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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 nmslib index search""" | |
| import os | |
| import socket | |
| import unittest | |
| from integrations.utils import clean_files, run_command, parse_score | |
| class TestSearchIntegration(unittest.TestCase): | |
| def setUp(self): | |
| self.temp_files = [] | |
| self.threads = 12 | |
| self.batch_size = 36 | |
| # Hard-code larger values for internal servers | |
| if socket.gethostname().startswith('damiano') or socket.gethostname().startswith('orca'): | |
| self.threads = 36 | |
| self.batch_size = 144 | |
| def test_msmarco_passage_deepimpact_nmslib_hnsw(self): | |
| output_file = 'test_run.msmarco-passage.deepimpact.nmslib.tsv' | |
| self.temp_files.append(output_file) | |
| cmd = 'wget https://raw.githubusercontent.com/castorini/pyserini-data/main/encoded-queries/deepimpact_msmarco_passage_dev_topic.jsonl' | |
| status = os.system(cmd) | |
| cmd = 'wget https://rgw.cs.uwaterloo.ca/JIMMYLIN-bucket0/pyserini-indexes/nmslib-index.msmarco-passage.deepimpact.20211012.58d286.tar.gz' | |
| status = os.system(cmd) | |
| cmd = 'tar -xvf nmslib-index.msmarco-passage.deepimpact.20211012.58d286.tar.gz' | |
| status = os.system(cmd) | |
| self.temp_files.append('deepimpact_msmarco_passage_dev_topic.jsonl') | |
| self.temp_files.append('nmslib-index.msmarco-passage.deepimpact.20211012.58d286.tar.gz') | |
| self.temp_files.append('nmslib-index.msmarco-passage.deepimpact.20211012.58d286') | |
| cmd1 = f'python -m pyserini.search.nmslib --topics deepimpact_msmarco_passage_dev_topic.jsonl \ | |
| --index nmslib-index.msmarco-passage.deepimpact.20211012.58d286 \ | |
| --output {output_file} \ | |
| --hits 1000 --batch {self.batch_size} --threads {self.threads} \ | |
| --output-format msmarco --is-sparse --ef 1000' | |
| cmd2 = f'python -m pyserini.eval.msmarco_passage_eval msmarco-passage-dev-subset {output_file}' | |
| status = os.system(cmd1) | |
| stdout, stderr = run_command(cmd2) | |
| score = parse_score(stdout, "MRR @10") | |
| self.assertEqual(status, 0) | |
| self.assertAlmostEqual(score, 0.298, delta=0.001) | |
| def tearDown(self): | |
| clean_files(self.temp_files) | |
| if __name__ == '__main__': | |
| unittest.main() |