import unittest from pdelfin.train.dataloader import ( build_batch_query_response_vision_dataset, extract_openai_batch_query, extract_openai_batch_response, load_jsonl_from_s3, ) class TestBatchQueryResponseDataset(unittest.TestCase): def testLoadS3(self): ds = load_jsonl_from_s3("s3://ai2-oe-data/jakep/openai_batch_data_v2/*.jsonl", first_n_files=3) print(f"Loaded {len(ds)} entries") print(ds) print(ds["train"]) def testCombinedQueryResponse(self): ds = build_batch_query_response_vision_dataset( query_glob_path="s3://ai2-oe-data/jakep/openai_batch_data_v2/*.jsonl", response_glob_path="s3://ai2-oe-data/jakep/openai_batch_done_v2/*.json", ) print(ds) def testExtractBatch(self): query_data = load_jsonl_from_s3("s3://ai2-oe-data/jakep/openai_batch_data_v2/*.jsonl", first_n_files=3) query_data = query_data["train"] query_data = query_data.map(extract_openai_batch_query, remove_columns=query_data.column_names) print(query_data) print(query_data[0]["custom_id"], query_data[0]["input_prompt_text"]) def testExtractResponse(self): response_data = load_jsonl_from_s3("s3://ai2-oe-data/jakep/openai_batch_done_v2/*.json", first_n_files=3) response_data = response_data["train"] response_data = response_data.map(extract_openai_batch_response, remove_columns=response_data.column_names) print(response_data) print(response_data[0])