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| # | |
| # 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() | |