forked from UT-InfraAI/ventis
-
Notifications
You must be signed in to change notification settings - Fork 0
Llm proxy #54
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Open
Llm proxy #54
Changes from all commits
Commits
Show all changes
2 commits
Select commit
Hold shift + click to select a range
File filter
Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
There are no files selected for viewing
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,93 @@ | ||
| # llm_proxy | ||
|
|
||
| A local, single-machine pass-through proxy for **OpenAI**, **Anthropic**, and | ||
| **Bedrock**. Callers keep their exact SDK calling convention — the only change is | ||
| one base-URL env var per provider. Every call flows through one function | ||
| (`core.proxy_request`) where token/metrics hooks fire. | ||
|
|
||
| **Scope:** request/response ("call and return") only. Streaming is intentionally | ||
| not implemented yet. | ||
|
|
||
| ## How it works | ||
|
|
||
| ``` | ||
| your app (unchanged) localhost:8080 real upstream | ||
| openai SDK ─/openai/... ─┐ | ||
| anthropic SDK ─/anthropic/ ─┼─▶ proxy_request(ctx) ─▶ provider ─▶ api.openai.com | ||
| boto3 bedrock ─/bedrock/... ┘ (metrics hooks) adapter api.anthropic.com | ||
| bedrock-runtime.<region>.amazonaws.com | ||
| ``` | ||
|
|
||
| - **OpenAI / Anthropic** — straight HTTP reverse-proxy: rewrite host, swap in the | ||
| real key, forward with `requests`, return the response. | ||
| - **Bedrock** — re-issued through the proxy's own `boto3` client (handles SigV4 | ||
| signing + URL-encoding correctly). Only `invoke` is wired up. | ||
|
|
||
| ## Run | ||
|
|
||
| ```bash | ||
| pip install -r llm_proxy/requirements.txt | ||
|
|
||
| # real upstream credentials live here; callers can use dummy keys | ||
| export OPENAI_API_KEY=sk-... | ||
| export ANTHROPIC_API_KEY=sk-ant-... | ||
| export AWS_REGION=us-east-1 # + normal AWS creds (env / ~/.aws / role) | ||
|
|
||
| python -m llm_proxy # listens on 127.0.0.1:8080 | ||
| ``` | ||
|
|
||
| ## Point your SDKs at it | ||
|
|
||
| No code changes — just env vars: | ||
|
|
||
| ```bash | ||
| export OPENAI_BASE_URL=http://localhost:8080/openai/v1 | ||
| export ANTHROPIC_BASE_URL=http://localhost:8080/anthropic | ||
| export AWS_ENDPOINT_URL_BEDROCK_RUNTIME=http://localhost:8080/bedrock | ||
| ``` | ||
|
|
||
| Then your existing code works unchanged: | ||
|
|
||
| ```python | ||
| from openai import OpenAI | ||
| OpenAI().chat.completions.create(model="gpt-4o-mini", | ||
| messages=[{"role": "user", "content": "hi"}]) | ||
|
|
||
| from anthropic import Anthropic | ||
| Anthropic().messages.create(model="claude-3-5-sonnet-20241022", max_tokens=64, | ||
| messages=[{"role": "user", "content": "hi"}]) | ||
|
|
||
| import boto3, json | ||
| boto3.client("bedrock-runtime").invoke_model( | ||
| modelId="anthropic.claude-3-5-sonnet-20240620-v1:0", | ||
| body=json.dumps({"anthropic_version": "bedrock-2023-05-31", | ||
| "max_tokens": 64, | ||
| "messages": [{"role": "user", "content": "hi"}]})) | ||
| ``` | ||
|
|
||
| ## Configuration (env vars) | ||
|
|
||
| | Var | Default | Purpose | | ||
| |---|---|---| | ||
| | `PROXY_HOST` / `PROXY_PORT` | `127.0.0.1` / `8080` | where the proxy listens | | ||
| | `PROXY_CONNECT_TIMEOUT` / `PROXY_READ_TIMEOUT` | `10` / `600` | upstream timeouts (s) | | ||
| | `OPENAI_API_KEY` / `ANTHROPIC_API_KEY` | — | real upstream keys the proxy injects | | ||
| | `OPENAI_UPSTREAM_BASE` / `ANTHROPIC_UPSTREAM_BASE` | official APIs | override upstream (e.g. Azure/gateway) | | ||
| | `BEDROCK_REGION` (or `AWS_REGION`) | `us-east-1` | Bedrock region | | ||
| | `BEDROCK_UPSTREAM_HOST` | `bedrock-runtime.<region>.amazonaws.com` | override Bedrock host | | ||
|
|
||
| ## The metrics seam | ||
|
|
||
| `hooks.py` defines `on_request` / `on_response`; today they only log. Because the | ||
| whole response is buffered, token accounting is a one-liner later — | ||
| `resp.json().get("usage")` for OpenAI/Anthropic, or the per-model field in | ||
| Bedrock's response body. | ||
|
|
||
| ## Known limitations (current scope) | ||
|
|
||
| - **No streaming.** `stream=True` / `invoke-with-response-stream` are not handled. | ||
| - **Bedrock error bodies are reconstructed**, not passed through byte-for-byte | ||
| (boto3 raises on 4xx/5xx; we rebuild a JSON body with the real status + | ||
| message). OpenAI/Anthropic errors pass through unchanged. | ||
| - **Dev server.** Runs on Flask's built-in server — fine for a local proxy, not | ||
| meant for production traffic. | ||
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,14 @@ | ||
| """Local LLM proxy. | ||
|
|
||
| A transparent, single-machine pass-through for OpenAI, Anthropic, and Bedrock. | ||
| Point each provider's SDK at this service via its base-URL env var and calls flow | ||
| through one choke point (``llm_proxy.core.proxy_request``) where request/response | ||
| metrics hooks fire. | ||
|
|
||
| Scope: request/response ("call and return") only. Streaming is intentionally | ||
| not implemented yet. | ||
| """ | ||
|
|
||
| __all__ = ["__version__"] | ||
|
|
||
| __version__ = "0.1.0" |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,29 @@ | ||
| """Entry point: ``python -m llm_proxy``.""" | ||
|
|
||
| from __future__ import annotations | ||
|
|
||
| import logging | ||
|
|
||
| from llm_proxy.app import create_app | ||
| from llm_proxy.config import Config | ||
|
|
||
|
|
||
| def main() -> None: | ||
| logging.basicConfig( | ||
| level=logging.INFO, | ||
| format="%(asctime)s %(levelname)s %(name)s: %(message)s", | ||
| ) | ||
| cfg = Config.from_env() | ||
| app = create_app(cfg) | ||
| logging.getLogger("llm_proxy").info( | ||
| "llm_proxy on http://%s:%d (openai=%s, anthropic=%s, bedrock=%s [%s])", | ||
| cfg.host, cfg.port, cfg.openai.upstream_base, cfg.anthropic.upstream_base, | ||
| cfg.bedrock_upstream_host, cfg.bedrock_region, | ||
| ) | ||
| # threaded so concurrent callers don't serialize; dev server is fine for a | ||
| # local proxy. | ||
| app.run(host=cfg.host, port=cfg.port, threaded=True) | ||
|
|
||
|
|
||
| if __name__ == "__main__": | ||
| main() |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,42 @@ | ||
| """Flask app: one catch-all route per provider prefix, all funneled through | ||
| ``proxy_request``.""" | ||
|
|
||
| from __future__ import annotations | ||
|
|
||
| import logging | ||
|
|
||
| from flask import Flask, jsonify, request | ||
|
|
||
| from llm_proxy.config import Config | ||
| from llm_proxy.core import proxy_request | ||
| from llm_proxy.providers import build_registry | ||
|
|
||
| log = logging.getLogger("llm_proxy") | ||
|
|
||
| ALL_METHODS = ["GET", "POST", "PUT", "PATCH", "DELETE"] | ||
|
|
||
|
|
||
| def create_app(cfg: Config = None) -> Flask: | ||
| cfg = cfg or Config.from_env() | ||
| app = Flask(__name__) | ||
| registry = build_registry(cfg) | ||
|
|
||
| @app.route("/healthz", methods=["GET"]) | ||
| def healthz(): | ||
| return jsonify(status="ok", providers=sorted(registry.keys())) | ||
|
|
||
| @app.route("/<provider>/<path:subpath>", methods=ALL_METHODS) | ||
| def dispatch(provider, subpath): | ||
| prov = registry.get(provider) | ||
| if prov is None: | ||
| return ( | ||
| jsonify(error=f"unknown provider '{provider}'", known=sorted(registry.keys())), | ||
| 404, | ||
| ) | ||
| try: | ||
| return proxy_request(prov, subpath, request) | ||
| except Exception as exc: # surface upstream/adapter errors as 502 | ||
| log.exception("proxy error for %s/%s", provider, subpath) | ||
| return jsonify(error="proxy_error", detail=str(exc)), 502 | ||
|
|
||
|
|
||
| return app | ||
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,61 @@ | ||
| """Configuration, read once from the environment at startup. | ||
|
|
||
| The proxy holds the *real* upstream credentials; callers can send dummy keys. | ||
| """ | ||
|
|
||
| from __future__ import annotations | ||
|
|
||
| import os | ||
| from dataclasses import dataclass | ||
| from typing import Optional | ||
|
|
||
|
|
||
| @dataclass | ||
| class ProviderConfig: | ||
| upstream_base: str | ||
| api_key: Optional[str] = None | ||
|
|
||
|
|
||
| @dataclass | ||
| class Config: | ||
| host: str | ||
| port: int | ||
| connect_timeout: float | ||
| read_timeout: float | ||
|
|
||
| openai: ProviderConfig | ||
| anthropic: ProviderConfig | ||
|
|
||
| bedrock_region: str | ||
| bedrock_upstream_host: str | ||
|
|
||
| @classmethod | ||
| def from_env(cls) -> "Config": | ||
| region = ( | ||
| os.getenv("BEDROCK_REGION") | ||
| or os.getenv("AWS_REGION") | ||
| or os.getenv("AWS_DEFAULT_REGION") | ||
| or "us-east-1" | ||
| ) | ||
| return cls( | ||
| host=os.getenv("PROXY_HOST", "127.0.0.1"), | ||
| port=int(os.getenv("PROXY_PORT", "8080")), | ||
| connect_timeout=float(os.getenv("PROXY_CONNECT_TIMEOUT", "10")), | ||
| read_timeout=float(os.getenv("PROXY_READ_TIMEOUT", "600")), | ||
| openai=ProviderConfig( | ||
| upstream_base=os.getenv( | ||
| "OPENAI_UPSTREAM_BASE", "https://api.openai.com" | ||
| ).rstrip("/"), | ||
| api_key=os.getenv("OPENAI_API_KEY"), | ||
| ), | ||
| anthropic=ProviderConfig( | ||
| upstream_base=os.getenv( | ||
| "ANTHROPIC_UPSTREAM_BASE", "https://api.anthropic.com" | ||
| ).rstrip("/"), | ||
| api_key=os.getenv("ANTHROPIC_API_KEY"), | ||
| ), | ||
| bedrock_region=region, | ||
| bedrock_upstream_host=os.getenv( | ||
| "BEDROCK_UPSTREAM_HOST", f"bedrock-runtime.{region}.amazonaws.com" | ||
| ), | ||
| ) |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,43 @@ | ||
| """The single choke point every proxied call flows through.""" | ||
|
|
||
| from __future__ import annotations | ||
|
|
||
| import json | ||
| import time | ||
| from typing import Optional | ||
|
|
||
| from flask import Response | ||
|
|
||
| from llm_proxy.hooks import Ctx, hooks | ||
|
|
||
|
|
||
| def _guess_model(body: bytes) -> Optional[str]: | ||
| """Best-effort model name from the JSON body, for logging/metrics. | ||
|
|
||
| Never raises. Returns None for requests whose model isn't in the body | ||
| (e.g. Bedrock, where it's in the path and already shown via the subpath). | ||
| """ | ||
| try: | ||
| model = json.loads(body).get("model") | ||
| return model if isinstance(model, str) else None | ||
| except Exception: | ||
| return None | ||
|
|
||
|
|
||
| def proxy_request(provider, subpath, flask_request): | ||
| body = flask_request.get_data() | ||
| ctx = Ctx( | ||
| provider=provider.name, | ||
| method=flask_request.method, | ||
| subpath=subpath, | ||
| body=body, | ||
| headers=dict(flask_request.headers), | ||
| t0=time.monotonic(), | ||
| model=_guess_model(body), | ||
| ) | ||
| hooks.on_request(ctx) | ||
|
|
||
| pr = provider.forward(flask_request, subpath, body) | ||
|
|
||
| hooks.on_response(ctx, pr) | ||
| return Response(pr.content, status=pr.status, headers=pr.headers) |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,49 @@ | ||
| """The metrics seam. | ||
|
|
||
| Every proxied call passes through ``on_request`` / ``on_response``. Today these | ||
| only log. Token accounting lands here later: because the whole response is | ||
| buffered, usage extraction is a one-liner, e.g. ``resp.json().get("usage")`` for | ||
| OpenAI/Anthropic (Bedrock's usage lives in its per-model response body). | ||
| """ | ||
|
|
||
| from __future__ import annotations | ||
|
|
||
| import logging | ||
| import time | ||
| from dataclasses import dataclass | ||
| from typing import Any, Dict, Optional | ||
|
|
||
| log = logging.getLogger("llm_proxy") | ||
|
|
||
|
|
||
| @dataclass | ||
| class Ctx: | ||
| provider: str | ||
| method: str | ||
| subpath: str | ||
| body: bytes | ||
| headers: Dict[str, str] | ||
| t0: float | ||
| model: Optional[str] = None | ||
|
|
||
| def elapsed_ms(self) -> float: | ||
| return (time.monotonic() - self.t0) * 1000.0 | ||
|
|
||
|
|
||
| class Hooks: | ||
| def on_request(self, ctx: Ctx) -> None: | ||
| log.info( | ||
| "→ %s %s /%s model=%s (%d bytes)", | ||
| ctx.provider, ctx.method, ctx.subpath, ctx.model, len(ctx.body), | ||
| ) | ||
|
|
||
| def on_response(self, ctx: Ctx, resp: Any) -> None: | ||
| log.info( | ||
| "← %s %s /%s -> %s in %.0fms", | ||
| ctx.provider, ctx.method, ctx.subpath, | ||
| getattr(resp, "status", "?"), ctx.elapsed_ms(), | ||
| ) | ||
| # TODO(metrics): pull token usage off `resp` and emit it. | ||
|
|
||
|
|
||
| hooks = Hooks() |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,14 @@ | ||
| from __future__ import annotations | ||
|
|
||
| from llm_proxy.providers.anthropic import AnthropicProvider | ||
| from llm_proxy.providers.bedrock import BedrockProvider | ||
| from llm_proxy.providers.openai import OpenAIProvider | ||
|
|
||
|
|
||
| def build_registry(cfg): | ||
| """Map the URL prefix -> provider instance.""" | ||
| return { | ||
| "openai": OpenAIProvider(cfg), | ||
| "anthropic": AnthropicProvider(cfg), | ||
| "bedrock": BedrockProvider(cfg), | ||
| } |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,19 @@ | ||
| from __future__ import annotations | ||
|
|
||
| from llm_proxy.providers.base import HttpProvider, UpstreamRequest, client_headers | ||
|
|
||
|
|
||
| class AnthropicProvider(HttpProvider): | ||
| name = "anthropic" | ||
|
|
||
| def target(self, req, subpath, body): | ||
| headers = client_headers(req, drop=["x-api-key", "authorization"]) | ||
| if self.cfg.anthropic.api_key: | ||
| headers["x-api-key"] = self.cfg.anthropic.api_key | ||
| # `anthropic-version` is supplied by the SDK and passes through untouched. | ||
| return UpstreamRequest( | ||
| method=req.method, | ||
| url=f"{self.cfg.anthropic.upstream_base}/{subpath}", | ||
| headers=headers, | ||
| params=req.args.to_dict(flat=True), | ||
| ) |
Oops, something went wrong.
Oops, something went wrong.
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
No .converse functionality? Would we be changing all the current calls to use .invoke?
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Let me see how to add converse functionality