kamilakesbi
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End of training
Browse files- README.md +71 -0
- config.json +18 -0
- model.safetensors +3 -0
- runs/Apr19_08-14-48_de555f671a4e/events.out.tfevents.1713514656.de555f671a4e.1663.0 +3 -0
- training_args.bin +3 -0
README.md
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---
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language:
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- jpn
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license: apache-2.0
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base_model: openai/whisper-small
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tags:
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- speaker-diarization
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- speaker-segmentation
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- generated_from_trainer
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datasets:
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- diarizers-community/callhome
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model-index:
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- name: speaker-segmentation-fine-tuned-callhome-jpn
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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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# speaker-segmentation-fine-tuned-callhome-jpn
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This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the diarizers-community/callhome dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5893
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- Der: 0.1935
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- False Alarm: 0.0760
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- Missed Detection: 0.0713
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- Confusion: 0.0461
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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: 0.001
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- train_batch_size: 32
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- eval_batch_size: 32
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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: cosine
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- num_epochs: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Der | False Alarm | Missed Detection | Confusion |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:-----------:|:----------------:|:---------:|
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| 0.5956 | 1.0 | 336 | 0.6028 | 0.2004 | 0.0637 | 0.0824 | 0.0543 |
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| 0.5696 | 2.0 | 672 | 0.6137 | 0.2001 | 0.0760 | 0.0741 | 0.0500 |
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| 0.5334 | 3.0 | 1008 | 0.5886 | 0.1941 | 0.0787 | 0.0701 | 0.0453 |
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| 0.5168 | 4.0 | 1344 | 0.5914 | 0.1933 | 0.0745 | 0.0723 | 0.0465 |
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| 0.5174 | 5.0 | 1680 | 0.5893 | 0.1935 | 0.0760 | 0.0713 | 0.0461 |
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### Framework versions
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- Transformers 4.40.0
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- Pytorch 2.2.1+cu121
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- Datasets 2.18.0
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- Tokenizers 0.19.1
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config.json
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{
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"architectures": [
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"SegmentationModel"
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],
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"chunk_duration": 10,
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"max_speakers_per_chunk": 3,
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"max_speakers_per_frame": 2,
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"min_duration": null,
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"model_type": "pyannet",
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"sample_rate": 16000,
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"torch_dtype": "float32",
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"transformers_version": "4.40.0",
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"warm_up": [
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0.0,
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0.0
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],
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"weigh_by_cardinality": false
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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:f5cdb1f40ec22331cf2c87e34a9f5a807e278ee4c607ede7f245a3f55f686c9d
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size 5899124
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runs/Apr19_08-14-48_de555f671a4e/events.out.tfevents.1713514656.de555f671a4e.1663.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:2d7513db71bf1585d8835ed11c0c3e27fa3fb9094db9c4a0f2b63ef0ba46ebb4
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size 11369
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:2aee249de21125e2d92b1346db67843ba878b2109e27b67e466c3ba323cddbe2
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size 5048
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