import html import multiprocessing import os import time import unittest from olmocr.filter.coherency import get_document_coherency from olmocr.prompts.anchor import get_anchor_text class TestCoherencyScores(unittest.TestCase): def testBadOcr1(self): good_text = get_anchor_text(os.path.join(os.path.dirname(__file__), "gnarly_pdfs", "instructions_and_schematics.pdf"), 1, pdf_engine="pdftotext") ocr1_text = get_anchor_text(os.path.join(os.path.dirname(__file__), "gnarly_pdfs", "handwriting_bad_ocr.pdf"), 1, pdf_engine="pdftotext") ocr2_text = get_anchor_text(os.path.join(os.path.dirname(__file__), "gnarly_pdfs", "some_ocr1.pdf"), 1, pdf_engine="pdftotext") print("Good", get_document_coherency(good_text)) print("Bad1", get_document_coherency(ocr1_text)) print("Bad2", get_document_coherency(ocr2_text)) @unittest.skip("This test is not necessary, it's just a helpful benchmark") def testHugeBookCoherencySpeed(self): base_text = get_anchor_text(os.path.join(os.path.dirname(__file__), "gnarly_pdfs", "ti89_guidebook.pdf"), 1, pdf_engine="pdftotext") print(f"ti89 book length: {len(base_text):,}") warmup = get_document_coherency(base_text[:1000]) base_text = base_text[:40000] start = time.perf_counter() score = get_document_coherency(base_text) end = time.perf_counter() char_per_sec = len(base_text) / (end - start) char_per_sec = char_per_sec / multiprocessing.cpu_count() print(f"ti89 book score {score:.2f}") print(f"{char_per_sec:.2f} chars per second per core") def testTwoColumnMisparse(self): pdftotext_text = get_anchor_text( os.path.join(os.path.dirname(__file__), "gnarly_pdfs", "pdftotext_two_column_issue.pdf"), page=2, pdf_engine="pdftotext", ) pdfium_text = get_anchor_text( os.path.join(os.path.dirname(__file__), "gnarly_pdfs", "pdftotext_two_column_issue.pdf"), page=2, pdf_engine="pdfium", ) print("pdftotext_text", pdftotext_score := get_document_coherency(pdftotext_text)) print("pdfium_text", pdfium_score := get_document_coherency(pdfium_text)) self.assertLess(pdfium_score, pdftotext_score) anchor_text = get_anchor_text(os.path.join(os.path.dirname(__file__), "gnarly_pdfs", "pdftotext_two_column_issue.pdf"), 2, pdf_engine="topcoherency") self.assertEqual(anchor_text, pdfium_text)