Spaces:
Sleeping
Sleeping
Upload folder using huggingface_hub
Browse files- .gitignore +1 -1
- server/app.py +6 -24
- server/gradio_ui.py +241 -0
- server/requirements.txt +1 -0
- uv.lock +0 -0
.gitignore
CHANGED
|
@@ -10,4 +10,4 @@ venv/
|
|
| 10 |
*.sqlite
|
| 11 |
.env
|
| 12 |
.DS_Store
|
| 13 |
-
uv.lock
|
|
|
|
| 10 |
*.sqlite
|
| 11 |
.env
|
| 12 |
.DS_Store
|
| 13 |
+
# uv.lock is tracked for reproducible builds
|
server/app.py
CHANGED
|
@@ -6,10 +6,8 @@ Endpoints:
|
|
| 6 |
- POST /step: Execute an action (SQL query)
|
| 7 |
- GET /state: Get current environment state
|
| 8 |
- GET /health: Health check
|
|
|
|
| 9 |
- WS /ws: WebSocket endpoint for persistent sessions
|
| 10 |
-
|
| 11 |
-
Usage:
|
| 12 |
-
uvicorn server.app:app --reload --host 0.0.0.0 --port 8000
|
| 13 |
"""
|
| 14 |
|
| 15 |
try:
|
|
@@ -36,28 +34,12 @@ app = create_app(
|
|
| 36 |
)
|
| 37 |
|
| 38 |
|
| 39 |
-
|
| 40 |
-
|
|
|
|
| 41 |
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
"""Root endpoint β required by HF Spaces to detect the app is running."""
|
| 45 |
-
return """
|
| 46 |
-
<html><head><title>SQLEnv - SQL Query Writing Environment</title></head>
|
| 47 |
-
<body style="font-family:sans-serif;max-width:800px;margin:40px auto;padding:0 20px">
|
| 48 |
-
<h1>SQLEnv</h1>
|
| 49 |
-
<p>SQL Query Writing Environment for AI Agents</p>
|
| 50 |
-
<h3>API Endpoints</h3>
|
| 51 |
-
<ul>
|
| 52 |
-
<li><b>POST /reset</b> β Reset environment, get first question</li>
|
| 53 |
-
<li><b>POST /step</b> β Submit SQL query, get graded result</li>
|
| 54 |
-
<li><b>GET /state</b> β Current episode state</li>
|
| 55 |
-
<li><b>GET /health</b> β Health check</li>
|
| 56 |
-
<li><b>GET /docs</b> β Interactive API docs</li>
|
| 57 |
-
</ul>
|
| 58 |
-
<p>3 tasks: basic_select (easy), join_aggregate (medium), advanced_analytics (hard)</p>
|
| 59 |
-
</body></html>
|
| 60 |
-
"""
|
| 61 |
|
| 62 |
|
| 63 |
def main(host: str = "0.0.0.0", port: int = 8000):
|
|
|
|
| 6 |
- POST /step: Execute an action (SQL query)
|
| 7 |
- GET /state: Get current environment state
|
| 8 |
- GET /health: Health check
|
| 9 |
+
- GET /web: Interactive Gradio playground
|
| 10 |
- WS /ws: WebSocket endpoint for persistent sessions
|
|
|
|
|
|
|
|
|
|
| 11 |
"""
|
| 12 |
|
| 13 |
try:
|
|
|
|
| 34 |
)
|
| 35 |
|
| 36 |
|
| 37 |
+
# Mount the custom Gradio UI
|
| 38 |
+
import gradio as gr
|
| 39 |
+
from server.gradio_ui import create_gradio_app
|
| 40 |
|
| 41 |
+
gradio_app = create_gradio_app()
|
| 42 |
+
app = gr.mount_gradio_app(app, gradio_app, path="/")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 43 |
|
| 44 |
|
| 45 |
def main(host: str = "0.0.0.0", port: int = 8000):
|
server/gradio_ui.py
ADDED
|
@@ -0,0 +1,241 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Custom Gradio UI for the SQL Query Writing Environment.
|
| 3 |
+
|
| 4 |
+
Provides an interactive playground where users can:
|
| 5 |
+
- Select task difficulty
|
| 6 |
+
- See the database schema
|
| 7 |
+
- Write and submit SQL queries
|
| 8 |
+
- View graded results with reward breakdowns
|
| 9 |
+
- Track progress through questions
|
| 10 |
+
"""
|
| 11 |
+
|
| 12 |
+
import gradio as gr
|
| 13 |
+
import os
|
| 14 |
+
import json
|
| 15 |
+
from pathlib import Path
|
| 16 |
+
|
| 17 |
+
# We use the environment directly (not HTTP) for the Gradio UI
|
| 18 |
+
import sys
|
| 19 |
+
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
|
| 20 |
+
|
| 21 |
+
from server.sql_env_environment import SQLEnvironment, _load_task
|
| 22 |
+
from server.database import Database
|
| 23 |
+
from server.graders import grade_query
|
| 24 |
+
from models import SQLAction
|
| 25 |
+
|
| 26 |
+
|
| 27 |
+
def create_gradio_app() -> gr.Blocks:
|
| 28 |
+
"""Create a custom Gradio Blocks app for the SQL environment."""
|
| 29 |
+
|
| 30 |
+
# Shared state
|
| 31 |
+
env_state = {"env": None, "task_name": "basic_select"}
|
| 32 |
+
|
| 33 |
+
def reset_env(task_name):
|
| 34 |
+
"""Reset environment with selected task."""
|
| 35 |
+
os.environ["SQL_ENV_TASK"] = task_name
|
| 36 |
+
env = SQLEnvironment()
|
| 37 |
+
obs = env.reset()
|
| 38 |
+
env_state["env"] = env
|
| 39 |
+
env_state["task_name"] = task_name
|
| 40 |
+
|
| 41 |
+
task = _load_task(task_name)
|
| 42 |
+
difficulty = task.get("difficulty", "unknown")
|
| 43 |
+
|
| 44 |
+
status = f"**Task:** {task_name} ({difficulty}) | **Question 1/{obs.total_questions}** | **Attempts left:** {obs.steps_remaining}"
|
| 45 |
+
|
| 46 |
+
return (
|
| 47 |
+
obs.question,
|
| 48 |
+
obs.schema_description,
|
| 49 |
+
"", # clear query input
|
| 50 |
+
"", # clear result
|
| 51 |
+
"", # clear feedback
|
| 52 |
+
"0.0", # reward
|
| 53 |
+
status,
|
| 54 |
+
_build_progress_html(0, obs.total_questions, []),
|
| 55 |
+
)
|
| 56 |
+
|
| 57 |
+
def submit_query(query, question_text):
|
| 58 |
+
"""Submit a SQL query and get graded results."""
|
| 59 |
+
env = env_state.get("env")
|
| 60 |
+
if env is None:
|
| 61 |
+
return (
|
| 62 |
+
question_text,
|
| 63 |
+
"Please click 'Start Task' first!",
|
| 64 |
+
"Environment not initialized",
|
| 65 |
+
"0.0",
|
| 66 |
+
"**Error:** Not initialized",
|
| 67 |
+
"",
|
| 68 |
+
)
|
| 69 |
+
|
| 70 |
+
obs = env.step(SQLAction(query=query))
|
| 71 |
+
|
| 72 |
+
feedback = obs.metadata.get("feedback", "")
|
| 73 |
+
reward_display = f"{obs.reward:.2f}"
|
| 74 |
+
|
| 75 |
+
# Color the reward
|
| 76 |
+
if obs.reward >= 0.9:
|
| 77 |
+
reward_html = f'<span style="color:#22c55e;font-size:2em;font-weight:bold">{reward_display}</span>'
|
| 78 |
+
elif obs.reward >= 0.5:
|
| 79 |
+
reward_html = f'<span style="color:#eab308;font-size:2em;font-weight:bold">{reward_display}</span>'
|
| 80 |
+
else:
|
| 81 |
+
reward_html = f'<span style="color:#ef4444;font-size:2em;font-weight:bold">{reward_display}</span>'
|
| 82 |
+
|
| 83 |
+
if obs.done:
|
| 84 |
+
rewards = obs.metadata.get("rewards", [])
|
| 85 |
+
total = obs.metadata.get("total_reward", sum(rewards))
|
| 86 |
+
status = f"**Episode Complete!** | **Total Reward:** {total:.2f} | **Steps:** {len(rewards)}"
|
| 87 |
+
next_question = "All questions answered! Click 'Start Task' to try again."
|
| 88 |
+
progress = _build_progress_html(len(rewards), obs.total_questions, rewards)
|
| 89 |
+
else:
|
| 90 |
+
status = f"**Task:** {env_state['task_name']} | **Question {obs.question_index}/{obs.total_questions}** | **Attempts left:** {obs.steps_remaining}"
|
| 91 |
+
next_question = obs.question
|
| 92 |
+
# Collect rewards from episode so far
|
| 93 |
+
rewards = env._rewards
|
| 94 |
+
progress = _build_progress_html(obs.question_index - 1, obs.total_questions, rewards)
|
| 95 |
+
|
| 96 |
+
result_display = obs.query_result if obs.query_result else "(no output)"
|
| 97 |
+
if obs.error:
|
| 98 |
+
result_display = f"ERROR: {obs.error}\n\n{result_display}"
|
| 99 |
+
|
| 100 |
+
return (
|
| 101 |
+
next_question,
|
| 102 |
+
result_display,
|
| 103 |
+
feedback,
|
| 104 |
+
reward_html,
|
| 105 |
+
status,
|
| 106 |
+
progress,
|
| 107 |
+
)
|
| 108 |
+
|
| 109 |
+
def run_ground_truth(task_name):
|
| 110 |
+
"""Run all ground truth queries for demo purposes."""
|
| 111 |
+
os.environ["SQL_ENV_TASK"] = task_name
|
| 112 |
+
env = SQLEnvironment()
|
| 113 |
+
obs = env.reset()
|
| 114 |
+
task = _load_task(task_name)
|
| 115 |
+
|
| 116 |
+
results = []
|
| 117 |
+
for q in task["questions"]:
|
| 118 |
+
obs = env.step(SQLAction(query=q["ground_truth_sql"]))
|
| 119 |
+
results.append(f"**Q{len(results)+1}:** {q['question'][:80]}...\n- SQL: `{q['ground_truth_sql'][:100]}...`\n- Reward: **{obs.reward:.2f}**\n")
|
| 120 |
+
|
| 121 |
+
total = sum(env._rewards)
|
| 122 |
+
results.append(f"\n---\n**Total: {total:.2f} / {len(task['questions']):.1f}**")
|
| 123 |
+
return "\n".join(results)
|
| 124 |
+
|
| 125 |
+
def preview_schema():
|
| 126 |
+
"""Show the database schema."""
|
| 127 |
+
db = Database()
|
| 128 |
+
db.initialize()
|
| 129 |
+
schema = db.get_schema_description()
|
| 130 |
+
db.close()
|
| 131 |
+
return schema
|
| 132 |
+
|
| 133 |
+
def _build_progress_html(current_q, total_q, rewards):
|
| 134 |
+
"""Build a visual progress bar."""
|
| 135 |
+
bars = []
|
| 136 |
+
for i in range(total_q):
|
| 137 |
+
if i < len(rewards):
|
| 138 |
+
r = rewards[i] if i < len(rewards) else 0
|
| 139 |
+
if r >= 0.9:
|
| 140 |
+
color = "#22c55e"
|
| 141 |
+
elif r >= 0.5:
|
| 142 |
+
color = "#eab308"
|
| 143 |
+
else:
|
| 144 |
+
color = "#ef4444"
|
| 145 |
+
bars.append(f'<div style="display:inline-block;width:18%;height:30px;background:{color};margin:1%;border-radius:4px;text-align:center;line-height:30px;color:white;font-weight:bold">Q{i+1}: {r:.2f}</div>')
|
| 146 |
+
elif i == len(rewards):
|
| 147 |
+
bars.append(f'<div style="display:inline-block;width:18%;height:30px;background:#3b82f6;margin:1%;border-radius:4px;text-align:center;line-height:30px;color:white;font-weight:bold">Q{i+1} βΆ</div>')
|
| 148 |
+
else:
|
| 149 |
+
bars.append(f'<div style="display:inline-block;width:18%;height:30px;background:#374151;margin:1%;border-radius:4px;text-align:center;line-height:30px;color:#9ca3af">Q{i+1}</div>')
|
| 150 |
+
return "<div style='margin:10px 0'>" + "".join(bars) + "</div>"
|
| 151 |
+
|
| 152 |
+
# Build the Gradio interface
|
| 153 |
+
with gr.Blocks(title="SQLEnv β SQL Query Writing Environment") as app:
|
| 154 |
+
|
| 155 |
+
gr.Markdown("""
|
| 156 |
+
# ποΈ SQLEnv β SQL Query Writing Environment
|
| 157 |
+
Write SQL queries to answer natural language questions about an e-commerce database.
|
| 158 |
+
Get graded with partial-credit scoring β syntax, columns, rows, and exact match.
|
| 159 |
+
""")
|
| 160 |
+
|
| 161 |
+
with gr.Row():
|
| 162 |
+
with gr.Column(scale=1):
|
| 163 |
+
task_selector = gr.Dropdown(
|
| 164 |
+
choices=["basic_select", "join_aggregate", "advanced_analytics"],
|
| 165 |
+
value="basic_select",
|
| 166 |
+
label="Select Task Difficulty",
|
| 167 |
+
)
|
| 168 |
+
start_btn = gr.Button("π Start Task", variant="primary", size="lg")
|
| 169 |
+
status_md = gr.Markdown("Click **Start Task** to begin")
|
| 170 |
+
progress_html = gr.HTML("")
|
| 171 |
+
reward_html = gr.HTML('<span style="color:#666;font-size:2em">β</span>')
|
| 172 |
+
gr.Markdown("---")
|
| 173 |
+
feedback_box = gr.Textbox(label="Grader Feedback", lines=3, interactive=False)
|
| 174 |
+
|
| 175 |
+
with gr.Column(scale=2):
|
| 176 |
+
question_box = gr.Textbox(
|
| 177 |
+
label="Question",
|
| 178 |
+
lines=2,
|
| 179 |
+
interactive=False,
|
| 180 |
+
placeholder="Start a task to see the question...",
|
| 181 |
+
)
|
| 182 |
+
query_input = gr.Textbox(
|
| 183 |
+
label="Your SQL Query",
|
| 184 |
+
lines=5,
|
| 185 |
+
placeholder="SELECT name, age FROM customers WHERE age > 30 ORDER BY age DESC",
|
| 186 |
+
elem_classes=["query-input"],
|
| 187 |
+
)
|
| 188 |
+
submit_btn = gr.Button("βΆ Execute & Grade", variant="primary", size="lg")
|
| 189 |
+
result_box = gr.Textbox(
|
| 190 |
+
label="Query Result",
|
| 191 |
+
lines=10,
|
| 192 |
+
interactive=False,
|
| 193 |
+
elem_classes=["result-output"],
|
| 194 |
+
)
|
| 195 |
+
|
| 196 |
+
with gr.Accordion("π Database Schema", open=False):
|
| 197 |
+
schema_box = gr.Textbox(
|
| 198 |
+
label="Schema",
|
| 199 |
+
lines=20,
|
| 200 |
+
interactive=False,
|
| 201 |
+
elem_classes=["result-output"],
|
| 202 |
+
)
|
| 203 |
+
|
| 204 |
+
with gr.Accordion("π Run Ground Truth Demo", open=False):
|
| 205 |
+
gr.Markdown("See how perfect SQL queries score on each task:")
|
| 206 |
+
with gr.Row():
|
| 207 |
+
demo_task = gr.Dropdown(
|
| 208 |
+
choices=["basic_select", "join_aggregate", "advanced_analytics"],
|
| 209 |
+
value="basic_select",
|
| 210 |
+
label="Task",
|
| 211 |
+
)
|
| 212 |
+
demo_btn = gr.Button("Run Demo")
|
| 213 |
+
demo_output = gr.Markdown("")
|
| 214 |
+
|
| 215 |
+
# Event handlers
|
| 216 |
+
start_btn.click(
|
| 217 |
+
fn=reset_env,
|
| 218 |
+
inputs=[task_selector],
|
| 219 |
+
outputs=[question_box, schema_box, query_input, result_box, feedback_box, reward_html, status_md, progress_html],
|
| 220 |
+
)
|
| 221 |
+
|
| 222 |
+
submit_btn.click(
|
| 223 |
+
fn=submit_query,
|
| 224 |
+
inputs=[query_input, question_box],
|
| 225 |
+
outputs=[question_box, result_box, feedback_box, reward_html, status_md, progress_html],
|
| 226 |
+
)
|
| 227 |
+
|
| 228 |
+
# Also submit on Enter (Shift+Enter for newline)
|
| 229 |
+
query_input.submit(
|
| 230 |
+
fn=submit_query,
|
| 231 |
+
inputs=[query_input, question_box],
|
| 232 |
+
outputs=[question_box, result_box, feedback_box, reward_html, status_md, progress_html],
|
| 233 |
+
)
|
| 234 |
+
|
| 235 |
+
demo_btn.click(
|
| 236 |
+
fn=run_ground_truth,
|
| 237 |
+
inputs=[demo_task],
|
| 238 |
+
outputs=[demo_output],
|
| 239 |
+
)
|
| 240 |
+
|
| 241 |
+
return app
|
server/requirements.txt
CHANGED
|
@@ -2,3 +2,4 @@ openenv-core[core]>=0.2.0
|
|
| 2 |
fastapi>=0.115.0
|
| 3 |
uvicorn>=0.24.0
|
| 4 |
openai>=1.0.0
|
|
|
|
|
|
| 2 |
fastapi>=0.115.0
|
| 3 |
uvicorn>=0.24.0
|
| 4 |
openai>=1.0.0
|
| 5 |
+
gradio>=4.0.0
|
uv.lock
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|