mirror of
https://github.com/microsoft/graphrag.git
synced 2025-07-27 10:50:08 +00:00
f5c5876dde
* Extract base docs and entity graph * Move extracted entities and text units * Move communities and community reports * Move covariates and final documents * Move entities, nodes, relationships * Move text_units and summarized entities * Assert all snapshot null cases * Remove disabled steps util * Remove incorrect use of input "others" * Convert text_embed_df to just return the embeddings, not update the df * Convert snapshot functions to noops * Semver * Remove lingering covariates_enabled param * Name consistency * Syntax cleanup
133 lines
3.5 KiB
Python
133 lines
3.5 KiB
Python
# Copyright (c) 2024 Microsoft Corporation.
|
|
# Licensed under the MIT License
|
|
|
|
from graphrag.index.workflows.v1.create_final_entities 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_entities():
|
|
input_tables = load_input_tables([
|
|
"workflow:create_base_entity_graph",
|
|
])
|
|
expected = load_expected(workflow_name)
|
|
|
|
config = get_config_for_workflow(workflow_name)
|
|
|
|
config["skip_name_embedding"] = True
|
|
config["skip_description_embedding"] = True
|
|
|
|
steps = build_steps(config)
|
|
|
|
actual = await get_workflow_output(
|
|
input_tables,
|
|
{
|
|
"steps": steps,
|
|
},
|
|
)
|
|
|
|
# ignore the description_embedding column, which is included in the expected output due to default config
|
|
compare_outputs(
|
|
actual,
|
|
expected,
|
|
columns=[
|
|
"id",
|
|
"name",
|
|
"type",
|
|
"description",
|
|
"human_readable_id",
|
|
"graph_embedding",
|
|
"text_unit_ids",
|
|
],
|
|
)
|
|
assert len(actual.columns) == len(expected.columns) - 1
|
|
|
|
|
|
async def test_create_final_entities_with_name_embeddings():
|
|
input_tables = load_input_tables([
|
|
"workflow:create_base_entity_graph",
|
|
])
|
|
expected = load_expected(workflow_name)
|
|
|
|
config = get_config_for_workflow(workflow_name)
|
|
|
|
config["skip_name_embedding"] = False
|
|
config["skip_description_embedding"] = True
|
|
config["entity_name_embed"]["strategy"]["type"] = "mock"
|
|
|
|
steps = build_steps(config)
|
|
|
|
actual = await get_workflow_output(
|
|
input_tables,
|
|
{
|
|
"steps": steps,
|
|
},
|
|
)
|
|
|
|
assert "name_embedding" in actual.columns
|
|
assert len(actual.columns) == len(expected.columns)
|
|
# the mock impl returns an array of 3 floats for each embedding
|
|
assert len(actual["name_embedding"][:1][0]) == 3
|
|
|
|
|
|
async def test_create_final_entities_with_description_embeddings():
|
|
input_tables = load_input_tables([
|
|
"workflow:create_base_entity_graph",
|
|
])
|
|
expected = load_expected(workflow_name)
|
|
|
|
config = get_config_for_workflow(workflow_name)
|
|
|
|
config["skip_name_embedding"] = True
|
|
config["skip_description_embedding"] = False
|
|
config["entity_name_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)
|
|
assert len(actual["description_embedding"][:1][0]) == 3
|
|
|
|
|
|
async def test_create_final_entities_with_name_and_description_embeddings():
|
|
input_tables = load_input_tables([
|
|
"workflow:create_base_entity_graph",
|
|
])
|
|
expected = load_expected(workflow_name)
|
|
|
|
config = get_config_for_workflow(workflow_name)
|
|
|
|
config["skip_name_embedding"] = False
|
|
config["skip_description_embedding"] = False
|
|
config["entity_name_description_embed"]["strategy"]["type"] = "mock"
|
|
config["entity_name_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
|
|
assert len(actual["description_embedding"][:1][0]) == 3
|