# Copyright (c) 2024 Microsoft Corporation. # Licensed under the MIT License from graphrag.index.workflows.v1.create_final_relationships import ( build_steps, workflow_name, ) from .util import ( compare_outputs, get_config_for_workflow, get_workflow_output, load_expected, load_input_tables, ) async def test_create_final_relationships(): input_tables = load_input_tables([ "workflow:create_base_entity_graph", "workflow:create_final_nodes", ]) expected = load_expected(workflow_name) config = get_config_for_workflow(workflow_name) config["skip_description_embedding"] = True steps = build_steps(config) actual = await get_workflow_output( input_tables, { "steps": steps, }, ) compare_outputs(actual, expected) async def test_create_final_relationships_with_embeddings(): input_tables = load_input_tables([ "workflow:create_base_entity_graph", "workflow:create_final_nodes", ]) expected = load_expected(workflow_name) config = get_config_for_workflow(workflow_name) config["skip_description_embedding"] = False # default config has a detailed standard embed config # just override the strategy to mock so the rest of the required parameters are in place config["relationship_description_embed"]["strategy"]["type"] = "mock" steps = build_steps(config) actual = await get_workflow_output( input_tables, { "steps": steps, }, ) assert "description_embedding" in actual.columns assert len(actual.columns) == len(expected.columns) + 1 # the mock impl returns an array of 3 floats for each embedding assert len(actual["description_embedding"][:1][0]) == 3