python_code stringlengths 0 108k |
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#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide :pep:`586`-compliant **type hint test data.**
'''
# ....................{ IMPORTS }........... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide :pep:`589`-compliant **type hint test data.**
'''
# ....................{ IMPORTS }........... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide :pep:`484`-compliant **type hint test data.**
Caveats
----------
Note that:
* The :pep:`484`-compliant annotated bu... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide :pep:`604`-compliant **type hint test data.**
'''
# ....................{ IMPORTS }........... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide :pep:`585`-compliant **type hint test data.**
'''
# ....................{ IMPORTS }......... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**NumPy-specific PEP-noncompliant type hints** (i.e., unofficial type hints
declared by the third-party :mod:`numpy` package) test ... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide **PEP-compliant type hints test data.**
This submodule predefines low-level global constants whose values are
PEP-non... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide :pep:`484`-compliant PEP-noncompliant type hint test data.
:pep:`484`-compliant type hints *mostly* indistinguishabl... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Beartype-specific PEP-noncompliant type hints** (i.e., unofficial type hints
supported *only* by the :mod:`beartype.beartype` dec... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Testing-specific **type hint metadata class hierarchy** (i.e., hierarchy of
classes encapsulating sample type hints instantiated b... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
:mod:`pytest` **PEP-agnostic type hint utilities.**
'''
# ....................{ IMPORTS }................ |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide :pep:`570` **data submodule.**
This submodule exercises :pep:`570` support for positional-only parameters
implemented... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide :pep:`563` **cultural data submodule.**
This submodule exercises edge-case :pep:`563` support implemented in the
:fu... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide :pep:`563` **poetic data submodule.**
This submodule exercises :pep:`563` support implemented in the
:func:`beartype.... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide **importable data submodule.**
This submodule exercises dynamic importability by providing an importable
submodule de... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide **unimportable data submodule.**
This submodule exercises dynamic importability by providing an unimportable
submodul... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Beartype module getter data submodule.**
This submodule predefines module-scoped objects of various types with well-known
line ... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Beartype generic callable code data submodule.**
This submodule predefines low-level class constants exercising known edge
case... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide :pep:`570` **data submodule.**
This submodule exercises :pep:`570` support implemented in the
:func:`beartype.bearty... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
Project-wide **sample callable** submodule.
This submodule predefines sample pure-Python callables exercising known edge
cases on ... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Project-wide functional static type-checker tests.**
This submodule functionally tests the this project's compliance with
third... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Project-wide nuitka integration tests.**
This submodule functionally tests that the third-party ``nuitka`` compiler
successfull... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Project-wide functional beartype-in-Sphinx tests.**
This submodule functionally tests the :func:`beartype.beartype` decorator t... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
:mod:`pytest` **Sphinx test plugin** (i.e., early-time configuration guaranteed
to be run by :mod:`pytest` *after* passed command... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Project-wide functional beartype-in-Sphinx tests.**
This submodule functionally tests the :func:`beartype.beartype` decorator t... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Project ``README.rst`` functional tests.**
This submodule functionally tests the syntactic validity of this project's
top-level... |
# Configuration file for the Sphinx documentation builder.
#
# This file only contains a selection of the most common options. For a full
# list see the documentation:
# https://www.sphinx-doc.org/en/master/usage/configuration.html
# -- Path setup --------------------------------------------------------------
# If ex... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Sphinx-specific functional test module** (i.e., module intended to be
imported *only* by Sphinx's bundled :mod:`sphinx.ext.autod... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Nuitka-specific functional test script** (i.e., script intended to be
compiled by the third-party :mod:`nuitka` compiler).
This... |
#!/usr/bin/env python3
# --------------------( LICENSE )--------------------
# Copyright (c) 2014-2022 Beartype authors.
# See "LICENSE" for further details.
'''
**Project-wide functional importation tests.**
This submodule functionally tests the this project's behaviour with respect to
imp... |
import streamlit as st
st.set_page_config(
page_title="Home",
)
st.title('Annotated Transformers')
st.write("A collection of annotated transformer architectures in Meta's [PyTorch](https://pytorch.org/) and DeepMind's "
"[Haiku](https://github.com/deepmind/dm-haiku), [Optax](https://github.com/deepmind/... |
import streamlit as st
# Global Variables
language='python'
# Section for Title
st.title('Vision Transformer')
st.image(
"https://media.giphy.com/media/lr9Xd6IkR8F0mAv0bL/giphy.gif",
caption="Animated Vision Transformer",
#width=400, # The actual size of most gifs on GIPHY are really small, and using t... |
import streamlit as st
st.header('Linear')
st.write("""
`nn.Linear()` is a class in PyTorch. This class represents a linear transformation of the input data. In other words, it
applies a linear function to the input data, which can be used to map the input data to a different space. This is often
used in the first ... |
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.
from pathlib import Path
from setuptools import setup # type: ignore
setup(
name="cc_net",
version="1.0.0",
pa... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
"""
Main script to download a CC dump, remove duplicates, split by language and
filter the documents.
The pipeline parameters are described... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
"""
Creates mono-lingual corpus from Wikipedia.
"""
import functools
import re
import subprocess
import urllib.request
from pathlib import ... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
"""
Manipulate files containing one json per line.
"""
import argparse
import collections
import contextlib
import functools
import glob
imp... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import functools
import itertools
import logging
import os
import sys
import time
import warnings
from pathlib import Path
from typing impor... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import sys
import time
import warnings
from typing import Iterable, Iterator, Sequence, Sized, Tuple, Type
import numpy as np
HASH_TYPE: T... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import base64
import hashlib
import itertools
import urllib.parse
from pathlib import Path
from typing import Dict, Iterable, List, Optional... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import re
import unicodedata
UNICODE_PUNCT = {
"，": ",",
"。": ".",
"、": ",",
"„": '"',
"”": '"',
"“": '"',
"«":... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import logging
import subprocess
from pathlib import Path
from typing import List
import func_argparse
import numpy as np
from cc_net impo... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import argparse
import time
from pathlib import Path
from typing import Dict, List, Optional, Sequence, Tuple, Union
import kenlm # type: ... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
|
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import time
from typing import Dict, Optional
import sacremoses # type: ignore
from cc_net import jsonql, text_normalizer
class RobustT... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
"""
Tools to remove duplicate paragraphs across one or several shards.
"""
import argparse
import gc
import hashlib
import logging
import m... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import contextlib
import functools
import logging
import re
import tempfile
import time
import urllib.request
from pathlib import Path
from ... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import func_argparse
import cc_net.mine
def main():
func_argparse.parse_and_call(cc_net.mine.get_main_parser())
if __name__ == "__... |
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.
import argparse
import collections
from pathlib import Path
from typing import Dict, Optional
import fasttext # type: igno... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import contextlib
import functools
import gzip
import logging
import multiprocessing
from collections import defaultdict
from pathlib import... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
"""
This code is used to train a fastText classifier to label document with DMOZ categories.
The data, distributed under the cc-by 3.0 lice... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
"""
Tools to search sentences in CC similar to sentences in another corpus.
"""
import functools
import logging
import math
import subproce... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import json
from pathlib import Path
from typing import Iterable, Sequence
from cc_net import dedup, jsonql
from cc_net.dedup import str_ha... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import cc_net.text_normalizer as txt
def test_unicode_punct():
weird = "，。、„”“«»１」「《》´∶：？！（）；–—．～’…━〈〉【】％"
replaced = ',.,""""""""... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
from pathlib import Path
from cc_net import process_wet_file
def test_parsing():
sample = Path(__file__).parent / "data" / "sample.wa... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import numpy as np
import pytest
from cc_net.flat_hash_set import HASH_TYPE, FlatHashSet, NaiveHashSet
def as_dict(flat_hash_set) -> dict... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import pytest
def _request_is_disabled(self, *args, **kwargs):
raise Exception(
f"Your code tried to call 'request' with: {arg... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
#
|
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import time
from cc_net import jsonql, regroup
def check_regroup(tmp_path, regroup_fn, check_blocks_boundaries=False):
n_shards = 4
... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import io
from pathlib import Path
from typing import Sequence
import numpy as np
import pytest
from cc_net import jsonql
def bar(small_... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import json
from pathlib import Path
import pytest
import cc_net
import cc_net.minify as minify
from cc_net import jsonql, process_wet_fil... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
#
import inspect
import pickle
from pathlib import Path
import pytest
from cc_net import dedup, jsonql, perplexity, split_by_lang, tokenizer... |
from cross_vit_flax.cross_vit_flax import CrossViT |
import flax.linen as nn
import jax
import jax.numpy as jnp
from jax.numpy import einsum
from typing import Any, Callable
from einops import rearrange, repeat
def exists(val):
return val is not None
def default(val, d):
return val if exists(val) else d
class PreNorm(nn.Module):
fn: Callable
@nn.co... |
import torch
import colossalai
from colossalai.trainer import Trainer, hooks
from colossalai.utils import MultiTimer
from colossalai.logging import disable_existing_loggers, get_dist_logger
from colossalai.core import global_context as gpc
from colossalai.zero.init_ctx import ZeroInitContext
from utils.build_dataload... |
import copy
from itertools import chain
from datasets import load_dataset
from torch.utils.data import DataLoader, DistributedSampler
from torch.distributed import get_world_size
from transformers import BloomTokenizerFast, default_data_collator
from .hugging_face_config import CFG
def build_dataloaders(cfg: CFG):
... |
from typing import Optional, ClassVar
from dataclasses import dataclass, field
@dataclass
class CFG:
"""
Configuration for data loader.
"""
train_dataset_name: Optional[str] = field(
default="codeparrot/codeparrot-train-v2-near-dedup",
metadata={"help": "Path to Hugging Face training... |
from colossalai.amp import AMP_TYPE
from colossalai.zero.shard_utils import TensorShardStrategy
# Colossal AI Global Config
EPOCHS = 1
LEARNING_RATE = 0.001
zero = dict(
model_config = dict(
shard_strategy = TensorShardStrategy(),
tensor_placement_policy = 'auto',
reuse_fp16_shard = True
... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import os
from setuptools import setup, find_packages
def read(fname):
return open(os.path.join(os.path.dirname(__file__), fname)).... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import pytest
import torch
import bitsandbytes as bnb
from itertools import product
from bitsandbytes import functional as F
def setup(... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import os
import time
import shutil
import uuid
import pytest
import ctypes
import torch
import bitsandbytes as bnb
import bitsandbytes.fu... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import pytest
import torch
import bitsandbytes as bnb
from itertools import product
from bitsandbytes import functional as F
@pytest.m... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from .optim import adam
from .nn import modules
__pdoc__ = {'libBitsNBytes' : False,
'optim.optimizer.Optimizer8bit': False,
... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import os
import random
import math
import ctypes as ct
import torch
from torch import Tensor
from typing import Tuple
lib = ct.cdll.Load... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from .modules import StableEmbedding, Embedding
|
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import torch
from typing import Optional
from torch import Tensor
from torch.nn.parameter import Parameter
import torch.nn.functional as... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import torch
from bitsandbytes.optim.optimizer import Optimizer1State
class RMSprop(Optimizer1State):
def __init__(self, params, lr=1... |
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from bitsandbytes.optim.optimizer import Optimizer2State
class LAMB(Optimizer2State):
def __init__(self, params, lr=1e-3, bias_correc... |
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