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#!/usr/bin/env python3 import os import sys #import time os.system('date') #time.sleep(60) #sys.exit(0) """run_wafer.py Top level command-line interface for the running the matching for the fine alignment and for exporting sections for a whole wafer at different stages of the alignment. Copyright (C) 2018-2026 M...
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import os import math import itertools import pytest import torch import torch.nn.functional as F from torch._C import parse_schema from torch.testing._internal.optests.generate_tests import ( safe_fake_check, safe_schema_check, safe_aot_autograd_check, ) from einops import rearrange, repeat try: from...
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#!/usr/bin/env python3 import os os.system('date') """run_wafer_aggregator.py Top level command-line interface for aggregating the alignments computed for the rough and fine alignments by applying the LSS. Copyright (C) 2018-2026 Max Planck Institute for Neurobiology of Behavior This program is free software: you...
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import pickle import torch import torch.nn.functional as F from trainingUtils import NBLoss,_convert_mean_disp_to_counts_logits #,MultipleOptimizer, MultipleScheduler, compute_kernel, compute_mmd from models import Encoder,Decoder,GaussianDecoder,VAE,CellStateEncoder,\ CellStateDecoder, CellStateVAE,...
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#!/usr/bin/env python """This program performs BSA and associated statistics""" import sys import re import argparse import math import multiprocessing import os import random import subprocess from decimal import Decimal from itertools import permutations from numpy import percentile import matplotlib matplotlib.u...
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from __future__ import annotations import abc import json import logging import os import sys import time from collections.abc import Sequence from datetime import datetime from typing import Optional, Union import minknow_api.manager from google.protobuf import json_format from google.protobuf.duration_pb2 import Du...
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#!/usr/bin/env python """This program performs BSA and associated statistics""" import sys import re import argparse import math import multiprocessing import os import random import subprocess from decimal import Decimal from itertools import permutations from numpy import percentile import matplotlib matplotlib.u...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceType as _BaseTraceType import copy as _copy class Scattercarpet(_BaseTraceType): _parent_path_str = "" _path_str = "scattercarpet" _valid...
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# coding=utf-8 # Copyright 2018 The OpenAI Team Authors and HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # 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...
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import torch import torch.nn as nn import torch.nn.functional as F from torch.nn import init import functools from torch.optim import lr_scheduler import numpy as np from .stylegan_networks import StyleGAN2Discriminator, StyleGAN2Generator, TileStyleGAN2Discriminator # from IPython import embed ######################...
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#####train scGNN import argparse import datetime import os import os.path import pickle import pickle as pkl import sys sys.path.append('../pkgs/scGNN/') import time import networkx as nx import numpy as np import pandas as pd import scipy.io import scipy.sparse as sp import torch from benchmark_util import * from gae...
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''' Copyright 2023 Douglas Feitosa Tomé This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. This program is distributed in the hop...
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Python
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"""The extraction v2 store pipeline and run engines (extract D13 + F18). One manifested order per batch:: collate -> position/mask validation -> model call -> selected output -> pool (captured dtype, raw axes, mask) -> postprocess(output, ctx) -> row + logical-shape validation -> per-key s...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceType as _BaseTraceType import copy as _copy class Pie(_BaseTraceType): _parent_path_str = "" _path_str = "pie" _valid_props = { "...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class Aaxis(_BaseTraceHierarchyType): _parent_path_str = "carpet" _path_str = "...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class Baxis(_BaseTraceHierarchyType): _parent_path_str = "carpet" _path_str = "...
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Python
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# Copyright (c) 2025, Tri Dao. from functools import partial from typing import Optional, Tuple import cutlass import cutlass.cute as cute from cutlass import Int32, Boolean, const_expr from cutlass.cute.nvgpu import tcgen05 from cutlass._mlir.dialects import llvm import flash_attn.cute.mma_sm100_desc as sm100_desc ...
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Python
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""" Ground-truth DEB equations for the holometabolous insect (Drosophila) model. This module is a verbatim transcription of the authoritative model specification: * **Table S1** -- fluxes for the metabolic processes (per life stage) * **Table S2** -- state variables and model dynamics Both tables are reproduced in f...
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Python
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#!/usr/bin/python3 # -*- coding: utf-8 -*- # Information theoretic analysis EEG microstates # Ref.: von Wegner et al., NeuroImage 2017, 158:99-111 # FvW (12/2014) """ - .format() => f"" - function documentation - ms sequence temporal smoothing - all clustering algorithms - ms re-ordering: TextWidget due to plt.ion/plt...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceType as _BaseTraceType import copy as _copy class Scattergeo(_BaseTraceType): _parent_path_str = "" _path_str = "scattergeo" _valid_props...
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Python
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"""Tigramite causal inference for time series.""" # Author: Jakob Runge <jakob@jakob-runge.com> # # License: GNU General Public License v3.0 import numpy as np import math import itertools from copy import deepcopy from collections import defaultdict from tigramite.models import Models import struct class Graphs(): ...
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Python
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"""Round-36 regression harness: every r36 witness/exec finding pinned at the class level. Each test pins the AGREED post-r37 contract (round-37 cross-lab plan): * hon2_1/hon2_2/hon2_3/corr2-1 -- INV-1 single-exit escape/event attribution: no value-collision, no ``.item()`` re-extraction, no autograd-purity argument...
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Python
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# Copyright (c) 2024 PaddleHelix Authors All Rights Reserved. # # Licensed under Creative Commons Attribution-NonCommercial-ShareAlike 4.0 # International License (the "License"); you may not use this file except # in compliance with the License. You may obtain a copy of the License at # # http://creativecommon...
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Python
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"""Skip-surface audit (R79): make every skip in tests/ honest and auditable. Three enforcement layers: 1. **importorskip ledger.** Every ``pytest.importorskip`` target in tests/ must appear in ``IMPORTORSKIP_LEDGER`` with an availability tier, so a skip is always attributable to a *known* class of absence: ...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "cone" _path_str = ...
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Python
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from interpretability.utils import load_sequences import numpy as np from sklearn.model_selection import KFold from sklearn.metrics import average_precision_score, precision_recall_curve from sklearn.metrics import classification_report import matplotlib.pyplot as plt import torch from os import walk import os from dif...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "volume" _path_str ...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "mesh3d" _path_str ...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "heatmap" _path_str...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "contour" _path_str...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "surface" _path_str...
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Python
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import json import os from datetime import datetime, timedelta, timezone from pickle import dumps, loads from unittest.mock import Mock, patch import pytest from kombu.utils.encoding import ensure_bytes from celery import states, uuid from celery.app.task import Context from celery.exceptions import ImproperlyConfigu...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "streamtube" _path_...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "isosurface" _path_...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "bar.marker" _path_...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "choropleth" _path_...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "densitymap" _path_...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "histogram2d" _path...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "splom.marker" _pat...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "parcats.line" _pat...
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Python
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"""Clearing house for generic text datatypes that are not XML or tabular.""" import gzip import json import logging import os import re import shlex import subprocess import tempfile from html.parser import HTMLParser from typing import ( IO, TYPE_CHECKING, ) import ijson import yaml from galaxy.datatypes.da...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "contourcarpet" _pa...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "icicle.marker" _pa...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "quiver.marker" _pa...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "choroplethmap" _pa...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "funnel.marker" _pa...
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Python
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#!/usr/bin/env python # ============================================================================= # MODULE DOCSTRING # ============================================================================= """Base ``LightningModule`` class to implement TFEP maps.""" # ===================================================...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "parcoords.line" _p...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scatter3d.line" _p...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "treemap.marker" _p...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scatter.marker" _p...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "sunburst.marker" _...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "barpolar.marker" _...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseLayoutHierarchyType as _BaseLayoutHierarchyType import copy as _copy class ColorBar(_BaseLayoutHierarchyType): _parent_path_str = "layout.coloraxis" ...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scattergl.marker" ...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scatter3d.marker" ...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "histogram.marker" ...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scattergeo.marker" ...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scattermap.marker" ...
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Python
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "histogram2dcontour" ...
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# encoding: utf-8 """Module implementing representational similarity analysis (RSA) at the source level. Kriegeskorte, N., Mur, M., & Bandettini, P. A. (2008). Representational similarity analysis - connecting the branches of systems neuroscience. Frontiers in Systems Neuroscience, 2(November), 4. https://doi.org/10.3...
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""" The dataset import app. Walks the user from a raw recording through its lab format to an imported dataset stored in the workspace. """ from __future__ import annotations from dataclasses import dataclass from html import escape import inspect from pathlib import Path import panel as pn from larvaworld.lib impo...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scatterpolar.marker" ...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scattersmith.marker" ...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scattercarpet.marker" ...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scatterternary.marker"...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceHierarchyType as _BaseTraceHierarchyType import copy as _copy class ColorBar(_BaseTraceHierarchyType): _parent_path_str = "scatterpolargl.marker"...
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# Copyright (c) 2023, Tri Dao. from typing import Optional, Sequence, Tuple, Union import torch import torch.nn as nn import os import warnings # isort: off # We need to import the CUDA kernels after importing torch USE_TRITON_ROCM = os.getenv("FLASH_ATTENTION_TRITON_AMD_ENABLE", "FALSE") == "TRUE" if not USE_TRITON...
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""" Sequence classes """ import json import logging import math import os import re import string import subprocess from collections.abc import ( Callable, Iterable, ) from itertools import islice from typing import ( Any, ) import bx.align.maf from markupsafe import escape from galaxy import util from g...
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# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license from __future__ import annotations import contextlib import importlib.metadata import inspect import json import logging import os import platform import re import socket import stat import sys import tempfile import threading import time import warn...
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import os import socket import sys from collections import deque from datetime import datetime, timedelta from functools import partial from queue import Empty from queue import Queue as FastQueue from threading import Event from unittest.mock import Mock, patch import pytest from amqp import ChannelError from kombu i...
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"""The XCP-D preprocessing worklow. XCP-D preprocessing workflow ============================ """ import os import sys import toml from xcp_d import config from xcp_d.config import hash_config from xcp_d.data import load as load_data def _build_parser(): """Build parser object.""" from argparse import Arg...
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"""Result backend base classes. - :class:`BaseBackend` defines the interface. - :class:`KeyValueStoreBackend` is a common base class using K/V semantics like _get and _put. """ import sys import time import warnings from collections import deque, namedtuple from datetime import timedelta from functools import par...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceType as _BaseTraceType import copy as _copy class Scatterpolargl(_BaseTraceType): _parent_path_str = "" _path_str = "scatterpolargl" _val...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceType as _BaseTraceType import copy as _copy class Scatterternary(_BaseTraceType): _parent_path_str = "" _path_str = "scatterternary" _val...
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import math import pytest import torch import torch.nn.functional as F from einops import rearrange, repeat from flash_attn import ( flash_attn_func, flash_attn_kvpacked_func, flash_attn_qkvpacked_func, flash_attn_varlen_func, flash_attn_varlen_kvpacked_func, flash_attn_varlen_qkvpacked_func, ...
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# --- THIS FILE IS AUTO-GENERATED --- # Modifications will be overwitten the next time code generation run. from plotly.basedatatypes import BaseTraceType as _BaseTraceType import copy as _copy class Scatterpolar(_BaseTraceType): _parent_path_str = "" _path_str = "scatterpolar" _valid_p...
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""" The basic building blocks in model. """ import math from argparse import Namespace from typing import Union import numpy import scipy.stats as stats import torch from torch import nn as nn from torch.nn import LayerNorm, functional as F from BatmanNet.util.nn_utils import get_activation_function, select_neighbor_...
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# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license from __future__ import annotations import ast import inspect from collections.abc import Iterator from pathlib import Path from typing import Any import numpy as np import torch from PIL import Image from ultralytics.cfg import QUANTIZE_ALIASES, TA...
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# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license from __future__ import annotations import json import os from collections import defaultdict from itertools import repeat from multiprocessing.pool import ThreadPool from pathlib import Path from typing import Any import cv2 import numpy as np impor...
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from math import sqrt, sin, cos, pi, asin, pow, ceil, log import numpy as np from scipy import stats import pandas as pd from collections import defaultdict import sys from tqdm import tqdm from skmob.utils.gislib import getDistanceByHaversine tqdm.pandas() from ..utils import constants def _radius_of_gyration_individ...
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# coding=utf-8 # Copyright 2022 The Google Research Authors. # # 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 applicab...
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# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license # Copyright (c) Meta Platforms, Inc. and affiliates. # All rights reserved. from __future__ import annotations import torch import torch.nn.functional as F from torch import nn from torch.nn.init import trunc_normal_ from ultralytics.nn.modules imp...
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# SPDX-License-Identifier: LGPL-2.1-or-later from __future__ import print_function, division, absolute_import import os import unittest from pyEcoHAB import SetupConfig, ExperimentSetupConfig from pyEcoHAB import data_path # In the first scripts for EcoHAB data analysis, # the antennas were numbered from 1 to 8. The c...
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import math import torch import torch.nn.functional as tnn from torch.distributed.tensor import DTensor from torch.distributed.tensor import Replicate from keras.src import backend from keras.src.backend.common import dtypes from keras.src.backend.common import is_float_dtype from keras.src.backend.common import stan...
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import errno import os import pickle import select import socket import tempfile import threading from itertools import cycle from struct import pack from unittest.mock import MagicMock, Mock, patch import pytest from billiard.pool import ApplyResult from kombu.asynchronous import Hub from kombu.message import Message...
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"""Tigramite causal discovery for time series.""" # Author: Jakob Runge <jakob@jakob-runge.com> # # License: GNU General Public License v3.0 from __future__ import print_function import numpy as np from collections import defaultdict, OrderedDict from itertools import combinations, permutations class OracleCI: ...
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#####train scGNN import argparse import datetime import os import os.path import pickle import pickle as pkl import sys sys.path.append('../pkgs/scGNN/') import time import networkx as nx import numpy as np import pandas as pd import scipy.io import scipy.sparse as sp import scipy.sparse as sp import torch from bench...
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import copy import hashlib import numpy as np import pandas as pd from typing import Any, Self from pathlib import Path from mirp._images.base_image import BaseImage from mirp.settings.generic import SettingsClass class GenericImage(BaseImage): def __init__( self, image_data: None | np....
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""" mini_analysis plugin - analysis algorithms to find mini synaptic events The module can be imported independently of the base UI system. SimplyFire - Customizable analysis of electrophysiology data Copyright (C) 2022 Megumi Mori This program comes with ABSOLUTELY NO WARRANTY This program is free software: ...
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#####train scGNN import argparse import datetime import os import os.path import pickle import pickle as pkl import sys sys.path.append('../pkgs/scGNN/') import time import networkx as nx import numpy as np import pandas as pd import scipy.io import scipy.sparse as sp import scipy.sparse as sp import torch from bench...
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"""Tier-marker lint: keep the smoke tier honest. Two enforcement layers back the documented test tiers (CLAUDE.md "Testing Tiers", tests/AGENTS.md "Markers"): 1. **Marker disjointness** (collection-level). pytest markers are ADDITIVE: a test carrying ``smoke`` together with ``heavy`` or ``slow`` still runs under ...
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# -*- coding: utf-8 -*- ''' PYSIMPLEGUI BASED GUI FOR DBSCAN CLUSTERING OF MOLECULAR TRAJECTORY DATA Design and code: Tristan Wallis Debugging: Sophie Huiyi Hou Queensland Brain Institute University of Queensland Fred Meunier: f.meunier@uq.edu.au REQUIRED: Python 3.8 or greater python -m pip install scipy...
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# Author: Christian Brodbeck <christianbrodbeck@nyu.edu> from copy import deepcopy from itertools import chain, product from math import log import operator import os import pickle import shutil from string import ascii_lowercase import tempfile import warnings import mne import numpy as np from numpy.testing import (...
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# --------------------------------------------------------------------------------------------------------------- # Functions to import data and generate the main figures from the manuscript (Blanco-Pozo, Akam & Walton, 2023) # Marta Blanco-Pozo, 2023 # ------------------------------------------------------------------...
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from __future__ import annotations from dataclasses import replace import json from pathlib import Path from typing import Any import panel as pn import pandas as pd import pytest from larvaworld.lib import reg from larvaworld.portal.datasets.dataset_replay_app import ( _DatasetReplayController, dataset_repl...
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# SOURCE: vendored from CMACH508/DeepTH @ main, SSRSGJYD/NeuralTexture @ master, naivoder/DeformableCapsuleNetwork @ main, milutter/deep_lagrangian_networks @ main, kailiang-zhong/DESCN @ main, YoungGod/DFR @ master, xueyunlong12589/DGCNN @ main from __future__ import annotations import math import numpy as np import...
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""" Contains an abstract base class that supports chemically aware data splits. """ from __future__ import print_function from __future__ import division from __future__ import unicode_literals __author__ = "Bharath Ramsundar, Aneesh Pappu, modified by Qingyuan Feng " __copyright__ = "Copyright 2016, Stanford Universi...
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#!/usr/bin/env python # ============================================================================= # MODULE DOCSTRING # ============================================================================= """ Modules and functions to compute QM/MM energies and gradients with MiMiC, GROMACS, and CPMD. The code interfaces...
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import ast import json import logging import os import sqlite3 import time import mysql.connector class BaseDatabaseMetadataCache: """ Abstract base class for database metadata caching and experiment information storage. This class provides a clean interface for: - Querying database metadata with ac...