# # 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()