Jhon Parra
commited on
Commit
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Parent(s):
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guarani files from personal repo
Browse files- README.md +67 -0
- added_tokens.json +1 -0
- config.json +108 -0
- preprocessor_config.json +9 -0
- pytorch_model.bin +3 -0
- runs/Feb03_23-19-55_f724c7ecaeaf/1643930436.382044/events.out.tfevents.1643930436.f724c7ecaeaf.240.1 +3 -0
- runs/Feb03_23-19-55_f724c7ecaeaf/events.out.tfevents.1643930436.f724c7ecaeaf.240.0 +3 -0
- runs/Feb03_23-30-39_f724c7ecaeaf/1643931059.4232266/events.out.tfevents.1643931059.f724c7ecaeaf.240.3 +3 -0
- runs/Feb03_23-30-39_f724c7ecaeaf/events.out.tfevents.1643931059.f724c7ecaeaf.240.2 +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
- vocab.json +1 -0
README.md
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---
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license: apache-2.0
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tags:
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- generated_from_trainer
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- robust-speech-event
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datasets:
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- common_voice
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model-index:
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- name: wav2vec2-large-xls-r-300m-guarani-small
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# wav2vec2-large-xls-r-300m-guarani-small
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This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on the common_voice dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4964
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- Wer: 0.5957
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0002
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- train_batch_size: 16
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 32
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 100
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- num_epochs: 30
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Wer |
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|:-------------:|:-----:|:----:|:---------------:|:------:|
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| No log | 6.65 | 100 | 1.1326 | 1.0 |
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| 1.6569 | 13.32 | 200 | 0.5264 | 0.6478 |
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| 1.6569 | 19.97 | 300 | 0.5370 | 0.6261 |
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| 0.2293 | 26.65 | 400 | 0.4964 | 0.5957 |
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### Framework versions
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- Transformers 4.16.2
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- Pytorch 1.10.0+cu111
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- Datasets 1.18.3
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- Tokenizers 0.11.0
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added_tokens.json
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{"<s>": 44, "</s>": 45}
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config.json
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{
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"_name_or_path": "facebook/wav2vec2-xls-r-300m",
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"activation_dropout": 0.0,
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"adapter_kernel_size": 3,
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"adapter_stride": 2,
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"add_adapter": false,
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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": 0.0,
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"bos_token_id": 1,
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"classifier_proj_size": 256,
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"codevector_dim": 768,
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"contrastive_logits_temperature": 0.1,
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"conv_bias": true,
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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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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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],
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"ctc_loss_reduction": "mean",
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"ctc_zero_infinity": false,
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"diversity_loss_weight": 0.1,
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"do_stable_layer_norm": true,
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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": "layer",
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"feat_proj_dropout": 0.0,
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"feat_quantizer_dropout": 0.0,
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"final_dropout": 0.0,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout": 0.0,
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"layer_norm_eps": 1e-05,
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"layerdrop": 0.0,
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"mask_feature_length": 10,
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"mask_feature_min_masks": 0,
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"mask_feature_prob": 0.0,
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"mask_time_length": 10,
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"mask_time_min_masks": 2,
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"mask_time_prob": 0.05,
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"model_type": "wav2vec2",
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"num_adapter_layers": 3,
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"num_attention_heads": 16,
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"num_codevector_groups": 2,
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"num_codevectors_per_group": 320,
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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": 24,
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"num_negatives": 100,
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"output_hidden_size": 1024,
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"pad_token_id": 43,
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"proj_codevector_dim": 768,
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"tdnn_dilation": [
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1,
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2,
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3,
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1,
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1
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],
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"tdnn_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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1500
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],
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"tdnn_kernel": [
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5,
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3,
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3,
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1,
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1
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],
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"torch_dtype": "float32",
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"transformers_version": "4.16.2",
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"use_weighted_layer_sum": false,
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"vocab_size": 46,
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"xvector_output_dim": 512
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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": 0.0,
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"return_attention_mask": true,
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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:d39d27800273cd2819f2b74edaa3fd34af13838ddbe6a43446e0eb7ac54d210e
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size 1262112241
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runs/Feb03_23-19-55_f724c7ecaeaf/1643930436.382044/events.out.tfevents.1643930436.f724c7ecaeaf.240.1
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runs/Feb03_23-19-55_f724c7ecaeaf/events.out.tfevents.1643930436.f724c7ecaeaf.240.0
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runs/Feb03_23-30-39_f724c7ecaeaf/1643931059.4232266/events.out.tfevents.1643931059.f724c7ecaeaf.240.3
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version https://git-lfs.github.com/spec/v1
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runs/Feb03_23-30-39_f724c7ecaeaf/events.out.tfevents.1643931059.f724c7ecaeaf.240.2
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version https://git-lfs.github.com/spec/v1
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special_tokens_map.json
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{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "[UNK]", "pad_token": "[PAD]", "additional_special_tokens": [{"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}]}
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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": "|", "special_tokens_map_file": null, "tokenizer_file": null, "name_or_path": "./", "tokenizer_class": "Wav2Vec2CTCTokenizer"}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 3055
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vocab.json
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{"'": 1, "a": 2, "b": 3, "c": 4, "d": 5, "e": 6, "f": 7, "g": 8, "h": 9, "i": 10, "j": 11, "k": 12, "l": 13, "m": 14, "n": 15, "o": 16, "p": 17, "q": 18, "r": 19, "s": 20, "t": 21, "u": 22, "v": 23, "y": 24, "z": 25, "¡": 26, "á": 27, "ã": 28, "é": 29, "í": 30, "ñ": 31, "ó": 32, "õ": 33, "ú": 34, "ý": 35, "ĩ": 36, "ũ": 37, "ʼ": 38, "̃": 39, "ẽ": 40, "ỹ": 41, "|": 0, "[UNK]": 42, "[PAD]": 43}
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