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peft-starcoder-lora-a100
Keerthana98/peft-starcoder-lora-a100
peft-starcoder-lora-a100 is a machine learning model from Keerthana98. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as bigcode-openrail-m.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- peft
- License
- bigcode-openrail-m
- Access
- Public
- Created
- Mar 27, 2024
- Updated
- Mar 31, 2024
- SHA
- 4795dd89
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. -->
peft-starcoder-lora-a100
This model is a fine-tuned version of bigcode/starcoderbase-3b on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.8938
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: 0.0005
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 30
- training_steps: 2000
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 1.2519 | 0.05 | 100 | 1.2670 |
| 1.1574 | 0.1 | 200 | 1.2857 |
| 1.0988 | 0.15 | 300 | 1.3103 |
| 0.9577 | 0.2 | 400 | 1.3922 |
| 0.9345 | 0.25 | 500 | 1.4669 |
| 0.8145 | 0.3 | 600 | 1.5009 |
| 0.7423 | 0.35 | 700 | 1.5764 |
| 0.7225 | 0.4 | 800 | 1.6063 |
| 0.6379 | 0.45 | 900 | 1.6696 |
| 0.6335 | 0.5 | 1000 | 1.7408 |
| 0.5733 | 0.55 | 1100 | 1.7548 |
| 0.5503 | 0.6 | 1200 | 1.7962 |
| 0.5309 | 0.65 | 1300 | 1.7991 |
| 0.4949 | 0.7 | 1400 | 1.8356 |
| 0.4961 | 0.75 | 1500 | 1.8625 |
| 0.4769 | 0.8 | 1600 | 1.8737 |
| 0.4658 | 0.85 | 1700 | 1.8858 |
| 0.4655 | 0.9 | 1800 | 1.8888 |
| 0.4604 | 0.95 | 1900 | 1.8943 |
| 0.4568 | 1.0 | 2000 | 1.8938 |
Framework versions
- PEFT 0.8.2
- Transformers 4.39.1
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Library
- peft
- License
- bigcode-openrail-m
- Created
- Mar 27, 2024
- Updated
- Mar 31, 2024