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OpenELM-1_1B-DPO
CharlesLi/OpenELM-1_1B-DPO
OpenELM-1_1B-DPO is a text generation model from CharlesLi. Use it when you need the model to write or continue text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Generation
- Library
- transformers
- Model type
- openelm
- Access
- Public
- Created
- Aug 27, 2024
- Updated
- Aug 27, 2024
- SHA
- ad3a23a1
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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. -->
OpenELM-1_1B-DPO
This model is a fine-tuned version of data/OpenELM-1_1B-SFT on the HuggingFaceH4/ultrafeedback_binarized dataset. It achieves the following results on the evaluation set:
- Loss: 1.0009
- Rewards/chosen: -14.5625
- Rewards/rejected: -17.125
- Rewards/accuracies: 0.7188
- Rewards/margins: 2.6094
- Logps/rejected: -632.0
- Logps/chosen: -612.0
- Logits/rejected: -13.0
- Logits/chosen: -13.0
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: 8
- eval_batch_size: 16
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.7494 | 1.0 | 1911 | 0.7879 | -11.6875 | -12.8125 | 0.6797 | 1.1797 | -548.0 | -552.0 | -12.8125 | -12.5625 |
| 0.0999 | 2.0 | 3822 | 0.8019 | -14.125 | -15.9375 | 0.6992 | 1.8125 | -608.0 | -604.0 | -13.0625 | -13.0 |
| 0.011 | 3.0 | 5733 | 1.0009 | -14.5625 | -17.125 | 0.7188 | 2.6094 | -632.0 | -612.0 | -13.0 | -13.0 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.3.0
- Datasets 2.21.0
- Tokenizers 0.19.1
- Task
- Text Generation
- Library
- transformers
- Type
- openelm
- Created
- Aug 27, 2024
- Updated
- Aug 27, 2024