Refresh model card: license chain + DISCLOSURE bandeau v2
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README.md
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---
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license: cc-by-sa-4.0
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base_model: mistralai/Devstral-Small-2-24B-Instruct-2512
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library_name: peft
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tags:
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- mlx
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- lora
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- peft
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- ailiance
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- devstral
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- platformio
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language:
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- en
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- fr
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pipeline_tag: text-generation
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---
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# Ailiance — Devstral-Small-2-24B-BF16 platformio LoRA
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LoRA adapter fine-tuned on `mistralai/Devstral-Small-2-24B-Instruct-2512` for **platformio** tasks.
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> Maintained by **Ailiance** — French AI org publishing EU AI Act aligned LoRA adapters and datasets.
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## Quick start (MLX)
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```python
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from mlx_lm import load, generate
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model, tokenizer = load(
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"mistralai/Devstral-Small-2-24B-Instruct-2512",
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adapter_path="Ailiance-fr/devstral-platformio-lora",
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)
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print(generate(model, tokenizer, prompt="..."))
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```
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## Training
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| Hyperparameter | Value |
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|------------------|------------------------|
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| Base model | `mistralai/Devstral-Small-2-24B-Instruct-2512` |
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| Method | LoRA via `mlx-lm` |
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| Rank | 16 |
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| Scale | 2.0 |
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| Alpha | 32 |
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| Max seq length | 2048 |
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| Iterations | 500 |
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| Optimizer | Adam, LR 1e-5 |
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| Hardware | Apple M3 Ultra 512 GB |
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## Training data lineage
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| Role | Dataset | License |
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|-----------------|--------------------------------------------------------------------------------------------------|----------------|
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| Primary corpus | [`Ailiance-fr/mascarade-platformio-dataset`](https://huggingface.co/datasets/Ailiance-fr/mascarade-platformio-dataset) | cc-by-sa-4.0 |
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For per-sample provenance and attribution status, consult the dataset card.
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## License chain
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| Component | License |
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|-----------------------------------|-------------------|
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| Base model (`mistralai/Devstral-Small-2-24B-Instruct-2512`) | apache-2.0 |
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| Training data ([`Ailiance-fr/mascarade-platformio-dataset`](https://huggingface.co/datasets/Ailiance-fr/mascarade-platformio-dataset)) | cc-by-sa-4.0 |
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| **LoRA adapter (this repo)** | **cc-by-sa-4.0**|
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_Most restrictive license in the chain (CC-BY-SA-4.0 share-alike) propagates to derivatives._
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## EU AI Act compliance
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- **Article 53(1)(c)**: training data licenses preserved (per-dataset cards declare upstream licenses).
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- **Article 53(1)(d)**: training data summary — see upstream dataset cards on Ailiance-fr.
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- **GPAI Code of Practice (July 2025)**: base `mistralai/Devstral-Small-2-24B-Instruct-2512` released under apache-2.0.
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- **No web scraping by Ailiance**, **no licensed data**, **no PII**.
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- Upstream Stack Exchange content (where applicable) is CC-BY-SA-4.0 and propagates to this adapter.
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## License
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LoRA weights: **cc-by-sa-4.0** — see License chain table above for derivation rationale.
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## Citation
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```bibtex
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@misc{ailiance_devstral_platformio_2026,
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author = {Ailiance},
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title = {Ailiance — Devstral-Small-2-24B-BF16 platformio LoRA},
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year = {2026},
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publisher = {Hugging Face},
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url = {https://huggingface.co/Ailiance-fr/devstral-platformio-lora}
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}
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```
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## Related
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See the full [Ailiance-fr LoRA collection](https://huggingface.co/Ailiance-fr).
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