Upload folder using huggingface_hub
Browse files- README.md +80 -0
- added_tokens.json +6 -0
- all_results.json +14 -0
- checkpoint-22500/added_tokens.json +6 -0
- checkpoint-22500/config.json +117 -0
- checkpoint-22500/optimizer.pt +3 -0
- checkpoint-22500/preprocessor_config.json +10 -0
- checkpoint-22500/pytorch_model.bin +3 -0
- checkpoint-22500/rng_state_0.pth +3 -0
- checkpoint-22500/rng_state_1.pth +3 -0
- checkpoint-22500/rng_state_2.pth +3 -0
- checkpoint-22500/rng_state_3.pth +3 -0
- checkpoint-22500/scheduler.pt +3 -0
- checkpoint-22500/special_tokens_map.json +10 -0
- checkpoint-22500/tokenizer_config.json +56 -0
- checkpoint-22500/trainer_state.json +244 -0
- checkpoint-22500/training_args.bin +3 -0
- checkpoint-22500/vocab.json +1439 -0
- config.json +117 -0
- eval_results.json +9 -0
- preprocessor_config.json +10 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +10 -0
- tokenizer_config.json +56 -0
- train_results.json +8 -0
- trainer_state.json +253 -0
- training_args.bin +3 -0
- vocab.json +1439 -0
README.md
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---
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license: apache-2.0
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base_model: facebook/wav2vec2-large-xlsr-53
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tags:
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- automatic-speech-recognition
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- ./sample_speech.py
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- generated_from_trainer
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model-index:
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- name: ko-xlsr
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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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# ko-xlsr
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This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the ./SAMPLE_SPEECH.PY - NA dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5172
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- Cer: 0.1076
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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: 0.0003
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- train_batch_size: 2
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- eval_batch_size: 2
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 4
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 64
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- total_eval_batch_size: 8
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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: 1000
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- num_epochs: 40
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Cer |
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|:-------------:|:-----:|:-----:|:---------------:|:------:|
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| 6.742 | 2.6 | 1500 | 0.9038 | 0.2330 |
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| 0.9228 | 5.2 | 3000 | 0.6193 | 0.1656 |
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| 0.6805 | 7.8 | 4500 | 0.5522 | 0.1481 |
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| 0.5577 | 10.4 | 6000 | 0.5136 | 0.1349 |
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| 0.4797 | 13.0 | 7500 | 0.5074 | 0.1312 |
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| 0.4161 | 15.6 | 9000 | 0.4959 | 0.1243 |
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| 0.3701 | 18.21 | 10500 | 0.4948 | 0.1224 |
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| 0.3307 | 20.81 | 12000 | 0.4881 | 0.1199 |
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| 0.2946 | 23.41 | 13500 | 0.4970 | 0.1179 |
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| 0.2636 | 26.01 | 15000 | 0.4950 | 0.1145 |
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| 0.2367 | 28.61 | 16500 | 0.4905 | 0.1119 |
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| 0.2157 | 31.21 | 18000 | 0.5066 | 0.1110 |
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| 0.1979 | 33.81 | 19500 | 0.5133 | 0.1103 |
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| 0.1808 | 36.41 | 21000 | 0.5160 | 0.1091 |
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| 0.17 | 39.01 | 22500 | 0.5129 | 0.1074 |
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### Framework versions
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- Transformers 4.34.0
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- Pytorch 2.0.1+cu117
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- Datasets 2.14.5
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- Tokenizers 0.14.0
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added_tokens.json
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{
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"</s>": 1438,
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"<s>": 1437,
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"[PAD]": 1436,
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"[UNK]": 1435
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}
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all_results.json
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{
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"epoch": 39.95,
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"eval_cer": 0.10764723995306297,
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"eval_loss": 0.5172480344772339,
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"eval_runtime": 199.9485,
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"eval_samples": 4606,
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"eval_samples_per_second": 23.036,
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"eval_steps_per_second": 2.881,
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"train_loss": 0.7889066434568829,
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"train_runtime": 39248.6958,
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"train_samples": 36905,
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"train_samples_per_second": 37.611,
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"train_steps_per_second": 0.587
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}
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checkpoint-22500/added_tokens.json
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{
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"</s>": 1438,
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"<s>": 1437,
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"[PAD]": 1436,
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"[UNK]": 1435
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}
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checkpoint-22500/config.json
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{
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"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
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"activation_dropout": 0.0,
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"adapter_attn_dim": null,
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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": 0.1,
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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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],
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"conv_kernel": [
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"conv_stride": [
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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": 0.05,
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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": 0.05,
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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": 0.05,
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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": 0.0,
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"mask_channel_selection": "static",
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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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"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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"vocab_size": 1439,
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"xvector_output_dim": 512
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}
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checkpoint-22500/optimizer.pt
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checkpoint-22500/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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}
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checkpoint-22500/pytorch_model.bin
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checkpoint-22500/rng_state_0.pth
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checkpoint-22500/scheduler.pt
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checkpoint-22500/special_tokens_map.json
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{
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"additional_special_tokens": [
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"<s>",
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"</s>"
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],
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"bos_token": "<s>",
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"eos_token": "</s>",
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"pad_token": "[PAD]",
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"unk_token": "[UNK]"
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}
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checkpoint-22500/tokenizer_config.json
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|
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config.json
ADDED
@@ -0,0 +1,117 @@
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|
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|
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|
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|
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|
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|
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|
|
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|
|
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|
|
|
|
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|
|
|
|
|
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|
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|
|
|
|
|
|
|
1 |
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{
|
2 |
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|
3 |
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|
4 |
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|
5 |
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|
6 |
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|
7 |
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|
8 |
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|
9 |
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|
10 |
+
"Wav2Vec2ForCTC"
|
11 |
+
],
|
12 |
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|
13 |
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|
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|
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|
16 |
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|
17 |
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|
18 |
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|
19 |
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|
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|
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|
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|
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|
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|
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|
26 |
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],
|
27 |
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"conv_kernel": [
|
28 |
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|
29 |
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|
30 |
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|
31 |
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|
32 |
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|
33 |
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|
34 |
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|
35 |
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],
|
36 |
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"conv_stride": [
|
37 |
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|
38 |
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|
39 |
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|
40 |
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|
41 |
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2,
|
42 |
+
2,
|
43 |
+
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|
44 |
+
],
|
45 |
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"ctc_loss_reduction": "mean",
|
46 |
+
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|
47 |
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"diversity_loss_weight": 0.1,
|
48 |
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|
49 |
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|
50 |
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"feat_extract_activation": "gelu",
|
51 |
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|
52 |
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"feat_extract_norm": "layer",
|
53 |
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|
54 |
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|
55 |
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|
56 |
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|
57 |
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"hidden_act": "gelu",
|
58 |
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|
59 |
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|
60 |
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|
61 |
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|
62 |
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|
63 |
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|
64 |
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|
65 |
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|
66 |
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|
67 |
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"mask_channel_prob": 0.0,
|
68 |
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"mask_channel_selection": "static",
|
69 |
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|
70 |
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|
71 |
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|
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|
73 |
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|
74 |
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|
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|
76 |
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|
77 |
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"mask_time_selection": "static",
|
78 |
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"model_type": "wav2vec2",
|
79 |
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"num_adapter_layers": 3,
|
80 |
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"num_attention_heads": 16,
|
81 |
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"num_codevector_groups": 2,
|
82 |
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|
83 |
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"num_conv_pos_embedding_groups": 16,
|
84 |
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"num_conv_pos_embeddings": 128,
|
85 |
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"num_feat_extract_layers": 7,
|
86 |
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"num_hidden_layers": 24,
|
87 |
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"num_negatives": 100,
|
88 |
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"output_hidden_size": 1024,
|
89 |
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"pad_token_id": 1436,
|
90 |
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"proj_codevector_dim": 768,
|
91 |
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"tdnn_dilation": [
|
92 |
+
1,
|
93 |
+
2,
|
94 |
+
3,
|
95 |
+
1,
|
96 |
+
1
|
97 |
+
],
|
98 |
+
"tdnn_dim": [
|
99 |
+
512,
|
100 |
+
512,
|
101 |
+
512,
|
102 |
+
512,
|
103 |
+
1500
|
104 |
+
],
|
105 |
+
"tdnn_kernel": [
|
106 |
+
5,
|
107 |
+
3,
|
108 |
+
3,
|
109 |
+
1,
|
110 |
+
1
|
111 |
+
],
|
112 |
+
"torch_dtype": "float32",
|
113 |
+
"transformers_version": "4.34.0",
|
114 |
+
"use_weighted_layer_sum": false,
|
115 |
+
"vocab_size": 1439,
|
116 |
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"xvector_output_dim": 512
|
117 |
+
}
|
eval_results.json
ADDED
@@ -0,0 +1,9 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
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{
|
2 |
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"epoch": 39.95,
|
3 |
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"eval_cer": 0.10764723995306297,
|
4 |
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"eval_runtime": 199.9485,
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6 |
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"eval_samples": 4606,
|
7 |
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"eval_samples_per_second": 23.036,
|
8 |
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"eval_steps_per_second": 2.881
|
9 |
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}
|
preprocessor_config.json
ADDED
@@ -0,0 +1,10 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"do_normalize": true,
|
3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
4 |
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"feature_size": 1,
|
5 |
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"padding_side": "right",
|
6 |
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"padding_value": 0,
|
7 |
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"processor_class": "Wav2Vec2Processor",
|
8 |
+
"return_attention_mask": true,
|
9 |
+
"sampling_rate": 16000
|
10 |
+
}
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:369e1a1e910ba67c97196d52498d998444456ae1d71df877a5481640a7265067
|
3 |
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size 1267801773
|
special_tokens_map.json
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"additional_special_tokens": [
|
3 |
+
"<s>",
|
4 |
+
"</s>"
|
5 |
+
],
|
6 |
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"bos_token": "<s>",
|
7 |
+
"eos_token": "</s>",
|
8 |
+
"pad_token": "[PAD]",
|
9 |
+
"unk_token": "[UNK]"
|
10 |
+
}
|
tokenizer_config.json
ADDED
@@ -0,0 +1,56 @@
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|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
1 |
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{
|
2 |
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"added_tokens_decoder": {
|
3 |
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"1435": {
|
4 |
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"content": "[UNK]",
|
5 |
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|
6 |
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|
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|
8 |
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|
9 |
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|
10 |
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},
|
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