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README.md ADDED
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+ ---
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+ license: mit
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+ base_model: pyannote/segmentation-3.0
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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/simsamu
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+ model-index:
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+ - name: speaker-segmentation-fine-tuned-simsamu-2
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+ results: []
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+ ---
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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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+
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+ # speaker-segmentation-fine-tuned-simsamu-2
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+
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+ This model is a fine-tuned version of [pyannote/segmentation-3.0](https://huggingface.co/pyannote/segmentation-3.0) on the diarizers-community/simsamu default dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.2428
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+ - Der: 0.0861
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+ - False Alarm: 0.0245
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+ - Missed Detection: 0.0384
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+ - Confusion: 0.0232
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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: 16
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+ - eval_batch_size: 16
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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: 10.0
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Der | False Alarm | Missed Detection | Confusion |
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+ |:-------------:|:-----:|:----:|:---------------:|:------:|:-----------:|:----------------:|:---------:|
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+ | 0.2179 | 1.0 | 111 | 0.2259 | 0.0951 | 0.0239 | 0.0486 | 0.0227 |
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+ | 0.1694 | 2.0 | 222 | 0.2379 | 0.0930 | 0.0230 | 0.0466 | 0.0234 |
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+ | 0.1559 | 3.0 | 333 | 0.2305 | 0.0898 | 0.0223 | 0.0431 | 0.0244 |
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+ | 0.149 | 4.0 | 444 | 0.2323 | 0.0893 | 0.0246 | 0.0398 | 0.0249 |
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+ | 0.1416 | 5.0 | 555 | 0.2351 | 0.0884 | 0.0243 | 0.0399 | 0.0243 |
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+ | 0.1369 | 6.0 | 666 | 0.2458 | 0.0904 | 0.0266 | 0.0370 | 0.0268 |
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+ | 0.1367 | 7.0 | 777 | 0.2410 | 0.0882 | 0.0204 | 0.0434 | 0.0244 |
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+ | 0.1306 | 8.0 | 888 | 0.2400 | 0.0866 | 0.0240 | 0.0393 | 0.0234 |
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+ | 0.1301 | 9.0 | 999 | 0.2422 | 0.0860 | 0.0243 | 0.0387 | 0.0230 |
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+ | 0.1276 | 10.0 | 1110 | 0.2428 | 0.0861 | 0.0245 | 0.0384 | 0.0232 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.40.1
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+ - Pytorch 2.2.0+cu121
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+ - Datasets 2.17.0
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+ - Tokenizers 0.19.1
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