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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 math import torch import torch.nn.functional as F from fairseq import metrics, utils from fairseq.criterions import FairseqCriterion, ...
data2vec_vision-main
deltalm/src/fairseq/criterions/sentence_prediction.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 metrics, modules, utils from fairseq.criterions import FairseqCr...
data2vec_vision-main
deltalm/src/fairseq/criterions/masked_lm.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 metrics, utils from fairseq.criterions import FairseqCriterion, ...
data2vec_vision-main
deltalm/src/fairseq/criterions/sentence_ranking.py
#!/usr/bin/env python3 # -*- coding: utf-8 -*- # # fairseq documentation build configuration file, created by # sphinx-quickstart on Fri Aug 17 21:45:30 2018. # # This file is execfile()d with the current directory set to its # containing dir. # # Note that not all possible configuration values are present in this # au...
data2vec_vision-main
deltalm/src/docs/conf.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 logging import os import sys from fairseq.dataclass.initialize import hydra_init from fairseq_cli.train impo...
data2vec_vision-main
deltalm/src/fairseq_cli/hydra_train.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 logging import os import shutil impo...
data2vec_vision-main
deltalm/src/fairseq_cli/preprocess.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. """ Translate pre-processed data with a trained model. """ import ast import logging import math import os import sy...
data2vec_vision-main
deltalm/src/fairseq_cli/generate.py
data2vec_vision-main
deltalm/src/fairseq_cli/__init__.py
#!/usr/bin/env python3 -u # !/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 logging import os import sys from argparse import Namespace from itertools import ...
data2vec_vision-main
deltalm/src/fairseq_cli/validate.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. """ Translate raw text with a trained model. Batches data on-the-fly. """ import ast import fileinput import logging...
data2vec_vision-main
deltalm/src/fairseq_cli/interactive.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. """ Train a new model on one or across multiple GPUs. """ import argparse import logging import math import os impor...
data2vec_vision-main
deltalm/src/fairseq_cli/train.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. """ Evaluate the perplexity of a trained language model. """ import logging import math import os from argparse imp...
data2vec_vision-main
deltalm/src/fairseq_cli/eval_lm.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. """ BLEU scoring of generated translations against reference translations. """ import argparse import os import sys fr...
data2vec_vision-main
deltalm/src/fairseq_cli/score.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 fairseq.version import __version__ # noqa except ImportError: pass
data2vec_vision-main
deltalm/src/examples/__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 multiprocessing import Pool import numpy as np from fairseq import options from fairseq.data import dictionary from fairseq....
data2vec_vision-main
deltalm/src/examples/noisychannel/rerank.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 import options def get_reranking_parser(default_task="translation"): parser = options.get_parser("Generation and reranking"...
data2vec_vision-main
deltalm/src/examples/noisychannel/rerank_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. import argparse import random import numpy as np from fairseq import options from examples.noisychannel import rerank, rerank_options def ...
data2vec_vision-main
deltalm/src/examples/noisychannel/rerank_tune.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 .rerank_options import * # noqa
data2vec_vision-main
deltalm/src/examples/noisychannel/__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. """ Generate n-best translations using a trained model. """ import os import subprocess from contextlib import redi...
data2vec_vision-main
deltalm/src/examples/noisychannel/rerank_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. import math import os import re import subprocess from contextlib import redirect_stdout from fairseq import options from fairseq_cli import ...
data2vec_vision-main
deltalm/src/examples/noisychannel/rerank_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 os from fairseq import options from examples.noisychannel import rerank_options, rerank_utils def score_lm(args): using_nbest =...
data2vec_vision-main
deltalm/src/examples/noisychannel/rerank_score_lm.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 contextlib import redirect_stdout from fairseq import options from fairseq_cli import generate from examples.noisychannel imp...
data2vec_vision-main
deltalm/src/examples/noisychannel/rerank_score_bw.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 from itertools import zip_longest def replace_oovs(source_in, target_in, vocabulary, source_out, targ...
data2vec_vision-main
deltalm/src/examples/pointer_generator/preprocess.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 import sys class OOVIndexError(IndexError): def __init__(self, pos, source_seq, target_...
data2vec_vision-main
deltalm/src/examples/pointer_generator/postprocess.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 Any, Dict, Optional import torch import torch.nn as nn from fairseq import metrics, utils from fairseq.mode...
data2vec_vision-main
deltalm/src/examples/pointer_generator/pointer_generator_src/transformer_pg.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_pg # noqa
data2vec_vision-main
deltalm/src/examples/pointer_generator/pointer_generator_src/__init__.py
#!/usr/bin/env python # 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 fileinput from tqdm import tqdm def main(): parser = argparse.ArgumentParser( desc...
data2vec_vision-main
deltalm/src/examples/backtranslation/extract_bt_data.py
#!/usr/bin/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 fileinput import hashlib import sys from multiprocessing import Pool def get_hashes_and_lines(raw_...
data2vec_vision-main
deltalm/src/examples/backtranslation/deduplicate_lines.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 csv import logging import os import os.path as op import shutil from tempfile import NamedTempor...
data2vec_vision-main
deltalm/src/examples/speech_to_text/prep_covost_data.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 logging import os import os.path as op import shutil from itertools import groupby from tempfile...
data2vec_vision-main
deltalm/src/examples/speech_to_text/prep_mustc_data.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 csv import os import os.path as op import zipfile from functools import reduce from glob import glob from multip...
data2vec_vision-main
deltalm/src/examples/speech_to_text/data_utils.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 logging import os import os.path as op import shutil from tempfile import NamedTemporaryFile im...
data2vec_vision-main
deltalm/src/examples/speech_to_text/prep_librispeech_data.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. # Use: echo {text} | python tokenize_indic.py {language} import sys from indicnlp.normalize.indic_normalize import In...
data2vec_vision-main
deltalm/src/examples/m2m_100/tokenizers/tokenize_indic.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 sys from pythainlp import word_tokenize for line in sys.stdin: print(" ".join(word_tokenize(line.strip())...
data2vec_vision-main
deltalm/src/examples/m2m_100/tokenizers/tokenize_thai.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 fileinput import sacrebleu for line in fileinput.input(): print(sacrebleu.tokenize_zh(line))
data2vec_vision-main
deltalm/src/examples/m2m_100/tokenizers/tokenize_zh.py
import argparse from collections import namedtuple import os DATADIR = "/path/to/train_data" DEDUP_FROM_DIR = "/path/to/eval/data" OUTPUT_DIR = "/path/to/output/data" def main(args): languages = set() for language_directory in os.listdir(DATADIR): if "_" in language_directory: src, tgt = ...
data2vec_vision-main
deltalm/src/examples/m2m_100/process_data/dedup_data.py
import gzip import argparse from string import punctuation def len_no_punc(s, punc): return len([ch for ch in s if ch in punc]) def filter_overpunc(len_npunc, len_sen): return len_npunc < 0.5*len_sen def main(args): punc = punctuation + "—|–" print('Processing file {}'.format(args.input)) with gz...
data2vec_vision-main
deltalm/src/examples/m2m_100/process_data/remove_too_much_punc.py
import argparse parser = argparse.ArgumentParser() parser.add_argument('--src', type=str, help='Source language') parser.add_argument('--tgt', type=str, help='Target language') parser.add_argument('--src-file', type=str, help='Input source file') parser.add_argument('--tgt-file', type=str, help='Input target file') pa...
data2vec_vision-main
deltalm/src/examples/m2m_100/process_data/clean_histogram.py
#!/usr/bin/env python3 -u import argparse import fileinput import logging import os import sys from fairseq.models.transformer import TransformerModel logging.getLogger().setLevel(logging.INFO) def main(): parser = argparse.ArgumentParser(description="") parser.add_argument("--en2fr", required=True, help=...
data2vec_vision-main
deltalm/src/examples/paraphraser/paraphrase.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 sys import numpy as np aggregate_funcs = { "std": np.std, "var": np.var, "median": np.median, "mean"...
data2vec_vision-main
deltalm/src/examples/unsupervised_quality_estimation/aggregate_scores.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 sys def _normalize_spaces(line): return " ".join(line.split()) def main(): parser = argparse.ArgumentParser...
data2vec_vision-main
deltalm/src/examples/unsupervised_quality_estimation/repeat_lines.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 math import os import subprocess import sys import tempfile from collections import defaultdict from itertools import c...
data2vec_vision-main
deltalm/src/examples/unsupervised_quality_estimation/meteor.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 criterions, eval, models # noqa
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/__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 def exclusive_cumprod(tensor, dim: int, eps: float = 1e-10): """ Implementing exclusive cumprod. There is cumprod i...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/utils/functions.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 LatencyMetric(object): @staticmethod def length_from_padding_mask(padding_mask, batch_first: bool = False): ...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/utils/latency.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 # automatically import any Python files in the criterions/ directory for file in os.listdir(os.path.dirname(__fil...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/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 torch import torch.nn as nn import torch.nn.functional as F from examples.simultaneous_translation.modules.monotonic_transformer_layer ...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/models/transformer_monotonic_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 importlib import os for file in os.listdir(os.path.dirname(__file__)): if file.endswith(".py") and not file.startswith("_"): ...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/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 argparse import json import sys from scorers import build_scorer from tornado import ioloop, web DEFAULT_HOSTNAME = "localhost" DEFAU...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/server.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 json import torch from examples.simultaneous_translation.utils.latency import LatencyInference LATENCY_METRICS = [ ...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/eval_latency.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 requests from scorers import build_scorer class SimulSTEvaluationService(object): DEFAULT_HOSTNAME =...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/client.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.
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/__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 argparse from agents import build_agent from client import SimulSTEvaluationService, SimulSTLocalEvaluationService from fairseq.regist...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/evaluate.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. class SubwordSplitter(object): def process_line(self, string): raise NotImplementedError def split(self, string): ra...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/agents/word_splitter.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 from fairseq import registry build_agent, register_agent, MONOTONIC_AGENT, _ = registry.setup_registry( "--a...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/agents/__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 DEFAULT_EOS, GET, register_agent from .simul_trans_agent import SimulTransAgent from .word_splitter import SPLITTER_DICT @regi...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/agents/simul_trans_text_agent.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 time from functools import partial from multiprocessing.pool import ThreadPool as Pool from . import DEFAULT_EOS, GET, SEND class Ag...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/agents/agent.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 json import os from fairseq import checkpoint_utils, tasks, utils from . import DEFAULT_EOS, GET, SEND from .agent import Agent cla...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/agents/simul_trans_agent.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 from fairseq import registry (build_scorer, register_scorer, SCORER_REGISTRIES, _) = registry.setup_registry( ...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/scorers/__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 register_scorer from .scorer import SimulScorer @register_scorer("text") class SimulTextScorer(SimulScorer): def __init__(...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/scorers/text_scorer.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 json import os from collections import defaultdict from examples.simultaneous_translation.eval.eval_latency import LatencyScorer from ...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/eval/scorers/scorer.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.modules import LayerNorm, TransformerDecoderLayer, TransformerEncoderLayer from . import build_monotonic_attention class Trans...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/modules/monotonic_transformer_layer.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 as nn import torch.nn.functional as F from examples.simultaneous_translation.utils.functions import ...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/modules/monotonic_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 importlib import os from fairseq import registry ( build_monotonic_attention, register_monotonic_attention, MONOTONIC_AT...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/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 importlib import os for file in os.listdir(os.path.dirname(__file__)): if file.endswith(".py") and not file.startswith("_"): ...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/criterions/__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 examples.simultaneous_translation.utils.latency import LatencyTraining from fairseq.criterions import register_criterion from fairseq.cri...
data2vec_vision-main
deltalm/src/examples/simultaneous_translation/criterions/label_smoothed_cross_entropy_latency_augmented.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 .models import linformer_roberta # noqa
data2vec_vision-main
deltalm/src/examples/linformer/linformer_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. """ Linformer: Self-Attention with Linear Complexity """ import logging from fairseq.models import register_model, register_model_architectur...
data2vec_vision-main
deltalm/src/examples/linformer/linformer_src/models/linformer_roberta.py
data2vec_vision-main
deltalm/src/examples/linformer/linformer_src/models/__init__.py
data2vec_vision-main
deltalm/src/examples/linformer/linformer_src/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 math from typing import Dict, Optional, Tuple import torch import torch.nn.functional as F from fairseq import utils from fairseq.incr...
data2vec_vision-main
deltalm/src/examples/linformer/linformer_src/modules/multihead_linear_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 math import torch.nn as nn from fairseq.modules import TransformerSentenceEncoder from .linformer_sentence_encoder_layer import Linfo...
data2vec_vision-main
deltalm/src/examples/linformer/linformer_src/modules/linformer_sentence_encoder.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 Callable from fairseq.modules import TransformerSentenceEncoderLayer from .multihead_linear_attention import MultiheadLin...
data2vec_vision-main
deltalm/src/examples/linformer/linformer_src/modules/linformer_sentence_encoder_layer.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.tasks import register_task from fairseq.tasks.multilingual_translation import MultilingualTranslationTask from .loss.latent_dept...
data2vec_vision-main
deltalm/src/examples/latent_depth/latent_depth_src/multilingual_translation_latent_depth.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 multilingual_translation_latent_depth # noqa from .loss import latent_depth # noqa from .models import latent_multilingual_tra...
data2vec_vision-main
deltalm/src/examples/latent_depth/latent_depth_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 LatentLayersKLLoss(_Loss): def __init__(self, args): sup...
data2vec_vision-main
deltalm/src/examples/latent_depth/latent_depth_src/loss/latent_depth.py
data2vec_vision-main
deltalm/src/examples/latent_depth/latent_depth_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. from fairseq.models import register_model, register_model_architecture from fairseq.models.multilingual_transformer import MultilingualTransfo...
data2vec_vision-main
deltalm/src/examples/latent_depth/latent_depth_src/models/latent_multilingual_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 Any, Dict, Optional import torch.nn as nn from fairseq.models.fairseq_encoder import EncoderOut from fairseq.models.transf...
data2vec_vision-main
deltalm/src/examples/latent_depth/latent_depth_src/models/latent_transformer.py
data2vec_vision-main
deltalm/src/examples/latent_depth/latent_depth_src/models/__init__.py
data2vec_vision-main
deltalm/src/examples/latent_depth/latent_depth_src/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 class LayerSelect(nn.Module): """Compute samples (from a Gumbel-Sigmoid distribution) which is used a...
data2vec_vision-main
deltalm/src/examples/latent_depth/latent_depth_src/modules/latent_layers.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. """ Scoring script for computing pairwise BLEU and multi-ref BLEU over a set of candidate hypotheses. See `"Mixture Mod...
data2vec_vision-main
deltalm/src/examples/translation_moe/score.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 class MeanPoolGatingNetwork(torch.nn.Module): """A simple mean-pooling gating network for s...
data2vec_vision-main
deltalm/src/examples/translation_moe/translation_moe_src/mean_pool_gating_network.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 translation_moe # noqa
data2vec_vision-main
deltalm/src/examples/translation_moe/translation_moe_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 torch class LogSumExpMoE(torch.autograd.Function): """Standard LogSumExp forward pass, but use *posterior* for the backward. ...
data2vec_vision-main
deltalm/src/examples/translation_moe/translation_moe_src/logsumexp_moe.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 metrics, utils from fairseq.tasks import register_task from fairseq.tasks.translation import TranslationTask ...
data2vec_vision-main
deltalm/src/examples/translation_moe/translation_moe_src/translation_moe.py
from . import criterions, models, tasks # noqa
data2vec_vision-main
deltalm/src/examples/speech_recognition/__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. """ Wav2letter decoders. """ import gc import itertools as it import os.path as osp import warnings from collections ...
data2vec_vision-main
deltalm/src/examples/speech_recognition/w2l_decoder.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 import logging import math import os ...
data2vec_vision-main
deltalm/src/examples/speech_recognition/infer.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 json import os import re import sys import torch from examples.speech_recognition.data import AsrDataset from examples.speech_recognit...
data2vec_vision-main
deltalm/src/examples/speech_recognition/tasks/speech_recognition.py
import importlib import os for file in os.listdir(os.path.dirname(__file__)): if file.endswith(".py") and not file.startswith("_"): task_name = file[: file.find(".py")] importlib.import_module("examples.speech_recognition.tasks." + task_name)
data2vec_vision-main
deltalm/src/examples/speech_recognition/tasks/__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. from __future__ import absolute_import, division, print_function, unicode_literals import argparse import concurrent.f...
data2vec_vision-main
deltalm/src/examples/speech_recognition/datasets/asr_prep_json.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 __future__ import absolute_import, division, print_function, unicode_literals import re from collections import ...
data2vec_vision-main
deltalm/src/examples/speech_recognition/utils/wer_utils.py
import importlib import os for file in os.listdir(os.path.dirname(__file__)): if file.endswith(".py") and not file.startswith("_"): model_name = file[: file.find(".py")] importlib.import_module("examples.speech_recognition.models." + model_name)
data2vec_vision-main
deltalm/src/examples/speech_recognition/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 argparse import math from collections.abc import Iterable import torch import torch.nn as nn from examples.speech_recognition.data.dat...
data2vec_vision-main
deltalm/src/examples/speech_recognition/models/vggtransformer.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 math import torch import torch.nn as nn import torch.nn.functional as F from fairseq.models import ( Fairs...
data2vec_vision-main
deltalm/src/examples/speech_recognition/models/w2l_conv_glu_enc.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. """ Replabel transforms for use with wav2letter's ASG criterion. """ def replabel_symbol(i): """ Replabel sy...
data2vec_vision-main
deltalm/src/examples/speech_recognition/data/replabels.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 .asr_dataset import AsrDataset __all__ = [ "AsrDataset", ]
data2vec_vision-main
deltalm/src/examples/speech_recognition/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. """ This module contains collection of classes which implement collate functionalities for various tasks. Collaters should know wh...
data2vec_vision-main
deltalm/src/examples/speech_recognition/data/collaters.py