dp-zp-agent/tools/graphrag/tests/test_graphrag.py

423 lines
8.9 KiB
Python

from __future__ import annotations
from tools.graphrag.graphrag import (
build_graph_payload,
extract_explicit_proposal_title,
extract_works,
)
JAKUB_PATH = (
"pages/students/2016/"
"jakub_maruniak/README.md"
)
def make_document(
*,
path: str = JAKUB_PATH,
title: str = "Jakub Maruniak",
categories: list[str] | None = None,
) -> dict:
return {
"path": path,
"title": title,
"categories": (
categories
if categories is not None
else ["dp2021", "bp2019"]
),
"tags": [
"spacy",
"ner",
],
"author": "Daniel Hladek",
"published": True,
}
def make_chunk(
index: int,
headings: list[str],
text: str,
*,
path: str = JAKUB_PATH,
) -> dict:
return {
"chunk_id": (
f"{path}::chunk-{index}"
),
"document_path": path,
"title": "Jakub Maruniak",
"categories": [
"dp2021",
"bp2019",
],
"tags": [
"spacy",
"ner",
],
"author": "Daniel Hladek",
"published": True,
"chunk_index": index,
"heading_paths": [
headings
],
"text": text,
"text_length": len(text),
"token_count": 1,
"content_hash": f"hash-{index}",
}
def test_explicit_dp_proposal_is_found() -> None:
chunks = [
make_chunk(
0,
["Jakub Maruniak"],
(
"Dokument: Jakub Maruniak\n\n"
"*Návrh na názov DP*:\n\n"
"Anotácia a rozpoznávanie "
"pomenovaných entít v "
"slovenskom jazyku."
),
)
]
title, source_chunk_ids = (
extract_explicit_proposal_title(
"diploma_thesis",
chunks,
)
)
assert title == (
"Anotácia a rozpoznávanie "
"pomenovaných entít v "
"slovenskom jazyku."
)
assert source_chunk_ids == [
f"{JAKUB_PATH}::chunk-0"
]
def test_extract_works_uses_dp_proposal_fallback() -> None:
document = make_document()
chunks = [
make_chunk(
0,
["Jakub Maruniak"],
(
"Dokument: Jakub Maruniak\n\n"
"*Rok začiatku štúdia*: 2016\n\n"
"*Návrh na názov DP*:\n\n"
"Anotácia a rozpoznávanie "
"pomenovaných entít v "
"slovenskom jazyku."
),
),
make_chunk(
1,
[
"Jakub Maruniak",
"Diplomová práca 2021",
],
(
"Dokument: Jakub Maruniak\n"
"Sekcia: Diplomová práca 2021\n\n"
"Stretnutie 12.3.\n\n"
"Stav:\n\n"
"- Anotovanie dát."
),
),
]
works = extract_works(
document,
chunks,
)
diploma_works = [
work
for work in works
if work["work_type"]
== "diploma_thesis"
]
assert len(diploma_works) == 1
work = diploma_works[0]
assert work["year"] == 2021
assert work["title"] == (
"Anotácia a rozpoznávanie "
"pomenovaných entít v "
"slovenskom jazyku."
)
assert work["source_chunk_ids"] == [
f"{JAKUB_PATH}::chunk-0",
f"{JAKUB_PATH}::chunk-1",
]
def test_existing_work_title_has_priority() -> None:
document = make_document()
chunks = [
make_chunk(
0,
["Jakub Maruniak"],
(
"Dokument: Jakub Maruniak\n\n"
"Návrh na názov DP: "
"Starší pracovný názov"
),
),
make_chunk(
1,
[
"Jakub Maruniak",
"Diplomová práca 2021",
],
(
"Dokument: Jakub Maruniak\n"
"Sekcia: Diplomová práca 2021\n\n"
"Názov: Finálny názov práce"
),
),
]
works = extract_works(
document,
chunks,
)
work = next(
work
for work in works
if work["work_type"]
== "diploma_thesis"
)
assert work["title"] == (
"Finálny názov práce"
)
assert work["source_chunk_ids"] == [
f"{JAKUB_PATH}::chunk-1"
]
def test_ambiguous_dp_proposals_are_not_used() -> None:
document = make_document()
chunks = [
make_chunk(
0,
["Jakub Maruniak"],
(
"Návrh na názov DP: "
"Prvý návrh"
),
),
make_chunk(
1,
["Jakub Maruniak"],
(
"Návrh na názov DP: "
"Druhý návrh"
),
),
make_chunk(
2,
[
"Jakub Maruniak",
"Diplomová práca 2021",
],
(
"Dokument: Jakub Maruniak\n"
"Sekcia: Diplomová práca 2021\n\n"
"Stretnutie 12.3."
),
),
]
works = extract_works(
document,
chunks,
)
work = next(
work
for work in works
if work["work_type"]
== "diploma_thesis"
)
assert work["title"] is None
def test_proposal_is_not_used_for_diploma_project() -> None:
document = make_document()
chunks = [
make_chunk(
0,
["Jakub Maruniak"],
(
"Návrh na názov DP: "
"Názov diplomovej práce"
),
),
make_chunk(
1,
[
"Jakub Maruniak",
"Diplomový projekt 2020",
],
(
"Dokument: Jakub Maruniak\n"
"Sekcia: Diplomový projekt 2020\n\n"
"Stretnutie 9.3.2020\n\n"
"Úlohy:\n\n"
"- Pripraviť dáta."
),
),
]
works = extract_works(
document,
chunks,
)
work = next(
work
for work in works
if work["work_type"]
== "diploma_project"
)
assert work["title"] is None
def test_proposal_is_not_shared_between_multiple_dp_works() -> None:
document = make_document(
categories=[
"dp2021",
"dp2022",
]
)
chunks = [
make_chunk(
0,
["Jakub Maruniak"],
(
"Návrh na názov DP: "
"Jeden návrh"
),
),
make_chunk(
1,
[
"Jakub Maruniak",
"Diplomová práca 2021",
],
(
"Dokument: Jakub Maruniak\n"
"Sekcia: Diplomová práca 2021\n\n"
"Stretnutie 1.1.2021"
),
),
make_chunk(
2,
[
"Jakub Maruniak",
"Diplomová práca 2022",
],
(
"Dokument: Jakub Maruniak\n"
"Sekcia: Diplomová práca 2022\n\n"
"Stretnutie 1.1.2022"
),
),
]
works = extract_works(
document,
chunks,
)
diploma_works = [
work
for work in works
if work["work_type"]
== "diploma_thesis"
]
assert len(diploma_works) == 2
assert all(
work["title"] is None
for work in diploma_works
)
def test_graph_payload_contains_fallback_title() -> None:
document = make_document()
chunks = [
make_chunk(
0,
["Jakub Maruniak"],
(
"Dokument: Jakub Maruniak\n\n"
"Rok začiatku štúdia: 2016\n\n"
"Návrh na názov DP:\n\n"
"Anotácia a rozpoznávanie "
"pomenovaných entít v "
"slovenskom jazyku."
),
),
make_chunk(
1,
[
"Jakub Maruniak",
"Diplomová práca 2021",
],
(
"Dokument: Jakub Maruniak\n"
"Sekcia: Diplomová práca 2021\n\n"
"Stretnutie 12.3."
),
),
]
payload = build_graph_payload(
[document],
chunks,
)
diploma_work = next(
work
for work in payload["works"]
if work["work_type"]
== "diploma_thesis"
)
assert diploma_work["title"] == (
"Anotácia a rozpoznávanie "
"pomenovaných entít v "
"slovenskom jazyku."
)
assert diploma_work[
"source_chunk_ids"
] == [
f"{JAKUB_PATH}::chunk-0",
f"{JAKUB_PATH}::chunk-1",
]