diff --git a/CHANGELOG.md b/CHANGELOG.md index d36fe90e..8d8760c8 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -6,6 +6,7 @@ - `haiku-rag doctor` checks a database for consistency (orphaned chunks/items, chunk-less documents classified by content and embedder modality, dangling `doc_item_refs`, vector-dimension mismatch, unembedded chunks, missing picture data, settings/embedding drift, pending migrations, vector-index coverage, provider API keys) and probes configured provider endpoints (Ollama `/api/tags` with model presence, docling-serve `/health`, OpenAI-compatible/vLLM `/models`); exits 1 when any check fails. - `embeddings.model.multimodal` (bool, default false) gates image embedding; `supports_images` derives from it instead of the provider name. - VoyageAI multimodal embedder (`provider: voyageai`, `multimodal: true`, e.g. `voyage-multimodal-3`) embedding text and pictures into a shared vector space. +- Cohere multimodal embedder (`provider: cohere`, `multimodal: true`, e.g. `embed-v4.0`) embedding text and pictures into a shared vector space. ### Changed diff --git a/haiku_rag_slim/haiku/rag/embeddings/__init__.py b/haiku_rag_slim/haiku/rag/embeddings/__init__.py index ef6c8894..362ab3e9 100644 --- a/haiku_rag_slim/haiku/rag/embeddings/__init__.py +++ b/haiku_rag_slim/haiku/rag/embeddings/__init__.py @@ -1,3 +1,5 @@ +import base64 +import io from typing import TYPE_CHECKING, Any from pydantic_ai.embeddings import Embedder @@ -69,6 +71,23 @@ class EmbedderWrapper: ) +def _to_data_uri(image: "bytes | PILImage.Image") -> str: + """Render an image as a ``data:image/png;base64,...`` URI.""" + if isinstance(image, bytes): + return f"data:image/png;base64,{base64.b64encode(image).decode('ascii')}" + + from PIL import Image as PILImageModule + + if isinstance(image, PILImageModule.Image): + buf = io.BytesIO() + image.save(buf, format="PNG") + return ( + f"data:image/png;base64,{base64.b64encode(buf.getvalue()).decode('ascii')}" + ) + + raise TypeError(f"Unsupported image type: {type(image)!r}") + + def contextualize(chunks: list["Chunk"]) -> list[str]: """Prepare chunk content for embedding/FTS by adding context. @@ -246,6 +265,11 @@ def _get_multimodal_embedder( return VoyageMultimodalEmbedder(model_name, vector_dim) + if provider == "cohere": + from haiku.rag.embeddings.cohere import CohereMultimodalEmbedder + + return CohereMultimodalEmbedder(model_name, vector_dim) + raise ValueError( f"Provider '{provider}' does not support multimodal embedding. Set " "embeddings.model.multimodal: true on a vllm, voyageai, or cohere model." diff --git a/haiku_rag_slim/haiku/rag/embeddings/cohere.py b/haiku_rag_slim/haiku/rag/embeddings/cohere.py new file mode 100644 index 00000000..5f8f84dd --- /dev/null +++ b/haiku_rag_slim/haiku/rag/embeddings/cohere.py @@ -0,0 +1,66 @@ +"""Multimodal embedder backed by Cohere's ``embed`` API (``embed-v4.0``). + +``embed-v4.0`` maps text and images into a shared vector space. Text uses the +``search_document``/``search_query`` input types; images are passed as base64 +data URIs with the ``image`` input type. The API key is read from the +environment (``CO_API_KEY``) like the text-only Cohere path. +""" + +from typing import TYPE_CHECKING + +from haiku.rag.embeddings import EmbedderWrapper, _to_data_uri + +if TYPE_CHECKING: + from PIL import Image as PILImage + + +class CohereMultimodalEmbedder(EmbedderWrapper): + def __init__( + self, + model_name: str, + vector_dim: int, + api_key: str | None = None, + ): + super().__init__(embedder=None, vector_dim=vector_dim, supports_images=True) + import cohere + + self._model_name = model_name + self._client = cohere.AsyncClientV2(api_key=api_key) + + async def _embed_texts( + self, texts: list[str], input_type: str + ) -> list[list[float]]: + result = await self._client.embed( + model=self._model_name, + input_type=input_type, + texts=texts, + output_dimension=self._vector_dim, + embedding_types=["float"], + ) + return _floats(result) + + async def embed_query(self, text: str) -> list[float]: + rows = await self._embed_texts([text], "search_query") + return rows[0] + + async def embed_documents(self, texts: list[str]) -> list[list[float]]: + if not texts: + return [] + return await self._embed_texts(texts, "search_document") + + async def embed_image(self, image: "bytes | PILImage.Image") -> list[float]: + result = await self._client.embed( + model=self._model_name, + input_type="image", + images=[_to_data_uri(image)], + output_dimension=self._vector_dim, + embedding_types=["float"], + ) + return _floats(result)[0] + + +def _floats(result: object) -> list[list[float]]: + floats = result.embeddings.float_ # type: ignore[attr-defined] # ty: ignore[unresolved-attribute] + if floats is None: + raise ValueError("Cohere returned no float embeddings.") + return [list(e) for e in floats] diff --git a/haiku_rag_slim/haiku/rag/embeddings/vllm.py b/haiku_rag_slim/haiku/rag/embeddings/vllm.py index b8e81ba7..a5ea4d5a 100644 --- a/haiku_rag_slim/haiku/rag/embeddings/vllm.py +++ b/haiku_rag_slim/haiku/rag/embeddings/vllm.py @@ -11,13 +11,11 @@ Models like ``Qwen/Qwen3-VL-Embedding-8B`` and ``jinaai/jina-embeddings-v4`` ship with chat templates that map both shapes into a shared vector space. """ -import base64 -import io from typing import TYPE_CHECKING, Any import httpx -from haiku.rag.embeddings import EmbedderWrapper +from haiku.rag.embeddings import EmbedderWrapper, _to_data_uri if TYPE_CHECKING: from PIL import Image as PILImage @@ -123,20 +121,3 @@ class VLLMMultimodalEmbedder(EmbedderWrapper): } ) return rows[0] - - -def _to_data_uri(image: "bytes | PILImage.Image") -> str: - """Render an image as a ``data:image/png;base64,...`` URI.""" - if isinstance(image, bytes): - return f"data:image/png;base64,{base64.b64encode(image).decode('ascii')}" - - from PIL import Image as PILImageModule - - if isinstance(image, PILImageModule.Image): - buf = io.BytesIO() - image.save(buf, format="PNG") - return ( - f"data:image/png;base64,{base64.b64encode(buf.getvalue()).decode('ascii')}" - ) - - raise TypeError(f"Unsupported image type: {type(image)!r}") diff --git a/tests/cassettes/test_embedder/test_cohere_embed_text_and_image_end_to_end.yaml b/tests/cassettes/test_embedder/test_cohere_embed_text_and_image_end_to_end.yaml new file mode 100644 index 00000000..f883c9c9 --- /dev/null +++ b/tests/cassettes/test_embedder/test_cohere_embed_text_and_image_end_to_end.yaml @@ -0,0 +1,6339 @@ +interactions: +- request: + headers: + accept: + - '*/*' + accept-encoding: + - gzip, deflate, zstd + connection: + - keep-alive + content-length: + - '138' + content-type: + - application/json + host: + - api.cohere.com + method: POST + parsed_body: + embedding_types: + - float + input_type: search_query + model: embed-v4.0 + output_dimension: 1536 + texts: + - a photo of a red square + uri: https://api.cohere.com/v2/embed + response: + headers: + access-control-expose-headers: + - X-Debug-Trace-ID + alt-svc: + - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000 + cache-control: + - no-cache, no-store, no-transform, must-revalidate, private, max-age=0 + content-length: + - '19543' + content-type: + - application/json + expires: + - Thu, 01 Jan 1970 00:00:00 GMT + num_chars: + - '23' + num_tokens: + - '6' + pragma: + - no-cache + transfer-encoding: + - chunked + vary: + - Origin,Accept-Encoding + parsed_body: + embeddings: + float: + - - -0.007904941 + - -0.0327101 + - 0.037071448 + - -0.018862827 + - -0.0040887627 + - -0.00861366 + - -0.0022624487 + - 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bit_depth: 32 + format: image/png + height: 56 + width: 56 + meta: + api_version: + version: '2' + billed_units: + image_tokens: 6 + input_tokens: 0 + response_type: embeddings_by_type + status: + code: 200 + message: OK +version: 1 diff --git a/tests/test_embedder.py b/tests/test_embedder.py index a4f82fc2..db8787ee 100644 --- a/tests/test_embedder.py +++ b/tests/test_embedder.py @@ -854,3 +854,135 @@ async def test_voyage_embed_text_and_image_end_to_end(): image_vec = await embedder.embed_image(Image.new("RGB", (64, 64), (255, 0, 0))) assert len(image_vec) == 1024 assert any(abs(x) > 1e-6 for x in image_vec), "image embedding is all zeros" + + +class _FakeCohereEmbeddings: + def __init__(self, float_): + self.float_ = float_ + + +class _FakeCohereResult: + def __init__(self, float_): + self.embeddings = _FakeCohereEmbeddings(float_) + + +def _fake_cohere_client(captured, float_): + class FakeAsyncClientV2: + def __init__(self, *args, **kwargs): + captured["init"] = kwargs + + async def embed(self, **kwargs): + captured.update(kwargs) + return _FakeCohereResult(float_) + + return FakeAsyncClientV2 + + +async def test_cohere_embed_documents_request_shape(monkeypatch): + from haiku.rag.embeddings.cohere import CohereMultimodalEmbedder + + captured: dict = {} + monkeypatch.setattr( + "cohere.AsyncClientV2", _fake_cohere_client(captured, [[0.1, 0.2], [0.3, 0.4]]) + ) + + embedder = CohereMultimodalEmbedder("embed-v4.0", vector_dim=2) + vecs = await embedder.embed_documents(["a cat", "a dog"]) + + assert vecs == [[0.1, 0.2], [0.3, 0.4]] + assert captured["model"] == "embed-v4.0" + assert captured["input_type"] == "search_document" + assert captured["texts"] == ["a cat", "a dog"] + assert captured["output_dimension"] == 2 + assert captured["embedding_types"] == ["float"] + + +async def test_cohere_embed_query_request_shape(monkeypatch): + from haiku.rag.embeddings.cohere import CohereMultimodalEmbedder + + captured: dict = {} + monkeypatch.setattr( + "cohere.AsyncClientV2", _fake_cohere_client(captured, [[0.5, 0.6]]) + ) + + embedder = CohereMultimodalEmbedder("embed-v4.0", vector_dim=2) + vec = await embedder.embed_query("find the cat") + + assert vec == [0.5, 0.6] + assert captured["model"] == "embed-v4.0" + assert captured["input_type"] == "search_query" + assert captured["texts"] == ["find the cat"] + + +async def test_cohere_embed_image_uses_image_input_type(monkeypatch): + from haiku.rag.embeddings.cohere import CohereMultimodalEmbedder + + captured: dict = {} + monkeypatch.setattr( + "cohere.AsyncClientV2", _fake_cohere_client(captured, [[0.7, 0.8]]) + ) + + embedder = CohereMultimodalEmbedder("embed-v4.0", vector_dim=2) + vec = await embedder.embed_image(b"\x89PNG\r\n\x1a\nfake") + + assert vec == [0.7, 0.8] + assert captured["model"] == "embed-v4.0" + assert captured["input_type"] == "image" + images = captured["images"] + assert len(images) == 1 + assert images[0].startswith("data:image/png;base64,") + + +async def test_cohere_embed_documents_empty_list_skips_request(monkeypatch): + from haiku.rag.embeddings.cohere import CohereMultimodalEmbedder + + captured: dict = {} + monkeypatch.setattr("cohere.AsyncClientV2", _fake_cohere_client(captured, [])) + + embedder = CohereMultimodalEmbedder("embed-v4.0", vector_dim=2) + assert await embedder.embed_documents([]) == [] + assert "texts" not in captured + + +async def test_cohere_get_embedder_routes_to_multimodal(monkeypatch): + monkeypatch.setattr("cohere.AsyncClientV2", _fake_cohere_client({}, [])) + from haiku.rag.embeddings.cohere import CohereMultimodalEmbedder + + config = AppConfig( + embeddings=EmbeddingsConfig( + model=EmbeddingModelConfig( + provider="cohere", + name="embed-v4.0", + vector_dim=1536, + multimodal=True, + ) + ) + ) + embedder = get_embedder(config) + assert isinstance(embedder, CohereMultimodalEmbedder) + assert embedder.supports_images is True + + +@pytest.mark.vcr() +async def test_cohere_embed_text_and_image_end_to_end(): + """End-to-end against the real Cohere ``embed`` API (``embed-v4.0``): text + and image inputs return embeddings of the configured dimension in a shared + vector space. To re-record, set ``CO_API_KEY`` and run with + ``--record-mode=rewrite``.""" + from PIL import Image + + from haiku.rag.embeddings.cohere import CohereMultimodalEmbedder + + embedder = CohereMultimodalEmbedder("embed-v4.0", vector_dim=1536) + + text_vec = await embedder.embed_query("a photo of a red square") + assert len(text_vec) == 1536 + assert any(abs(x) > 1e-6 for x in text_vec), "text embedding is all zeros" + + text_batch = await embedder.embed_documents(["hello world", "another doc"]) + assert len(text_batch) == 2 + assert all(len(v) == 1536 for v in text_batch) + + image_vec = await embedder.embed_image(Image.new("RGB", (64, 64), (255, 0, 0))) + assert len(image_vec) == 1536 + assert any(abs(x) > 1e-6 for x in image_vec), "image embedding is all zeros"