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# 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 import torch.nn as nn def quant_noise(module, p, block_size): """ Wraps modules and applies quantization noise to the w...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quant_noise.py
# 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.nn as nn import torch import torch.nn.functional as F class LocationAttention(nn.Module): """ Attention-Based Models fo...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/location_attention.py
# 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. """ Layer norm done in fp32 (for fp16 training) """ import torch.nn as nn import torch.nn.functional as F class Fp32GroupNorm(nn.GroupNorm):...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/fp32_group_norm.py
# 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 import torch.nn as nn import torch.nn.functional as F from fairseq import utils from fairseq.incremental_decoding_utils import wi...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/dynamic_convolution.py
# 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 from typing import List, Optional import torch.nn as nn import torch.nn.functional as F logger = logging.getLogger(__name__)...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/fairseq_dropout.py
# 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 import torch.nn as nn import torch.nn.functional as F class GumbelVectorQuantizer(nn.Module): def __init__( self, ...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/gumbel_vector_quantizer.py
# 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 import torch.nn as nn from fairseq.modules import Fp32GroupNorm class KmeansVectorQuantizer(nn.Module): def __init__( ...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/kmeans_vector_quantizer.py
# 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.nn as nn class LSTMCellWithZoneOut(nn.Module): """ Zoneout: Regularizing RNNs by Randomly Preserving Hidden Activations...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/lstm_cell_with_zoneout.py
# 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 typing import List import torch from fairseq.modules.quant_noise import quant_noise from torch import nn class AdaptiveInput(nn.Modul...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/adaptive_input.py
# 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 import torch.nn as nn import torch.nn.functional as F from fairseq import utils from fairseq.incremental_decoding_utils import wi...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/lightweight_convolution.py
# 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 class ScalarBias(torch.autograd.Function): """ Adds a vector of scalars, used in self-attention mechanism to allow ...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/scalar_bias.py
# 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.nn as nn from .learned_positional_embedding import LearnedPositionalEmbedding from .sinusoidal_positional_embedding import Sinus...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/positional_embedding.py
# 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 math import torch from .multihead_attention import MultiheadAttention class SparseMultiheadAttention(MultiheadAttention): """Sp...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/sparse_multihead_attention.py
# 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.nn as nn import math import torch class PositionalEncoding(nn.Module): """Positional encoding. Args: d_model: ...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/positional_encoding.py
# 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 fairseq.modules import ( LayerNorm, MultiheadAttention, ESPNETMultiHeadedAttention,...
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kosmosX/fairseq/fairseq/modules/conformer_layer.py
#!/usr/bin/env python3 # -*- coding: utf-8 -*- # Copyright 2019 Shigeki Karita # Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0) """Multi-Head Attention layer definition.""" import math import torch from torch import nn from fairseq.modules.rotary_positional_embedding import ( RotaryPositionalEmbedding...
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kosmosX/fairseq/fairseq/modules/espnet_multihead_attention.py
# 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. """ transpose last 2 dimensions of the input """ import torch.nn as nn class TransposeLast(nn.Module): def __init__(self, deconstruct_id...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/transpose_last.py
# 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 math from typing import Any, Optional import torch import torch.onnx.operators from fairseq import utils from torch import Tensor, nn ...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/sinusoidal_positional_embedding.py
# 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 import torch.nn as nn import torch.nn.functional as F try: from apex.normalization import FusedLayerNorm as _FusedLayerNorm ...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/layer_norm.py
import torch import torch.nn as nn import torch.nn.functional as F import math from inspect import isfunction from operator import mul from functools import reduce, wraps from aml.multimodal_video.utils.einops.lib import rearrange, repeat from aml.multimodal_video.utils.einops.lib.layers.torch import Rearrange from f...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/kmeans_attention.py
# 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 torch import nn class SamePad(nn.Module): def __init__(self, kernel_size, causal=False): super().__init__() if cau...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/same_pad.py
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/__init__.py
# 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. def parse_config_yaml(yaml_data): # Initialize to default options. quantization_options = { "n_centroids": { "Lin...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/quantization_options.py
# 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 .utils import SizeTracker, get_param, attrsetter, quantize_model_ # NOQA
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kosmosX/fairseq/fairseq/modules/quantization/pq/__init__.py
# 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 .em import EM, EmptyClusterResolveError class PQ(EM): """ Quantizes the layer weights W with the standard Product Quantization ...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/pq/pq.py
# 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 os import random from collections import Counter import torch class EM: """ EM algorithm used to quantize the...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/pq/em.py
# 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 re from operator import attrgetter, itemgetter import torch import numpy as np import torch.distributed as dist import t...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/pq/utils.py
# 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 import torch.nn as nn import torch.nn.functional as F class PQLinear(nn.Module): """ Quantized counterpart of nn.Linear...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/pq/modules/qlinear.py
# 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 torch import torch.nn as nn import torch.nn.functional as F from torch.nn.modules.utils import _pair class PQConv2...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/pq/modules/qconv.py
# 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 .qconv import PQConv2d # NOQA from .qemb import PQEmbedding # NOQA from .qlinear import PQLinear # NOQA
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/pq/modules/__init__.py
# 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 import torch.nn as nn import torch.nn.functional as F class PQEmbedding(nn.Module): """ Quantized counterpart of nn.Emb...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/pq/modules/qemb.py
# 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 .utils import quantize_model_ # NOQA
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/scalar/__init__.py
# 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 try: import torch.ao.quantization as quantization except ImportError: import torch.quantization as quantization def em...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/scalar/ops.py
# 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 from operator import attrgetter import torch.distributed as dist import torch.nn as nn from ..pq.utils import attrsetter, get...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/scalar/utils.py
# 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 import torch.nn as nn import torch.nn.functional as F from ..ops import emulate_int class IntLinear(nn.Module): """ Qu...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/scalar/modules/qlinear.py
# 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 import torch.nn.functional as F from torch.nn.modules.conv import _ConvNd from torch.nn.modules.utils import _pair from ..ops im...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/scalar/modules/qconv.py
# 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 .qact import ActivationQuantizer # NOQA from .qconv import IntConv2d # NOQA from .qemb import IntEmbedding # NOQA from .qlinear import...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/scalar/modules/__init__.py
# 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 import torch.nn as nn import torch.nn.functional as F from ..ops import emulate_int class IntEmbedding(nn.Module): """ ...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/scalar/modules/qemb.py
# 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 ..ops import emulate_int class ActivationQuantizer: """ Fake scalar quantization of the activations using a forwa...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/quantization/scalar/modules/qact.py
# 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. def gen_forward(): kernels = [3, 5, 7, 15, 31, 63, 127, 255] seqs = [32 * x for x in [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14,...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/lightconv_layer/cuda_function_gen.py
# 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 .lightconv_layer import LightconvLayer # noqa
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/lightconv_layer/__init__.py
# 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 lightconv_cuda import torch import torch.nn.functional as F from fairseq import utils from fairseq.incremental_decoding_utils import wi...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/lightconv_layer/lightconv_layer.py
#!/usr/bin/env python3 # 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 setuptools import setup from torch.utils.cpp_extension import BuildExtension, CUDAExtension setup( name="lig...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/lightconv_layer/setup.py
# 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. def gen_forward(): kernels = [3, 5, 7, 15, 31, 63, 127, 255] blocks = [32, 64, 128, 256] head = """ /** * Copyright (c) Facebo...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/dynamicconv_layer/cuda_function_gen.py
# 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 .dynamicconv_layer import DynamicconvLayer # noqa
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/dynamicconv_layer/__init__.py
# 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 dynamicconv_cuda import torch import torch.nn.functional as F from fairseq import utils from fairseq.incremental_decoding_utils import ...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/dynamicconv_layer/dynamicconv_layer.py
#!/usr/bin/env python3 # 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 setuptools import setup from torch.utils.cpp_extension import BuildExtension, CUDAExtension setup( name="dyn...
KosmosX-API-main
kosmosX/fairseq/fairseq/modules/dynamicconv_layer/setup.py
# 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 . import BaseWrapperDataset class OffsetTokensDataset(BaseWrapperDataset): def __init__(self, dataset, offset): super().__i...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/offset_tokens_dataset.py
# 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 collections import OrderedDict import torch from torch.utils.data.dataloader import default_collate from . import FairseqDataset def ...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/nested_dictionary_dataset.py
# 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 time from collections import OrderedDict from typing import Dict, List, Optional import numpy as np from fairseq.data i...
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kosmosX/fairseq/fairseq/data/multi_corpus_dataset.py
# 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 bisect import numpy as np from torch.utils.data.dataloader import default_collate from . import FairseqDataset class ConcatDataset(...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/concat_dataset.py
# 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 . import BaseWrapperDataset class ReplaceDataset(BaseWrapperDataset): """Replaces tokens found in the dataset by a specified replac...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/replace_dataset.py
# 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 fairseq import utils from . import FairseqDataset def backtranslate_samples(samples, collate_fn, generate_fn, cuda=True):...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/backtranslation_dataset.py
# 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 . import FairseqDataset class IdDataset(FairseqDataset): def __getitem__(self, index): return index def ...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/id_dataset.py
# 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 . import BaseWrapperDataset class PrependDataset(BaseWrapperDataset): def __init__(self, dataset, prepend_getter, ensure_first_tok...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/prepend_dataset.py
# 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 collections import OrderedDict from typing import Callable, Dict, List import numpy as np from . import FairseqDataset def uniform_sa...
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kosmosX/fairseq/fairseq/data/multi_corpus_sampled_dataset.py
# 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 . import FairseqDataset class NumSamplesDataset(FairseqDataset): def __getitem__(self, index): return 1 def __len__(se...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/num_samples_dataset.py
# 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 torch from fairseq.data import data_utils class WordNoising(object): """Generate a noisy version of a sentence...
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kosmosX/fairseq/fairseq/data/noising.py
# 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 from fairseq.data import data_utils from . import BaseWrapperDataset class TruncateDataset(BaseWrapperDataset): """T...
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kosmosX/fairseq/fairseq/data/shorten_dataset.py
# 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 numpy as np from . import BaseWrapperDataset logger = logging.getLogger(__name__) class SubsampleDataset(BaseWrapp...
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kosmosX/fairseq/fairseq/data/subsample_dataset.py
# 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 from . import BaseWrapperDataset class SortDataset(BaseWrapperDataset): def __init__(self, dataset, sort_order): ...
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kosmosX/fairseq/fairseq/data/sort_dataset.py
# 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 enum import Enum class TextCompressionLevel(Enum): none = 0 low = 1 high = 2 class TextCompressor(object): def __init...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/text_compressor.py
# 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 torch from . import FairseqDataset, data_utils def collate(samples, pad_idx, eos_idx, fixed_pad_length=None, pad_...
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kosmosX/fairseq/fairseq/data/monolingual_dataset.py
# 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 subprocess import threading from pathlib import Path import numpy as np import torch def fasta_file_path(prefix_path): ...
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kosmosX/fairseq/fairseq/data/fasta_dataset.py
# 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 torch.utils.data.dataloader import default_collate from . import FairseqDataset class BaseWrapperDataset(FairseqDataset): def __in...
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kosmosX/fairseq/fairseq/data/base_wrapper_dataset.py
# 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 torch from . import BaseWrapperDataset class NumelDataset(BaseWrapperDataset): def __init__(self, dataset, re...
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kosmosX/fairseq/fairseq/data/numel_dataset.py
# 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. """isort:skip_file""" from .dictionary import Dictionary, TruncatedDictionary from .fairseq_dataset import FairseqDataset, FairseqIterableDat...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/__init__.py
# 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 . import FairseqDataset class ConcatSentencesDataset(FairseqDataset): def __init__(self, *datasets): super()....
KosmosX-API-main
kosmosX/fairseq/fairseq/data/concat_sentences_dataset.py
# 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 functools import lru_cache import numpy as np import torch from fairseq.data import Dictionary, data_utils from . import BaseWrapperDat...
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kosmosX/fairseq/fairseq/data/mask_tokens_dataset.py
# 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 functools import lru_cache from . import BaseWrapperDataset class LRUCacheDataset(BaseWrapperDataset): def __init__(self, dataset,...
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kosmosX/fairseq/fairseq/data/lru_cache_dataset.py
# 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 math import numpy as np import torch from . import FairseqDataset, data_utils def collate( samples, pad_idx, eos_idx, ...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/denoising_dataset.py
# 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 . import BaseWrapperDataset class StripTokenDataset(BaseWrapperDataset): def __init__(self, dataset, id_to_strip): super()....
KosmosX-API-main
kosmosX/fairseq/fairseq/data/strip_token_dataset.py
# 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. try: from collections.abc import Iterable except ImportError: from collections import Iterable import contextlib import itertools impo...
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kosmosX/fairseq/fairseq/data/data_utils.py
# 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 torch from . import BaseWrapperDataset class PrependTokenDataset(BaseWrapperDataset): def __init__(self, data...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/prepend_token_dataset.py
# 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 . import FairseqDataset class TransformEosDataset(FairseqDataset): """A :class:`~fairseq.data.FairseqDataset` wrapper...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/transform_eos_dataset.py
# 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 . import BaseWrapperDataset class ColorizeDataset(BaseWrapperDataset): """Adds 'colors' property to net input that is...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/colorize_dataset.py
# 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 . import FairseqDataset class RawLabelDataset(FairseqDataset): def __init__(self, labels): super().__init__()...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/raw_label_dataset.py
# 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 . import BaseWrapperDataset class ListDataset(BaseWrapperDataset): def __init__(self, dataset, sizes=None): super().__init_...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/list_dataset.py
# 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 from collections import OrderedDict from typing import Dict, Sequence import numpy as np from . import FairseqDataset, Langua...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/round_robin_zip_datasets.py
# 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 itertools import logging import math import operator import os import queue import time from threading import Thread import numpy as n...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/iterators.py
# 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 subprocess import json import tempfile import hashlib from typing import Hashable try: import pyarrow.plasma as plasma PYARR...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/plasma_utils.py
# 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 numpy as np from fairseq.data import BaseWrapperDataset, plasma_utils logger = logging.getLogger(__name__) class Re...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/resampling_dataset.py
# 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 numpy as np import torch from fairseq.data import FairseqDataset, data_utils logger = logging.getLogger(__name__) d...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/language_pair_dataset.py
# 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 torch from . import BaseWrapperDataset class AppendTokenDataset(BaseWrapperDataset): def __init__(self, datas...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/append_token_dataset.py
# 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 fairseq.data import data_utils from . import BaseWrapperDataset class PadDataset(BaseWrapperDataset): def __init__(self, dataset, ...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/pad_dataset.py
# 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 shutil import struct from functools import lru_cache import numpy as np import torch from fairseq.dataclass.constants import DATASET_I...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/indexed_dataset.py
# 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 . import BaseWrapperDataset class RollDataset(BaseWrapperDataset): def __init__(self, dataset, shifts): super...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/roll_dataset.py
# 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 collections import Counter from multiprocessing import Pool import torch from fairseq import utils from fairseq.data import da...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/dictionary.py
# 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 numpy as np import torch.utils.data from fairseq.data import data_utils logger = logging.getLogger(__name__) class Ep...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/fairseq_dataset.py
# 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 torch from typing import Dict from fairseq.data.monolingual_dataset import MonolingualDataset from . import Fairse...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/lm_context_window_dataset.py
# 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 torch from torch.utils.data.dataloader import default_collate from fairseq.data import ConcatDataset logger = logging...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/transform_eos_concat_langpair_dataset.py
# 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.nn.functional as F from fairseq.data import BaseWrapperDataset from fairseq.data.data_utils import get_buckets, get_bucketed_size...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/bucket_pad_length_dataset.py
# 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 torch from fairseq.data import FairseqDataset, plasma_utils from fairseq.data.indexed_dataset import best_fitting_in...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/token_block_dataset.py
# 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 typing import Optional import torch from . import FairseqDataset class TransformEosLangPairDataset(FairseqDataset): """A :class:...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/transform_eos_lang_pair_dataset.py
# 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 . import BaseWrapperDataset, data_utils from fairseq.data.text_compressor import TextCompressor, TextCompressionLevel cla...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/add_target_dataset.py
# 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 fairseq.data import Dictionary class MaskedLMDictionary(Dictionary): """ Dictionary for Masked Language Modelling tasks. This e...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/legacy/masked_lm_dictionary.py
# 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 math import numpy as np import torch from fairseq.data import FairseqDataset class BlockPairDataset(FairseqDataset): """Break a ...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/legacy/block_pair_dataset.py
# 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 .block_pair_dataset import BlockPairDataset from .masked_lm_dataset import MaskedLMDataset from .masked_lm_dictionary import BertDictiona...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/legacy/__init__.py
# 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 math from typing import Dict, List, Tuple import numpy as np import torch from fairseq.data import Dictionary, FairseqDataset, data_ut...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/legacy/masked_lm_dataset.py
# 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 hashlib import logging import math import numpy as np from fairseq.data import SampledMultiDataset from .sampled_multi_dataset import...
KosmosX-API-main
kosmosX/fairseq/fairseq/data/multilingual/sampled_multi_epoch_dataset.py