import os import argparse import jsonlines def trans_hyp(origin_hyp, trans_hyp = None, trans_hyp_sclite = None): """ Args: origin_hyp: The input json file which contains the model output trans_hyp: The output file for caculate CER/WER trans_hyp_sclite: The output file for caculate CER/WER using sclite """ input_dict = {} with open(origin_hyp, "r+", encoding="utf8") as f: for item in jsonlines.Reader(f): input_dict[item["utt"]] = item["hyps"][0] if trans_hyp is not None: with open(trans_hyp, "w+", encoding="utf8") as f: for key in input_dict.keys(): f.write(key + " " + input_dict[key] + "\n") if trans_hyp_sclite is not None: with open(trans_hyp_sclite, "w+") as f: for key in input_dict.keys(): line = input_dict[key] + "(" + key + ".wav" +")" + "\n" f.write(line) def trans_ref(origin_ref, trans_ref = None, trans_ref_sclite = None): """ Args: origin_hyp: The input json file which contains the model output trans_hyp: The output file for caculate CER/WER trans_hyp_sclite: The output file for caculate CER/WER using sclite """ input_dict = {} with open(origin_ref, "r", encoding="utf8") as f: for item in jsonlines.Reader(f): input_dict[item["utt"]] = item["text"] if trans_ref is not None: with open(trans_ref, "w", encoding="utf8") as f: for key in input_dict.keys(): f.write(key + " " + input_dict[key] + "\n") if trans_ref_sclite is not None: with open(trans_ref_sclite, "w") as f: for key in input_dict.keys(): line = input_dict[key] + "(" + key + ".wav" +")" + "\n" f.write(line) if __name__ == "__main__": parser = argparse.ArgumentParser(prog='format hyp file for compute CER/WER', add_help=True) parser.add_argument( '--origin_hyp', type=str, default = None, help='origin hyp file') parser.add_argument( '--trans_hyp', type=str, default = None, help='hyp file for caculating CER/WER') parser.add_argument( '--trans_hyp_sclite', type=str, default = None, help='hyp file for caculating CER/WER by sclite') parser.add_argument( '--origin_ref', type=str, default = None, help='origin ref file') parser.add_argument( '--trans_ref', type=str, default = None, help='ref file for caculating CER/WER') parser.add_argument( '--trans_ref_sclite', type=str, default = None, help='ref file for caculating CER/WER by sclite') parser_args = parser.parse_args() if parser_args.origin_hyp is not None: trans_hyp( origin_hyp = parser_args.origin_hyp, trans_hyp = parser_args.trans_hyp, trans_hyp_sclite = parser_args.trans_hyp_sclite, ) if parser_args.origin_ref is not None: trans_ref( origin_ref = parser_args.origin_ref, trans_ref = parser_args.trans_ref, trans_ref_sclite = parser_args.trans_ref_sclite, )