from collections import defaultdict DATA_SPLITS_SIZES = { "adversarial_qa_dbert_answer_the_following_q": {"validation": 1000, "train": 10000}, "adversarial_qa_dbert_based_on": {"validation": 1000, "train": 10000}, "adversarial_qa_dbert_generate_question": { "validation": 1000, "test": 1000, "train": 10000, }, "adversarial_qa_dbert_question_context_answer": { "validation": 1000, "train": 10000, }, "adversarial_qa_dbert_tell_what_it_is": {"validation": 1000, "train": 10000}, "adversarial_qa_dbidaf_answer_the_following_q": { "validation": 1000, "train": 10000, }, "adversarial_qa_dbidaf_based_on": {"validation": 1000, "train": 10000}, "adversarial_qa_dbidaf_generate_question": { "validation": 1000, "test": 1000, "train": 10000, }, "adversarial_qa_dbidaf_question_context_answer": { "validation": 1000, "train": 10000, }, "adversarial_qa_dbidaf_tell_what_it_is": {"validation": 1000, "train": 10000}, "adversarial_qa_droberta_answer_the_following_q": { "validation": 1000, "train": 10000, }, "adversarial_qa_droberta_based_on": {"validation": 1000, "train": 10000}, "adversarial_qa_droberta_generate_question": { "validation": 1000, "test": 1000, "train": 10000, }, "adversarial_qa_droberta_question_context_answer": { "validation": 1000, "train": 10000, }, "adversarial_qa_droberta_tell_what_it_is": {"validation": 1000, "train": 10000}, "ag_news_classify": {"test": 7600, "train": 120000}, "ag_news_classify_question_first": {"test": 7600, "train": 120000}, "ag_news_classify_with_choices": {"test": 7600, "train": 120000}, "ag_news_classify_with_choices_question_first": {"test": 7600, "train": 120000}, "ag_news_recommend": {"test": 7600, "train": 120000}, "ag_news_which_section": {"test": 7600, "train": 120000}, "ag_news_which_section_choices": {"test": 7600, "train": 120000}, "ai2_arc_ARC_Challenge_heres_a_problem": { "validation": 299, "test": 1172, "train": 1119, }, "ai2_arc_ARC_Challenge_i_am_hesitating": { "validation": 299, "test": 1172, "train": 1119, }, "ai2_arc_ARC_Challenge_multiple_choice": { "validation": 299, "test": 1172, "train": 1119, }, "ai2_arc_ARC_Challenge_pick_false_options": { "validation": 299, "test": 1172, "train": 1119, }, "ai2_arc_ARC_Challenge_pick_the_most_correct_option": { "validation": 299, "test": 1172, "train": 1119, }, "ai2_arc_ARC_Challenge_qa_options": { "validation": 299, "test": 1172, "train": 1119, }, "ai2_arc_ARC_Easy_heres_a_problem": { "validation": 570, "test": 2376, "train": 2251, }, "ai2_arc_ARC_Easy_i_am_hesitating": { "validation": 570, "test": 2376, "train": 2251, }, "ai2_arc_ARC_Easy_multiple_choice": { "validation": 570, "test": 2376, "train": 2251, }, "ai2_arc_ARC_Easy_pick_false_options": { "validation": 570, "test": 2376, "train": 2251, }, "ai2_arc_ARC_Easy_pick_the_most_correct_option": { "validation": 570, "test": 2376, "train": 2251, }, "ai2_arc_ARC_Easy_qa_options": {"validation": 570, "test": 2376, "train": 2251}, "amazon_polarity_Is_this_product_review_positive": { "test": 400000, "train": 3600000, }, "amazon_polarity_Is_this_review": {"test": 400000, "train": 3600000}, "amazon_polarity_Is_this_review_negative": {"test": 400000, "train": 3600000}, "amazon_polarity_User_recommend_this_product": {"test": 400000, "train": 3600000}, "amazon_polarity_convey_negative_or_positive_sentiment": { "test": 400000, "train": 3600000, }, "amazon_polarity_flattering_or_not": {"test": 400000, "train": 3600000}, "amazon_polarity_negative_or_positive_tone": {"test": 400000, "train": 3600000}, "amazon_polarity_user_satisfied": {"test": 400000, "train": 3600000}, "amazon_polarity_would_you_buy": {"test": 400000, "train": 3600000}, "anli_GPT_3_style_r1": {"validation": 1000, "test": 1000, "train": 16946}, "anli_GPT_3_style_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_GPT_3_style_r2": {"validation": 1000, "test": 1000, "train": 45460}, "anli_GPT_3_style_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_GPT_3_style_r3": {"validation": 1200, "test": 1200, "train": 100459}, "anli_GPT_3_style_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_MNLI_crowdsource_r1": {"validation": 1000, "test": 1000, "train": 16946}, "anli_MNLI_crowdsource_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_MNLI_crowdsource_r2": {"validation": 1000, "test": 1000, "train": 45460}, "anli_MNLI_crowdsource_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_MNLI_crowdsource_r3": {"validation": 1200, "test": 1200, "train": 100459}, "anli_MNLI_crowdsource_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_always_sometimes_never_r1": { "validation": 1000, "test": 1000, "train": 16946, }, "anli_always_sometimes_never_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_always_sometimes_never_r2": { "validation": 1000, "test": 1000, "train": 45460, }, "anli_always_sometimes_never_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_always_sometimes_never_r3": { "validation": 1200, "test": 1200, "train": 100459, }, "anli_always_sometimes_never_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_based_on_the_previous_passage_r1": { "validation": 1000, "test": 1000, "train": 16946, }, "anli_based_on_the_previous_passage_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_based_on_the_previous_passage_r2": { "validation": 1000, "test": 1000, "train": 45460, }, "anli_based_on_the_previous_passage_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_based_on_the_previous_passage_r3": { "validation": 1200, "test": 1200, "train": 100459, }, "anli_based_on_the_previous_passage_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_can_we_infer_r1": {"validation": 1000, "test": 1000, "train": 16946}, "anli_can_we_infer_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_can_we_infer_r2": {"validation": 1000, "test": 1000, "train": 45460}, "anli_can_we_infer_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_can_we_infer_r3": {"validation": 1200, "test": 1200, "train": 100459}, "anli_can_we_infer_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_claim_true_false_inconclusive_r1": { "validation": 1000, "test": 1000, "train": 16946, }, "anli_claim_true_false_inconclusive_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_claim_true_false_inconclusive_r2": { "validation": 1000, "test": 1000, "train": 45460, }, "anli_claim_true_false_inconclusive_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_claim_true_false_inconclusive_r3": { "validation": 1200, "test": 1200, "train": 100459, }, "anli_claim_true_false_inconclusive_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_consider_always_sometimes_never_r1": { "validation": 1000, "test": 1000, "train": 16946, }, "anli_consider_always_sometimes_never_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_consider_always_sometimes_never_r2": { "validation": 1000, "test": 1000, "train": 45460, }, "anli_consider_always_sometimes_never_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_consider_always_sometimes_never_r3": { "validation": 1200, "test": 1200, "train": 100459, }, "anli_consider_always_sometimes_never_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_does_it_follow_that_r1": {"validation": 1000, "test": 1000, "train": 16946}, "anli_does_it_follow_that_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_does_it_follow_that_r2": {"validation": 1000, "test": 1000, "train": 45460}, "anli_does_it_follow_that_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_does_it_follow_that_r3": {"validation": 1200, "test": 1200, "train": 100459}, "anli_does_it_follow_that_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_does_this_imply_r1": {"validation": 1000, "test": 1000, "train": 16946}, "anli_does_this_imply_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_does_this_imply_r2": {"validation": 1000, "test": 1000, "train": 45460}, "anli_does_this_imply_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_does_this_imply_r3": {"validation": 1200, "test": 1200, "train": 100459}, "anli_does_this_imply_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_guaranteed_possible_impossible_r1": { "validation": 1000, "test": 1000, "train": 16946, }, "anli_guaranteed_possible_impossible_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_guaranteed_possible_impossible_r2": { "validation": 1000, "test": 1000, "train": 45460, }, "anli_guaranteed_possible_impossible_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_guaranteed_possible_impossible_r3": { "validation": 1200, "test": 1200, "train": 100459, }, "anli_guaranteed_possible_impossible_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_guaranteed_true_r1": {"validation": 1000, "test": 1000, "train": 16946}, "anli_guaranteed_true_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_guaranteed_true_r2": {"validation": 1000, "test": 1000, "train": 45460}, "anli_guaranteed_true_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_guaranteed_true_r3": {"validation": 1200, "test": 1200, "train": 100459}, "anli_guaranteed_true_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_justified_in_saying_r1": {"validation": 1000, "test": 1000, "train": 16946}, "anli_justified_in_saying_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_justified_in_saying_r2": {"validation": 1000, "test": 1000, "train": 45460}, "anli_justified_in_saying_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_justified_in_saying_r3": {"validation": 1200, "test": 1200, "train": 100459}, "anli_justified_in_saying_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_must_be_true_r1": {"validation": 1000, "test": 1000, "train": 16946}, "anli_must_be_true_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_must_be_true_r2": {"validation": 1000, "test": 1000, "train": 45460}, "anli_must_be_true_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_must_be_true_r3": {"validation": 1200, "test": 1200, "train": 100459}, "anli_must_be_true_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_should_assume_r1": {"validation": 1000, "test": 1000, "train": 16946}, "anli_should_assume_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_should_assume_r2": {"validation": 1000, "test": 1000, "train": 45460}, "anli_should_assume_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_should_assume_r3": {"validation": 1200, "test": 1200, "train": 100459}, "anli_should_assume_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "anli_take_the_following_as_truth_r1": { "validation": 1000, "test": 1000, "train": 16946, }, "anli_take_the_following_as_truth_r1_score_eval": { "validation": 3000, "test": 3000, "train": 50838, }, "anli_take_the_following_as_truth_r2": { "validation": 1000, "test": 1000, "train": 45460, }, "anli_take_the_following_as_truth_r2_score_eval": { "validation": 3000, "test": 3000, "train": 136380, }, "anli_take_the_following_as_truth_r3": { "validation": 1200, "test": 1200, "train": 100459, }, "anli_take_the_following_as_truth_r3_score_eval": { "validation": 3600, "test": 3600, "train": 301377, }, "app_reviews_categorize_rating_using_review": {"train": 288065}, "app_reviews_convert_to_rating": {"train": 288065}, "app_reviews_convert_to_star_rating": {"train": 288065}, "app_reviews_generate_review": {"train": 288065}, "cnn_dailymail_3.0.0_2_or_3_sentences": { "validation": 13368, "test": 11490, "train": 287113, }, "cnn_dailymail_3.0.0_generate_story": { "validation": 13368, "test": 11490, "train": 287113, }, "cnn_dailymail_3.0.0_news_card_view": { "validation": 13368, "test": 11490, "train": 287113, }, "cnn_dailymail_3.0.0_news_stock": { "validation": 13368, "test": 11490, "train": 287113, }, "cnn_dailymail_3.0.0_news_summary": { "validation": 13368, "test": 11490, "train": 287113, }, "cnn_dailymail_3.0.0_spice_up_story": { "validation": 13368, "test": 11490, "train": 287113, }, "cnn_dailymail_3.0.0_sum_in_brief": { "validation": 13368, "test": 11490, "train": 287113, }, "cnn_dailymail_3.0.0_tldr_summary": { "validation": 13368, "test": 11490, "train": 287113, }, "cnn_dailymail_3.0.0_write_an_outline": { "validation": 13368, "test": 11490, "train": 287113, }, "common_gen_Example_prompt": {"validation": 4018, "test": 1497, "train": 67389}, "common_gen_Given_concepts_type_1": { "validation": 4018, "test": 1497, "train": 67389, }, "common_gen_Given_concepts_type_2": { "validation": 4018, "test": 1497, "train": 67389, }, "common_gen_Put_together": {"validation": 4018, "test": 1497, "train": 67389}, "common_gen_choice_in_concept_centric_sentence_generation": { "validation": 4018, "test": 1497, "train": 67389, }, "common_gen_random_task_template_prompt": { "validation": 4018, "test": 1497, "train": 67389, }, "common_gen_sentence_to_concepts": { "validation": 4018, "test": 1497, "train": 67389, }, "common_gen_topic_to_sentence": {"validation": 4018, "test": 1497, "train": 67389}, "common_gen_topics_from_the_sentence": { "validation": 4018, "test": 1497, "train": 67389, }, "cos_e_v1.11_aligned_with_common_sense": {"validation": 1221, "train": 9741}, "cos_e_v1.11_description_question_option_id": {"validation": 1221, "train": 9741}, "cos_e_v1.11_description_question_option_text": {"validation": 1221, "train": 9741}, "cos_e_v1.11_explain_why_human": {"validation": 1221, "train": 9741}, "cos_e_v1.11_generate_explanation_given_text": {"validation": 1221, "train": 9741}, "cos_e_v1.11_i_think": {"validation": 1221, "train": 9741}, "cos_e_v1.11_question_description_option_id": {"validation": 1221, "train": 9741}, "cos_e_v1.11_question_description_option_text": {"validation": 1221, "train": 9741}, "cos_e_v1.11_question_option_description_id": {"validation": 1221, "train": 9741}, "cos_e_v1.11_question_option_description_text": {"validation": 1221, "train": 9741}, "cos_e_v1.11_rationale": {"validation": 1221, "train": 9741}, "cosmos_qa_context_answer_to_question": { "validation": 2985, "test": 6963, "train": 25262, }, "cosmos_qa_context_description_question_answer_id": { "validation": 2985, "test": 6963, "train": 25262, }, "cosmos_qa_context_description_question_answer_text": { "validation": 2985, "test": 6963, "train": 25262, }, "cosmos_qa_context_description_question_text": { "validation": 2985, "test": 6963, "train": 25262, }, "cosmos_qa_context_question_description_answer_id": { "validation": 2985, "test": 6963, "train": 25262, }, "cosmos_qa_context_question_description_answer_text": { "validation": 2985, "test": 6963, "train": 25262, }, "cosmos_qa_context_question_description_text": { "validation": 2985, "test": 6963, "train": 25262, }, "cosmos_qa_description_context_question_answer_id": { "validation": 2985, "test": 6963, "train": 25262, }, "cosmos_qa_description_context_question_answer_text": { "validation": 2985, "test": 6963, "train": 25262, }, "cosmos_qa_description_context_question_text": { "validation": 2985, "test": 6963, "train": 25262, }, "cosmos_qa_no_prompt_id": {"validation": 2985, "test": 6963, "train": 25262}, "cosmos_qa_no_prompt_text": {"validation": 2985, "test": 6963, "train": 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"duorc_SelfRC_decide_worth_it": { "validation": 12961, "test": 12559, "train": 60721, }, "duorc_SelfRC_extract_answer": {"validation": 12961, "test": 12559, "train": 60721}, "duorc_SelfRC_generate_question": { "validation": 12961, "test": 12559, "train": 60721, }, "duorc_SelfRC_generate_question_by_answer": { "validation": 12845, "test": 12415, "train": 60094, }, "duorc_SelfRC_movie_director": {"validation": 12961, "test": 12559, "train": 60721}, "duorc_SelfRC_question_answering": { "validation": 12961, "test": 12559, "train": 60721, }, "duorc_SelfRC_title_generation": { "validation": 12961, "test": 12559, "train": 60721, }, "gigaword_TLDR": {"validation": 189651, "test": 1951, "train": 3803957}, "gigaword_first_sentence_title": { "validation": 189651, "test": 1951, "train": 3803957, }, "gigaword_generate_summary_for_this": { "validation": 189651, "test": 1951, "train": 3803957, }, "gigaword_in_a_nutshell": {"validation": 189651, "test": 1951, "train": 3803957}, 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"targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}, }, "num_shards": 1, "seqio_version": "0.0.6", }, "yelp_review_full_this_place": { "features": { "answer_choices": {"dtype": "string", "shape": [None]}, "inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}, }, "num_shards": 1, "seqio_version": "0.0.6", }, } def find_task_splits_and_features_dict(): """Get the task available (list was pre-computed by `print_data_split_sizes.py`), and get the features for each task.""" task_splits_and_features = defaultdict(dict) data_split_sizes = DATA_SPLITS_SIZES for task_name, split_sizes in data_split_sizes.items(): for split_name in split_sizes.keys(): split_info = split_infos[task_name] features_dict = split_info["features"] assert split_info["num_shards"] == 1 # TODO -> handle multiple shards if not task_splits_and_features[task_name]: task_splits_and_features[task_name] = { "splits": [], "features_dict": features_dict, } task_splits_and_features[task_name]["splits"].append(split_name) assert features_dict == task_splits_and_features[task_name]["features_dict"] return task_splits_and_features _TASK_SPLITS_AND_FEATURES_DICT = find_task_splits_and_features_dict()