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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 from collections import OrderedDict from torch.utils.data import Dataset from torch.utils.data.dataloader import default_collat...
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exa/libraries/fairseq/examples/MMPT/mmpt/datasets/mmdataset.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 random import numpy as np import torch from .shardedtensor import * from .load_config import * def set_seed(seed=43211): random.s...
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exa/libraries/fairseq/examples/MMPT/mmpt/utils/__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 os import omegaconf from omegaconf import OmegaConf def load_config(args=None, config_file=None, overwrite_fairseq=False): """TODO...
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exa/libraries/fairseq/examples/MMPT/mmpt/utils/load_config.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 pickle import numpy as np class ShardedTensor(object): def __init__(self, data, starts): self.data = data ...
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exa/libraries/fairseq/examples/MMPT/mmpt/utils/shardedtensor.py
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a cop...
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exa/libraries/fairseq/examples/MMPT/mmpt/models/transformermodel.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 .mmfusion import * from .transformermodel import * from .mmfusionnlg import * try: from .fairseqmmmodel import * except ImportError: ...
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exa/libraries/fairseq/examples/MMPT/mmpt/models/__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 fairseq.models import ( BaseFairseqModel, register_model, register_model_architecture ) @register_model("mmmodel") class Fa...
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exa/libraries/fairseq/examples/MMPT/mmpt/models/fairseqmmmodel.py
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors, Facebook AI Research authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the L...
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exa/libraries/fairseq/examples/MMPT/mmpt/models/mmfusionnlg.py
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a cop...
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exa/libraries/fairseq/examples/MMPT/mmpt/models/mmfusion.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 random import json import numpy as np import torch import pickle import math from tqdm import tqdm class Predictor(object):...
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exa/libraries/fairseq/examples/MMPT/mmpt/evaluators/predictor.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 .metric import * from .evaluator import * # experimental. try: from .expmetric import * except ImportError: pass
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exa/libraries/fairseq/examples/MMPT/mmpt/evaluators/__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 numpy as np import json class Metric(object): def __init__(self, config, metric_names): self.metric_names = metric_names ...
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exa/libraries/fairseq/examples/MMPT/mmpt/evaluators/metric.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 glob import numpy as np from . import metric as metric_path from . import predictor as predictor_path class Evaluator(objec...
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exa/libraries/fairseq/examples/MMPT/mmpt/evaluators/evaluator.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 random import json import pickle from tqdm import tqdm import os import numpy as np class CaptionDedupProcessor(object): """remov...
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exa/libraries/fairseq/examples/MMPT/mmpt/processors/dedupprocessor.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 .how2processor import ( ShardedHow2MetaProcessor, ShardedVideoProcessor, ShardedTextProcessor, VariedLenAligner, Over...
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exa/libraries/fairseq/examples/MMPT/mmpt/processors/how2retriprocessor.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 .processor import * from .how2processor import * from .how2retriprocessor import * from .dsprocessor import * try: from .rawvideopr...
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exa/libraries/fairseq/examples/MMPT/mmpt/processors/__init__.py
# Copyright (c) Facebook, Inc. All Rights Reserved import numpy as np import os import torch class Processor(object): """ A generic processor for video (codec, feature etc.) and text. """ def __call__(self, **kwargs): raise NotImplementedError class MetaProcessor(Processor): """ A ...
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exa/libraries/fairseq/examples/MMPT/mmpt/processors/processor.py
# Copyright (c) Facebook, Inc. All Rights Reserved """ Processors for all downstream (ds) tasks. """ import json import os import pickle import random import math import numpy as np import torch from collections import defaultdict from .processor import ( MetaProcessor, VideoProcessor, TextProcessor, ...
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exa/libraries/fairseq/examples/MMPT/mmpt/processors/dsprocessor.py
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a cop...
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exa/libraries/fairseq/examples/MMPT/mmpt/processors/how2processor.py
# This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. """Contains a PyTorch definition for Gated Separable 3D network (S3D-G) with a text module for computing joint text-video embedding from raw text and video input. The following code will enable y...
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exa/libraries/fairseq/examples/MMPT/mmpt/processors/models/s3dg.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 numpy as np import pickle import time try: import faiss except ImportError: pass from collections import defaultdict...
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exa/libraries/fairseq/examples/MMPT/mmpt/modules/retri.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 .mm import * try: from .expmm import * except ImportError: pass
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exa/libraries/fairseq/examples/MMPT/mmpt/modules/__init__.py
# Copyright (c) Facebook, Inc. All Rights Reserved import torch import os import numpy as np import pickle from . import retri from ..utils import get_local_rank class VectorPool(object): """ Base class of retrieval space. """ def __init__(self, config): from transformers import AutoConfig ...
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exa/libraries/fairseq/examples/MMPT/mmpt/modules/vectorpool.py
# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a cop...
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exa/libraries/fairseq/examples/MMPT/mmpt/modules/mm.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 os import pickle from mmpt.utils import ShardedTensor class Shard(object): def __init__( self, ...
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exa/libraries/fairseq/examples/MMPT/scripts/video_feature_extractor/shard_feature.py
# Copyright Howto100M authors. # Copyright (c) Facebook, Inc. All Rights Reserved import torch as th import pandas as pd import os import numpy as np import ffmpeg import random from torch.utils.data import Dataset class VideoLoader(Dataset): """modified from how2's video_feature_extractor.""" def __init__(...
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exa/libraries/fairseq/examples/MMPT/scripts/video_feature_extractor/videoreader.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 urllib.parse import json import pandas as pd from tqdm import tqdm # TODO: extending to other datasets. supported_formats =...
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exa/libraries/fairseq/examples/MMPT/scripts/video_feature_extractor/pathbuilder.py
# Copyright (c) Howto100M authors and Facebook, Inc. All Rights Reserved import torch as th from torch import nn class GlobalAvgPool(nn.Module): def __init__(self): super(GlobalAvgPool, self).__init__() def forward(self, x): return th.mean(x, dim=[-2, -1]) def get_model(args): assert ...
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exa/libraries/fairseq/examples/MMPT/scripts/video_feature_extractor/model.py
# Copyright Howto100m authors. # Copyright (c) Facebook, Inc. All Rights Reserved import torch as th class Normalize(object): def __init__(self, mean, std): self.mean = th.FloatTensor(mean).view(1, 3, 1, 1) self.std = th.FloatTensor(std).view(1, 3, 1, 1) def __call__(self, tensor): t...
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exa/libraries/fairseq/examples/MMPT/scripts/video_feature_extractor/preprocessing.py
# Copyright Howto100M authors. # Copyright (c) Facebook, Inc. All Rights Reserved import torch as th import torch.nn.functional as F import math import numpy as np import argparse from torch.utils.data import DataLoader from model import get_model from preprocessing import Preprocessing from random_sequence_shuffler ...
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exa/libraries/fairseq/examples/MMPT/scripts/video_feature_extractor/extract.py
# Copyright (c) Facebook, Inc. All Rights Reserved import numpy as np from torch.utils.data.sampler import Sampler class RandomSequenceSampler(Sampler): def __init__(self, n_sample, seq_len): self.n_sample = n_sample self.seq_len = seq_len def _pad_ind(self, ind): zeros = np.zeros(...
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exa/libraries/fairseq/examples/MMPT/scripts/video_feature_extractor/random_sequence_shuffler.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 pickle import os import argparse import numpy as np from torch.utils.data import Dataset, DataLoader from mmpt.processors import PKLJS...
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exa/libraries/fairseq/examples/MMPT/scripts/text_token_extractor/pretokenization.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 glob import argparse import pprint import omegaconf from omegaconf import OmegaConf from torch.utils.data import DataLoader ...
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exa/libraries/fairseq/examples/MMPT/mmpt_cli/predict.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 mmpt.utils import recursive_config class BaseJob(object): def __init__(self, yaml_file, dryrun=False): self.yaml_...
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exa/libraries/fairseq/examples/MMPT/mmpt_cli/localjob.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 rxf_src # noqa
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exa/libraries/fairseq/examples/rxf/__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 . import label_smoothed_cross_entropy_r3f, sentence_prediction_r3f # noqa
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exa/libraries/fairseq/examples/rxf/rxf_src/__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 import torch import torch.nn.functional as F from fairseq import utils from fairseq.criterions import FairseqCriterion, register_...
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exa/libraries/fairseq/examples/rxf/rxf_src/sentence_prediction_r3f.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 import torch.nn.functional as F from fairseq import utils from fairseq.logging import metrics from fairseq.criterion...
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exa/libraries/fairseq/examples/rxf/rxf_src/label_smoothed_cross_entropy_r3f.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 transformer_xl_model, truncated_bptt_lm_task # noqa
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exa/libraries/fairseq/examples/truncated_bptt/__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 logging import os from dataclasses import dataclass, field from typing import List, Optional, Tuple import torch from fairseq import u...
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exa/libraries/fairseq/examples/truncated_bptt/truncated_bptt_lm_task.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 dataclasses import dataclass, field from typing import Dict, List, Optional import torch from fairseq.dataclass import Fa...
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exa/libraries/fairseq/examples/truncated_bptt/transformer_xl_model.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 tasks, criterions, models # noqa
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exa/libraries/fairseq/examples/speech_text_joint_to_text/__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 logging import os from argparse import Namespace from pathlib import Path import torch from fairseq.data import ( encoders, Dic...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/tasks/speech_text_joint.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 importlib import os
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exa/libraries/fairseq/examples/speech_text_joint_to_text/tasks/__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 logging import os import re from argparse import Namespace from pathlib import Path from fairseq.data import ConcatDataset, Dictionary,...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/tasks/speech_text_denoise_pretrain.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 os import re import numpy as np import torch from examples.speech_text_joint_to_text.data.pair_denois...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/tasks/pair_denoising.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 namedtuple import torch import torch.nn as nn from fairseq import checkpoint_utils from fairseq import...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/models/s2t_dualinputtransformer.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, namedtuple import torch.nn as nn from fairseq import checkpoint_utils, utils from fairse...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/models/s2t_dualinputwavtransformer.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 importlib import os
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exa/libraries/fairseq/examples/speech_text_joint_to_text/models/__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 copy import torch.nn as nn from fairseq import checkpoint_utils from fairseq import utils from fairseq.data.data_utils import lengths_...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/models/s2t_dualinputxmtransformer.py
#!/usr/bin/env python3 import logging from collections import OrderedDict, namedtuple from typing import Dict, Optional import torch import torch.nn as nn import torch.nn.functional as F from torch import Tensor from fairseq import checkpoint_utils, utils from fairseq.file_io import PathManager from fairseq.models i...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/models/joint_speech_text_pretrain_transformer.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. import argparse import re from collections import OrderedDict import torch from fairseq.file_io import PathManager ...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/scripts/convert_model.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 argparse import itertools import logging import re import time from g2p_en import G2p logger = logging.getLogger(__name__) FAIL_SENT...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/scripts/g2p_encode.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 copy import math import re import torch from fairseq.data import data_utils from fairseq.data.language_pair_dataset import LanguagePa...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/data/pair_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. import torch from fairseq import utils from fairseq.criterions import register_criterion from fairseq.criterions.label_smoothed_cross_entropy ...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/criterions/multi_modality_cross_entropy.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 import torch.nn.functional as F from fairseq import utils from fairseq.criterions import FairseqCriterion, register_c...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/criterions/text_guide_cross_entropy_acc.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 importlib import os for file in os.listdir(os.path.dirname(__file__)): if file.endswith(".py") and not file.startswith("_"): ...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/criterions/__init__.py
# # 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 dataclasses import dataclass, field from fairseq import utils from fairseq.logging import metrics from fairseq.criterions import FairseqCriterion, register_crite...
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exa/libraries/fairseq/examples/speech_text_joint_to_text/criterions/multi_modality_compound.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.optim.amp_optimizer import AMPOptimizer from fairseq.tasks import register_task from fairseq.tasks.speech_to_text im...
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exa/libraries/fairseq/examples/attention_head_selection/src/speech_to_text_head_selection.py
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exa/libraries/fairseq/examples/attention_head_selection/src/__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 import torch from torch.nn.modules.loss import _Loss class HeadSelectionLoss(_Loss): def __init__(self, args): sup...
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exa/libraries/fairseq/examples/attention_head_selection/src/loss/attention_head_selection.py
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exa/libraries/fairseq/examples/attention_head_selection/src/loss/__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 logging from typing import Dict, List, Optional from pathlib import Path import torch.nn as nn from torch import Tensor from fairseq im...
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exa/libraries/fairseq/examples/attention_head_selection/src/models/head_selection_s2t_transformer.py
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exa/libraries/fairseq/examples/attention_head_selection/src/models/__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 typing import Any, List, Dict, Optional import torch import torch.nn as nn from torch import Tensor from fairseq.utils import safe_hasat...
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exa/libraries/fairseq/examples/attention_head_selection/src/models/head_selection_transformer.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, Tuple import torch from torch import Tensor from torch.nn.functional import ( linear, softmax, dropout, pad, ...
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exa/libraries/fairseq/examples/attention_head_selection/src/modules/multihead_functional.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 Dict, Optional, Tuple import torch from fairseq import utils from fairseq.modules.quant_noise import quant_noise from torch...
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exa/libraries/fairseq/examples/attention_head_selection/src/modules/multihead_attention_selection.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.utils import safe_getattr from fairseq.modules import TransformerEncoderLayer, TransformerDecoderLayer from ..modules.multihead_a...
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exa/libraries/fairseq/examples/attention_head_selection/src/modules/head_selection_transformer_layer.py
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exa/libraries/fairseq/examples/attention_head_selection/src/modules/__init__.py
# 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 math class AttnHeadSelector(nn.Module): """ Latent variable modeling of attention head selection """ def __init__( self, num_ta...
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exa/libraries/fairseq/examples/attention_head_selection/src/modules/attn_head_selector.py
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exa/libraries/fairseq/examples/attention_head_selection/src/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 logging from pathlib import Path from typing import Dict, List, Optional from dataclasses import dataclass import torch from fairseq.d...
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exa/libraries/fairseq/examples/attention_head_selection/src/data/speech_to_text_dataset_with_domain.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. """ Helper script to pre-compute embeddings for a flashlight (previously called wav2letter++) dataset """ import argpa...
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exa/libraries/fairseq/examples/wav2vec/wav2vec_featurize.py
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exa/libraries/fairseq/examples/wav2vec/__init__.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. """ Data pre-processing: build vocabularies and binarize training data. """ import argparse import glob import os impor...
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exa/libraries/fairseq/examples/wav2vec/wav2vec_manifest.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. """ Helper script to pre-compute embeddings for a flashlight (previously called wav2letter++) dataset """ import argpa...
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exa/libraries/fairseq/examples/wav2vec/libri_labels.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. """ Helper script to pre-compute embeddings for a flashlight (previously called wav2letter++) dataset """ import argpa...
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exa/libraries/fairseq/examples/wav2vec/vq-wav2vec_featurize.py
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exa/libraries/fairseq/examples/wav2vec/unsupervised/__init__.py
#!/usr/bin/env python3 -u # 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. """ Run inference for pre-processed data with a trained model. """ import ast from collections import namedtuple fr...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/w2vu_generate.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 .unpaired_audio_text import UnpairedAudioText __all__ = [ "UnpairedAudioText", ]
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/tasks/__init__.py
# Copyright (c) 2017-present, Facebook, Inc. # All rights reserved. # # This source code is licensed under the license found in the LICENSE file in # the root directory of this source tree. An additional grant of patent rights # can be found in the PATENTS file in the same directory. from dataclasses import dataclass,...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/tasks/unpaired_audio_text.py
import kaldi_io import numpy as np import os def get_parser(): import argparse parser = argparse.ArgumentParser() parser.add_argument("w2v_dir", help="wav2vec feature and text directory") parser.add_argument("tar_root", help="output data directory in kaldi's format") parser.add_argument("split", h...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/kaldi_self_train/st/local/prepare_data_from_w2v.py
""" Implement unsupervised metric for decoding hyperparameter selection: $$ alpha * LM_PPL + ViterbitUER(%) * 100 $$ """ import argparse import logging import math import sys import kenlm import editdistance from g2p_en import G2p logging.root.setLevel(logging.INFO) logging.basicConfig(stream=sys.stdout, level=lo...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/kaldi_self_train/st/local/unsup_select.py
import sys for idx, line in enumerate(sys.stdin): print(f"utt{idx:010d} {line}", end='')
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/kaldi_self_train/st/local/copy_aligned_text.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 dataclasses import dataclass from enum import Enum, auto import math import numpy as np from typing import Tuple, List, Optional, Dict i...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/models/wav2vec_u.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 .wav2vec_u import Wav2vec_U __all__ = [ "Wav2vec_U", ]
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/models/__init__.py
#!/usr/bin/env python3 -u # 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 sys from copy import deepcopy from scipy.signal import lfilter import numpy as np from tqdm...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/vads.py
#!/usr/bin/env python3 -u # 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 os import os.path as osp import numpy as np import tqdm import torch import sys import faiss...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/wav2vec_apply_cluster_faiss.py
#!/usr/bin/env python3 -u # 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 gc import os import os.path as osp import random import numpy as np import tqdm import torch ...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/wav2vec_cluster_faiss.py
#!/usr/bin/env python3 -u # 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 argparse import sys parser = argparse.ArgumentParser() parser.add_argument("--tsv", required=True...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/filter_tsv.py
#!/usr/bin/env python3 -u # 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 os import os.path as osp import numpy as np import tqdm import torch import random from shuti...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/merge_clusters.py
#!/usr/bin/env python3 -u # 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 def main(): for line in sys.stdin: print(line.replace(" ", "").replace("|", " ").strip()) ...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/ltr_to_wrd.py
#!/usr/bin/env python3 -u # 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 numpy as np import sys def get_parser(): parser = argparse.ArgumentParser( desc...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/phonemize_with_sil.py
#!/usr/bin/env python3 -u # 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 os import os.path as osp import math import numpy as np import tqdm import torch import torch...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/mean_pool.py
#!/usr/bin/env python3 -u # 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 def main(): for line in sys.stdin: print(" ".join(list(line.strip().replace(" ", "|"))) + "...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/wrd_to_ltr.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. import regex import sys def main(): filter_r = regex.compile(r"[^\p{L}\p{N}\p{M}\' \-]") for line in sys.std...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/normalize_text.py
#!/usr/bin/env python3 -u # 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. """ Implement unsupervised metric for decoding hyperparameter selection: $$ alpha * LM_PPL + ViterbitUER(%) * 10...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/wer.py
#!/usr/bin/env python3 -u # 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 for idx, line in enumerate(sys.stdin): print(f"utt{idx:010d} {line}", end="")
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/copy_labels.py
#!/usr/bin/env python3 -u # 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 os import os.path as osp import numpy as np import faiss def get_parser(): parser = a...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/pca.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. import argparse import fasttext as ft import os import regex import sys def get_parser(): parser = argparse.Argum...
EXA-1-master
exa/libraries/fairseq/examples/wav2vec/unsupervised/scripts/normalize_and_filter_text.py