from pathlib import Path from evaluations.datasets.open_rag_bench import ( build_orb_case, download_pdf, is_multimodal_query, map_orb_document, map_orb_retrieval, ) from evaluations.datasets.t2_ragbench import ( build_t2_case, download_t2_pdf, load_t2_corpus, map_t2_document, map_t2_retrieval, ) from evaluations.datasets.wix import ( build_wix_case, map_wix_document, map_wix_retrieval, ) class TestWix: def test_map_document_with_all_fields(self) -> None: doc = { "id": 123, "url": "https://wix.com/article", "html_content": "
Content
", "title": "My Article", } payload = map_wix_document(doc) assert payload.uri == "123" assert payload.content == "Content
" assert payload.title == "My Article" assert payload.format == "html" assert payload.metadata == { "article_id": "123", "url": "https://wix.com/article", } def test_map_document_no_id(self) -> None: doc = { "id": None, "url": "https://wix.com/page", "html_content": "Text
", "title": None, } payload = map_wix_document(doc) assert payload.uri == "https://wix.com/page" def test_map_document_no_metadata(self) -> None: doc = {"id": None, "url": None, "html_content": "X
", "title": None} payload = map_wix_document(doc) assert payload.metadata is None def test_map_retrieval(self) -> None: doc = {"question": "How to add a page?", "article_ids": [10, 20]} sample = map_wix_retrieval(doc) assert sample is not None assert sample.question == "How to add a page?" assert sample.expected_uris == ("10", "20") def test_map_retrieval_no_article_ids(self) -> None: doc = {"question": "Q?", "article_ids": None} assert map_wix_retrieval(doc) is None def test_map_retrieval_empty_article_ids(self) -> None: doc = {"question": "Q?", "article_ids": []} assert map_wix_retrieval(doc) is None def test_build_case(self) -> None: doc = { "question": "How?", "answer": "Like this.", "article_ids": [5, 10], } case = build_wix_case(2, doc) assert case.name == "2_5-10" assert case.inputs == "How?" assert case.expected_output == "Like this." assert case.metadata is not None assert case.metadata["case_index"] == "2" def test_build_case_no_article_ids(self) -> None: doc = {"question": "Q?", "answer": "A.", "article_ids": None} case = build_wix_case(1, doc) assert case.name == "case_1" class TestOpenRAGBench: def test_map_document(self, tmp_path: Path) -> None: # Pre-create a cached PDF cache_dir = tmp_path / "pdfs" cache_dir.mkdir() pdf_path = cache_dir / "paper1.pdf" pdf_path.write_bytes(b"%PDF-fake") doc = {"paper_id": "paper1", "pdf_url": "https://example.com/paper1.pdf"} # Patch get_cache_dir to use our tmp_path from unittest.mock import patch with patch( "evaluations.datasets.open_rag_bench.get_cache_dir", return_value=cache_dir ): payload = map_orb_document(doc) assert payload is not None assert payload.uri == "paper1" assert payload.title == "paper1" assert payload.source_path == pdf_path assert payload.metadata == {"arxiv_id": "paper1"} def test_map_document_download_fails(self, tmp_path: Path) -> None: cache_dir = tmp_path / "pdfs" cache_dir.mkdir() doc = {"paper_id": "missing", "pdf_url": "https://example.com/missing.pdf"} from unittest.mock import patch with patch( "evaluations.datasets.open_rag_bench.get_cache_dir", return_value=cache_dir ): with patch( "evaluations.datasets.open_rag_bench.download_pdf", return_value=None ): payload = map_orb_document(doc) assert payload is None def test_map_retrieval(self) -> None: doc = { "query": "What is attention?", "doc_id": "1706.03762", "source": "text", } sample = map_orb_retrieval(doc) assert sample is not None assert sample.question == "What is attention?" assert sample.expected_uris == ("1706.03762",) assert sample.source_type == "text" def test_build_case(self) -> None: doc = { "query_id": "q_abcdef12", "query": "Explain transformers.", "answer": "Transformers are...", "type": "factual", "source": "text", } case = build_orb_case(1, doc) assert case.name == "1_q_abcdef" assert case.inputs == "Explain transformers." assert case.expected_output == "Transformers are..." assert case.metadata is not None assert case.metadata["query_id"] == "q_abcdef12" def test_download_pdf_uses_cache(self, tmp_path: Path) -> None: pdf_path = tmp_path / "cached.pdf" pdf_path.write_bytes(b"%PDF-cached") result = download_pdf("cached", "https://example.com/cached.pdf", tmp_path) assert result == pdf_path def test_is_multimodal_query(self) -> None: assert is_multimodal_query("image") is True assert is_multimodal_query("image_table") is True assert is_multimodal_query("text") is False class TestT2RAGBench: def _row(self, **overrides: object) -> dict[str, object]: row: dict[str, object] = { "id": "finqa_dev_0", "context_id": "finqa_dev_ctx_138", "subset": "FinQA", "split": "dev", "file_name": "pdf/V/2008/page_17.pdf", "question": "What was the average payment volume per transaction?", "program_answer": "127.4", "company_name": "Visa Inc.", "company_symbol": "V", "report_year": 2008, "company_sector": "Financials", } row.update(overrides) return row def test_map_document(self, tmp_path: Path) -> None: pdf_path = tmp_path / "page_17.pdf" pdf_path.write_bytes(b"%PDF-fake") from unittest.mock import patch with patch( "evaluations.datasets.t2_ragbench.download_t2_pdf", return_value=pdf_path, ) as download: payload = map_t2_document(self._row()) download.assert_called_once_with("FinQA", "dev", "pdf/V/2008/page_17.pdf") assert payload is not None assert payload.uri == "finqa_dev_ctx_138" assert payload.source_path == pdf_path assert payload.content is None assert payload.title == "Visa Inc. 2008" assert payload.metadata == { "file_name": "pdf/V/2008/page_17.pdf", "company_name": "Visa Inc.", "company_symbol": "V", "report_year": 2008, "company_sector": "Financials", } def test_map_document_title_falls_back_to_context_id(self, tmp_path: Path) -> None: pdf_path = tmp_path / "page.pdf" pdf_path.write_bytes(b"%PDF-fake") from unittest.mock import patch row = self._row(company_name=None, report_year=None) with patch( "evaluations.datasets.t2_ragbench.download_t2_pdf", return_value=pdf_path, ): payload = map_t2_document(row) assert payload is not None assert payload.title == "finqa_dev_ctx_138" assert payload.metadata is not None assert "company_name" not in payload.metadata assert "report_year" not in payload.metadata def test_map_retrieval(self) -> None: sample = map_t2_retrieval(self._row()) assert sample is not None assert sample.question == self._row()["question"] assert sample.expected_uris == ("finqa_dev_ctx_138",) def test_build_case(self) -> None: case = build_t2_case(3, self._row()) assert case.name == "3_finqa_dev_0" assert case.inputs == self._row()["question"] assert case.expected_output == "127.4" assert case.metadata is not None assert case.metadata["case_index"] == "3" assert case.metadata["context_id"] == "finqa_dev_ctx_138" def test_build_case_casts_numeric_answer(self) -> None: case = build_t2_case(0, self._row(program_answer=127.4)) assert case.expected_output == "127.4" def test_download_pdf_materializes_pdf_suffix(self, tmp_path: Path) -> None: # hf_hub_download can return a suffix-less blob path; the cached copy # must carry the .pdf extension the converter dispatches on. blob = tmp_path / "blobs" / "6aa49306deadbeef" blob.parent.mkdir() blob.write_bytes(b"%PDF-fake") cache = tmp_path / "cache" cache.mkdir() from unittest.mock import patch with ( patch("evaluations.datasets.t2_ragbench.get_cache_dir", return_value=cache), patch( "evaluations.datasets.t2_ragbench.hf_hub_download", return_value=str(blob), ), ): out = download_t2_pdf("FinQA", "dev", "pdf/V/2008/page_17.pdf") assert out.suffix == ".pdf" assert out.exists() assert out.read_bytes() == b"%PDF-fake" assert out.name == "FinQA_dev_pdf_V_2008_page_17.pdf" def test_load_corpus_dedupes_by_context_id(self) -> None: from unittest.mock import patch rows = [ self._row(id="finqa_dev_0", context_id="ctx_a"), self._row(id="finqa_dev_1", context_id="ctx_a"), self._row(id="finqa_dev_2", context_id="ctx_b"), ] with patch("evaluations.datasets.t2_ragbench._load_rows", return_value=rows): corpus = load_t2_corpus("FinQA") assert len(corpus) == 2 assert {r["context_id"] for r in corpus} == {"ctx_a", "ctx_b"}