tiny-aya-global-sql-selfheal-bco (BCO, pairs only)
LoRA adapter for CohereLabs/tiny-aya-global (3.35B) from a fully automated self-healing text-to-SQL loop (Lexsi Labs Hackathon, Track 3, PS #8). Failures are detected by executing the SQL on real Spider databases, classified, corrected by Aya Expanse 32B (every fix verified by execution; the healer never sees the gold query), and retrained through AgentTune. Deployment is decided by AgentTune's DeploymentGate on held-out data.
Recipe: BCO (AgentTune RetrainConfig, TRL), same LoRA config, 153 verified fixes (label True) + 153 original wrong queries (label False).
Result: Regressed on the gate split and was BLOCKED; superseded by the +replay variant.
- Project page + code: https://huggingface.co/spaces/HideIron/selfheal-sql
- All run logs and gate decisions: https://huggingface.co/datasets/HideIron/selfheal-sql-runs
- Training data: 158 execution-verified fix pairs (heal/baseline-pool600 in the runs repo)
- Downloads last month
- 3
Inference Providers NEW
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("CohereLabs/tiny-aya-global") model = PeftModel.from_pretrained(base_model, "HideIron/tiny-aya-global-sql-selfheal-bco")