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zephyr-ds
jikaixuan/zephyr-ds
zephyr-ds is a text generation model from jikaixuan. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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.safetensors218 MB · 99%
At a glance
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Model type
- mistral
- Access
- Public
- Created
- Jan 10, 2024
- Updated
- May 20, 2024
- SHA
- b696ae92
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Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
zephyr-ds
This model is a fine-tuned version of alignment-handbook/zephyr-7b-sft-full on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3439
- Rewards/chosen: -1.1633
- Rewards/rejected: -3.5290
- Rewards/accuracies: 0.7420
- Rewards/margins: 2.3657
- Logps/rejected: -294.5901
- Logps/chosen: -295.8908
- Logits/rejected: -2.7390
- Logits/chosen: -2.7421
- Use Label: 9180.7998
- Pred Label: 6851.2002
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- total_eval_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 1
Training results
| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen | Use Label | Pred Label |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.333 | 1.0 | 955 | 0.3439 | -1.1633 | -3.5290 | 0.7420 | 2.3657 | -294.5901 | -295.8908 | -2.7390 | -2.7421 | 8950.7998 | 6581.2002 |
Framework versions
- Transformers 4.35.0
- Pytorch 2.1.1+cu121
- Datasets 2.14.6
- Tokenizers 0.14.1
- Task
- Text Generation
- Library
- transformers
- Type
- mistral
- License
- apache-2.0
- Created
- Jan 10, 2024
- Updated
- May 20, 2024