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Browse files- README.md +73 -0
- added_tokens.json +4 -0
- all_results.json +14 -0
- checkpoint-65930/added_tokens.json +4 -0
- checkpoint-65930/config.json +117 -0
- checkpoint-65930/optimizer.pt +3 -0
- checkpoint-65930/preprocessor_config.json +10 -0
- checkpoint-65930/pytorch_model.bin +3 -0
- checkpoint-65930/rng_state.pth +3 -0
- checkpoint-65930/scheduler.pt +3 -0
- checkpoint-65930/special_tokens_map.json +30 -0
- checkpoint-65930/tokenizer_config.json +51 -0
- checkpoint-65930/trainer_state.json +895 -0
- checkpoint-65930/training_args.bin +3 -0
- checkpoint-65930/vocab.json +3928 -0
- config.json +117 -0
- eval_results.json +9 -0
- preprocessor_config.json +10 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +30 -0
- tokenizer_config.json +51 -0
- train_results.json +8 -0
- trainer_state.json +904 -0
- training_args.bin +3 -0
- vocab.json +3928 -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: zhko_xlsr_run1
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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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# zhko_xlsr_run1
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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: 2.1948
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- Cer: 0.4465
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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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- gradient_accumulation_steps: 2
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- total_train_batch_size: 4
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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: 500
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- num_epochs: 10
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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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| 5.0444 | 1.0 | 6593 | 4.6695 | 0.8764 |
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| 3.2619 | 2.0 | 13186 | 2.9759 | 0.6249 |
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| 2.7859 | 3.0 | 19779 | 2.5370 | 0.5421 |
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| 2.3947 | 4.0 | 26372 | 2.3582 | 0.5159 |
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| 2.1313 | 5.0 | 32965 | 2.2462 | 0.4872 |
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| 1.8083 | 6.0 | 39558 | 2.2104 | 0.4696 |
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| 1.5209 | 7.0 | 46151 | 2.1621 | 0.4661 |
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| 1.3735 | 8.0 | 52744 | 2.2031 | 0.4582 |
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| 1.1354 | 9.0 | 59337 | 2.1740 | 0.4492 |
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| 1.0788 | 10.0 | 65930 | 2.1948 | 0.4465 |
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### Framework versions
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- Transformers 4.34.1
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- Pytorch 2.1.0+cu121
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- Datasets 2.14.6
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- Tokenizers 0.14.1
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added_tokens.json
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{
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"</s>": 3927,
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"<s>": 3926
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}
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all_results.json
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{
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"epoch": 10.0,
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"eval_cer": 0.44653878231859884,
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"eval_loss": 2.1948180198669434,
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"eval_runtime": 53.1977,
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"eval_samples": 321,
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"eval_samples_per_second": 6.034,
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"eval_steps_per_second": 3.026,
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"train_loss": 2.559117515977084,
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"train_runtime": 35313.2078,
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"train_samples": 26371,
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"train_samples_per_second": 7.468,
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"train_steps_per_second": 1.867
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}
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checkpoint-65930/added_tokens.json
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{
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"</s>": 3927,
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"<s>": 3926
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}
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checkpoint-65930/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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],
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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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"mask_time_min_masks": 2,
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"mask_time_selection": "static",
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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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"output_hidden_size": 1024,
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"tdnn_dim": [
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"xvector_output_dim": 512
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}
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checkpoint-65930/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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size 2522369334
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checkpoint-65930/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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"processor_class": "Wav2Vec2Processor",
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"return_attention_mask": true,
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"sampling_rate": 16000
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}
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checkpoint-65930/pytorch_model.bin
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checkpoint-65930/rng_state.pth
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checkpoint-65930/scheduler.pt
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checkpoint-65930/special_tokens_map.json
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}
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checkpoint-65930/tokenizer_config.json
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{
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"added_tokens_decoder": {
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@@ -0,0 +1,895 @@
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1 |
+
{
|
2 |
+
"[PAD]": 3925,
|
3 |
+
"[UNK]": 3924,
|
4 |
+
"a": 1,
|
5 |
+
"b": 2,
|
6 |
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"c": 3,
|
7 |
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|
8 |
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|
9 |
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|
10 |
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11 |
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|
12 |
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13 |
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|
14 |
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|
15 |
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|
16 |
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|
17 |
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|
18 |
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|
19 |
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|
20 |
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|
21 |
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|
22 |
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|
23 |
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|
24 |
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|
25 |
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|
26 |
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|
27 |
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|
28 |
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|
29 |
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|
30 |
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"|": 0,
|
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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|
37 |
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|
38 |
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|
39 |
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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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|
132 |
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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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|
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|
3926 |
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|
3927 |
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|
3928 |
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}
|
config.json
ADDED
@@ -0,0 +1,117 @@
|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
|
3 |
+
"activation_dropout": 0.0,
|
4 |
+
"adapter_attn_dim": null,
|
5 |
+
"adapter_kernel_size": 3,
|
6 |
+
"adapter_stride": 2,
|
7 |
+
"add_adapter": false,
|
8 |
+
"apply_spec_augment": true,
|
9 |
+
"architectures": [
|
10 |
+
"Wav2Vec2ForCTC"
|
11 |
+
],
|
12 |
+
"attention_dropout": 0.1,
|
13 |
+
"bos_token_id": 1,
|
14 |
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"classifier_proj_size": 256,
|
15 |
+
"codevector_dim": 768,
|
16 |
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|
17 |
+
"conv_bias": true,
|
18 |
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"conv_dim": [
|
19 |
+
512,
|
20 |
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|
21 |
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512,
|
22 |
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512,
|
23 |
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512,
|
24 |
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512,
|
25 |
+
512
|
26 |
+
],
|
27 |
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"conv_kernel": [
|
28 |
+
10,
|
29 |
+
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|
30 |
+
3,
|
31 |
+
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|
32 |
+
3,
|
33 |
+
2,
|
34 |
+
2
|
35 |
+
],
|
36 |
+
"conv_stride": [
|
37 |
+
5,
|
38 |
+
2,
|
39 |
+
2,
|
40 |
+
2,
|
41 |
+
2,
|
42 |
+
2,
|
43 |
+
2
|
44 |
+
],
|
45 |
+
"ctc_loss_reduction": "mean",
|
46 |
+
"ctc_zero_infinity": false,
|
47 |
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"diversity_loss_weight": 0.1,
|
48 |
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"do_stable_layer_norm": true,
|
49 |
+
"eos_token_id": 2,
|
50 |
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"feat_extract_activation": "gelu",
|
51 |
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"feat_extract_dropout": 0.0,
|
52 |
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"feat_extract_norm": "layer",
|
53 |
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|
54 |
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"feat_quantizer_dropout": 0.0,
|
55 |
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"final_dropout": 0.0,
|
56 |
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"gradient_checkpointing": false,
|
57 |
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"hidden_act": "gelu",
|
58 |
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"hidden_dropout": 0.05,
|
59 |
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"hidden_size": 1024,
|
60 |
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|
61 |
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|
62 |
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"layer_norm_eps": 1e-05,
|
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|
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|
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|
66 |
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|
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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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|
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|
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"mask_time_length": 10,
|
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|
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|
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|
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|
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|
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"model_type": "wav2vec2",
|
79 |
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"num_adapter_layers": 3,
|
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|
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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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|
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"num_feat_extract_layers": 7,
|
86 |
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"num_hidden_layers": 24,
|
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"num_negatives": 100,
|
88 |
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"output_hidden_size": 1024,
|
89 |
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"pad_token_id": 3925,
|
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": "4.34.1",
|
114 |
+
"use_weighted_layer_sum": false,
|
115 |
+
"vocab_size": 3928,
|
116 |
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"xvector_output_dim": 512
|
117 |
+
}
|
eval_results.json
ADDED
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
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{
|
2 |
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"epoch": 10.0,
|
3 |
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"eval_cer": 0.44653878231859884,
|
4 |
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"eval_loss": 2.1948180198669434,
|
5 |
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"eval_runtime": 53.1977,
|
6 |
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"eval_samples": 321,
|
7 |
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"eval_samples_per_second": 6.034,
|
8 |
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"eval_steps_per_second": 3.026
|
9 |
+
}
|
preprocessor_config.json
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
1 |
+
{
|
2 |
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"do_normalize": true,
|
3 |
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"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 |
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"return_attention_mask": true,
|
9 |
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"sampling_rate": 16000
|
10 |
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}
|
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 |
+
oid sha256:a049923cbfce301915995519e2429e230c993cd84e166effe47cc47fa6808980
|
3 |
+
size 1278007146
|
special_tokens_map.json
ADDED
@@ -0,0 +1,30 @@
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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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|
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|
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|
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|
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|
|
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|
|
1 |
+
{
|
2 |
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"bos_token": {
|
3 |
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"content": "<s>",
|
4 |
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"lstrip": false,
|
5 |
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"normalized": true,
|
6 |
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"rstrip": false,
|
7 |
+
"single_word": false
|
8 |
+
},
|
9 |
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"eos_token": {
|
10 |
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"content": "</s>",
|
11 |
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|
12 |
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"normalized": true,
|
13 |
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"rstrip": false,
|
14 |
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"single_word": false
|
15 |
+
},
|
16 |
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"pad_token": {
|
17 |
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"content": "[PAD]",
|
18 |
+
"lstrip": true,
|
19 |
+
"normalized": false,
|
20 |
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"rstrip": true,
|
21 |
+
"single_word": false
|
22 |
+
},
|
23 |
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"unk_token": {
|
24 |
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"content": "[UNK]",
|
25 |
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"lstrip": true,
|
26 |
+
"normalized": false,
|
27 |
+
"rstrip": true,
|
28 |
+
"single_word": false
|
29 |
+
}
|
30 |
+
}
|
tokenizer_config.json
ADDED
@@ -0,0 +1,51 @@
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|
|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
1 |
+
{
|
2 |
+
"added_tokens_decoder": {
|
3 |
+
"3924": {
|
4 |
+
"content": "[UNK]",
|
5 |
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"lstrip": true,
|
6 |
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"normalized": false,
|
7 |
+
"rstrip": true,
|
8 |
+
"single_word": false,
|
9 |
+
"special": false
|
10 |
+
},
|
11 |
+
"3925": {
|
12 |
+
"content": "[PAD]",
|
13 |
+
"lstrip": true,
|
14 |
+
"normalized": false,
|
15 |
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"rstrip": true,
|
16 |
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"single_word": false,
|
17 |
+
"special": false
|
18 |
+
},
|
19 |
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"3926": {
|
20 |
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"content": "<s>",
|
21 |
+
"lstrip": false,
|
22 |
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|
23 |
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|
24 |
+
"single_word": false,
|
25 |
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"special": true
|
26 |
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},
|
27 |
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"3927": {
|
28 |
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"content": "</s>",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": true,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
}
|
35 |
+
},
|
36 |
+
"bos_token": "<s>",
|
37 |
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"clean_up_tokenization_spaces": true,
|
38 |
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"config": null,
|
39 |
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|
40 |
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"eos_token": "</s>",
|
41 |
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"model_max_length": 1000000000000000019884624838656,
|
42 |
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"pad_token": "[PAD]",
|
43 |
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"processor_class": "Wav2Vec2Processor",
|
44 |
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"replace_word_delimiter_char": " ",
|
45 |
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"target_lang": null,
|
46 |
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"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
47 |
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"tokenizer_type": "wav2vec2",
|
48 |
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"trust_remote_code": false,
|
49 |
+
"unk_token": "[UNK]",
|
50 |
+
"word_delimiter_token": "|"
|
51 |
+
}
|
train_results.json
ADDED
@@ -0,0 +1,8 @@
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|
|
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|
|
|
|
|
|
|
1 |
+
{
|
2 |
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"epoch": 10.0,
|
3 |
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"train_loss": 2.559117515977084,
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4 |
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"train_runtime": 35313.2078,
|
5 |
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"train_samples": 26371,
|
6 |
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"train_samples_per_second": 7.468,
|
7 |
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"train_steps_per_second": 1.867
|
8 |
+
}
|
trainer_state.json
ADDED
@@ -0,0 +1,904 @@
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1 |
+
{
|
2 |
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"[PAD]": 3925,
|
3 |
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"[UNK]": 3924,
|
4 |
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|
5 |
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6 |
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