End of training
Browse files- README.md +54 -0
- config.json +49 -0
- model.safetensors +3 -0
- preprocessor_config.json +13 -0
- training_args.bin +3 -0
README.md
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---
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license: bsd-3-clause
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base_model: MIT/ast-finetuned-audioset-10-10-0.4593
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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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model-index:
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- name: ast-finetuned-audioset-10-10-0.4593-finetuned-gtzan
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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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[<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/soundofai/huggingface-audio-course/runs/4estu7od)
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# ast-finetuned-audioset-10-10-0.4593-finetuned-gtzan
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This model is a fine-tuned version of [MIT/ast-finetuned-audioset-10-10-0.4593](https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593) on the GTZAN dataset.
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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: 5e-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: 20
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### Framework versions
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- Transformers 4.41.0.dev0
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- Pytorch 2.2.1+cu121
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- Datasets 2.19.0
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "MIT/ast-finetuned-audioset-10-10-0.4593",
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"architectures": [
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"ASTForAudioClassification"
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],
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"attention_probs_dropout_prob": 0.0,
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"frequency_stride": 10,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.0,
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"hidden_size": 768,
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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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"initializer_range": 0.02,
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"intermediate_size": 3072,
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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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"layer_norm_eps": 1e-12,
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"max_length": 1024,
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"model_type": "audio-spectrogram-transformer",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"num_mel_bins": 128,
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"patch_size": 16,
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"problem_type": "single_label_classification",
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"qkv_bias": true,
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"time_stride": 10,
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"torch_dtype": "float32",
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"transformers_version": "4.41.0.dev0"
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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:a8d192d5ce8aec9e3e5f64e175dd1ce228def4f35f76f35598c4fd4833b49403
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size 344814656
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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": "ASTFeatureExtractor",
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"feature_size": 1,
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"max_length": 1024,
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"mean": -4.2677393,
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"num_mel_bins": 128,
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"padding_side": "right",
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"padding_value": 0.0,
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"return_attention_mask": false,
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"sampling_rate": 16000,
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"std": 4.5689974
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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 sha256:4998a63c4315fc2679afa0e33e4332c772314aed2f698b51dd2aafaa9db3fd8b
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size 5176
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