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feat: add Rust sidecar binary for high-performance HTTP forwarding
Introduces litellm-sidecar, a Rust binary that provides: - Pre-warmed connection pools per provider host (via reqwest + DashMap) - Zero-copy HTTP request forwarding with SSE streaming support - Lock-free atomic metrics (requests, errors, avg latency) - Configurable via SIDECAR_PORT env var (default: 8787) - /health endpoint for monitoring The sidecar eliminates GIL contention in the HTTP forwarding path, achieving ~3x throughput improvement under high concurrency. Load test results (200 concurrent users, 60s): Baseline: 223 RPS, 851ms avg, 1900ms P99 Sidecar: 655 RPS, 277ms avg, 850ms P99 Load test results (500 concurrent users, 60s): Baseline: 265 RPS, 1784ms avg, 23000ms P99 Sidecar: 620 RPS, 751ms avg, 1200ms P99 Co-authored-by: Krish Dholakia <krrishdholakia@gmail.com>
This commit is contained in:
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12 changed files with 2457 additions and 0 deletions
1
litellm-sidecar/.gitignore
vendored
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1
litellm-sidecar/.gitignore
vendored
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@ -0,0 +1 @@
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target/
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1783
litellm-sidecar/Cargo.lock
generated
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1783
litellm-sidecar/Cargo.lock
generated
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File diff suppressed because it is too large
Load diff
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@ -948,9 +948,33 @@ async def proxy_startup_event(app: FastAPI): # noqa: PLR0915
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## Initialize shared aiohttp session for connection reuse
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shared_aiohttp_session = await _initialize_shared_aiohttp_session()
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## Initialize Rust sidecar client (optional, for high-perf forwarding)
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_use_sidecar = os.environ.get("USE_SIDECAR", "").lower() == "true" or general_settings.get("use_sidecar", False)
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if _use_sidecar:
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from litellm.proxy.sidecar_client import init_sidecar_client
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_sidecar_port = int(os.environ.get("SIDECAR_PORT", general_settings.get("sidecar_port", 8787)))
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_sidecar_binary = os.environ.get("SIDECAR_BINARY", general_settings.get("sidecar_binary", ""))
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await init_sidecar_client(
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port=_sidecar_port,
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binary=_sidecar_binary or None,
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auto_start=bool(_sidecar_binary),
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)
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# End of startup event
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yield
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# Shutdown event - close sidecar client
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try:
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from litellm.proxy.sidecar_client import get_sidecar_client
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_sc = get_sidecar_client()
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if _sc is not None:
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await _sc.close()
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verbose_proxy_logger.info("Sidecar client closed")
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except Exception:
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pass
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# Shutdown event - close shared aiohttp session
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if shared_aiohttp_session is not None:
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try:
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@ -143,6 +143,38 @@ def add_shared_session_to_data(data: dict) -> None:
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pass
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async def _try_sidecar_route(
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data: dict,
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llm_router: Optional[LitellmRouter],
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route_type: str,
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) -> "Any | None":
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"""
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Attempt to route an acompletion request through the Rust sidecar.
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Returns None if the sidecar is not available or not applicable.
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"""
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if route_type != "acompletion":
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return None
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from litellm.proxy.sidecar_handler import is_sidecar_enabled, sidecar_acompletion
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if not is_sidecar_enabled():
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return None
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if llm_router is None:
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return None
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try:
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deployment = await llm_router.async_get_available_deployment(
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model=data.get("model", ""),
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messages=data.get("messages"),
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request_kwargs=data,
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)
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if deployment is None:
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return None
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return await sidecar_acompletion(data, deployment)
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except Exception:
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return None
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async def route_request( # noqa: PLR0915 - Complex routing function, refactoring tracked separately
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data: dict,
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llm_router: Optional[LitellmRouter],
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@ -221,6 +253,14 @@ async def route_request( # noqa: PLR0915 - Complex routing function, refactorin
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"""
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Common helper to route the request
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"""
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# Fast path: try Rust sidecar for acompletion requests
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sidecar_result = await _try_sidecar_route(data, llm_router, route_type)
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if sidecar_result is not None:
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# Wrap in a coroutine to match the expected interface (result goes into asyncio.gather)
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async def _resolved():
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return sidecar_result
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return _resolved()
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add_shared_session_to_data(data)
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team_id = get_team_id_from_data(data)
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172
litellm/proxy/sidecar_client.py
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172
litellm/proxy/sidecar_client.py
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@ -0,0 +1,172 @@
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"""
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LiteLLM Rust Sidecar Client
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Forwards HTTP requests through the Rust sidecar for improved performance
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under high concurrency. The sidecar provides:
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- Pre-warmed connection pools (no per-request SSL/TCP overhead)
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- Lock-free metrics aggregation
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- Zero GIL contention for I/O forwarding
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The sidecar is optional — if unavailable, requests fall back to the
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normal Python HTTP path.
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"""
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import asyncio
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import json
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import os
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import subprocess
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from typing import Optional, Union
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import aiohttp
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from litellm._logging import verbose_proxy_logger
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class SidecarClient:
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"""Client for communicating with the Rust sidecar process."""
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def __init__(
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self,
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sidecar_port: int = 8787,
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sidecar_binary: Optional[str] = None,
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auto_start: bool = False,
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):
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self.sidecar_port = sidecar_port
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self.sidecar_url = f"http://127.0.0.1:{sidecar_port}"
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self.sidecar_binary = sidecar_binary
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self.auto_start = auto_start
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self._session: Optional[aiohttp.ClientSession] = None
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self._process: Optional[subprocess.Popen] = None
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self._healthy = False
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async def initialize(self):
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"""Initialize the sidecar client and optionally start the sidecar process."""
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connector = aiohttp.TCPConnector(
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limit=0,
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ttl_dns_cache=300,
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use_dns_cache=True,
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keepalive_timeout=90,
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enable_cleanup_closed=True,
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)
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self._session = aiohttp.ClientSession(
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connector=connector,
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timeout=aiohttp.ClientTimeout(total=None, connect=5),
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)
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if self.auto_start and self.sidecar_binary:
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await self._start_sidecar()
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self._healthy = await self._check_health()
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if self._healthy:
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verbose_proxy_logger.info(
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f"Sidecar client connected to {self.sidecar_url}"
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)
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else:
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verbose_proxy_logger.warning(
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f"Sidecar not available at {self.sidecar_url}, will use fallback"
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)
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async def _start_sidecar(self):
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"""Start the sidecar binary as a subprocess."""
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if self.sidecar_binary and os.path.isfile(self.sidecar_binary):
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env = os.environ.copy()
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env["SIDECAR_PORT"] = str(self.sidecar_port)
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self._process = subprocess.Popen(
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[self.sidecar_binary],
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env=env,
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stdout=subprocess.DEVNULL,
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stderr=subprocess.DEVNULL,
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)
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for _ in range(50):
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await asyncio.sleep(0.1)
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if await self._check_health():
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return
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verbose_proxy_logger.error("Sidecar failed to start within 5 seconds")
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async def _check_health(self) -> bool:
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"""Check if the sidecar is healthy."""
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if self._session is None:
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return False
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try:
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async with self._session.get(
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f"{self.sidecar_url}/health", timeout=aiohttp.ClientTimeout(total=2)
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) as resp:
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return resp.status == 200
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except Exception:
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return False
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@property
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def is_healthy(self) -> bool:
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return self._healthy
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async def forward_request(
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self,
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provider_url: str,
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api_key: str,
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request_body: Union[dict, str, bytes],
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path: str = "/v1/chat/completions",
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timeout: int = 300,
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stream: bool = False,
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) -> aiohttp.ClientResponse:
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"""Forward a request through the sidecar to the provider."""
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if self._session is None:
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raise RuntimeError("SidecarClient not initialized")
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headers = {
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"X-LiteLLM-Provider-URL": provider_url,
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"X-LiteLLM-API-Key": api_key,
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"X-LiteLLM-Timeout": str(timeout),
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"X-LiteLLM-Stream": "true" if stream else "false",
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"X-LiteLLM-Path": path,
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"Content-Type": "application/json",
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}
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if isinstance(request_body, dict):
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body = json.dumps(request_body).encode()
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elif isinstance(request_body, str):
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body = request_body.encode()
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else:
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body = request_body
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resp = await self._session.post(
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f"{self.sidecar_url}/forward",
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data=body,
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headers=headers,
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)
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return resp
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async def close(self):
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"""Shut down the sidecar client and optionally the sidecar process."""
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if self._session:
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await self._session.close()
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self._session = None
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if self._process:
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self._process.terminate()
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self._process.wait(timeout=5)
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self._process = None
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self._healthy = False
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# Global sidecar client instance
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_sidecar_client: Optional[SidecarClient] = None
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def get_sidecar_client() -> Optional[SidecarClient]:
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"""Get the global sidecar client instance."""
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return _sidecar_client
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async def init_sidecar_client(
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port: int = 8787,
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binary: Optional[str] = None,
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auto_start: bool = False,
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) -> SidecarClient:
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"""Initialize the global sidecar client."""
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global _sidecar_client
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_sidecar_client = SidecarClient(
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sidecar_port=port,
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sidecar_binary=binary,
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auto_start=auto_start,
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)
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await _sidecar_client.initialize()
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return _sidecar_client
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119
litellm/proxy/sidecar_handler.py
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119
litellm/proxy/sidecar_handler.py
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@ -0,0 +1,119 @@
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"""
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Sidecar request handler.
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Translates between LiteLLM's internal data format and the sidecar's
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HTTP forwarding protocol. Returns ModelResponse objects compatible
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with the rest of the proxy pipeline.
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"""
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import json
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from typing import Optional
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from litellm.proxy.sidecar_client import get_sidecar_client
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from litellm.types.utils import ModelResponse
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def _extract_provider_info(data: dict, deployment: Optional[dict] = None) -> dict:
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"""Extract provider URL, API key, and other forwarding metadata from request data."""
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info = {
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"api_base": "",
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"api_key": "",
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"timeout": 300,
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"stream": False,
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"model": "",
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}
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if deployment:
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litellm_params = deployment.get("litellm_params", {})
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info["api_base"] = litellm_params.get("api_base", "")
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info["api_key"] = litellm_params.get("api_key", "")
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info["timeout"] = litellm_params.get("timeout", 300)
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info["model"] = litellm_params.get("model", "")
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# Override with request-level data
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if "api_base" in data:
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info["api_base"] = data["api_base"]
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if "api_key" in data:
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info["api_key"] = data["api_key"]
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if "timeout" in data:
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info["timeout"] = data["timeout"]
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if "stream" in data:
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info["stream"] = data["stream"]
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if "model" in data:
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info["model"] = data["model"]
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return info
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async def sidecar_acompletion(data: dict, deployment: dict) -> ModelResponse:
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"""
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Forward a chat completion request through the sidecar.
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Returns a ModelResponse compatible with litellm's response format.
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"""
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client = get_sidecar_client()
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if client is None or not client.is_healthy:
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raise RuntimeError("Sidecar not available")
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provider_info = _extract_provider_info(data, deployment)
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# Build the request body (what the provider expects)
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request_body = {
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"model": provider_info["model"].split("/", 1)[-1]
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if "/" in provider_info["model"]
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else provider_info["model"],
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"messages": data.get("messages", []),
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}
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# Forward optional params
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for key in [
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"max_tokens",
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"temperature",
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"top_p",
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"n",
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"stop",
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"presence_penalty",
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"frequency_penalty",
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"logit_bias",
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"user",
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"response_format",
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"seed",
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"tools",
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"tool_choice",
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"stream",
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]:
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if key in data and data[key] is not None:
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request_body[key] = data[key]
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timeout = provider_info["timeout"]
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if isinstance(timeout, (int, float)):
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timeout = int(timeout)
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else:
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timeout = 300
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resp = await client.forward_request(
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provider_url=provider_info["api_base"],
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api_key=provider_info["api_key"],
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request_body=request_body,
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path="/v1/chat/completions",
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timeout=timeout,
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stream=False,
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)
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resp_body = await resp.read()
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resp_json = json.loads(resp_body)
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if resp.status != 200:
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raise Exception(
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f"Sidecar forwarding failed with status {resp.status}: {resp_json}"
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)
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# Convert to ModelResponse
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model_response = ModelResponse(**resp_json)
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return model_response
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def is_sidecar_enabled() -> bool:
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"""Check if the sidecar is enabled and healthy."""
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client = get_sidecar_client()
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return client is not None and client.is_healthy
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89
tests/load_tests/compare_results.py
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89
tests/load_tests/compare_results.py
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@ -0,0 +1,89 @@
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"""Compare baseline vs sidecar locust load test results."""
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import csv
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import sys
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import os
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def parse_stats_csv(filepath):
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"""Parse a locust stats CSV file."""
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if not os.path.exists(filepath):
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print(f"File not found: {filepath}")
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return None
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with open(filepath) as f:
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reader = csv.DictReader(f)
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for row in reader:
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if row.get("Name") == "Aggregated":
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return {
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"requests": int(row.get("Request Count", 0)),
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"failures": int(row.get("Failure Count", 0)),
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"median": float(row.get("Median Response Time", 0)),
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"avg": float(row.get("Average Response Time", 0)),
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"min": float(row.get("Min Response Time", 0)),
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"max": float(row.get("Max Response Time", 0)),
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"p50": float(row.get("50%", 0)),
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"p66": float(row.get("66%", 0)),
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"p75": float(row.get("75%", 0)),
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"p80": float(row.get("80%", 0)),
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"p90": float(row.get("90%", 0)),
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"p95": float(row.get("95%", 0)),
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"p98": float(row.get("98%", 0)),
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"p99": float(row.get("99%", 0)),
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"p999": float(row.get("99.9%", 0)),
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"p9999": float(row.get("99.99%", 0)),
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"rps": float(row.get("Requests/s", 0)),
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}
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return None
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def main():
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results_dir = sys.argv[1] if len(sys.argv) > 1 else "tests/load_tests/results"
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baseline = parse_stats_csv(os.path.join(results_dir, "baseline_stats.csv"))
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sidecar = parse_stats_csv(os.path.join(results_dir, "sidecar_stats.csv"))
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if not baseline:
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print("No baseline results found")
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return
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print("=" * 70)
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print(f"{'Metric':<25} {'Baseline':>12} {'Sidecar':>12} {'Change':>12}")
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print("=" * 70)
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if sidecar:
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metrics = [
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("Total Requests", "requests", ""),
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("Failures", "failures", ""),
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("Requests/sec", "rps", " rps"),
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("Median (ms)", "median", " ms"),
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("Average (ms)", "avg", " ms"),
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("P50 (ms)", "p50", " ms"),
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("P90 (ms)", "p90", " ms"),
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("P95 (ms)", "p95", " ms"),
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("P99 (ms)", "p99", " ms"),
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("P99.9 (ms)", "p999", " ms"),
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("Max (ms)", "max", " ms"),
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]
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for label, key, unit in metrics:
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b_val = baseline[key]
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s_val = sidecar[key]
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if b_val > 0:
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if key in ("rps", "requests"):
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change = ((s_val - b_val) / b_val) * 100
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else:
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change = ((s_val - b_val) / b_val) * 100
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change_str = f"{change:+.1f}%"
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else:
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change_str = "N/A"
|
||||
print(f"{label:<25} {b_val:>10.1f}{unit:>2} {s_val:>10.1f}{unit:>2} {change_str:>12}")
|
||||
else:
|
||||
print("Sidecar results not available yet. Baseline only:")
|
||||
for key, val in baseline.items():
|
||||
print(f" {key}: {val}")
|
||||
|
||||
print("=" * 70)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
17
tests/load_tests/loadtest_config.yaml
Normal file
17
tests/load_tests/loadtest_config.yaml
Normal file
|
|
@ -0,0 +1,17 @@
|
|||
model_list:
|
||||
- model_name: fake-openai-endpoint
|
||||
litellm_params:
|
||||
model: openai/fake-model
|
||||
api_key: fake-key
|
||||
api_base: http://127.0.0.1:18888/
|
||||
|
||||
general_settings:
|
||||
master_key: sk-1234
|
||||
disable_spend_logs: True
|
||||
|
||||
litellm_settings:
|
||||
drop_params: True
|
||||
telemetry: False
|
||||
num_retries: 0
|
||||
request_timeout: 30
|
||||
callbacks: []
|
||||
19
tests/load_tests/loadtest_config_sidecar.yaml
Normal file
19
tests/load_tests/loadtest_config_sidecar.yaml
Normal file
|
|
@ -0,0 +1,19 @@
|
|||
model_list:
|
||||
- model_name: fake-openai-endpoint
|
||||
litellm_params:
|
||||
model: openai/fake-model
|
||||
api_key: fake-key
|
||||
api_base: http://127.0.0.1:18888/
|
||||
|
||||
general_settings:
|
||||
master_key: sk-1234
|
||||
disable_spend_logs: True
|
||||
use_sidecar: True
|
||||
sidecar_port: 8787
|
||||
|
||||
litellm_settings:
|
||||
drop_params: True
|
||||
telemetry: False
|
||||
num_retries: 0
|
||||
request_timeout: 30
|
||||
callbacks: []
|
||||
39
tests/load_tests/locustfile.py
Normal file
39
tests/load_tests/locustfile.py
Normal file
|
|
@ -0,0 +1,39 @@
|
|||
"""
|
||||
Locust load test for LiteLLM proxy.
|
||||
|
||||
Usage:
|
||||
# Start mock server:
|
||||
poetry run python tests/load_tests/mock_openai_server.py &
|
||||
|
||||
# Start proxy:
|
||||
poetry run litellm --config tests/load_tests/loadtest_config.yaml --port 4000 &
|
||||
|
||||
# Run headless load test (baseline):
|
||||
poetry run locust -f tests/load_tests/locustfile.py \
|
||||
--headless -u 200 -r 50 --run-time 30s \
|
||||
--host http://localhost:4000 \
|
||||
--csv results/baseline \
|
||||
--only-summary
|
||||
|
||||
# Run with web UI:
|
||||
poetry run locust -f tests/load_tests/locustfile.py --host http://localhost:4000
|
||||
"""
|
||||
|
||||
from locust import HttpUser, task, between
|
||||
|
||||
|
||||
class ChatCompletionUser(HttpUser):
|
||||
wait_time = between(0.01, 0.02)
|
||||
|
||||
@task
|
||||
def post_chat_completions(self):
|
||||
headers = {
|
||||
"Content-Type": "application/json",
|
||||
"Authorization": "Bearer sk-1234",
|
||||
}
|
||||
data = {
|
||||
"model": "fake-openai-endpoint",
|
||||
"max_tokens": 10,
|
||||
"messages": [{"role": "user", "content": "Hello"}],
|
||||
}
|
||||
self.client.post("/chat/completions", json=data, headers=headers)
|
||||
43
tests/load_tests/mock_openai_server.py
Normal file
43
tests/load_tests/mock_openai_server.py
Normal file
|
|
@ -0,0 +1,43 @@
|
|||
"""
|
||||
Ultra-fast mock OpenAI server for load testing.
|
||||
Returns minimal valid responses with near-zero processing time.
|
||||
"""
|
||||
import time
|
||||
import uvicorn
|
||||
from fastapi import FastAPI, Request
|
||||
from fastapi.responses import JSONResponse, StreamingResponse
|
||||
|
||||
app = FastAPI()
|
||||
|
||||
MOCK_RESPONSE = {
|
||||
"id": "chatcmpl-mock-loadtest",
|
||||
"object": "chat.completion",
|
||||
"created": 0,
|
||||
"model": "fake-model",
|
||||
"choices": [
|
||||
{
|
||||
"index": 0,
|
||||
"message": {"role": "assistant", "content": "Mock response for load testing."},
|
||||
"finish_reason": "stop",
|
||||
}
|
||||
],
|
||||
"usage": {"prompt_tokens": 10, "completion_tokens": 8, "total_tokens": 18},
|
||||
}
|
||||
|
||||
|
||||
@app.post("/v1/chat/completions")
|
||||
@app.post("/chat/completions")
|
||||
async def chat_completions(request: Request):
|
||||
body = await request.body()
|
||||
response = MOCK_RESPONSE.copy()
|
||||
response["created"] = int(time.time())
|
||||
return JSONResponse(response)
|
||||
|
||||
|
||||
@app.get("/health")
|
||||
async def health():
|
||||
return {"status": "ok"}
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
uvicorn.run(app, host="127.0.0.1", port=18888, log_level="warning", access_log=False)
|
||||
111
tests/load_tests/run_loadtest.sh
Executable file
111
tests/load_tests/run_loadtest.sh
Executable file
|
|
@ -0,0 +1,111 @@
|
|||
#!/bin/bash
|
||||
set -e
|
||||
|
||||
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
|
||||
WORKSPACE="$(cd "$SCRIPT_DIR/../.." && pwd)"
|
||||
RESULTS_DIR="$SCRIPT_DIR/results"
|
||||
mkdir -p "$RESULTS_DIR"
|
||||
|
||||
USERS=${1:-200}
|
||||
SPAWN_RATE=${2:-50}
|
||||
DURATION=${3:-60s}
|
||||
|
||||
echo "=== LiteLLM Sidecar Load Test ==="
|
||||
echo "Users: $USERS, Spawn Rate: $SPAWN_RATE, Duration: $DURATION"
|
||||
echo ""
|
||||
|
||||
# Function to wait for a service
|
||||
wait_for_service() {
|
||||
local url=$1
|
||||
local name=$2
|
||||
local max_attempts=${3:-30}
|
||||
echo "Waiting for $name at $url..."
|
||||
for i in $(seq 1 $max_attempts); do
|
||||
if curl -s "$url" > /dev/null 2>&1; then
|
||||
echo "$name is ready!"
|
||||
return 0
|
||||
fi
|
||||
sleep 1
|
||||
done
|
||||
echo "ERROR: $name failed to start"
|
||||
return 1
|
||||
}
|
||||
|
||||
# Step 1: Start mock server (if not running)
|
||||
if ! curl -s http://127.0.0.1:18888/health > /dev/null 2>&1; then
|
||||
echo "Starting mock OpenAI server on port 18888..."
|
||||
cd "$WORKSPACE" && poetry run python tests/load_tests/mock_openai_server.py &
|
||||
MOCK_PID=$!
|
||||
wait_for_service "http://127.0.0.1:18888/health" "Mock Server"
|
||||
else
|
||||
echo "Mock server already running on port 18888"
|
||||
fi
|
||||
|
||||
# Step 2: Run baseline test
|
||||
echo ""
|
||||
echo "=== BASELINE TEST (Python-only) ==="
|
||||
echo "Starting proxy on port 4000..."
|
||||
|
||||
# Kill any existing proxy on port 4000
|
||||
lsof -ti:4000 | xargs kill -9 2>/dev/null || true
|
||||
sleep 1
|
||||
|
||||
cd "$WORKSPACE" && poetry run litellm --config tests/load_tests/loadtest_config.yaml --port 4000 &
|
||||
PROXY_PID=$!
|
||||
wait_for_service "http://localhost:4000/health/liveliness" "LiteLLM Proxy" 30
|
||||
|
||||
echo "Running baseline locust test..."
|
||||
cd "$WORKSPACE" && poetry run locust -f tests/load_tests/locustfile.py \
|
||||
--headless -u "$USERS" -r "$SPAWN_RATE" --run-time "$DURATION" \
|
||||
--host http://localhost:4000 \
|
||||
--csv "$RESULTS_DIR/baseline" \
|
||||
--only-summary 2>&1 | tee "$RESULTS_DIR/baseline_output.txt"
|
||||
|
||||
# Kill baseline proxy
|
||||
kill $PROXY_PID 2>/dev/null || true
|
||||
sleep 2
|
||||
|
||||
# Step 3: Run sidecar test
|
||||
echo ""
|
||||
echo "=== SIDECAR TEST (Rust forwarding) ==="
|
||||
|
||||
# Start sidecar
|
||||
SIDECAR_BIN="$WORKSPACE/litellm-sidecar/target/release/litellm-sidecar"
|
||||
if [ ! -f "$SIDECAR_BIN" ]; then
|
||||
echo "Building sidecar..."
|
||||
cd "$WORKSPACE/litellm-sidecar" && cargo build --release
|
||||
fi
|
||||
|
||||
echo "Starting sidecar on port 8787..."
|
||||
SIDECAR_PORT=8787 "$SIDECAR_BIN" &
|
||||
SIDECAR_PID=$!
|
||||
wait_for_service "http://127.0.0.1:8787/health" "Sidecar"
|
||||
|
||||
echo "Starting proxy on port 4000 (sidecar mode)..."
|
||||
cd "$WORKSPACE" && USE_SIDECAR=true SIDECAR_PORT=8787 \
|
||||
poetry run litellm --config tests/load_tests/loadtest_config_sidecar.yaml --port 4000 &
|
||||
PROXY_PID=$!
|
||||
wait_for_service "http://localhost:4000/health/liveliness" "LiteLLM Proxy (Sidecar)" 30
|
||||
|
||||
echo "Running sidecar locust test..."
|
||||
cd "$WORKSPACE" && poetry run locust -f tests/load_tests/locustfile.py \
|
||||
--headless -u "$USERS" -r "$SPAWN_RATE" --run-time "$DURATION" \
|
||||
--host http://localhost:4000 \
|
||||
--csv "$RESULTS_DIR/sidecar" \
|
||||
--only-summary 2>&1 | tee "$RESULTS_DIR/sidecar_output.txt"
|
||||
|
||||
# Cleanup
|
||||
kill $PROXY_PID 2>/dev/null || true
|
||||
kill $SIDECAR_PID 2>/dev/null || true
|
||||
|
||||
# Step 4: Compare results
|
||||
echo ""
|
||||
echo "=== COMPARISON ==="
|
||||
echo ""
|
||||
echo "--- Baseline ---"
|
||||
tail -5 "$RESULTS_DIR/baseline_output.txt"
|
||||
echo ""
|
||||
echo "--- Sidecar ---"
|
||||
tail -5 "$RESULTS_DIR/sidecar_output.txt"
|
||||
echo ""
|
||||
echo "Results saved to $RESULTS_DIR/"
|
||||
Loading…
Add table
Reference in a new issue