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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 MS MARCO V1 passage corpus using pre-built indexes."""
import unittest
from integrations.utils import run_retrieval_and_return_scores
class TestPrebuiltMsMarcoV1Passage(unittest.TestCase):
def setUp(self):
self.threads = 16
self.batch_size = 128
def test_passage_trec_output(self):
"""Test case for MS MARCO V1 passage, dev queries, TREC output
on all three pre-built indexes (base, slim, full)."""
# Loop over all three pre-built indexes.
for index in ['msmarco-v1-passage', 'msmarco-v1-passage-slim', 'msmarco-v1-passage-full']:
scores = run_retrieval_and_return_scores(
'runs/test_run.msmarco-passage.trec.txt',
f'python -m pyserini.search.lucene \
--threads {self.threads} --batch-size {self.batch_size} \
--index {index} --topics msmarco-passage-dev-subset --bm25',
'msmarco-passage-dev-subset',
'trec_eval',
[['map', 'map'], ['recall.1000', 'recall_1000']])
self.assertTrue('map' in scores)
self.assertTrue('recall.1000' in scores)
self.assertAlmostEqual(scores['map'], 0.1958, delta=0.0001)
self.assertAlmostEqual(scores['recall.1000'], 0.8573, delta=0.0001)
def test_passage_msmarco_output(self):
"""Test case for MS MARCO V1 passage, dev queries, MS MARCO output
on all three pre-built indexes (base, slim, full)."""
# Loop over all three pre-built indexes.
for index in ['msmarco-v1-passage', 'msmarco-v1-passage-slim', 'msmarco-v1-passage-full']:
scores = run_retrieval_and_return_scores(
'runs/test_run.msmarco-passage.msmarco.txt',
f'python -m pyserini.search.lucene --threads {self.threads} --batch-size {self.batch_size} \
--index {index} --topics msmarco-passage-dev-subset --bm25 --output-format msmarco',
'msmarco-passage-dev-subset',
'msmarco_passage_string', [])
self.assertTrue('MRR@10' in scores)
self.assertEqual(scores['MRR@10'], '0.18741227770955546')
def test_passage_expanded_trec_output(self):
"""Test case for MS MARCO V1 passage w/ doc2query-T5 expansions, dev queries, TREC output."""
scores = run_retrieval_and_return_scores(
'runs/test_run.msmarco-passage.expanded.trec.txt',
f'python -m pyserini.search.lucene --threads {self.threads} --batch-size {self.batch_size} \
--index msmarco-v1-passage-d2q-t5 --topics msmarco-passage-dev-subset --bm25',
'msmarco-passage-dev-subset',
'trec_eval',
[['map', 'map'], ['recall.1000', 'recall_1000']])
self.assertTrue('map' in scores)
self.assertTrue('recall.1000' in scores)
self.assertAlmostEqual(scores['map'], 0.2893, delta=0.0001)
self.assertAlmostEqual(scores['recall.1000'], 0.9506, delta=0.0001)
def test_passage_expanded_msmarco_output(self):
"""Test case for MS MARCO V1 passage w/ doc2query-T5 expansions, dev queries, MS MARCO output."""
scores = run_retrieval_and_return_scores(
'runs/test_run.msmarco-passage.expanded.msmarco.txt',
f'python -m pyserini.search.lucene --threads {self.threads} --batch-size {self.batch_size} \
--index msmarco-v1-passage-d2q-t5 --topics msmarco-passage-dev-subset --bm25 --output-format msmarco',
'msmarco-passage-dev-subset',
'msmarco_passage_string', [])
self.assertTrue('MRR@10' in scores)
self.assertEqual(scores['MRR@10'], '0.281560751807885')
if __name__ == '__main__':
unittest.main()
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