From a6fd0ddb7502211e5ced138bcfba702f9516d591 Mon Sep 17 00:00:00 2001 From: Pavlo Paliychuk Date: Tue, 20 Aug 2024 16:29:19 -0400 Subject: [PATCH] feat: Initial version of temporal invalidation + tests (#8) * feat: Initial version of temporal invalidation + tests * fix: dont run int tests on CI * fix: dont run int tests on CI * fix: dont run int tests on CI * fix: time of day issue * fix: running non int tests in ci * fix: running non int tests in ci * fix: running non int tests in ci * fix: running non int tests in ci * fix: running non int tests in ci * fix: running non int tests in ci * fix: running non int tests in ci * revert: Tests structural changes * chore: Remove idea file * chore: Get rid of NodesWithEdges class and define a triplet type instead --- .github/workflows/unit_tests.yml | 39 + .gitignore | 4 +- conftest.py | 6 + core/graphiti.py | 57 +- core/nodes.py | 4 +- core/prompts/invalidate_edges.py | 50 + core/prompts/lib.py | 9 + core/utils/__init__.py | 2 - core/utils/maintenance/__init__.py | 3 +- core/utils/maintenance/edge_operations.py | 2 + .../maintenance/graph_data_operations.py | 46 - core/utils/maintenance/temporal_operations.py | 100 + core/utils/search/search_utils.py | 2 +- podcast_runner.py | 2 +- poetry.lock | 3090 +---------------- pyproject.toml | 9 +- pytest.ini | 3 + runner.py | 16 +- ...iti_int_tests.py => graphiti_tests_int.py} | 3 + .../maintenance/test_temporal_operations.py | 233 ++ .../test_temporal_operations_int.py | 306 ++ 21 files changed, 895 insertions(+), 3091 deletions(-) create mode 100644 .github/workflows/unit_tests.yml create mode 100644 conftest.py create mode 100644 core/prompts/invalidate_edges.py create mode 100644 core/utils/maintenance/temporal_operations.py create mode 100644 pytest.ini rename tests/{graphiti_int_tests.py => graphiti_tests_int.py} (98%) create mode 100644 tests/utils/maintenance/test_temporal_operations.py create mode 100644 tests/utils/maintenance/test_temporal_operations_int.py diff --git a/.github/workflows/unit_tests.yml b/.github/workflows/unit_tests.yml new file mode 100644 index 00000000..68c978e6 --- /dev/null +++ b/.github/workflows/unit_tests.yml @@ -0,0 +1,39 @@ +name: Unit Tests + +on: + push: + branches: [ main ] + pull_request: + branches: [ main ] + +jobs: + test: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.11' + - name: Load cached Poetry installation + uses: actions/cache@v3 + with: + path: ~/.local + key: poetry-${{ runner.os }}-${{ hashFiles('**/poetry.lock') }} + - name: Install Poetry + uses: snok/install-poetry@v1 + with: + virtualenvs-create: true + virtualenvs-in-project: true + - name: Load cached dependencies + uses: actions/cache@v3 + with: + path: .venv + key: venv-${{ runner.os }}-${{ hashFiles('**/poetry.lock') }} + - name: Install dependencies + run: poetry install --no-interaction --no-root + - name: Run non-integration tests + env: + PYTHONPATH: ${{ github.workspace }} + run: | + poetry run pytest -m "not integration" \ No newline at end of file diff --git a/.gitignore b/.gitignore index 287a2f0f..995f222b 100644 --- a/.gitignore +++ b/.gitignore @@ -158,5 +158,5 @@ cython_debug/ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore # and can be added to the global gitignore or merged into this file. For a more nuclear # option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ - +.idea/ +.vscode/ diff --git a/conftest.py b/conftest.py new file mode 100644 index 00000000..839f31ff --- /dev/null +++ b/conftest.py @@ -0,0 +1,6 @@ +import sys +import os + +# This code adds the project root directory to the Python path, allowing imports to work correctly when running tests. +# Without this file, you might encounter ModuleNotFoundError when trying to import modules from your project, especially when running tests. +sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__)))) diff --git a/core/graphiti.py b/core/graphiti.py index 1a07227f..14b20641 100644 --- a/core/graphiti.py +++ b/core/graphiti.py @@ -8,18 +8,22 @@ from core.llm_client.config import EMBEDDING_DIM from core.nodes import EntityNode, EpisodicNode, Node -from core.edges import EntityEdge, Edge, EpisodicEdge +from core.edges import EntityEdge, EpisodicEdge from core.utils import ( build_episodic_edges, - retrieve_relevant_schema, - extract_new_edges, - extract_new_nodes, - clear_data, retrieve_episodes, ) from core.llm_client import LLMClient, OpenAIClient, LLMConfig -from core.utils.maintenance.edge_operations import extract_edges, dedupe_extracted_edges +from core.utils.maintenance.edge_operations import ( + extract_edges, + dedupe_extracted_edges, +) + from core.utils.maintenance.node_operations import dedupe_extracted_nodes, extract_nodes +from core.utils.maintenance.temporal_operations import ( + prepare_edges_for_invalidation, + invalidate_edges, +) from core.utils.search.search_utils import ( edge_similarity_search, entity_fulltext_search, @@ -59,21 +63,6 @@ async def retrieve_episodes( """Retrieve the last n episodic nodes from the graph""" return await retrieve_episodes(self.driver, last_n, sources) - async def retrieve_relevant_schema(self, query: str = None) -> dict[str, any]: - """Retrieve relevant nodes and edges to a specific query""" - return await retrieve_relevant_schema(self.driver, query) - ... - - # Invalidate edges that are no longer valid - async def invalidate_edges( - self, - episode: EpisodicNode, - new_nodes: list[EntityNode], - new_edges: list[EntityEdge], - relevant_schema: dict[str, any], - previous_episodes: list[EpisodicNode], - ): ... - async def add_episode( self, name: str, @@ -102,7 +91,6 @@ async def add_episode( created_at=now, valid_at=reference_time, ) - # relevant_schema = await self.retrieve_relevant_schema(episode.content) extracted_nodes = await extract_nodes( self.llm_client, episode, previous_episodes @@ -139,13 +127,32 @@ async def add_episode( f"Extracted edges: {[(e.name, e.uuid) for e in extracted_edges]}" ) - new_edges = await dedupe_extracted_edges( + deduped_edges = await dedupe_extracted_edges( self.llm_client, extracted_edges, existing_edges ) - logger.info(f"Deduped edges: {[(e.name, e.uuid) for e in new_edges]}") + ( + old_edges_with_nodes_pending_invalidation, + new_edges_with_nodes, + ) = prepare_edges_for_invalidation( + existing_edges=existing_edges, new_edges=deduped_edges, nodes=nodes + ) + + invalidated_edges = await invalidate_edges( + self.llm_client, + old_edges_with_nodes_pending_invalidation, + new_edges_with_nodes, + ) + + entity_edges.extend(invalidated_edges) + + logger.info( + f"Invalidated edges: {[(e.name, e.uuid) for e in invalidated_edges]}" + ) + + logger.info(f"Deduped edges: {[(e.name, e.uuid) for e in deduped_edges]}") - entity_edges.extend(new_edges) + entity_edges.extend(deduped_edges) episodic_edges.extend( build_episodic_edges( # There may be an overlap between new_nodes and affected_nodes, so we're deduplicating them diff --git a/core/nodes.py b/core/nodes.py index 93fd4b97..2f269d71 100644 --- a/core/nodes.py +++ b/core/nodes.py @@ -71,7 +71,9 @@ class EntityNode(Node): name_embedding: list[float] | None = Field( default=None, description="embedding of the name" ) - summary: str = Field(description="regional summary of surrounding edges") + summary: str = Field( + description="regional summary of surrounding edges", default_factory=str + ) async def update_summary(self, driver: AsyncDriver): ... diff --git a/core/prompts/invalidate_edges.py b/core/prompts/invalidate_edges.py new file mode 100644 index 00000000..5bad913e --- /dev/null +++ b/core/prompts/invalidate_edges.py @@ -0,0 +1,50 @@ +from typing import Protocol, TypedDict +from .models import Message, PromptVersion, PromptFunction + + +class Prompt(Protocol): + v1: PromptVersion + + +class Versions(TypedDict): + v1: PromptFunction + + +def v1(context: dict[str, any]) -> list[Message]: + return [ + Message( + role="system", + content="You are an AI assistant that helps determine which relationships in a knowledge graph should be invalidated based on newer information.", + ), + Message( + role="user", + content=f""" + Based on the provided existing edges and new edges with their timestamps, determine which existing relationships, if any, should be invalidated due to contradictions or updates in the new edges. + Only mark a relationship as invalid if there is clear evidence from new edges that the relationship is no longer true. + Do not invalidate relationships merely because they weren't mentioned in new edges. + + Existing Edges (sorted by timestamp, newest first): + {context['existing_edges']} + + New Edges: + {context['new_edges']} + + Each edge is formatted as: "UUID | SOURCE_NODE - EDGE_NAME - TARGET_NODE (TIMESTAMP)" + + For each existing edge that should be invalidated, respond with a JSON object in the following format: + {{ + "invalidated_edges": [ + {{ + "edge_uuid": "The UUID of the edge to be invalidated (the part before the | character)", + "reason": "Brief explanation of why this edge is being invalidated" + }} + ] + }} + + If no relationships need to be invalidated, return an empty list for "invalidated_edges". + """, + ), + ] + + +versions: Versions = {"v1": v1} diff --git a/core/prompts/lib.py b/core/prompts/lib.py index 20591a76..bb0d0721 100644 --- a/core/prompts/lib.py +++ b/core/prompts/lib.py @@ -26,12 +26,19 @@ versions as dedupe_edges_versions, ) +from .invalidate_edges import ( + Prompt as InvalidateEdgesPrompt, + Versions as InvalidateEdgesVersions, + versions as invalidate_edges_versions, +) + class PromptLibrary(Protocol): extract_nodes: ExtractNodesPrompt dedupe_nodes: DedupeNodesPrompt extract_edges: ExtractEdgesPrompt dedupe_edges: DedupeEdgesPrompt + invalidate_edges: InvalidateEdgesPrompt class PromptLibraryImpl(TypedDict): @@ -39,6 +46,7 @@ class PromptLibraryImpl(TypedDict): dedupe_nodes: DedupeNodesVersions extract_edges: ExtractEdgesVersions dedupe_edges: DedupeEdgesVersions + invalidate_edges: InvalidateEdgesVersions class VersionWrapper: @@ -66,6 +74,7 @@ def __init__(self, library: PromptLibraryImpl): "dedupe_nodes": dedupe_nodes_versions, "extract_edges": extract_edges_versions, "dedupe_edges": dedupe_edges_versions, + "invalidate_edges": invalidate_edges_versions, } prompt_library: PromptLibrary = PromptLibraryWrapper(PROMPT_LIBRARY_IMPL) diff --git a/core/utils/__init__.py b/core/utils/__init__.py index 581acf75..48fa54b2 100644 --- a/core/utils/__init__.py +++ b/core/utils/__init__.py @@ -3,7 +3,6 @@ build_episodic_edges, extract_new_nodes, clear_data, - retrieve_relevant_schema, retrieve_episodes, ) @@ -12,6 +11,5 @@ "build_episodic_edges", "extract_new_nodes", "clear_data", - "retrieve_relevant_schema", "retrieve_episodes", ] diff --git a/core/utils/maintenance/__init__.py b/core/utils/maintenance/__init__.py index 79e6536b..3a5ca6aa 100644 --- a/core/utils/maintenance/__init__.py +++ b/core/utils/maintenance/__init__.py @@ -2,7 +2,6 @@ from .node_operations import extract_new_nodes from .graph_data_operations import ( clear_data, - retrieve_relevant_schema, retrieve_episodes, ) @@ -11,6 +10,6 @@ "build_episodic_edges", "extract_new_nodes", "clear_data", - "retrieve_relevant_schema", "retrieve_episodes", + "invalidate_edges", ] diff --git a/core/utils/maintenance/edge_operations.py b/core/utils/maintenance/edge_operations.py index b78fdc3a..f275ed96 100644 --- a/core/utils/maintenance/edge_operations.py +++ b/core/utils/maintenance/edge_operations.py @@ -2,6 +2,8 @@ from typing import List from datetime import datetime +from pydantic import BaseModel + from core.nodes import EntityNode, EpisodicNode from core.edges import EpisodicEdge, EntityEdge import logging diff --git a/core/utils/maintenance/graph_data_operations.py b/core/utils/maintenance/graph_data_operations.py index cd59d50c..62beb5b1 100644 --- a/core/utils/maintenance/graph_data_operations.py +++ b/core/utils/maintenance/graph_data_operations.py @@ -17,52 +17,6 @@ async def delete_all(tx): await session.execute_write(delete_all) -async def retrieve_relevant_schema( - driver: AsyncDriver, query: str = None -) -> dict[str, any]: - async with driver.session() as session: - summary_query = """ - MATCH (n) - OPTIONAL MATCH (n)-[r]->(m) - RETURN DISTINCT labels(n) AS node_labels, n.uuid AS node_uuid, n.name AS node_name, - type(r) AS relationship_type, r.name AS relationship_name, m.name AS related_node_name - """ - result = await session.run(summary_query) - records = [record async for record in result] - - schema = {"nodes": {}, "relationships": []} - - for record in records: - node_label = record["node_labels"][0] # Assuming one label per node - node_uuid = record["node_uuid"] - node_name = record["node_name"] - rel_type = record["relationship_type"] - rel_name = record["relationship_name"] - related_node = record["related_node_name"] - - if node_name not in schema["nodes"]: - schema["nodes"][node_name] = { - "uuid": node_uuid, - "label": node_label, - "relationships": [], - } - - if rel_type and related_node: - schema["nodes"][node_name]["relationships"].append( - {"type": rel_type, "name": rel_name, "target": related_node} - ) - schema["relationships"].append( - { - "source": node_name, - "type": rel_type, - "name": rel_name, - "target": related_node, - } - ) - - return schema - - async def retrieve_episodes( driver: AsyncDriver, last_n: int, sources: list[str] | None = "messages" ) -> list[EpisodicNode]: diff --git a/core/utils/maintenance/temporal_operations.py b/core/utils/maintenance/temporal_operations.py new file mode 100644 index 00000000..8f555b0a --- /dev/null +++ b/core/utils/maintenance/temporal_operations.py @@ -0,0 +1,100 @@ +from datetime import datetime +from typing import List +from core.llm_client import LLMClient +from core.edges import EntityEdge +from core.nodes import EntityNode +from core.prompts import prompt_library +import logging + +logger = logging.getLogger(__name__) + +NodeEdgeNodeTriplet = tuple[EntityNode, EntityEdge, EntityNode] + + +def prepare_edges_for_invalidation( + existing_edges: list[EntityEdge], + new_edges: list[EntityEdge], + nodes: list[EntityNode], +) -> tuple[list[NodeEdgeNodeTriplet], list[NodeEdgeNodeTriplet]]: + existing_edges_pending_invalidation = [] + new_edges_with_nodes = [] + + existing_edges_pending_invalidation = [] + new_edges_with_nodes = [] + + for edge_list, result_list in [ + (existing_edges, existing_edges_pending_invalidation), + (new_edges, new_edges_with_nodes), + ]: + for edge in edge_list: + source_node = next( + (node for node in nodes if node.uuid == edge.source_node_uuid), None + ) + target_node = next( + (node for node in nodes if node.uuid == edge.target_node_uuid), None + ) + + if source_node and target_node: + result_list.append((source_node, edge, target_node)) + + return existing_edges_pending_invalidation, new_edges_with_nodes + + +async def invalidate_edges( + llm_client: LLMClient, + existing_edges_pending_invalidation: List[NodeEdgeNodeTriplet], + new_edges: List[NodeEdgeNodeTriplet], +) -> List[EntityEdge]: + invalidated_edges = [] + + context = prepare_invalidation_context( + existing_edges_pending_invalidation, new_edges + ) + llm_response = await llm_client.generate_response( + prompt_library.invalidate_edges.v1(context) + ) + + edges_to_invalidate = llm_response.get("invalidated_edges", []) + invalidated_edges = process_edge_invalidation_llm_response( + edges_to_invalidate, existing_edges_pending_invalidation + ) + + return invalidated_edges + + +def prepare_invalidation_context( + existing_edges: List[NodeEdgeNodeTriplet], new_edges: List[NodeEdgeNodeTriplet] +) -> dict: + return { + "existing_edges": [ + f"{edge.uuid} | {source_node.name} - {edge.name} - {target_node.name} ({edge.created_at.isoformat()})" + for source_node, edge, target_node in sorted( + existing_edges, key=lambda x: x[1].created_at, reverse=True + ) + ], + "new_edges": [ + f"{edge.uuid} | {source_node.name} - {edge.name} - {target_node.name} ({edge.created_at.isoformat()})" + for source_node, edge, target_node in sorted( + new_edges, key=lambda x: x[1].created_at, reverse=True + ) + ], + } + + +def process_edge_invalidation_llm_response( + edges_to_invalidate: List[dict], existing_edges: List[NodeEdgeNodeTriplet] +) -> List[EntityEdge]: + invalidated_edges = [] + for edge_to_invalidate in edges_to_invalidate: + edge_uuid = edge_to_invalidate["edge_uuid"] + edge_to_update = next( + (edge for _, edge, _ in existing_edges if edge.uuid == edge_uuid), + None, + ) + if edge_to_update: + edge_to_update.expired_at = datetime.now() + invalidated_edges.append(edge_to_update) + logger.info( + f"Invalidated edge: {edge_to_update.name} (UUID: {edge_to_update.uuid}). Reason: {edge_to_invalidate['reason']}" + ) + return invalidated_edges diff --git a/core/utils/search/search_utils.py b/core/utils/search/search_utils.py index 25ca6e6c..c57a6a35 100644 --- a/core/utils/search/search_utils.py +++ b/core/utils/search/search_utils.py @@ -271,4 +271,4 @@ async def get_relevant_edges( logger.info(f"Found relevant nodes: {relevant_edges.keys()}") - return relevant_edges.values() + return list(relevant_edges.values()) diff --git a/podcast_runner.py b/podcast_runner.py index 2acbc42a..a22ccb6d 100644 --- a/podcast_runner.py +++ b/podcast_runner.py @@ -42,7 +42,7 @@ async def main(): client = Graphiti(neo4j_uri, neo4j_user, neo4j_password) await clear_data(client.driver) messages = parse_podcast_messages() - for i, message in enumerate(messages[3:14]): + for i, message in enumerate(messages[3:50]): await client.add_episode( name=f"Message {i}", episode_body=f"{message.speaker_name} ({message.role}): {message.content}", diff --git a/poetry.lock b/poetry.lock index cbdc32ca..aa40ae14 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,126 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. - 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+pythonpath = ["."] \ No newline at end of file diff --git a/pytest.ini b/pytest.ini new file mode 100644 index 00000000..7c95c298 --- /dev/null +++ b/pytest.ini @@ -0,0 +1,3 @@ +[pytest] +markers = + integration: marks tests as integration tests \ No newline at end of file diff --git a/runner.py b/runner.py index cbfd9371..4c3baef2 100644 --- a/runner.py +++ b/runner.py @@ -49,19 +49,29 @@ async def main(): ) await client.add_episode( name="Message 2", - episode_body="Paul: I own many bananas", + episode_body="Paul: I hate apples now", source_description="WhatsApp Message", ) await client.add_episode( name="Message 3", - episode_body="Assistant: The best type of apples available are Fuji apples", + episode_body="Jane: I am married to Paul", source_description="WhatsApp Message", ) await client.add_episode( name="Message 4", - episode_body="Paul: Oh, I actually hate those", + episode_body="Paul: I have divorced Jane", source_description="WhatsApp Message", ) + # await client.add_episode( + # name="Message 3", + # episode_body="Assistant: The best type of apples available are Fuji apples", + # source_description="WhatsApp Message", + # ) + # await client.add_episode( + # name="Message 4", + # episode_body="Paul: Oh, I actually hate those", + # source_description="WhatsApp Message", + # ) asyncio.run(main()) diff --git a/tests/graphiti_int_tests.py b/tests/graphiti_tests_int.py similarity index 98% rename from tests/graphiti_int_tests.py rename to tests/graphiti_tests_int.py index f8319ea4..310586b2 100644 --- a/tests/graphiti_int_tests.py +++ b/tests/graphiti_tests_int.py @@ -3,6 +3,9 @@ import os import pytest + +pytestmark = pytest.mark.integration + import asyncio from dotenv import load_dotenv diff --git a/tests/utils/maintenance/test_temporal_operations.py b/tests/utils/maintenance/test_temporal_operations.py new file mode 100644 index 00000000..d43fe095 --- /dev/null +++ b/tests/utils/maintenance/test_temporal_operations.py @@ -0,0 +1,233 @@ +import pytest +from datetime import datetime, timedelta +from core.utils.maintenance.temporal_operations import ( + prepare_edges_for_invalidation, + prepare_invalidation_context, +) +from core.edges import EntityEdge +from core.nodes import EntityNode + + +# Helper function to create test data +def create_test_data(): + now = datetime.now() + + # Create nodes + node1 = EntityNode(uuid="1", name="Node1", labels=["Person"], created_at=now) + node2 = EntityNode(uuid="2", name="Node2", labels=["Person"], created_at=now) + node3 = EntityNode(uuid="3", name="Node3", labels=["Person"], created_at=now) + + # Create edges + existing_edge1 = EntityEdge( + uuid="e1", + source_node_uuid="1", + target_node_uuid="2", + name="KNOWS", + fact="Node1 knows Node2", + created_at=now, + ) + existing_edge2 = EntityEdge( + uuid="e2", + source_node_uuid="2", + target_node_uuid="3", + name="LIKES", + fact="Node2 likes Node3", + created_at=now, + ) + new_edge1 = EntityEdge( + uuid="e3", + source_node_uuid="1", + target_node_uuid="3", + name="WORKS_WITH", + fact="Node1 works with Node3", + created_at=now, + ) + new_edge2 = EntityEdge( + uuid="e4", + source_node_uuid="1", + target_node_uuid="2", + name="DISLIKES", + fact="Node1 dislikes Node2", + created_at=now, + ) + + return { + "nodes": [node1, node2, node3], + "existing_edges": [existing_edge1, existing_edge2], + "new_edges": [new_edge1, new_edge2], + } + + +def test_prepare_edges_for_invalidation_basic(): + test_data = create_test_data() + + existing_edges_pending_invalidation, new_edges_with_nodes = ( + prepare_edges_for_invalidation( + test_data["existing_edges"], test_data["new_edges"], test_data["nodes"] + ) + ) + + assert len(existing_edges_pending_invalidation) == 2 + assert len(new_edges_with_nodes) == 2 + + # Check if the edges are correctly associated with nodes + for edge_with_nodes in existing_edges_pending_invalidation + new_edges_with_nodes: + assert isinstance(edge_with_nodes[0], EntityNode) + assert isinstance(edge_with_nodes[1], EntityEdge) + assert isinstance(edge_with_nodes[2], EntityNode) + + +def test_prepare_edges_for_invalidation_no_existing_edges(): + test_data = create_test_data() + + existing_edges_pending_invalidation, new_edges_with_nodes = ( + prepare_edges_for_invalidation([], test_data["new_edges"], test_data["nodes"]) + ) + + assert len(existing_edges_pending_invalidation) == 0 + assert len(new_edges_with_nodes) == 2 + + +def test_prepare_edges_for_invalidation_no_new_edges(): + test_data = create_test_data() + + existing_edges_pending_invalidation, new_edges_with_nodes = ( + prepare_edges_for_invalidation( + test_data["existing_edges"], [], test_data["nodes"] + ) + ) + + assert len(existing_edges_pending_invalidation) == 2 + assert len(new_edges_with_nodes) == 0 + + +def test_prepare_edges_for_invalidation_missing_nodes(): + test_data = create_test_data() + + # Remove one node to simulate a missing node scenario + nodes = test_data["nodes"][:-1] + + existing_edges_pending_invalidation, new_edges_with_nodes = ( + prepare_edges_for_invalidation( + test_data["existing_edges"], test_data["new_edges"], nodes + ) + ) + + assert len(existing_edges_pending_invalidation) == 1 + assert len(new_edges_with_nodes) == 1 + + +def test_prepare_invalidation_context(): + # Create test data + now = datetime.now() + + # Create nodes + node1 = EntityNode(uuid="1", name="Node1", labels=["Person"], created_at=now) + node2 = EntityNode(uuid="2", name="Node2", labels=["Person"], created_at=now) + node3 = EntityNode(uuid="3", name="Node3", labels=["Person"], created_at=now) + + # Create edges + edge1 = EntityEdge( + uuid="e1", + source_node_uuid="1", + target_node_uuid="2", + name="KNOWS", + fact="Node1 knows Node2", + created_at=now, + ) + edge2 = EntityEdge( + uuid="e2", + source_node_uuid="2", + target_node_uuid="3", + name="LIKES", + fact="Node2 likes Node3", + created_at=now, + ) + + # Create NodeEdgeNodeTriplet objects + existing_edge = (node1, edge1, node2) + new_edge = (node2, edge2, node3) + + # Prepare test input + existing_edges = [existing_edge] + new_edges = [new_edge] + + # Call the function + result = prepare_invalidation_context(existing_edges, new_edges) + + # Assert the result + assert isinstance(result, dict) + assert "existing_edges" in result + assert "new_edges" in result + assert len(result["existing_edges"]) == 1 + assert len(result["new_edges"]) == 1 + + # Check the format of the existing edge + existing_edge_str = result["existing_edges"][0] + assert edge1.uuid in existing_edge_str + assert node1.name in existing_edge_str + assert edge1.name in existing_edge_str + assert node2.name in existing_edge_str + assert edge1.created_at.isoformat() in existing_edge_str + + # Check the format of the new edge + new_edge_str = result["new_edges"][0] + assert edge2.uuid in new_edge_str + assert node2.name in new_edge_str + assert edge2.name in new_edge_str + assert node3.name in new_edge_str + assert edge2.created_at.isoformat() in new_edge_str + + +def test_prepare_invalidation_context_empty_input(): + result = prepare_invalidation_context([], []) + assert isinstance(result, dict) + assert "existing_edges" in result + assert "new_edges" in result + assert len(result["existing_edges"]) == 0 + assert len(result["new_edges"]) == 0 + + +def test_prepare_invalidation_context_sorting(): + now = datetime.now() + + # Create nodes + node1 = EntityNode(uuid="1", name="Node1", labels=["Person"], created_at=now) + node2 = EntityNode(uuid="2", name="Node2", labels=["Person"], created_at=now) + + # Create edges with different timestamps + edge1 = EntityEdge( + uuid="e1", + source_node_uuid="1", + target_node_uuid="2", + name="KNOWS", + fact="Node1 knows Node2", + created_at=now, + ) + edge2 = EntityEdge( + uuid="e2", + source_node_uuid="2", + target_node_uuid="1", + name="LIKES", + fact="Node2 likes Node1", + created_at=now + timedelta(hours=1), + ) + + edge_with_nodes1 = (node1, edge1, node2) + edge_with_nodes2 = (node2, edge2, node1) + + # Prepare test input + existing_edges = [edge_with_nodes1, edge_with_nodes2] + + # Call the function + result = prepare_invalidation_context(existing_edges, []) + + # Assert the result + assert len(result["existing_edges"]) == 2 + assert edge2.uuid in result["existing_edges"][0] # The newer edge should be first + assert edge1.uuid in result["existing_edges"][1] # The older edge should be second + + +# Run the tests +if __name__ == "__main__": + pytest.main([__file__]) diff --git a/tests/utils/maintenance/test_temporal_operations_int.py b/tests/utils/maintenance/test_temporal_operations_int.py new file mode 100644 index 00000000..eccd87c1 --- /dev/null +++ b/tests/utils/maintenance/test_temporal_operations_int.py @@ -0,0 +1,306 @@ +import pytest + +from datetime import datetime, timedelta +from core.utils.maintenance.temporal_operations import ( + invalidate_edges, +) +from core.edges import EntityEdge +from core.nodes import EntityNode +from core.llm_client import OpenAIClient, LLMConfig +from dotenv import load_dotenv +import os + +load_dotenv() + + +def setup_llm_client(): + return OpenAIClient( + LLMConfig( + api_key=os.getenv("TEST_OPENAI_API_KEY"), + model=os.getenv("TEST_OPENAI_MODEL"), + base_url="https://api.openai.com/v1", + ) + ) + + +# Helper function to create test data +def create_test_data(): + now = datetime.now() + + # Create nodes + node1 = EntityNode(uuid="1", name="Alice", labels=["Person"], created_at=now) + node2 = EntityNode(uuid="2", name="Bob", labels=["Person"], created_at=now) + + # Create edges + edge1 = EntityEdge( + uuid="e1", + source_node_uuid="1", + target_node_uuid="2", + name="LIKES", + fact="Alice likes Bob", + created_at=now - timedelta(days=1), + ) + edge2 = EntityEdge( + uuid="e2", + source_node_uuid="1", + target_node_uuid="2", + name="DISLIKES", + fact="Alice dislikes Bob", + created_at=now, + ) + + existing_edge = (node1, edge1, node2) + new_edge = (node1, edge2, node2) + + return existing_edge, new_edge + + +@pytest.mark.asyncio +@pytest.mark.integration +async def test_invalidate_edges(): + existing_edge, new_edge = create_test_data() + + invalidated_edges = await invalidate_edges( + setup_llm_client(), [existing_edge], [new_edge] + ) + + assert len(invalidated_edges) == 1 + assert invalidated_edges[0].uuid == existing_edge[1].uuid + assert invalidated_edges[0].expired_at is not None + + +@pytest.mark.asyncio +@pytest.mark.integration +async def test_invalidate_edges_no_invalidation(): + existing_edge, _ = create_test_data() + + invalidated_edges = await invalidate_edges(setup_llm_client(), [existing_edge], []) + + assert len(invalidated_edges) == 0 + + +@pytest.mark.asyncio +@pytest.mark.integration +async def test_invalidate_edges_multiple_existing(): + existing_edge1, new_edge = create_test_data() + existing_edge2, _ = create_test_data() + existing_edge2[1].uuid = "e3" + existing_edge2[1].name = "KNOWS" + existing_edge2[1].fact = "Alice knows Bob" + + invalidated_edges = await invalidate_edges( + setup_llm_client(), [existing_edge1, existing_edge2], [new_edge] + ) + + assert len(invalidated_edges) == 1 + assert invalidated_edges[0].uuid == existing_edge1[1].uuid + assert invalidated_edges[0].expired_at is not None + + +# Helper function to create more complex test data +def create_complex_test_data(): + now = datetime.now() + + # Create nodes + node1 = EntityNode(uuid="1", name="Alice", labels=["Person"], created_at=now) + node2 = EntityNode(uuid="2", name="Bob", labels=["Person"], created_at=now) + node3 = EntityNode(uuid="3", name="Charlie", labels=["Person"], created_at=now) + node4 = EntityNode( + uuid="4", name="Company XYZ", labels=["Organization"], created_at=now + ) + + # Create edges + edge1 = EntityEdge( + uuid="e1", + source_node_uuid="1", + target_node_uuid="2", + name="LIKES", + fact="Alice likes Bob", + created_at=now - timedelta(days=5), + ) + edge2 = EntityEdge( + uuid="e2", + source_node_uuid="1", + target_node_uuid="3", + name="FRIENDS_WITH", + fact="Alice is friends with Charlie", + created_at=now - timedelta(days=3), + ) + edge3 = EntityEdge( + uuid="e3", + source_node_uuid="2", + target_node_uuid="4", + name="WORKS_FOR", + fact="Bob works for Company XYZ", + created_at=now - timedelta(days=2), + ) + + existing_edge1 = (node1, edge1, node2) + existing_edge2 = (node1, edge2, node3) + existing_edge3 = (node2, edge3, node4) + + return [existing_edge1, existing_edge2, existing_edge3], [ + node1, + node2, + node3, + node4, + ] + + +@pytest.mark.asyncio +@pytest.mark.integration +async def test_invalidate_edges_complex(): + existing_edges, nodes = create_complex_test_data() + + # Create a new edge that contradicts an existing one + new_edge = ( + nodes[0], + EntityEdge( + uuid="e4", + source_node_uuid="1", + target_node_uuid="2", + name="DISLIKES", + fact="Alice dislikes Bob", + created_at=datetime.now(), + ), + nodes[1], + ) + + invalidated_edges = await invalidate_edges( + setup_llm_client(), existing_edges, [new_edge] + ) + + assert len(invalidated_edges) == 1 + assert invalidated_edges[0].uuid == "e1" + assert invalidated_edges[0].expired_at is not None + + +@pytest.mark.asyncio +@pytest.mark.integration +async def test_invalidate_edges_temporal_update(): + existing_edges, nodes = create_complex_test_data() + + # Create a new edge that updates an existing one with new information + new_edge = ( + nodes[1], + EntityEdge( + uuid="e5", + source_node_uuid="2", + target_node_uuid="4", + name="LEFT_JOB", + fact="Bob left his job at Company XYZ", + created_at=datetime.now(), + ), + nodes[3], + ) + + invalidated_edges = await invalidate_edges( + setup_llm_client(), existing_edges, [new_edge] + ) + + assert len(invalidated_edges) == 1 + assert invalidated_edges[0].uuid == "e3" + assert invalidated_edges[0].expired_at is not None + + +@pytest.mark.asyncio +@pytest.mark.integration +async def test_invalidate_edges_multiple_invalidations(): + existing_edges, nodes = create_complex_test_data() + + # Create new edges that invalidate multiple existing edges + new_edge1 = ( + nodes[0], + EntityEdge( + uuid="e6", + source_node_uuid="1", + target_node_uuid="2", + name="ENEMIES_WITH", + fact="Alice and Bob are now enemies", + created_at=datetime.now(), + ), + nodes[1], + ) + new_edge2 = ( + nodes[0], + EntityEdge( + uuid="e7", + source_node_uuid="1", + target_node_uuid="3", + name="ENDED_FRIENDSHIP", + fact="Alice ended her friendship with Charlie", + created_at=datetime.now(), + ), + nodes[2], + ) + + invalidated_edges = await invalidate_edges( + setup_llm_client(), existing_edges, [new_edge1, new_edge2] + ) + + assert len(invalidated_edges) == 2 + assert set(edge.uuid for edge in invalidated_edges) == {"e1", "e2"} + for edge in invalidated_edges: + assert edge.expired_at is not None + + +@pytest.mark.asyncio +@pytest.mark.integration +async def test_invalidate_edges_no_effect(): + existing_edges, nodes = create_complex_test_data() + + # Create a new edge that doesn't invalidate any existing edges + new_edge = ( + nodes[2], + EntityEdge( + uuid="e8", + source_node_uuid="3", + target_node_uuid="4", + name="APPLIED_TO", + fact="Charlie applied to Company XYZ", + created_at=datetime.now(), + ), + nodes[3], + ) + + invalidated_edges = await invalidate_edges( + setup_llm_client(), existing_edges, [new_edge] + ) + + assert len(invalidated_edges) == 0 + + +@pytest.mark.asyncio +@pytest.mark.integration +async def test_invalidate_edges_partial_update(): + existing_edges, nodes = create_complex_test_data() + + # Create a new edge that partially updates an existing one + new_edge = ( + nodes[1], + EntityEdge( + uuid="e9", + source_node_uuid="2", + target_node_uuid="4", + name="CHANGED_POSITION", + fact="Bob changed his position at Company XYZ", + created_at=datetime.now(), + ), + nodes[3], + ) + + invalidated_edges = await invalidate_edges( + setup_llm_client(), existing_edges, [new_edge] + ) + + assert ( + len(invalidated_edges) == 0 + ) # The existing edge is not invalidated, just updated + + +@pytest.mark.asyncio +@pytest.mark.integration +async def test_invalidate_edges_empty_inputs(): + invalidated_edges = await invalidate_edges(setup_llm_client(), [], []) + + assert len(invalidated_edges) == 0