""" Script creates mlb data for gem benchmark """ import argparse import os import json import logging logging.basicConfig(level=logging.INFO) def sort_files_key(x): if "train" in x: file_index = int(x[5:7].strip(".")) # get the index of the train file else: file_index = -1 # valid and test return file_index def filter_summaries(summary_entry, seen_output, test_seen_output): match_words = {"rain", "rains", "rained", "snow"} filter = False if len(summary_entry["summary"]) < 100: filter = True elif 100 < len(summary_entry["summary"]) < 300: if len(match_words.intersection(set(summary_entry["summary"]))) > 0: filter = True elif "_".join(summary_entry["summary"][:50]) in seen_output: # retaining only one instance filter = True elif "_".join(summary_entry["summary"][:50]) in test_seen_output: # retaining only one instance filter = True return filter def replace_Carmona(obj): def decode_dict(a_dict): for key, value in a_dict.items(): try: if value == "Roberto Hernandez": a_dict[key] = value.replace("Roberto Hernandez", "Fausto Carmona") except AttributeError: pass return a_dict return json.loads(json.dumps(obj), object_hook=decode_dict) def process(input_folder, type, output_folder): output_name_map = {"train": "train", "valid": "validation", "test": "test"} output_jsonl = open(os.path.join(output_folder, output_name_map[type] + ".jsonl"), mode="w", encoding="utf-8") file_list = os.listdir(input_folder) sorted_file_list = sorted(file_list, key=sort_files_key) seen_output = set() test_seen_output = set() if type == "train": for filename in sorted_file_list: if "valid" in filename or "test" in filename: print("test filename", filename) json_file = open(os.path.join(input_folder, filename), mode="r", encoding="utf-8") data = json.load(json_file) for entry_index, entry in enumerate(data): test_seen_output.add("_".join(entry["summary"][:50])) index = 1 for filename in sorted_file_list: if type in filename: print("filename", filename) json_file = open(os.path.join(input_folder, filename), mode="r", encoding="utf-8") data = json.load(json_file) for entry_index, entry in enumerate(data): logging.debug("instance %s", entry_index) if type == "train": if filter_summaries(entry, seen_output, test_seen_output): continue seen_output.add("_".join(entry["summary"][:50])) summary = entry["summary"] summ = " ".join(summary) if "Fausto Carmona" in summ: entry = replace_Carmona(entry) gem_id = "GEM-mlb_data_to_text-"+ output_name_map[type] + "-" + str(index) index += 1 updated_entry = {} updated_entry["home_name"] = entry["home_name"] updated_entry["vis_name"] = entry["vis_name"] updated_entry["home_city"] = entry["home_city"] updated_entry["vis_city"] = entry["vis_city"] updated_entry["summary"] = entry["summary"] updated_entry["summary_eval"] = " ".join(entry["summary"]).replace("*NEWPARAGRAPH* ", "") updated_entry["day"] = entry["day"] updated_entry["gem_id"] = gem_id updated_entry["box_score"] = [] box_score_keys = entry["box_score"].keys() construct_box_score(box_score_keys, entry["box_score"], updated_entry["box_score"]) assert len(updated_entry["box_score"]) == len( entry["box_score"][list(box_score_keys)[-1]]) # checking sizes match updated_entry["play_by_play"] = [] construct_play_by_play(entry["play_by_play"], updated_entry["play_by_play"]) updated_entry["vis_line"] = {} updated_entry["home_line"] = {} for attrib in ["team_runs", "result", "team_hits", "team_name", "team_errors", "team_city"]: updated_entry["vis_line"][attrib] = entry["vis_line"][attrib] updated_entry["home_line"][attrib] = entry["home_line"][attrib] updated_entry["vis_line"]["innings"] = [] construct_inning_scores(entry["vis_line"]["innings"], updated_entry["vis_line"]["innings"]) updated_entry["home_line"]["innings"] = [] construct_inning_scores(entry["home_line"]["innings"], updated_entry["home_line"]["innings"]) json.dump(updated_entry, output_jsonl, ensure_ascii=False) output_jsonl.write('\n') if entry_index % 50 == 0: print("entry_index", entry_index) output_jsonl.close() def construct_box_score(box_score_keys, box_score, box_score_list): player_index = 0 while True: box_score_object = {} for _box_score_key in box_score_keys: if str(player_index) not in box_score[_box_score_key]: return box_score_object[_box_score_key] = box_score[_box_score_key][str(player_index)] box_score_list.append(box_score_object) player_index += 1 def construct_play_by_play(play_by_play, play_by_play_list): inning_index = 1 while True: if str(inning_index) not in play_by_play: return play_by_play_object = {} for side in ["top", "bottom"]: if side in play_by_play[str(inning_index)]: play_by_play_object[side] = [] for play in play_by_play[str(inning_index)][side]: play_object = construct_play_object(play) play_by_play_object[side].append(play_object) play_by_play_object["inning"] = inning_index play_by_play_list.append(play_by_play_object) inning_index += 1 def construct_play_object(play): play_object = {} for attrib in ["runs", "pitcher", "o", "b", "s", "batter", "event", "event2", "home_team_runs", "away_team_runs", "rbi", "error_runs", "fielder_error"]: play_object[attrib] = "N/A" if attrib in play: play_object[attrib] = play[attrib] for attrib in ["scorers", "b1", "b2", "b3"]: play_object[attrib] = ["N/A"] if attrib in play: play_object[attrib] = play[attrib] return play_object def construct_inning_scores(innings, innings_list): inning_index = 1 while True: if "inn" + str(inning_index) not in innings: return innings_list.append({"inn": inning_index, "runs": innings["inn" + str(inning_index)]}) inning_index += 1 if __name__ == '__main__': parser = argparse.ArgumentParser(description='Script for constructing the mlb dataset in GEM format') parser.add_argument('-json_root', type=str, help='path of json root; download from ' 'https://drive.google.com/drive/folders/1G4iIE-02icAU2-5skvLlTEPWDQQj1ss4', default=None) parser.add_argument('-output_folder', type=str, help='path of output file', default=None) parser.add_argument('-dataset_type', type=str, help='type of dataset', default=None) args = parser.parse_args() process(args.json_root, args.dataset_type, args.output_folder)