NetsPresso_QA / tests /test_fusion.py
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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.
#
import filecmp
import os
import unittest
class TestSearch(unittest.TestCase):
def setUp(self):
self.output_path = 'output_test_fusion.txt'
def test_reciprocal_rank_fusion_simple(self):
input_paths = ['tests/resources/simple_trec_run_fusion_1.txt', 'tests/resources/simple_trec_run_fusion_2.txt']
verify_path = 'tests/resources/simple_trec_run_rrf_verify.txt'
qruns_str = ' '.join(input_paths)
os.system(
f'python -m pyserini.fusion --method rrf --runs {qruns_str} --output {self.output_path} --runtag test')
self.assertTrue(filecmp.cmp(verify_path, self.output_path))
def test_interpolation_fusion_simple(self):
input_paths = ['tests/resources/simple_trec_run_fusion_1.txt', 'tests/resources/simple_trec_run_fusion_2.txt']
verify_path = 'tests/resources/simple_trec_run_interpolation_verify.txt'
qruns_str = ' '.join(input_paths)
os.system(
f'python -m pyserini.fusion --method interpolation --alpha 0.4 --runs {qruns_str} --output {self.output_path} --runtag test')
self.assertTrue(filecmp.cmp(verify_path, self.output_path))
def test_average_fusion_simple(self):
input_paths = ['tests/resources/simple_trec_run_fusion_1.txt', 'tests/resources/simple_trec_run_fusion_2.txt']
verify_path = 'tests/resources/simple_trec_run_average_verify.txt'
qruns_str = ' '.join(input_paths)
os.system(
f'python -m pyserini.fusion --method average --runs {qruns_str} --output {self.output_path} --runtag test')
self.assertTrue(filecmp.cmp(verify_path, self.output_path))
def test_reciprocal_rank_fusion_complex(self):
os.system('wget -q -nc https://git.uwaterloo.ca/jimmylin/covidex-trec-covid-runs/raw/master/round2/anserini.covid-r2.abstract.qq.bm25.txt.gz')
os.system('wget -q -nc https://git.uwaterloo.ca/jimmylin/covidex-trec-covid-runs/raw/master/round2/anserini.covid-r2.full-text.qq.bm25.txt.gz')
os.system('wget -q -nc https://git.uwaterloo.ca/jimmylin/covidex-trec-covid-runs/raw/master/round2/anserini.covid-r2.paragraph.qq.bm25.txt.gz')
os.system('wget -q -nc https://git.uwaterloo.ca/jimmylin/covidex-trec-covid-runs/raw/master/round2/anserini.covid-r2.fusion1.txt.gz')
os.system('gunzip -f anserini.covid-r2.*.txt.gz')
txt_paths = ['anserini.covid-r2.abstract.qq.bm25.txt',
'anserini.covid-r2.full-text.qq.bm25.txt', 'anserini.covid-r2.paragraph.qq.bm25.txt']
qruns_str = ' '.join(txt_paths)
os.system(
f'python -m pyserini.fusion --method rrf --runs {qruns_str} --output {self.output_path} --runtag reciprocal_rank_fusion_k=60')
verify_path = 'anserini.covid-r2.fusion1.txt'
self.assertTrue(filecmp.cmp(verify_path, self.output_path))
os.system('rm anserini.covid-r2.*')
def tearDown(self):
if os.path.exists(self.output_path):
os.remove(self.output_path)
if __name__ == '__main__':
unittest.main()