diff --git a/pyproject.toml b/pyproject.toml index 9a453a0b..fd7023f3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -66,6 +66,7 @@ dependencies = [ ] [project.optional-dependencies] +litellm = ["litellm>=1.80.0,<2.0"] multimodal = ["everalgo-parser[svg]>=0.1.0"] # [svg] bundles cairosvg → SVG works by default [build-system] diff --git a/src/everos/component/embedding/__init__.py b/src/everos/component/embedding/__init__.py index 98f0e1e6..ecd96d10 100644 --- a/src/everos/component/embedding/__init__.py +++ b/src/everos/component/embedding/__init__.py @@ -19,6 +19,7 @@ from .accessor import EmbeddingNotConfiguredError as EmbeddingNotConfiguredError from .accessor import get_embedder as get_embedder from .factory import build_embedding_provider as build_embedding_provider +from .litellm_provider import LiteLLMEmbeddingProvider as LiteLLMEmbeddingProvider from .openai_provider import OpenAIEmbeddingProvider as OpenAIEmbeddingProvider from .protocol import EmbeddingError as EmbeddingError from .protocol import EmbeddingProvider as EmbeddingProvider @@ -27,6 +28,7 @@ "EmbeddingError", "EmbeddingNotConfiguredError", "EmbeddingProvider", + "LiteLLMEmbeddingProvider", "OpenAIEmbeddingProvider", "build_embedding_provider", "get_embedder", diff --git a/src/everos/component/embedding/factory.py b/src/everos/component/embedding/factory.py index 97967c44..a9fdf0be 100644 --- a/src/everos/component/embedding/factory.py +++ b/src/everos/component/embedding/factory.py @@ -1,4 +1,11 @@ -"""Factory for building an embedding provider from :class:`EmbeddingSettings`.""" +"""Factory for building an embedding provider from :class:`EmbeddingSettings`. + +Dispatches on ``settings.provider``: + +- ``"openai"`` — :class:`OpenAIEmbeddingProvider` (requires ``base_url``). +- ``"litellm"`` — :class:`LiteLLMEmbeddingProvider` (routes via + model-id prefix; ``base_url`` optional). +""" from __future__ import annotations @@ -7,7 +14,6 @@ from .openai_provider import OpenAIEmbeddingProvider from .protocol import EmbeddingProvider -# Vector dim for the LanceDB index column — see ``17_lancedb_tables_design.md``. _DEFAULT_DIM = 1024 @@ -16,7 +22,7 @@ def build_embedding_provider( *, dim: int = _DEFAULT_DIM, ) -> EmbeddingProvider: - """Build an OpenAI-compatible embedding provider from settings. + """Build an embedding provider from settings. Args: settings: The :class:`EmbeddingSettings` slice from @@ -29,8 +35,14 @@ def build_embedding_provider( ``embed_batch``. Raises: - ValueError: If ``model``, ``api_key`` or ``base_url`` is unset. + ValueError: If required fields are unset for the chosen provider. """ + if settings.provider == "litellm": + return _build_litellm(settings, dim=dim) + return _build_openai(settings, dim=dim) + + +def _build_openai(settings: EmbeddingSettings, *, dim: int) -> EmbeddingProvider: if not settings.model: raise ValueError( "Embedding model is not configured " @@ -54,3 +66,26 @@ def build_embedding_provider( batch_size=settings.batch_size, max_concurrent=settings.max_concurrent, ) + + +def _build_litellm(settings: EmbeddingSettings, *, dim: int) -> EmbeddingProvider: + from .litellm_provider import LiteLLMEmbeddingProvider + + if not settings.model: + raise ValueError( + "Embedding model is not configured " + "(set EVEROS_EMBEDDING__MODEL or [embedding] model in user toml)" + ) + return LiteLLMEmbeddingProvider( + model=settings.model, + api_key=( + settings.api_key.get_secret_value() + if settings.api_key is not None + else None + ), + base_url=settings.base_url, + dim=dim, + timeout=settings.timeout_seconds, + batch_size=settings.batch_size, + max_concurrent=settings.max_concurrent, + ) diff --git a/src/everos/component/embedding/litellm_provider.py b/src/everos/component/embedding/litellm_provider.py new file mode 100644 index 00000000..c5209bfd --- /dev/null +++ b/src/everos/component/embedding/litellm_provider.py @@ -0,0 +1,99 @@ +"""LiteLLM AI gateway embedding provider. + +Wraps ``litellm.aembedding`` so any provider litellm supports (OpenAI, +Cohere, Bedrock, HuggingFace, …) can serve embeddings without +per-provider forks. Mirrors :class:`OpenAIEmbeddingProvider`'s +batching + concurrency model: inputs are chunked by ``batch_size`` +and an :class:`asyncio.Semaphore` bounds in-flight requests. +""" + +from __future__ import annotations + +import asyncio +from collections.abc import Sequence +from typing import Any + +from .protocol import EmbeddingError + + +class LiteLLMEmbeddingProvider: + """LiteLLM-backed embedding provider with batching + concurrency. + + Args: + model: LiteLLM embedding model id + (e.g. ``"openai/text-embedding-3-small"``). + api_key: Bearer credential forwarded to litellm. When *not* set + litellm falls back to provider-specific env vars. + base_url: Optional proxy / gateway URL. + dim: Target vector dimension. Vectors longer than this are + truncated client-side. + timeout: Per-request timeout, seconds. + batch_size: How many inputs per ``/embeddings`` call. + max_concurrent: Cap on in-flight chunked requests. + """ + + def __init__( + self, + *, + model: str, + api_key: str | None = None, + base_url: str | None = None, + dim: int = 1024, + timeout: float = 30.0, + batch_size: int = 10, + max_concurrent: int = 5, + ) -> None: + self.dim = dim + self._model = model + self._api_key = api_key + self._base_url = base_url + self._timeout = timeout + self._batch_size = batch_size + self._semaphore = asyncio.Semaphore(max_concurrent) + + async def embed(self, text: str) -> list[float]: + """Embed a single string.""" + vectors = await self._embed_chunk([text]) + return vectors[0] + + async def embed_batch(self, texts: Sequence[str]) -> list[list[float]]: + """Embed many strings, preserving input order.""" + if not texts: + return [] + chunks = [ + list(texts[i : i + self._batch_size]) + for i in range(0, len(texts), self._batch_size) + ] + results = await asyncio.gather(*(self._embed_chunk(c) for c in chunks)) + return [vec for chunk in results for vec in chunk] + + async def _embed_chunk(self, chunk: list[str]) -> list[list[float]]: + """One embedding call, semaphore-guarded.""" + try: + import litellm + except ImportError as exc: + raise EmbeddingError( + "litellm is not installed. Install with: pip install 'everos[litellm]'" + ) from exc + + kwargs: dict[str, Any] = { + "model": self._model, + "input": chunk, + "drop_params": True, + "timeout": self._timeout, + } + if self._api_key is not None: + kwargs["api_key"] = self._api_key + if self._base_url: + kwargs["api_base"] = self._base_url + + async with self._semaphore: + try: + response = await litellm.aembedding(**kwargs) + except Exception as exc: + qualname = f"{type(exc).__module__}.{type(exc).__name__}" + if qualname.startswith("litellm.") or qualname.startswith("openai."): + raise EmbeddingError(str(exc)) from exc + raise + + return [list(item.embedding[: self.dim]) for item in response.data] diff --git a/src/everos/component/llm/__init__.py b/src/everos/component/llm/__init__.py index c82baf5e..3648b1af 100644 --- a/src/everos/component/llm/__init__.py +++ b/src/everos/component/llm/__init__.py @@ -24,6 +24,7 @@ from .client import get_llm_client as get_llm_client from .client import get_multimodal_llm_client as get_multimodal_llm_client from .factory import build_llm_provider as build_llm_provider +from .litellm_provider import LiteLLMProvider as LiteLLMProvider from .openai_provider import OpenAIProvider as OpenAIProvider from .protocol import ChatMessage as ChatMessage from .protocol import ChatResponse as ChatResponse @@ -37,6 +38,7 @@ "LLMClient", "LLMError", "LLMNotConfiguredError", + "LiteLLMProvider", "OpenAIProvider", "Usage", "build_llm_provider", diff --git a/src/everos/component/llm/client.py b/src/everos/component/llm/client.py index 846dcf1c..8e5c9a7d 100644 --- a/src/everos/component/llm/client.py +++ b/src/everos/component/llm/client.py @@ -1,10 +1,14 @@ """Process-wide LLM client accessor. -Lazy singleton — first call reads settings and builds the algo LLM +Lazy singleton -- first call reads settings and builds the algo LLM client; subsequent calls return the cached instance. Raises :class:`LLMNotConfiguredError` when no credentials are present so misconfiguration surfaces at app startup (via the LLM lifespan provider) instead of silently failing per-request downstream. + +When ``settings.llm.provider`` is ``"litellm"``, the factory-built +:class:`LiteLLMProvider` is used instead of the everalgo default +client, giving users access to 100+ LLM providers. """ from __future__ import annotations @@ -39,6 +43,17 @@ def get_llm_client() -> LLMClient: return _llm_client llm_cfg = load_settings().llm + + if llm_cfg.provider == "litellm": + from .factory import build_llm_provider + + try: + _llm_client = build_llm_provider(llm_cfg) + except ValueError as exc: + raise LLMNotConfiguredError(str(exc)) from exc + logger.info("llm_client_built", model=llm_cfg.model, provider="litellm") + return _llm_client + api_key = ( llm_cfg.api_key.get_secret_value() if llm_cfg.api_key is not None else None ) @@ -60,7 +75,7 @@ def get_llm_client() -> LLMClient: def get_multimodal_llm_client() -> LLMClient: """Return the singleton multimodal LLM client (for everalgo.parser). - Reads the flat ``[multimodal]`` config — kept separate from the main + Reads the flat ``[multimodal]`` config -- kept separate from the main ``[llm]`` so parsing can target a vision/audio-capable endpoint. Raises: diff --git a/src/everos/component/llm/factory.py b/src/everos/component/llm/factory.py index d0db74f2..2574d9db 100644 --- a/src/everos/component/llm/factory.py +++ b/src/everos/component/llm/factory.py @@ -1,4 +1,11 @@ -"""Factory for building an LLM provider from :class:`LLMSettings`.""" +"""Factory for building an LLM provider from :class:`LLMSettings`. + +Dispatches on ``settings.provider``: + +- ``"openai"`` — :class:`OpenAIProvider` (requires ``base_url``). +- ``"litellm"`` — :class:`LiteLLMProvider` (routes via model-id + prefix; ``base_url`` optional). +""" from __future__ import annotations @@ -9,12 +16,10 @@ def build_llm_provider(settings: LLMSettings) -> LLMClient: - """Build an OpenAI-compatible LLM provider from settings. + """Build an LLM provider from settings. Unwraps :class:`pydantic.SecretStr` here so downstream callers never - touch the raw key directly. Fails fast if either ``api_key`` or - ``base_url`` is missing — caller is expected to set them via - ``.env`` / user toml / programmatic init before calling. + touch the raw key directly. Args: settings: The :class:`LLMSettings` slice from @@ -26,8 +31,15 @@ def build_llm_provider(settings: LLMSettings) -> LLMClient: operators via ``llm=``. Raises: - ValueError: If ``api_key`` or ``base_url`` is unset. + ValueError: If required credentials are unset for the chosen + provider. """ + if settings.provider == "litellm": + return _build_litellm(settings) + return _build_openai(settings) + + +def _build_openai(settings: LLMSettings) -> LLMClient: if settings.api_key is None: raise ValueError( "LLM api_key is not configured " @@ -43,3 +55,17 @@ def build_llm_provider(settings: LLMSettings) -> LLMClient: api_key=settings.api_key.get_secret_value(), base_url=settings.base_url, ) + + +def _build_litellm(settings: LLMSettings) -> LLMClient: + from .litellm_provider import LiteLLMProvider + + return LiteLLMProvider( + model=settings.model, + api_key=( + settings.api_key.get_secret_value() + if settings.api_key is not None + else None + ), + base_url=settings.base_url, + ) diff --git a/src/everos/component/llm/litellm_provider.py b/src/everos/component/llm/litellm_provider.py new file mode 100644 index 00000000..ce78b6db --- /dev/null +++ b/src/everos/component/llm/litellm_provider.py @@ -0,0 +1,130 @@ +"""LiteLLM AI gateway provider for everos. + +Implements the :class:`everalgo.llm.LLMClient` structural contract by +routing through `litellm `_ — a +unified interface to 100+ LLM providers (OpenAI, Anthropic, Gemini, +Bedrock, Azure, Ollama, …). Users specify provider-prefixed model ids +(e.g. ``anthropic/claude-sonnet-4-20250514``) and litellm translates the +request to the target provider's native API. + +``drop_params=True`` is always passed so provider-unsupported kwargs +(``seed``, ``frequency_penalty``, ``strict``, …) are silently dropped +rather than raising. +""" + +from __future__ import annotations + +from typing import Any, Literal + +from .protocol import ChatMessage, ChatResponse, LLMError, Usage + + +class LiteLLMProvider: + """Async LLM provider backed by the litellm SDK. + + Structurally satisfies :class:`everalgo.llm.LLMClient` (PEP 544); + instances can be passed directly to everalgo operators that accept + ``llm: LLMClient | None``. + + Args: + model: LiteLLM model id (e.g. ``"anthropic/claude-sonnet-4-20250514"`` + or ``"gpt-4o-mini"``). + api_key: Bearer credential forwarded to litellm. When *not* set + litellm falls back to provider-specific env vars + (``ANTHROPIC_API_KEY``, ``OPENAI_API_KEY``, …). + base_url: Optional proxy / gateway URL. Only needed when routing + through a self-hosted LiteLLM proxy; omit for direct + provider access. + timeout: Per-request timeout in seconds. + temperature: Default sampling temperature (overridable per call). + max_tokens: Default max-tokens cap (overridable per call). + """ + + def __init__( + self, + *, + model: str, + api_key: str | None = None, + base_url: str | None = None, + timeout: float = 60.0, + temperature: float = 0.0, + max_tokens: int | None = None, + ) -> None: + self._model = model + self._temperature = temperature + self._max_tokens = max_tokens + self._api_key = api_key + self._base_url = base_url + self._timeout = timeout + + async def chat( + self, + messages: list[ChatMessage], + *, + model: str | None = None, + temperature: float | None = None, + max_tokens: int | None = None, + response_format: Any | None = None, + **extra: Any, + ) -> ChatResponse: + """Send a chat completion request via litellm.""" + try: + import litellm + except ImportError as exc: + raise LLMError( + "litellm is not installed. Install with: pip install 'everos[litellm]'" + ) from exc + + request: dict[str, Any] = { + "model": model or self._model, + "messages": [m.model_dump() for m in messages], + "temperature": ( + temperature if temperature is not None else self._temperature + ), + "drop_params": True, + "timeout": self._timeout, + } + if self._api_key is not None: + request["api_key"] = self._api_key + if self._base_url: + request["api_base"] = self._base_url + + effective_max = max_tokens if max_tokens is not None else self._max_tokens + if effective_max is not None: + request["max_tokens"] = effective_max + if response_format is not None: + request["response_format"] = response_format + request.update(extra) + + try: + completion = await litellm.acompletion(**request) + except Exception as exc: + qualname = f"{type(exc).__module__}.{type(exc).__name__}" + if qualname.startswith("litellm.") or qualname.startswith("openai."): + raise LLMError(str(exc)) from exc + raise + + if not completion.choices: + raise LLMError("LiteLLM returned no choices") + choice = completion.choices[0] + usage: Usage | None = None + if completion.usage is not None: + usage = Usage( + prompt_tokens=getattr(completion.usage, "prompt_tokens", None), + completion_tokens=getattr(completion.usage, "completion_tokens", None), + ) + return ChatResponse( + content=choice.message.content or "", + model=completion.model, + usage=usage, + finish_reason=_normalise_finish_reason(choice.finish_reason), + raw=None, + ) + + +def _normalise_finish_reason( + value: str | None, +) -> Literal["stop", "length", "content_filter"] | None: + if value in ("stop", "length", "content_filter"): + return value # type: ignore[return-value] + return None diff --git a/src/everos/config/settings.py b/src/everos/config/settings.py index 98337f47..777fb74e 100644 --- a/src/everos/config/settings.py +++ b/src/everos/config/settings.py @@ -113,16 +113,20 @@ class LLMSettings(BaseModel): """LLM client configuration. Read by the service layer when lazily constructing the LLM client - handed to algo extractors. Provider-agnostic field names — the - project follows the OpenAI API protocol so any OpenAI-compatible - endpoint plugs in via ``base_url``. + handed to algo extractors. ``provider`` selects the backend + implementation: ``"openai"`` (default) wraps ``openai.AsyncOpenAI`` + against any OpenAI-compatible endpoint; ``"litellm"`` routes through + the LiteLLM SDK to 100+ providers via model-id prefix + (e.g. ``anthropic/claude-sonnet-4-20250514``). Env binding (via parent ``Settings``): + EVEROS_LLM__PROVIDER EVEROS_LLM__MODEL EVEROS_LLM__API_KEY EVEROS_LLM__BASE_URL """ + provider: Literal["openai", "litellm"] = "openai" model: str = "gpt-4o-mini" api_key: SecretStr | None = None base_url: str | None = None @@ -161,12 +165,12 @@ class MultimodalSettings(BaseModel): class EmbeddingSettings(BaseModel): """Embedding client configuration. - OpenAI-compatible embedding endpoint. ``model`` / ``api_key`` / - ``base_url`` are required at runtime when the embedding capability - is enabled; the runtime knobs (``timeout`` etc.) have sensible - defaults. + ``provider`` selects the backend: ``"openai"`` (default) wraps + ``openai.AsyncOpenAI`` against any OpenAI-compatible endpoint; + ``"litellm"`` routes through LiteLLM to 100+ providers. Env binding: + EVEROS_EMBEDDING__PROVIDER EVEROS_EMBEDDING__MODEL EVEROS_EMBEDDING__API_KEY EVEROS_EMBEDDING__BASE_URL @@ -176,6 +180,7 @@ class EmbeddingSettings(BaseModel): EVEROS_EMBEDDING__MAX_CONCURRENT """ + provider: Literal["openai", "litellm"] = "openai" model: str | None = None api_key: SecretStr | None = None base_url: str | None = None diff --git a/tests/unit/test_component/test_embedding/test_factory.py b/tests/unit/test_component/test_embedding/test_factory.py index d75a1789..e37b817c 100644 --- a/tests/unit/test_component/test_embedding/test_factory.py +++ b/tests/unit/test_component/test_embedding/test_factory.py @@ -1,4 +1,4 @@ -"""``build_embedding_provider`` — settings validation + provider build.""" +"""``build_embedding_provider`` -- settings validation + provider build.""" from __future__ import annotations @@ -40,7 +40,35 @@ def test_custom_dim_passes_through() -> None: s = EmbeddingSettings(model="m", api_key=SecretStr("k"), base_url="https://x") p = build_embedding_provider(s, dim=512) assert isinstance(p, OpenAIEmbeddingProvider) - # Provider stores dim on a private attr; assert via the public output shape - # only if straightforward. Skip introspection if attr name differs. if hasattr(p, "_dim"): assert p._dim == 512 + + +def test_builds_litellm_embedding_provider() -> None: + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + s = EmbeddingSettings( + provider="litellm", + model="openai/text-embedding-3-small", + api_key=SecretStr("k"), + ) + p = build_embedding_provider(s) + assert isinstance(p, LiteLLMEmbeddingProvider) + + +def test_litellm_embedding_without_base_url() -> None: + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + s = EmbeddingSettings( + provider="litellm", + model="openai/text-embedding-3-small", + base_url=None, + ) + p = build_embedding_provider(s) + assert isinstance(p, LiteLLMEmbeddingProvider) + + +def test_litellm_embedding_raises_when_model_missing() -> None: + s = EmbeddingSettings(provider="litellm", model=None) + with pytest.raises(ValueError, match="EVEROS_EMBEDDING__MODEL"): + build_embedding_provider(s) diff --git a/tests/unit/test_component/test_embedding/test_litellm_provider.py b/tests/unit/test_component/test_embedding/test_litellm_provider.py new file mode 100644 index 00000000..7d24da50 --- /dev/null +++ b/tests/unit/test_component/test_embedding/test_litellm_provider.py @@ -0,0 +1,181 @@ +"""LiteLLMEmbeddingProvider -- embed dispatch, batching, truncation, errors.""" + +from __future__ import annotations + +import types +from typing import Any +from unittest import mock + +import pytest + +from everos.component.embedding.protocol import EmbeddingError + + +def _make_fake_litellm() -> types.ModuleType: + mod = types.ModuleType("litellm") + mod.aembedding = mock.AsyncMock(name="litellm.aembedding") # type: ignore[attr-defined] + return mod + + +def _patch_litellm( + monkeypatch: pytest.MonkeyPatch, + fake: types.ModuleType, +) -> None: + monkeypatch.setitem(__import__("sys").modules, "litellm", fake) + + +def _embedding_response(vectors: list[list[float]]) -> Any: + """Return an object shaped like ``litellm.EmbeddingResponse``.""" + items = [] + for vec in vectors: + item = mock.MagicMock() + item.embedding = vec + items.append(item) + resp = mock.MagicMock() + resp.data = items + return resp + + +async def test_embed_single(monkeypatch: pytest.MonkeyPatch) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + fake.aembedding.return_value = _embedding_response([[0.1, 0.2, 0.3]]) # type: ignore[attr-defined] + + provider = LiteLLMEmbeddingProvider(model="openai/text-embedding-3-small", dim=3) + result = await provider.embed("hello") + + assert result == [0.1, 0.2, 0.3] + fake.aembedding.assert_awaited_once() # type: ignore[attr-defined] + call_kwargs = fake.aembedding.call_args.kwargs # type: ignore[attr-defined] + assert call_kwargs["drop_params"] is True + + +async def test_embed_batch_preserves_order(monkeypatch: pytest.MonkeyPatch) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + fake.aembedding.return_value = _embedding_response( # type: ignore[attr-defined] + [[1.0, 2.0], [3.0, 4.0]] + ) + + provider = LiteLLMEmbeddingProvider( + model="m", dim=2, batch_size=10, max_concurrent=2 + ) + result = await provider.embed_batch(["a", "b"]) + + assert len(result) == 2 + assert result[0] == [1.0, 2.0] + assert result[1] == [3.0, 4.0] + + +async def test_embed_batch_empty(monkeypatch: pytest.MonkeyPatch) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + provider = LiteLLMEmbeddingProvider(model="m", dim=2) + result = await provider.embed_batch([]) + + assert result == [] + fake.aembedding.assert_not_awaited() # type: ignore[attr-defined] + + +async def test_dimension_truncation(monkeypatch: pytest.MonkeyPatch) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + fake.aembedding.return_value = _embedding_response( # type: ignore[attr-defined] + [[0.1, 0.2, 0.3, 0.4, 0.5]] + ) + + provider = LiteLLMEmbeddingProvider(model="m", dim=3) + result = await provider.embed("test") + + assert len(result) == 3 + assert result == [0.1, 0.2, 0.3] + + +async def test_api_key_forwarded(monkeypatch: pytest.MonkeyPatch) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + fake.aembedding.return_value = _embedding_response([[0.1]]) # type: ignore[attr-defined] + + provider = LiteLLMEmbeddingProvider(model="m", api_key="sk-test", dim=1) + await provider.embed("x") + + call_kwargs = fake.aembedding.call_args.kwargs # type: ignore[attr-defined] + assert call_kwargs["api_key"] == "sk-test" + + +async def test_api_key_omitted_when_none(monkeypatch: pytest.MonkeyPatch) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + fake.aembedding.return_value = _embedding_response([[0.1]]) # type: ignore[attr-defined] + + provider = LiteLLMEmbeddingProvider(model="m", dim=1) + await provider.embed("x") + + call_kwargs = fake.aembedding.call_args.kwargs # type: ignore[attr-defined] + assert "api_key" not in call_kwargs + + +async def test_litellm_error_wrapped(monkeypatch: pytest.MonkeyPatch) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + class FakeAPIError(Exception): + pass + + FakeAPIError.__module__ = "litellm.exceptions" + fake.aembedding.side_effect = FakeAPIError("rate limit") # type: ignore[attr-defined] + + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + provider = LiteLLMEmbeddingProvider(model="m", dim=1) + with pytest.raises(EmbeddingError, match="rate limit"): + await provider.embed("x") + + +async def test_import_error_raises_embedding_error() -> None: + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + provider = LiteLLMEmbeddingProvider(model="m", dim=1) + with pytest.raises(EmbeddingError, match="litellm is not installed"): + await provider.embed("x") + + +async def test_batching_chunks_correctly(monkeypatch: pytest.MonkeyPatch) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.embedding.litellm_provider import LiteLLMEmbeddingProvider + + call_count = 0 + + async def _fake_embed(**kwargs: Any) -> Any: + nonlocal call_count + call_count += 1 + n = len(kwargs["input"]) + return _embedding_response([[float(i)] for i in range(n)]) + + fake.aembedding = _fake_embed # type: ignore[attr-defined] + + provider = LiteLLMEmbeddingProvider(model="m", dim=1, batch_size=2) + result = await provider.embed_batch(["a", "b", "c", "d", "e"]) + + assert call_count == 3 + assert len(result) == 5 diff --git a/tests/unit/test_component/test_llm/test_factory.py b/tests/unit/test_component/test_llm/test_factory.py index 4329fceb..5720e570 100644 --- a/tests/unit/test_component/test_llm/test_factory.py +++ b/tests/unit/test_component/test_llm/test_factory.py @@ -1,4 +1,4 @@ -"""``build_llm_provider`` — settings validation + provider build.""" +"""``build_llm_provider`` -- settings validation + provider build.""" from __future__ import annotations @@ -26,3 +26,29 @@ def test_builds_openai_provider() -> None: s = LLMSettings(model="m", api_key=SecretStr("k"), base_url="https://x") p = build_llm_provider(s) assert isinstance(p, OpenAIProvider) + + +def test_builds_litellm_provider() -> None: + from everos.component.llm.litellm_provider import LiteLLMProvider + + s = LLMSettings( + provider="litellm", model="anthropic/claude-haiku", api_key=SecretStr("k") + ) + p = build_llm_provider(s) + assert isinstance(p, LiteLLMProvider) + + +def test_litellm_provider_without_base_url() -> None: + from everos.component.llm.litellm_provider import LiteLLMProvider + + s = LLMSettings(provider="litellm", model="anthropic/claude-haiku", base_url=None) + p = build_llm_provider(s) + assert isinstance(p, LiteLLMProvider) + + +def test_litellm_provider_without_api_key() -> None: + from everos.component.llm.litellm_provider import LiteLLMProvider + + s = LLMSettings(provider="litellm", model="gpt-4o-mini", api_key=None) + p = build_llm_provider(s) + assert isinstance(p, LiteLLMProvider) diff --git a/tests/unit/test_component/test_llm/test_litellm_provider.py b/tests/unit/test_component/test_llm/test_litellm_provider.py new file mode 100644 index 00000000..6ec99bbe --- /dev/null +++ b/tests/unit/test_component/test_llm/test_litellm_provider.py @@ -0,0 +1,252 @@ +"""LiteLLMProvider -- chat dispatch, error wrapping, drop_params default.""" + +from __future__ import annotations + +import types +from typing import Any +from unittest import mock + +import pytest + +from everos.component.llm.protocol import ChatMessage, ChatResponse, LLMError + + +def _make_fake_litellm() -> types.ModuleType: + """Build a stub ``litellm`` module with a mock ``acompletion``.""" + mod = types.ModuleType("litellm") + mod.acompletion = mock.AsyncMock(name="litellm.acompletion") # type: ignore[attr-defined] + return mod + + +def _patch_litellm( + monkeypatch: pytest.MonkeyPatch, + fake: types.ModuleType, +) -> None: + monkeypatch.setitem(__import__("sys").modules, "litellm", fake) + + +def _openai_style_response( + content: str = "hello", + model: str = "anthropic/claude-haiku", + prompt_tokens: int = 5, + completion_tokens: int = 3, + finish_reason: str = "stop", +) -> Any: + """Return an object shaped like ``litellm.ModelResponse``.""" + msg = mock.MagicMock() + msg.content = content + + choice = mock.MagicMock() + choice.message = msg + choice.finish_reason = finish_reason + + usage = mock.MagicMock() + usage.prompt_tokens = prompt_tokens + usage.completion_tokens = completion_tokens + + resp = mock.MagicMock() + resp.choices = [choice] + resp.usage = usage + resp.model = model + return resp + + +async def test_chat_dispatches_to_litellm( + monkeypatch: pytest.MonkeyPatch, +) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.llm.litellm_provider import LiteLLMProvider + + fake.acompletion.return_value = _openai_style_response() # type: ignore[attr-defined] + + provider = LiteLLMProvider(model="anthropic/claude-haiku", api_key="sk-test") + msgs = [ChatMessage(role="user", content="hi")] + result = await provider.chat(msgs) + + fake.acompletion.assert_awaited_once() # type: ignore[attr-defined] + call_kwargs = fake.acompletion.call_args.kwargs # type: ignore[attr-defined] + assert call_kwargs["model"] == "anthropic/claude-haiku" + assert call_kwargs["drop_params"] is True + assert call_kwargs["api_key"] == "sk-test" + + assert isinstance(result, ChatResponse) + assert result.content == "hello" + assert result.finish_reason == "stop" + assert result.usage is not None + assert result.usage.prompt_tokens == 5 + + +async def test_api_key_omitted_when_none( + monkeypatch: pytest.MonkeyPatch, +) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.llm.litellm_provider import LiteLLMProvider + + fake.acompletion.return_value = _openai_style_response() # type: ignore[attr-defined] + + provider = LiteLLMProvider(model="gpt-4o-mini") + await provider.chat([ChatMessage(role="user", content="hi")]) + + call_kwargs = fake.acompletion.call_args.kwargs # type: ignore[attr-defined] + assert "api_key" not in call_kwargs + + +async def test_base_url_forwarded( + monkeypatch: pytest.MonkeyPatch, +) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.llm.litellm_provider import LiteLLMProvider + + fake.acompletion.return_value = _openai_style_response() # type: ignore[attr-defined] + + provider = LiteLLMProvider(model="m", api_key="k", base_url="http://proxy:4000") + await provider.chat([ChatMessage(role="user", content="x")]) + + call_kwargs = fake.acompletion.call_args.kwargs # type: ignore[attr-defined] + assert call_kwargs["api_base"] == "http://proxy:4000" + + +async def test_litellm_error_wrapped_as_llm_error( + monkeypatch: pytest.MonkeyPatch, +) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + exc_mod = types.ModuleType("litellm.exceptions") + + class FakeAPIError(Exception): + pass + + FakeAPIError.__module__ = "litellm.exceptions" + FakeAPIError.__qualname__ = "APIError" + exc_mod.APIError = FakeAPIError # type: ignore[attr-defined] + monkeypatch.setitem(__import__("sys").modules, "litellm.exceptions", exc_mod) + + from everos.component.llm.litellm_provider import LiteLLMProvider + + fake.acompletion.side_effect = FakeAPIError("boom") # type: ignore[attr-defined] + + provider = LiteLLMProvider(model="m") + with pytest.raises(LLMError, match="boom"): + await provider.chat([ChatMessage(role="user", content="x")]) + + +async def test_import_error_raises_llm_error() -> None: + from everos.component.llm.litellm_provider import LiteLLMProvider + + provider = LiteLLMProvider(model="m") + with pytest.raises(LLMError, match="litellm is not installed"): + await provider.chat([ChatMessage(role="user", content="x")]) + + +async def test_empty_choices_raises_llm_error( + monkeypatch: pytest.MonkeyPatch, +) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.llm.litellm_provider import LiteLLMProvider + + resp = mock.MagicMock() + resp.choices = [] + fake.acompletion.return_value = resp # type: ignore[attr-defined] + + provider = LiteLLMProvider(model="m") + with pytest.raises(LLMError, match="no choices"): + await provider.chat([ChatMessage(role="user", content="x")]) + + +async def test_null_usage_handled( + monkeypatch: pytest.MonkeyPatch, +) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.llm.litellm_provider import LiteLLMProvider + + resp = _openai_style_response() + resp.usage = None + fake.acompletion.return_value = resp # type: ignore[attr-defined] + + provider = LiteLLMProvider(model="m") + result = await provider.chat([ChatMessage(role="user", content="x")]) + assert result.usage is None + assert result.content == "hello" + + +async def test_null_content_coerced_to_empty( + monkeypatch: pytest.MonkeyPatch, +) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.llm.litellm_provider import LiteLLMProvider + + resp = _openai_style_response(content=None) # type: ignore[arg-type] + fake.acompletion.return_value = resp # type: ignore[attr-defined] + + provider = LiteLLMProvider(model="m") + result = await provider.chat([ChatMessage(role="user", content="x")]) + assert result.content == "" + + +async def test_per_call_model_override( + monkeypatch: pytest.MonkeyPatch, +) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.llm.litellm_provider import LiteLLMProvider + + fake.acompletion.return_value = _openai_style_response() # type: ignore[attr-defined] + + provider = LiteLLMProvider(model="default-model") + await provider.chat([ChatMessage(role="user", content="x")], model="override-model") + + call_kwargs = fake.acompletion.call_args.kwargs # type: ignore[attr-defined] + assert call_kwargs["model"] == "override-model" + + +async def test_openai_exception_wrapped( + monkeypatch: pytest.MonkeyPatch, +) -> None: + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.llm.litellm_provider import LiteLLMProvider + + class FakeOpenAIError(Exception): + pass + + FakeOpenAIError.__module__ = "openai._exceptions" + fake.acompletion.side_effect = FakeOpenAIError("auth failed") # type: ignore[attr-defined] + + provider = LiteLLMProvider(model="m") + with pytest.raises(LLMError, match="auth failed"): + await provider.chat([ChatMessage(role="user", content="x")]) + + +async def test_litellm_timeout_wrapped( + monkeypatch: pytest.MonkeyPatch, +) -> None: + """litellm.Timeout lives at litellm.* not litellm.exceptions.*""" + fake = _make_fake_litellm() + _patch_litellm(monkeypatch, fake) + + from everos.component.llm.litellm_provider import LiteLLMProvider + + class FakeTimeoutError(Exception): + pass + + FakeTimeoutError.__module__ = "litellm" + fake.acompletion.side_effect = FakeTimeoutError("timed out") # type: ignore[attr-defined] + + provider = LiteLLMProvider(model="m") + with pytest.raises(LLMError, match="timed out"): + await provider.chat([ChatMessage(role="user", content="x")]) diff --git a/uv.lock b/uv.lock index a662c5a2..32ea7018 100644 --- a/uv.lock +++ b/uv.lock @@ -2,6 +2,128 @@ version = 1 revision = 3 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