Spaces:
Running
Running
Restore full README content under HF metadata
Browse files
README.md
CHANGED
|
@@ -7,4 +7,156 @@ sdk: docker
|
|
| 7 |
pinned: false
|
| 8 |
---
|
| 9 |
|
| 10 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 7 |
pinned: false
|
| 8 |
---
|
| 9 |
|
| 10 |
+
# SQL Debug Environment (`sql-debug-env`)
|
| 11 |
+
|
| 12 |
+

|
| 13 |
+

|
| 14 |
+

|
| 15 |
+

|
| 16 |
+

|
| 17 |
+

|
| 18 |
+

|
| 19 |
+

|
| 20 |
+
|
| 21 |
+
**Deterministic OpenEnv benchmark for real SQL debugging workflows.**
|
| 22 |
+
|
| 23 |
+
**Quick links:** [Live Space](https://md896-sql-debug-env.hf.space) · [Swagger](https://md896-sql-debug-env.hf.space/docs) · [OpenAPI](https://md896-sql-debug-env.hf.space/openapi.json) · [GitHub](https://github.com/mdayan8/sql-debug-env)
|
| 24 |
+
|
| 25 |
+
An OpenEnv environment for a real engineering workflow: SQL query debugging. Agents iterate on broken SQL using schema/error/sample inspection until they produce the expected result.
|
| 26 |
+
|
| 27 |
+
## Abstract
|
| 28 |
+
This project implements a deterministic OpenEnv benchmark for SQL debugging. It includes three graded tasks (easy -> medium -> hard), typed action/observation/reward models, dense reward shaping, reproducible behavior, Docker deployment, and a baseline inference runner with strict structured logs.
|
| 29 |
+
|
| 30 |
+
## Why this matters
|
| 31 |
+
- SQL debugging is a daily task in analytics and backend teams.
|
| 32 |
+
- Deterministic graders allow fair model comparison.
|
| 33 |
+
- Dense reward shaping supports step-by-step agent learning.
|
| 34 |
+
- Fast local runtime enables quick iteration and validation.
|
| 35 |
+
|
| 36 |
+
## Core Components
|
| 37 |
+
- API layer: `server/main.py`
|
| 38 |
+
- Environment engine: `server/env.py`
|
| 39 |
+
- Episode database: `server/database.py` (in-memory SQLite)
|
| 40 |
+
- Typed models: `server/models.py`
|
| 41 |
+
- Reward logic: `server/reward.py`
|
| 42 |
+
- Task + graders: `server/tasks/`
|
| 43 |
+
- Baseline runner: `inference.py`
|
| 44 |
+
|
| 45 |
+
## Architecture
|
| 46 |
+
```mermaid
|
| 47 |
+
flowchart LR
|
| 48 |
+
agent[Agent Or Evaluator] --> api[FastAPI API Layer]
|
| 49 |
+
api --> env[SQLDebugEnv]
|
| 50 |
+
env --> db[InMemory SQLite DB]
|
| 51 |
+
env --> tasks[Task Registry easy medium hard]
|
| 52 |
+
tasks --> grader[Deterministic Grader]
|
| 53 |
+
env --> reward[Reward Engine]
|
| 54 |
+
grader --> reward
|
| 55 |
+
reward --> api
|
| 56 |
+
```
|
| 57 |
+
|
| 58 |
+
## API Surface
|
| 59 |
+
- `POST /reset`
|
| 60 |
+
- `POST /step`
|
| 61 |
+
- `GET /state`
|
| 62 |
+
- `GET /tasks`
|
| 63 |
+
- `GET /health`
|
| 64 |
+
- `GET /benchmark`
|
| 65 |
+
|
| 66 |
+
## API Docs
|
| 67 |
+
- Swagger UI: `http://localhost:7860/docs`
|
| 68 |
+
- ReDoc: `http://localhost:7860/redoc`
|
| 69 |
+
- OpenAPI: `http://localhost:7860/openapi.json`
|
| 70 |
+
|
| 71 |
+
## Action Space
|
| 72 |
+
| Action | Required fields | Purpose |
|
| 73 |
+
|---|---|---|
|
| 74 |
+
| `submit_query` | `query` | Submit SQL candidate for execution + grading |
|
| 75 |
+
| `inspect_schema` | none | Return schema metadata |
|
| 76 |
+
| `inspect_error` | none | Return last execution error details |
|
| 77 |
+
| `inspect_sample` | `table_name` | Return sample rows from table |
|
| 78 |
+
| `reset_query` | none | Reset current query to original broken query |
|
| 79 |
+
|
| 80 |
+
## Reward Design
|
| 81 |
+
Reward is clamped to `[0.0, 1.0]` and combines:
|
| 82 |
+
- correctness (`0.0-0.6`)
|
| 83 |
+
- efficiency (`0.0-0.2`)
|
| 84 |
+
- syntax_progress (`0.0-0.1`)
|
| 85 |
+
- schema_bonus (`0.0-0.1`)
|
| 86 |
+
- penalty deduction magnitude (`0.0-0.2`)
|
| 87 |
+
|
| 88 |
+
## Task Suite
|
| 89 |
+
- Easy: `easy_syntax_fix`
|
| 90 |
+
- Medium: `medium_logic_fix`
|
| 91 |
+
- Hard: `hard_multi_bug`
|
| 92 |
+
|
| 93 |
+
## Repository Structure
|
| 94 |
+
```text
|
| 95 |
+
sql-debug-env/
|
| 96 |
+
├── Dockerfile
|
| 97 |
+
├── openenv.yaml
|
| 98 |
+
├── inference.py
|
| 99 |
+
├── README.md
|
| 100 |
+
├── requirements.txt
|
| 101 |
+
├── pyproject.toml
|
| 102 |
+
├── uv.lock
|
| 103 |
+
├── scripts/
|
| 104 |
+
│ └── benchmark_local.py
|
| 105 |
+
├── server/
|
| 106 |
+
│ ├── main.py
|
| 107 |
+
│ ├── env.py
|
| 108 |
+
│ ├── models.py
|
| 109 |
+
│ ├── database.py
|
| 110 |
+
│ ├── reward.py
|
| 111 |
+
│ └── tasks/
|
| 112 |
+
│ ├── base.py
|
| 113 |
+
│ ├── task_easy.py
|
| 114 |
+
│ ├── task_medium.py
|
| 115 |
+
│ └── task_hard.py
|
| 116 |
+
└── tests/
|
| 117 |
+
├── test_env.py
|
| 118 |
+
├── test_graders.py
|
| 119 |
+
└── test_reward.py
|
| 120 |
+
```
|
| 121 |
+
|
| 122 |
+
## Reliability and Benchmarking
|
| 123 |
+
- `openenv validate --verbose`: PASS
|
| 124 |
+
- `python3 -m unittest discover -s tests -p "test_*.py"`: PASS
|
| 125 |
+
- Docker smoke test: PASS (`/health`, `/tasks`, `/reset`, `/step`)
|
| 126 |
+
|
| 127 |
+
Live benchmark endpoint:
|
| 128 |
+
```bash
|
| 129 |
+
curl "http://localhost:7860/benchmark?runs=20"
|
| 130 |
+
```
|
| 131 |
+
|
| 132 |
+
## Quick Start
|
| 133 |
+
### Local
|
| 134 |
+
```bash
|
| 135 |
+
pip install -r requirements.txt
|
| 136 |
+
uvicorn server.main:app --host 0.0.0.0 --port 7860
|
| 137 |
+
```
|
| 138 |
+
|
| 139 |
+
### Docker
|
| 140 |
+
```bash
|
| 141 |
+
docker build -t sql-debug-env .
|
| 142 |
+
docker run -p 7860:7860 sql-debug-env
|
| 143 |
+
```
|
| 144 |
+
|
| 145 |
+
### Baseline Inference
|
| 146 |
+
```bash
|
| 147 |
+
export API_BASE_URL="https://api.openai.com/v1"
|
| 148 |
+
export MODEL_NAME="gpt-4o-mini"
|
| 149 |
+
export OPENAI_API_KEY="your-key"
|
| 150 |
+
export HF_TOKEN="$OPENAI_API_KEY"
|
| 151 |
+
export ENV_BASE_URL="http://localhost:7860"
|
| 152 |
+
export SEED="1"
|
| 153 |
+
python inference.py
|
| 154 |
+
```
|
| 155 |
+
|
| 156 |
+
## Hugging Face Spaces
|
| 157 |
+
Verify deployment:
|
| 158 |
+
```bash
|
| 159 |
+
curl https://md896-sql-debug-env.hf.space/health
|
| 160 |
+
curl -X POST https://md896-sql-debug-env.hf.space/reset -H "Content-Type: application/json" -d '{}'
|
| 161 |
+
curl https://md896-sql-debug-env.hf.space/docs
|
| 162 |
+
```
|