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feat(vector): add Valkey Search vector database backend (#2276)
* feat(vector): add Valkey Search vector database backend Add a new opt-in VectorDatabase backend backed by the Valkey Search module (valkey/valkey-bundle), accessed via the official valkey-glide client's native ft command namespace. - Implements the full VectorDatabase ABC: VECTOR, FULL_TEXT and HYBRID search, all 8 metadata filter operators, and pagination with exact totals. - HYBRID uses filter-then-KNN (no app-side weighted fusion); vector_weight is accepted for interface parity but NOT honored (docstring + one-time warning + docs caveat). - Lazy connect so a down Valkey never blocks boot; mandatory client_name=langbot_vector_client; optional auth + TLS (never logged). - Registered via a single elif branch in vector/mgr.py; disabled by default (vdb.use stays chroma) for toC compatibility. - Adds valkey-glide>=2.4.1,<3.0.0; no protobuf/pydantic downgrade; no ORM change so no Alembic migration. - Unit tests (fast lane, no server) + slow-gated integration tests (TEST_VALKEY_URL, valkey/valkey-bundle:9.1.0) + integration doc. * fix(vector): paginate Valkey Search deletes and guard delete_by_filter Address self-review follow-ups for the Valkey Search VDB backend: - _search_keys now paginates through the full result set in batches of _DELETE_SCAN_BATCH instead of capping at a single hard-coded 10000-key page, so delete_by_file_id / delete_by_filter fully remove files and filters that match more than one page of chunks (no orphaned vectors). - Add unit regression tests for the delete_by_filter mass-deletion guard: a filter referencing only non-indexed fields must skip and return 0 (never fall back to match-all), and a supported filter still deletes matching keys. * refactor(vector): harden Valkey Search backend and add adversarial tests Address the self-review NICE-TO-HAVE items for the Valkey Search VDB backend: - Guard the username-without-password credential edge (skip auth + warn instead of building ServerCredentials(password=None, ...), which glide rejects). - Add an async close() teardown that closes the glide client and resets cached state (re-init is safe via the existing None guard). - Hoist 'import json' to module top (was imported inside three methods). - Document the FT TAG literal-brace limitation in _escape_tag (fails closed, never widens). Tests: - Add an adversarial-input integration test proving crafted file_id / query_text cannot break out of or widen a query (fail-closed on braces). - Add unit tests for close() and the credential-build guard. Signed-off-by: Daria Korenieva <daric2612@gmail.com> * fix(vector): make Valkey Search file_id TAG support arbitrary characters Valkey Search's FT TAG query parser cannot handle '{', '}' or '*' even when backslash-escaped, so a file_id containing those characters previously produced an unparseable query (it failed closed / raised). Percent-encode exactly those FT-unsafe characters (plus '%' for reversibility) in the file_id TAG value, applied identically at write time and query time, so an arbitrary file_id round-trips. For normal UUID/hash ids this is a no-op and the stored value is unchanged; the original file_id is always preserved verbatim in metadata_json. Strengthen the adversarial integration test to assert a brace/star-bearing file_id matches and deletes exactly its own row (no widening, no raise), and add unit tests for _encode_file_id and the filter encoding. Signed-off-by: Daria Korenieva <daric2612@gmail.com> * refactor(vector): address Valkey Search review feedback - Add configurable request_timeout (default 5000ms; glide default 250ms is too low for KNN); expose in config.yaml + docs table - Validate embedding dimension consistency in add_embeddings (fail fast on mixed lengths to avoid silent KNN corruption) - Use ft.info (O(1)) instead of ft.list (O(n)) for index existence checks in the query hot path; also closes the check-then-create TOCTOU window - Pipeline HSETs via a non-atomic Batch instead of N sequential awaits - Extract shared _iter_reply_docs to deduplicate reply parsing between _reply_to_chroma and list_by_filter - Parenthesize multi-condition pre-filters before the => KNN clause - Fail closed when a username is configured without a password - Catch only RequestError on ft.dropindex (let connection/auth errors surface) - Bound the delete_collection SCAN loop with a safety cap - Add VectorDatabase.close() (no-op default) + VectorDBManager.shutdown() - Simplify _MATCH_ALL literal; normalize typing to builtin generics * fix(vector/valkey_search): address round-2 review feedback - Serialize lazy client creation with an asyncio.Lock (double-checked) so concurrent first-use callers don't construct and leak duplicate clients. - Make the filter operator chain exhaustive: raise on an unhandled op rather than silently dropping the condition (which could widen delete_by_filter). - Cast numeric range (///) values to float, failing closed on non-numeric input and pre-empting a future NUMERIC-field injection surface. * refactor(vector): remove shutdown/close from base ABC per maintainer feedback Per maintainer request, interface changes to VectorDatabase ABC and VectorDBManager should be in a separate PR with implementation across all backends. The ValkeySearchVectorDatabase.close() method remains but does not override an ABC method. Signed-off-by: Daria Korenieva <daric2612@gmail.com> * docs(test): list valkey_search in vdb coverage exclusions Add valkey_search to the documented vector/vdbs/ coverage-exclusion list, matching the existing chroma/milvus/pgvector/qdrant/seekdb entries. These adapters require a live database instance and are covered by env-gated integration tests instead of unit tests. Signed-off-by: Daria Korenieva <daric2612@gmail.com> --------- Signed-off-by: Daria Korenieva <daric2612@gmail.com>
This commit is contained in:
@@ -33,7 +33,7 @@ class TestVectorDBManagerInitialization:
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mocks['langbot.pkg.core.app'] = MagicMock()
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# Mock all VDB backend implementations
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for backend in ['chroma', 'qdrant', 'seekdb', 'milvus', 'pgvector_db']:
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for backend in ['chroma', 'qdrant', 'seekdb', 'milvus', 'pgvector_db', 'valkey_search']:
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mocks[f'langbot.pkg.vector.vdbs.{backend}'] = MagicMock()
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return mocks
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@@ -123,6 +123,25 @@ class TestVectorDBManagerInitialization:
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mock_seekdb_class.assert_called_once_with(mock_app)
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def test_initialize_valkey_search_backend(self):
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"""Valkey Search config uses ValkeySearchVectorDatabase backend."""
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vdb_config = {'use': 'valkey_search'}
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mock_app = self._create_mock_app(vdb_config)
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mocks = self._make_vector_import_mocks()
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mock_valkey_class = MagicMock()
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mocks['langbot.pkg.vector.vdbs.valkey_search'].ValkeySearchVectorDatabase = mock_valkey_class
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with isolated_sys_modules(mocks):
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from langbot.pkg.vector.mgr import VectorDBManager
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mgr = VectorDBManager(mock_app)
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import asyncio
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asyncio.get_event_loop().run_until_complete(mgr.initialize())
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mock_valkey_class.assert_called_once_with(mock_app)
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def test_initialize_milvus_backend_with_uri(self):
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"""Milvus config with custom URI."""
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vdb_config = {
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@@ -0,0 +1,388 @@
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"""Unit tests for the Valkey Search VDB backend's pure helpers.
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These tests exercise the filter-to-FT mapping, float32 packing, tag/text
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escaping, FT.SEARCH reply parsing and the import guard. They run in the fast
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CI lane and require NO running Valkey server.
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"""
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from __future__ import annotations
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import asyncio
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import struct
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from importlib import import_module
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from unittest.mock import AsyncMock
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import pytest
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def get_valkey_module():
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"""Lazy import of the valkey_search backend module."""
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return import_module('langbot.pkg.vector.vdbs.valkey_search')
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def make_backend():
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"""Construct a backend instance without running its __init__.
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The constructor needs a live ``ap`` + config; for pure-helper tests we
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only need a bare instance with the attributes the helpers touch.
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"""
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mod = get_valkey_module()
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backend = object.__new__(mod.ValkeySearchVectorDatabase)
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# _ensure_client serializes creation through this lock; set it here since
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# __init__ (which normally creates it) is bypassed.
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backend._client_lock = asyncio.Lock()
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return backend
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class TestFloat32Packing:
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"""Tests for _pack_vector little-endian float32 packing."""
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def test_pack_round_trips(self):
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mod = get_valkey_module()
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vec = [0.1, -2.5, 3.0, 4.25]
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packed = mod.ValkeySearchVectorDatabase._pack_vector(vec)
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assert isinstance(packed, bytes)
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assert len(packed) == 4 * len(vec)
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unpacked = list(struct.unpack(f'<{len(vec)}f', packed))
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for original, restored in zip(vec, unpacked):
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assert restored == pytest.approx(original, rel=1e-6)
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def test_pack_is_little_endian(self):
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mod = get_valkey_module()
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packed = mod.ValkeySearchVectorDatabase._pack_vector([1.0])
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assert packed == struct.pack('<f', 1.0)
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class TestTagEscaping:
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"""Tests for _escape_tag."""
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def test_escapes_special_chars(self):
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mod = get_valkey_module()
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escaped = mod.ValkeySearchVectorDatabase._escape_tag('a-b c.d')
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assert '\\-' in escaped
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assert '\\ ' in escaped
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assert '\\.' in escaped
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def test_plain_value_unchanged(self):
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mod = get_valkey_module()
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assert mod.ValkeySearchVectorDatabase._escape_tag('abc123') == 'abc123'
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class TestFileIdEncoding:
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"""Tests for _encode_file_id (FT-unsafe char percent-encoding)."""
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def test_uuid_is_noop(self):
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mod = get_valkey_module()
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fid = '550e8400-e29b-41d4-a716-446655440000'
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assert mod.ValkeySearchVectorDatabase._encode_file_id(fid) == fid
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def test_encodes_braces_star_and_percent(self):
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mod = get_valkey_module()
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enc = mod.ValkeySearchVectorDatabase._encode_file_id('a{b}c*d%e')
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# '{'=7B '}'=7D '*'=2A '%'=25
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assert enc == 'a%7Bb%7Dc%2Ad%25e'
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# No raw FT-unsafe char survives.
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assert all(ch not in enc for ch in '{}*') or '%' in enc
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def test_encoding_is_deterministic_and_collision_safe(self):
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mod = get_valkey_module()
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enc = mod.ValkeySearchVectorDatabase._encode_file_id
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# A literal "%7B" must not collide with an encoded "{".
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assert enc('{') != enc('%7B')
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assert enc('{') == '%7B'
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assert enc('%7B') == '%257B'
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def test_filter_encodes_unsafe_chars_in_tag_query(self):
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backend = make_backend()
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# The emitted TAG query must contain the encoded form, never raw braces.
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frag = backend._triples_to_ft({'file_id': 'x}y{z*'})
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assert '7D' in frag and '7B' in frag and '2A' in frag
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# No raw '*' from the value, and exactly one opening/closing brace (the
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# TAG-clause delimiters) — the value's own braces were encoded away.
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assert '*' not in frag
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assert frag.count('{') == 1 and frag.count('}') == 1
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assert frag.startswith('@file_id:{') and frag.endswith('}')
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def test_filter_in_operator_encodes_each_value(self):
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backend = make_backend()
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frag = backend._triples_to_ft({'file_id': {'$in': ['a*b', 'c}d']}})
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assert '2A' in frag and '7D' in frag
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assert '*' not in frag
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class TestFilterToFt:
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"""Tests for _triples_to_ft filter mapping (all 8 operators)."""
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def test_empty_filter_returns_empty_string(self):
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backend = make_backend()
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assert backend._triples_to_ft(None) == ''
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assert backend._triples_to_ft({}) == ''
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def test_eq_tag(self):
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backend = make_backend()
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assert backend._triples_to_ft({'file_id': 'abc'}) == '@file_id:{abc}'
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def test_explicit_eq_tag(self):
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backend = make_backend()
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assert backend._triples_to_ft({'file_id': {'$eq': 'abc'}}) == '@file_id:{abc}'
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def test_ne_tag(self):
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backend = make_backend()
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assert backend._triples_to_ft({'file_id': {'$ne': 'abc'}}) == '-@file_id:{abc}'
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def test_in_tag(self):
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backend = make_backend()
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assert backend._triples_to_ft({'file_id': {'$in': ['a', 'b']}}) == '@file_id:{a|b}'
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def test_nin_tag(self):
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backend = make_backend()
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assert backend._triples_to_ft({'file_id': {'$nin': ['a', 'b']}}) == '-@file_id:{a|b}'
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def test_numeric_range_operators(self):
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backend = make_backend()
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# file_id is the only indexed field; numeric ops still render via the
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# generic range fragment, so use file_id to keep the field supported.
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# Values are cast to float (defensive against non-numeric input and a
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# future NUMERIC field becoming an injection surface).
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assert backend._triples_to_ft({'file_id': {'$gt': 5}}) == '@file_id:[(5.0 +inf]'
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assert backend._triples_to_ft({'file_id': {'$gte': 5}}) == '@file_id:[5.0 +inf]'
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assert backend._triples_to_ft({'file_id': {'$lt': 5}}) == '@file_id:[-inf (5.0]'
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assert backend._triples_to_ft({'file_id': {'$lte': 5}}) == '@file_id:[-inf 5.0]'
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def test_numeric_range_rejects_non_numeric(self):
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backend = make_backend()
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# A non-numeric range value fails closed rather than interpolating raw.
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with pytest.raises((ValueError, TypeError)):
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backend._triples_to_ft({'file_id': {'$gt': 'not-a-number'}})
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def test_unsupported_field_dropped(self):
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backend = make_backend()
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# Non-indexed fields are dropped (returns empty expression).
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assert backend._triples_to_ft({'some_other_field': 'x'}) == ''
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def test_multiple_supported_keys_anded(self):
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backend = make_backend()
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# Two conditions on the same indexed field are joined with a space (AND).
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result = backend._triples_to_ft({'file_id': {'$in': ['a', 'b']}})
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assert result == '@file_id:{a|b}'
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class TestTextEscaping:
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"""Tests for _escape_text full-text escaping."""
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def test_escapes_ft_special_chars(self):
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mod = get_valkey_module()
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escaped = mod.ValkeySearchVectorDatabase._escape_text('hello@world|test')
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assert '\\@' in escaped
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assert '\\|' in escaped
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class TestReplyToChroma:
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"""Tests for _reply_to_chroma FT.SEARCH reply parsing."""
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def test_parses_knn_reply(self):
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backend = make_backend()
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# glide returns [total, {key: {field: value}}]
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reply = [
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2,
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{
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b'kb:col1:id1': {
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b'distance': b'0.10',
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b'document': b'hello',
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b'metadata_json': b'{"file_id": "f1"}',
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},
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b'kb:col1:id2': {
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b'distance': b'0.25',
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b'document': b'world',
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b'metadata_json': b'{"file_id": "f2"}',
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},
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},
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]
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result = backend._reply_to_chroma('idx:col1', reply, has_distance=True)
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assert result['ids'][0] == ['id1', 'id2']
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assert result['distances'][0] == [pytest.approx(0.10), pytest.approx(0.25)]
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assert result['metadatas'][0][0] == {'file_id': 'f1'}
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assert result['metadatas'][0][1] == {'file_id': 'f2'}
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def test_empty_reply(self):
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backend = make_backend()
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result = backend._reply_to_chroma('idx:col1', [0, {}], has_distance=True)
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assert result == {'ids': [[]], 'metadatas': [[]], 'distances': [[]]}
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def test_malformed_reply(self):
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backend = make_backend()
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result = backend._reply_to_chroma('idx:col1', [], has_distance=True)
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assert result == {'ids': [[]], 'metadatas': [[]], 'distances': [[]]}
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def test_text_search_reply_no_distance(self):
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backend = make_backend()
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reply = [
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1,
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{
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b'kb:col1:id1': {
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b'document': b'hello',
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b'metadata_json': b'{"file_id": "f1"}',
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},
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},
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]
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result = backend._reply_to_chroma('idx:col1', reply, has_distance=False)
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assert result['ids'][0] == ['id1']
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assert result['distances'][0] == [0.0]
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class TestImportGuard:
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"""Tests for the ImportError guard when glide is unavailable."""
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def test_constructor_raises_when_unavailable(self, monkeypatch):
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mod = get_valkey_module()
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monkeypatch.setattr(mod, 'VALKEY_SEARCH_AVAILABLE', False)
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with pytest.raises(ImportError, match='valkey-glide'):
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mod.ValkeySearchVectorDatabase(ap=None)
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class TestSupportedSearchTypes:
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"""Tests for supported_search_types."""
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def test_supports_vector_full_text_hybrid(self):
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mod = get_valkey_module()
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from langbot.pkg.vector.vdb import SearchType
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types = mod.ValkeySearchVectorDatabase.supported_search_types()
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assert SearchType.VECTOR in types
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assert SearchType.FULL_TEXT in types
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assert SearchType.HYBRID in types
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class TestDeleteByFilterGuard:
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"""Regression tests for the delete_by_filter mass-deletion guard.
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A non-empty filter referencing only non-indexed fields must NOT fall back
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to match-all and wipe the whole collection: it must skip and return 0.
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"""
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async def test_unsupported_only_filter_skips_and_returns_zero(self):
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backend = make_backend()
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# Make the client/index lookups succeed without a real server.
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backend._client = AsyncMock()
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backend.ap = type('Ap', (), {'logger': AsyncMock()})()
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backend._ensure_client = AsyncMock(return_value=backend._client)
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backend._index_exists = AsyncMock(return_value=True)
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# _search_keys must never be reached for an unusable filter.
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backend._search_keys = AsyncMock(
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side_effect=AssertionError('_search_keys must not be called for an unusable filter')
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)
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# Filter references only a non-indexed field -> maps to no FT conditions.
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deleted = await backend.delete_by_filter('col1', {'some_other_field': 'x'})
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assert deleted == 0
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backend._client.delete.assert_not_called()
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async def test_supported_filter_deletes_matching_keys(self):
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backend = make_backend()
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backend._client = AsyncMock()
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backend.ap = type('Ap', (), {'logger': AsyncMock()})()
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backend._ensure_client = AsyncMock(return_value=backend._client)
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backend._index_exists = AsyncMock(return_value=True)
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backend._search_keys = AsyncMock(return_value=['kb:col1:id1', 'kb:col1:id2'])
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deleted = await backend.delete_by_filter('col1', {'file_id': 'f1'})
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assert deleted == 2
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backend._client.delete.assert_awaited_once_with(['kb:col1:id1', 'kb:col1:id2'])
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class TestClose:
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"""Tests for the close() teardown."""
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async def test_close_resets_client_and_indexes(self):
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backend = make_backend()
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client = AsyncMock()
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backend._client = client
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backend.ap = type('Ap', (), {'logger': AsyncMock()})()
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backend._ensured_indexes = {'idx:col1'}
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await backend.close()
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client.close.assert_awaited_once()
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assert backend._client is None
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assert backend._ensured_indexes == set()
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async def test_close_is_noop_when_no_client(self):
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backend = make_backend()
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backend._client = None
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backend.ap = type('Ap', (), {'logger': AsyncMock()})()
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backend._ensured_indexes = set()
|
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# Should not raise.
|
||||
await backend.close()
|
||||
assert backend._client is None
|
||||
|
||||
|
||||
class TestCredentialsBuild:
|
||||
"""Tests for the auth-credential construction in _ensure_client."""
|
||||
|
||||
def _prep_backend(self, mod, monkeypatch, *, username, password):
|
||||
backend = make_backend()
|
||||
backend._client = None
|
||||
backend._host = 'localhost'
|
||||
backend._port = 6379
|
||||
backend._db = 0
|
||||
backend._tls = False
|
||||
backend._username = username
|
||||
backend._password = password
|
||||
backend._request_timeout = 5000
|
||||
backend._ensured_indexes = set()
|
||||
warnings: list[str] = []
|
||||
backend.ap = type(
|
||||
'Ap',
|
||||
(),
|
||||
{
|
||||
'logger': type(
|
||||
'L', (), {'info': lambda self, *a, **k: None, 'warning': lambda s, m, *a, **k: warnings.append(m)}
|
||||
)()
|
||||
},
|
||||
)()
|
||||
|
||||
created = {}
|
||||
|
||||
class _FakeClient:
|
||||
@staticmethod
|
||||
async def create(conf):
|
||||
created['conf'] = conf
|
||||
return AsyncMock()
|
||||
|
||||
cred_calls: list[dict] = []
|
||||
|
||||
def _fake_credentials(**kwargs):
|
||||
cred_calls.append(kwargs)
|
||||
return ('CRED', kwargs)
|
||||
|
||||
monkeypatch.setattr(mod, 'GlideClient', _FakeClient)
|
||||
monkeypatch.setattr(mod, 'ServerCredentials', _fake_credentials)
|
||||
monkeypatch.setattr(mod, 'GlideClientConfiguration', lambda **kw: kw)
|
||||
monkeypatch.setattr(mod, 'NodeAddress', lambda *a, **k: ('node', a, k))
|
||||
return backend, created, cred_calls, warnings
|
||||
|
||||
async def test_username_without_password_fails_closed(self, monkeypatch):
|
||||
mod = get_valkey_module()
|
||||
backend, created, cred_calls, warnings = self._prep_backend(mod, monkeypatch, username='acluser', password=None)
|
||||
|
||||
# A username without a password must fail closed rather than silently
|
||||
# connecting unauthenticated to a (potentially shared) Valkey instance.
|
||||
with pytest.raises(ValueError, match='without a password'):
|
||||
await backend._ensure_client()
|
||||
|
||||
assert cred_calls == [] # ServerCredentials NOT constructed
|
||||
assert 'conf' not in created # client never created
|
||||
|
||||
async def test_password_builds_credentials(self, monkeypatch):
|
||||
mod = get_valkey_module()
|
||||
backend, created, cred_calls, warnings = self._prep_backend(
|
||||
mod, monkeypatch, username='acluser', password='secret'
|
||||
)
|
||||
|
||||
await backend._ensure_client()
|
||||
|
||||
assert len(cred_calls) == 1
|
||||
assert cred_calls[0] == {'password': 'secret', 'username': 'acluser'}
|
||||
assert created['conf']['credentials'] == ('CRED', {'password': 'secret', 'username': 'acluser'})
|
||||
Reference in New Issue
Block a user