python_code stringlengths 0 4.04M | repo_name stringlengths 7 58 | file_path stringlengths 5 147 |
|---|---|---|
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from torch import nn
class ModuleProxyWrapper(nn.Module):
"""
Wrap a DistributedDataParallel module and forwa... | flash_metaseq-main | metaseq/distributed/module_proxy_wrapper.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import types
import torch
def get_fused_adam_class():
"""
Look for the FusedAdam optimizer from apex. We fir... | flash_metaseq-main | metaseq/optim/fused_adam.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import logging
logger = logging.getLogger(__name__)
class DynamicLossScaler(object):
def __init__(
self,... | flash_metaseq-main | metaseq/optim/dynamic_loss_scaler.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 metaseq import utils
from metaseq.dataclass.utils import gen_parser_from_dataclass
class BaseOptim... | flash_metaseq-main | metaseq/optim/base_optimizer.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 torch.optim.optimizer import Optimizer, required
from . import LegacyOptimizer, register_optimizer
... | flash_metaseq-main | metaseq/optim/sgd.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""isort:skip_file"""
import importlib
import os
from metaseq import registry
from metaseq.optim.base_optimizer import... | flash_metaseq-main | metaseq/optim/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from collections import defaultdict
from itertools import chain
import torch
from omegaconf import DictConfig
from me... | flash_metaseq-main | metaseq/optim/fp16_optimizer.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from typing import Any, Dict
from metaseq.distributed import utils
try:
from fairscale.optim import OSS
_has... | flash_metaseq-main | metaseq/optim/shard.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 math
from collections.abc import Collection
from dataclasses import dataclass, field
from typing ... | flash_metaseq-main | metaseq/optim/adam.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""isort:skip_file"""
import importlib
import os
from metaseq import registry
from metaseq.optim.lr_scheduler.base_lr_... | flash_metaseq-main | metaseq/optim/lr_scheduler/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from dataclasses import dataclass, field
from typing import Optional, List
from omegaconf import II
from metaseq.data... | flash_metaseq-main | metaseq/optim/lr_scheduler/polynomial_decay_schedule.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from collections.abc import Collection
from dataclasses import dataclass, field
from typing import List
from omegaconf... | flash_metaseq-main | metaseq/optim/lr_scheduler/inverse_square_root_schedule.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from metaseq.dataclass.utils import gen_parser_from_dataclass
from metaseq.optim import BaseOptimizer
class BaseLRSch... | flash_metaseq-main | metaseq/optim/lr_scheduler/base_lr_scheduler.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import math
from collections.abc import Collection
from dataclasses import dataclass, field
from typing import List
fr... | flash_metaseq-main | metaseq/optim/lr_scheduler/cosine_lr_scheduler.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from typing import List, Optional
import torch
from torch import Tensor
@torch.jit.script
def script_skip_tensor_lis... | flash_metaseq-main | metaseq/models/model_utils.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""isort:skip_file"""
import argparse
import importlib
import os
from metaseq.dataclass import MetaseqDataclass
from m... | flash_metaseq-main | metaseq/models/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""
Base classes for various metaseq models.
"""
import logging
from argparse import Namespace
from typing import Dict,... | flash_metaseq-main | metaseq/models/base_model.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from typing import Dict, List, Optional, Tuple
import torch.nn as nn
from torch import Tensor
from metaseq import uti... | flash_metaseq-main | metaseq/models/base_decoder.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 math
from typing import Any, Dict, List, Optional
import torch
import torch.nn as nn
from torch ... | flash_metaseq-main | metaseq/models/transformer.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import logging
from dataclasses import dataclass, field
from typing import Optional
from omegaconf import II
from m... | flash_metaseq-main | metaseq/models/transformer_lm.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 torch.nn as nn
from torch.nn.parallel import DistributedDataParallel
from metaseq.distributed i... | flash_metaseq-main | metaseq/models/distributed_model.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import logging
from typing import Dict, Optional
from torch import Tensor
from metaseq.incremental_decoding_utils imp... | flash_metaseq-main | metaseq/models/incremental_decoder.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from typing import Dict, List, NamedTuple, Optional
import torch
import torch.nn as nn
from torch import Tensor
Encod... | flash_metaseq-main | metaseq/models/base_encoder.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""
Train a network across multiple GPUs.
"""
import functools
import torch.distributed as dist
from metaseq.datacla... | flash_metaseq-main | metaseq/model_parallel/megatron_trainer.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from . import criterions, models, modules # noqa
| flash_metaseq-main | metaseq/model_parallel/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import importlib
import os
# automatically import any Python files in the models/ directory
models_dir = os.path.dirn... | flash_metaseq-main | metaseq/model_parallel/models/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import logging
from metaseq.model_parallel.modules import (
ModelParallelTransformerDecoderLayer,
ModelParalle... | flash_metaseq-main | metaseq/model_parallel/models/transformer.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import torch
import torch.nn as nn
from metaseq.model_parallel.models.transformer import ModelParallelTransformerDecode... | flash_metaseq-main | metaseq/model_parallel/models/transformer_lm.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import math
from functools import partial
from typing import Dict, Optional, Tuple
import torch
from torch import Tens... | flash_metaseq-main | metaseq/model_parallel/modules/multihead_attention.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""isort:skip_file"""
from .multihead_attention import ModelParallelMultiheadAttention
from .transformer_layer import (... | flash_metaseq-main | metaseq/model_parallel/modules/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import math
import torch
from torch import nn, Tensor
from metaseq.model_parallel.modules import ModelParallelMultihe... | flash_metaseq-main | metaseq/model_parallel/modules/transformer_layer.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import math
import torch
from metaseq import metrics, utils
from metaseq.criterions import BaseCriterion, register_cri... | flash_metaseq-main | metaseq/model_parallel/criterions/vocab_parallel_cross_entropy.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import importlib
import os
# automatically import any Python files in the criterions/ directory
for file in os.listdi... | flash_metaseq-main | metaseq/model_parallel/criterions/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
| flash_metaseq-main | metaseq/scripts/__init__.py |
#!/usr/bin/env python
"""
Script for backing out of the MP-resharded (reshard.pt) files and getting back
a non-flattened state dict.
Particularly useful for converting our models to other repositories.
Usage:
$ ls 125m
dict.txt
gpt2-merges.txt
gpt2-vocab.json
reshard-model_part-0.pt
reshard-m... | flash_metaseq-main | metaseq/scripts/convert_to_singleton.py |
#!/usr/bin/env python
# Copyright (c) Meta Platforms, Inc. and affiliates.
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from metaseq.distributed.stitch_fsdp_ckpt import consolidate_fsdp_shards
import fire
if __name__ == "__main__":
#... | flash_metaseq-main | metaseq/scripts/consolidate_fsdp_shards.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 sys
from pathlib import Path
from typing import List
import torch
import torch.nn.functional as ... | flash_metaseq-main | metaseq/scripts/reshard_mp.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import sys
from dataclasses import _MISSING_TYPE, dataclass, field
from typing import Any, List, Optional
import torch... | flash_metaseq-main | metaseq/dataclass/configs.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""isort:skip_file"""
import logging
from hydra.core.config_store import ConfigStore
from metaseq.dataclass.configs i... | flash_metaseq-main | metaseq/dataclass/initialize.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from enum import Enum, EnumMeta
from typing import List
class StrEnumMeta(EnumMeta):
# this is workaround for sub... | flash_metaseq-main | metaseq/dataclass/constants.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from .configs import MetaseqDataclass
from .constants import ChoiceEnum
__all__ = [
"MetaseqDataclass",
"Choi... | flash_metaseq-main | metaseq/dataclass/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import ast
import inspect
import logging
import os
import re
from argparse import ArgumentError, ArgumentParser, Namesp... | flash_metaseq-main | metaseq/dataclass/utils.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import hashlib
from queue import PriorityQueue
import random
class KeyedPriorityQueueCollection:
"""
Create a... | flash_metaseq-main | metaseq/service/queue.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import uuid
import time
from metaseq.service.constants import CHECKPOINT_LOCAL
class OAIResponse:
def __init__(se... | flash_metaseq-main | metaseq/service/responses.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import os
MAX_SEQ_LEN = 2048
BATCH_SIZE = 2048 # silly high bc we dynamically batch by MAX_BATCH_TOKENS
MAX_BATCH_TOK... | flash_metaseq-main | metaseq/service/constants.py |
# Copyright (c) Meta, 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.
| flash_metaseq-main | metaseq/service/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import socket
import logging
import sys
import os
def normalize_newlines(s: str):
"""
normalizes new lines, i... | flash_metaseq-main | metaseq/service/utils.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from metaseq.service.queue import PriorityQueueRingShard
from dataclasses import dataclass
from typing import Any
impor... | flash_metaseq-main | metaseq/service/workers.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import math
from typing import Dict, Optional, Tuple
import torch
import torch.nn.functional as F
from torch import Te... | flash_metaseq-main | metaseq/modules/multihead_attention.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from typing import Dict, Optional
import torch.nn as nn
import torch.nn.functional as F
from torch import Tensor
from... | flash_metaseq-main | metaseq/modules/learned_positional_embedding.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
def checkpoint_wrapper(module, *args, **kwargs):
try:
from metaseq.modules.checkpoint_activation_wrapper.c... | flash_metaseq-main | metaseq/modules/checkpoint_activations.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import math
import torch
from torch import Tensor
from torch.nn import Module
from torch.nn import functional as F
fro... | flash_metaseq-main | metaseq/modules/linear.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""
See "Gaussian Error Linear Units (GELUs)" by Dan Hendrycks and Kevin Gimpel with
the corresponding GitHub repo: http... | flash_metaseq-main | metaseq/modules/gelu.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""isort:skip_file"""
from .dropout import Dropout
from .gelu import gelu, gelu_accurate
from .layer_norm import Fp32La... | flash_metaseq-main | metaseq/modules/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 os
import torch
logger = logging.getLogger(__name__)
try:
from megatron.model.fused_bias_... | flash_metaseq-main | metaseq/modules/fused_bias_gelu.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from typing import Dict, List, Optional
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch ... | flash_metaseq-main | metaseq/modules/transformer_layer.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 torch.nn as nn
import torch.nn.functional as F
logger = logging.getLogger(__name__)
class Dro... | flash_metaseq-main | metaseq/modules/dropout.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import torch
import torch.nn as nn
from .learned_positional_embedding import LearnedPositionalEmbedding
from .sinusoid... | flash_metaseq-main | metaseq/modules/positional_embedding.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import math
from typing import Any, Optional
import torch
import torch.onnx.operators
from torch import Tensor, nn
fr... | flash_metaseq-main | metaseq/modules/sinusoidal_positional_embedding.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import torch
import torch.nn as nn
import torch.nn.functional as F
from metaseq import distributed_utils as dist_utils
... | flash_metaseq-main | metaseq/modules/layer_norm.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
import functools
import threading
import weakref
from contextlib import contextmanager
from typing import Any, Dict, Ge... | flash_metaseq-main | metaseq/modules/checkpoint_activation_wrapper/checkpoint_activations.py |
flash_metaseq-main | metaseq/modules/checkpoint_activation_wrapper/__init__.py | |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from collections import OrderedDict
import torch
from torch.utils.data.dataloader import default_collate
from . impor... | flash_metaseq-main | metaseq/data/nested_dictionary_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import math
from typing import Optional
import numpy as np
import torch
class StreamingTokenBlockDataset(torch.utils... | flash_metaseq-main | metaseq/data/streaming_token_block_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 numpy as np
import torch.utils.data
from metaseq.data import data_utils
logger = logging.getLo... | flash_metaseq-main | metaseq/data/base_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import bisect
import numpy as np
from torch.utils.data.dataloader import default_collate
from . import BaseDataset
... | flash_metaseq-main | metaseq/data/concat_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import torch
class PartitionedStreamingDataset(torch.utils.data.IterableDataset):
"""Partition an IterableDataset... | flash_metaseq-main | metaseq/data/partitioned_streaming_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 . import BaseDataset
class IdDataset(BaseDataset):
def __getitem__(self, index):
retur... | flash_metaseq-main | metaseq/data/id_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from typing import Optional
import numpy as np
import torch
import math
class StreamingSrcTgtDataset(torch.utils.dat... | flash_metaseq-main | metaseq/data/streaming_src_tgt_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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
from metaseq.data import data_utils
from . import BaseWrapperDataset
class TruncateDataset(BaseWr... | flash_metaseq-main | metaseq/data/shorten_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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
from . import BaseWrapperDataset
class SortDataset(BaseWrapperDataset):
def __init__(self, da... | flash_metaseq-main | metaseq/data/sort_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 torch
from . import BaseDataset, data_utils
def collate(samples, pad_idx, eos_idx, fixed_p... | flash_metaseq-main | metaseq/data/monolingual_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from torch.utils.data.dataloader import default_collate
from . import BaseDataset
class BaseWrapperDataset(BaseDatas... | flash_metaseq-main | metaseq/data/base_wrapper_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 torch
from . import BaseWrapperDataset
class NumelDataset(BaseWrapperDataset):
def __i... | flash_metaseq-main | metaseq/data/numel_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""isort:skip_file"""
from .dictionary import Dictionary, TruncatedDictionary
from .base_dataset import BaseDataset
fr... | flash_metaseq-main | metaseq/data/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 torch
from metaseq.data import data_utils
class StreamingShuffleDataset(torch.utils.data.I... | flash_metaseq-main | metaseq/data/streaming_shuffle_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from . import BaseWrapperDataset
class StripTokenDataset(BaseWrapperDataset):
def __init__(self, dataset, id_to_s... | flash_metaseq-main | metaseq/data/strip_token_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
try:
from collections.abc import Iterable
except ImportError:
from collections import Iterable
import contextli... | flash_metaseq-main | metaseq/data/data_utils.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 torch
from . import BaseWrapperDataset
class PrependTokenDataset(BaseWrapperDataset):
... | flash_metaseq-main | metaseq/data/prepend_token_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from . import BaseWrapperDataset
class ListDataset(BaseWrapperDataset):
def __init__(self, dataset, sizes=None):
... | flash_metaseq-main | metaseq/data/list_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import itertools
import logging
import math
import operator
import os
import queue
import time
from threading import Th... | flash_metaseq-main | metaseq/data/iterators.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import hashlib
import json
import subprocess
import tempfile
from typing import Hashable
try:
import pyarrow.plas... | flash_metaseq-main | metaseq/data/plasma_utils.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 numpy as np
from metaseq.data import BaseWrapperDataset, plasma_utils
logger = logging.getLogg... | flash_metaseq-main | metaseq/data/resampling_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 torch
from . import BaseWrapperDataset
class AppendTokenDataset(BaseWrapperDataset):
d... | flash_metaseq-main | metaseq/data/append_token_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import math
import torch
from metaseq.data import data_utils
from . import BaseWrapperDataset
class PadDataset(Base... | flash_metaseq-main | metaseq/data/pad_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import shutil
import struct
from functools import lru_cache
from typing import Union
import numpy as np
import torch
... | flash_metaseq-main | metaseq/data/indexed_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 collections import Counter
from multiprocessing import Pool
import torch
from metaseq import utils
fro... | flash_metaseq-main | metaseq/data/dictionary.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 json
import logging
import mmap
import os
import sys
import threading
from pathlib import Path
f... | flash_metaseq-main | metaseq/data/jsonl_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from typing import Dict
import numpy as np
import torch
from metaseq.data.monolingual_dataset import MonolingualDatas... | flash_metaseq-main | metaseq/data/lm_context_window_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from typing import Tuple
import numpy as np
import torch
from metaseq.data import BaseDataset, plasma_utils
from meta... | flash_metaseq-main | metaseq/data/token_block_dataset.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from dataclasses import dataclass, field
from metaseq import file_utils
from metaseq.data.encoders import register_bpe... | flash_metaseq-main | metaseq/data/encoders/gpt2_bpe.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from dataclasses import dataclass, field
from metaseq import file_utils
from metaseq.data.encoders import register_bpe... | flash_metaseq-main | metaseq/data/encoders/hf_byte_bpe.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import importlib
import os
from metaseq import registry
build_tokenizer, register_tokenizer, TOKENIZER_REGISTRY, _ =... | flash_metaseq-main | metaseq/data/encoders/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""
Byte pair encoding utilities from GPT-2.
Original source: https://github.com/openai/gpt-2/blob/master/src/encoder.... | flash_metaseq-main | metaseq/data/encoders/gpt2_bpe_utils.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""
A standalone module for aggregating metrics.
Metrics can be logged from anywhere using the `log_*` functions define... | flash_metaseq-main | metaseq/logging/metrics.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import bisect
import time
from collections import OrderedDict
from typing import Dict, Optional
try:
import torch... | flash_metaseq-main | metaseq/logging/meters.py |
flash_metaseq-main | metaseq/logging/__init__.py | |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
"""
Wrapper around various loggers and progress bars (e.g., json).
"""
import logging
from collections import OrderedD... | flash_metaseq-main | metaseq/logging/progress_bar/base_progress_bar.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
import logging
from typing import Optional
from metaseq.logging.progress_bar.base_progress_bar import logger
from meta... | flash_metaseq-main | metaseq/logging/progress_bar/__init__.py |
# Copyright (c) Meta Platforms, Inc. and affiliates. All Rights Reserved.
#
# 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 string
import sys
from numbers import Number
import atexit
import torch
from metaseq.logging.meters ... | flash_metaseq-main | metaseq/logging/progress_bar/tensorboard_progress_bar.py |
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