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peft-starcoder-lora-a100
14rohnisingh/peft-starcoder-lora-a100
peft-starcoder-lora-a100 is a machine learning model from 14rohnisingh. 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
- May 17, 2024
- Updated
- May 20, 2024
- SHA
- fccbe8fd
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: 0.4433
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: 2
- eval_batch_size: 2
- 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 |
|---|---|---|---|
| 0.45 | 0.05 | 100 | 0.4334 |
| 0.413 | 0.1 | 200 | 0.4235 |
| 0.396 | 0.15 | 300 | 0.4189 |
| 0.3702 | 0.2 | 400 | 0.4082 |
| 0.356 | 0.25 | 500 | 0.4072 |
| 0.3429 | 0.3 | 600 | 0.4129 |
| 0.3375 | 0.35 | 700 | 0.4136 |
| 0.3181 | 0.4 | 800 | 0.4080 |
| 0.3057 | 0.45 | 900 | 0.4187 |
| 0.2956 | 0.5 | 1000 | 0.4214 |
| 0.2761 | 0.55 | 1100 | 0.4261 |
| 0.2805 | 0.6 | 1200 | 0.4275 |
| 0.2697 | 0.65 | 1300 | 0.4294 |
| 0.2556 | 0.7 | 1400 | 0.4338 |
| 0.2578 | 0.75 | 1500 | 0.4339 |
| 0.2427 | 0.8 | 1600 | 0.4401 |
| 0.245 | 0.85 | 1700 | 0.4423 |
| 0.248 | 0.9 | 1800 | 0.4435 |
| 0.2377 | 0.95 | 1900 | 0.4436 |
| 0.2466 | 1.0 | 2000 | 0.4433 |
Framework versions
- PEFT 0.11.1
- Transformers 4.40.2
- Pytorch 2.2.1+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Library
- peft
- License
- bigcode-openrail-m
- Created
- May 17, 2024
- Updated
- May 20, 2024