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peft-starcoder-lora-a100
munem420/peft-starcoder-lora-a100
peft-starcoder-lora-a100 is a machine learning model from munem420. 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
- Model type
- gpt_bigcode
- Access
- Public
- Created
- May 22, 2024
- Updated
- Jun 12, 2024
- SHA
- e5626442
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-1b on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.0735
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: 0.0002
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 16
- 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 |
|---|---|---|---|
| 1.359 | 0.05 | 100 | 1.0245 |
| 0.9567 | 0.1 | 200 | 1.0392 |
| 1.0333 | 0.15 | 300 | 1.0454 |
| 1.3164 | 0.2 | 400 | 1.0303 |
| 0.9588 | 0.25 | 500 | 1.0433 |
| 0.6867 | 0.3 | 600 | 1.0427 |
| 0.6739 | 0.35 | 700 | 1.0514 |
| 0.9998 | 0.4 | 800 | 1.0590 |
| 0.9813 | 0.45 | 900 | 1.0560 |
| 1.1623 | 0.5 | 1000 | 1.0525 |
| 0.7074 | 0.55 | 1100 | 1.0573 |
| 0.5871 | 0.6 | 1200 | 1.0607 |
| 1.3441 | 0.65 | 1300 | 1.0656 |
| 0.8255 | 0.7 | 1400 | 1.0599 |
| 0.6594 | 0.75 | 1500 | 1.0555 |
| 0.737 | 0.8 | 1600 | 1.0668 |
| 0.7897 | 0.85 | 1700 | 1.0660 |
| 0.6235 | 0.9 | 1800 | 1.0675 |
| 1.3649 | 0.95 | 1900 | 1.0737 |
| 0.8795 | 1.0 | 2000 | 1.0735 |
Framework versions
- PEFT 0.11.1
- Transformers 4.41.2
- Pytorch 2.3.0+cu121
- Datasets 2.19.2
- Tokenizers 0.19.1
- Library
- peft
- Type
- gpt_bigcode
- License
- bigcode-openrail-m
- Created
- May 22, 2024
- Updated
- Jun 12, 2024