Collapsing the caption text into `get_pictures_grouped` served the enrichment path, which uses it, but the multimodal reranker discards the second return value while still paying to read the column. That is the widest fan-out in the codebase, `limit * 10` candidates, and it previously projected self_ref and picture_data alone. `with_text` is opt-in and off by default, so the cheap projection is what a caller gets unless it asks for more. The reranker test asserts the projection as well as the query count, since a count alone would not notice the column coming back.
173 lines
5.6 KiB
Python
173 lines
5.6 KiB
Python
import lancedb
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import pytest
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from haiku.rag.store.engine import Store
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from haiku.rag.store.models import DocumentItem
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from haiku.rag.store.repositories.document_item import DocumentItemRepository
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async def _seed(repo: DocumentItemRepository, document_id: str) -> None:
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"""A picture at position 0 with its caption at position 1, the docling
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layout. Every document uses the same self_refs."""
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await repo.create_items(
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document_id,
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[
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DocumentItem(
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document_id=document_id,
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position=0,
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self_ref="#/pictures/0",
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label="picture",
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text=f"caption text {document_id}",
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picture_data=f"bytes-{document_id}".encode(),
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),
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DocumentItem(
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document_id=document_id,
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position=1,
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self_ref="#/texts/1",
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label="caption",
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text=f"figure 1 {document_id}",
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),
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],
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)
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@pytest.fixture
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def item_queries(monkeypatch):
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tally = {"n": 0}
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query = lancedb.AsyncTable.query
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def counted(self):
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if self.name == "document_items":
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tally["n"] += 1
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return query(self)
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monkeypatch.setattr(lancedb.AsyncTable, "query", counted)
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return tally
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@pytest.mark.asyncio
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async def test_pictures_grouped_keeps_documents_apart(temp_db_path, item_queries):
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async with Store(temp_db_path, create=True) as store:
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repo = DocumentItemRepository(store)
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await _seed(repo, "doc-a")
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await _seed(repo, "doc-b")
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item_queries["n"] = 0
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blobs, texts = await repo.get_pictures_grouped(
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{"doc-a": ["#/pictures/0"], "doc-b": ["#/pictures/0"]}, with_text=True
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)
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assert item_queries["n"] == 1
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assert blobs == {
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"doc-a": {"#/pictures/0": b"bytes-doc-a"},
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"doc-b": {"#/pictures/0": b"bytes-doc-b"},
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}
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assert texts == {
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"doc-a": {"#/pictures/0": "caption text doc-a"},
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"doc-b": {"#/pictures/0": "caption text doc-b"},
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}
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@pytest.mark.asyncio
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async def test_pictures_grouped_fetches_only_requested_documents(temp_db_path):
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async with Store(temp_db_path, create=True) as store:
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repo = DocumentItemRepository(store)
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await _seed(repo, "doc-a")
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await _seed(repo, "doc-b")
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blobs, _ = await repo.get_pictures_grouped({"doc-a": ["#/pictures/0"]})
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assert blobs == {"doc-a": {"#/pictures/0": b"bytes-doc-a"}}
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@pytest.mark.asyncio
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async def test_caption_picture_refs_grouped_uses_two_queries(
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temp_db_path, item_queries
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):
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"""The stages are dependent: the caption's position is what finds its
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picture, so this is two queries however many documents are asked for."""
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async with Store(temp_db_path, create=True) as store:
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repo = DocumentItemRepository(store)
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for document_id in ("doc-a", "doc-b", "doc-c"):
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await _seed(repo, document_id)
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item_queries["n"] = 0
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got = await repo.get_caption_picture_refs_grouped(
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{did: ["#/texts/1"] for did in ("doc-a", "doc-b", "doc-c")}
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)
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assert item_queries["n"] == 2
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for document_id in ("doc-a", "doc-b", "doc-c"):
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assert got[document_id] == {"#/texts/1": "#/pictures/0"}
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@pytest.mark.asyncio
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async def test_grouped_calls_with_nothing_asked_for_do_not_query(
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temp_db_path, item_queries
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):
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async with Store(temp_db_path, create=True) as store:
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repo = DocumentItemRepository(store)
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item_queries["n"] = 0
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assert await repo.get_pictures_grouped({}) == ({}, {})
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assert await repo.get_pictures_grouped({"doc-a": []}) == ({}, {})
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assert await repo.get_caption_picture_refs_grouped({}) == {}
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assert item_queries["n"] == 0
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@pytest.mark.asyncio
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async def test_caption_picture_refs_grouped_ignores_non_picture_predecessors(
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temp_db_path,
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):
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"""A caption maps to a picture only. A table's caption, and an ordinary text
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reference, map to nothing."""
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async with Store(temp_db_path, create=True) as store:
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repo = DocumentItemRepository(store)
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await repo.create_items(
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"doc-1",
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[
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DocumentItem(
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document_id="doc-1",
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position=0,
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self_ref="#/tables/0",
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label="table",
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text="a table",
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),
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DocumentItem(
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document_id="doc-1",
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position=1,
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self_ref="#/texts/table-caption",
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label="caption",
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text="Table 1",
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),
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DocumentItem(
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document_id="doc-1",
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position=2,
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self_ref="#/texts/plain",
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label="text",
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text="ordinary prose",
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),
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],
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)
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got = await repo.get_caption_picture_refs_grouped(
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{"doc-1": ["#/texts/table-caption", "#/texts/plain"]}
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)
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assert got == {}
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@pytest.mark.asyncio
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async def test_pictures_grouped_omits_text_unless_asked(temp_db_path, item_queries):
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"""Text is dead weight for a caller that only scores pixels."""
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async with Store(temp_db_path, create=True) as store:
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repo = DocumentItemRepository(store)
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await _seed(repo, "doc-a")
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item_queries["n"] = 0
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blobs, texts = await repo.get_pictures_grouped({"doc-a": ["#/pictures/0"]})
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assert item_queries["n"] == 1
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assert blobs == {"doc-a": {"#/pictures/0": b"bytes-doc-a"}}
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assert texts == {}
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