Downloads · 30 days
9
16% of all-time downloads
zephyr-7b-dpo-lora
Tejaswi006/zephyr-7b-dpo-lora
zephyr-7b-dpo-lora is a text generation model from Tejaswi006. 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. --
All-time downloads
58
Public
Repo size
218 MB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors218 MB · 99%
At a glance
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Model type
- mistral
- Access
- Public
- Created
- Dec 15, 2023
- Updated
- Dec 17, 2023
- SHA
- 0ecd4c25
Try a prompt
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-7b-dpo-lora
This model is a fine-tuned version of mistralai/Mistral-7B-v0.1 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5261
- Rewards/chosen: -0.1563
- Rewards/rejected: -0.9035
- Rewards/accuracies: 0.7315
- Rewards/margins: 0.7472
- Logps/rejected: -232.6935
- Logps/chosen: -266.1220
- Logits/rejected: -1.9669
- Logits/chosen: -2.0211
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: 2
- eval_batch_size: 4
- seed: 42
- distributed_type: multi-GPU
- gradient_accumulation_steps: 32
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.5647 | 1.0 | 968 | 0.5544 | -0.1110 | -0.6475 | 0.7130 | 0.5365 | -230.1329 | -265.6688 | -2.0148 | -2.0684 |
| 0.5569 | 2.0 | 1936 | 0.5303 | -0.1538 | -0.8646 | 0.7320 | 0.7108 | -232.3041 | -266.0967 | -1.9784 | -2.0322 |
| 0.5188 | 3.0 | 2904 | 0.5261 | -0.1563 | -0.9035 | 0.7315 | 0.7472 | -232.6935 | -266.1220 | -1.9669 | -2.0211 |
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
- Dec 15, 2023
- Updated
- Dec 17, 2023