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Upload TFWhisperForConditionalGeneration
Browse files- README.md +71 -0
- config.json +92 -0
- tf_model.h5 +3 -0
README.md
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---
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license: apache-2.0
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tags:
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- generated_from_keras_callback
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model-index:
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- name: whisper_werbest
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results: []
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---
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<!-- This model card has been generated automatically according to the information Keras had access to. You should
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probably proofread and complete it, then remove this comment. -->
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# whisper_werbest
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This model is a fine-tuned version of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Train Loss: 0.3071
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- Train Accuracy: 0.0324
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- Train Wermet: 1.7931
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- Validation Loss: 0.5766
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- Validation Accuracy: 0.0312
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- Validation Wermet: 1.5663
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- Epoch: 14
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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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- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': 1e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False, 'weight_decay_rate': 0.01}
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- training_precision: float32
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### Training results
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| Train Loss | Train Accuracy | Train Wermet | Validation Loss | Validation Accuracy | Validation Wermet | Epoch |
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|:----------:|:--------------:|:------------:|:---------------:|:-------------------:|:-----------------:|:-----:|
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| 5.0795 | 0.0116 | 43.8776 | 4.4395 | 0.0122 | 35.4119 | 0 |
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| 4.3059 | 0.0131 | 29.7976 | 4.0311 | 0.0143 | 26.0070 | 1 |
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| 3.8871 | 0.0148 | 19.3999 | 3.6500 | 0.0158 | 19.2186 | 2 |
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| 3.0943 | 0.0184 | 18.3704 | 2.3327 | 0.0226 | 22.5034 | 3 |
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| 1.8954 | 0.0240 | 16.2471 | 1.4889 | 0.0266 | 14.2782 | 4 |
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| 1.2781 | 0.0269 | 8.4169 | 1.1273 | 0.0283 | 7.4581 | 5 |
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| 0.9797 | 0.0283 | 4.8739 | 0.9481 | 0.0292 | 3.9451 | 6 |
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| 0.8006 | 0.0293 | 2.7433 | 0.8371 | 0.0297 | 2.3065 | 7 |
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| 0.6764 | 0.0299 | 2.1646 | 0.7554 | 0.0301 | 1.3005 | 8 |
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| 0.5820 | 0.0305 | 1.5323 | 0.6980 | 0.0305 | 1.1238 | 9 |
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| 0.5078 | 0.0310 | 1.4328 | 0.6617 | 0.0306 | 1.2793 | 10 |
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| 0.4455 | 0.0314 | 1.4891 | 0.6252 | 0.0309 | 1.6833 | 11 |
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| 0.3927 | 0.0317 | 1.6700 | 0.6123 | 0.0310 | 2.1091 | 12 |
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| 0.3473 | 0.0321 | 1.6245 | 0.5851 | 0.0311 | 1.4109 | 13 |
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| 0.3071 | 0.0324 | 1.7931 | 0.5766 | 0.0312 | 1.5663 | 14 |
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### Framework versions
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- Transformers 4.25.0.dev0
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- TensorFlow 2.9.2
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- Datasets 2.6.1
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- Tokenizers 0.13.2
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config.json
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{
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"_name_or_path": "openai/whisper-tiny",
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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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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"d_model": 384,
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"decoder_attention_heads": 6,
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"decoder_ffn_dim": 1536,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 4,
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"decoder_start_token_id": 50258,
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"dropout": 0.0,
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"encoder_attention_heads": 6,
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"encoder_ffn_dim": 1536,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 4,
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"eos_token_id": 50257,
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"forced_decoder_ids": [
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]
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],
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"init_std": 0.02,
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"is_encoder_decoder": true,
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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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"model_type": "whisper",
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"num_hidden_layers": 4,
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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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],
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"torch_dtype": "float32",
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"transformers_version": "4.25.0.dev0",
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"use_cache": true,
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"vocab_size": 51865
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}
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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:f15a211305c75fd1a6445b17f681006fbdad2ba01f294f7d4f34ba52f248fc7b
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size 151253984
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