class TestSearchIntegration(unittest.TestCase):
def setUp(self):
# The current directory depends on if you're running inside an IDE or from command line.
curdir = os.getcwd()
if curdir.endswith('sparse'):
self.pyserini_root = '../..'
else:
self.pyserini_root = '.'
self.tmp = f'{self.pyserini_root}/integrations/tmp{randint(0, 10000)}'
if os.path.exists(self.tmp):
shutil.rmtree(self.tmp)
else:
os.mkdir(self.tmp)
#wget cacm jsonl file
os.system(f'wget https://raw.githubusercontent.com/castorini/anserini-data/master/CACM/corpus/jsonl/cacm.json -P {self.tmp}/cacm_jsonl')
#pre tokenized jsonl
os.system(f'python -m pyserini.tokenize_json_collection --input {self.tmp}/cacm_jsonl/ --output {self.tmp}/cacm_bert_jsonl/ --tokenizer bert-base-uncased')
self.pyserini_index_cmd = 'python -m pyserini.index'
self.pyserini_search_cmd = 'python -m pyserini.search'
self.cacm_jsonl_path = os.path.join(self.tmp, 'cacm_jsonl')
self.cacm_bert_jsonl_path = os.path.join(self.tmp, 'cacm_bert_jsonl')
self.cacm_index_path = os.path.join(self.tmp, 'cacm_index')
self.cacm_bert_index_path = os.path.join(self.tmp, 'cacm_bert_index')
self.cacm_qrels_path = os.path.join(self.pyserini_root, 'tools/topics-and-qrels/qrels.cacm.txt')
self.cacm_topics_path = os.path.join(self.pyserini_root, 'tools/topics-and-qrels/topics.cacm.txt')
os.system(f'{self.pyserini_index_cmd} -collection JsonCollection -generator DefaultLuceneDocumentGenerator -threads 9 -input {self.cacm_jsonl_path} -index {self.cacm_index_path} -storePositions -storeDocvectors -storeRaw' )
os.system(f'{self.pyserini_index_cmd} -collection JsonCollection -generator DefaultLuceneDocumentGenerator -threads 9 -input {self.cacm_bert_jsonl_path} -index {self.cacm_bert_index_path} -storePositions -storeDocvectors -storeRaw -pretokenized')
self.cacm_checker = SimpleSearcherScoreChecker(
index=self.cacm_index_path,
topics=os.path.join(self.pyserini_root, 'tools/topics-and-qrels/topics.cacm.txt'),
pyserini_topics=os.path.join(self.pyserini_root, 'tools/topics-and-qrels/topics.cacm.txt'),
qrels=self.cacm_qrels_path,
eval=f'{self.pyserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30')
self.cacm_bert_checker = SimpleSearcherScoreChecker(
index=self.cacm_bert_index_path,
topics=os.path.join(self.pyserini_root, 'tools/topics-and-qrels/topics.cacm.txt'),
pyserini_topics=os.path.join(self.pyserini_root, 'tools/topics-and-qrels/topics.cacm.txt'),
qrels=self.cacm_qrels_path,
eval=f'{self.pyserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30')
def test_without_pretokenized(self):
self.assertTrue(self.cacm_checker.run('cacm', '--bm25', 0.3114))
def test_with_pretokenized(self):
self.assertTrue(self.cacm_bert_checker.run('cacm_bert', '--bm25', 0.2750, 'bert-base-uncased'))
def tearDown(self):
shutil.rmtree(f'{self.tmp}')
class TestSearchIntegration(unittest.TestCase):
def setUp(self):
# The current directory depends on if you're running inside an IDE or from command line.
curdir = os.getcwd()
if curdir.endswith('clprf'):
self.pyserini_root = '../..'
self.anserini_root = '../../../anserini'
else:
self.pyserini_root = '.'
self.anserini_root = '../anserini'
self.tmp = f'{self.pyserini_root}/integrations/tmp{randint(0, 10000)}'
if os.path.exists(self.tmp):
shutil.rmtree(self.tmp)
else:
os.mkdir(self.tmp)
self.pyserini_search_cmd = 'python -m pyserini.search'
self.pyserini_fusion_cmd = 'python -m pyserini.fusion'
self.core17_index_path = os.path.join(
self.anserini_root,
'indexes/lucene-index.core17.pos+docvectors+raw')
self.core17_qrels_path = os.path.join(
self.pyserini_root, 'tools/topics-and-qrels/qrels.core17.txt')
self.core18_index_path = os.path.join(
self.anserini_root,
'indexes/lucene-index.core18.pos+docvectors+raw')
self.core18_qrels_path = os.path.join(
self.pyserini_root, 'tools/topics-and-qrels/qrels.core18.txt')
self.robust04_index_path = os.path.join(
self.anserini_root,
'indexes/lucene-index.robust04.pos+docvectors+raw')
self.robust04_qrels_path = os.path.join(
self.pyserini_root, 'tools/topics-and-qrels/qrels.robust04.txt')
self.robust05_index_path = os.path.join(
self.anserini_root,
'indexes/lucene-index.robust05.pos+docvectors+raw')
self.robust05_qrels_path = os.path.join(
self.pyserini_root, 'tools/topics-and-qrels/qrels.robust05.txt')
self.core17_checker = SimpleSearcherScoreChecker(
index=self.core17_index_path,
topics=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/topics.core17.txt'),
pyserini_topics='core17',
qrels=self.core17_qrels_path,
eval=
f'{self.pyserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30'
)
self.core18_checker = SimpleSearcherScoreChecker(
index=os.path.join(
self.anserini_root,
'indexes/lucene-index.core18.pos+docvectors+raw'),
topics=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/topics.core18.txt'),
pyserini_topics='core18',
qrels=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/qrels.core18.txt'),
eval=
f'{self.pyserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30'
)
self.robust04_checker = SimpleSearcherScoreChecker(
index=os.path.join(
self.anserini_root,
'indexes/lucene-index.robust04.pos+docvectors+raw'),
topics=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/topics.robust04.txt'),
pyserini_topics='robust04',
qrels=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/qrels.robust04.txt'),
eval=
f'{self.pyserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30'
)
self.robust05_checker = SimpleSearcherScoreChecker(
index=os.path.join(
self.anserini_root,
'indexes/lucene-index.robust05.pos+docvectors+raw'),
topics=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/topics.robust05.txt'),
pyserini_topics='robust05',
qrels=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/qrels.robust05.txt'),
eval=
f'{self.pyserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30'
)
def test_cross_validation(self):
pyserini_topics = 'core17'
os.mkdir(f'{self.tmp}/core17')
for alpha in [x / 10.0 for x in range(0, 11)]:
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17/core17_lr_A{alpha}_bm25.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha {alpha}'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core17 --output {self.tmp}/core17_lr.txt --classifier lr '
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_lr.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2462, delta=0.0001)
def test_core17(self):
self.assertTrue(
self.core17_checker.run('core17_bm25', '--bm25', 0.2087))
def test_core17_rm3(self):
self.assertTrue(
self.core17_checker.run('core17_bm25', '--bm25 --rm3', 0.2823))
def test_core17_lr(self):
pyserini_topics = 'core17'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17_lr.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.7'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_lr.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2473, delta=0.0001)
def test_core17_lr_rm3(self):
pyserini_topics = 'core17'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17_lr_rm3.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.4 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_lr_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2940, delta=0.0001)
def test_core17_svm(self):
pyserini_topics = 'core17'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17_svm.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.7'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_svm.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2385, delta=0.0001)
def test_core17_svm_rm3(self):
pyserini_topics = 'core17'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17_svm_rm3.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.4 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_svm_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2970, delta=0.0001)
def test_core17_avg(self):
pyserini_topics = 'core17'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17_avg.txt ' \
+ f'--prcl lr svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.6'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_avg.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2442, delta=0.0001)
def test_core17_avg_rm3(self):
pyserini_topics = 'core17'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17_avg_rm3.txt ' \
+ f'--prcl lr svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_avg_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2967, delta=0.0001)
def test_core17_rrf(self):
pyserini_topics = 'core17'
lr_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17_lr.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.7'
status = os.system(lr_cmd)
self.assertEqual(status, 0)
svm_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17_svm.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.7'
status = os.system(svm_cmd)
self.assertEqual(status, 0)
rrf_cmd = f'{self.pyserini_fusion_cmd} ' \
+ f'--runs {self.tmp}/core17_lr.txt {self.tmp}/core17_svm.txt ' \
+ f'--output {self.tmp}/core17_rrf.txt --resort'
status = os.system(rrf_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_rrf.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2446, delta=0.0001)
def test_core17_rrf_rm3(self):
pyserini_topics = 'core17'
lr_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17_lr_rm3.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.4 --rm3'
status = os.system(lr_cmd)
self.assertEqual(status, 0)
svm_cmd = f'{self.pyserini_search_cmd} --index {self.core17_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core17_svm_rm3.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.4 --rm3'
status = os.system(svm_cmd)
self.assertEqual(status, 0)
rrf_cmd = f'{self.pyserini_fusion_cmd} ' \
+ f'--runs {self.tmp}/core17_lr_rm3.txt {self.tmp}/core17_svm_rm3.txt ' \
+ f'--output {self.tmp}/core17_rrf_rm3.txt --resort'
status = os.system(rrf_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_rrf_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2965, delta=0.0001)
def test_core18(self):
self.assertTrue(
self.core18_checker.run('core18_bm25', '--bm25', 0.2495))
def test_core18_rm3(self):
self.assertTrue(
self.core18_checker.run('core18_bm25', '--bm25 --rm3', 0.3135))
def test_core18_lr(self):
pyserini_topics = 'core18'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core18_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core18_lr.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.6'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_lr.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2837, delta=0.0001)
def test_core18_lr_rm3(self):
pyserini_topics = 'core18'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core18_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core18_lr_rm3.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_lr_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.3222, delta=0.0001)
def test_core18_svm(self):
pyserini_topics = 'core18'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core18_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core18_svm.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.6'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_svm.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2840, delta=0.0001)
def test_core18_svm_rm3(self):
pyserini_topics = 'core18'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core18_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core18_svm_rm3.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_svm_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.3219, delta=0.0001)
def test_core18_avg(self):
pyserini_topics = 'core18'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core18_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core18_avg.txt ' \
+ f'--prcl lr svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.4'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_avg.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2860, delta=0.0001)
def test_core18_avg_rm3(self):
pyserini_topics = 'core18'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.core18_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core18_avg_rm3.txt ' \
+ f'--prcl lr svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.4 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_avg_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.3227, delta=0.0001)
def test_core18_rrf(self):
pyserini_topics = 'core18'
lr_cmd = f'{self.pyserini_search_cmd} --index {self.core18_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core18_lr.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.6'
status = os.system(lr_cmd)
self.assertEqual(status, 0)
svm_cmd = f'{self.pyserini_search_cmd} --index {self.core18_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core18_svm.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.6'
status = os.system(svm_cmd)
self.assertEqual(status, 0)
rrf_cmd = f'{self.pyserini_fusion_cmd} ' \
+ f'--runs {self.tmp}/core18_lr.txt {self.tmp}/core18_svm.txt ' \
+ f'--output {self.tmp}/core18_rrf.txt --resort'
status = os.system(rrf_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_rrf.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2881, delta=0.0001)
def test_core18_rrf_rm3(self):
pyserini_topics = 'core18'
lr_cmd = f'{self.pyserini_search_cmd} --index {self.core18_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core18_lr_rm3.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5 --rm3'
status = os.system(lr_cmd)
self.assertEqual(status, 0)
svm_cmd = f'{self.pyserini_search_cmd} --index {self.core18_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/core18_svm_rm3.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5 --rm3'
status = os.system(svm_cmd)
self.assertEqual(status, 0)
rrf_cmd = f'{self.pyserini_fusion_cmd} ' \
+ f'--runs {self.tmp}/core18_lr_rm3.txt {self.tmp}/core18_svm_rm3.txt ' \
+ f'--output {self.tmp}/core18_rrf_rm3.txt --resort'
status = os.system(rrf_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_rrf_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.3214, delta=0.0001)
def test_robust04(self):
self.assertTrue(
self.robust04_checker.run('robust04_bm25', '--bm25', 0.2531))
def test_robust04_rm3(self):
self.assertTrue(
self.robust04_checker.run('robust04_bm25_rm3', '--bm25 --rm3',
0.2903))
def test_robust04_lr(self):
pyserini_topics = 'robust04'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust04_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust04_lr.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_lr.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2747, delta=0.0001)
def test_robust04_lr_rm3(self):
pyserini_topics = 'robust04'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust04_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust04_lr_rm3.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.3 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_lr_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2971, delta=0.0001)
def test_robust04_svm(self):
pyserini_topics = 'robust04'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust04_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust04_svm.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_svm.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2726, delta=0.0001)
def test_robust04_svm_rm3(self):
pyserini_topics = 'robust04'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust04_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust04_svm_rm3.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.3 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_svm_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2967, delta=0.0001)
def test_robust04_avg(self):
pyserini_topics = 'robust04'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust04_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust04_avg.txt ' \
+ f'--prcl lr svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_avg.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.276, delta=0.0001)
def test_robust04_avg_rm3(self):
pyserini_topics = 'robust04'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust04_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust04_avg_rm3.txt ' \
+ f'--prcl lr svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.3 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_avg_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2980, delta=0.0001)
def test_robust04_rrf(self):
pyserini_topics = 'robust04'
lr_cmd = f'{self.pyserini_search_cmd} --index {self.robust04_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust04_lr.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5'
status = os.system(lr_cmd)
self.assertEqual(status, 0)
svm_cmd = f'{self.pyserini_search_cmd} --index {self.robust04_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust04_svm.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5'
status = os.system(svm_cmd)
self.assertEqual(status, 0)
rrf_cmd = f'{self.pyserini_fusion_cmd} ' \
+ f'--runs {self.tmp}/robust04_lr.txt {self.tmp}/robust04_svm.txt ' \
+ f'--output {self.tmp}/robust04_rrf.txt --resort'
status = os.system(rrf_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_rrf.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.275, delta=0.0001)
def test_robust04_rrf_rm3(self):
pyserini_topics = 'robust04'
lr_cmd = f'{self.pyserini_search_cmd} --index {self.robust04_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust04_lr_rm3.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.3 --rm3'
status = os.system(lr_cmd)
self.assertEqual(status, 0)
svm_cmd = f'{self.pyserini_search_cmd} --index {self.robust04_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust04_svm_rm3.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.3 --rm3'
status = os.system(svm_cmd)
self.assertEqual(status, 0)
rrf_cmd = f'{self.pyserini_fusion_cmd} ' \
+ f'--runs {self.tmp}/robust04_lr_rm3.txt {self.tmp}/robust04_svm_rm3.txt ' \
+ f'--output {self.tmp}/robust04_rrf_rm3.txt --resort'
status = os.system(rrf_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_rrf_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2975, delta=0.0001)
def test_robust05(self):
self.assertTrue(
self.robust05_checker.run('robust05_bm25', '--bm25', 0.2032))
def test_robust05_rm3(self):
self.assertTrue(
self.robust05_checker.run('robust05_bm25_rm3', '--bm25 --rm3',
0.2602))
def test_robust05_lr(self):
pyserini_topics = 'robust05'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust05_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust05_lr.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.8'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_lr.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2476, delta=0.0001)
def test_robust05_lr_rm3(self):
pyserini_topics = 'robust05'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust05_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust05_lr_rm3.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.6 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_lr_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2854, delta=0.0001)
def test_robust05_svm(self):
pyserini_topics = 'robust05'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust05_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust05_svm.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.8'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_svm.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2486, delta=0.0001)
def test_robust05_svm_rm3(self):
pyserini_topics = 'robust05'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust05_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust05_svm_rm3.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.6 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_svm_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2855, delta=0.0001)
def test_robust05_avg(self):
pyserini_topics = 'robust05'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust05_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust05_avg.txt ' \
+ f'--prcl lr svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.8'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_avg.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2485, delta=0.0001)
def test_robust05_avg_rm3(self):
pyserini_topics = 'robust05'
run_file_cmd = f'{self.pyserini_search_cmd} --index {self.robust05_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust05_avg_rm3.txt ' \
+ f'--prcl lr svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.6 --rm3'
status = os.system(run_file_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_avg_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2865, delta=0.0001)
def test_robust05_rrf(self):
pyserini_topics = 'robust05'
lr_cmd = f'{self.pyserini_search_cmd} --index {self.robust05_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust05_lr.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5'
status = os.system(lr_cmd)
self.assertEqual(status, 0)
svm_cmd = f'{self.pyserini_search_cmd} --index {self.robust05_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust05_svm.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.5'
status = os.system(svm_cmd)
self.assertEqual(status, 0)
rrf_cmd = f'{self.pyserini_fusion_cmd} ' \
+ f'--runs {self.tmp}/robust05_lr.txt {self.tmp}/robust05_svm.txt ' \
+ f'--output {self.tmp}/robust05_rrf.txt --resort'
status = os.system(rrf_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_rrf.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2401, delta=0.0001)
def test_robust05_rrf_rm3(self):
pyserini_topics = 'robust05'
lr_cmd = f'{self.pyserini_search_cmd} --index {self.robust05_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust05_lr_rm3.txt ' \
+ f'--prcl lr --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.3 --rm3'
status = os.system(lr_cmd)
self.assertEqual(status, 0)
svm_cmd = f'{self.pyserini_search_cmd} --index {self.robust05_index_path} ' \
+ f'--topics {pyserini_topics} --output {self.tmp}/robust05_svm_rm3.txt ' \
+ f'--prcl svm --prcl.vectorizer TfidfVectorizer --prcl.alpha 0.3 --rm3'
status = os.system(svm_cmd)
self.assertEqual(status, 0)
rrf_cmd = f'{self.pyserini_fusion_cmd} ' \
+ f'--runs {self.tmp}/robust05_lr_rm3.txt {self.tmp}/robust05_svm_rm3.txt ' \
+ f'--output {self.tmp}/robust05_rrf_rm3.txt --resort'
status = os.system(rrf_cmd)
self.assertEqual(status, 0)
score_cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_rrf_rm3.txt'
status = os.system(score_cmd)
stdout, stderr = run_command(score_cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2788, delta=0.0001)
def tearDown(self):
shutil.rmtree(f'{self.tmp}')
class TestSearchIntegration(unittest.TestCase):
def setUp(self):
curdir = os.getcwd()
if curdir.endswith('integrations'):
self.pyserini_root = '..'
self.anserini_root = '../../anserini'
else:
self.pyserini_root = '.'
self.anserini_root = '../anserini'
self.tmp = f'{self.pyserini_root}/integrations/tmp{randint(0, 10000)}'
if os.path.exists(self.tmp):
shutil.rmtree(self.tmp)
else:
os.mkdir(self.tmp)
self.core17_checker = SimpleSearcherScoreChecker(
index=os.path.join(
self.anserini_root,
'indexes/lucene-index.core17.pos+docvectors+raw'),
topics=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/topics.core17.txt'),
pyserini_topics='core17',
qrels=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/qrels.core17.txt'),
eval=
f'{self.pyserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30'
)
try:
if os.path.exists(f'{self.tmp}/core17') == False:
tar = tarfile.open(
f"{self.pyserini_root}/integrations/core17.tar.gz", "r:gz")
tar.extractall(path=f'{self.tmp}')
tar.close()
except:
shutil.rmtree(f'{self.tmp}')
print(
f'core17.tar.gz is not saved in {self.pyserini_root}/integrations'
)
raise
self.core18_checker = SimpleSearcherScoreChecker(
index=os.path.join(
self.anserini_root,
'indexes/lucene-index.core18.pos+docvectors+raw'),
topics=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/topics.core18.txt'),
pyserini_topics='core18',
qrels=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/qrels.core18.txt'),
eval=
f'{self.pyserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30'
)
try:
if os.path.exists(f'{self.tmp}/core18') == False:
tar = tarfile.open(
f"{self.pyserini_root}/integrations/core18.tar.gz", "r:gz")
tar.extractall(path=f'{self.tmp}')
tar.close()
except:
shutil.rmtree(f'{self.tmp}')
print(
f'core18.tar.gz is not saved in {self.pyserini_root}/integrations'
)
raise
self.robust04_checker = SimpleSearcherScoreChecker(
index=os.path.join(
self.anserini_root,
'indexes/lucene-index.robust04.pos+docvectors+raw'),
topics=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/topics.robust04.txt'),
pyserini_topics='robust04',
qrels=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/qrels.robust04.txt'),
eval=
f'{self.pyserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30'
)
try:
if os.path.exists(f'{self.tmp}/robust04') == False:
tar = tarfile.open(
f"{self.pyserini_root}/integrations/robust04.tar.gz",
"r:gz")
tar.extractall(path=f'{self.tmp}')
tar.close()
except:
shutil.rmtree(f'{self.tmp}')
print(
f'robust04.tar.gz is not saved in {self.pyserini_root}/integrations'
)
raise
self.robust05_checker = SimpleSearcherScoreChecker(
index=os.path.join(
self.anserini_root,
'indexes/lucene-index.robust05.pos+docvectors+raw'),
topics=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/topics.robust05.txt'),
pyserini_topics='robust05',
qrels=os.path.join(self.pyserini_root,
'tools/topics-and-qrels/qrels.robust05.txt'),
eval=
f'{self.pyserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30'
)
try:
if os.path.exists(f'{self.tmp}/robust05') == False:
tar = tarfile.open(
f"{self.pyserini_root}/integrations/robust05.tar.gz",
"r:gz")
tar.extractall(path=f'{self.tmp}')
tar.close()
except:
shutil.rmtree(f'{self.tmp}')
print(
f'robust05.tar.gz is not saved in {self.pyserini_root}/integrations'
)
raise
def test_core17(self):
self.assertTrue(
self.core17_checker.run('core17_bm25', '--bm25', 0.2087))
def test_core17_rm3(self):
self.assertTrue(
self.core17_checker.run('core17_bm25', '--bm25 --rm3', 0.2823))
def test_core17_lr(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core17 --output {self.tmp}/core17_lr.txt --classifier lr '
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt {self.tmp}/core17_lr.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2462, delta=0.0001)
def test_core17_lr_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core17 --output {self.tmp}/core17_lr_rm3.txt --classifier lr -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_lr_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2906, delta=0.0001)
def test_core17_svm(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core17 --output {self.tmp}/core17_svm.txt --classifier svm'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_svm.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2367, delta=0.0001)
def test_core17_svm_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core17 --output {self.tmp}/core17_svm_rm3.txt --classifier svm -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_svm_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2940, delta=0.0001)
def test_core17_avg(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core17 --output {self.tmp}/core17_lr+svm.txt --classifier lr+svm '
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_lr+svm.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2426, delta=0.0001)
def test_core17_avg_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core17 --output {self.tmp}/core17_lr+svm_rm3.txt --classifier lr+svm -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_lr+svm_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2952, delta=0.0001)
def test_core17_rrf(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core17 --output {self.tmp}/core17_rrf.txt --classifier rrf'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_rrf.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2433, delta=0.0001)
def test_core17_rrf_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core17 --output {self.tmp}/core17_rrf_rm3.txt --classifier rrf -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core17.txt \
{self.tmp}/core17_rrf_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, "map")
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2951, delta=0.0001)
def test_core18(self):
self.assertTrue(
self.core18_checker.run('core18_bm25', '--bm25', 0.2495))
def test_core18_rm3(self):
self.assertTrue(
self.core18_checker.run('core18_bm25', '--bm25 --rm3', 0.3135))
def test_core18_lr(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core18 --output {self.tmp}/core18_lr.txt --classifier lr'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_lr.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2837, delta=0.0001)
def test_core18_lr_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core18 --output {self.tmp}/core18_lr_rm3.txt --classifier lr -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_lr_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.3195, delta=0.0001)
def test_core18_svm(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core18 --output {self.tmp}/core18_svm.txt --classifier svm '
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_svm.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2786, delta=0.0001)
def test_core18_svm_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core18 --output {self.tmp}/core18_svm_rm3.txt --classifier svm -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_svm_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.3220, delta=0.0001)
def test_core18_avg(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core18 --output {self.tmp}/core18_lr+svm.txt --classifier lr+svm'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_lr+svm.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2821, delta=0.0001)
def test_core18_avg_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core18 --output {self.tmp}/core18_lr+svm_rm3.txt --classifier lr+svm -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_lr+svm_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.3200, delta=0.0001)
def test_core18_rrf(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core18 --output {self.tmp}/core18_rrf.txt --classifier rrf'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_rrf.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2871, delta=0.0001)
def test_core18_rrf_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection core18 --output {self.tmp}/core18_rrf_rm3.txt --classifier rrf -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.core18.txt \
{self.tmp}/core18_rrf_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.3204, delta=0.0001)
def test_robust04(self):
self.assertTrue(
self.robust04_checker.run('robust04_bm25', '--bm25', 0.2531))
def test_robust04_rm3(self):
self.assertTrue(
self.robust04_checker.run('robust04_bm25_rm3', '--bm25 --rm3',
0.2903))
def test_robust04_lr(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust04 --output {self.tmp}/robust04_lr.txt --classifier lr '
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_lr.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2721, delta=0.0001)
def test_robust04_lr_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust04 --output {self.tmp}/robust04_lr_rm3.txt --classifier lr -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_lr_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2961, delta=0.0001)
def test_robust04_svm(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust04 --output {self.tmp}/robust04_svm.txt --classifier svm '
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_svm.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2716, delta=0.0001)
def test_robust04_svm_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust04 --output {self.tmp}/robust04_svm_rm3.txt --classifier svm -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_svm_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2963, delta=0.0001)
def test_robust04_avg(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust04 --output {self.tmp}/robust04_lr+svm.txt --classifier lr+svm'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_lr+svm.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2745, delta=0.0001)
def test_robust04_avg_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust04 --output {self.tmp}/robust04_lr+svm_rm3.txt --classifier lr+svm -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_lr+svm_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2980, delta=0.0001)
def test_robust04_rrf(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust04 --output {self.tmp}/robust04_rrf.txt --classifier rrf'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_rrf.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2740, delta=0.0001)
def test_robust04_rrf_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust04 --output {self.tmp}/robust04_rrf_rm3.txt --classifier rrf -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust04.txt \
{self.tmp}/robust04_rrf_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2975, delta=0.0001)
def test_robust05(self):
self.assertTrue(
self.robust05_checker.run('robust05_bm25', '--bm25', 0.2032))
def test_robust05_rm3(self):
self.assertTrue(
self.robust05_checker.run('robust05_bm25_rm3', '--bm25 --rm3',
0.2602))
def test_robust05_lr(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust05 --output {self.tmp}/robust05_lr.txt --classifier lr '
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_lr.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2476, delta=0.0001)
def test_robust05_lr_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust05 --output {self.tmp}/robust05_lr_rm3.txt --classifier lr -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_lr_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2845, delta=0.0001)
def test_robust05_svm(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust05 --output {self.tmp}/robust05_svm.txt --classifier svm '
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_svm.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2454, delta=0.0001)
def test_robust05_svm_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust05 --output {self.tmp}/robust05_svm_rm3.txt --classifier svm -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_svm_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2850, delta=0.0001)
def test_robust05_avg(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust05 --output {self.tmp}/robust05_lr+svm.txt --classifier lr+svm '
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_lr+svm.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2485, delta=0.0001)
def test_robust05_avg_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust05 --output {self.tmp}/robust05_lr+svm_rm3.txt --classifier lr+svm -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_lr+svm_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2860, delta=0.0001)
def test_robust05_rrf(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust05 --output {self.tmp}/robust05_rrf.txt --classifier rrf'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_rrf.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2490, delta=0.0001)
def test_robust05_rrf_rm3(self):
os.system(
f'python {self.pyserini_root}/scripts/classifier_prf/cross_validate.py \
--anserini {self.anserini_root} --run_file {self.tmp} --pyserini {self.pyserini_root} \
--collection robust05 --output {self.tmp}/robust05_rrf_rm3.txt --classifier rrf -rm3'
)
cmd = f'{self.anserini_root}/tools/eval/trec_eval.9.0.4/trec_eval -m map -m P.30 \
{self.anserini_root}/src/main/resources/topics-and-qrels/qrels.robust05.txt \
{self.tmp}/robust05_rrf_rm3.txt'
status = os.system(cmd)
stdout, stderr = run_command(cmd)
score = parse_score(stdout, 'map')
self.assertEqual(status, 0)
self.assertEqual(stderr, '')
self.assertAlmostEqual(score, 0.2870, delta=0.0001)
def tearDown(self):
shutil.rmtree(f'{self.tmp}')