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llama3_mamba_0_5_dpo_ep3
JunxiongWang/llama3_mamba_0_5_dpo_ep3
llama3_mamba_0_5_dpo_ep3 is a text generation model from JunxiongWang. Use it when you need the model to write or continue text. It is set up for transformers.
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At a glance
- Task
- Text Generation
- Library
- transformers
- Model type
- llama
- Access
- Public
- Created
- Jul 20, 2024
- Updated
- Jul 20, 2024
- SHA
- 9e4bf235
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Model card
From the Hugging Face model README
Please check here for details.
<!-- 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. -->JunxiongWang/llama3_mamba_0_5_dpo_ep3
This model is a fine-tuned version of JunxiongWang/llama3_mamba_0_5_sft on the HuggingFaceH4/ultrafeedback_binarized dataset. It achieves the following results on the evaluation set:
- Loss: 0.6148
- Rewards/chosen: -3.5162
- Rewards/rejected: -5.9459
- Rewards/accuracies: 0.7812
- Rewards/margins: 2.4297
- Logps/rejected: -326.2092
- Logps/chosen: -294.7739
- Logits/rejected: -1.2401
- Logits/chosen: -1.1951
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-07
- train_batch_size: 4
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 8
- total_train_batch_size: 32
- total_eval_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.2025 | 1.0466 | 2000 | 0.5107 | -1.2087 | -2.7320 | 0.7930 | 1.5234 | -294.0709 | -271.6987 | -1.0884 | -1.0320 |
| 0.0265 | 2.0931 | 4000 | 0.6148 | -3.5162 | -5.9459 | 0.7812 | 2.4297 | -326.2092 | -294.7739 | -1.2401 | -1.1951 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.1.0+cu118
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Text Generation
- Library
- transformers
- Type
- llama
- Created
- Jul 20, 2024
- Updated
- Jul 20, 2024