Model save
Browse files- README.md +73 -0
- added_tokens.json +4 -0
- config.json +108 -0
- model.safetensors +3 -0
- preprocessor_config.json +9 -0
- runs/Aug28_07-59-16_tripel/events.out.tfevents.1724858350.tripel.3944336.0 +3 -0
- special_tokens_map.json +6 -0
- tokenizer_config.json +47 -0
- training_args.bin +3 -0
- vocab.json +236 -0
README.md
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---
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license: apache-2.0
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base_model: facebook/wav2vec2-xls-r-300m
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tags:
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- generated_from_trainer
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metrics:
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- wer
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model-index:
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- name: fr_only
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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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# fr_only
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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 None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.1454
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- Wer: 0.6672
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- Cer: 0.3732
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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: 16
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- eval_batch_size: 16
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- seed: 42
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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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- num_epochs: 10.0
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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 | Cer |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|
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| 4.2678 | 0.8 | 500 | 3.9064 | 1.0 | 1.0 |
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| 3.8874 | 1.61 | 1000 | 3.8322 | 1.0 | 1.0 |
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| 3.7809 | 2.41 | 1500 | 3.5061 | 0.9737 | 0.8809 |
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| 2.9215 | 3.21 | 2000 | 2.4683 | 0.9685 | 0.6577 |
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| 2.3508 | 4.01 | 2500 | 2.1271 | 0.9144 | 0.6212 |
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| 2.0152 | 4.82 | 3000 | 1.8754 | 0.8794 | 0.5677 |
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| 1.6777 | 5.62 | 3500 | 1.5346 | 0.7830 | 0.4904 |
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| 1.4068 | 6.42 | 4000 | 1.3605 | 0.7419 | 0.4583 |
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| 1.1826 | 7.22 | 4500 | 1.2643 | 0.6912 | 0.4349 |
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| 0.9938 | 8.03 | 5000 | 1.1641 | 0.7039 | 0.3977 |
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| 0.7796 | 8.83 | 5500 | 1.1441 | 0.6934 | 0.3865 |
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| 0.6479 | 9.63 | 6000 | 1.1454 | 0.6672 | 0.3732 |
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### Framework versions
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- Transformers 4.36.2
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- Pytorch 1.13.0+cu116
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- Datasets 2.15.0
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- Tokenizers 0.15.2
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added_tokens.json
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{
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"</s>": 235,
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"<s>": 234
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}
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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_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": 0.0,
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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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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": "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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"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": 233,
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| 81 |
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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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| 102 |
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],
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"torch_dtype": "float32",
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| 104 |
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"transformers_version": "4.36.2",
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| 105 |
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"use_weighted_layer_sum": false,
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| 106 |
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"vocab_size": 236,
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| 107 |
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"xvector_output_dim": 512
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| 108 |
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:f8bd0115b2da1e133de57d4e4f42336204e2fee769e8f48fb77797b965e1843a
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size 1262775032
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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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| 7 |
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"return_attention_mask": true,
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"sampling_rate": 16000
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}
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runs/Aug28_07-59-16_tripel/events.out.tfevents.1724858350.tripel.3944336.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:8cfd84b2321a860415fce6ad467e181a6867cbfd1d7d837cb363d12879a24987
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size 12526
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special_tokens_map.json
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{
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| 2 |
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"bos_token": "<s>",
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| 3 |
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"eos_token": "</s>",
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| 4 |
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"pad_token": "[PAD]",
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| 5 |
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"unk_token": "[UNK]"
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| 6 |
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}
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"232": {
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| 4 |
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"content": "[UNK]",
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| 5 |
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"lstrip": true,
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| 6 |
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"normalized": false,
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| 7 |
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"rstrip": true,
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| 8 |
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"single_word": false,
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| 9 |
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"special": false
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| 10 |
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},
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| 11 |
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"233": {
|
| 12 |
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"content": "[PAD]",
|
| 13 |
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"lstrip": true,
|
| 14 |
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"normalized": false,
|
| 15 |
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"rstrip": true,
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| 16 |
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"single_word": false,
|
| 17 |
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"special": false
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| 18 |
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},
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| 19 |
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"234": {
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| 20 |
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"content": "<s>",
|
| 21 |
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"lstrip": false,
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| 22 |
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"normalized": true,
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| 23 |
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"rstrip": false,
|
| 24 |
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"single_word": false,
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| 25 |
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"special": true
|
| 26 |
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},
|
| 27 |
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"235": {
|
| 28 |
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"content": "</s>",
|
| 29 |
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"lstrip": false,
|
| 30 |
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"normalized": true,
|
| 31 |
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"rstrip": false,
|
| 32 |
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"single_word": false,
|
| 33 |
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"special": true
|
| 34 |
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}
|
| 35 |
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},
|
| 36 |
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"bos_token": "<s>",
|
| 37 |
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"clean_up_tokenization_spaces": true,
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| 38 |
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"do_lower_case": false,
|
| 39 |
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"eos_token": "</s>",
|
| 40 |
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"model_max_length": 1000000000000000019884624838656,
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| 41 |
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"pad_token": "[PAD]",
|
| 42 |
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"replace_word_delimiter_char": " ",
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| 43 |
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"target_lang": null,
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| 44 |
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"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 45 |
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"unk_token": "[UNK]",
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| 46 |
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"word_delimiter_token": "|"
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| 47 |
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:46d7188718c990ba6b2347c1e033bd9daf6b0603816044b4fe8840c3aefec74f
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| 3 |
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size 4411
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vocab.json
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| 1 |
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{
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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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| 15 |
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| 16 |
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| 21 |
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| 23 |
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| 24 |
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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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| 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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