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IKEA-7b-UFB-0
weijie210/IKEA-7b-UFB-0
IKEA-7b-UFB-0 is a text generation model from weijie210. 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. --
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At a glance
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Model type
- mistral
- Access
- Public
- Created
- Jan 31, 2024
- Updated
- Jan 31, 2024
- SHA
- da935eb5
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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. -->
IKEA-7b-UFB-0
This model is a fine-tuned version of weijie210/zephyr-UFB-7b-sft on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0776
- Rewards/chosen: -6.9486
- Rewards/rejected: -22.9186
- Rewards/accuracies: 0.9583
- Rewards/margins: 15.9701
- Logps/rejected: -316.0304
- Logps/chosen: -200.6633
- Logits/rejected: -2.8329
- Logits/chosen: -2.8989
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
- total_train_batch_size: 16
- total_eval_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 2
Training results
| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.1091 | 0.53 | 500 | 0.2325 | -3.8178 | -23.3989 | 0.9583 | 19.5811 | -320.8331 | -169.3557 | -2.8725 | -2.9272 |
| 0.0336 | 1.06 | 1000 | 0.0688 | -5.4221 | -18.0263 | 0.9722 | 12.6042 | -267.1074 | -185.3986 | -2.8786 | -2.9367 |
| 0.0247 | 1.59 | 1500 | 0.0597 | -5.4161 | -19.3860 | 0.9444 | 13.9699 | -280.7044 | -185.3390 | -2.8687 | -2.9293 |
Framework versions
- Transformers 4.36.1
- Pytorch 2.0.1+cu117
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Text Generation
- Library
- transformers
- Type
- mistral
- License
- apache-2.0
- Created
- Jan 31, 2024
- Updated
- Jan 31, 2024