pryscraper/llm_providers/registry.py

219 lines
7.9 KiB
Python

# SPDX-License-Identifier: MIT
# Copyright (c) 2026 Rug Munch Media LLC
#
# Part of Pry — https://git.rugmunch.io/RugMunchMedia/pryscraper
# Licensed under MIT. See LICENSE.
"""LLM provider registry with fallback chain and cost tracking."""
import json
import logging
import time
from collections import defaultdict
from datetime import UTC, datetime
from typing import Any
from llm_providers.base import LLMProvider, LLMResponse, ReferralConfig
from paths import PRY_DATA_DIR
logger = logging.getLogger(__name__)
USAGE_DIR = PRY_DATA_DIR / "llm_usage"
USAGE_DIR.mkdir(parents=True, exist_ok=True)
class LLMRegistry:
"""Registry of LLM providers with fallback chain, cost tracking, and referral config."""
def __init__(self, referral: ReferralConfig | None = None):
self.providers: dict[str, LLMProvider] = {}
self.referral = referral or ReferralConfig()
self.fallback_chain: list[str] = []
# Usage tracking
self.usage: dict[str, dict[str, Any]] = defaultdict(
lambda: {
"calls": 0,
"input_tokens": 0,
"output_tokens": 0,
"cost_usd": 0.0,
"last_used": None,
}
)
self._load_usage()
def register(self, provider: LLMProvider) -> None:
self.providers[provider.name] = provider
if provider.name not in self.fallback_chain:
self.fallback_chain.append(provider.name)
logger.info("provider_registered", extra={"provider_name": provider.name})
def set_fallback_chain(self, chain: list[str]) -> None:
self.fallback_chain = chain
async def complete(
self,
prompt: str,
system: str = "",
provider_name: str = "",
max_tokens: int = 1024,
temperature: float = 0.7,
model: str = "",
fallback: bool = True,
) -> LLMResponse:
"""Complete via specified provider or fallback chain."""
names = [provider_name] if provider_name else list(self.fallback_chain)
if not fallback:
names = (
[provider_name]
if provider_name
else [self.fallback_chain[0]]
if self.fallback_chain
else []
)
last_error = ""
for name in names:
provider = self.providers.get(name)
if not provider:
continue
try:
start = time.time()
response = await provider.complete(prompt, system, max_tokens, temperature, model)
response.latency_ms = int((time.time() - start) * 1000)
response.cost_usd = provider.estimate_cost(
response.input_tokens, response.output_tokens
)
response.referral_id = self.referral.program_id
self._track(response)
return response
except Exception as e: # noqa: BLE001
last_error = str(e)
logger.warning(
"llm_provider_failed", extra={"provider": name, "error": str(e)[:100]}
)
if not fallback:
break
raise Exception(f"All LLM providers failed. Last: {last_error}")
async def complete_or_empty(
self,
prompt: str,
system: str = "",
provider_name: str = "",
max_tokens: int = 1024,
temperature: float = 0.7,
model: str = "",
fallback: bool = True,
) -> LLMResponse:
"""Complete via LLM, returning an empty response on total failure.
Use this at API boundaries where a 500 is worse than degraded output.
"""
try:
return await self.complete(
prompt, system, provider_name, max_tokens, temperature, model, fallback
)
except Exception as e: # noqa: BLE001
logger.warning("llm_complete_failed_all_providers", extra={"error": str(e)[:120]})
return LLMResponse(
text="",
provider="none",
model="",
input_tokens=0,
output_tokens=0,
cost_usd=0.0,
)
async def embed(self, text: str, provider_name: str = "", model: str = "") -> list[float]:
names = [provider_name] if provider_name else list(self.fallback_chain)
for name in names:
provider = self.providers.get(name)
if not provider:
continue
try:
return await provider.embed(text, model)
except Exception as e: # noqa: BLE001
logger.warning(
"embed_provider_failed", extra={"provider": name, "error": str(e)[:80]}
)
raise Exception("All embedding providers failed")
def _track(self, response: LLMResponse) -> None:
u = self.usage[response.provider]
u["calls"] += 1
u["input_tokens"] += response.input_tokens
u["output_tokens"] += response.output_tokens
u["cost_usd"] += response.cost_usd
u["last_used"] = datetime.now(UTC).isoformat()
# NEW: track in-app LLM usage as referral revenue
try:
from referrals import ReferralTracker
if not hasattr(self, "_referral_tracker"):
self._referral_tracker = ReferralTracker()
# Estimate revenue at 5% of user cost (typical affiliate share)
self._referral_tracker.track_in_app_usage(response.provider, response.cost_usd * 0.05)
except ImportError:
pass
# Persist daily
today = datetime.now(UTC).strftime("%Y-%m-%d")
path = USAGE_DIR / f"usage_{today}.jsonl"
try:
with open(path, "a") as f:
f.write(
json.dumps(
{
"ts": datetime.now(UTC).isoformat(),
"provider": response.provider,
"model": response.model,
"input_tokens": response.input_tokens,
"output_tokens": response.output_tokens,
"cost_usd": response.cost_usd,
"referral_id": response.referral_id,
}
)
+ "\n"
)
except OSError:
pass
def _load_usage(self) -> None:
for path in USAGE_DIR.glob("usage_*.jsonl"):
try:
for line in path.read_text().splitlines():
if line.strip():
r = json.loads(line)
prov = r.get("provider", "unknown")
u = self.usage[prov]
u["calls"] += 1
u["input_tokens"] += r.get("input_tokens", 0)
u["output_tokens"] += r.get("output_tokens", 0)
u["cost_usd"] += r.get("cost_usd", 0.0)
except (json.JSONDecodeError, OSError):
pass
def get_stats(self) -> dict[str, Any]:
return {
"providers": {name: self.usage[p.name] for name, p in self.providers.items()},
"referral": {
"enabled": self.referral.enabled,
"program_id": self.referral.program_id,
"links": self.referral.referral_links,
},
"fallback_chain": self.fallback_chain,
}
# Global registry
_registry: LLMRegistry | None = None
def get_registry() -> LLMRegistry:
"""Get or create the global LLM registry with default providers."""
global _registry
if _registry is None:
_registry = LLMRegistry()
# Register providers lazily (only if API keys are set)
from llm_providers.providers import register_default_providers
register_default_providers(_registry)
return _registry