a17a8b734a
Advances RFC 001 §10 cleanup so backend-author PRs (#574 LanceDB, #665 Postgres, #700 Qdrant, #697 hosted, #643 PalaceStore, #381 Qdrant) have a stable target to align against. Scope (this PR): - Typed QueryResult / GetResult dataclasses replace Chroma's dict shape at the BaseCollection boundary (§1.3). A transitional _DictCompatMixin keeps existing callers working while the attribute-access migration proceeds. - BaseCollection is now kwargs-only across add/upsert/query/get/delete/update with ABC defaults for estimated_count/close/health and a non-atomic default update() (§1.1–1.2). - PalaceRef replaces raw path strings at the backend boundary (§2.2). - BaseBackend ABC with get_collection/close_palace/close/health/detect (§2.3). - mempalace.backends entry-point group + in-tree registry with resolve_backend_for_palace priority order matching §3.2–3.3. - ChromaCollection normalizes chroma returns into typed results; unknown where-clause operators raise UnsupportedFilterError (no silent drop, §1.4). - ChromaBackend absorbs the inode/mtime client-cache freshness check previously duplicated in mcp_server._get_client() (§10 + PR #757). - searcher.py migrated to typed-attribute access as the reference call site; remaining callers land in a follow-up. - pyproject: chroma registered via [project.entry-points."mempalace.backends"]. Out of scope (explicit follow-ups): - Full caller migration off the dict-compat shim across palace.py, mcp_server.py, miner.py, convo_miner.py, dedup.py, repair.py, exporter.py, palace_graph.py, cli.py, closet_llm.py. - Embedder injection + three-state EmbedderIdentityMismatchError check (§1.5). - maintenance_state() / run_maintenance() benchmark hooks (§7.3). - AbstractBackendContractSuite full coverage (§7.1–7.2). - mempalace migrate / mempalace verify CLI rewrites through BaseCollection (§8). Tests: 970 passed (up from 967 on develop); new coverage for typed results, empty-result outer-shape preservation, \$regex rejection, registry lookup, priority resolver, and PalaceRef-kwarg ChromaBackend.get_collection. Refs: #743 (RFC 001), #989 (RFC 002 tracking issue).
266 lines
8.5 KiB
Python
266 lines
8.5 KiB
Python
import sqlite3
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import chromadb
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import pytest
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from mempalace.backends import (
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GetResult,
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PalaceRef,
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QueryResult,
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UnsupportedFilterError,
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available_backends,
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get_backend,
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)
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from mempalace.backends.chroma import ChromaBackend, ChromaCollection, _fix_blob_seq_ids
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class _FakeCollection:
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"""Stand-in for a chromadb.Collection returning raw chroma-shaped dicts."""
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def __init__(self, query_response=None, get_response=None, count_value=7):
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self.calls = []
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self._query_response = query_response or {
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"ids": [["a", "b"]],
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"documents": [["da", "db"]],
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"metadatas": [[{"wing": "w1"}, {"wing": "w2"}]],
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"distances": [[0.1, 0.2]],
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}
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self._get_response = get_response or {
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"ids": ["a"],
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"documents": ["da"],
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"metadatas": [{"wing": "w1"}],
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}
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self._count_value = count_value
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def add(self, **kwargs):
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self.calls.append(("add", kwargs))
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def upsert(self, **kwargs):
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self.calls.append(("upsert", kwargs))
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def update(self, **kwargs):
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self.calls.append(("update", kwargs))
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def query(self, **kwargs):
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self.calls.append(("query", kwargs))
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return self._query_response
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def get(self, **kwargs):
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self.calls.append(("get", kwargs))
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return self._get_response
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def delete(self, **kwargs):
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self.calls.append(("delete", kwargs))
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def count(self):
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self.calls.append(("count", {}))
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return self._count_value
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def test_chroma_collection_returns_typed_query_result():
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fake = _FakeCollection()
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collection = ChromaCollection(fake)
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result = collection.query(query_texts=["q"])
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assert isinstance(result, QueryResult)
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assert result.ids == [["a", "b"]]
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assert result.documents == [["da", "db"]]
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assert result.metadatas == [[{"wing": "w1"}, {"wing": "w2"}]]
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assert result.distances == [[0.1, 0.2]]
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assert result.embeddings is None
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def test_chroma_collection_returns_typed_get_result():
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fake = _FakeCollection()
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collection = ChromaCollection(fake)
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result = collection.get(where={"wing": "w1"})
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assert isinstance(result, GetResult)
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assert result.ids == ["a"]
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assert result.documents == ["da"]
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assert result.metadatas == [{"wing": "w1"}]
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def test_query_result_empty_preserves_outer_dimension():
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empty = QueryResult.empty(num_queries=2)
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assert empty.ids == [[], []]
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assert empty.documents == [[], []]
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assert empty.distances == [[], []]
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assert empty.embeddings is None
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def test_typed_results_support_dict_compat_access():
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"""Transitional compat shim per base.py — retained until callers migrate to attrs."""
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result = GetResult(ids=["a"], documents=["da"], metadatas=[{"w": 1}])
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assert result["ids"] == ["a"]
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assert result.get("documents") == ["da"]
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assert result.get("missing", "default") == "default"
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assert "ids" in result
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assert "missing" not in result
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def test_chroma_collection_query_empty_result_preserves_outer_shape():
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fake = _FakeCollection(
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query_response={"ids": [], "documents": [], "metadatas": [], "distances": []}
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)
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collection = ChromaCollection(fake)
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result = collection.query(query_texts=["q1", "q2"])
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assert result.ids == [[], []]
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assert result.documents == [[], []]
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assert result.distances == [[], []]
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def test_chroma_collection_rejects_unknown_where_operator():
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fake = _FakeCollection()
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collection = ChromaCollection(fake)
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with pytest.raises(UnsupportedFilterError):
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collection.query(query_texts=["q"], where={"$regex": "foo"})
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def test_chroma_collection_delegates_writes():
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fake = _FakeCollection()
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collection = ChromaCollection(fake)
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collection.add(documents=["d"], ids=["1"], metadatas=[{"wing": "w"}])
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collection.upsert(documents=["u"], ids=["2"], metadatas=[{"room": "r"}])
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collection.delete(ids=["1"])
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assert collection.count() == 7
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kinds = [call[0] for call in fake.calls]
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assert kinds == ["add", "upsert", "delete", "count"]
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def test_registry_exposes_chroma_by_default():
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names = available_backends()
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assert "chroma" in names
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assert isinstance(get_backend("chroma"), ChromaBackend)
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def test_registry_unknown_backend_raises():
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with pytest.raises(KeyError):
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get_backend("no-such-backend-exists")
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def test_resolve_backend_priority_order(tmp_path):
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from mempalace.backends import resolve_backend_for_palace
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# explicit kwarg wins over everything
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assert resolve_backend_for_palace(explicit="pg", config_value="lance") == "pg"
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# config value wins over env / default
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assert resolve_backend_for_palace(config_value="lance", env_value="qdrant") == "lance"
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# env wins over default
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assert resolve_backend_for_palace(env_value="qdrant", default="chroma") == "qdrant"
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# falls back to default
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assert resolve_backend_for_palace() == "chroma"
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def test_chroma_detect_matches_palace_with_chroma_sqlite(tmp_path):
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(tmp_path / "chroma.sqlite3").write_bytes(b"")
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assert ChromaBackend.detect(str(tmp_path)) is True
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assert ChromaBackend.detect(str(tmp_path.parent)) is False
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def test_chroma_backend_accepts_palace_ref_kwarg(tmp_path):
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palace_path = tmp_path / "palace"
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backend = ChromaBackend()
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collection = backend.get_collection(
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palace=PalaceRef(id=str(palace_path), local_path=str(palace_path)),
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collection_name="mempalace_drawers",
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create=True,
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)
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assert palace_path.is_dir()
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assert isinstance(collection, ChromaCollection)
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def test_chroma_backend_create_false_raises_without_creating_directory(tmp_path):
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palace_path = tmp_path / "missing-palace"
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with pytest.raises(FileNotFoundError):
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ChromaBackend().get_collection(
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str(palace_path),
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collection_name="mempalace_drawers",
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create=False,
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)
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assert not palace_path.exists()
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def test_chroma_backend_create_true_creates_directory_and_collection(tmp_path):
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palace_path = tmp_path / "palace"
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collection = ChromaBackend().get_collection(
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str(palace_path),
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collection_name="mempalace_drawers",
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create=True,
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)
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assert palace_path.is_dir()
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assert isinstance(collection, ChromaCollection)
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client = chromadb.PersistentClient(path=str(palace_path))
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client.get_collection("mempalace_drawers")
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def test_chroma_backend_creates_collection_with_cosine_distance(tmp_path):
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palace_path = tmp_path / "palace"
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ChromaBackend().get_collection(
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str(palace_path),
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collection_name="mempalace_drawers",
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create=True,
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)
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client = chromadb.PersistentClient(path=str(palace_path))
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col = client.get_collection("mempalace_drawers")
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assert col.metadata.get("hnsw:space") == "cosine"
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def test_fix_blob_seq_ids_converts_blobs_to_integers(tmp_path):
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"""Simulate a ChromaDB 0.6.x database with BLOB seq_ids and verify repair."""
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db_path = tmp_path / "chroma.sqlite3"
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conn = sqlite3.connect(str(db_path))
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conn.execute("CREATE TABLE embeddings (rowid INTEGER PRIMARY KEY, seq_id)")
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conn.execute("CREATE TABLE max_seq_id (rowid INTEGER PRIMARY KEY, seq_id)")
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# Insert BLOB seq_ids like ChromaDB 0.6.x would
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blob_42 = (42).to_bytes(8, byteorder="big")
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blob_99 = (99).to_bytes(8, byteorder="big")
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conn.execute("INSERT INTO embeddings (seq_id) VALUES (?)", (blob_42,))
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conn.execute("INSERT INTO max_seq_id (seq_id) VALUES (?)", (blob_99,))
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conn.commit()
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conn.close()
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_fix_blob_seq_ids(str(tmp_path))
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conn = sqlite3.connect(str(db_path))
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row = conn.execute("SELECT seq_id, typeof(seq_id) FROM embeddings").fetchone()
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assert row == (42, "integer")
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row = conn.execute("SELECT seq_id, typeof(seq_id) FROM max_seq_id").fetchone()
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assert row == (99, "integer")
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conn.close()
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def test_fix_blob_seq_ids_noop_without_blobs(tmp_path):
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"""No error when seq_ids are already integers."""
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db_path = tmp_path / "chroma.sqlite3"
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conn = sqlite3.connect(str(db_path))
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conn.execute("CREATE TABLE embeddings (rowid INTEGER PRIMARY KEY, seq_id INTEGER)")
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conn.execute("INSERT INTO embeddings (seq_id) VALUES (42)")
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conn.commit()
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conn.close()
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_fix_blob_seq_ids(str(tmp_path))
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conn = sqlite3.connect(str(db_path))
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row = conn.execute("SELECT seq_id, typeof(seq_id) FROM embeddings").fetchone()
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assert row == (42, "integer")
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conn.close()
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def test_fix_blob_seq_ids_noop_without_database(tmp_path):
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"""No error when palace has no chroma.sqlite3."""
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_fix_blob_seq_ids(str(tmp_path)) # should not raise
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