patrickvonplaten
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Browse files- README.md +19 -0
- config.json +68 -0
- preprocessor_config.json +9 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- vocab.json +1 -0
README.md
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---
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language: it
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tags:
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- audio
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- automatic-speech-recognition
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- voxpopuli
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license: cc-by-nc-4.0
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---
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# Wav2Vec2-Base-VoxPopuli-Finetuned
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[Facebook's Wav2Vec2](https://ai.facebook.com/blog/wav2vec-20-learning-the-structure-of-speech-from-raw-audio/) large model pretrained on the 10K unlabeled subset of [VoxPopuli corpus](https://arxiv.org/abs/2101.00390) and fine-tuned on the transcribed data in it (refer to Table 1 of paper for more information).
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**Paper**: *[VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation
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Learning, Semi-Supervised Learning and Interpretation](https://arxiv.org/abs/2101.00390)*
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**Authors**: *Changhan Wang, Morgane Riviere, Ann Lee, Anne Wu, Chaitanya Talnikar, Daniel Haziza, Mary Williamson, Juan Pino, Emmanuel Dupoux* from *Facebook AI*
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See the official website for more information, [here](https://github.com/facebookresearch/voxpopuli/)
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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": 0,
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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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3,
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3,
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3,
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2,
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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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2,
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2,
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2,
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2,
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2
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],
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"ctc_loss_reduction": "sum",
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"ctc_zero_infinity": false,
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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_dropout": 0.0,
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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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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout": 0.1,
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"hidden_dropout_prob": 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_feature_length": 10,
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"mask_feature_prob": 0.0,
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"mask_time_length": 10,
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"mask_time_prob": 0.05,
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"model_type": "wav2vec2",
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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": 1,
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"transformers_version": "4.6.0.dev0",
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"vocab_size": 40
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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_extractor_type": "Wav2Vec2FeatureExtractor",
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"feature_size": 1,
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"padding_side": "right",
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"padding_value": 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 sha256:05938db769991dd32783f045b6e5df1d9eb1d20d7e493cee4504f6099d93174f
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size 377697132
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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, "word_delimiter_token": "|"}
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vocab.json
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{"<s>": 0, "<pad>": 1, "</s>": 2, "<unk>": 3, "|": 4, "e": 5, "i": 6, "a": 7, "o": 8, "n": 9, "t": 10, "r": 11, "l": 12, "s": 13, "c": 14, "d": 15, "u": 16, "p": 17, "m": 18, "g": 19, "v": 20, "h": 21, "z": 22, "f": 23, "b": 24, "q": 25, "à": 26, "è": 27, "ù": 28, "é": 29, "ò": 30, "ì": 31, "k": 32, "y": 33, "x": 34, "w": 35, "j": 36, "ó": 37, "í": 38, "ï": 39}
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