graphrag/tests/verbs/test_create_final_nodes.py
Nathan Evans f5c5876dde
Reorganize flows (#1240)
* 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
2024-10-02 08:57:08 -07:00

78 lines
2.0 KiB
Python

# Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
from graphrag.index.storage.memory_pipeline_storage import MemoryPipelineStorage
from graphrag.index.workflows.v1.create_final_nodes 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_nodes():
input_tables = load_input_tables([
"workflow:create_base_entity_graph",
])
expected = load_expected(workflow_name)
storage = MemoryPipelineStorage()
config = get_config_for_workflow(workflow_name)
# default config turns UMAP off, which translates into false for layout
# we don't have graph embeddings in the test data, so this will fail if True
config["layout_graph_enabled"] = False
steps = build_steps(config)
actual = await get_workflow_output(
input_tables,
{
"steps": steps,
},
storage=storage,
)
compare_outputs(actual, expected)
assert len(storage.keys()) == 0, "Storage should be empty"
async def test_create_final_nodes_with_snapshot():
input_tables = load_input_tables([
"workflow:create_base_entity_graph",
])
expected = load_expected(workflow_name)
storage = MemoryPipelineStorage()
config = get_config_for_workflow(workflow_name)
# default config turns UMAP off, which translates into false for layout
# we don't have graph embeddings in the test data, so this will fail if True
config["layout_graph_enabled"] = False
config["snapshot_top_level_nodes"] = True
steps = build_steps(config)
actual = await get_workflow_output(
input_tables,
{
"steps": steps,
},
storage=storage,
)
assert actual.shape == expected.shape, "Graph dataframe shapes differ"
assert storage.keys() == [
"top_level_nodes.json",
], "Graph snapshot keys differ"