| | from datasets import load_dataset |
| |
|
| | def hf_beir_queries(queries): |
| | queries_beir = {} |
| | for query in queries: |
| | queries_beir[query['_id']] = query['text'] |
| | return(queries_beir) |
| |
|
| | def hf_beir_corpus(corpus): |
| | corpus_beir = {} |
| | for doc in corpus: |
| | corpus_beir[doc['_id']] = doc |
| | return(corpus_beir) |
| |
|
| | def hf_beir_qrels(qrels): |
| | qrels_beir = {} |
| | for el in qrels: |
| | if str(el['query-id']) in qrels_beir: |
| | qrels_beir[str(el['query-id'])][str(el['corpus-id'])] = el['score'] |
| | else: |
| | qrels_beir[str(el['query-id'])] = {str(el['corpus-id']): el['score']} |
| | return(qrels_beir) |
| |
|
| | def load_data( |
| | path, |
| | lang |
| | ): |
| | queries = load_dataset(path, 'queries-' + str(lang), split='default') |
| | queries = hf_beir_queries(queries) |
| | corpus = load_dataset(path, 'corpus-' + str(lang), split='default') |
| | corpus = hf_beir_corpus(corpus) |
| | qrels = load_dataset(path, 'qrels-' + str(lang), split='default') |
| | qrels = hf_beir_qrels(qrels) |
| | images = load_dataset(path, 'images-' + str(lang), split='default') |
| | return(queries, corpus, qrels, images) |
| |
|
