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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 json
import argparse
from kilt import retrieval
from kilt import kilt_utils as utils
from anserini_retriever import Anserini
def execute(
logger, test_config_json, retriever, log_directory, model_name, output_folder, topk
):
# run evaluation
retrieval.run(
test_config_json, retriever, model_name, logger, output_folder=output_folder, topk=topk
)
def main(args):
# load configs
with open(args.config, "r") as fin:
test_config_json = json.load(fin)
# create a new directory to log and store results
log_directory = utils.create_logdir_with_timestamp("logs")
logger = None
logger = utils.init_logging(log_directory, args.name, logger)
logger.info("loading {} ...".format(args.name))
retriever = Anserini(args.name, args.threads, args.index_dir, args.k1, args.b, args.bigrams, args.stem)
execute(
logger,
test_config_json,
retriever,
log_directory,
args.name,
f"{args.output_dir}/{args.name}",
args.topk
)
if __name__ == '__main__':
parser = argparse.ArgumentParser(description='Execute retrieval on KILT')
parser.add_argument('--config', required=False, default="kilt/configs/dev_data.json",
help='Config json containing which tasks to run')
parser.add_argument('--index_dir', required=False, default="anserini/indexes/document_kilt_knowledgesource",
help='Path to the Anserini index directory')
parser.add_argument('--output_dir', required=False, default="outputs",
help='Output directory')
parser.add_argument('--topk', required=False, type=int, default=100,
help='Return the top k elements for a query')
parser.add_argument('--k1', required=False, type=float, default=0.9,
help='BM25 k1 parameter')
parser.add_argument('--b', required=False, type=float, default=0.4,
help='BM25 k1 parameter')
parser.add_argument('--name', required=False, default="anserini",
help='Name of the retriever')
parser.add_argument('--threads', required=False, type=int, default=8,
help='Num of threads')
parser.add_argument('--bigrams', action='store_true', help='Enable bigrams')
parser.add_argument('--stem', action='store_true', help='Enable stemming on bigrams')
args = parser.parse_args()
main(args)
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