Audio Classification
Transformers
TensorBoard
Safetensors
whisper
Generated from Trainer
Eval Results (legacy)
Instructions to use JackismyShephard/whisper-medium.en-finetuned-gtzan with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use JackismyShephard/whisper-medium.en-finetuned-gtzan with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("audio-classification", model="JackismyShephard/whisper-medium.en-finetuned-gtzan")# Load model directly from transformers import AutoProcessor, AutoModelForAudioClassification processor = AutoProcessor.from_pretrained("JackismyShephard/whisper-medium.en-finetuned-gtzan") model = AutoModelForAudioClassification.from_pretrained("JackismyShephard/whisper-medium.en-finetuned-gtzan", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit ·
7731507
0
Parent(s):
initial commit
Browse files- .gitattributes +35 -0
- README.md +94 -0
- config.json +172 -0
- model.safetensors +3 -0
- preprocessor_config.json +14 -0
- runs/Dec21_13-11-03_Christians-Desktop/events.out.tfevents.1703160675.Christians-Desktop.269605.0 +3 -0
- runs/Dec21_13-11-03_Christians-Desktop/events.out.tfevents.1703206016.Christians-Desktop.269605.1 +3 -0
- runs/Dec25_00-13-11_Christians-Desktop/events.out.tfevents.1703459600.Christians-Desktop.50576.0 +3 -0
- runs/Dec25_00-28-21_Christians-Desktop/events.out.tfevents.1703460505.Christians-Desktop.53729.0 +3 -0
- runs/Dec25_00-46-03_Christians-Desktop/events.out.tfevents.1703461567.Christians-Desktop.57171.0 +3 -0
- runs/Dec25_00-46-03_Christians-Desktop/events.out.tfevents.1703465232.Christians-Desktop.57171.1 +3 -0
- training_args.bin +3 -0
.gitattributes
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README.md
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---
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license: apache-2.0
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base_model: openai/whisper-medium.en
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tags:
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- generated_from_trainer
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datasets:
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- marsyas/gtzan
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metrics:
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- accuracy
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model-index:
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- name: whisper-medium.en-finetuned-gtzan
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results:
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- task:
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name: Audio Classification
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type: audio-classification
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dataset:
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name: GTZAN
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type: marsyas/gtzan
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config: all
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split: train
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args: all
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.95
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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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# whisper-medium.en-finetuned-gtzan
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This model is a fine-tuned version of [openai/whisper-medium.en](https://huggingface.co/openai/whisper-medium.en) on the GTZAN dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2885
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- Accuracy: 0.95
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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: 2
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- eval_batch_size: 2
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- seed: 42
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- gradient_accumulation_steps: 4
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- total_train_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_ratio: 0.1
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- num_epochs: 16
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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 | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 1.7711 | 1.0 | 112 | 1.6556 | 0.52 |
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| 0.5477 | 2.0 | 225 | 0.4738 | 0.85 |
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| 0.535 | 3.0 | 337 | 0.3137 | 0.92 |
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| 0.231 | 4.0 | 450 | 0.3613 | 0.9 |
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| 0.1923 | 5.0 | 562 | 0.2885 | 0.95 |
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| 0.0584 | 6.0 | 675 | 0.6531 | 0.86 |
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| 0.1783 | 7.0 | 787 | 0.5717 | 0.9 |
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| 0.0022 | 8.0 | 900 | 0.4205 | 0.91 |
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| 0.1032 | 9.0 | 1012 | 0.4984 | 0.91 |
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| 0.0011 | 10.0 | 1125 | 0.3778 | 0.94 |
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| 0.0104 | 11.0 | 1237 | 0.3709 | 0.94 |
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| 0.0011 | 12.0 | 1350 | 0.4564 | 0.92 |
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| 0.0009 | 13.0 | 1462 | 0.3796 | 0.94 |
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| 0.0008 | 14.0 | 1575 | 0.3880 | 0.94 |
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| 0.0008 | 15.0 | 1687 | 0.3930 | 0.94 |
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| 0.0008 | 15.93 | 1792 | 0.3955 | 0.94 |
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### Framework versions
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- Transformers 4.37.0.dev0
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- Pytorch 2.1.2+cu118
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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config.json
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{
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"_name_or_path": "openai/whisper-medium.en",
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"apply_spec_augment": false,
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"architectures": [
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"WhisperForAudioClassification"
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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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50256
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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": 1024,
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"decoder_attention_heads": 16,
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| 18 |
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"decoder_ffn_dim": 4096,
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| 19 |
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"decoder_layerdrop": 0.0,
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"decoder_layers": 24,
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"decoder_start_token_id": 50257,
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"dropout": 0.0,
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"encoder_attention_heads": 16,
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| 24 |
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"encoder_ffn_dim": 4096,
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| 25 |
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"encoder_layerdrop": 0.0,
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"encoder_layers": 24,
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"eos_token_id": 50256,
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"forced_decoder_ids": [
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[
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1,
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50362
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]
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],
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"id2label": {
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"0": "blues",
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"1": "classical",
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"2": "country",
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"3": "disco",
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"4": "hiphop",
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"5": "jazz",
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"6": "metal",
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"7": "pop",
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"8": "reggae",
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"9": "rock"
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},
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"init_std": 0.02,
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"is_encoder_decoder": true,
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"label2id": {
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"blues": "0",
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"classical": "1",
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"country": "2",
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"disco": "3",
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"hiphop": "4",
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"jazz": "5",
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"metal": "6",
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"pop": "7",
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"reggae": "8",
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"rock": "9"
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},
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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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"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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| 71 |
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"num_hidden_layers": 24,
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| 72 |
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"num_mel_bins": 80,
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| 73 |
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"pad_token_id": 50256,
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| 74 |
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"scale_embedding": false,
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"suppress_tokens": [
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1,
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2,
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7,
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8,
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|
| 86 |
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