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fhirsql-reasoning-sql-adapters

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fhirsql-reasoning-sql-adapters / README.md

adelelsayed1991

Add app.py, requirements.txt, schema.sql, README.md to serve the fhirsql model via ZeroGPU

3434a32 verified 11 days ago

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metadata

title: fhirsql-reasoning-sql-adapters
emoji: 🏥
colorFrom: blue
colorTo: green
sdk: gradio
app_file: app.py
pinned: false

fhirsql-reasoning-sql

Translates a natural-language hospital question into a single DuckDB SQL statement, using a DoRA/LoRA fine-tune of Qwen2.5-Coder-14B-Instruct (adapters: adelelsayed1991/fhirsql-reasoning-sql-adapters) against the fhirsql project's FHIR-derived schema.

Runs on ZeroGPU. Returns the literal string UNANSWERABLE when the question cannot be answered from the schema shown to the model.

Reproduces the exact system prompt and chat-template format used during training (see the fhirsql project's sft_train.ipynb) so generations here match the fine-tuning distribution.