# # Pyserini: Python interface to the Anserini IR toolkit built on Lucene # # 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. # """Filter a TREC run file to either retain only docids that are judged (--retain) or throw away documents that are judged (--discard).""" import argparse import sys from collections import defaultdict def load_qrels(qrels): judged_docids = defaultdict(set) with open(qrels) as f: for line in f: cols = line.split() qid = cols[0] docid = cols[2] judged_docids[qid].add(docid) return judged_docids def main(): parser = argparse.ArgumentParser(description=__doc__, formatter_class=lambda prog: argparse.HelpFormatter(prog, width=100)) parser.add_argument('--qrels', metavar='FILE', type=str, help='Qrels.', required=True) parser.add_argument('--input', metavar='FILE', type=str, help='Input run.', required=True) parser.add_argument('--output', metavar='FILE', type=str, help='Output run.', required=True) parser.add_argument('--runtag', metavar='STRING', type=str, default=None, help='Runtag.') parser.add_argument('--k', metavar='NUM', type=int, default=1000, help='Number of hits to retain per topic.') parser.add_argument('--retain', action='store_true', help="Retain judged docids, i.e., throw away all unjudged documents.") parser.add_argument('--discard', action='store_true', help="Discard judged docids, i.e., keep only documents that are unjudged.") args = parser.parse_args() if (args.retain and args.discard) or (not args.retain and not args.discard): print('Must specific either one of --retain or --discard.') return judged_docids = load_qrels(args.qrels) counts = defaultdict(int) prev_score = None check_score = True with open(args.output, 'w') as output_f: with open(args.input) as input_f: for line in input_f: cols = line.split() qid = cols[0] docid = cols[2] score = float(cols[4]) tag = cols[5] if args.runtag: tag = args.runtag if counts[qid] >= args.k: if check_score: if score <= prev_score: print(f'Warning: scores of {qid} do not strictly decrease at {docid}') check_score = False continue else: continue if args.discard: if qid not in judged_docids or docid not in judged_docids[qid]: counts[qid] += 1 prev_score = float(cols[4]) check_score = True output_f.write(f'{qid} Q0 {docid} {counts[qid]} {score} {tag}\n') elif args.retain: if qid in judged_docids and docid in judged_docids[qid]: counts[qid] += 1 prev_score = float(cols[4]) check_score = True output_f.write(f'{qid} Q0 {docid} {counts[qid]} {score} {tag}\n') if __name__ == '__main__': main()