandas.io.common import get_handle from pandas.io.xml import read_xml # CHECKLIST # [x] - Val...
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from datetime import ( UTC, datetime, timedelta, timezone, ) import numpy as np import pytest from pandas.compat.numpy import np_version_gt2_6 import pandas.util._test_decorators as td import pandas as pd import pandas._testing as tm from pandas.tseries.offsets import ( BMonthEnd, Minute, ...
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#! /usr/bin/env python ############################################################################## ## DendroPy Phylogenetic Computing Library. ## ## Copyright 2010-2015 Jeet Sukumaran and Mark T. Holder. ## All rights reserved. ## ## See "LICENSE.rst" for terms and conditions of usage. ## ## If you use this wo...
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# -*- coding: utf-8 -*- """MRI applications. """ import numpy as np import sigpy as sp from sigpy.mri import linop, nlop from sigpy.mri.dims import * __all__ = ['SenseRecon', 'L1WaveletRecon', 'TotalVariationRecon', 'JsenseRecon', 'EspiritCalib', 'HighDimensionalRecon', 'ModelDiffRecon'] def _...
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# Copyright 2018-2025 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or...
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# Copyright 2018-2022 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or...
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"""Algorithms for longitudinal (velocity-centile) modelling. This modules has the mathematical implementation of the correlation matrix, thrivelines and conditional forecasting. """ from __future__ import annotations import math import warnings from collections import defaultdict from typing import TYPE_CHECKING im...
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import h5py import math import numpy as np import os import scipy from abc import ABC, abstractmethod from sklearn.model_selection import LeaveOneOut from scipy.ndimage import binary_dilation from scipy.io import loadmat from typing import Optional, Tuple, List, Dict, TypeAlias, Callable, Union from functools import pa...
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# Copyright (C) 2019-2024 PyCaret # Author: Moez Ali (moez.ali@queensu.ca) # Contributors (https://github.com/pycaret/pycaret/graphs/contributors) # License: MIT import functools import inspect import traceback import warnings from collections.abc import Callable, Mapping from copy import deepcopy from enum import En...
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from __future__ import annotations from collections import defaultdict from copy import copy import csv from enum import Enum import itertools from typing import ( TYPE_CHECKING, Any, cast, final, overload, ) import warnings import numpy as np from pandas._libs import ( lib, parsers, ) im...
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from typing import Union from pathlib import Path import lmdb import subprocess import string import json import os from os import path import pickle as pkl from scipy.spatial.distance import squareform, pdist, hamming, cdist import numpy as np import torch from torch.utils.data import Dataset import pandas as pd fro...
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""" This is the main script you should call to train and test UrsoNet Copyright (c) Pedro F. Proenza Licensed under the MIT License (see LICENSE for details) ------------------------------------------------------------ Usage: Check README """ import os import numpy as np import os.path import skimage import pandas...
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#!/usr/bin/env python3 """Check that options and subcommands are correctly registered. Run with scripts/lint.py ## Summary Reads the options within the helptext (help_<command>() function), the long_options[] array, the getopt_long() string, and the switch(c) block, and checks that they are consistent with each othe...
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###################### ### Import Library ### ###################### # my library from statistics import harmonic_mean from molgraph.dataset import * from molgraph.benchmark import * from molgraph.gineconv import * # used modified version from torch_geometric # standard import numpy as np import copy as copy # pytorch...
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#! /usr/bin/env python ############################################################################## ## DendroPy Phylogenetic Computing Library. ## ## Copyright 2010-2015 Jeet Sukumaran and Mark T. Holder. ## All rights reserved. ## ## See "LICENSE.rst" for terms and conditions of usage. ## ## If you use this wo...
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import gc import importlib.util import json import os import subprocess import sys from pathlib import Path from types import SimpleNamespace from unittest.mock import Mock import pytest import torch from pyaging.models import pyagingModel REGISTRY_FIELDS = ( "clock_name", "data_type", "species", "ye...
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"""Test cases for Series.plot""" from datetime import datetime from itertools import chain import numpy as np import pytest import pandas.util._test_decorators as td import pandas as pd import pandas._testing as tm from pandas.tests.plotting.common import ( _check_ax_scales, _check_axes_shape, _check_co...
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#! /usr/bin/env python ############################################################################## ## DendroPy Phylogenetic Computing Library. ## ## Copyright 2010-2015 Jeet Sukumaran and Mark T. Holder. ## All rights reserved. ## ## See "LICENSE.rst" for terms and conditions of usage. ## ## If you use this wo...
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from __future__ import annotations from typing import ( TYPE_CHECKING, Any, Literal, Self, cast, ) import numpy as np from pandas._libs import index as libindex from pandas.util._decorators import set_module from pandas.core.dtypes.common import is_scalar from pandas.core.dtypes.dtypes import Ca...
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""" The tests in this package are to ensure the proper resultant dtypes of set operations. """ from datetime import ( date, datetime, ) import operator import numpy as np import pytest from pandas._config import using_string_dtype from pandas._libs import lib from pandas.errors import Pandas4Warning import ...
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# cython: language_level=3 # Time-stamp: <2024-10-04 15:09:10 Tao Liu> """Module Description: statistics functions to calculate p-values This code is free software; you can redistribute it and/or modify it under the terms of the BSD License (see the file LICENSE included with the distribution). """ # ---------------...
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__all__ = ["GlycoPeptideSpectralLibraryBase"] import abc from typing import Iterable, List, Optional import numpy as np import pandas as pd from ...util.collections.list import index_ragged_list from ..common.rtlib import RetentionTimeLibraryBase from ..common.speclib import Columns, Indices, SpectralLibraryBase fro...
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# Copyright 2018-2021 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or...
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from __future__ import annotations from typing import ( TYPE_CHECKING, Any, Literal, Self, cast, ) import numpy as np from pandas._libs import index as libindex from pandas.util._decorators import ( cache_readonly, set_module, ) from pandas.core.dtypes.common import is_scalar from pandas...
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# coding: utf-8 """Sequence I/O classes: Reading and writing of FASTA and FASTQ files. TODO - Sequence.name should be Sequence.description or so (reserve .name for the part before the first space) """ import sys from atropos import AtroposError from atropos.io import STDOUT, xopen from atropos.io.compression import ...
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# Copyright (c) 2021-2023, NVIDIA Corporation # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # 1. Redistributions of source code must retain the above copyright notice, this # list of condit...
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# Copyright (c) 2018-2023, NVIDIA Corporation # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # 1. Redistributions of source code must retain the above copyright notice, this # list of condit...
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"""Test cases for .hist method""" import re import numpy as np import pytest import pandas as pd import pandas._testing as tm from pandas.tests.plotting.common import ( _check_ax_scales, _check_axes_shape, _check_colors, _check_legend_labels, _check_patches_all_filled, _check_plot_works, ...
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# Copyright 2025 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agre...
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# Copyright 2018-2021 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or...
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import argparse import logging import os import shutil import sys import warnings from typing import Optional from . import __version__ from .config import BAM_GENE_TAG from .logging import logger from .preprocessing import CONVERSION_COMPLEMENT from .technology import STRAND_MAP, TECHNOLOGIES_MAP, detect_strand from ...
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# Copyright 2018-2022 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or...
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import datetime import numpy as np import pytest import pandas.util._test_decorators as td import pandas as pd import pandas._testing as tm @pytest.fixture( params=[ "linear", "index", "values", "nearest", "slinear", "zero", "quadratic", "cubic", ...
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""" these are systematically testing all of the args to value_counts with different size combinations. This is to ensure stability of the sorting and proper parameter handling """ import numpy as np import pytest import pandas as pd import pandas._testing as tm def tests_value_counts_index_names_category_column(): ...
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from __future__ import division from __future__ import print_function import time import argparse import pickle import os import datetime from tqdm import tqdm from pathlib import Path import itertools import math import warnings warnings.filterwarnings("error") import torch torch.set_num_threads(4) torch.set_def...
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from __future__ import annotations from datetime import datetime import weakref import numpy as np import pytest from pandas._libs.tslibs import Timestamp from pandas.compat import PY315 from pandas.errors import Pandas4Warning from pandas.core.dtypes.common import ( is_integer_dtype, is_numeric_dtype, ) fr...
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# Copyright 2025 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agre...
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""" Tests date parsing functionality for all of the parsers defined in parsers.py """ from datetime import ( datetime, timedelta, timezone, ) from io import ( BytesIO, StringIO, ) import numpy as np import pytest from pandas._libs import lib from pandas.errors import Pandas4Warning import pandas...
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#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ This module contains the class definitions for the different types of experiments we might want to run. They do not directly implement acquisition routines like move to xy, snap image, change channel etc..., they use the series module to do that. They are more to set ...
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import argparse from typing import Union, Sequence, Optional, Tuple from .formatters import CommandHelpFormatter, MainHelpFormatter from .. import __version__, __url__ from .docs import rst, not_doc, doc_mode, show_link, prepare_parser_for_sphinx # parents parsers def build_parser_training() -> argparse.ArgumentPar...
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# Copyright 2018-2021 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or...
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"""implement the TimedeltaIndex""" from __future__ import annotations import operator from typing import ( TYPE_CHECKING, Self, cast, ) import warnings from pandas._libs import ( index as libindex, lib, ) from pandas._libs.tslibs import ( Day, Resolution, Tick, Timedelta, Time...
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# Copyright 2018-2024 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or...
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# Copyright 2025 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agre...
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Python
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import torch import torch.nn as nn import scipy.sparse import numpy.random import pandas import numpy import activationFunctions from scipy.sparse.linalg import eigs #from scipy.linalg import norm from scipy.linalg import eig #import matplotlib.pyplot as plt #import seaborn def gradCliping(grad, n): clipingFilte...
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Python
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#!/usr/bin/env python # Time-stamp: <2025-09-29 13:48:03 Tao Liu> import io import os import pickle import random import string import subprocess import sys import unittest from pathlib import Path import numpy as np import pytest import MACS3 from MACS3.IO.PeakIO import PeakIO from MACS3.IO.PeakIO import (PeakConte...
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Python
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import inspect from io import StringIO import operator import re import warnings import numpy as np import pytest from pandas._libs._ujson import ujson_dumps from pandas._typing import Dtype from pandas.errors import PerformanceWarning from pandas.core.dtypes.common import ( is_bool_dtype, is_float_dtype, ...
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Python
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#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ Created on Mon Mar 2 18:56:37 2020 @author: wirrbel """ # We begin by adding the current path to sys.path to make sure that the imports work correctly import sys sys.path.append('/home/wirrbel/brainrender_update_2022-01/') import os import pandas as pd import numpy ...
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Python
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""" Utilities for conversion to writer-agnostic Excel representation. """ from __future__ import annotations import functools import itertools import re from typing import ( TYPE_CHECKING, Any, cast, ) import warnings import numpy as np from pandas._libs.lib import is_list_like from pandas.util._excepti...
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# Copyright (c) 2018-2023, NVIDIA Corporation # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # 1. Redistributions of source code must retain the above copyright notice, this # list of condit...
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Python
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import torch import torch.nn as nn import scipy.sparse import numpy.random import pandas import numpy from scipy.sparse.linalg import eigs #from scipy.linalg import norm from scipy.linalg import eig def MMLactivation(x, leak=0.01): #x[x<0] = leak*x[x<0] #x[x>=0.5] = 0.5 * (1 + (1./(0.5/(x[x>=0.5]-0.5) + 1)))...
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""" these are systematically testing all of the args to value_counts with different size combinations. This is to ensure stability of the sorting and proper parameter handling """ import numpy as np import pytest import pandas as pd import pandas._testing as tm def tests_value_counts_index_names_category_column(): ...
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Python
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import sys import types from math import ceil from types import SimpleNamespace import pytest # Provide a minimal cython stub when the real package is unavailable. if "cython" not in sys.modules: cython_stub = types.ModuleType("cython") def _identity_decorator(*args, **kwargs): def decorate(func): ...
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Python
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#!/usr/bin/env python3 """ scatter: plot a scatterplot of a file of numbers. Acceptable formats: X Y Category X Y X Y Weight Category X Y Weight Category Y (for dotplot mode only) Re-uses sample code and documentation from <http://users.soe.ucsc.edu/~karplus/bme205/f12/Scaffold.html> """ import...
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# Copyright 2025 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agre...
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""" Functions for preparing various inputs passed to the DataFrame or Series constructors before passing them to a BlockManager. """ from __future__ import annotations from collections import abc from typing import ( TYPE_CHECKING, Any, ) import warnings import numpy as np from numpy import ma from pandas._...
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Python
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import pytest from pandas._libs.tslibs.period import INVALID_FREQ_ERR_MSG import pandas as pd import pandas._testing as tm bday_msg = "Period with BDay freq is deprecated" class TestFreqConversion: """Test frequency conversion of date objects""" @pytest.mark.filterwarnings("ignore:Period with BDay:FutureW...
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Python
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import datetime from datetime import timedelta import re import numpy as np import pytest from pandas._libs.tslibs import Timestamp import pandas as pd import pandas._testing as tm pytestmark = [pytest.mark.single_cpu] tables = pytest.importorskip("tables") @pytest.mark.filterwarnings("ignore::tables.NaturalName...
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Python
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import datetime from datetime import timedelta import re import numpy as np import pytest from pandas._libs.tslibs import Timestamp import pandas as pd import pandas._testing as tm pytestmark = [pytest.mark.single_cpu] tables = pytest.importorskip("tables") @pytest.mark.filterwarnings("ignore::tables.NaturalName...
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# Copyright 2025 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agre...
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Python
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import pandas as pd import numpy as np import matplotlib.pyplot as plt import tensorflow as tf #import seaborn as sns from tensorflow import keras import math from ast import literal_eval from tensorflow.keras import layers import logomaker as lm from sklearn.model_selection import StratifiedKFold import sklearn from s...
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Python
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import numpy as np import pytest from pandas.errors import ( IndexingError, Pandas4Warning, ) import pandas as pd import pandas._testing as tm @pytest.fixture def frame_random_data_integer_multi_index(): levels = [[0, 1], [0, 1, 2]] codes = [[0, 0, 0, 1, 1, 1], [0, 1, 2, 0, 1, 2]] index = pd.Mul...
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Python
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"""MR raw data / k-space data class.""" import copy import datetime import os import warnings from collections.abc import Callable, Iterator, Mapping, Sequence from importlib.metadata import version from pathlib import Path from types import EllipsisType from typing import TYPE_CHECKING, Literal, cast from xml.etree i...
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# Copyright 2023 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agre...
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Python
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from datetime import datetime from io import StringIO import itertools import re import textwrap import numpy as np import pytest import pandas as pd import pandas.io.formats.format as fmt lorem_ipsum = ( "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod " "tempor incididunt ut labore...
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#!/usr/bin/env python3 ################################################################################ # proteomic_ruler.py 1.0.0 # # Authors: V. Laigle (Institut Curie) # # Contact: myproms@curie.fr ...
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Python
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from datetime import ( datetime, timedelta, ) import re import numpy as np import pytest from pandas.compat import pa_version_under21p0 import pandas as pd import pandas._testing as tm from pandas.core.strings.accessor import StringMethods from pandas.tests.strings import is_object_or_nan_string_dtype @pyt...
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Python
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#! /usr/bin/env python ############################################################################## ## DendroPy Phylogenetic Computing Library. ## ## Copyright 2010-2015 Jeet Sukumaran and Mark T. Holder. ## All rights reserved. ## ## See "LICENSE.rst" for terms and conditions of usage. ## ## If you use this wo...
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# Copyright 2018-2022 Xanadu Quantum Technologies Inc. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or...
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"""Softly gradient-coupled Resnets. """ import copy import argparse import torch import torch.nn as nn import torch.nn.functional as F import pytorch_lightning as pl import pytorch_lightning.metrics as metrics import numpy as np import pandas as pd import functions.sgc_optim as sgc_optim def float_interval(lower=No...
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Python
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import calendar from datetime import ( date, datetime, time, ) import locale import unicodedata import numpy as np import pytest from pandas._libs.tslibs.timezones import maybe_get_tz from pandas.errors import Pandas4Warning from pandas.core.dtypes.common import ( is_integer_dtype, is_list_like, ...
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Python
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#!/usr/bin/env python """ Step S9 (CheckM2 branch): Short-read-based reassembly of bins. This module performs reassembly of bins using short-read data to improve contig structure after previous refinement steps. """ from Bio import SeqIO import sys, os, threading, copy, math from multiprocessing import Pool def mo...
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Python
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import logging import os import glob import numpy.linalg as la #import scipy as sp from . import surfaces from .pointSets import * from .surfaceMatching import SurfaceMatchingParam from .surfaceMatching import SurfaceMatching from . import conjugateGradient as cg, pointEvolution as evol, bfgs from .affineBasis import g...
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Python
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"""Test cases for Series.plot""" from datetime import datetime from itertools import chain import numpy as np import pytest import pandas.util._test_decorators as td import pandas as pd import pandas._testing as tm from pandas.tests.plotting.common import ( _check_ax_scales, _check_axes_shape, _check_co...
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Python
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""" Looping through batches of jobs (former submit_job.py and buildali loop) Authors: Benjamin Schubert, Thomas A. Hopf """ import abc import inspect import os import signal import subprocess import traceback import uuid import re import time import psutil import queue import ruamel.yaml as yaml import billiard as ...
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Python
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from datetime import ( UTC, datetime, timedelta, ) import numpy as np import pytest from pandas.errors import Pandas4Warning import pandas as pd import pandas._testing as tm class TestSeriesFillNA: def test_fillna_nat(self): series = pd.Series([0, 1, 2, pd.NaT._value], dtype="M8[ns]") ...
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Python
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import numpy as np import pytest from pandas.errors import ( IndexingError, Pandas4Warning, ) import pandas as pd import pandas._testing as tm @pytest.fixture def frame_random_data_integer_multi_index(): levels = [[0, 1], [0, 1, 2]] codes = [[0, 0, 0, 1, 1, 1], [0, 1, 2, 0, 1, 2]] index = pd.Mul...
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Python
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import numpy as np import pytest from pandas.errors import Pandas4Warning import pandas as pd import pandas._testing as tm class TestDataFrameSortIndex: def test_sort_index_and_reconstruction_doc_example(self): # doc example df = pd.DataFrame( {"value": [1, 2, 3, 4]}, ind...
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Python
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from __future__ import annotations from datetime import ( datetime, timedelta, ) from typing import ( TYPE_CHECKING, Self, ) import warnings import numpy as np from pandas._libs import index as libindex from pandas._libs.tslibs import ( BaseOffset, Day, NaT, Period, Resolution, ...
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Python
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from __future__ import absolute_import import numpy as np import random from pprint import pprint import inspect import logging import warnings import os import sys import gzip import argparse try: import configparser except ImportError: import ConfigParser as configparser file_path = os.path.dirname(os.pat...