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1cfeb15 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 | """FastAPI server wrapping the ClaimSense adjudication gym.
Used when the package is imported as ``server.app`` (the original layout).
HF Spaces deployment runs through ``space_app.py`` instead, which adds
a UI dashboard on top.
"""
from __future__ import annotations
from openenv.core.env_server import create_fastapi_app
try: # package import
from ..models import AdjudicatorAction, AdjudicatorObservation
from .claims_environment import AdjudicationGym
except ImportError: # flat import (e.g. inside a Spaces image)
from models import AdjudicatorAction, AdjudicatorObservation # type: ignore[no-redef]
from server.claims_environment import AdjudicationGym # type: ignore[no-redef]
# create_fastapi_app expects the *class* (not an instance) so it can spin
# up a fresh gym per session.
app = create_fastapi_app(AdjudicationGym, AdjudicatorAction, AdjudicatorObservation)
@app.get("/info")
async def get_info() -> dict[str, object]:
"""Static metadata describing the environment surface."""
return {
"name": "ClaimSense Adjudication Gym",
"version": "1.1.0",
"description": (
"Multi-step RL environment that simulates an insurance "
"adjudication desk with partial observability, fraud signals "
"and bank-transaction verification."
),
"problem_statement": "3.1 - Professional Tasks (World Modeling)",
"partner_theme": "Scaler AI Labs - Enterprise Workflows",
"valid_actions": list(AdjudicationGym.VALID_ACTIONS),
"action_costs_minutes": AdjudicationGym.ACTION_TIME_COSTS,
"reward_structure": {
"correct_decision": "+10",
"wrong_decision": "-5",
"fraud_caught": "+5",
"fraud_missed": "-10",
"query_cost": "-0.1 to -0.5",
"fast_resolution_bonus": "+1 (≤ 4 steps)",
"slow_resolution_penalty": "-0.2 per step beyond 8",
},
}
@app.get("/scenarios")
async def get_scenarios() -> dict[str, object]:
"""List the canonical case library (handy for debugging)."""
try:
from .mock_systems import CASE_LIBRARY
except ImportError: # flat layout
from server.mock_systems import CASE_LIBRARY # type: ignore[no-redef]
return {
"total_scenarios": len(CASE_LIBRARY),
"scenarios": [
{
"claim_id": case.claim_id,
"claim_type": case.claim_type,
"complexity": case.complexity,
"amount": case.claim_amount,
}
for case in CASE_LIBRARY
],
}
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