Commit ·
1f741e8
1
Parent(s): c5694dd
Add interactive dashboard with live demo for judges
Browse files- server/app.py +350 -32
server/app.py
CHANGED
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@@ -1,17 +1,12 @@
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# server/app.py
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# ─────────────────────────────────────────────────────────────────────────────
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# FastAPI application entry point for Cascade Containment.
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# Uses a factory function so each WebSocket session gets its own isolated
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# environment instance — required for concurrent session safety.
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# ─────────────────────────────────────────────────────────────────────────────
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import sys
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import os
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sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..'))
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from openenv.core.env_server import create_app
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from fastapi.responses import JSONResponse
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from server.environment import EpidemicContainmentEnv
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from models import ContainmentAction, CityObservation
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import server.environment as env_module
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@@ -21,39 +16,362 @@ app = create_app(
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CityObservation,
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)
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@app.get("/grade")
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async def grade_last_episode():
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"""
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Returns the deterministic grader score for the most recently completed episode.
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Computed automatically when an episode ends via the WebSocket session.
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"""
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if not env_module._last_grade:
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return JSONResponse(
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{"error": "No completed episode yet
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status_code=400
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)
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return JSONResponse(env_module._last_grade)
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@app.get("/", response_class=HTMLResponse)
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async def
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return """
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# server/app.py
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import sys
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import os
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sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..'))
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from openenv.core.env_server import create_app
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+
from fastapi.responses import JSONResponse, HTMLResponse
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from server.environment import EpidemicContainmentEnv
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from server.grader import grade_trajectory
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from models import ContainmentAction, CityObservation
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import server.environment as env_module
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CityObservation,
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)
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+
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# ── Grade endpoint ────────────────────────────────────────────────────────────
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+
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@app.get("/grade")
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async def grade_last_episode():
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if not env_module._last_grade:
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return JSONResponse(
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+
{"error": "No completed episode yet"},
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status_code=400
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)
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return JSONResponse(env_module._last_grade)
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+
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# ── Info endpoint ─────────────────────────────────────────────────────────────
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@app.get("/info")
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async def environment_info():
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return JSONResponse({
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"name": "Cascade Containment",
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"version": "1.0.0",
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"description": "RL benchmark for epidemic containment policy under uncertainty",
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"tasks": {
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"easy": {"districts": 2, "max_steps": 10, "resources": 10, "data_lag": 0},
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"medium": {"districts": 4, "max_steps": 15, "resources": 8, "data_lag": 0},
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"hard": {"districts": 6, "max_steps": 15, "resources": 7, "data_lag": 3},
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},
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"action_space": {
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"type": "discrete",
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"fields": {
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"action_type": ["test", "restrict", "allocate"],
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"district_id": "int (0-indexed)"
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}
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},
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"reward_terms": [
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{"name": "Infection penalty", "value": -0.50, "condition": "per district above 0.4 threshold"},
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{"name": "Hospital breach", "value": -1.00, "condition": "per collapsed hospital"},
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{"name": "Early containment bonus", "value": "+0.50 × (1 - step/max_steps)", "condition": "per contained district"},
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{"name": "Unnecessary restriction", "value": -0.20, "condition": "restricting district below 0.2"},
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{"name": "Correct prioritisation", "value": +0.30, "condition": "allocating to highest-infected district"},
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],
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"generalisation": [
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"Wildfire resource deployment",
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"Cyberattack isolation",
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"Misinformation containment",
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"Poverty intervention"
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]
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})
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# ── Demo endpoint ─────────────────────────────────────────────────────────────
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@app.get("/demo/{task_name}")
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async def run_demo(task_name: str):
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"""
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Run a quick demo episode using a rule-based agent (no LLM required).
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Returns grader score and step-by-step log for display.
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"""
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if task_name not in ["easy", "medium", "hard"]:
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return JSONResponse({"error": "task_name must be easy, medium, or hard"}, status_code=400)
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try:
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env = EpidemicContainmentEnv()
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obs = env.reset(task_name)
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log = []
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done = obs.done
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while not done:
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# Rule-based agent: allocate to most infected, restrict if no resources
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districts = obs.districts
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most_infected = max(districts, key=lambda d: d.reported_infection_rate)
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if obs.available_resources > 0:
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action = ContainmentAction(
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action_type="allocate",
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district_id=most_infected.district_id
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)
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else:
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action = ContainmentAction(
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action_type="restrict",
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district_id=most_infected.district_id
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)
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obs = env.step(action)
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log.append({
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"step": obs.current_step,
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"action_type": action.action_type,
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"district_id": action.district_id,
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"reward": round(obs.reward or 0.0, 4),
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"done": obs.done,
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"message": obs.message,
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})
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done = obs.done
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# Grade the episode
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trajectory = env.get_trajectory()
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result = grade_trajectory(trajectory, task_name)
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return JSONResponse({
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"task_name": task_name,
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"total_steps": result.total_steps,
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"final_score": result.final_score,
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"containment_score": result.containment_score,
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"hospital_score": result.hospital_score,
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"efficiency_score": result.efficiency_score,
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"speed_score": result.speed_score,
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"hospital_breached": result.hospital_breached,
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"districts_contained": result.districts_contained,
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"log": log,
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})
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except Exception as e:
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return JSONResponse({"error": str(e)}, status_code=500)
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+
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# ── Dashboard ─────────────────────────────────────────────────────────────────
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@app.get("/", response_class=HTMLResponse)
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async def dashboard():
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return """
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>Cascade Containment — RL Environment</title>
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<style>
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* { box-sizing: border-box; margin: 0; padding: 0; }
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body { font-family: 'Segoe UI', sans-serif; background: #0f172a; color: #e2e8f0; min-height: 100vh; padding: 2rem; }
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h1 { font-size: 1.8rem; color: #f1f5f9; margin-bottom: 0.25rem; }
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.subtitle { color: #94a3b8; font-size: 0.95rem; margin-bottom: 2rem; }
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.grid { display: grid; grid-template-columns: 1fr 1fr; gap: 1.5rem; margin-bottom: 1.5rem; }
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.card { background: #1e293b; border: 1px solid #334155; border-radius: 12px; padding: 1.5rem; }
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.card h2 { font-size: 1rem; color: #94a3b8; text-transform: uppercase; letter-spacing: 0.05em; margin-bottom: 1rem; }
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.status { display: flex; align-items: center; gap: 0.5rem; }
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.dot { width: 10px; height: 10px; border-radius: 50%; background: #22c55e; animation: pulse 2s infinite; }
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@keyframes pulse { 0%,100%{opacity:1} 50%{opacity:0.5} }
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.tag { display: inline-block; background: #0f172a; border: 1px solid #334155; border-radius: 6px; padding: 0.2rem 0.6rem; font-size: 0.8rem; color: #94a3b8; margin: 0.2rem; }
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.btn { border: none; border-radius: 8px; padding: 0.6rem 1.2rem; font-size: 0.9rem; cursor: pointer; transition: all 0.2s; font-weight: 600; }
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.btn-easy { background: #166534; color: #86efac; }
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.btn-medium { background: #854d0e; color: #fde68a; }
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.btn-hard { background: #7f1d1d; color: #fca5a5; }
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.btn:hover { opacity: 0.85; transform: translateY(-1px); }
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.btn:disabled { opacity: 0.4; cursor: not-allowed; transform: none; }
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.score-grid { display: grid; grid-template-columns: 1fr 1fr; gap: 0.75rem; margin-top: 1rem; }
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.score-item { background: #0f172a; border-radius: 8px; padding: 0.75rem; }
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.score-label { font-size: 0.75rem; color: #64748b; text-transform: uppercase; }
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.score-value { font-size: 1.4rem; font-weight: 700; margin-top: 0.2rem; }
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.score-bar { height: 4px; background: #1e293b; border-radius: 2px; margin-top: 0.5rem; }
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.score-fill { height: 100%; border-radius: 2px; transition: width 0.8s ease; }
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.log-container { background: #0f172a; border-radius: 8px; padding: 1rem; max-height: 300px; overflow-y: auto; font-family: monospace; font-size: 0.8rem; margin-top: 1rem; }
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.log-step { padding: 0.2rem 0; border-bottom: 1px solid #1e293b; color: #94a3b8; }
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.log-step span { color: #38bdf8; }
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.positive { color: #4ade80; }
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.negative { color: #f87171; }
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.neutral { color: #94a3b8; }
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| 174 |
+
.reward-table { width: 100%; border-collapse: collapse; font-size: 0.85rem; }
|
| 175 |
+
.reward-table th { text-align: left; color: #64748b; padding: 0.5rem; border-bottom: 1px solid #334155; }
|
| 176 |
+
.reward-table td { padding: 0.5rem; border-bottom: 1px solid #1e293b; }
|
| 177 |
+
.big-score { font-size: 3rem; font-weight: 800; text-align: center; padding: 1rem 0; }
|
| 178 |
+
.task-btns { display: flex; gap: 0.75rem; margin-bottom: 1rem; }
|
| 179 |
+
.loading { color: #94a3b8; font-style: italic; }
|
| 180 |
+
.breach-badge { display: inline-block; background: #7f1d1d; color: #fca5a5; border-radius: 4px; padding: 0.1rem 0.4rem; font-size: 0.75rem; margin-left: 0.5rem; }
|
| 181 |
+
.safe-badge { display: inline-block; background: #166534; color: #86efac; border-radius: 4px; padding: 0.1rem 0.4rem; font-size: 0.75rem; margin-left: 0.5rem; }
|
| 182 |
+
</style>
|
| 183 |
+
</head>
|
| 184 |
+
<body>
|
| 185 |
+
|
| 186 |
+
<h1>🦠Cascade Containment</h1>
|
| 187 |
+
<p class="subtitle">RL benchmark for epidemic containment policy — Meta PyTorch OpenEnv Hackathon x SST 2026</p>
|
| 188 |
+
|
| 189 |
+
<div class="grid">
|
| 190 |
+
|
| 191 |
+
<!-- Status Card -->
|
| 192 |
+
<div class="card">
|
| 193 |
+
<h2>Environment Status</h2>
|
| 194 |
+
<div class="status" style="margin-bottom:1rem;">
|
| 195 |
+
<div class="dot"></div>
|
| 196 |
+
<span style="color:#22c55e;font-weight:600;">Running</span>
|
| 197 |
+
</div>
|
| 198 |
+
<div style="margin-bottom:0.75rem;">
|
| 199 |
+
<div style="color:#64748b;font-size:0.8rem;margin-bottom:0.4rem;">ENDPOINTS</div>
|
| 200 |
+
<div><span class="tag">GET /health</span><span class="tag">POST /reset</span><span class="tag">POST /step</span><span class="tag">GET /grade</span><span class="tag">GET /demo/{task}</span></div>
|
| 201 |
+
</div>
|
| 202 |
+
<div>
|
| 203 |
+
<div style="color:#64748b;font-size:0.8rem;margin-bottom:0.4rem;">TASKS</div>
|
| 204 |
+
<div><span class="tag">easy — 2 districts</span><span class="tag">medium — 4 districts</span><span class="tag">hard — 6 districts + 3d lag</span></div>
|
| 205 |
+
</div>
|
| 206 |
+
</div>
|
| 207 |
+
|
| 208 |
+
<!-- Reward Function Card -->
|
| 209 |
+
<div class="card">
|
| 210 |
+
<h2>Reward Function</h2>
|
| 211 |
+
<table class="reward-table">
|
| 212 |
+
<tr><th>Term</th><th>Value</th></tr>
|
| 213 |
+
<tr><td>Infection penalty</td><td class="negative">-0.50 / district</td></tr>
|
| 214 |
+
<tr><td>Hospital breach</td><td class="negative">-1.00 / district</td></tr>
|
| 215 |
+
<tr><td>Early containment</td><td class="positive">+0.50 × time_factor</td></tr>
|
| 216 |
+
<tr><td>Unnecessary restrict</td><td class="negative">-0.20</td></tr>
|
| 217 |
+
<tr><td>Correct prioritisation</td><td class="positive">+0.30</td></tr>
|
| 218 |
+
</table>
|
| 219 |
+
</div>
|
| 220 |
+
|
| 221 |
+
</div>
|
| 222 |
+
|
| 223 |
+
<!-- Live Demo Card -->
|
| 224 |
+
<div class="card" style="margin-bottom:1.5rem;">
|
| 225 |
+
<h2>Live Demo — Rule-Based Agent</h2>
|
| 226 |
+
<p style="color:#94a3b8;font-size:0.85rem;margin-bottom:1rem;">
|
| 227 |
+
Runs a complete episode using a greedy rule-based agent (always allocates to highest-infected district).
|
| 228 |
+
Scored by the deterministic grader — containment, hospital, efficiency, speed.
|
| 229 |
+
</p>
|
| 230 |
+
<div class="task-btns">
|
| 231 |
+
<button class="btn btn-easy" onclick="runDemo('easy')" id="btn-easy">â–¶ Run Easy</button>
|
| 232 |
+
<button class="btn btn-medium" onclick="runDemo('medium')" id="btn-medium">â–¶ Run Medium</button>
|
| 233 |
+
<button class="btn btn-hard" onclick="runDemo('hard')" id="btn-hard">â–¶ Run Hard</button>
|
| 234 |
+
</div>
|
| 235 |
+
|
| 236 |
+
<div id="demo-results" style="display:none;">
|
| 237 |
+
<div style="display:flex;align-items:center;gap:1rem;margin-bottom:1rem;">
|
| 238 |
+
<div>
|
| 239 |
+
<div style="color:#64748b;font-size:0.8rem;">FINAL SCORE</div>
|
| 240 |
+
<div class="big-score" id="final-score" style="color:#38bdf8;">—</div>
|
| 241 |
+
</div>
|
| 242 |
+
<div style="flex:1;">
|
| 243 |
+
<div class="score-grid">
|
| 244 |
+
<div class="score-item">
|
| 245 |
+
<div class="score-label">Containment</div>
|
| 246 |
+
<div class="score-value positive" id="s-containment">—</div>
|
| 247 |
+
<div class="score-bar"><div class="score-fill" id="b-containment" style="background:#4ade80;width:0%"></div></div>
|
| 248 |
+
</div>
|
| 249 |
+
<div class="score-item">
|
| 250 |
+
<div class="score-label">Hospital</div>
|
| 251 |
+
<div class="score-value" id="s-hospital">—</div>
|
| 252 |
+
<div class="score-bar"><div class="score-fill" id="b-hospital" style="background:#38bdf8;width:0%"></div></div>
|
| 253 |
+
</div>
|
| 254 |
+
<div class="score-item">
|
| 255 |
+
<div class="score-label">Efficiency</div>
|
| 256 |
+
<div class="score-value" id="s-efficiency">—</div>
|
| 257 |
+
<div class="score-bar"><div class="score-fill" id="b-efficiency" style="background:#a78bfa;width:0%"></div></div>
|
| 258 |
+
</div>
|
| 259 |
+
<div class="score-item">
|
| 260 |
+
<div class="score-label">Speed</div>
|
| 261 |
+
<div class="score-value" id="s-speed">—</div>
|
| 262 |
+
<div class="score-bar"><div class="score-fill" id="b-speed" style="background:#fb923c;width:0%"></div></div>
|
| 263 |
+
</div>
|
| 264 |
+
</div>
|
| 265 |
+
</div>
|
| 266 |
+
</div>
|
| 267 |
+
|
| 268 |
+
<div id="meta-info" style="color:#94a3b8;font-size:0.85rem;margin-bottom:0.75rem;"></div>
|
| 269 |
+
|
| 270 |
+
<div style="color:#64748b;font-size:0.8rem;margin-bottom:0.4rem;">STEP LOG</div>
|
| 271 |
+
<div class="log-container" id="step-log"></div>
|
| 272 |
+
</div>
|
| 273 |
+
|
| 274 |
+
<div id="demo-loading" style="display:none;" class="loading">Running episode...</div>
|
| 275 |
+
</div>
|
| 276 |
+
|
| 277 |
+
<!-- Grader Weights Card -->
|
| 278 |
+
<div class="card">
|
| 279 |
+
<h2>Grader Weights</h2>
|
| 280 |
+
<div class="score-grid">
|
| 281 |
+
<div class="score-item">
|
| 282 |
+
<div class="score-label">Containment</div>
|
| 283 |
+
<div class="score-value" style="color:#4ade80;">45%</div>
|
| 284 |
+
<div style="color:#64748b;font-size:0.75rem;margin-top:0.3rem;">District-days below 0.4 threshold</div>
|
| 285 |
+
</div>
|
| 286 |
+
<div class="score-item">
|
| 287 |
+
<div class="score-label">Hospital</div>
|
| 288 |
+
<div class="score-value" style="color:#38bdf8;">30%</div>
|
| 289 |
+
<div style="color:#64748b;font-size:0.75rem;margin-top:0.3rem;">Capacity preserved across episode</div>
|
| 290 |
+
</div>
|
| 291 |
+
<div class="score-item">
|
| 292 |
+
<div class="score-label">Efficiency</div>
|
| 293 |
+
<div class="score-value" style="color:#a78bfa;">15%</div>
|
| 294 |
+
<div style="color:#64748b;font-size:0.75rem;margin-top:0.3rem;">Resources directed to high-need districts</div>
|
| 295 |
+
</div>
|
| 296 |
+
<div class="score-item">
|
| 297 |
+
<div class="score-label">Speed</div>
|
| 298 |
+
<div class="score-value" style="color:#fb923c;">10%</div>
|
| 299 |
+
<div style="color:#64748b;font-size:0.75rem;margin-top:0.3rem;">Containment faster than max steps</div>
|
| 300 |
+
</div>
|
| 301 |
+
</div>
|
| 302 |
+
</div>
|
| 303 |
+
|
| 304 |
+
<script>
|
| 305 |
+
async function runDemo(taskName) {
|
| 306 |
+
['easy','medium','hard'].forEach(t => {
|
| 307 |
+
document.getElementById('btn-'+t).disabled = true;
|
| 308 |
+
});
|
| 309 |
+
document.getElementById('demo-results').style.display = 'none';
|
| 310 |
+
document.getElementById('demo-loading').style.display = 'block';
|
| 311 |
+
|
| 312 |
+
try {
|
| 313 |
+
const resp = await fetch('/demo/' + taskName);
|
| 314 |
+
const data = await resp.json();
|
| 315 |
+
|
| 316 |
+
if (data.error) {
|
| 317 |
+
document.getElementById('demo-loading').textContent = 'Error: ' + data.error;
|
| 318 |
+
return;
|
| 319 |
+
}
|
| 320 |
+
|
| 321 |
+
// Update scores
|
| 322 |
+
const fmt = v => (v * 100).toFixed(1) + '%';
|
| 323 |
+
document.getElementById('final-score').textContent = fmt(data.final_score);
|
| 324 |
+
document.getElementById('s-containment').textContent = fmt(data.containment_score);
|
| 325 |
+
document.getElementById('s-hospital').textContent = fmt(data.hospital_score);
|
| 326 |
+
document.getElementById('s-efficiency').textContent = fmt(data.efficiency_score);
|
| 327 |
+
document.getElementById('s-speed').textContent = fmt(data.speed_score);
|
| 328 |
+
|
| 329 |
+
// Update bars
|
| 330 |
+
document.getElementById('b-containment').style.width = (data.containment_score * 100) + '%';
|
| 331 |
+
document.getElementById('b-hospital').style.width = (data.hospital_score * 100) + '%';
|
| 332 |
+
document.getElementById('b-efficiency').style.width = (data.efficiency_score * 100) + '%';
|
| 333 |
+
document.getElementById('b-speed').style.width = (data.speed_score * 100) + '%';
|
| 334 |
+
|
| 335 |
+
// Color final score by value
|
| 336 |
+
const scoreEl = document.getElementById('final-score');
|
| 337 |
+
scoreEl.style.color = data.final_score > 0.6 ? '#4ade80' :
|
| 338 |
+
data.final_score > 0.4 ? '#fbbf24' : '#f87171';
|
| 339 |
+
|
| 340 |
+
// Meta info
|
| 341 |
+
const breachBadge = data.hospital_breached
|
| 342 |
+
? '<span class="breach-badge">Hospital Breached</span>'
|
| 343 |
+
: '<span class="safe-badge">No Breach</span>';
|
| 344 |
+
document.getElementById('meta-info').innerHTML =
|
| 345 |
+
`Task: <strong style="color:#f1f5f9">${data.task_name.toUpperCase()}</strong> | ` +
|
| 346 |
+
`Steps: <strong style="color:#f1f5f9">${data.total_steps}</strong> | ` +
|
| 347 |
+
`Districts contained: <strong style="color:#f1f5f9">${data.districts_contained}</strong>` +
|
| 348 |
+
breachBadge;
|
| 349 |
+
|
| 350 |
+
// Step log
|
| 351 |
+
const logEl = document.getElementById('step-log');
|
| 352 |
+
logEl.innerHTML = data.log.map(s => {
|
| 353 |
+
const cls = s.reward > 0 ? 'positive' : s.reward < -0.5 ? 'negative' : 'neutral';
|
| 354 |
+
return `<div class="log-step">
|
| 355 |
+
Step ${String(s.step).padStart(2,'0')}
|
| 356 |
+
<span>${s.action_type}</span> → district ${s.district_id}
|
| 357 |
+
<span class="${cls}">${s.reward >= 0 ? '+' : ''}${s.reward.toFixed(4)}</span>
|
| 358 |
+
${s.message ? ' <span style="color:#475569">' + s.message + '</span>' : ''}
|
| 359 |
+
</div>`;
|
| 360 |
+
}).join('');
|
| 361 |
+
|
| 362 |
+
document.getElementById('demo-loading').style.display = 'none';
|
| 363 |
+
document.getElementById('demo-results').style.display = 'block';
|
| 364 |
+
|
| 365 |
+
} catch(e) {
|
| 366 |
+
document.getElementById('demo-loading').textContent = 'Connection error: ' + e.message;
|
| 367 |
+
} finally {
|
| 368 |
+
['easy','medium','hard'].forEach(t => {
|
| 369 |
+
document.getElementById('btn-'+t).disabled = false;
|
| 370 |
+
});
|
| 371 |
+
}
|
| 372 |
+
}
|
| 373 |
+
</script>
|
| 374 |
+
|
| 375 |
+
</body>
|
| 376 |
+
</html>
|
| 377 |
+
"""
|