Function eval

TestChatGPT.py:83–154

(args, subject, dev_df, test_df)

        f.write(contents)

def eval(args, subject, dev_df, test_df):
    logfile = "chatgptestlogfile0512"
    cors = []
    #labels = []
    preds = []
    for i in range(test_df.shape[0]):
        # get prompt and make sure it fits
        k = args.ntrain
        prompt_end = format_example(test_df, i, include_answer=False)
        train_prompt = gen_prompt(dev_df, k)
        prompt = train_prompt + prompt_end

        #print("train_prompt:", train_prompt)
        print("题目：", prompt)
        with open(logfile, 'a', encoding='utf8') as f:
            f.write(prompt+"\n")

        try:        
            label = test_df.iloc[i, test_df.shape[1]-1]
            # A B C D 特殊处理
            label = label.replace(" ", "").replace("Ａ", "A").replace("Ｂ", "B").replace("Ｃ", "C").replace("Ｄ", "D")
            label = label.replace("\u3000", "").replace(",", "")
            print("正确答案:", label)
            with open(logfile, 'a', encoding='utf8') as f:
                f.write("正确答案:"+label+"\n")
        except Exception as e:
            print(e)
            break

        while True:
            try:
                time.sleep(1)
                pred = plain_chat(prompt)
                pred = pred.replace("、", "").replace(".", "").replace(",", "").replace(";", "").replace("，", "")
                try:
                    # 识别答案pattern
                    pred = find_valid_substrings(pred)[0]
                except Exception as e:
                    print(e)
                    pred = "未成功回答"
                print("模型预测答案:", pred)
                with open(logfile, 'a', encoding='utf8') as f:
                    f.write("模型预测答案:"+pred+"\n")
                break
            except Exception as e:
                print(e)
                print("pausing")
                time.sleep(2)
                continue

        try:
            cor = pred == label
            print("是否答对：", cor)
            with open(logfile, 'a', encoding='utf8') as f:
                f.write("是否答对："+str(cor)+"\n")
            cors.append(cor)
            preds.append(pred+"|||"+label+"|||"+str(cor))