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- whisper/whisper_base_finetuned/README.md +89 -0
- whisper/whisper_base_finetuned/checkpoint-1946/config.json +52 -0
- whisper/whisper_base_finetuned/checkpoint-1946/generation_config.json +256 -0
- whisper/whisper_base_finetuned/checkpoint-1946/model.safetensors +3 -0
- whisper/whisper_base_finetuned/checkpoint-1946/optimizer.pt +3 -0
- whisper/whisper_base_finetuned/checkpoint-1946/preprocessor_config.json +14 -0
- whisper/whisper_base_finetuned/checkpoint-1946/rng_state_0.pth +3 -0
- whisper/whisper_base_finetuned/checkpoint-1946/rng_state_1.pth +3 -0
- whisper/whisper_base_finetuned/checkpoint-1946/rng_state_2.pth +3 -0
- whisper/whisper_base_finetuned/checkpoint-1946/rng_state_3.pth +3 -0
- whisper/whisper_base_finetuned/checkpoint-1946/scheduler.pt +3 -0
- whisper/whisper_base_finetuned/checkpoint-1946/trainer_state.json +1409 -0
- whisper/whisper_base_finetuned/checkpoint-1946/training_args.bin +3 -0
- whisper/whisper_base_finetuned/checkpoint-9730/config.json +52 -0
- whisper/whisper_base_finetuned/checkpoint-9730/generation_config.json +256 -0
- whisper/whisper_base_finetuned/checkpoint-9730/model.safetensors +3 -0
- whisper/whisper_base_finetuned/checkpoint-9730/optimizer.pt +3 -0
- whisper/whisper_base_finetuned/checkpoint-9730/preprocessor_config.json +14 -0
- whisper/whisper_base_finetuned/checkpoint-9730/rng_state_0.pth +3 -0
- whisper/whisper_base_finetuned/checkpoint-9730/rng_state_1.pth +3 -0
- whisper/whisper_base_finetuned/checkpoint-9730/rng_state_2.pth +3 -0
- whisper/whisper_base_finetuned/checkpoint-9730/rng_state_3.pth +3 -0
- whisper/whisper_base_finetuned/checkpoint-9730/scheduler.pt +3 -0
- whisper/whisper_base_finetuned/checkpoint-9730/trainer_state.json +0 -0
- whisper/whisper_base_finetuned/checkpoint-9730/training_args.bin +3 -0
- whisper/whisper_base_finetuned/config.json +52 -0
- whisper/whisper_base_finetuned/generation_config.json +256 -0
- whisper/whisper_base_finetuned/model.safetensors +3 -0
- whisper/whisper_base_finetuned/preprocessor_config.json +14 -0
- whisper/whisper_base_finetuned/training_args.bin +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/best-train-loss.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/best-valid-loss.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-1.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-10.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-11.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-12.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-13.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-14.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-15.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-16.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-17.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-18.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-19.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-2.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-20.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-3.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-4.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-5.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-6.pt +3 -0
- zipformer/finetuned/ctc/causal/exp_finetune/epoch-7.pt +3 -0
whisper/whisper_base_finetuned/README.md
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---
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tags:
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- generated_from_trainer
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datasets:
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- audiofolder
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metrics:
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- wer
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model-index:
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- name: whisper_base_finetuned
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results:
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- task:
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name: Automatic Speech Recognition
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type: automatic-speech-recognition
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dataset:
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name: audiofolder
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type: audiofolder
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config: default
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split: validation
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args: default
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metrics:
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- name: Wer
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type: wer
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value: 0.3192600084831479
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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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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/querying/huggingface/runs/1wtpwccg)
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# whisper_base_finetuned
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This model was trained from scratch on the audiofolder dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3375
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- Wer: 0.3193
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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: 1e-05
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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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- distributed_type: multi-GPU
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- num_devices: 4
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- total_train_batch_size: 64
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- total_eval_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: 500
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- num_epochs: 10
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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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| 0.4111 | 1.0 | 973 | 0.4590 | 0.4551 |
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| 0.4068 | 2.0 | 1946 | 0.3847 | 0.4812 |
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| 0.3617 | 3.0 | 2919 | 0.3585 | 0.4326 |
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| 0.3144 | 4.0 | 3892 | 0.3436 | 0.3594 |
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| 0.272 | 5.0 | 4865 | 0.3425 | 0.3639 |
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| 0.2246 | 6.0 | 5838 | 0.3371 | 0.3341 |
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| 0.1541 | 7.0 | 6811 | 0.3404 | 0.3377 |
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| 0.1387 | 8.0 | 7784 | 0.3370 | 0.3196 |
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| 0.1554 | 9.0 | 8757 | 0.3387 | 0.3113 |
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| 0.1692 | 10.0 | 9730 | 0.3375 | 0.3193 |
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### Framework versions
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- Transformers 4.42.0.dev0
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- Pytorch 2.2.1
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- Datasets 2.19.0
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- Tokenizers 0.19.1
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whisper/whisper_base_finetuned/checkpoint-1946/config.json
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{
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"_name_or_path": "whisper_base_finetuned",
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"apply_spec_augment": true,
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"architectures": [
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"WhisperForConditionalGeneration"
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],
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"attention_dropout": 0.0,
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"begin_suppress_tokens": [
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220,
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50257
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],
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"bos_token_id": 50257,
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"classifier_proj_size": 256,
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"d_model": 512,
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"decoder_attention_heads": 8,
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"decoder_ffn_dim": 2048,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 6,
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"decoder_start_token_id": 50258,
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"dropout": 0.0,
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"encoder_attention_heads": 8,
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"encoder_ffn_dim": 2048,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 6,
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"eos_token_id": 50257,
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"forced_decoder_ids": null,
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"init_std": 0.02,
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"is_encoder_decoder": true,
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"mask_feature_length": 10,
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"mask_feature_min_masks": 0,
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"mask_feature_prob": 0.05,
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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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"max_length": 448,
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"max_source_positions": 1500,
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"max_target_positions": 448,
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"median_filter_width": 7,
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"model_type": "whisper",
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"num_hidden_layers": 6,
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"num_mel_bins": 80,
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"pad_token_id": 50257,
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"scale_embedding": false,
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"suppress_tokens": [],
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"torch_dtype": "float32",
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"transformers_version": "4.42.0.dev0",
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"use_cache": true,
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"use_weighted_layer_sum": false,
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"vocab_size": 51865
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}
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whisper/whisper_base_finetuned/checkpoint-1946/generation_config.json
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"forced_decoder_ids": [
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]
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],
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"is_multilingual": true,
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"lang_to_id": {
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"<|af|>": 50327,
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"<|am|>": 50334,
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"<|ar|>": 50272,
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