mirror of
https://github.com/microsoft/graphrag.git
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94f1e62e5c
* Rename pipeline_storage file * Add runtime storage option to context * Fix import * Switch to memory storage for runtime * Infra for workflow runtime storage * Migrate base_text_units to runtime storage * Fix comment * Semver * Remove whitespace * Remove subflow smoke tests and ignore transient artifacts * Remove entity graph from transient list (not yet implemented) * Increase smoke runtime allotment for create_base_entity_graph * Revert format fix * Remove noqa
124 lines
3.4 KiB
Python
124 lines
3.4 KiB
Python
# Copyright (c) 2024 Microsoft Corporation.
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# Licensed under the MIT License
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from graphrag.index.run.utils import create_run_context
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from graphrag.index.workflows.v1.create_final_text_units import (
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build_steps,
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workflow_name,
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)
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from .util import (
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compare_outputs,
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get_config_for_workflow,
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get_workflow_output,
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load_expected,
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load_input_tables,
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)
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async def test_create_final_text_units():
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input_tables = load_input_tables([
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"workflow:create_base_text_units",
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"workflow:create_final_entities",
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"workflow:create_final_relationships",
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"workflow:create_final_covariates",
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])
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expected = load_expected(workflow_name)
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context = create_run_context(None, None, None)
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await context.runtime_storage.set(
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"base_text_units", input_tables["workflow:create_base_text_units"]
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)
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config = get_config_for_workflow(workflow_name)
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config["covariates_enabled"] = True
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config["skip_text_unit_embedding"] = True
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steps = build_steps(config)
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actual = await get_workflow_output(
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input_tables,
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{
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"steps": steps,
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},
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context=context,
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)
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compare_outputs(actual, expected)
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async def test_create_final_text_units_no_covariates():
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input_tables = load_input_tables([
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"workflow:create_base_text_units",
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"workflow:create_final_entities",
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"workflow:create_final_relationships",
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"workflow:create_final_covariates",
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])
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expected = load_expected(workflow_name)
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context = create_run_context(None, None, None)
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await context.runtime_storage.set(
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"base_text_units", input_tables["workflow:create_base_text_units"]
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)
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config = get_config_for_workflow(workflow_name)
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config["covariates_enabled"] = False
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config["skip_text_unit_embedding"] = True
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steps = build_steps(config)
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actual = await get_workflow_output(
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input_tables,
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{
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"steps": steps,
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},
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context=context,
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)
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# we're short a covariate_ids column
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compare_outputs(
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actual,
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expected,
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["id", "text", "n_tokens", "document_ids", "entity_ids", "relationship_ids"],
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)
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async def test_create_final_text_units_with_embeddings():
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input_tables = load_input_tables([
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"workflow:create_base_text_units",
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"workflow:create_final_entities",
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"workflow:create_final_relationships",
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"workflow:create_final_covariates",
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])
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expected = load_expected(workflow_name)
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context = create_run_context(None, None, None)
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await context.runtime_storage.set(
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"base_text_units", input_tables["workflow:create_base_text_units"]
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)
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config = get_config_for_workflow(workflow_name)
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config["covariates_enabled"] = True
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config["skip_text_unit_embedding"] = False
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# default config has a detailed standard embed config
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# just override the strategy to mock so the rest of the required parameters are in place
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config["text_unit_text_embed"]["strategy"]["type"] = "mock"
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steps = build_steps(config)
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actual = await get_workflow_output(
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input_tables,
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{
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"steps": steps,
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},
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context=context,
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)
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assert "text_embedding" in actual.columns
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assert len(actual.columns) == len(expected.columns) + 1
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# the mock impl returns an array of 3 floats for each embedding
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assert len(actual["text_embedding"][:1][0]) == 3
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