Text Classification
PEFT
Safetensors
English
biojev
biomedical
qwen3.5
qlora
natural-language-inference
biomedical-nlp
system-one
Instructions to use Gabriel382/BioJev with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Gabriel382/BioJev with PEFT:
from peft import PeftModel from transformers import AutoModelForSequenceClassification base_model = AutoModelForSequenceClassification.from_pretrained("Qwen/Qwen3.5-4B-Base") model = PeftModel.from_pretrained(base_model, "Gabriel382/BioJev") - Notebooks
- Google Colab
- Kaggle
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Download SYSTEMONE_API.md from Gabriel382/BioJev: direct link, hf CLI and curl.
- Browser
- Download file 552 Bytes
-
https://huggingface.co/Gabriel382/BioJev/resolve/main/SYSTEMONE_API.md
- Command line
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hf download hf://Gabriel382/BioJev/SYSTEMONE_API.md
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curl -L -o SYSTEMONE_API.md https://huggingface.co/Gabriel382/BioJev/resolve/main/SYSTEMONE_API.md
552 Bytes
| # BioJev-4B — System One API | |
| System One compatibility is implemented in the main project: | |
| https://github.com/Gabriel382/BioJev | |
| Serve this local model directory with: | |
| ```bash | |
| python scripts/serve_systemone.py \ | |
| --checkpoint /path/to/BioJev \ | |
| --model-name biojev-4b \ | |
| --load-in-4bit \ | |
| --host 0.0.0.0 \ | |
| --port 8000 | |
| ``` | |
| Endpoint: | |
| ```text | |
| POST /v1/systemone | |
| ``` | |
| Supported types: | |
| - `choice` | |
| - `noul` | |
| - `score` | |
| This is a compatibility bridge over the existing three-class BioJev NLI classifier, not a native Ollama/System-One checkpoint. | |