File size: 16,176 Bytes
2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd deb6676 afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 2d521fd afa4de7 | 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 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 | """
ARF API Control Plane β Main Application Entry Point
====================================================
The control plane serves as the HTTP layer between the **Agentic Reliability
Framework (ARF)** core engine and external consumers (frontβend dashboard,
enterprise clients, and monitoring infrastructure).
It is responsible for:
* **Lifetime management** of the Bayesian risk engine, policy engine,
semantic memory (RAG graph), and epistemic models.
* **Observability** via optional OpenTelemetry tracing and Prometheus metrics
(the latter exposed automatically by ``prometheus-fastapi-instrumentator``
on ``/metrics``).
* **Rate limiting** and **usage tracking** with atomic quota consumption.
* **CORS** configuration for the public ARF frontβend.
* **Databaseβbacked persistence** of the conjugate Bayesian posteriors so
that online learning survives restarts.
* **Automated Rust enforcer canary promotion** via Wilson confidence interval
monitoring of the agreement counters.
All heavy components are loaded **lazily and bestβeffort** β if a dependency
is missing the API continues to serve healthβcheck and status endpoints,
degrading gracefully rather than crashing.
"""
import logging
import os
import sys
import json
import threading
import time as _time
from contextlib import asynccontextmanager
from typing import Dict
from fastapi import FastAPI
from fastapi.middleware.cors import CORSMiddleware
# ββ Optional: Prometheus metrics βββββββββββββββββββββββββββββ
try:
from prometheus_fastapi_instrumentator import Instrumentator
PROMETHEUS_AVAILABLE = True
except ImportError:
PROMETHEUS_AVAILABLE = False
Instrumentator = None
# ββ Optional: rateβlimiting (slowapi) ββββββββββββββββββββββββ
try:
from slowapi import _rate_limit_exceeded_handler
from slowapi.errors import RateLimitExceeded
from slowapi.middleware import SlowAPIMiddleware
SLOWAPI_AVAILABLE = True
except ImportError:
SLOWAPI_AVAILABLE = False
_rate_limit_exceeded_handler = None
RateLimitExceeded = None
SlowAPIMiddleware = None
# ββ Core ARF engine (optional but essential for governance) ββ
try:
from agentic_reliability_framework.core.governance.risk_engine import RiskEngine
from agentic_reliability_framework.core.governance.policy_engine import PolicyEngine
from agentic_reliability_framework.runtime.memory import create_faiss_index, RAGGraphMemory
from agentic_reliability_framework.runtime.memory.constants import MemoryConstants
ARF_AVAILABLE = True
except ImportError:
ARF_AVAILABLE = False
RiskEngine = None
PolicyEngine = None
create_faiss_index = None
RAGGraphMemory = None
MemoryConstants = None
# ββ Usage tracker ββββββββββββββββββββββββββββββββββββββββββββ
from app.core.usage_tracker import init_tracker, tracker, Tier
from app.api import (
routes_governance,
routes_history,
routes_incidents,
routes_intents,
routes_risk,
routes_memory,
routes_admin,
routes_payments,
webhooks,
routes_users,
routes_pricing,
)
from app.api.deps import limiter
from app.core.config import settings
logger = logging.getLogger("arf.api")
logging.basicConfig(
level=logging.INFO,
format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
handlers=[logging.StreamHandler(sys.stdout)],
)
@asynccontextmanager
async def lifespan(app: FastAPI):
"""
Application lifespan manager.
All initialisation that requires a running event loop (database
connections, model loading, etc.) happens **before** the ``yield``.
Cleanup (if any) happens after the ``yield``.
Initialisation order:
1. Risk engine (Bayesian scoring + HMC).
2. Load persisted conjugate posterior state (``beta_state`` table).
3. OpenTelemetry tracing (console exporter by default).
4. Policy engine, RAG memory, and epistemic model.
5. Usage tracker (SQLite / Redis).
6. Wilson confidence monitor for Rust enforcer canary promotion.
"""
logger.info("π Starting ARF API Control Plane")
logger.debug(f"Python path: {sys.path}")
# ββ 1. Risk engine ββββββββββββββββββββββββββββββββββββββββ
if ARF_AVAILABLE:
hmc_model_path = os.getenv("ARF_HMC_MODEL", "models/hmc_model.json")
use_hyperpriors = os.getenv(
"ARF_USE_HYPERPRIORS", "false"
).lower() == "true"
logger.info(
"Initializing RiskEngine β HMC model: %s, hyperpriors: %s",
hmc_model_path,
use_hyperpriors,
)
try:
app.state.risk_engine = RiskEngine(
hmc_model_path=hmc_model_path,
use_hyperpriors=use_hyperpriors,
n0=1000,
hyperprior_weight=0.3,
)
logger.info("β
RiskEngine initialized successfully.")
except Exception as e:
logger.exception("π₯ Fatal error initializing RiskEngine")
raise RuntimeError("RiskEngine initialization failed") from e
# ββ 2. Persisted Bayesian state βββββββββββββββββββββββ
try:
from app.database.session import SessionLocal
from app.database.models_intents import BetaStateDB
from agentic_reliability_framework.core.governance.risk_engine import ActionCategory
db = SessionLocal()
try:
rows = db.query(BetaStateDB).all()
if rows:
state = {
ActionCategory(row.category): (row.alpha, row.beta)
for row in rows
}
app.state.risk_engine.beta_store.load_state(state)
logger.info(
"Loaded Bayesian posterior state from database (%d categories).",
len(state),
)
else:
logger.info(
"No persisted Bayesian state found; using default priors."
)
finally:
db.close()
except Exception as e:
logger.warning(
"Could not load Bayesian state from database: %s", e
)
# ββ 3. Tracing (OpenTelemetry) βββββββββββββββββββββββββ
try:
from opentelemetry import trace
from opentelemetry.sdk.resources import SERVICE_NAME, Resource
from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import SimpleSpanProcessor, ConsoleSpanExporter
from opentelemetry.instrumentation.fastapi import FastAPIInstrumentor
resource = Resource.create({SERVICE_NAME: "arf-api"})
provider = TracerProvider(resource=resource)
provider.add_span_processor(SimpleSpanProcessor(ConsoleSpanExporter()))
trace.set_tracer_provider(provider)
FastAPIInstrumentor.instrument_app(app)
logger.info("β
Tracing initialized (console exporter).")
except Exception as e:
logger.warning("Tracing initialization skipped: %s", e)
# ββ 4. Policy engine, RAG, epistemic model βββββββββββββ
try:
app.state.policy_engine = PolicyEngine()
logger.info("β
PolicyEngine initialized successfully.")
except Exception as e:
logger.warning(f"PolicyEngine initialization failed: {e}")
app.state.policy_engine = None
try:
faiss_index = create_faiss_index(dim=MemoryConstants.VECTOR_DIM)
app.state.rag_graph = RAGGraphMemory(faiss_index)
logger.info("β
RAGGraphMemory initialized successfully.")
except Exception as e:
logger.warning(f"RAGGraphMemory initialization failed: {e}")
app.state.rag_graph = None
epistemic_model_name = os.getenv("EPISTEMIC_MODEL", "")
if epistemic_model_name:
try:
from sentence_transformers import SentenceTransformer
logger.info(f"Loading epistemic model: {epistemic_model_name}")
app.state.epistemic_model = SentenceTransformer(
epistemic_model_name
)
app.state.epistemic_tokenizer = app.state.epistemic_model.tokenizer
logger.info("β
Epistemic model loaded.")
except ImportError:
logger.warning(
"sentence-transformers not installed; epistemic signals will be zeros."
)
app.state.epistemic_model = None
app.state.epistemic_tokenizer = None
except Exception as e:
logger.warning(f"Failed to load epistemic model: {e}")
app.state.epistemic_model = None
app.state.epistemic_tokenizer = None
else:
logger.info(
"EPISTEMIC_MODEL not set; epistemic signals will be zeros."
)
app.state.epistemic_model = None
app.state.epistemic_tokenizer = None
else:
logger.warning(
"agentic_reliability_framework not installed; risk engine, policy engine, RAG disabled."
)
# ββ 5. Usage tracker ββββββββββββββββββββββββββββββββββββββ
usage_tracking_disabled = (
os.getenv("ARF_USAGE_TRACKING", "true").lower() == "false"
)
if not usage_tracking_disabled:
logger.info("Initialising usage tracker...")
try:
init_tracker(
db_path=os.getenv("ARF_USAGE_DB_PATH", "arf_usage.db"),
redis_url=os.getenv("ARF_REDIS_URL"),
)
# Seed initial API keys from environment variable (for testing / demo)
api_keys_json = os.getenv("ARF_API_KEYS", "{}")
try:
api_keys = json.loads(api_keys_json)
for key, tier_str in api_keys.items():
try:
tier = Tier(tier_str.lower())
tracker.get_or_create_api_key(key, tier)
logger.info(f"Seeded API key for tier {tier.value}")
except ValueError:
logger.warning(
f"Invalid tier '{tier_str}' for key {key}, skipping"
)
except json.JSONDecodeError:
logger.warning(
"ARF_API_KEYS environment variable is not valid JSON; skipping seeding."
)
app.state.usage_tracker = tracker
logger.info("β
Usage tracker ready.")
except Exception as e:
logger.critical(f"Failed to initialise usage tracker: {e}")
raise RuntimeError("Usage tracker initialisation failed") from e
else:
logger.info("Usage tracking disabled by ARF_USAGE_TRACKING=false.")
app.state.usage_tracker = None
# ββ 6. Wilson confidence monitor ββββββββββββββββββββββββββ
try:
from app.services.wilson_monitor import update as wilson_update
from prometheus_client import REGISTRY
def _wilson_updater():
while True:
try:
agreed = REGISTRY.get_sample_value(
'arf_rust_agreement_total', {'result': 'agreed'}
) or 0.0
diverged = REGISTRY.get_sample_value(
'arf_rust_agreement_total', {'result': 'diverged'}
) or 0.0
wilson_update(int(agreed), int(diverged))
except Exception as e:
logger.debug("Wilson updater error: %s", e)
_time.sleep(300) # every 5 minutes
threading.Thread(target=_wilson_updater, daemon=True).start()
logger.info("β
Wilson monitor background updater started.")
except Exception as e:
logger.warning("Wilson monitor initialization skipped: %s", e)
yield
logger.info("π Shutting down ARF API")
def create_app() -> FastAPI:
"""
Build and configure the FastAPI application.
Middleware order:
1. CORS (restricted to the public frontβend origin).
2. Rate limiting (if slowapi is installed).
3. Prometheus metrics exposition (if available).
All API routers are included under the ``/api/v1`` prefix except
memory (``/v1/memory``) and webhooks (root level).
A simple ``/health`` endpoint is provided for liveness probes.
"""
app = FastAPI(
title=settings.app_name,
version="0.5.0",
lifespan=lifespan,
docs_url="/docs",
redoc_url="/redoc",
description="Agentic Reliability Framework (ARF) API",
)
# ββ CORS ββββββββββββββββββββββββββββββββββββββββββββββββββ
allowed_origins = ["https://arf-frontend-sandy.vercel.app"]
app.add_middleware(
CORSMiddleware,
allow_origins=allowed_origins,
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
logger.debug("CORS middleware configured")
# ββ Rate limiter ββββββββββββββββββββββββββββββββββββββββββ
if SLOWAPI_AVAILABLE:
app.state.limiter = limiter
app.add_exception_handler(
RateLimitExceeded, _rate_limit_exceeded_handler
)
app.add_middleware(SlowAPIMiddleware)
logger.debug("Rate limiter middleware configured")
else:
logger.debug("Rate limiter disabled (slowapi not installed)")
# ββ Prometheus ββββββββββββββββββββββββββββββββββββββββββββ
if PROMETHEUS_AVAILABLE:
Instrumentator().instrument(app).expose(app)
logger.debug("Prometheus instrumentator configured")
else:
logger.debug("Prometheus instrumentator disabled (module not installed)")
# ββ API Routers βββββββββββββββββββββββββββββββββββββββββββ
app.include_router(
routes_incidents.router, prefix="/api/v1", tags=["incidents"]
)
app.include_router(routes_risk.router, prefix="/api/v1", tags=["risk"])
app.include_router(
routes_intents.router, prefix="/api/v1", tags=["intents"]
)
app.include_router(
routes_history.router, prefix="/api/v1", tags=["history"]
)
app.include_router(
routes_governance.router, prefix="/api/v1", tags=["governance"]
)
app.include_router(
routes_memory.router, prefix="/v1/memory", tags=["memory"]
)
app.include_router(
routes_admin.router, prefix="/api/v1", tags=["admin"]
)
app.include_router(
routes_payments.router, prefix="/api/v1", tags=["payments"]
)
app.include_router(
webhooks.router, tags=["webhooks"]
)
app.include_router(
routes_users.router, prefix="/api/v1", tags=["users"]
)
app.include_router(
routes_pricing.router, prefix="/api/v1", tags=["pricing"]
)
logger.debug("All API routers included")
@app.get("/health", tags=["health"])
async def health() -> Dict[str, str]:
"""Liveness probe β returns 200 when the application is running."""
return {"status": "ok"}
return app
app = create_app()
|