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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,34 +1,50 @@ | ||
from typing import List | ||
|
||
import pytest | ||
from langchain_core.documents import Document | ||
from langchain_core.language_models import BaseChatModel | ||
from precisely import assert_that, contains_exactly | ||
|
||
from ragstack_knowledge_graph.schema_inference import KnowledgeSchemaInferer | ||
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MARIE_CURIE_SOURCE = """ | ||
Marie Curie, was a Polish and naturalised-French physicist and chemist who | ||
conducted pioneering research on radioactivity. She was the first woman to win a | ||
conducted pioneering research on radioactivity field. She was the first woman to win a | ||
Nobel Prize, the first person to win a Nobel Prize twice, and the only person to | ||
win a Nobel Prize in two scientific fields. Her husband, Pierre Curie, was a | ||
co-winner of her first Nobel Prize, making them the first-ever married couple to | ||
won first Nobel Prize with her, making them the first-ever married couple to | ||
win the Nobel Prize and launching the Curie family legacy of five Nobel Prizes. | ||
She was, in 1906, the first woman to become a professor at the University of | ||
Paris. | ||
""" | ||
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||
|
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@pytest.mark.flaky(retries=5, delay=0) | ||
def test_schema_inference(llm: BaseChatModel): | ||
schema_inferer = KnowledgeSchemaInferer(llm) | ||
|
||
results = schema_inferer.infer_schemas_from([Document(page_content=MARIE_CURIE_SOURCE)])[0] | ||
|
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print(results.to_yaml_str()) | ||
assert_that( | ||
[n.type for n in results.nodes], | ||
contains_exactly("person", "institution", "award", "nationality", "field"), | ||
) | ||
assert_that( | ||
[r.edge_type for r in results.relationships], | ||
contains_exactly("won", "is_nationality_of", "works_at", "is_field_of"), | ||
) | ||
nodes = [n.type for n in results.nodes] | ||
print(nodes) | ||
any_of_in_list(nodes, "person") | ||
any_of_in_list(nodes, "institution") | ||
any_of_in_list(nodes, "award") | ||
any_of_in_list(nodes, "nationality") | ||
any_of_in_list(nodes, "field_of_study", "field") | ||
|
||
assert len(results.relationships) > 0 | ||
rels = [r.edge_type for r in results.relationships] | ||
print(rels) | ||
any_of_in_list(rels, "won", "won_award") | ||
any_of_in_list(rels, "is_nationality_of", "has_nationality") | ||
any_of_in_list(rels, "first_professor_at", "professor_at", "works_at", "has_position_at") | ||
any_of_in_list(rels, "conducted_research_in") | ||
# We don't do more testing here since this is meant to attempt to infer things. | ||
|
||
|
||
def any_of_in_list(values: List[str], *expected): | ||
for value in values: | ||
if value in expected: | ||
return | ||
raise AssertionError(f"Expected one of {expected}, but got {values}") |
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