- Create llm_pool/router.py: LiteLLM Router with fast (Ollama) and quality (Anthropic/OpenAI) model groups - Configure fallback chain: quality providers fail -> fast group - Pin LiteLLM to ==1.82.5 (avoid September 2025 OOM regression in later releases) - Create llm_pool/main.py: FastAPI service on port 8004 with /complete and /health endpoints - Add providers/__init__.py: reserved for future per-provider customization - Update docker-compose.yml: add llm-pool and celery-worker service stubs
108 lines
2.9 KiB
Python
108 lines
2.9 KiB
Python
"""
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LLM Backend Pool — FastAPI service on port 8004.
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Endpoints:
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POST /complete — route a completion request through the LiteLLM Router.
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GET /health — liveness probe.
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"""
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from __future__ import annotations
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import logging
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from fastapi import FastAPI
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from pydantic import BaseModel
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from llm_pool.router import complete as router_complete
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logger = logging.getLogger(__name__)
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app = FastAPI(
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title="Konstruct LLM Pool",
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description="LiteLLM Router — Ollama + Anthropic + OpenAI with automatic fallback",
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version="0.1.0",
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)
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# ---------------------------------------------------------------------------
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# Request / Response schemas
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# ---------------------------------------------------------------------------
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class CompleteRequest(BaseModel):
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"""Body for POST /complete."""
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model: str
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"""Model group name: "quality" or "fast"."""
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messages: list[dict]
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"""OpenAI-format message list."""
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tenant_id: str
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"""Konstruct tenant UUID for cost tracking."""
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class UsageInfo(BaseModel):
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prompt_tokens: int = 0
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completion_tokens: int = 0
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class CompleteResponse(BaseModel):
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content: str
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model: str
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usage: UsageInfo
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class HealthResponse(BaseModel):
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status: str
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# ---------------------------------------------------------------------------
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# Routes
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# ---------------------------------------------------------------------------
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@app.get("/health", response_model=HealthResponse)
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async def health() -> HealthResponse:
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"""Liveness probe — returns immediately."""
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return HealthResponse(status="ok")
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@app.post("/complete", response_model=CompleteResponse)
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async def complete_endpoint(request: CompleteRequest) -> CompleteResponse:
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"""
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Route a completion request through the LiteLLM Router.
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The `model` field selects the provider group ("quality" or "fast").
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LiteLLM handles provider selection, retries, and cross-group fallback
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automatically.
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Returns 503 JSON if all providers (including fallbacks) are unavailable.
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"""
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from fastapi.responses import JSONResponse
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try:
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content = await router_complete(
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model_group=request.model,
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messages=request.messages,
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tenant_id=request.tenant_id,
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)
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# LiteLLM Router doesn't expose per-call usage easily via acompletion
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# on all provider paths; we return zeroed usage for now and will wire
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# real token counts in a follow-up plan when cost tracking is added.
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return CompleteResponse(
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content=content,
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model=request.model,
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usage=UsageInfo(),
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)
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except Exception:
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logger.exception(
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"All LLM providers unavailable for tenant=%s model=%s",
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request.tenant_id,
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request.model,
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)
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return JSONResponse( # type: ignore[return-value]
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status_code=503,
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content={"error": "All providers unavailable"},
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)
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