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feat: optimise embeds
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"""Re-embed script: CLI contract, orchestration, and the FAISS rebuild path."""
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from unittest.mock import MagicMock, patch
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import pytest
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from application.scripts import reembed
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class TestCLI:
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def test_defaults(self):
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args = reembed.build_parser().parse_args([])
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assert args.dry_run is False
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assert args.sources is None
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assert args.batch_size == reembed.DEFAULT_BATCH_SIZE
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def test_unsupported_store_exits_without_touching_anything(self):
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with patch.object(reembed.settings, "VECTOR_STORE", "qdrant", create=True):
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with patch.object(reembed, "run") as run:
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assert reembed.main([]) == 2
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run.assert_not_called()
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def test_supported_stores_are_pgvector_and_faiss(self):
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assert set(reembed.SUPPORTED_STORES) == {"pgvector", "faiss"}
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def test_sources_are_split_and_trimmed(self):
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with patch.object(reembed.settings, "VECTOR_STORE", "faiss", create=True):
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with patch.object(reembed, "run", return_value=0) as run:
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reembed.main(["--sources", " a , b ,, c "])
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assert run.call_args.args[1] == ["a", "b", "c"]
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def test_batch_size_is_clamped_to_at_least_one(self):
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with patch.object(reembed.settings, "VECTOR_STORE", "faiss", create=True):
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with patch.object(reembed, "run", return_value=0) as run:
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reembed.main(["--batch-size", "0"])
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assert run.call_args.args[2] == 1
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class TestRun:
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def test_no_sources_is_a_clean_exit(self):
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with patch.object(reembed, "list_source_ids", return_value=[]):
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assert reembed.run("faiss", None, 8, False) == 0
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def test_processes_every_discovered_source(self):
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with patch.object(reembed, "list_source_ids", return_value=["a", "b"]):
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with patch.object(reembed, "reembed_faiss", return_value=(3, 3)) as handler:
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assert reembed.run("faiss", None, 8, False) == 0
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assert [call.args[0] for call in handler.call_args_list] == ["a", "b"]
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def test_explicit_sources_skip_discovery(self):
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with patch.object(reembed, "list_source_ids") as discover:
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with patch.object(reembed, "reembed_faiss", return_value=(1, 1)):
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reembed.run("faiss", ["only-this"], 8, False)
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discover.assert_not_called()
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def test_one_failing_source_does_not_stop_the_others(self):
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def handler(source_id, batch_size, dry_run):
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if source_id == "bad":
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raise RuntimeError("boom")
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return (1, 1)
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with patch.object(reembed, "reembed_faiss", side_effect=handler) as spy:
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code = reembed.run("faiss", ["good", "bad", "also-good"], 8, False)
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assert code == 1, "a failure must be reported in the exit code"
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assert spy.call_count == 3, "later sources must still be attempted"
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def test_dry_run_is_reported_as_success(self):
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with patch.object(reembed, "reembed_faiss", return_value=(5, 0)):
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assert reembed.run("faiss", ["a"], 8, True) == 0
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def test_pgvector_uses_the_pgvector_handler(self):
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with patch.object(reembed, "reembed_pgvector", return_value=(1, 1)) as handler:
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reembed.run("pgvector", ["a"], 8, False)
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handler.assert_called_once()
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class TestFaissRebuild:
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@pytest.fixture
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def stores(self):
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"""An existing store to read from and the rebuilt one written back."""
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existing = MagicMock()
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existing.get_chunks.return_value = [
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{"doc_id": "1", "text": "alpha", "metadata": {"i": 0}},
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{"doc_id": "2", "text": "beta", "metadata": {"i": 1}},
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]
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rebuilt = MagicMock()
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with patch.object(
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reembed.VectorCreator, "create_vectorstore", side_effect=[existing, rebuilt]
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) as factory:
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yield existing, rebuilt, factory
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def test_rebuilds_from_stored_text_and_saves(self, stores):
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existing, rebuilt, factory = stores
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seen, written = reembed.reembed_faiss("s1", batch_size=8, dry_run=False)
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assert (seen, written) == (2, 2)
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rebuilt.save_local.assert_called_once()
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docs = factory.call_args_list[1].kwargs["docs_init"]
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assert [d.page_content for d in docs] == ["alpha", "beta"]
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assert [d.metadata for d in docs] == [{"i": 0}, {"i": 1}]
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def test_existing_index_is_not_deleted(self, stores):
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"""The rebuild must not destroy the old index before the new one exists."""
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existing, rebuilt, _ = stores
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reembed.reembed_faiss("s1", batch_size=8, dry_run=False)
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existing.delete_index.assert_not_called()
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def test_dry_run_reads_but_never_rebuilds(self):
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existing = MagicMock()
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existing.get_chunks.return_value = [{"doc_id": "1", "text": "a", "metadata": {}}]
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with patch.object(
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reembed.VectorCreator, "create_vectorstore", return_value=existing
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) as factory:
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seen, written = reembed.reembed_faiss("s1", batch_size=8, dry_run=True)
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assert (seen, written) == (1, 0)
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assert factory.call_count == 1, "no rebuild store may be constructed"
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def test_empty_index_is_a_no_op(self):
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existing = MagicMock()
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existing.get_chunks.return_value = []
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with patch.object(
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reembed.VectorCreator, "create_vectorstore", return_value=existing
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):
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assert reembed.reembed_faiss("s1", batch_size=8, dry_run=False) == (0, 0)
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