lemonade-client-patterns
amd/gaia/.claude/skills/lemonade-client-patterns/SKILL.md
Patterns, gotchas, and conventions for threading changes through LemonadeClient, its callers, and the GAIA test suite. Apply when modifying lemonade_client.py, its providers, VLMClient, UI routers, or any file that calls Lemonade HTTP endpoints.
Skill1.6k starsChanged 3 days ago
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What's in it
- Lemonade Client Patterns
- Context
- Key Patterns
- HTTP call sites — not just sendrequest
- Factory must mirror init
- Module-level helpers should be PUBLIC (no underscore)
- agents/base/agent.py — mostly deferred imports, but not Lemonade-free
- VLMClient does NOT resolve env vars itself
- 401 errors — use fixed-string messages, never response.text
- OpenAI SDK auth error handling
- Important Files & Locations
- Conventions
- Gotchas & Learned the Hard Way
- Deferred imports break the standard patch target
- assertLogs doesn't escalate child logger levels
- SSE tests hang without a terminating body
- ensuremodelloaded makes its own network calls
- Never assume a failure is pre-existing — check main
- docs/.env.example is NOT the GAIA env vars file
- Reporting what you changed
---
name: lemonade-client-patterns
description: Patterns, gotchas, and conventions for threading changes through LemonadeClient, its callers, and the GAIA test suite. Apply when modifying lemonade_client.py, its providers, VLMClient, UI routers, or any file that calls Lemonade HTTP endpoints.
---
# Lemonade Client Patterns
## Context
`src/gaia/llm/lemonade_client.py` is GAIA's primary Lemonade HTTP client. Changes to its interface ripple through `LemonadeProvider`, `VLMClient`, Agent UI routers, `_chat_helpers.py`, `server.py`, and `agents/base/agent.py`. The test suite mixes `responses` (for `requests`-based calls) and `mocker.patch` on `httpx` (for async calls).
## Key Patterns
### HTTP call sites — not just `_send_request`
`LemonadeClient` has a central `_send_request`, but several call sites bypass it with a
direct `requests.post` (non-streaming chat/completions, the `responses` API, and the SSE
endpoints), plus `OpenAI(...)` constructor sites. Any change that must affect ALL outbound
calls (e.g. adding an auth header) has to reach every one of them.
**Enumerate them, don't trust a count** — the set grows, and a stale number here is exactly
the miss this section exists to prevent:
```bash
grep -n "requests\.post\|requests\.get\|OpenAI(" src/gaia/llm/lemonade_client.py
```
### Factory must mirror `__init__`
`create_lemonade_client()` at the bottom of `lemonade_client.py` is a convenience factory. When adding a new `LemonadeClient.__init__` parameter, update the factory to accept and forward it, or callers that use the factory won't pick up the new param.
It is a **public SDK surface that real user paths reach**. In-tree callers: `__main__`, the
client's own tests, the flagship sidecar's warm-up turn
(`hub/agents/gaia/python/gaia_agent/server.py`) and the audio tools' transcript-refinement
LLM (`src/gaia/agents/tools/audio_tools.py`). Both of those pass no `host`/`port`, so a
change to how the factory resolves the server address changes audio transcription
and the flagship's warm-up (#3558).
### Module-level helpers should be PUBLIC (no underscore)
Helpers shared across packages (`vlm_client.py`, `ui/routers/system.py`, `ui/_chat_helpers.py`, `ui/server.py`, `agents/base/agent.py`) must be public-named (no leading `_`). Leading underscore signals "package-internal" and creates confusion. Precedent: `system.py` already imports `DEFAULT_CONTEXT_SIZE` from `lemonade_client`.
### `agents/base/agent.py` — mostly deferred imports, but not Lemonade-free
`agent.py` imports a few constants and helpers from `gaia.llm.lemonade_client` at module level (`DEFAULT_MODEL_NAME`, the ctx-budget helpers) and `CONNECTION_FAILURE_RE` from `gaia.llm.providers.lemonade`, so importing the base `Agent` already loads `lemonade_client`. Everything else (`LemonadeClient`, `LemonadeManager`, `cloud_model_provider`, …) is imported inside the methods that use it. Keep new Lemonade-specific *behavior* behind those deferred imports, and keep `lemonade_client` cheap to import, since every agent pays for it.
### VLMClient does NOT resolve env vars itself
`VLMClient` forwards `api_key=` raw to `LemonadeClient`, which does the single canonical resolution. VLMClient has no direct HTTP calls (delegates everything to `self.client`), so pre-resolving env vars there violates single-source-of-truth.
### 401 errors — use fixed-string messages, never `response.text`
Misconfigured reverse proxies can reflect the `Authorization` header back in a 401 response body. If `response.text` is included in a user-visible error message, the API key leaks to CLI output, logs, and bug reports. Always use a fixed-string 401 error that names `LEMONADE_API_KEY` without including the response body.
### OpenAI SDK auth error handling
`openai.AuthenticationError` is NOT a subclass of `openai.APIError` in openai>=1.0. It must be caught separately, and the `except openai.AuthenticationError:` branch MUST come BEFORE the generic `except (openai.APIError, openai.APIConnectionError, openai.RateLimitError)` branch — Python evaluates except clauses in order and `AuthenticationError` would otherwise fall through to the generic one. Never include `str(e)` from an OpenAI exception (the SDK may stringify the request including the Authorization header).
## Important Files & Locations
- `src/gaia/llm/lemonade_client.py` — Primary client; `_send_request` is the central chokepoint, but direct `requests.post` bypass sites exist (grep for them — see above)
- `src/gaia/llm/providers/lemonade.py` — `LemonadeProvider.__init__` uses `backend_kwargs` dict to forward to `LemonadeClient`; add new params with `if param is not None: backend_kwargs["param"] = param`
- `src/gaia/llm/vlm_client.py` — `VLMClient.__init__` uses deferred import of `LemonadeClient`
- `src/gaia/ui/routers/system.py` — already imports `DEFAULT_CONTEXT_SIZE` from `lemonade_client` (established cross-package import precedent)
- `src/gaia/ui/_chat_helpers.py` — 4 Lemonade-bound httpx call sites: auto-title POST (~337), health GET (~1006, ~1058), stats GET (~2289). (Line numbers drift — grep the call, don't trust the offset.)
- `src/gaia/ui/server.py` — 2 health probe httpx GET sites (~299, ~311)
- `src/gaia/agents/base/agent.py` — `_is_loaded_ctx_too_small()` is the reference for the deferred pattern (`lemonade_client` and `LemonadeManager` imported inside the method)
- `tests/unit/test_lemonade_client_http.py` — mocked HTTP via the `responses` library (`TestLemonadeClientMock`); `_mock_cold_load` / `_assert_one_load` answer and check the pre-request ctx load
- `tests/test_lemonade_client.py` — live-server `TestLemonadeClientIntegration` only (CI selects it with `-k Integration`)
- `docs/.env.example` — This is a Mintlify/docs-proxy config file, NOT GAIA's env var file. GAIA env vars go in `.env.example` at the repo root.
## Conventions
- Env var resolution helpers live in `lemonade_client.py` as public module-level functions (single source of truth)
- Empty/whitespace env values are treated as unset: `value.strip() or None`
- OpenAI SDK sites use `api_key=self.api_key or "lemonade"` placeholder when unauthenticated — the SDK rejects `None`/`""` with `OpenAIError`; Lemonade ignores the placeholder value
- Auth headers: `{"Authorization": f"Bearer {api_key}"}` — omit the header entirely when key is None (don't send `Bearer `)
- Log key presence at DEBUG level only: `self.log.debug("Lemonade API key configured")` — NEVER log the value
## Gotchas & Learned the Hard Way
### Deferred imports break the standard patch target
When a class uses deferred imports (import inside `__init__` or a method body), patching via the IMPORTING module fails with `AttributeError`. Patch at the SOURCE module where the symbol is defined.
**Wrong:** `mocker.patch("gaia.llm.vlm_client.LemonadeClient")` (deferred import; the name doesn't exist at module level)
**Right:** `mocker.patch("gaia.llm.lemonade_client.LemonadeClient")` (patches the definition, affects all users)
### `assertLogs` doesn't escalate child logger levels
`self.assertLogs("gaia", level=logging.DEBUG)` does NOT force child loggers like `gaia.llm.lemonade_client` to DEBUG — they inherit their configured level. To capture DEBUG messages from a specific child logger in tests:
```python
lc_logger = logging.getLogger("gaia.llm.lemonade_client")
original_level = lc_logger.level
lc_logger.setLevel(logging.DEBUG)
try:
with self.assertLogs("gaia", level=logging.DEBUG) as cm:
# ... test body
finally:
lc_logger.setLevel(original_level)
```
### SSE tests hang without a terminating body
Tests that call SSE-generating methods (`pull_model`, `load_model`) via `responses` library will block forever on `iter_lines()` unless the mock body is a complete SSE event ending with `\n\n`:
```python
responses.add(
responses.POST, f"{base_url}/pull",
body=b"event: complete\ndata: {}\n\n",
content_type="text/event-stream",
stream=True,
)
gen = client.pull_model("model")
next(gen) # consume one item; don't iterate fully or it blocks
```
### `_ensure_model_loaded` makes its own network calls
In `test_401_does_not_trigger_auto_download_retry`-style tests, forgetting to mock `_ensure_model_loaded` causes the test to fail because `_ensure_model_loaded` itself calls `get_status()` → `list_models()`, which makes HTTP requests that can trigger model loading. Always patch `_ensure_model_loaded` when testing `chat_completions` error paths. On happy paths, answer it instead (`_mock_cold_load`) and assert the `/load` body (`model_name`, `ctx_size`, `llamacpp_args`) — patching it away hides the load the user actually triggers.
### Never assume a failure is pre-existing — check `main`
`tests/unit/test_lemonade_client_http.py` (formerly the mock class in `tests/test_lemonade_client.py`) has historically carried a few failures unrelated to any
given change (model-name drift, removed kwargs, deprecated APIs). **Do not work from a
remembered list** — a test that was broken last month may have been fixed since, and
dismissing it as "pre-existing" would hide a real regression you just introduced.
Confirm empirically for each failing test, every time:
```bash
git stash && python -m pytest tests/unit/test_lemonade_client_http.py::<Class>::<test> -x; git stash pop
```
Fails on a clean `main` too → pre-existing. Passes there → **you broke it.**
### `docs/.env.example` is NOT the GAIA env vars file
`docs/.env.example` is a Mintlify/docs-proxy configuration file. GAIA env variable documentation belongs in `.env.example` at the repo root.
## Reporting what you changed
Follow [CLAUDE.md → How You Communicate](../../../CLAUDE.md#how-you-communicate): lead with
the plain-language outcome ("auth headers now reach every Lemonade call site"), then layer
the `file.py:line` detail underneath. Say each point once.
More agent context in amd/gaia
21 other files this repository gives its agents.
AGENTS.md
CLAUDE.md
Copilot instructions
Skill
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