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llama3-8b-base-dpo
yangzhao02/llama3-8b-base-dpo
llama3-8b-base-dpo is a text generation model from yangzhao02. 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
- llama
- Access
- Public
- Created
- Jun 28, 2024
- Updated
- Jun 28, 2024
- SHA
- 4e5903c2
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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. -->
llama3-8b-base-dpo-120
This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4893
- Rewards/chosen: -0.5883
- Rewards/rejected: -1.3409
- Rewards/accuracies: 0.6905
- Rewards/margins: 0.7525
- Logps/rejected: -293.5897
- Logps/chosen: -331.5697
- Logits/rejected: 0.4485
- Logits/chosen: 0.2338
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: 1
- eval_batch_size: 2
- seed: 42
- distributed_type: multi-GPU
- num_devices: 24
- gradient_accumulation_steps: 5
- total_train_batch_size: 120
- total_eval_batch_size: 48
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 1
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.467 | 0.4906 | 250 | 0.4987 | -0.6034 | -1.2547 | 0.7262 | 0.6512 | -291.8655 | -331.8713 | 0.4838 | 0.2542 |
| 0.4536 | 0.9812 | 500 | 0.4893 | -0.5883 | -1.3409 | 0.6905 | 0.7525 | -293.5897 | -331.5697 | 0.4485 | 0.2338 |
Framework versions
- Transformers 4.42.0
- Pytorch 2.2.2+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Text Generation
- Library
- transformers
- Type
- llama
- Created
- Jun 28, 2024
- Updated
- Jun 28, 2024