Downloads · 30 days
15
33% of all-time downloads
selective-pairrm-32754820
wxzhang/selective-pairrm-32754820
selective-pairrm-32754820 is a text generation model from wxzhang. 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. --
All-time downloads
46
Public
Parameters
7.2B
14.5 GB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors14.5 GB · 100%
At a glance
- Task
- Text Generation
- Library
- transformers
- Model type
- mistral
- Access
- Public
- Created
- Mar 12, 2024
- Updated
- Mar 12, 2024
- SHA
- 2231b877
Try a prompt
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. -->
selective-pairrm-32754820
This model was trained from scratch on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.7284
- Rewards/chosen: -2.3186
- Rewards/rejected: -2.4353
- Rewards/accuracies: 0.5703
- Rewards/margins: 0.1167
- Logps/rejected: -555.1447
- Logps/chosen: -524.2090
- Logits/rejected: -2.5947
- Logits/chosen: -2.5961
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: 4
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- total_eval_batch_size: 32
- 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
Training results
| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.5696 | 0.32 | 100 | 0.7351 | -2.0420 | -2.1261 | 0.5781 | 0.0841 | -524.2233 | -496.5468 | -2.5568 | -2.5577 |
| 0.5384 | 0.64 | 200 | 0.7274 | -2.2166 | -2.3279 | 0.5781 | 0.1113 | -544.4059 | -514.0054 | -2.6227 | -2.6242 |
| 0.5331 | 0.96 | 300 | 0.7288 | -2.3199 | -2.4365 | 0.5703 | 0.1166 | -555.2662 | -524.3375 | -2.5949 | -2.5963 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.1.2
- Datasets 2.14.6
- Tokenizers 0.15.0
- Task
- Text Generation
- Library
- transformers
- Type
- mistral
- Created
- Mar 12, 2024
- Updated
- Mar 12, 2024