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neft-exp3
openaccess-ai-collective/neft-exp3
neft-exp3 is a text generation model from openaccess-ai-collective. 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
- Oct 18, 2023
- Updated
- Oct 18, 2023
- SHA
- 652e5d0d
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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. -->
out
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: 1.3754
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: 6e-06
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- distributed_type: multi-GPU
- num_devices: 8
- total_train_batch_size: 16
- total_eval_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 10
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 0.9424 | 0.02 | 1 | 1.0092 |
| 1.0216 | 0.2 | 13 | 1.0002 |
| 0.9928 | 0.41 | 26 | 1.0070 |
| 0.9191 | 0.61 | 39 | 1.0096 |
| 0.9276 | 0.81 | 52 | 1.0053 |
| 0.5839 | 1.02 | 65 | 1.0082 |
| 0.5495 | 1.22 | 78 | 1.0552 |
| 0.4987 | 1.42 | 91 | 1.0670 |
| 0.6065 | 1.62 | 104 | 1.0635 |
| 0.5086 | 1.83 | 117 | 1.0656 |
| 0.3216 | 2.03 | 130 | 1.1148 |
| 0.3204 | 2.23 | 143 | 1.1933 |
| 0.2575 | 2.44 | 156 | 1.2069 |
| 0.2721 | 2.64 | 169 | 1.1942 |
| 0.2796 | 2.84 | 182 | 1.2019 |
| 0.1414 | 3.05 | 195 | 1.2782 |
| 0.124 | 3.25 | 208 | 1.3240 |
| 0.1385 | 3.45 | 221 | 1.3561 |
| 0.1077 | 3.66 | 234 | 1.3740 |
| 0.0966 | 3.86 | 247 | 1.3754 |
Framework versions
- Transformers 4.34.0.dev0
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.14.0
- Task
- Text Generation
- Library
- transformers
- Type
- mistral
- License
- apache-2.0
- Created
- Oct 18, 2023
- Updated
- Oct 18, 2023