File size: 33,794 Bytes
0ae3f27 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 | import json
from datetime import datetime
from unittest.mock import MagicMock, patch
import pytest
from mem0 import Memory
from mem0.configs.base import MemoryConfig
from mem0.memory.utils import normalize_facts
class MockVectorMemory:
"""Mock memory object for testing incomplete payloads."""
def __init__(self, memory_id: str, payload: dict, score: float = 0.8):
self.id = memory_id
self.payload = payload
self.score = score
@pytest.fixture
def memory_client():
with patch.object(Memory, "__init__", return_value=None):
client = Memory()
client.add = MagicMock(return_value={"results": [{"id": "1", "memory": "Name is John Doe.", "event": "ADD"}]})
client.get = MagicMock(return_value={"id": "1", "memory": "Name is John Doe."})
client.update = MagicMock(return_value={"message": "Memory updated successfully!"})
client.delete = MagicMock(return_value={"message": "Memory deleted successfully!"})
client.history = MagicMock(return_value=[{"memory": "I like Indian food."}, {"memory": "I like Italian food."}])
client.get_all = MagicMock(return_value=["Name is John Doe.", "Name is John Doe. I like to code in Python."])
yield client
def test_create_memory(memory_client):
data = "Name is John Doe."
result = memory_client.add([{"role": "user", "content": data}], user_id="test_user")
assert result["results"][0]["memory"] == data
def test_get_memory(memory_client):
data = "Name is John Doe."
memory_client.add([{"role": "user", "content": data}], user_id="test_user")
result = memory_client.get("1")
assert result["memory"] == data
def test_update_memory(memory_client):
data = "Name is John Doe."
memory_client.add([{"role": "user", "content": data}], user_id="test_user")
new_data = "Name is John Kapoor."
update_result = memory_client.update("1", text=new_data)
assert update_result["message"] == "Memory updated successfully!"
def test_delete_memory(memory_client):
data = "Name is John Doe."
memory_client.add([{"role": "user", "content": data}], user_id="test_user")
delete_result = memory_client.delete("1")
assert delete_result["message"] == "Memory deleted successfully!"
def test_history(memory_client):
data = "I like Indian food."
memory_client.add([{"role": "user", "content": data}], user_id="test_user")
memory_client.update("1", text="I like Italian food.")
history = memory_client.history("1")
assert history[0]["memory"] == "I like Indian food."
assert history[1]["memory"] == "I like Italian food."
def test_list_memories(memory_client):
data1 = "Name is John Doe."
data2 = "Name is John Doe. I like to code in Python."
memory_client.add([{"role": "user", "content": data1}], user_id="test_user")
memory_client.add([{"role": "user", "content": data2}], user_id="test_user")
memories = memory_client.get_all(user_id="test_user")
assert data1 in memories
assert data2 in memories
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_collection_name_preserved_after_reset(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
test_collection_name = "mem0"
config = MemoryConfig()
config.vector_store.config.collection_name = test_collection_name
memory = Memory(config)
assert memory.collection_name == test_collection_name
assert memory.config.vector_store.config.collection_name == test_collection_name
memory.reset()
assert memory.collection_name == test_collection_name
assert memory.config.vector_store.config.collection_name == test_collection_name
reset_calls = [call for call in mock_vector_factory.call_args_list if len(mock_vector_factory.call_args_list) > 2]
if reset_calls:
reset_config = reset_calls[-1][0][1]
assert reset_config.collection_name == test_collection_name, f"Reset used wrong collection name: {reset_config.collection_name}"
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_search_handles_incomplete_payloads(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""Test that search operations handle memory objects with missing 'data' key gracefully."""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
config = MemoryConfig()
memory = MemoryClass(config)
# Create test data with both complete and incomplete payloads
incomplete_memory = MockVectorMemory("mem_1", {"hash": "abc123"})
complete_memory = MockVectorMemory("mem_2", {"data": "content", "hash": "def456"})
mock_vector_store.search.return_value = [incomplete_memory, complete_memory]
mock_embedder = MagicMock()
mock_embedder.embed.return_value = [0.1, 0.2, 0.3]
memory.embedding_model = mock_embedder
result = memory._search_vector_store("test", {"user_id": "test"}, 10)
assert len(result) == 2
memories_by_id = {mem["id"]: mem for mem in result}
assert memories_by_id["mem_1"]["memory"] == ""
assert memories_by_id["mem_2"]["memory"] == "content"
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_get_all_handles_nested_list_from_chroma(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Test that get_all() handles nested list return from Chroma/Milvus.
Issue #3674: Some vector stores return [[mem1, mem2]] instead of [mem1, mem2]
This test ensures the unified unwrapping logic handles this correctly.
"""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
config = MemoryConfig()
memory = MemoryClass(config)
# Create test data
mem1 = MockVectorMemory("mem_1", {"data": "My dog name is Sheru"})
mem2 = MockVectorMemory("mem_2", {"data": "I like to code in Python"})
mem3 = MockVectorMemory("mem_3", {"data": "I live in California"})
# Chroma/Milvus returns nested list: [[mem1, mem2, mem3]]
mock_vector_store.list.return_value = [[mem1, mem2, mem3]]
result = memory._get_all_from_vector_store({"user_id": "test"}, 100)
# Should successfully unwrap and return 3 memories
assert len(result) == 3
assert result[0]["memory"] == "My dog name is Sheru"
assert result[1]["memory"] == "I like to code in Python"
assert result[2]["memory"] == "I live in California"
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_get_all_handles_tuple_from_qdrant(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Test that get_all() handles tuple return from Qdrant.
Qdrant returns: ([mem1, mem2], count)
Should unwrap to [mem1, mem2]
"""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
config = MemoryConfig()
memory = MemoryClass(config)
mem1 = MockVectorMemory("mem_1", {"data": "Memory 1"})
mem2 = MockVectorMemory("mem_2", {"data": "Memory 2"})
# Qdrant returns tuple: ([mem1, mem2], count)
mock_vector_store.list.return_value = ([mem1, mem2], 100)
result = memory._get_all_from_vector_store({"user_id": "test"}, 100)
assert len(result) == 2
assert result[0]["memory"] == "Memory 1"
assert result[1]["memory"] == "Memory 2"
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_get_all_handles_flat_list_from_postgres(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Test that get_all() handles flat list return from PostgreSQL.
PostgreSQL returns: [mem1, mem2]
Should keep as-is without unwrapping
"""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
config = MemoryConfig()
memory = MemoryClass(config)
mem1 = MockVectorMemory("mem_1", {"data": "Memory 1"})
mem2 = MockVectorMemory("mem_2", {"data": "Memory 2"})
# PostgreSQL returns flat list: [mem1, mem2]
mock_vector_store.list.return_value = [mem1, mem2]
result = memory._get_all_from_vector_store({"user_id": "test"}, 100)
assert len(result) == 2
assert result[0]["memory"] == "Memory 1"
assert result[1]["memory"] == "Memory 2"
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_add_infer_with_malformed_llm_facts(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Repro for: 'list' object has no attribute 'replace' on infer=true.
When an LLM (especially smaller models like llama3.1:8b) returns facts as
objects ({"fact": "..."} or {"text": "..."}) instead of plain strings,
the embedding model's .replace() call crashes with AttributeError.
"""
mock_embedder = MagicMock()
mock_embedder.embed.side_effect = lambda text, action: (_ for _ in ()).throw(
AttributeError("'dict' object has no attribute 'replace'")
) if not isinstance(text, str) else [0.1, 0.2, 0.3]
mock_embedder_factory.return_value = mock_embedder
mock_vector_store = MagicMock()
mock_vector_store.search.return_value = []
mock_vector_factory.return_value = mock_vector_store
# LLM returns malformed facts: dicts instead of strings
malformed_response = json.dumps({
"facts": [
{"fact": "User likes Python"},
{"text": "User is a developer"},
]
})
mock_llm = MagicMock()
mock_llm.generate_response.return_value = malformed_response
mock_llm_factory.return_value = mock_llm
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
config = MemoryConfig()
memory = MemoryClass(config)
# This should NOT raise AttributeError
memory._add_to_vector_store(
messages=[{"role": "user", "content": "I like Python and I'm a developer"}],
metadata={"user_id": "test_user"},
filters={"user_id": "test_user"},
infer=True,
)
def test_normalize_facts_plain_strings():
assert normalize_facts(["fact one", "fact two"]) == ["fact one", "fact two"]
def test_normalize_facts_dict_with_fact_key():
assert normalize_facts([{"fact": "User likes Python"}]) == ["User likes Python"]
def test_normalize_facts_dict_with_text_key():
assert normalize_facts([{"text": "User is a developer"}]) == ["User is a developer"]
def test_normalize_facts_mixed():
raw = [
"plain string",
{"fact": "from fact key"},
{"text": "from text key"},
]
assert normalize_facts(raw) == ["plain string", "from fact key", "from text key"]
def test_normalize_facts_filters_empty_strings():
assert normalize_facts(["", "valid", ""]) == ["valid"]
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_delete_nonexistent_memory_raises_error(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Test that delete() raises ValueError when memory_id does not exist
and does not attempt to delete from the vector store.
Issue #3849: memory.delete() fails with AttributeError when memory not found.
Should raise a clear ValueError instead.
"""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
config = MemoryConfig()
memory = MemoryClass(config)
mock_vector_store.get.return_value = None
with pytest.raises(ValueError, match="Memory with id non-existent-id not found"):
memory.delete("non-existent-id")
mock_vector_store.delete.assert_not_called()
@pytest.mark.asyncio
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
async def test_async_delete_nonexistent_memory_raises_error(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Test that async delete() raises ValueError when memory_id does not exist
and does not attempt to delete from the vector store.
Issue #3849: memory.delete() fails with AttributeError when memory not found.
Should raise a clear ValueError instead.
"""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_store.get.return_value = None
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import AsyncMemory
config = MemoryConfig()
memory = AsyncMemory(config)
with pytest.raises(ValueError, match="Memory with id non-existent-id not found"):
await memory.delete("non-existent-id")
mock_vector_store.delete.assert_not_called()
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_update_nonexistent_memory_raises_error(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Test that _update_memory() raises ValueError when memory_id does not exist.
Same class of bug as #3849 — vector_store.get() returns None and code
accesses .payload without a null check.
"""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
config = MemoryConfig()
memory = MemoryClass(config)
mock_vector_store.get.return_value = None
with pytest.raises(ValueError, match="Memory with id non-existent-id not found"):
memory._update_memory("non-existent-id", "new data", {"new data": [0.1, 0.2]})
mock_vector_store.update.assert_not_called()
@pytest.mark.asyncio
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
async def test_async_update_nonexistent_memory_raises_error(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Test that async _update_memory() raises ValueError when memory_id does not exist.
Same class of bug as #3849 — vector_store.get() returns None and code
accesses .payload without a null check.
"""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_store.get.return_value = None
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import AsyncMemory
config = MemoryConfig()
memory = AsyncMemory(config)
with pytest.raises(ValueError, match="Memory with id non-existent-id not found"):
await memory._update_memory("non-existent-id", "new data", {"new data": [0.1, 0.2]})
mock_vector_store.update.assert_not_called()
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_add_infer_false_embeds_once(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Regression test for issue #3723: adding with infer=False should not trigger duplicate embedding calls.
Root cause: _create_memory expected a dict for existing_embeddings but received a raw list[float],
causing the cache check `data in existing_embeddings` to always fail and trigger a redundant embed.
"""
embedder = MagicMock()
embedder.embed.return_value = [0.1, 0.2, 0.3]
embedder.config = MagicMock(embedding_dims=3)
mock_embedder_factory.return_value = embedder
mock_vector_store = MagicMock()
mock_vector_store.search.return_value = []
mock_vector_store.insert.return_value = None
mock_vector_store.get.return_value = None
telemetry_vector_store = MagicMock()
mock_vector_factory.side_effect = [mock_vector_store, telemetry_vector_store]
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
memory = MemoryClass(MemoryConfig())
memory.add("foo", user_id="test_user", infer=False)
assert embedder.embed.call_count == 1
mock_vector_store.insert.assert_called_once()
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_add_infer_true_caches_embedding_on_llm_rewrite(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Regression test for issue #3723 (infer=True path): when the LLM rewrites a fact during the
ADD action, the embedding should be computed once and cached, not computed again inside _create_memory.
"""
embedder = MagicMock()
embedder.embed.return_value = [0.1, 0.2, 0.3]
embedder.config = MagicMock(embedding_dims=3)
mock_embedder_factory.return_value = embedder
mock_vector_store = MagicMock()
mock_vector_store.search.return_value = []
mock_vector_store.insert.return_value = None
mock_vector_store.get.return_value = None
telemetry_vector_store = MagicMock()
mock_vector_factory.side_effect = [mock_vector_store, telemetry_vector_store]
# LLM extracts fact "User likes Python", then ADD action rewrites to "The user enjoys Python"
mock_llm = MagicMock()
mock_llm.generate_response.side_effect = [
json.dumps({"facts": ["User likes Python"]}),
json.dumps({"memory": [{"id": "0", "text": "The user enjoys Python", "event": "ADD", "old_memory": None}]}),
]
mock_llm_factory.return_value = mock_llm
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
memory = MemoryClass(MemoryConfig())
memory.add("I like Python", user_id="test_user", infer=True)
# embed should be called exactly twice:
# 1. For the extracted fact "User likes Python" (search)
# 2. For the rewritten text "The user enjoys Python" (pre-cached before _create_memory)
# It should NOT be called a 3rd time inside _create_memory
assert embedder.embed.call_count == 2
mock_vector_store.insert.assert_called_once()
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_update_infer_true_caches_embedding_on_llm_rewrite(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Regression test for issue #3723 (infer=True UPDATE path): when the LLM rewrites a fact during
an UPDATE action, the embedding should be computed once and cached, not computed again inside _update_memory.
"""
embedder = MagicMock()
embedder.embed.return_value = [0.1, 0.2, 0.3]
embedder.config = MagicMock(embedding_dims=3)
mock_embedder_factory.return_value = embedder
# Existing memory that will be matched for update
existing_memory = MockVectorMemory(
memory_id="existing-mem-id",
payload={
"data": "User likes Python",
"hash": "abc123",
"created_at": "2025-01-01T00:00:00+00:00",
},
)
mock_vector_store = MagicMock()
mock_vector_store.search.return_value = [existing_memory]
mock_vector_store.get.return_value = existing_memory
mock_vector_store.insert.return_value = None
mock_vector_store.update.return_value = None
telemetry_vector_store = MagicMock()
mock_vector_factory.side_effect = [mock_vector_store, telemetry_vector_store]
# LLM extracts fact "User loves Python now", then UPDATE action rewrites to "The user loves Python"
mock_llm = MagicMock()
mock_llm.generate_response.side_effect = [
json.dumps({"facts": ["User loves Python now"]}),
json.dumps({"memory": [{"id": "0", "text": "The user loves Python", "event": "UPDATE", "old_memory": "User likes Python"}]}),
]
mock_llm_factory.return_value = mock_llm
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
memory = MemoryClass(MemoryConfig())
memory.add("I love Python now", user_id="test_user", infer=True)
# embed should be called exactly twice:
# 1. For the extracted fact "User loves Python now" (search)
# 2. For the rewritten text "The user loves Python" (pre-cached before _update_memory)
# It should NOT be called a 3rd time inside _update_memory
assert embedder.embed.call_count == 2
mock_vector_store.update.assert_called_once()
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.main.SQLiteManager')
def test_delete_memory_history_has_timestamps(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Test that deleting a memory records created_at and updated_at in history.
Ensures DELETE operations preserve the original creation timestamp
and record the deletion time for proper audit trails.
"""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
config = MemoryConfig()
memory = MemoryClass(config)
existing_memory = MagicMock()
existing_memory.payload = {
"data": "I like Python.",
"created_at": "2024-01-01T00:00:00+00:00",
"actor_id": None,
"role": None,
}
mock_vector_store.get.return_value = existing_memory
memory.delete("mem-123")
call_kwargs = memory.db.add_history.call_args.kwargs
assert call_kwargs["created_at"] == "2024-01-01T00:00:00+00:00"
assert call_kwargs["updated_at"] is not None
datetime.fromisoformat(call_kwargs["updated_at"]) # verify valid ISO timestamp
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.main.SQLiteManager')
def test_delete_memory_normalizes_non_utc_created_at(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""Test that non-UTC created_at timestamps are normalized to UTC on delete."""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
config = MemoryConfig()
memory = MemoryClass(config)
existing_memory = MagicMock()
existing_memory.payload = {
"data": "I like Python.",
"created_at": "2024-01-01T05:00:00+05:00", # UTC+5
"actor_id": None,
"role": None,
}
mock_vector_store.get.return_value = existing_memory
memory.delete("mem-123")
call_kwargs = memory.db.add_history.call_args.kwargs
assert call_kwargs["created_at"] == "2024-01-01T00:00:00+00:00" # normalized to UTC
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.main.SQLiteManager')
def test_delete_memory_missing_created_at(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""Test that delete works when created_at is absent from the payload (pre-existing memories)."""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
config = MemoryConfig()
memory = MemoryClass(config)
existing_memory = MagicMock()
existing_memory.payload = {
"data": "I like Python.",
"actor_id": None,
"role": None,
}
mock_vector_store.get.return_value = existing_memory
memory.delete("mem-123")
call_kwargs = memory.db.add_history.call_args.kwargs
assert call_kwargs["created_at"] is None
assert call_kwargs["updated_at"] is not None
datetime.fromisoformat(call_kwargs["updated_at"]) # verify valid ISO timestamp
@pytest.mark.asyncio
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.main.SQLiteManager')
async def test_async_delete_memory_history_has_timestamps(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""
Test that async deleting a memory records created_at and updated_at in history.
Ensures async DELETE operations preserve the original creation timestamp
and record the deletion time for proper audit trails.
"""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import AsyncMemory
config = MemoryConfig()
memory = AsyncMemory(config)
existing_memory = MagicMock()
existing_memory.payload = {
"data": "I like Python.",
"created_at": "2024-01-01T00:00:00+00:00",
"actor_id": None,
"role": None,
}
mock_vector_store.get.return_value = existing_memory
await memory.delete("mem-123")
call_kwargs = memory.db.add_history.call_args.kwargs
assert call_kwargs["created_at"] == "2024-01-01T00:00:00+00:00"
assert call_kwargs["updated_at"] is not None
datetime.fromisoformat(call_kwargs["updated_at"]) # verify valid ISO timestamp
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
class TestProcessMetadataFiltersMerge:
"""Regression tests for issue #3952: multiple operators on the same key must be merged."""
def _make_memory(self, mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
mock_embedder_factory.return_value = MagicMock()
mock_vector_factory.return_value = MagicMock()
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
from mem0.memory.main import Memory as MemoryClass
return MemoryClass(MemoryConfig())
def test_multiple_operators_same_key_merged(self, mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""Filters like created_at: {gte: X, lte: Y} must preserve both operators."""
memory = self._make_memory(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory)
result = memory._process_metadata_filters({
"created_at": {"gte": 1000, "lte": 2000}
})
assert result == {"created_at": {"gte": 1000, "lte": 2000}}
def test_single_operator_still_works(self, mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""Single operator filters must continue to work."""
memory = self._make_memory(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory)
result = memory._process_metadata_filters({
"created_at": {"gte": 1000}
})
assert result == {"created_at": {"gte": 1000}}
def test_multiple_keys_with_multiple_operators(self, mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""Multiple keys each with multiple operators."""
memory = self._make_memory(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory)
result = memory._process_metadata_filters({
"created_at": {"gte": 1000, "lte": 2000},
"score": {"gt": 0.5, "lt": 0.9},
})
assert result == {
"created_at": {"gte": 1000, "lte": 2000},
"score": {"gt": 0.5, "lt": 0.9},
}
# --- Issue #3040: reset() should clean up graph database ---
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_reset_calls_graph_reset_when_graph_enabled(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""Test that reset() calls graph.reset() when graph is enabled (issue #3040)."""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
config = MemoryConfig()
memory = Memory(config)
# Simulate graph being enabled
memory.enable_graph = True
mock_graph = MagicMock()
memory.graph = mock_graph
memory.reset()
mock_graph.reset.assert_called_once()
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_reset_skips_graph_when_graph_disabled(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""Test that reset() does NOT call graph.reset() when graph is disabled."""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
config = MemoryConfig()
memory = Memory(config)
# Graph is disabled by default
memory.enable_graph = False
memory.reset()
# graph attribute may not even exist, but reset should not fail
assert not hasattr(memory, 'graph') or not memory.enable_graph
@patch('mem0.utils.factory.EmbedderFactory.create')
@patch('mem0.utils.factory.VectorStoreFactory.create')
@patch('mem0.utils.factory.LlmFactory.create')
@patch('mem0.memory.storage.SQLiteManager')
def test_reset_continues_if_graph_reset_fails(mock_sqlite, mock_llm_factory, mock_vector_factory, mock_embedder_factory):
"""Test that reset() doesn't crash if graph.reset() raises an exception (issue #3040)."""
mock_embedder_factory.return_value = MagicMock()
mock_vector_store = MagicMock()
mock_vector_factory.return_value = mock_vector_store
mock_llm_factory.return_value = MagicMock()
mock_sqlite.return_value = MagicMock()
config = MemoryConfig()
memory = Memory(config)
memory.enable_graph = True
mock_graph = MagicMock()
mock_graph.reset.side_effect = Exception("Neo4j connection failed")
memory.graph = mock_graph
# Should NOT raise — graph failure is logged but reset continues
memory.reset()
mock_graph.reset.assert_called_once()
|