# # Pyserini: Reproducible IR research with sparse and dense representations # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # """Integration tests for commands in Ma et al. resource paper and Trotman et al. demo paper at SIGIR 2022.""" import os import unittest from integrations.utils import clean_files, run_command, parse_score, parse_score_msmarco class TestSIGIR2021(unittest.TestCase): def setUp(self): self.temp_files = [] def test_Ma_etal_section4_1a(self): """Sample code in Section 4.1. in Ma et al. resource paper.""" output_file = 'run.msmarco-passage.expanded.txt' self.temp_files.append(output_file) run_cmd = f'python -m pyserini.search.lucene \ --index msmarco-v1-passage-d2q-t5 \ --topics msmarco-passage-dev-subset \ --output {output_file} \ --output-format msmarco \ --bm25' status = os.system(run_cmd) self.assertEqual(status, 0) eval_cmd = f'python -m pyserini.eval.msmarco_passage_eval \ msmarco-passage-dev-subset {output_file}' stdout, stderr = run_command(eval_cmd) score = parse_score_msmarco(stdout, "MRR @10") self.assertAlmostEqual(score, 0.2816, delta=0.0001) # Note that this is the score with (k1=2.18, b=0.86); score is 0.2723 with default (k1=0.9, b=0.4) parameters. def test_Ma_etal_section4_1b(self): """Sample code in Section 4.1. in Ma et al. resource paper.""" output_file = 'run.msmarco-v2-passage.unicoil.txt' self.temp_files.append(output_file) run_cmd = f'python -m pyserini.search.lucene \ --index msmarco-v2-passage-unicoil-0shot \ --topics msmarco-v2-passage-dev \ --encoder castorini/unicoil-msmarco-passage \ --output {output_file} \ --batch 144 --threads 36 \ --hits 1000 \ --impact' status = os.system(run_cmd) self.assertEqual(status, 0) eval_cmd = f'python -m pyserini.eval.trec_eval -c -M 100 -m map -m recip_rank msmarco-v2-passage-dev {output_file}' stdout, stderr = run_command(eval_cmd) score = parse_score(stdout, "recip_rank") self.assertAlmostEqual(score, 0.1501, delta=0.0001) # This is the score with otf; with pre-encoded, the score is 0.1499. def test_Trotman_etal(self): """Sample code in Trotman et al. demo paper.""" output_file = 'run.msmarco-passage.unicoil.tsv' self.temp_files.append(output_file) run_cmd = f'python -m pyserini.search.lucene \ --index msmarco-passage-unicoil-d2q \ --topics msmarco-passage-dev-subset-unicoil \ --output {output_file} \ --output-format msmarco \ --batch 36 --threads 12 \ --hits 1000 \ --impact' status = os.system(run_cmd) self.assertEqual(status, 0) eval_cmd = f'python -m pyserini.eval.msmarco_passage_eval msmarco-passage-dev-subset {output_file}' stdout, stderr = run_command(eval_cmd) score = parse_score_msmarco(stdout, "MRR @10", digits=3) self.assertAlmostEqual(score, 0.352, delta=0.0005) # TODO: There's corresponding test code with JASS that's also in the demo paper. We should also add. def tearDown(self): clean_files(self.temp_files) if __name__ == '__main__': unittest.main()