---
license: llama3.2
base_model: mlx-community/Llama-3.2-1B-Instruct-bf16
tags: [text-to-sql, lora, mlx, reasoning]
library_name: mlx
---

# Text-to-SQL · adapters_caution

MLX LoRA adapter fine-tuned from
`mlx-community/Llama-3.2-1B-Instruct-bf16` to turn a natural-language question + a `CREATE TABLE` schema into a
schema-faithful SQLite `SELECT` (reasoning models emit `Reasoning: … / SQL: …`).

```python
# download the adapter, then:
from mlx_lm import load
model, tok = load("mlx-community/Llama-3.2-1B-Instruct-bf16", adapter_path="<downloaded-adapter-dir>")
```

Pair generation with a deterministic AST guardrail (single read-only SELECT).
See the project repo for the data pipeline, study, and evaluation.