mirror of
https://github.com/headroomlabs-ai/headroom.git
synced 2026-08-27 14:17:10 -04:00
feat(proxy): compress AWS Bedrock InvokeModel requests via configurable upstream (#720)
## Description
Clients that speak **Bedrock to a local gateway** can't get proxy-level
compression. Claude Code launched with `CLAUDE_CODE_USE_BEDROCK=1` (and
any AWS SDK pointed at a custom endpoint) POSTs
`/model/{id}/invoke[-with-response-stream]` to
`AWS_ENDPOINT_URL_BEDROCK_RUNTIME`, never `/v1/messages`. Those requests
fell through the catch-all and were forwarded **verbatim — no
compression**.
`--backend bedrock` is the opposite direction: it accepts Anthropic
input and re-signs to AWS. It can't accept Bedrock-format input or
forward to a custom upstream. So the "client speaks Bedrock → local
re-signing gateway → AWS" topology (internal gateways, LiteLLM,
LocalStack; see #510) got nothing.
This adds a Bedrock InvokeModel passthrough that compresses the request
body with the **same** `anthropic_pipeline` used for `/v1/messages` —
the Bedrock InvokeModel body for Anthropic models *is* the Anthropic
Messages shape (`{anthropic_version, system, messages, max_tokens, …}`,
model in the URL), so there's no translation and no new compression
logic. The routes register **only** when `--bedrock-api-url` is set, so
default behavior is completely unchanged.
**Limitation (important):** rewriting the body invalidates the caller's
**SigV4** signature (it covers a hash of the body). Point
`--bedrock-api-url` at a gateway that re-signs or doesn't verify the
inbound signature (an internal gateway, LiteLLM, LocalStack, a corporate
Bedrock proxy) — **never raw AWS**, which would 403. For direct-to-AWS
compression, use `--backend bedrock` (which re-signs). The two are
complementary. This is documented in the flag help, the handler
docstring, the proxy docs, and the CHANGELOG.
Closes #734. Refs #510 (the Bedrock slice of the provider-agnostic
umbrella).
## Type of Change
- [ ] Bug fix (non-breaking change that fixes an issue)
- [x] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Performance improvement
- [ ] Code refactoring (no functional changes)
## Changes Made
- New `--bedrock-api-url` flag (env: `BEDROCK_TARGET_API_URL`). When
set, registers `POST /model/{id}/invoke` and `POST
/model/{id}/invoke-with-response-stream`.
- `BedrockHandlerMixin` compresses the request body via the existing
`anthropic_pipeline`, then forwards to the configured upstream,
preserving path/query.
- Responses forwarded byte-faithfully (non-streaming JSON and the
streaming AWS event-stream alike — neither is parsed or mutated, since
all compression is request-side).
- `{model_id:path}` captures inference-profile ids with
dots/colons/slashes (e.g.
`us.anthropic.claude-sonnet-4-5-20250929-v1:0`).
- Fail-open: a malformed body or compression error forwards verbatim
rather than erroring.
- Routes register only when the flag is set — default behavior
unchanged.
- Files: `headroom/proxy/handlers/bedrock.py` (new —
`BedrockHandlerMixin`); `headroom/providers/proxy_routes.py` (gated
route registration); `headroom/cli/proxy.py`,
`headroom/proxy/server.py`, `headroom/proxy/models.py` (flag + config
wiring); `docs/content/docs/proxy.mdx`, `CHANGELOG.md` (docs).
## Testing
- [x] Unit tests pass (`pytest`)
- [x] Linting passes (`ruff check .`)
- [ ] Type checking passes (`mypy headroom`)
- [x] New tests added for new functionality
- [x] Manual testing performed
### Test Output
```text
$ pytest tests/test_proxy/test_bedrock_passthrough.py -q
.............. [100%]
14 passed in 12.46s
```
`tests/test_proxy/test_bedrock_passthrough.py` (14 tests) covers: route
gating (absent unless configured), body compression, non-message fields
preserved, inference-profile id capture + re-encoding, byte-faithful
streaming, fail-open on malformed body and on pipeline exceptions,
bypass when `optimize=False` and via the `x-headroom-bypass` header,
upstream connect failure surfacing as a 502, the content-length
regression, outcome recorded with `provider="bedrock"`, and
`BEDROCK_TARGET_API_URL` env wiring. `ruff check`/`format` clean.
## Real Behavior Proof
- Environment: macOS, Python 3.12; forked proxy on `:8788` with
`--bedrock-api-url` pointed at a local re-signing Bedrock gateway;
provider Anthropic Claude on Bedrock.
- Exact command / steps: `headroom proxy --port 8788 --bedrock-api-url
http://127.0.0.1:<gateway>`, then `curl -X POST
http://127.0.0.1:8788/model/claude-haiku-4-5/invoke --data
@bedrock_invoke.json` (a ~52k-token conversation with a large assistant
turn).
- Observed result: valid Claude response returned and the gateway
received the compressed body — proxy `/stats` reports `52,095 → 3,979
tokens` (92.4%, 48,116 removed), and the gateway's reported
`input_tokens: 3709` confirms the compressed body reached the model.
- Not tested: raw direct-to-AWS (out of scope by design — SigV4; use
`--backend bedrock`); non-Anthropic Bedrock model bodies (e.g.
Titan/Llama) — only the Anthropic Messages-shaped invoke body is
handled.
<details><summary>Proxy <code>/stats</code> output + content-length bug
note</summary>
```json
"compression": {
"requests_compressed": 1,
"avg_compression_pct": 92.4,
"best_detail": "52,095 → 3,979 tokens",
"total_tokens_removed": 48116
}
```
The first iteration of this proof surfaced a real bug — a shrunk body
still carried the inbound `Content-Length`, so httpx raised `Too little
data for declared Content-Length`. Fixed by dropping
`content-length`/`content-encoding` on the rewritten path so httpx
recomputes them; covered by a regression test.
</details>
## Review Readiness
- [x] I have performed a self-review
- [x] This PR is ready for human review
## Checklist
- [x] My code follows the project's style guidelines
- [x] I have performed a self-review of my code
- [x] I have commented my code, particularly in hard-to-understand areas
- [x] I have made corresponding changes to the documentation
- [x] My changes generate no new warnings
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] New and existing unit tests pass locally with my changes
- [x] I have updated the CHANGELOG.md if applicable
## Additional Notes
`mypy headroom` is left unchecked above — type checking runs in the CI
matrix rather than locally on my side; the new code carries type hints
on all public functions. Design spec / feature request: #734.
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
parent
e36fccd8cf
commit
7edb27ab24
8 changed files with 738 additions and 0 deletions
|
|
@ -45,6 +45,7 @@ Telemetry is enabled by default. Opt out with `HEADROOM_TELEMETRY=off` or `--no-
|
|||
| `--anthropic-api-url` | Anthropic default | Custom Anthropic API URL |
|
||||
| `--gemini-api-url` | Gemini default | Custom Gemini API URL |
|
||||
| `--backend` | `anthropic` | Backend: `anthropic`, `bedrock`, `openrouter`, `anyllm`, or `litellm-<provider>` |
|
||||
| `--bedrock-api-url` | None | Bedrock InvokeModel upstream for the `/model/{id}/invoke` passthrough routes (see [Bedrock via a local gateway](#bedrock-via-a-local-gateway)) |
|
||||
| `--no-telemetry` | `false` | Disable anonymous telemetry |
|
||||
| `--stateless` | `false` | Disable filesystem writes and keep runtime state in memory |
|
||||
|
||||
|
|
@ -243,6 +244,24 @@ headroom proxy --backend azure
|
|||
OPENROUTER_API_KEY=sk-or-... headroom proxy --backend openrouter
|
||||
```
|
||||
|
||||
### Bedrock via a local gateway
|
||||
|
||||
`--backend bedrock` accepts **Anthropic** input (`/v1/messages`) and re-signs to AWS. Some setups are the other way around: the client already speaks **Bedrock** (e.g. Claude Code with `CLAUDE_CODE_USE_BEDROCK=1`, or any AWS SDK pointed at a custom endpoint), sending `POST /model/{id}/invoke` to a local gateway that re-signs and forwards to AWS (LiteLLM, LocalStack, a corporate Bedrock proxy).
|
||||
|
||||
`--bedrock-api-url` lets Headroom sit in that chain. It registers passthrough routes for `/model/{id}/invoke` and `/model/{id}/invoke-with-response-stream`, compresses the request body with the same pipeline as `/v1/messages`, and forwards to the gateway:
|
||||
|
||||
```bash
|
||||
headroom proxy --bedrock-api-url http://127.0.0.1:4000
|
||||
# then point the client's Bedrock endpoint at Headroom:
|
||||
AWS_ENDPOINT_URL_BEDROCK_RUNTIME=http://127.0.0.1:8787 your-bedrock-client
|
||||
```
|
||||
|
||||
The routes are registered **only** when `--bedrock-api-url` (or `BEDROCK_TARGET_API_URL`) is set — otherwise Bedrock requests fall through unchanged.
|
||||
|
||||
<Callout type="warn">
|
||||
Rewriting the request body invalidates the caller's **SigV4** signature (it covers a hash of the body). Point `--bedrock-api-url` at a gateway that re-signs or does not verify the inbound signature — **never raw AWS**, which would reject the request with 403. For direct-to-AWS compression, use `--backend bedrock` (which re-signs). The two are complementary.
|
||||
</Callout>
|
||||
|
||||
## Environment variables
|
||||
|
||||
```bash
|
||||
|
|
@ -256,6 +275,9 @@ export OPENAI_TARGET_API_URL=https://custom.openai.endpoint.com
|
|||
# Route Anthropic passthrough requests to a custom endpoint
|
||||
export ANTHROPIC_TARGET_API_URL=https://litellm.company.internal
|
||||
|
||||
# Compress Bedrock InvokeModel traffic, forwarding to a re-signing gateway
|
||||
export BEDROCK_TARGET_API_URL=http://127.0.0.1:4000
|
||||
|
||||
headroom proxy
|
||||
```
|
||||
|
||||
|
|
|
|||
|
|
@ -575,6 +575,16 @@ def _selected_context_tool() -> str:
|
|||
default=None,
|
||||
help="AWS profile name for Bedrock (default: use default credentials)",
|
||||
)
|
||||
@click.option(
|
||||
"--bedrock-api-url",
|
||||
default=None,
|
||||
help=(
|
||||
"Custom Bedrock InvokeModel upstream for the /model/{id}/invoke "
|
||||
"passthrough routes. Point at a re-signing gateway (LiteLLM, "
|
||||
"LocalStack), NOT raw AWS — rewriting the body breaks SigV4. "
|
||||
"(env: BEDROCK_TARGET_API_URL)"
|
||||
),
|
||||
)
|
||||
@click.option(
|
||||
"--no-telemetry",
|
||||
is_flag=True,
|
||||
|
|
@ -661,6 +671,7 @@ def proxy(
|
|||
region: str,
|
||||
bedrock_region: str | None,
|
||||
bedrock_profile: str | None,
|
||||
bedrock_api_url: str | None,
|
||||
no_telemetry: bool,
|
||||
stateless: bool,
|
||||
embedding_server: bool,
|
||||
|
|
@ -876,6 +887,9 @@ def proxy(
|
|||
backend=backend,
|
||||
bedrock_region=bedrock_region or region,
|
||||
bedrock_profile=bedrock_profile,
|
||||
# CLI flag > env > unset. Matches the BEDROCK_TARGET_API_URL naming of
|
||||
# the sibling *_TARGET_API_URL passthrough overrides.
|
||||
bedrock_api_url=bedrock_api_url or os.environ.get("BEDROCK_TARGET_API_URL"),
|
||||
anyllm_provider=effective_anyllm_provider,
|
||||
# License / Usage Reporting (managed/enterprise)
|
||||
license_key=license_key,
|
||||
|
|
|
|||
|
|
@ -405,6 +405,23 @@ def register_provider_routes(app: FastAPI, proxy: Any) -> None:
|
|||
async def anthropic_messages(request: Request):
|
||||
return await proxy.handle_anthropic_messages(request)
|
||||
|
||||
# AWS Bedrock InvokeModel passthrough. Registered ONLY when an upstream is
|
||||
# configured (`--bedrock-api-url` / BEDROCK_TARGET_API_URL): without it,
|
||||
# `/model/{id}/invoke` keeps falling through to the catch-all (verbatim,
|
||||
# signature-intact) so existing behavior is unchanged. The `{model_id:path}`
|
||||
# converter captures inference-profile ids that contain dots, colons and
|
||||
# slashes (e.g. `us.anthropic.claude-sonnet-4-5-20250929-v1:0`). See
|
||||
# headroom/proxy/handlers/bedrock.py for the SigV4 caveat.
|
||||
if getattr(proxy.config, "bedrock_api_url", None):
|
||||
|
||||
@app.post("/model/{model_id:path}/invoke")
|
||||
async def bedrock_invoke(request: Request, model_id: str):
|
||||
return await proxy.handle_bedrock_invoke(request, model_id, stream=False)
|
||||
|
||||
@app.post("/model/{model_id:path}/invoke-with-response-stream")
|
||||
async def bedrock_invoke_stream(request: Request, model_id: str):
|
||||
return await proxy.handle_bedrock_invoke(request, model_id, stream=True)
|
||||
|
||||
@app.post("/v1/messages/count_tokens")
|
||||
async def anthropic_count_tokens(request: Request):
|
||||
return await proxy.handle_passthrough(
|
||||
|
|
|
|||
|
|
@ -7,6 +7,7 @@ __init__ for all self.* attributes (duck typing).
|
|||
|
||||
from headroom.proxy.handlers.anthropic import AnthropicHandlerMixin
|
||||
from headroom.proxy.handlers.batch import BatchHandlerMixin
|
||||
from headroom.proxy.handlers.bedrock import BedrockHandlerMixin
|
||||
from headroom.proxy.handlers.gemini import GeminiHandlerMixin
|
||||
from headroom.proxy.handlers.openai import OpenAIHandlerMixin
|
||||
from headroom.proxy.handlers.streaming import StreamingMixin
|
||||
|
|
@ -14,6 +15,7 @@ from headroom.proxy.handlers.streaming import StreamingMixin
|
|||
__all__ = [
|
||||
"AnthropicHandlerMixin",
|
||||
"BatchHandlerMixin",
|
||||
"BedrockHandlerMixin",
|
||||
"GeminiHandlerMixin",
|
||||
"OpenAIHandlerMixin",
|
||||
"StreamingMixin",
|
||||
|
|
|
|||
300
headroom/proxy/handlers/bedrock.py
Normal file
300
headroom/proxy/handlers/bedrock.py
Normal file
|
|
@ -0,0 +1,300 @@
|
|||
"""AWS Bedrock ``InvokeModel`` passthrough handler for HeadroomProxy.
|
||||
|
||||
Claude Code (and other clients) launched with ``CLAUDE_CODE_USE_BEDROCK=1``
|
||||
talk to a Bedrock *runtime endpoint* over plain HTTP, POSTing to
|
||||
``/model/{modelId}/invoke`` and ``/model/{modelId}/invoke-with-response-stream``
|
||||
instead of the Anthropic ``/v1/messages`` route. Those requests previously fell
|
||||
through Headroom's catch-all and were forwarded verbatim — no compression.
|
||||
|
||||
This mixin intercepts that Bedrock REST shape, compresses the request body with
|
||||
the **same** ``anthropic_pipeline`` used for ``/v1/messages``, and forwards to a
|
||||
configurable upstream (``config.bedrock_api_url``). The InvokeModel body for
|
||||
Anthropic models *is* the Anthropic Messages shape
|
||||
(``{anthropic_version, system, messages, max_tokens, …}``; the model travels in
|
||||
the URL), so the existing pipeline applies with no translation.
|
||||
|
||||
LIMITATION — SigV4. Rewriting the body invalidates the caller's SigV4 signature
|
||||
(the signature covers a hash of the body). These routes therefore register
|
||||
**only** when ``--bedrock-api-url`` / ``BEDROCK_TARGET_API_URL`` is set, and the
|
||||
target must be a gateway that re-signs or does not verify the inbound signature
|
||||
(LiteLLM, LocalStack, a corporate Bedrock proxy) — never raw AWS. For
|
||||
direct-to-AWS compression use ``--backend bedrock`` (which re-signs).
|
||||
|
||||
The response is forwarded byte-faithfully: the non-streaming reply is Anthropic
|
||||
JSON and the streaming reply uses AWS event-stream binary framing — neither is
|
||||
parsed or mutated, since all compression happens request-side.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import json
|
||||
import logging
|
||||
import time
|
||||
from typing import TYPE_CHECKING
|
||||
from urllib.parse import quote
|
||||
|
||||
if TYPE_CHECKING:
|
||||
from fastapi import Request
|
||||
from fastapi.responses import Response, StreamingResponse
|
||||
|
||||
logger = logging.getLogger("headroom.proxy")
|
||||
|
||||
LOG_TAG = "bedrock_invoke"
|
||||
|
||||
|
||||
class BedrockHandlerMixin:
|
||||
"""Mixin providing the Bedrock InvokeModel passthrough handler."""
|
||||
|
||||
def _bedrock_upstream_base(self) -> str | None:
|
||||
"""Resolved Bedrock upstream, or ``None`` when unconfigured.
|
||||
|
||||
Returns the normalized ``config.bedrock_api_url`` (trailing slash
|
||||
stripped). ``None`` means the feature is off — the routes are not even
|
||||
registered in that case, so a ``None`` here is a defensive guard only.
|
||||
"""
|
||||
base = getattr(self.config, "bedrock_api_url", None) # type: ignore[attr-defined]
|
||||
return base.rstrip("/") if base else None
|
||||
|
||||
async def handle_bedrock_invoke(
|
||||
self,
|
||||
request: Request,
|
||||
model_id: str,
|
||||
*,
|
||||
stream: bool,
|
||||
) -> Response | StreamingResponse:
|
||||
"""Compress and forward a Bedrock ``InvokeModel`` request.
|
||||
|
||||
Args:
|
||||
request: The inbound FastAPI request.
|
||||
model_id: The Bedrock model / inference-profile id captured from the
|
||||
URL path (may contain ``.``, ``:`` and ``/``).
|
||||
stream: ``True`` for ``invoke-with-response-stream``.
|
||||
"""
|
||||
from fastapi.responses import JSONResponse
|
||||
|
||||
from headroom.proxy.auth_mode import classify_client
|
||||
from headroom.proxy.helpers import (
|
||||
COMPRESSION_TIMEOUT_SECONDS,
|
||||
MAX_MESSAGE_ARRAY_LENGTH,
|
||||
_headroom_bypass_enabled,
|
||||
_strip_internal_headers,
|
||||
extract_tags,
|
||||
read_request_json_with_bytes,
|
||||
)
|
||||
from headroom.proxy.modes import is_cache_mode
|
||||
from headroom.utils import extract_user_query
|
||||
|
||||
start_time = time.time()
|
||||
request_id = await self._next_request_id() # type: ignore[attr-defined]
|
||||
|
||||
base = self._bedrock_upstream_base()
|
||||
if base is None:
|
||||
# Routes only register when configured, so this is unreachable in
|
||||
# practice; fail loud rather than silently forwarding nowhere.
|
||||
return JSONResponse(
|
||||
status_code=503,
|
||||
content={
|
||||
"error": {
|
||||
"type": "configuration_error",
|
||||
"message": "Bedrock passthrough requested but --bedrock-api-url is unset.",
|
||||
}
|
||||
},
|
||||
)
|
||||
|
||||
suffix = "invoke-with-response-stream" if stream else "invoke"
|
||||
url = f"{base}/model/{quote(model_id, safe='')}/{suffix}"
|
||||
if request.url.query:
|
||||
url = f"{url}?{request.url.query}"
|
||||
|
||||
# Outbound headers (case-insensitive drops). Two header sets:
|
||||
# - verbatim: forwards the original bytes, so the inbound
|
||||
# content-length / content-encoding still describe the body.
|
||||
# - rewritten: the body we forward is decompressed JSON (possibly
|
||||
# compressed by the pipeline), so content-length must be recomputed
|
||||
# by httpx and the stale content-encoding dropped. Keeping the
|
||||
# inbound content-length here is the classic "Too little data for
|
||||
# declared Content-Length" footgun once the body shrinks.
|
||||
# We never touch the auth headers — the upstream gateway owns
|
||||
# (re-)signing.
|
||||
in_headers = _strip_internal_headers(dict(request.headers.items()))
|
||||
client = classify_client(dict(request.headers.items()))
|
||||
tags = extract_tags(dict(request.headers.items()))
|
||||
verbatim_drop = {"host", "accept-encoding"}
|
||||
rewritten_drop = verbatim_drop | {"content-length", "content-encoding"}
|
||||
verbatim_headers = {k: v for k, v in in_headers.items() if k.lower() not in verbatim_drop}
|
||||
out_headers = {k: v for k, v in in_headers.items() if k.lower() not in rewritten_drop}
|
||||
|
||||
# Read the body up front so we can fail open to a verbatim forward on any
|
||||
# parse error (a malformed body is the gateway's problem, not ours).
|
||||
try:
|
||||
body, raw = await read_request_json_with_bytes(request)
|
||||
except Exception as err:
|
||||
logger.warning(
|
||||
"[%s] %s could not parse body; forwarding verbatim: %s",
|
||||
request_id,
|
||||
LOG_TAG,
|
||||
err,
|
||||
)
|
||||
raw_only = await request.body()
|
||||
return await self._forward_bedrock(
|
||||
url=url,
|
||||
headers=verbatim_headers,
|
||||
content=raw_only,
|
||||
stream=stream,
|
||||
request_id=request_id,
|
||||
)
|
||||
|
||||
messages = body.get("messages")
|
||||
bypass = (
|
||||
_headroom_bypass_enabled(request.headers)
|
||||
or not getattr(self.config, "optimize", True) # type: ignore[attr-defined]
|
||||
or is_cache_mode(getattr(self.config, "mode", "token")) # type: ignore[attr-defined]
|
||||
or not isinstance(messages, list)
|
||||
or not messages
|
||||
or len(messages) > MAX_MESSAGE_ARRAY_LENGTH
|
||||
)
|
||||
|
||||
outbound = raw
|
||||
original_tokens = 0
|
||||
optimized_tokens = 0
|
||||
tokens_saved = 0
|
||||
transforms_applied: tuple[str, ...] = ()
|
||||
pipeline_timing: dict[str, float] | None = None
|
||||
|
||||
if not bypass:
|
||||
try:
|
||||
context_limit = self.anthropic_provider.get_context_limit(model_id) # type: ignore[attr-defined]
|
||||
result = await self._run_compression_in_executor( # type: ignore[attr-defined]
|
||||
lambda: self.anthropic_pipeline.apply( # type: ignore[attr-defined]
|
||||
messages=messages,
|
||||
model=model_id,
|
||||
model_limit=context_limit,
|
||||
context=extract_user_query(messages),
|
||||
request_id=request_id,
|
||||
),
|
||||
timeout=COMPRESSION_TIMEOUT_SECONDS,
|
||||
)
|
||||
if result.messages != messages:
|
||||
body["messages"] = result.messages
|
||||
outbound = json.dumps(body).encode("utf-8")
|
||||
original_tokens = result.tokens_before
|
||||
optimized_tokens = result.tokens_after
|
||||
tokens_saved = max(0, result.tokens_before - result.tokens_after)
|
||||
transforms_applied = tuple(result.transforms_applied)
|
||||
pipeline_timing = result.timing
|
||||
logger.info(
|
||||
"[%s] %s compressed %d→%d tokens (%d saved) model=%s",
|
||||
request_id,
|
||||
LOG_TAG,
|
||||
result.tokens_before,
|
||||
result.tokens_after,
|
||||
tokens_saved,
|
||||
model_id,
|
||||
)
|
||||
except Exception as err:
|
||||
# Fail open: never break a request because compression failed.
|
||||
logger.warning(
|
||||
"[%s] %s compression failed; forwarding verbatim: %s",
|
||||
request_id,
|
||||
LOG_TAG,
|
||||
err,
|
||||
)
|
||||
outbound = raw
|
||||
|
||||
out_headers["content-type"] = "application/json"
|
||||
response = await self._forward_bedrock(
|
||||
url=url,
|
||||
headers=out_headers,
|
||||
content=outbound,
|
||||
stream=stream,
|
||||
request_id=request_id,
|
||||
)
|
||||
|
||||
# Best-effort metrics. Output tokens are left at 0 (the RequestOutcome
|
||||
# contract treats 0 as "not measured") — Bedrock responses are forwarded
|
||||
# byte-faithfully and never parsed. The valuable figure, request-side
|
||||
# compression, is recorded in full.
|
||||
try:
|
||||
from headroom.proxy.outcome import RequestOutcome
|
||||
|
||||
await self._record_request_outcome( # type: ignore[attr-defined]
|
||||
RequestOutcome(
|
||||
request_id=request_id,
|
||||
provider="bedrock",
|
||||
model=model_id,
|
||||
original_tokens=original_tokens,
|
||||
optimized_tokens=optimized_tokens,
|
||||
output_tokens=0,
|
||||
tokens_saved=tokens_saved,
|
||||
attempted_input_tokens=original_tokens,
|
||||
total_latency_ms=(time.time() - start_time) * 1000,
|
||||
transforms_applied=transforms_applied,
|
||||
pipeline_timing=pipeline_timing,
|
||||
tags=tags,
|
||||
client=client,
|
||||
)
|
||||
)
|
||||
except Exception:
|
||||
logger.debug("[%s] %s outcome recording failed", request_id, LOG_TAG, exc_info=True)
|
||||
|
||||
return response
|
||||
|
||||
async def _forward_bedrock(
|
||||
self,
|
||||
*,
|
||||
url: str,
|
||||
headers: dict[str, str],
|
||||
content: bytes,
|
||||
stream: bool,
|
||||
request_id: str,
|
||||
) -> Response | StreamingResponse:
|
||||
"""Stream a request to the Bedrock upstream, byte-faithfully.
|
||||
|
||||
Uses the canonical httpx-as-reverse-proxy pattern: open the upstream
|
||||
with ``stream=True`` so status + headers are available immediately, then
|
||||
hand the raw byte iterator to ``StreamingResponse`` and close the
|
||||
upstream connection via a background task. Works for both the JSON
|
||||
``invoke`` reply and the event-stream ``invoke-with-response-stream``
|
||||
reply — neither is buffered or mutated.
|
||||
"""
|
||||
import httpx
|
||||
from fastapi.responses import JSONResponse, StreamingResponse
|
||||
from starlette.background import BackgroundTask
|
||||
|
||||
assert self.http_client is not None # type: ignore[attr-defined]
|
||||
upstream_request = self.http_client.build_request( # type: ignore[attr-defined]
|
||||
"POST",
|
||||
url,
|
||||
headers=headers,
|
||||
content=content,
|
||||
)
|
||||
try:
|
||||
upstream = await self.http_client.send(upstream_request, stream=True) # type: ignore[attr-defined]
|
||||
except (httpx.ConnectError, httpx.TimeoutException) as err:
|
||||
logger.warning("[%s] %s upstream connect failed: %s", request_id, LOG_TAG, err)
|
||||
return JSONResponse(
|
||||
status_code=502,
|
||||
content={
|
||||
"error": {
|
||||
"type": "connection_error",
|
||||
"message": f"Failed to connect to Bedrock upstream: {err}",
|
||||
}
|
||||
},
|
||||
)
|
||||
|
||||
# Forward raw (still-encoded) bytes, so strip hop-by-hop headers that
|
||||
# would conflict with StreamingResponse's own framing. content-encoding
|
||||
# and content-type are preserved.
|
||||
resp_headers = {
|
||||
k: v
|
||||
for k, v in upstream.headers.items()
|
||||
if k.lower() not in ("content-length", "transfer-encoding", "connection")
|
||||
}
|
||||
media_type = upstream.headers.get("content-type")
|
||||
return StreamingResponse(
|
||||
upstream.aiter_raw(),
|
||||
status_code=upstream.status_code,
|
||||
headers=resp_headers,
|
||||
media_type=media_type,
|
||||
background=BackgroundTask(upstream.aclose),
|
||||
)
|
||||
|
|
@ -107,6 +107,14 @@ class ProxyConfig:
|
|||
backend: str = "anthropic"
|
||||
bedrock_region: str = "us-west-2"
|
||||
bedrock_profile: str | None = None
|
||||
# Custom upstream for the Bedrock InvokeModel passthrough routes
|
||||
# (`/model/{id}/invoke[-with-response-stream]`). When set, those routes are
|
||||
# registered and compress the request body before forwarding here. Point it
|
||||
# at a re-signing gateway (LiteLLM, LocalStack, a corporate Bedrock
|
||||
# proxy) — NOT raw AWS, since rewriting the body invalidates the caller's
|
||||
# SigV4 signature. Leave unset (default) to keep `--backend bedrock`'s
|
||||
# direct-to-AWS, re-signing behavior unchanged.
|
||||
bedrock_api_url: str | None = None
|
||||
anyllm_provider: str = "openai"
|
||||
|
||||
# Optimization mode: "token" (rewrite for max compression) or
|
||||
|
|
|
|||
|
|
@ -525,6 +525,7 @@ def _check_rust_core() -> tuple[str, str | None]:
|
|||
from headroom.proxy.handlers import ( # noqa: E402
|
||||
AnthropicHandlerMixin,
|
||||
BatchHandlerMixin,
|
||||
BedrockHandlerMixin,
|
||||
GeminiHandlerMixin,
|
||||
OpenAIHandlerMixin,
|
||||
StreamingMixin,
|
||||
|
|
@ -537,6 +538,7 @@ class HeadroomProxy(
|
|||
OpenAIHandlerMixin,
|
||||
GeminiHandlerMixin,
|
||||
BatchHandlerMixin,
|
||||
BedrockHandlerMixin,
|
||||
):
|
||||
"""Production-ready Headroom optimization proxy."""
|
||||
|
||||
|
|
@ -3483,6 +3485,7 @@ def _proxy_config_from_env() -> ProxyConfig:
|
|||
backend=_get_env_str("HEADROOM_BACKEND", "anthropic"),
|
||||
bedrock_region=_get_env_str("HEADROOM_BEDROCK_REGION", "us-west-2"),
|
||||
bedrock_profile=os.environ.get("AWS_PROFILE"),
|
||||
bedrock_api_url=os.environ.get("BEDROCK_TARGET_API_URL"),
|
||||
anyllm_provider=_get_env_str("HEADROOM_ANYLLM_PROVIDER", "openai"),
|
||||
disable_kompress=_get_env_bool("HEADROOM_DISABLE_KOMPRESS", False),
|
||||
max_connections=_get_env_int("HEADROOM_MAX_CONNECTIONS", 500),
|
||||
|
|
@ -3784,6 +3787,14 @@ if __name__ == "__main__":
|
|||
"--bedrock-profile",
|
||||
help="AWS profile for Bedrock backend (default: use default credentials)",
|
||||
)
|
||||
parser.add_argument(
|
||||
"--bedrock-api-url",
|
||||
help=(
|
||||
"Custom Bedrock InvokeModel upstream for the /model/{id}/invoke "
|
||||
"passthrough routes — point at a re-signing gateway, not raw AWS "
|
||||
"(env: BEDROCK_TARGET_API_URL)"
|
||||
),
|
||||
)
|
||||
parser.add_argument(
|
||||
"--openrouter-api-key",
|
||||
help="OpenRouter API key (or set OPENROUTER_API_KEY env var)",
|
||||
|
|
@ -3930,6 +3941,7 @@ if __name__ == "__main__":
|
|||
backend=_get_env_str("HEADROOM_BACKEND", args.backend), # type: ignore[arg-type]
|
||||
bedrock_region=_get_env_str("HEADROOM_BEDROCK_REGION", args.bedrock_region),
|
||||
bedrock_profile=args.bedrock_profile or os.environ.get("AWS_PROFILE"),
|
||||
bedrock_api_url=_get_env_str("BEDROCK_TARGET_API_URL", args.bedrock_api_url),
|
||||
anyllm_provider=_get_env_str("HEADROOM_ANYLLM_PROVIDER", args.anyllm_provider),
|
||||
optimize=optimize,
|
||||
min_tokens_to_crush=_get_env_int("HEADROOM_MIN_TOKENS", args.min_tokens),
|
||||
|
|
|
|||
363
tests/test_proxy/test_bedrock_passthrough.py
Normal file
363
tests/test_proxy/test_bedrock_passthrough.py
Normal file
|
|
@ -0,0 +1,363 @@
|
|||
"""Tests for the AWS Bedrock InvokeModel passthrough handler.
|
||||
|
||||
Covers the routes registered by ``register_provider_routes`` when
|
||||
``--bedrock-api-url`` is set, and the ``handle_bedrock_invoke`` behavior:
|
||||
|
||||
1. Routes register ONLY when ``bedrock_api_url`` is configured.
|
||||
2. A large request body is compressed via ``anthropic_pipeline.apply`` and the
|
||||
compressed messages are what gets forwarded upstream.
|
||||
3. Inference-profile model ids (dots/colons) are captured whole and re-encoded
|
||||
into the upstream URL.
|
||||
4. The streaming route forwards upstream bytes byte-faithfully and closes the
|
||||
upstream connection.
|
||||
5. Fail-open: a malformed JSON body is forwarded verbatim, never a 500.
|
||||
6. Bypass (``optimize=False``) forwards verbatim — no compression.
|
||||
7. The request outcome is recorded with ``provider="bedrock"``.
|
||||
8. ``BEDROCK_TARGET_API_URL`` feeds the env config path.
|
||||
|
||||
All forwarding is mocked at ``proxy.http_client`` so no real upstream is needed.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import json
|
||||
from unittest.mock import AsyncMock, MagicMock
|
||||
|
||||
import pytest
|
||||
|
||||
fastapi = pytest.importorskip("fastapi")
|
||||
httpx = pytest.importorskip("httpx")
|
||||
|
||||
from fastapi.testclient import TestClient # noqa: E402
|
||||
|
||||
from headroom.proxy.server import ProxyConfig, create_app # noqa: E402
|
||||
|
||||
UPSTREAM = "http://127.0.0.1:4000"
|
||||
SONNET_BEDROCK = "anthropic.claude-3-5-sonnet-20241022-v2:0"
|
||||
INVOKE = f"/model/{SONNET_BEDROCK}/invoke"
|
||||
INVOKE_STREAM = f"/model/{SONNET_BEDROCK}/invoke-with-response-stream"
|
||||
|
||||
|
||||
class _FakeUpstream:
|
||||
"""Minimal stand-in for an httpx streaming response."""
|
||||
|
||||
def __init__(
|
||||
self,
|
||||
status_code: int = 200,
|
||||
headers: dict | None = None,
|
||||
chunks: tuple[bytes, ...] = (b'{"ok":true}',),
|
||||
) -> None:
|
||||
self.status_code = status_code
|
||||
self.headers = httpx.Headers(headers or {"content-type": "application/json"})
|
||||
self._chunks = list(chunks)
|
||||
self.closed = False
|
||||
|
||||
async def aiter_raw(self):
|
||||
for chunk in self._chunks:
|
||||
yield chunk
|
||||
|
||||
async def aclose(self):
|
||||
self.closed = True
|
||||
|
||||
|
||||
class _FakeResult:
|
||||
"""Stand-in for TransformPipeline.apply's TransformResult."""
|
||||
|
||||
def __init__(
|
||||
self,
|
||||
messages: list[dict],
|
||||
tokens_before: int,
|
||||
tokens_after: int,
|
||||
transforms: tuple[str, ...] = ("smartcrush",),
|
||||
) -> None:
|
||||
self.messages = messages
|
||||
self.tokens_before = tokens_before
|
||||
self.tokens_after = tokens_after
|
||||
self.transforms_applied = list(transforms)
|
||||
self.timing = {"total": 1.0}
|
||||
|
||||
|
||||
def _make_config(**overrides) -> ProxyConfig:
|
||||
base = {
|
||||
"bedrock_api_url": UPSTREAM,
|
||||
"optimize": True,
|
||||
"cache_enabled": False,
|
||||
"rate_limit_enabled": False,
|
||||
"mode": "token",
|
||||
}
|
||||
base.update(overrides)
|
||||
return ProxyConfig(**base)
|
||||
|
||||
|
||||
def _install_fake_client(proxy, upstream: _FakeUpstream) -> MagicMock:
|
||||
"""Replace proxy.http_client so forwarding never touches the network."""
|
||||
client = MagicMock()
|
||||
client.build_request = MagicMock(return_value=MagicMock(name="upstream_request"))
|
||||
client.send = AsyncMock(return_value=upstream)
|
||||
client.aclose = AsyncMock() # awaited by proxy.shutdown() on lifespan exit
|
||||
proxy.http_client = client
|
||||
return client
|
||||
|
||||
|
||||
def _forwarded(client: MagicMock) -> tuple[str, dict]:
|
||||
"""Return (url, parsed_json_body_or_raw) handed to build_request."""
|
||||
call = client.build_request.call_args
|
||||
url = call.args[1] if len(call.args) > 1 else call.kwargs["url"]
|
||||
content = call.kwargs["content"]
|
||||
try:
|
||||
parsed = json.loads(content)
|
||||
except (ValueError, TypeError):
|
||||
parsed = content
|
||||
return url, parsed
|
||||
|
||||
|
||||
# ── route gating ──────────────────────────────────────────────────────
|
||||
|
||||
|
||||
def _paths(cfg: ProxyConfig) -> set[str]:
|
||||
app = create_app(cfg)
|
||||
return {r.path for r in app.routes if hasattr(r, "path")}
|
||||
|
||||
|
||||
def test_routes_absent_when_bedrock_api_url_unset():
|
||||
paths = _paths(ProxyConfig())
|
||||
assert "/model/{model_id:path}/invoke" not in paths
|
||||
|
||||
|
||||
def test_routes_present_when_bedrock_api_url_set():
|
||||
paths = _paths(_make_config())
|
||||
assert "/model/{model_id:path}/invoke" in paths
|
||||
assert "/model/{model_id:path}/invoke-with-response-stream" in paths
|
||||
|
||||
|
||||
# ── compression ───────────────────────────────────────────────────────
|
||||
|
||||
|
||||
def test_invoke_forwards_compressed_messages():
|
||||
app = create_app(_make_config())
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
http = _install_fake_client(proxy, _FakeUpstream())
|
||||
compressed = [{"role": "user", "content": "short"}]
|
||||
proxy.anthropic_pipeline.apply = MagicMock(
|
||||
return_value=_FakeResult(compressed, tokens_before=5000, tokens_after=200)
|
||||
)
|
||||
body = {
|
||||
"anthropic_version": "bedrock-2023-05-31",
|
||||
"messages": [{"role": "user", "content": "x" * 5000}],
|
||||
"max_tokens": 100,
|
||||
}
|
||||
resp = client.post(INVOKE, json=body)
|
||||
|
||||
assert resp.status_code == 200
|
||||
_, forwarded = _forwarded(http)
|
||||
assert forwarded["messages"] == compressed
|
||||
|
||||
|
||||
def test_compressed_body_drops_stale_content_length():
|
||||
"""Regression: a shrunk body must not carry the inbound content-length, or
|
||||
httpx raises 'Too little data for declared Content-Length' (caught in
|
||||
live testing). content-encoding is dropped on the same path so a stale
|
||||
gzip claim can't mislabel the re-serialized JSON."""
|
||||
app = create_app(_make_config())
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
http = _install_fake_client(proxy, _FakeUpstream())
|
||||
proxy.anthropic_pipeline.apply = MagicMock(
|
||||
return_value=_FakeResult([{"role": "user", "content": "tiny"}], 5000, 100)
|
||||
)
|
||||
resp = client.post(
|
||||
INVOKE,
|
||||
json={"messages": [{"role": "user", "content": "x" * 8000}], "max_tokens": 8},
|
||||
)
|
||||
|
||||
assert resp.status_code == 200
|
||||
sent_headers = http.build_request.call_args.kwargs["headers"]
|
||||
lower = {k.lower() for k in sent_headers}
|
||||
assert "content-length" not in lower
|
||||
assert "content-encoding" not in lower
|
||||
|
||||
|
||||
def test_invoke_preserves_non_message_body_fields():
|
||||
app = create_app(_make_config())
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
http = _install_fake_client(proxy, _FakeUpstream())
|
||||
proxy.anthropic_pipeline.apply = MagicMock(
|
||||
return_value=_FakeResult(
|
||||
[{"role": "user", "content": "c"}], tokens_before=900, tokens_after=100
|
||||
)
|
||||
)
|
||||
body = {
|
||||
"anthropic_version": "bedrock-2023-05-31",
|
||||
"messages": [{"role": "user", "content": "y" * 3000}],
|
||||
"max_tokens": 256,
|
||||
}
|
||||
client.post(INVOKE, json=body)
|
||||
|
||||
_, forwarded = _forwarded(http)
|
||||
assert forwarded["anthropic_version"] == "bedrock-2023-05-31"
|
||||
assert forwarded["max_tokens"] == 256
|
||||
|
||||
|
||||
# ── model id encoding ─────────────────────────────────────────────────
|
||||
|
||||
|
||||
def test_inference_profile_model_id_is_captured_and_reencoded():
|
||||
app = create_app(_make_config())
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
http = _install_fake_client(proxy, _FakeUpstream())
|
||||
proxy.anthropic_pipeline.apply = MagicMock(
|
||||
return_value=_FakeResult([{"role": "user", "content": "c"}], 900, 100)
|
||||
)
|
||||
profile = "us.anthropic.claude-sonnet-4-5-20250929-v1:0"
|
||||
client.post(
|
||||
f"/model/{profile}/invoke",
|
||||
json={"messages": [{"role": "user", "content": "z" * 3000}], "max_tokens": 8},
|
||||
)
|
||||
|
||||
url, _ = _forwarded(http)
|
||||
# Colon is percent-encoded; the whole profile id survives in the path.
|
||||
assert url == f"{UPSTREAM}/model/us.anthropic.claude-sonnet-4-5-20250929-v1%3A0/invoke"
|
||||
|
||||
|
||||
# ── streaming ─────────────────────────────────────────────────────────
|
||||
|
||||
|
||||
def test_invoke_with_response_stream_is_byte_faithful():
|
||||
app = create_app(_make_config())
|
||||
upstream = _FakeUpstream(chunks=(b"event-stream-chunk-1", b"event-stream-chunk-2"))
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
_install_fake_client(proxy, upstream)
|
||||
proxy.anthropic_pipeline.apply = MagicMock(
|
||||
return_value=_FakeResult([{"role": "user", "content": "c"}], 900, 100)
|
||||
)
|
||||
resp = client.post(
|
||||
INVOKE_STREAM,
|
||||
json={"messages": [{"role": "user", "content": "w" * 3000}], "max_tokens": 8},
|
||||
)
|
||||
|
||||
assert resp.status_code == 200
|
||||
assert resp.content == b"event-stream-chunk-1event-stream-chunk-2"
|
||||
assert upstream.closed is True
|
||||
|
||||
|
||||
# ── fail-open + bypass ────────────────────────────────────────────────
|
||||
|
||||
|
||||
def test_malformed_body_is_forwarded_verbatim():
|
||||
app = create_app(_make_config())
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
http = _install_fake_client(proxy, _FakeUpstream())
|
||||
# Pipeline must NOT be invoked on an unparseable body.
|
||||
proxy.anthropic_pipeline.apply = MagicMock(side_effect=AssertionError("should not run"))
|
||||
resp = client.post(
|
||||
INVOKE,
|
||||
content=b"not-json-at-all",
|
||||
headers={"content-type": "application/json"},
|
||||
)
|
||||
|
||||
assert resp.status_code == 200
|
||||
_, forwarded = _forwarded(http)
|
||||
assert forwarded == b"not-json-at-all"
|
||||
|
||||
|
||||
def test_optimize_disabled_forwards_verbatim():
|
||||
app = create_app(_make_config(optimize=False))
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
http = _install_fake_client(proxy, _FakeUpstream())
|
||||
proxy.anthropic_pipeline.apply = MagicMock(side_effect=AssertionError("should not run"))
|
||||
body = {"messages": [{"role": "user", "content": "x" * 5000}], "max_tokens": 8}
|
||||
resp = client.post(INVOKE, json=body)
|
||||
|
||||
assert resp.status_code == 200
|
||||
_, forwarded = _forwarded(http)
|
||||
assert forwarded["messages"] == body["messages"]
|
||||
|
||||
|
||||
def test_compression_failure_forwards_verbatim():
|
||||
"""Fail-open: if the pipeline raises, forward the ORIGINAL body untouched
|
||||
rather than 500ing the request."""
|
||||
app = create_app(_make_config())
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
http = _install_fake_client(proxy, _FakeUpstream())
|
||||
proxy.anthropic_pipeline.apply = MagicMock(side_effect=RuntimeError("boom"))
|
||||
body = {"messages": [{"role": "user", "content": "x" * 5000}], "max_tokens": 8}
|
||||
resp = client.post(INVOKE, json=body)
|
||||
|
||||
assert resp.status_code == 200
|
||||
_, forwarded = _forwarded(http)
|
||||
assert forwarded["messages"] == body["messages"]
|
||||
|
||||
|
||||
def test_bypass_header_skips_compression():
|
||||
"""`x-headroom-bypass: true` forwards verbatim — the pipeline never runs."""
|
||||
app = create_app(_make_config())
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
http = _install_fake_client(proxy, _FakeUpstream())
|
||||
proxy.anthropic_pipeline.apply = MagicMock(side_effect=AssertionError("should not run"))
|
||||
body = {"messages": [{"role": "user", "content": "x" * 5000}], "max_tokens": 8}
|
||||
resp = client.post(INVOKE, json=body, headers={"x-headroom-bypass": "true"})
|
||||
|
||||
assert resp.status_code == 200
|
||||
_, forwarded = _forwarded(http)
|
||||
assert forwarded["messages"] == body["messages"]
|
||||
|
||||
|
||||
def test_upstream_connect_error_returns_502():
|
||||
"""A transport failure to the gateway surfaces as a clean 502, not a crash."""
|
||||
app = create_app(_make_config())
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
client_mock = _install_fake_client(proxy, _FakeUpstream())
|
||||
client_mock.send = AsyncMock(side_effect=httpx.ConnectError("no route"))
|
||||
proxy.anthropic_pipeline.apply = MagicMock(
|
||||
return_value=_FakeResult([{"role": "user", "content": "c"}], 900, 100)
|
||||
)
|
||||
resp = client.post(
|
||||
INVOKE,
|
||||
json={"messages": [{"role": "user", "content": "z" * 3000}], "max_tokens": 8},
|
||||
)
|
||||
|
||||
assert resp.status_code == 502
|
||||
|
||||
|
||||
# ── metrics ───────────────────────────────────────────────────────────
|
||||
|
||||
|
||||
def test_outcome_recorded_with_bedrock_provider():
|
||||
app = create_app(_make_config())
|
||||
with TestClient(app) as client:
|
||||
proxy = client.app.state.proxy
|
||||
_install_fake_client(proxy, _FakeUpstream())
|
||||
proxy._record_request_outcome = AsyncMock()
|
||||
proxy.anthropic_pipeline.apply = MagicMock(
|
||||
return_value=_FakeResult([{"role": "user", "content": "c"}], 1000, 250)
|
||||
)
|
||||
client.post(
|
||||
INVOKE,
|
||||
json={"messages": [{"role": "user", "content": "q" * 3000}], "max_tokens": 8},
|
||||
)
|
||||
|
||||
assert proxy._record_request_outcome.await_count == 1
|
||||
outcome = proxy._record_request_outcome.await_args.args[0]
|
||||
assert outcome.provider == "bedrock"
|
||||
assert outcome.tokens_saved == 750
|
||||
|
||||
|
||||
# ── env config path ───────────────────────────────────────────────────
|
||||
|
||||
|
||||
def test_env_var_feeds_config(monkeypatch):
|
||||
from headroom.proxy.server import _proxy_config_from_env
|
||||
|
||||
monkeypatch.delenv("HEADROOM_PROXY_CONFIG_JSON", raising=False)
|
||||
monkeypatch.setenv("BEDROCK_TARGET_API_URL", UPSTREAM)
|
||||
cfg = _proxy_config_from_env()
|
||||
assert cfg.bedrock_api_url == UPSTREAM
|
||||
Loading…
Add table
Add a link
Reference in a new issue