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IKEA-7b-UC-0
weijie210/IKEA-7b-UC-0
IKEA-7b-UC-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 28, 2024
- Updated
- Jan 30, 2024
- SHA
- a0b85297
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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-UC-0
This model is a fine-tuned version of alignment-handbook/zephyr-7b-sft-full on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0241
- Rewards/chosen: -1.3913
- Rewards/rejected: -26.2733
- Rewards/accuracies: 0.9940
- Rewards/margins: 24.8821
- Logps/rejected: -348.4335
- Logps/chosen: -162.1273
- Logits/rejected: -2.3713
- Logits/chosen: -2.5987
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.0268 | 0.72 | 500 | 0.0314 | -0.9700 | -9.7922 | 0.9960 | 8.8222 | -183.6220 | -157.9143 | -2.2332 | -2.4086 |
| 0.0022 | 1.44 | 1000 | 0.0229 | -1.6108 | -24.5526 | 0.9960 | 22.9418 | -331.2263 | -164.3232 | -2.4361 | -2.6330 |
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 28, 2024
- Updated
- Jan 30, 2024