Vui Seng Chua
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Fork and update readme
Browse files- .gitattributes +9 -19
- README.md +66 -0
- config.json +72 -0
- preprocessor_config.json +8 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- vocab.json +1 -0
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README.md
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---
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language: en
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datasets:
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- librispeech_asr
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tags:
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- audio
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- automatic-speech-recognition
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license: apache-2.0
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---
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# Wav2Vec2-Base-100h
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This is a fork of [```facebook/wav2vec2-base-100h```](https://huggingface.co/facebook/wav2vec2-base-100h)
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### Changes & Notes
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1. Document reproducible evaluation (below) to new transformer and datasets version.
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2. Use batch size of 1 to reproduce results.
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3. Validated with ```transformers v4.15.0```, ```datasets 1.18.0```
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4. You may need to manually install pypkg ```librosa```, ```jiwer```
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## Evaluation
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This code snippet shows how to evaluate **facebook/wav2vec2-base-100h** on LibriSpeech's "clean" and "other" test data.
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```python
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from datasets import load_dataset
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from transformers import Wav2Vec2ForCTC, Wav2Vec2Processor
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import soundfile as sf
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import torch
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from jiwer import wer
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librispeech_eval = load_dataset("librispeech_asr", "clean", split="test")
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# librispeech_eval = load_dataset("librispeech_asr", "other", split="test")
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model = Wav2Vec2ForCTC.from_pretrained("facebook/wav2vec2-base-100h").to("cuda")
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processor = Wav2Vec2Processor.from_pretrained("facebook/wav2vec2-base-100h")
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def map_to_array(batch):
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# speech, _ = sf.read(batch["file"])
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# batch["speech"] = speech
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batch["speech"] = batch['audio']['array']
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return batch
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librispeech_eval = librispeech_eval.map(map_to_array)
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def map_to_pred(batch):
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input_values = processor(batch["speech"], return_tensors="pt", padding="longest").input_values
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with torch.no_grad():
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logits = model(input_values.to("cuda")).logits
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predicted_ids = torch.argmax(logits, dim=-1)
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transcription = processor.batch_decode(predicted_ids)
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batch["transcription"] = transcription
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return batch
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result = librispeech_eval.map(map_to_pred, batched=True, batch_size=1, remove_columns=["speech"])
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print("WER:", wer(result["text"], result["transcription"]))
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```
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*Result (WER)*:
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| "clean/test" | "other/test" |
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|--------------| ------------|
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| 6.1 | 13.5 |
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config.json
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{
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"activation_dropout": 0.1,
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"apply_spec_augment": true,
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"architectures": [
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"Wav2Vec2ForCTC"
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],
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"attention_dropout": 0.1,
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"bos_token_id": 1,
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"conv_bias": false,
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"conv_dim": [
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512,
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512,
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512,
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512,
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512,
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512,
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512
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],
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"conv_kernel": [
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10,
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3,
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2
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],
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"conv_stride": [
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5,
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2,
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],
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"do_stable_layer_norm": false,
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"eos_token_id": 2,
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"feat_extract_activation": "gelu",
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"feat_extract_norm": "group",
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"feat_proj_dropout": 0.1,
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"final_dropout": 0.1,
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"freeze_feat_extract_train": true,
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"hidden_act": "gelu",
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"hidden_dropout": 0.1,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-05,
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"layerdrop": 0.1,
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"mask_channel_length": 10,
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"mask_channel_min_space": 1,
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"mask_channel_other": 0.0,
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"mask_channel_prob": 0.008,
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"mask_channel_selection": "static",
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"mask_time_length": 10,
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"mask_time_min_space": 1,
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"mask_time_other": 0.0,
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"mask_time_prob": 0.05,
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"mask_time_selection": "static",
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"model_type": "wav2vec2",
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"no_mask_channel_overlap": false,
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"no_mask_time_overlap": false,
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"num_attention_heads": 12,
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"num_conv_pos_embedding_groups": 16,
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"num_conv_pos_embeddings": 128,
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"num_feat_extract_layers": 7,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"transformers_version": "4.4.0.dev0",
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"vocab_size": 32
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}
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preprocessor_config.json
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{
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"do_normalize": true,
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"feature_size": 1,
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"padding_side": "right",
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"padding_value": 0.0,
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"return_attention_mask": false,
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"sampling_rate": 16000
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:0a445d205b6dc42bca27c0c52b7bb3607fd58a720f0d02a757893cff37ee3ab7
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size 377671532
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special_tokens_map.json
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{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "pad_token": "<pad>"}
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tokenizer_config.json
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{"unk_token": "<unk>", "bos_token": "<s>", "eos_token": "</s>", "pad_token": "<pad>", "do_lower_case": false, "return_attention_mask": false, "do_normalize": true}
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vocab.json
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{"<pad>": 0, "<s>": 1, "</s>": 2, "<unk>": 3, "|": 4, "E": 5, "T": 6, "A": 7, "O": 8, "N": 9, "I": 10, "H": 11, "S": 12, "R": 13, "D": 14, "L": 15, "U": 16, "M": 17, "W": 18, "C": 19, "F": 20, "G": 21, "Y": 22, "P": 23, "B": 24, "V": 25, "K": 26, "'": 27, "X": 28, "J": 29, "Q": 30, "Z": 31}
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