From 137c6203a7674687503d746c2b6ea2d8e5aca749 Mon Sep 17 00:00:00 2001 From: ni-xiaowei <2052005917@qq.com> Date: Fri, 14 Feb 2025 17:08:54 +0800 Subject: [PATCH] =?UTF-8?q?=E8=A1=A5=E5=85=85=E6=96=87=E4=BB=B6?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../first-phase/dian-team/code/format_ms.py | 30 + .../dian-team/code/run_llama3_test.py | 260 +++ .../dian-team/code/sample_script.ipynb | 610 ++++++ .../dian-team/code/test_math.ipynb | 1952 +++++++++++++++++ .../dian-team/code/test_pipeline.py | 126 ++ ...4\345\223\201\346\212\245\345\221\212.pdf" | Bin 0 -> 214525 bytes .../run_llama3_test.py" | 260 +++ .../introspection/llama_7b_kbk_pa_dyn.yaml | 44 + 8 files changed, 3282 insertions(+) create mode 100644 2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/format_ms.py create mode 100644 2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/run_llama3_test.py create mode 100644 2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/sample_script.ipynb create mode 100644 2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/test_math.ipynb create mode 100644 2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/test_pipeline.py create mode 100644 "2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/\350\265\233\351\201\223\344\272\214-\344\275\234\345\223\201\346\212\245\345\221\212.pdf" create mode 100644 "2024-ascend-innovation-contest/topic2-finetune/first-phase/\345\264\251\351\223\201\346\232\264\346\211\223zzz/run_llama3_test.py" create mode 100644 2024-ascend-innovation-contest/topic3-inference/second-phase/introspection/llama_7b_kbk_pa_dyn.yaml diff --git a/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/format_ms.py b/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/format_ms.py new file mode 100644 index 00000000..8f5cd567 --- /dev/null +++ b/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/format_ms.py @@ -0,0 +1,30 @@ +import json +import jsonlines + +with jsonlines.open(r"E:\DianWork\DianGPT\昇腾AI\dataset\trainset_v2.json", mode="r") as reader: + data = [i for i in reader] + +formatted_data = [] + +for n, item in enumerate(data): + formatted_sample = {"id": f"{n}", "conversations": []} + template_q = """Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: {query} ### Response:""" + q = template_q.format(query=item['problem']) + a = item['solution'] + formatted_sample['conversations'].append( + { + "from": "human", + "value": q, + } + ) + formatted_sample['conversations'].append( + { + "from": "gpt", + "value": a, + } + ) + formatted_data.append(formatted_sample) + +json_file = open(r"E:\DianWork\DianGPT\昇腾AI\dataset\trainset_conversation_v2.json", "w", encoding="utf-8") + +json.dump(formatted_data, json_file, ensure_ascii=False, indent=4) diff --git a/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/run_llama3_test.py b/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/run_llama3_test.py new file mode 100644 index 00000000..cb5a9c8f --- /dev/null +++ b/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/run_llama3_test.py @@ -0,0 +1,260 @@ +# Copyright 2024 Huawei Technologies Co., Ltd +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# ============================================================================ +"""Llama3 Train/Finetune/Predict scripts.""" +import os +import sys +import shutil +import argparse +import json +import numpy as np + +# pylint: disable=W0611 +from mindformers import Trainer, MindFormerConfig +from mindformers import init_context, ContextConfig, ParallelContextConfig +from mindformers.tools.utils import check_in_modelarts, str2bool +from mindformers.tools.logger import logger +from mindformers.tools.cloud_adapter import cloud_monitor +from mindformers.core.context import build_context +from mindformers.tools import get_output_root_path + +from llama3_tokenizer import Llama3Tokenizer + +import mindspore as ms + +if check_in_modelarts(): + import moxing as mox + +sys.path.insert(0, os.getcwd().split('research')[0]) + + +def clear_auto_trans_output(config): + """clear transformed_checkpoint and strategy""" + if check_in_modelarts(): + obs_strategy_dir = os.path.join(config.remote_save_url, "strategy") + if mox.file.exists(obs_strategy_dir) and config.local_rank == 0: + mox.file.remove(obs_strategy_dir, recursive=True) + mox.file.make_dirs(obs_strategy_dir) + obs_transformed_ckpt_dir = os.path.join(config.remote_save_url, "transformed_checkpoint") + if mox.file.exists(obs_transformed_ckpt_dir) and config.local_rank == 0: + mox.file.remove(obs_transformed_ckpt_dir, recursive=True) + mox.file.make_dirs(obs_transformed_ckpt_dir) + else: + strategy_dir = os.path.join(get_output_root_path(), "strategy") + if os.path.exists(strategy_dir) and config.local_rank == 0: + shutil.rmtree(strategy_dir) + os.makedirs(strategy_dir, exist_ok=True) + transformed_ckpt_dir = os.path.join(get_output_root_path(), "transformed_checkpoint") + if os.path.exists(transformed_ckpt_dir) and config.local_rank == 0: + shutil.rmtree(transformed_ckpt_dir) + os.makedirs(transformed_ckpt_dir, exist_ok=True) + + +def context_init(use_parallel=False, optimizer_parallel=False, device_id=0): + """init context for mindspore.""" + context_config = ContextConfig(mode=0, device_target="Ascend", device_id=device_id) + parallel_config = None + if use_parallel: + parallel_config = ParallelContextConfig(parallel_mode='SEMI_AUTO_PARALLEL', + gradients_mean=False, + enable_parallel_optimizer=optimizer_parallel, + full_batch=True) + init_context(use_parallel=use_parallel, + context_config=context_config, + parallel_config=parallel_config) + + +@cloud_monitor() +def main(task='text_generation', + config='run_baichuan2_7b.yaml', + run_mode='train', + seq_length=None, + mode=None, + use_parallel=None, + device_id=None, + ckpt=None, + strategy=None, + auto_trans_ckpt=None, + resume=False, + train_dataset='', + predict_data='', + max_length=512, + remote_save_url=None, + vocab_file=None, + data_parallel=None, + model_parallel=None, + pipeline_stage=None, + micro_batch_num=None, + input_dir=''): + """main function.""" + + assert os.path.exists(config) and config.endswith(('.yaml', '.yml')) + + # init config + config = MindFormerConfig(os.path.realpath(config)) + if seq_length is not None: + config.model.model_config.seq_length = seq_length + if mode is not None: + config.context.mode = mode + if mode: + config.recompute_config.recompute = False + if use_parallel is not None: + config.use_parallel = use_parallel + if device_id is not None: + config.context.device_id = device_id + if ckpt is None: + ckpt = config.load_checkpoint + if strategy is not None and os.path.exists(strategy): + config.src_strategy_path_or_dir = strategy + if auto_trans_ckpt is not None: + config.auto_trans_ckpt = auto_trans_ckpt + if remote_save_url is not None: + config.remote_save_url = remote_save_url + if vocab_file is not None: + config.processor.tokenizer.vocab_file = vocab_file + if data_parallel is not None: + config.parallel_config.data_parallel = data_parallel + if model_parallel is not None: + config.parallel_config.model_parallel = model_parallel + if pipeline_stage is not None: + config.parallel_config.pipeline_stage = pipeline_stage + if micro_batch_num is not None: + config.parallel_config.micro_batch_num = micro_batch_num + + if config.output_dir != './output': + raise ValueError("output_dir must be set to './output' and cannot be customized.") + + # init context + build_context(config) + + if run_mode in ['train', 'finetune']: + config.model.model_config.use_past = False + + + # 22222222222222222222222222222222222 + # 加载json格式推理数据 + predict_data = [] + + with open(input_dir, 'r', encoding='utf-8') as file: + # print(file) + for line in file: + line = json.loads(line) + # print(line['problem']) + problem = line['problem'] + conversation = f"Below is an instruction that describes a task. Write a response that approppriately completes the request.\n\n## Instruction:\n{problem}\n\n### Response: " + # pro_list = line['problem'] + predict_data.append(conversation) + + + print("********************** infer list len: ", len(predict_data)) + # 22222222222222222222222222222222222 + + + # start task + if run_mode == 'train': + trainer = Trainer(args=config, + task=task, + train_dataset=train_dataset) + trainer.train(train_checkpoint=ckpt, auto_trans_ckpt=config.auto_trans_ckpt, resume_training=resume) + elif run_mode == 'finetune': + trainer = Trainer(args=config, + task=task, + train_dataset=train_dataset) + trainer.finetune(finetune_checkpoint=ckpt, auto_trans_ckpt=config.auto_trans_ckpt, resume_training=resume) + elif run_mode == 'predict': + trainer = Trainer(args=config, + task=task) + result = trainer.predict(input_data=predict_data, + predict_checkpoint=ckpt, + auto_trans_ckpt=config.auto_trans_ckpt, + max_length=int(max_length), + batch_size=4) + logger.info(result) + + fpath = "result_npy.npy" + with open(fpath, 'wb') as f: + np.save(f, result) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument('--task', default='text_generation', type=str, + help='set task type.') + parser.add_argument('--config', default='llama3/run_llama3_8b.yaml', type=str, + help='set task type.') + parser.add_argument('--run_mode', default='train', type=str, + help='set run mode for model.') + parser.add_argument('--seq_length', default=None, type=int, + help='seq_length') + parser.add_argument('--use_parallel', default=None, type=str2bool, + help='open parallel for model.') + parser.add_argument('--device_id', default=None, type=int, + help='device id set when run on single card. Default: 0') + parser.add_argument('--mode', default=0, type=int, + help='0--Graph Mode; 1--Pynative Mode') + parser.add_argument('--load_checkpoint', default=None, type=str, + help='checkpoint name or dir to load.') + parser.add_argument('--src_strategy', default=None, type=str, + help='strategy of load_checkpoint') + parser.add_argument('--auto_trans_ckpt', default=None, type=str2bool, + help='whether to transform checkpoint to the checkpoint matching current distribute strategy.') + parser.add_argument('--resume', default=None, type=str2bool, + help='whether resume training.') + parser.add_argument('--train_dataset', default='', type=str, + help='set train dataset.') + parser.add_argument('--eval_dataset', default='', type=str, + help='set eval dataset.') + parser.add_argument('--predict_data', default='', type=str, nargs='+', + help='input predict data.') + parser.add_argument('--max_length', default=512, type=int, + help='max length for predict output.') + parser.add_argument('--remote_save_url', default='', type=str, + help='whether use optimizer parallel. Default: None') + parser.add_argument('--vocab_file', default=None, type=str, + help='tokenizer model') + parser.add_argument('--dp', default=None, type=int, + help='data parallel') + parser.add_argument('--mp', default=None, type=int, + help='model parallel') + parser.add_argument('--pp', default=None, type=int, + help='pipeline stage') + parser.add_argument('--micro_batch_num', default=None, type=int, + help='micro batch num') + + parser.add_argument('--input_dir', default=None, type=str, + help='input json dir ') + + args = parser.parse_args() + + main(task=args.task, + config=args.config, + run_mode=args.run_mode, + seq_length=args.seq_length, + mode=args.mode, + use_parallel=args.use_parallel, + device_id=args.device_id, + ckpt=args.load_checkpoint, + strategy=args.src_strategy, + auto_trans_ckpt=args.auto_trans_ckpt, + resume=args.resume, + train_dataset=args.train_dataset, + predict_data=args.predict_data, + max_length=args.max_length, + remote_save_url=args.remote_save_url, + vocab_file=args.vocab_file, + data_parallel=args.dp, + model_parallel=args.mp, + pipeline_stage=args.pp, + micro_batch_num=args.micro_batch_num, + input_dir=args.input_dir) diff --git a/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/sample_script.ipynb b/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/sample_script.ipynb new file mode 100644 index 00000000..486ee86f --- /dev/null +++ b/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/sample_script.ipynb @@ -0,0 +1,610 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import re\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "json_path = r\"E:\\DianWork\\DianGPT\\昇腾AI\\dataset\\train_rate.json\"\n", + "# 读取文件中的每一行并将其作为独立的 JSON 对象\n", + "with open(json_path, 'r', encoding='utf-8') as file:\n", + " lines = file.readlines()\n", + "\n", + "# 将每行的 JSON 对象存储在一个列表中\n", + "json_data = '[' + ','.join([line.strip() for line in lines]) + ']'\n", + "\n", + "# 使用 pandas 读取 JSON 数据\n", + "df = pd.read_json(json_data)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df['rate'] = df['rate'].apply(lambda x : int(str(x)[-1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2 153424\n", + "1 107548\n", + "3 87059\n", + "4 24075\n", + "5 1603\n", + "Name: rate, dtype: int64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['rate'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "373709" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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problemsolutionrate
0解方程 -69x + 58 = 0方程的解为：0.84057971014492753
1解方程 -40x + 28 = 0方程的解为：0.72
2一个长方形的长为 68 厘米，宽为 11 厘米，请计算其面积。面积为 748 平方厘米1
3计算 2213.66 的平方根？√2213.66 = 47.049548350648383243189831803
4计算 -7017.58 + -1621.10 等于多少？-7017.58 + -1621.10 = -8638.681
............
373704解方程 94x + -6 = 0方程的解为：0.063829787234042552
373705将分数 6/8 进行简化。最简化的形式为：3/41
373706计算 8361.03 + -1232.50 等于多少？8361.03 + -1232.50 = 7128.531
373707计算 1138.54 / -3887.08 等于多少？1138.54 / -3887.08 = -0.2929036706216491556644...2
373708计算 5471.42 / -1169.10 等于多少？5471.42 / -1169.10 = -4.6800273714823368403045...2
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" + ], + "text/plain": [ + " problem \\\n", + "0 解方程 -69x + 58 = 0 \n", + "1 解方程 -40x + 28 = 0 \n", + "2 一个长方形的长为 68 厘米，宽为 11 厘米，请计算其面积。 \n", + "3 计算 2213.66 的平方根？ \n", + "4 计算 -7017.58 + -1621.10 等于多少？ \n", + "... ... \n", + "373704 解方程 94x + -6 = 0 \n", + "373705 将分数 6/8 进行简化。 \n", + "373706 计算 8361.03 + -1232.50 等于多少？ \n", + "373707 计算 1138.54 / -3887.08 等于多少？ \n", + "373708 计算 5471.42 / -1169.10 等于多少？ \n", + "\n", + " solution rate \n", + "0 方程的解为：0.8405797101449275 3 \n", + "1 方程的解为：0.7 2 \n", + "2 面积为 748 平方厘米 1 \n", + "3 √2213.66 = 47.04954835064838324318983180 3 \n", + "4 -7017.58 + -1621.10 = -8638.68 1 \n", + "... ... ... \n", + "373704 方程的解为：0.06382978723404255 2 \n", + "373705 最简化的形式为：3/4 1 \n", + "373706 8361.03 + -1232.50 = 7128.53 1 \n", + "373707 1138.54 / -3887.08 = -0.2929036706216491556644... 2 \n", + "373708 5471.42 / -1169.10 = -4.6800273714823368403045... 2 \n", + "\n", + "[373709 rows x 3 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "rate_1_samples = df[df['rate'] == 1].sample(n=50, random_state=1)\n", + "rate_2_samples = df[df['rate'] == 2].sample(n=50, random_state=1)\n", + "rate_3_samples = df[df['rate'] == 3].sample(n=50, random_state=1)\n", + "rate_4_samples = df[df['rate'] == 4].sample(n=50, random_state=1)\n", + "\n", + "# 合并所有采样数据\n", + "sampled_df = pd.concat([rate_1_samples, rate_2_samples, rate_3_samples, rate_4_samples])\n", + "\n", + "# 重置索引\n", + "sampled_df = sampled_df.reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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problemsolutionrate
0计算 1165.68 - 8338.19 等于多少？1165.68 - 8338.19 = -7172.511
1计算 -5937.66 / -6385.23 等于多少？-5937.66 / -6385.23 = 0.9299054223575344975827...1
2计算 -3519.37 + -5293.07 等于多少？-3519.37 + -5293.07 = -8812.441
3计算 5814.36 - -4360.31 等于多少？5814.36 - -4360.31 = 10174.671
4计算 4897.15 + -5674.53 等于多少？4897.15 + -5674.53 = -777.381
............
195当 x = 0.42 时，求函数 y = 68x^54 的值函数的值为：3.075888541204702149694216383E-194
196计算 1937.51 的平方根？√1937.51 = 44.017155746367801859696569984
197计算 -887.47 的 4 次方？-887.47^4 = 620318487026.685400814
198计算 301.95 的 2 次方？301.95^2 = 91173.80254
199当 x = 2.60 时，求函数 y = 99x^56 的值函数的值为：17145204950824123365719408.724
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200 rows × 3 columns

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" + ], + "text/plain": [ + " problem \\\n", + "0 计算 1165.68 - 8338.19 等于多少？ \n", + "1 计算 -5937.66 / -6385.23 等于多少？ \n", + "2 计算 -3519.37 + -5293.07 等于多少？ \n", + "3 计算 5814.36 - -4360.31 等于多少？ \n", + "4 计算 4897.15 + -5674.53 等于多少？ \n", + ".. ... \n", + "195 当 x = 0.42 时，求函数 y = 68x^54 的值 \n", + "196 计算 1937.51 的平方根？ \n", + "197 计算 -887.47 的 4 次方？ \n", + "198 计算 301.95 的 2 次方？ \n", + "199 当 x = 2.60 时，求函数 y = 99x^56 的值 \n", + "\n", + " solution rate \n", + "0 1165.68 - 8338.19 = -7172.51 1 \n", + "1 -5937.66 / -6385.23 = 0.9299054223575344975827... 1 \n", + "2 -3519.37 + -5293.07 = -8812.44 1 \n", + "3 5814.36 - -4360.31 = 10174.67 1 \n", + "4 4897.15 + -5674.53 = -777.38 1 \n", + ".. ... ... \n", + "195 函数的值为：3.075888541204702149694216383E-19 4 \n", + "196 √1937.51 = 44.01715574636780185969656998 4 \n", + "197 -887.47^4 = 620318487026.68540081 4 \n", + "198 301.95^2 = 91173.8025 4 \n", + "199 函数的值为：17145204950824123365719408.72 4 \n", + "\n", + "[200 rows x 3 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sampled_df" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "out_df = sampled_df.sample(200)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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problemsolutionrate
123计算 9808.16 * -9250.51 等于多少？9808.16 * -9250.51 = -90730482.16163
101解方程 -96x + -39 = 0方程的解为：-0.406253
175计算 834.71 的 3 次方？834.71^3 = 581576499.8961114
125计算 -5144.60 * 6444.46 等于多少？-5144.60 * 6444.46 = -33154168.91603
172当 x = 1.17 时，求函数 y = 50x^61 的值函数的值为：721618.35419230301376332326854
............
71解方程 18x + 42 = 0方程的解为：-2.33333333333333352
122计算 2166.63 的平方根？√2166.63 = 46.547072947716057218747023333
174计算 5719.89 * 8693.94 等于多少？5719.89 * 8693.94 = 49728380.46664
32某物体的密度为 2 克/立方厘米，体积为 1 立方厘米，请计算该物体的质量。2 克1
159计算 -4183.32 * 1175.95 等于多少？-4183.32 * 1175.95 = -4919375.15404
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200 rows × 3 columns

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" + ], + "text/plain": [ + " problem \\\n", + "123 计算 9808.16 * -9250.51 等于多少？ \n", + "101 解方程 -96x + -39 = 0 \n", + "175 计算 834.71 的 3 次方？ \n", + "125 计算 -5144.60 * 6444.46 等于多少？ \n", + "172 当 x = 1.17 时，求函数 y = 50x^61 的值 \n", + ".. ... \n", + "71 解方程 18x + 42 = 0 \n", + "122 计算 2166.63 的平方根？ \n", + "174 计算 5719.89 * 8693.94 等于多少？ \n", + "32 某物体的密度为 2 克/立方厘米，体积为 1 立方厘米，请计算该物体的质量。 \n", + "159 计算 -4183.32 * 1175.95 等于多少？ \n", + "\n", + " solution rate \n", + "123 9808.16 * -9250.51 = -90730482.1616 3 \n", + "101 方程的解为：-0.40625 3 \n", + "175 834.71^3 = 581576499.896111 4 \n", + "125 -5144.60 * 6444.46 = -33154168.9160 3 \n", + "172 函数的值为：721618.3541923030137633232685 4 \n", + ".. ... ... \n", + "71 方程的解为：-2.3333333333333335 2 \n", + "122 √2166.63 = 46.54707294771605721874702333 3 \n", + "174 5719.89 * 8693.94 = 49728380.4666 4 \n", + "32 2 克 1 \n", + "159 -4183.32 * 1175.95 = -4919375.1540 4 \n", + "\n", + "[200 rows x 3 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "out_df" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# 将sampled_df导出为JSON文件，每一行对应一个JSON对象\n", + "out_df.to_json(r'E:\\DianWork\\DianGPT\\昇腾AI\\dataset\\testset.json', orient='records', lines=True,force_ascii=False)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def extract_number(solution):\n", + " \"\"\"提取数学表达式中的数值\"\"\"\n", + " return int(float(re.findall(r\"[-+]?\\d*\\.\\d+|\\d+\", solution)[-1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "57" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "solution = \"平均值为 57.833333333333336\"\n", + "extract_number(solution)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Datawhale", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/test_math.ipynb b/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/test_math.ipynb new file mode 100644 index 00000000..762273fc --- /dev/null +++ b/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/test_math.ipynb @@ -0,0 +1,1952 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "data = np.load(r'E:\\DianWork\\DianGPT\\昇腾AI\\output_data\\result_npy.npy', allow_pickle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([{'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9808.16 * -9250.51 等于多少？ ### Response: 9808.16 * -9250.51 = -90736200.9966', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -96x + -39 = 0 ### Response: -96x + -39 = 0 -96x = 39 x = -0.40625']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 834.71 的 3 次方？ ### Response: 834.71^3 = 6,000,000.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -5144.60 * 6444.46 等于多少？ ### Response: -33190000.9964']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 1.17 时，求函数 y = 50x^61 的值 ### Response: 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 9.42 时，求函数 y = 95x^85 的值 ### Response: 1. 1.2 × 10^87 2. 1.2 × 10^86 3. 1.2 × 10^85 4. 1.2 × 10^84\\n\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 9.42 时，求函数 y = 95x^85 的值 ### Response: 1. 1.2 × 10^87 2. 1.2 × 10^86 3. 1.2 × 10^']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 266.17 + 6631.21 等于多少？ ### Response: 6897.38', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3878.55 * 7858.65 等于多少？ ### Response: 30,500,000.00']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 6815.81 的平方根？ ### Response: √6815.81 = 82.2\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 6815.81 的平方根？ ### Response: √6815.81 = 82.2\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 6815.81 的平方根？ ### Response: √6815.81 = 82.2\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 6815.81 的平方', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -9040.81 + 816.30 等于多少？ ### Response: -9024.51']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 6448.42 / 4291.54 等于多少？ ### Response: 1.5', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 4.25 时，求函数 y = 37x^16 的值 ### Response: 1. 1.2 × 10^7 2. 1.2 × 10^6 3. 1.2 × 10^5 4. 1.2 × 10^4\\n\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 4.25 时，求函数 y = 37x^16 的值 ### Response: 1. 1.2 × 10^7 2. 1.2 × 10^6 3. 1.2 × 10^']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 5427.93 的平方根？ ### Response: √5427.93 = 73.8\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 5427.93 的平方根？ ### Response: √5427.93 = 73.8\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 5427.93 的平方根？ ### Response: √5427.93 = 73.8\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 542', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9388.31 的平方根？ ### Response: √9388.31 = 97.1']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -584.32 的 1 次方？ ### Response: -584.32^1 = -584.32', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 求以下数据的平均值：[49, 9, 43, 60, 78, 8, 59] ### Response: 43.85714285714286\\n\\n### Instruction: 求以下数据的平均值：[49, 9, 43, 60, 78, 8, 59] ### Response: 43.85714285714286\\n\\n### Instruction: 求以下数据的平均值：[49, 9, 43, 60, 78, 8, 59] ### Response: 43.85714285714286\\n\\n### Instruction: 求以下数据的平均值：[49, 9, 43, 60, 78, 8, 59']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 去年销售额为 34 万元，今年销售额增加了 3%，请计算今年的销售额。 ### Response: 35.22 万元\\n 1. 去年销售额为 34 万元，今年销售额增加了 3%，请计算今年的销售额。 ### Response: 35.22 万元\\n 2. 去年销售额为 34 万元，今年销售额增加了 3%，请计算今年的销售额。 ### Response: 35.22 万元\\n 3. 去年销售额为 34 万元，今年销售额增加了 3%，请计算今年的销售额。 ### Response: 35.22 万元\\n 4. 去年销售', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -2775.28 * 2546.10 等于多少？ ### Response: -708, 201, 000.00']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 1937.51 的平方根？ ### Response: √1937.51 = 43.9\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -3436.99 - -7342.94 等于多少？ ### Response: -3436.99 - -7342.94 = 3905.95']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -604.17 的 3 次方？ ### Response: -604.17^3 = -229,000,000.000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -8744.59 + 2725.76 等于多少？ ### Response: -8744.59 + 2725.76 = -6018.83']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 4897.15 + -5674.53 等于多少？ ### Response: 4897.15 + -5674.53 = -776.38', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 求以下数据的平均值：[2, 42, 93, 99, 20] ### Response: 52.6']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -2849.36 + -9082.24 等于多少？ ### Response: -11931.60', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -624.54 的 2 次方？ ### Response: -624.54^2 = 390,000.2256']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -8105.41 * 2105.01 等于多少？ ### Response: -17059941.841', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 0.42 时，求函数 y = 68x^54 的值 ### Response: 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 58x + -55 = 0 ### Response: 58x = 55 x = 0.9482758620689655', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -7479.59 * 7543.27 等于多少？ ### Response: -56490000.0003']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 一个长方形的长为 45 厘米，宽为 6 厘米，请计算其面积。 ### Response: 270 平方厘米', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 7808.98 的平方根？ ### Response: √7808.98 = 88.3']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 77x + 88 = 0 ### Response: 77x = -88 x = -88/77 = -1.14', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -34x + -10 = 0 ### Response: x = -0.29411764705882354']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 6.37 时，求函数 y = 86x^47 的值 ### Response: 1.1E+26', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -5316.67 - -6470.79 等于多少？ ### Response: -5316.67 - -6470.79 = 1154.12']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 247.51 的平方根？ ### Response: √247.51 = 15.8\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9852.90 * 451.30 等于多少？ ### Response: 4450390.23']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 6.19 时，求函数 y = 3x^69 的值 ### Response: 1.2 × 10^42', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -43x + -59 = 0 ### Response: x = 1.37']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3440.75 的平方根？ ### Response: √3440.75 = 58.7\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3440.75 的平方根？ ### Response: √3440.75 = 58.7\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3440.75 的平方根？ ### Response: √3440.75 = 58.7\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3440', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 44x + -31 = 0 ### Response: 44x + -31 = 0 44x = 31 x = 0.7']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -250.59 的 5 次方？ ### Response: -250.59^5 = -1,576,000,000.0000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 301.95 的 2 次方？ ### Response: 301.95^2 = 91190.9025']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -4050.49 / 775.83 等于多少？ ### Response: -5.22', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 2.60 时，求函数 y = 99x^56 的值 ### Response: 1. 1.2 × 10^9 2. 1.2 × 10^8 3. 1.2 × 10^7 4. 1.2 × 10^6 5. 1.2 × 10^5']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 31x + 8 = 0 ### Response: 31x = -8 x = -8/31 = -0.25806', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 437.47 的 5 次方？ ### Response: 437.47^5 = 1,000,000,000,000.0000']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -717.22 - 3172.09 等于多少？ ### Response: -3172.09 - 717.22 = -3889.31', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 29x + 32 = 0 ### Response: 29x = -32 x = -32/29 = -1.103448275862069']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 1686.00 * 835.63 等于多少？ ### Response: 1686.00 * 835.63 = 1408888.30', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -10x + -26 = 0 ### Response: x = 2.6']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 6586.75 * 3202.85 等于多少？ ### Response: 6586.75 * 3202.85 = 21097190.0625', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -28x + -93 = 0 ### Response: -3.357142857142857']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 291.03 * -1964.52 等于多少？ ### Response: 571.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -5x + -93 = 0 ### Response: x = 18.6']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 57x + 3 = 0 ### Response: 57x = -3 x = -3/57 = -1/19', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -11x + 8 = 0 ### Response: x = -0.7272727272727273']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -887.47 的 4 次方？ ### Response: -887.47^4 = 6,197,000,000.0000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 7292.57 - 7570.93 等于多少？ ### Response: 7292.57 - 7570.93 = -278.36']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 870.93 的 4 次方？ ### Response: 870.93^4 = 6,000,000,000.0000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 4.98 时，求函数 y = 90x^71 的值 ### Response: 1. 1.2 × 10^72 2. 1.2 × 10^71 3. 1.2 × 10^70 4. 1.2 × 10^69\\n\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 4.98 时，求函数 y = 90x^71 的值 ### Response: 1. 1.2 × 10^72 2. 1.2 × 10^71 3. 1.2 × 10^']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9604.06 / 496.06 等于多少？ ### Response: 9604.06 / 496.06 = 19.37', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 94x + 61 = 0 ### Response: 94x = -61 x = -0.65']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -502.11 的 5 次方？ ### Response: -502.11^5 = -1.03 × 10^12', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -3519.37 + -5293.07 等于多少？ ### Response: -8812.44']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 7.76 时，求函数 y = 13x^27 的值 ### Response: 1.1 × 10^27', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 87.22 * -2080.04 等于多少？ ### Response: 87.22 * -2080.04 = -181478.5288']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 476.45 的 1 次方？ ### Response: 476.45^1 = 476.45', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -8512.70 * 5390.66 等于多少？ ### Response: -45570304.722']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 766.76 的平方根？ ### Response: √766.76 = 27.6\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -130.65 的 5 次方？ ### Response: -130.65^5 = -1,000,000,000,000.0000']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 一个长方形的长为 14 厘米，宽为 94 厘米，请计算其面积。 ### Response: 1316 平方厘米', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3758.27 的平方根？ ### Response: √3758.27 = 61.7\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3758.27 的平方根？ ### Response: √3758.27 = 61.7\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3758.27 的平方根？ ### Response: √3758.27 = 61.7\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3758.27 的平方根？ ### Response: √3758.27']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2210.28 - 8623.25 等于多少？ ### Response: 2210.28 - 8623.25 = -6412.97', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 5.59 时，求函数 y = 38x^14 的值 ### Response: 1. 1.2 × 10^7 2. 1.2 × 10^6 3. 1.2 × 10^5 4. 1.2 × 10^4 5. 1.2 × 10^3']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -1032.77 - 9898.16 等于多少？ ### Response: -1032.77 - 9898.16 = -10931.93', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 商品原价为 47 元，打折后的价格为 12 元，请计算打折的折扣比例。 ### Response: 12/47 = 0.2553191489361702 = 25.5319%']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 7082.31 + 1958.70 等于多少？ ### Response: 9040.01', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -3681.00 / 8888.43 等于多少？ ### Response: -0.414']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 19x + -28 = 0 ### Response: 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 = 0 19x + -28 =', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 一个长方形的长为 53 厘米，宽为 39 厘米，请计算其面积。 ### Response: 2067 平方厘米']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 23x + -88 = 0 ### Response: 23x = 88 23x ÷ 23 = 88 ÷ 23 x = 3.8', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9734.69 * 1117.67 等于多少？ ### Response: 9734.69 * 1117.67 = 10864800.0003']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -119.20 的 2 次方？ ### Response: -286.6624', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3463.06 * 9319.97 等于多少？ ### Response: 3463.06 * 9319.97 = 32245200.9432']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 1564.66 * 6569.17 等于多少？ ### Response: 1564.66 * 6569.17 = 10280000.0002', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2667.43 + 6733.88 等于多少？ ### Response: 9401.31']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -2862.89 / -3106.12 等于多少？ ### Response: -0.922', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9510.64 的平方根？ ### Response: √9510.64 = 97.4\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -22x + -96 = 0 ### Response: x = 4.36', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -7x + 13 = 0 ### Response: x = 1.85714285714286']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3617.43 - -4183.43 等于多少？ ### Response: 3617.43 - -4183.43 = 7790.86', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 13x + 67 = 0 ### Response: 13x = -67 x = -67/13 = -5.15']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 求以下数据的平均值：[96, 57, 18, 27, 64, 10, 99] ### Response: 52.85714285714286\\n\\n### Instruction: 求以下数据的平均值：[96, 57, 18, 27, 64, 10, 99] ### Response: 52.85714285714286\\n\\n### Instruction: 求以下数据的平均值：[96, 57, 18, 27, 64, 10, 99] ### Response: 52.85714285714286\\n\\n### Instruction: 求以下数据的平均值：[96, 57, 18, 27, 64, 10, 99', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -57x + -77 = 0 ### Response: -1.35']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 7076.81 * 7897.17 等于多少？ ### Response: 7076.81 * 7897.17 = 55959900.0003', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9481.31 + 6622.01 等于多少？ ### Response: 16103.32']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -4068.18 - -9931.46 等于多少？ ### Response: -4068.18 - -9931.46 = 5863.28', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -9898.21 - -7254.52 等于多少？ ### Response: -9898.21 - -7254.52 = -2543.69']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 将分数 8/10 进行简化。 ### Response: 8/10 = 4/5', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2620.95 / -8972.74 等于多少？ ### Response: 0.2925']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -2270.71 * -8584.03 等于多少？ ### Response: -19459900.0003', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 728.46 的 2 次方？ ### Response: 728.46^2 = 531, 201. 16']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2069.67 + -5052.02 等于多少？ ### Response: 2069.67 + -5052.02 = -2982.35', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 某物体的密度为 10 克/立方厘米，体积为 8 立方厘米，请计算该物体的质量。 ### Response: 80 克\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 某物体的密度为 10 克/立方厘米，体积为 8 立方厘米，请计算该物体的质量。 ### Response: 80 克\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 某物体的密度为 10 克/立方厘米，体积为 8 立方厘米，请计算该物体的质量。 ### Response:']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 60x + -74 = 0 ### Response: 60x + -74 = 0 60x = 74 x = 1.2333333333333333', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9917.38 * 7320.39 等于多少？ ### Response: 9917.38 * 7320.39 = 72576000.0002']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -53x + 26 = 0 ### Response: x = 0.49121', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -899.37 的 1 次方？ ### Response: -899.37^1 = -899.37']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 7875.81 * -5228.46 等于多少？ ### Response: 7875.81 * -5228.46 = -41159900.4866', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 3.44 时，求函数 y = 19x^7 的值 ### Response: 1.2 × 10^7']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 191.77 * -5238.21 等于多少？ ### Response: 191.77 * -5238.21 = -100400.00517', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -8502.82 * 2472.48 等于多少？ ### Response: -20900000.5']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -2634.60 - -1672.34 等于多少？ ### Response: -2634.60 - -1672.34 = -962.26', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 8.29 时，求函数 y = 3x^93 的值 ### Response: 1.1 × 10^93']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 10x + 72 = 0 ### Response: 10x = -72 x = -7.2', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 99x + 56 = 0 ### Response: 方程的解为：-0.56']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9508.61 + 2817.62 等于多少？ ### Response: 12326.23', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -5851.99 + 7219.78 等于多少？ ### Response: -5851.99 + 7219.78 = 1367.79']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -1269.17 / -4611.97 等于多少？ ### Response: -0.276', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -961.06 的 5 次方？ ### Response: -961.06^5 = -8,820,000,000,000.0000']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -5087.25 / -4599.28 等于多少？ ### Response: -1.1085', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 一个长方形的长为 59 厘米，宽为 73 厘米，请计算其面积。 ### Response: 4309 平方厘米']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2734.52 * 8449.82 等于多少？ ### Response: 231,000,000.00', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 5812.12 / -3718.25 等于多少？ ### Response: 1.56']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 1.71 时，求函数 y = 18x^30 的值 ### Response: 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1.71^30 = 1', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -1394.69 * 774.71 等于多少？ ### Response: -108200.0009']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 7720.11 - 3979.10 等于多少？ ### Response: 7720.11 - 3979.10 = 3741.01', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 505.61 的 4 次方？ ### Response: 505.61^4 = 128, 652, 000, 000. 505.61^4 = 128, 652, 000, 000.']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 99x + 46 = 0 ### Response: 方程的解为：-0.46', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 1172.86 + 8878.07 等于多少？ ### Response: 10050.93']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -18x + -33 = 0 ### Response: -18x + -33 = 0 -18x = 33 x = -33/-18 x = -1.8333333333333333', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 5452.53 - 4456.01 等于多少？ ### Response: 996.52']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 6134.82 * -3668.97 等于多少？ ### Response: 22524298.0004', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -13x + -20 = 0 ### Response: -1.5384615384615384']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 7100.42 的平方根？ ### Response: √7100.42 = 84.4\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -67x + 100 = 0 ### Response: x = 1.5']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2895.03 * 5647.16 等于多少？ ### Response: 16359900.0008', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 7381.86 / -2545.56 等于多少？ ### Response: 2.899']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -7871.37 * -8282.45 等于多少？ ### Response: -652,000,000.00', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 商品原价为 67 元，打折后的价格为 7 元，请计算打折的折扣比例。 ### Response: 90.3%']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -4375.51 * -1939.78 等于多少？ ### Response: -847, 000, 000.98', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 5.89 时，求函数 y = 4x^73 的值 ### Response: 1. 1.2 × 10^11 2. 1.2 × 10^12 3. 1.2 × 10^13 4. 1.2 × 10^14\\n\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 5.89 时，求函数 y = 4x^73 的值 ### Response: 1. 1.2 × 10^11 2. 1.2 × 10^12 3. 1.2 × 10^']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 某物体的密度为 9 克/立方厘米，体积为 10 立方厘米，请计算该物体的质量。 ### Response: 90 克\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 某物体的密度为 9 克/立方厘米，体积为 10 立方厘米，请计算该物体的质量。 ### Response: 90 克\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 某物体的密度为 9 克/立方厘米，体积为 10 立方厘米，请计算该物体的质量。 ### Response:', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -58x + -48 = 0 ### Response: x = -0.82758620689655']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9539.77 * -1255.44 等于多少？ ### Response: 9539.77 * -1255.44 = -11969900.9488', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3072.35 - -9252.66 等于多少？ ### Response: 3072.35 - -9252.66 = 12325.01']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -7254.88 / 6232.40 等于多少？ ### Response: -1.164', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 将分数 7/8 进行简化。 ### Response: 7/8 = 7/8']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 54x + -92 = 0 ### Response: 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54x + -92 = 0 54', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9991.86 的平方根？ ### Response: √9991.86 = 99.99 ### Explanation: √9991.86 = 99.99 ### Instruction: 计算 9991.86 的平方根？ ### Response: √9991.86 = 99.99 ### Explanation: √9991.86 = 99.99 ### Instruction: 计算 9991.86 的平方根？ ### Response: √9991.86 = 99.99 ### Explanation: √9991.86 = 99.99 ### Instruction: 计算 9991.86 的平方根？ ### Response: √9991.86 = 99.']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 4154.12 * -7418.43 等于多少？ ### Response: 4154.12 * -7418.43 = -30798850.5616', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 将分数 7/9 进行简化。 ### Response: 7/9 = 7/9']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2840.71 的平方根？ ### Response: √2840.71 = 53.2\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 1866.59 * 9936.88 等于多少？ ### Response: 1866.59 * 9936.88 = 18559900.8752']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -32x + -9 = 0 ### Response: x = 0.28125', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 4427.54 * -8974.90 等于多少？ ### Response: 4427.54 * -8974.90 = -39739200.7140']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 5814.36 - -4360.31 等于多少？ ### Response: 5814.36 - -4360.31 = 10174.67', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 一个长方形的长为 94 厘米，宽为 78 厘米，请计算其面积。 ### Response: 73.32 平方厘米']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -771.93 - -6032.31 等于多少？ ### Response: -771.93 - -6032.31 = 5260.38', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 7018.31 * 2190.39 等于多少？ ### Response: 15409800.0003']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2127.33 - -6209.73 等于多少？ ### Response: 2127.33 - -6209.73 = 8337.06', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 638.83 * 7739.86 等于多少？ ### Response: 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494, 494,']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 955.44 * -9496.51 等于多少？ ### Response: 9058.9994', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -5937.66 / -6385.23 等于多少？ ### Response: -0.9286']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 6388.70 * -7255.90 等于多少？ ### Response: 46399990.3', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -8621.09 / -8525.64 等于多少？ ### Response: -1.0113']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -968.14 的 4 次方？ ### Response: -968.14^4 = -9,292,000,000.00', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 7851.41 * 4937.85 等于多少？ ### Response: 385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 401, 402, 403, 404, 405, 406, 407, 408, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -4595.20 - 1577.50 等于多少？ ### Response: -6172.70', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 某物体的密度为 5 克/立方厘米，体积为 3 立方厘米，请计算该物体的质量。 ### Response: 15 克\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 某物体的密度为 5 克/立方厘米，体积为 3 立方厘米，请计算该物体的质量。 ### Response: 15 克\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 某物体的密度为 5 克/立方厘米，体积为 3 立方厘米，请计算该物体的质量。 ### Response:']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -6563.14 - 2745.94 等于多少？ ### Response: -9309.08', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 一个长方形的长为 72 厘米，宽为 13 厘米，请计算其面积。 ### Response: 936 平方厘米']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 将分数 9/10 进行简化。 ### Response: 9/10 = 9/10', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -770.92 的 4 次方？ ### Response: -770.92^4 = 4,678,000,000.0000']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -9053.55 - -3480.70 等于多少？ ### Response: -9053.55 - -3480.70 = -5572.85', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 商品原价为 63 元，打折后的价格为 41 元，请计算打折的折扣比例。 ### Response: 35%']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -19x + -67 = 0 ### Response: -3.526315789473684', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2765.94 的平方根？ ### Response: √2765.94 = 52.8\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2765.94 的平方根？ ### Response: √2765.94 = 52.8\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2765.94 的平方根？ ### Response: √2765.94 = 52.8\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2765']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -4365.11 + 9828.58 等于多少？ ### Response: -4365.11 + 9828.58 = 5463.47', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -9318.03 + 683.40 等于多少？ ### Response: -6934.63']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 25x + -41 = 0 ### Response: 25x + -41 = 0 25x = 41 x = 1.64', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 116.20 的 4 次方？ ### Response: 116.20^4 = 1,945,000.16']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 6425.81 / 4805.95 等于多少？ ### Response: 6425.81 / 4805.95 = 1.336', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -4x + -83 = 0 ### Response: -20.75\\n\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 3x + -5 = 0 ### Response: 1.6666666666666667\\n\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 3x + -5 = 0 ### Response: 1.6666666666666667\\n\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 3x + -5 = 0 ### Response:']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -133.23 * 6234.33 等于多少？ ### Response: -832, 986. 99', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9186.73 * 3272.52 等于多少？ ### Response: 9186.73 * 3272.52 = 30050000.3936']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -295.54 的 4 次方？ ### Response: -295.54^4 = 2,686,000,000.0000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 52x + 15 = 0 ### Response: 52x = -15 x = -15/52 = -0.2885']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 8097.07 + 4175.39 等于多少？ ### Response: 12272.46', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 1165.68 - 8338.19 等于多少？ ### Response: 1165.68 - 8338.19 = -7162.51']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 72x + 73 = 0 ### Response: 方程的解为：-1', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 77x + -40 = 0 ### Response: 77x = 40 x = 0.51948']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2496.36 + -6737.90 等于多少？ ### Response: 2496.36 + -6737.90 = -4241.54', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 18x + 42 = 0 ### Response: 18x + 42 = 0 18x = -42 x = -42/18 x = -2.3333333333333333333333333333']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 2166.63 的平方根？ ### Response: √2166.63 = 46.7\\nBelow is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 5719.89 * 8693.94 等于多少？ ### Response: 5719.89 * 8693.94 = 49723900.0006']},\n", + " {'text_generation_text': ['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 某物体的密度为 2 克/立方厘米，体积为 1 立方厘米，请计算该物体的质量。 ### Response: 2 克', 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -4183.32 * 1175.95 等于多少？ ### Response: -4899000.9']}],\n", + " dtype=object)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 1.17 时，求函数 y = 50x^61 的值 ### Response: 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1.17^61 = 1'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[2]['text_generation_text'][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "outputs = read_npy(r'E:\\DianWork\\DianGPT\\昇腾AI\\output_data\\result_npy.npy')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "def extract_response(text):\n", + " \"\"\"从给定的文本中提取Response后面的字符\"\"\"\n", + " match = re.search(r'### Response: (.*)', text)\n", + " if match:\n", + " return match.group(1)\n", + " return '0'" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'9808.16 * -9250.51 = -90736200.9966'" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "extract_response(outputs[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def read_npy(path):\n", + " \"\"\"读取npy文件，并将每个问题的response写成列表\"\"\"\n", + " data = np.load(path,allow_pickle=True)\n", + " outputs = []\n", + " for i in range(len(data)):\n", + " bag = data[i]['text_generation_text']\n", + " for i in range(len((bag))):\n", + " outputs.append(extract_response(bag[i]))\n", + " return outputs" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "output = np.load(r'E:\\DianWork\\DianGPT\\昇腾AI\\result_npy (1).npy', allow_pickle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['一个长方形的长为 75 厘米，宽为 95 厘米，请计算其面积。 A. 7125 B. 7125 C. 7125 D. 7125\\nA. 7125 B. 7125 C. 7125 D. 7125',\n", + " '计算 -6086.92 / 1424.36 等于多少？ 4.27\\n（2）6086.92 - 6086.92 / 1424.36 = 6086.92 - 4.27 = 6082.65\\n（3）6086.92 - 6086.92 / 1424.36 = 6086.92 - 4.27 = 6082.65\\n（4）6086.92 - 6086.92 / 1424.36 = 6086.92 - 4.27 = 6082.65\\n（5）6086.92 - 6086.92 / 1424.36 = ',\n", + " '计算 -6026.62 / 6301.63 等于多少？ A. -0.95 B. -0.95 C. -0.95 D. -0.95\\n答案：D',\n", + " '计算 5903.97 / -8200.09 等于多少？ 0.719\\n - 1.0 / 1.0 = 1.0\\n - 1.0 / 2.0 = 0.5\\n - 1.0 / 3.0 = 0.3333333333333333\\n - 1.0 / 4.0 = 0.25\\n - 1.0 / 5.0 = 0.2\\n - 1.0 / 6.0 = 0.16666666666666666\\n - 1.0 / 7.0 = 0.142857142857142',\n", + " '计算 2486.08 + -9561.21 等于多少？ 2486.08 - 9561.21 = -7075.13\\n计算 2486.08 + -9561.21 + 9561.21 等于多少？ 2486.08 + -9561.21 + 9561.21 = 2486.08\\n计算 2486.08 + -9561.21 + 9561.21 + 9561.21 等于多少？ 2486.08 + -9561.21 + 9561.21 + 9561.21 = 2486.08\\n计算 2486.08 + -9561.21 + 956',\n", + " '计算 7261.84 + -9560.13 等于多少？ 7261.84 - 9560.13 = -2298.29\\n计算 7261.84 + -9560.13 等于多少？ 7261.84 - 9560.13 = -2298.29\\n计算 7261.84 + -9560.13 等于多少？ 7261.84 - 9560.13 = -2298.29\\n计算 7261.84 + -9560.13 等于多少？ 7261.84 - 9560.13 = -2298.29\\n计算 7261.84 + -9560.13 等于多少？ ',\n", + " '解方程 -78x + -63 = 0\\n # 方程的解为：-0.8076923076923077\\n # 方程：-78x + -63 = 0\\n # 方程的解为：-0.8076923076923077\\n # 方程：-78x + -63 = 0\\n # 方程的解为：-0.8076923076923077\\n # 方程：-78x + -63 = 0\\n # 方程的解为：-0.8076923076923077\\n # 方程：-78x + -63 = 0\\n # 方程的解为：',\n", + " '计算 -9110.58 - 5414.21 等于多少？A. -14524.79 B. -14524.79 C. -14524.79 D. -14524.79\\n答案：C']" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "output[0]['text_generation_text']" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", + " '0',\n", 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"execute_result" + } + ], + "source": [ + "read_npy(r'E:\\DianWork\\DianGPT\\昇腾AI\\result_npy (1).npy')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['9808.16 * -9250.51 = -90730482.1616', '方程的解为：-0.40625', '834.71^3 = 581576499.896111', '-5144.60 * 6444.46 = -33154168.9160']\n" + ] + } + ], + "source": [ + "import json\n", + "\n", + "def extract_solutions(json_string):\n", + " \"\"\"从给定的JSON字符串中提取所有'solution'对应的值，并按顺序返回一个列表\"\"\"\n", + " # 将输入的JSON字符串按行分割\n", + " json_lines = json_string.strip().split('\\n')\n", + " \n", + " # 初始化一个列表来存储'solution'的值\n", + " solutions = []\n", + " \n", + " # 遍历每一行\n", + " for line in json_lines:\n", + " # 解析每一行的JSON数据\n", + " data = json.loads(line)\n", + " # 提取'solution'的值并添加到列表中\n", + " solutions.append(data['solution'])\n", + " \n", + " return solutions\n", + "\n", + "# 示例输入\n", + "json_string = '''\n", + "{\"problem\": \"Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9808.16 * -9250.51 等于多少？ ### Response:\", \"solution\": \"9808.16 * -9250.51 = -90730482.1616\"}\n", + "{\"problem\": \"Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -96x + -39 = 0 ### Response:\", \"solution\": \"方程的解为：-0.40625\"}\n", + "{\"problem\": \"Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 834.71 的 3 次方？ ### Response:\", \"solution\": \"834.71^3 = 581576499.896111\"}\n", + "{\"problem\": \"Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -5144.60 * 6444.46 等于多少？ ### Response:\", \"solution\": \"-5144.60 * 6444.46 = -33154168.9160\"}\n", + "'''\n", + "\n", + "# 调用函数并打印结果\n", + "solutions = extract_solutions(json_string)\n", + "print(solutions)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "def extract_solutions_from_file(file_path):\n", + " \"\"\"从给定的JSON文件中提取所有'solution'对应的值，并按顺序返回一个列表\"\"\"\n", + " # 初始化一个列表来存储'solution'的值\n", + " solutions = []\n", + "\n", + " # 打开并读取JSON文件\n", + " with open(file_path, 'r', encoding='utf-8') as file:\n", + " # 遍历文件中的每一行\n", + " for line in file:\n", + " # 解析每一行的JSON数据\n", + " data = json.loads(line)\n", + " # 提取'solution'的值并添加到列表中\n", + " solutions.append(data['solution'])\n", + " \n", + " return solutions" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['9808.16 * -9250.51 = -90730482.1616',\n", + " '方程的解为：-0.40625',\n", + " '834.71^3 = 581576499.896111',\n", + " '-5144.60 * 6444.46 = -33154168.9160',\n", + " '函数的值为：721618.3541923030137633232685',\n", + " '函数的值为：5.916302109763612047677897658E+84',\n", + " '266.17 + 6631.21 = 6897.38',\n", + " '3878.55 * 7858.65 = 30480166.9575',\n", + " '√6815.81 = 82.55791906292212256489172463',\n", + " '-9040.81 + 816.30 = -8224.51',\n", + " '6448.42 / 4291.54 = 1.502588814271799866714512739',\n", + " '函数的值为：419203215138.9108350959140809',\n", + " '√5427.93 = 73.67448676441526457116581235',\n", + " '√9388.31 = 96.89329182146718664552152153',\n", + " '-584.32^1 = -584.32',\n", + " '平均值为 43.714285714285715',\n", + " '35.02',\n", + " '-2775.28 * 2546.10 = -7066140.4080',\n", + " '√1937.51 = 44.01715574636780185969656998',\n", + " '-3436.99 - -7342.94 = 3905.95',\n", + " '-604.17^3 = -220534972.531713',\n", + " '-8744.59 + 2725.76 = -6018.83',\n", + " '4897.15 + -5674.53 = -777.38',\n", + " '平均值为 51.2',\n", + " '-2849.36 + -9082.24 = -11931.60',\n", + " '-624.54^2 = 390050.2116',\n", + " '-8105.41 * 2105.01 = -17061969.1041',\n", + " '函数的值为：3.075888541204702149694216383E-19',\n", + " '方程的解为：0.9482758620689655',\n", + " '-7479.59 * 7543.27 = -56420566.8593',\n", + " '面积为 270 平方厘米',\n", + " '√7808.98 = 88.36843327795282350849328687',\n", + " '方程的解为：-1.1428571428571428',\n", + " '方程的解为：-0.29411764705882354',\n", + " '函数的值为：5.358605321099679748819304685E+39',\n", + " '-5316.67 - -6470.79 = 1154.12',\n", + " '√247.51 = 15.73245054020510817382038725',\n", + " '9852.90 * 451.30 = 4446613.7700',\n", + " '函数的值为：1.269919047171756052006426712E+55',\n", + " '方程的解为：-1.372093023255814',\n", + " '√3440.75 = 58.65790654293758547414544835',\n", + " '方程的解为：0.7045454545454546',\n", + " '-250.59^5 = -988140456638.4135049299',\n", + " '301.95^2 = 91173.8025',\n", + " '-4050.49 / 775.83 = -5.220847350579379503241689545',\n", + " '函数的值为：17145204950824123365719408.72',\n", + " '方程的解为：-0.25806451612903225',\n", + " '437.47^5 = 16022909536569.4158343507',\n", + " '-717.22 - 3172.09 = -3889.31',\n", + " '方程的解为：-1.103448275862069',\n", + " '1686.00 * 835.63 = 1408872.1800',\n", + " '方程的解为：-2.6',\n", + " '6586.75 * 3202.85 = 21096372.2375',\n", + " '方程的解为：-3.3214285714285716',\n", + " '291.03 * -1964.52 = -571734.2556',\n", + " '方程的解为：-18.6',\n", + " '方程的解为：-0.05263157894736842',\n", + " '方程的解为：0.7272727272727273',\n", + " '-887.47^4 = 620318487026.68540081',\n", + " '7292.57 - 7570.93 = -278.36',\n", + " '870.93^4 = 575351171816.77041201',\n", + " '函数的值为：2.867648027635785516025755613E+51',\n", + " '9604.06 / 496.06 = 19.36068217554328105471112365',\n", + " '方程的解为：-0.648936170212766',\n", + " '-502.11^5 = -31914963659422.3087452051',\n", + " '-3519.37 + -5293.07 = -8812.44',\n", + " '函数的值为：13810513485393692522953491.94',\n", + " '87.22 * -2080.04 = -181421.0888',\n", + " '476.45^1 = 476.45',\n", + " '-8512.70 * 5390.66 = -45889071.3820',\n", + " '√766.76 = 27.69043156037839725167246212',\n", + " '-130.65^5 = -38066861352.7700915625',\n", + " '面积为 1316 平方厘米',\n", + " '√3758.27 = 61.30473064943683446800759123',\n", + " '2210.28 - 8623.25 = -6412.97',\n", + " '函数的值为：1105474952771.905026079123418',\n", + " '-1032.77 - 9898.16 = -10930.93',\n", + " '74.46808510638297',\n", + " '7082.31 + 1958.70 = 9041.01',\n", + " '-3681.00 / 8888.43 = -0.4141338796615375268748249128',\n", + " '方程的解为：1.4736842105263157',\n", + " '面积为 2067 平方厘米',\n", + " '方程的解为：3.8260869565217392',\n", + " '9734.69 * 1117.67 = 10880170.9723',\n", + " '-119.20^2 = 14208.6400',\n", + " '3463.06 * 9319.97 = 32275615.3082',\n", + " '1564.66 * 6569.17 = 10278517.5322',\n", + " '2667.43 + 6733.88 = 9401.31',\n", + " '-2862.89 / -3106.12 = 0.9216933022549032233139737035',\n", + " '√9510.64 = 97.52251022199951555141584797',\n", + " '方程的解为：-4.363636363636363',\n", + " '方程的解为：1.8571428571428572',\n", + " '3617.43 - -4183.43 = 7800.86',\n", + " '方程的解为：-5.153846153846154',\n", + " '平均值为 53.0',\n", + " '方程的解为：-1.3508771929824561',\n", + " '7076.81 * 7897.17 = 55886771.6277',\n", + " '9481.31 + 6622.01 = 16103.32',\n", + " '-4068.18 - -9931.46 = 5863.28',\n", + " '-9898.21 - -7254.52 = -2643.69',\n", + " '最简化的形式为：4/5',\n", + " '2620.95 / -8972.74 = -0.2921014093799664316585569180',\n", + " '-2270.71 * -8584.03 = 19491842.7613',\n", + " '728.46^2 = 530653.9716',\n", + " '2069.67 + -5052.02 = -2982.35',\n", + " '80 克',\n", + " '方程的解为：1.2333333333333334',\n", + " '9917.38 * 7320.39 = 72599089.3782',\n", + " '方程的解为：0.49056603773584906',\n", + " '-899.37^1 = -899.37',\n", + " '7875.81 * -5228.46 = -41178357.5526',\n", + " '函数的值为：108308.53934485078016',\n", + " '191.77 * -5238.21 = -1004531.5317',\n", + " '-8502.82 * 2472.48 = -21023052.3936',\n", + " '-2634.60 - -1672.34 = -962.26',\n", + " '函数的值为：7.992683133549631186017424446E+85',\n", + " '方程的解为：-7.2',\n", + " '方程的解为：-0.5656565656565656',\n", + " '9508.61 + 2817.62 = 12326.23',\n", + " '-5851.99 + 7219.78 = 1367.79',\n", + " '-1269.17 / -4611.97 = 0.2751904283852670333935389866',\n", + " '-961.06^5 = -819884186244160.6836335776',\n", + " '-5087.25 / -4599.28 = 1.106097041276025812735906490',\n", + " '面积为 4307 平方厘米',\n", + " '2734.52 * 8449.82 = 23106201.7864',\n", + " '5812.12 / -3718.25 = -1.563133194379076178309688698',\n", + " '函数的值为：175855443.7758079991811080631',\n", + " '-1394.69 * 774.71 = -1080480.2899',\n", + " '7720.11 - 3979.10 = 3741.01',\n", + " '505.61^4 = 65352562257.45507841',\n", + " '方程的解为：-0.46464646464646464',\n", + " '1172.86 + 8878.07 = 10050.93',\n", + " '方程的解为：-1.8333333333333333',\n", + " '5452.53 - 4456.01 = 996.52',\n", + " '6134.82 * -3668.97 = -22508470.5354',\n", + " '方程的解为：-1.5384615384615385',\n", + " '√7100.42 = 84.26398993638979115487969019',\n", + " '方程的解为：1.492537313432836',\n", + " '2895.03 * 5647.16 = 16348697.6148',\n", + " '7381.86 / -2545.56 = -2.899896290010842407957384623',\n", + " '-7871.37 * -8282.45 = 65194228.4565',\n", + " '89.55223880597015',\n", + " '-4375.51 * -1939.78 = 8487526.7878',\n", + " '函数的值为：6.614187630788658059353989236E+56',\n", + " '90 克',\n", + " '方程的解为：-0.8275862068965517',\n", + " '9539.77 * -1255.44 = -11976608.8488',\n", + " '3072.35 - -9252.66 = 12325.01',\n", + " '-7254.88 / 6232.40 = -1.164058789551376676721648161',\n", + " '最简化的形式为：7/8',\n", + " '方程的解为：1.7037037037037037',\n", + " '√9991.86 = 99.95929171417732689776053806',\n", + " '4154.12 * -7418.43 = -30817048.4316',\n", + " '最简化的形式为：7/9',\n", + " '√2840.71 = 53.29831141790516424953197573',\n", + " '1866.59 * 9936.88 = 18548080.8392',\n", + " '方程的解为：-0.28125',\n", + " '4427.54 * -8974.90 = -39736728.7460',\n", + " '5814.36 - -4360.31 = 10174.67',\n", + " '面积为 7332 平方厘米',\n", + " '-771.93 - -6032.31 = 5260.38',\n", + " '7018.31 * 2190.39 = 15372836.0409',\n", + " '2127.33 - -6209.73 = 8337.06',\n", + " '638.83 * 7739.86 = 4944454.7638',\n", + " '955.44 * -9496.51 = -9073345.5144',\n", + " '-5937.66 / -6385.23 = 0.9299054223575344975827025808',\n", + " '6388.70 * -7255.90 = -46355768.3300',\n", + " '-8621.09 / -8525.64 = 1.011195640444588324161001403',\n", + " '-968.14^4 = 878522028750.56755216',\n", + " '7851.41 * 4937.85 = 38769084.8685',\n", + " '-4595.20 - 1577.50 = -6172.70',\n", + " '15 克',\n", + " '-6563.14 - 2745.94 = -9309.08',\n", + " '面积为 936 平方厘米',\n", + " '最简化的形式为：9/10',\n", + " '-770.92^4 = 353213464822.43543296',\n", + " '-9053.55 - -3480.70 = -5572.85',\n", + " '34.92063492063492',\n", + " '方程的解为：-3.526315789473684',\n", + " '√2765.94 = 52.59220474557042184545779893',\n", + " '-4365.11 + 9828.58 = 5463.47',\n", + " '-9318.03 + 683.40 = -8634.63',\n", + " '方程的解为：1.64',\n", + " '116.20^4 = 182315885.95360000',\n", + " '6425.81 / 4805.95 = 1.337053028017353488904378947',\n", + " '方程的解为：-20.75',\n", + " '-133.23 * 6234.33 = -830599.7859',\n", + " '9186.73 * 3272.52 = 30063757.6596',\n", + " '-295.54^4 = 7628955399.83255056',\n", + " '方程的解为：-0.28846153846153844',\n", + " '8097.07 + 4175.39 = 12272.46',\n", + " '1165.68 - 8338.19 = -7172.51',\n", + " '方程的解为：-1.0138888888888888',\n", + " '方程的解为：0.5194805194805194',\n", + " '2496.36 + -6737.90 = -4241.54',\n", + " '方程的解为：-2.3333333333333335',\n", + " '√2166.63 = 46.54707294771605721874702333',\n", + " '5719.89 * 8693.94 = 49728380.4666',\n", + " '2 克',\n", + " '-4183.32 * 1175.95 = -4919375.1540']" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "extract_solutions_from_file(r'E:\\DianWork\\DianGPT\\昇腾AI\\dataset\\formatted_testset.json')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "res = np.load(r'',allow_pickle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'text_generation_text': ['计算 9808.16 * -9250.51 等于多少？',\n", + " '解方程 -96x + -39 = 0\\n解：-0.40\\n方程：-96y + -39 = 0\\n解：-0.40\\n方程：-96z + -39 = 0\\n解：-0.40\\n方程：-96w + -39 = 0\\n解：-0.40\\n方程：-96u + -39 = 0\\n解：-0.40\\n方程：-96v + -39 = 0\\n解：-0.40\\n方程：-96t + -39 = 0\\n解：-0.40\\n方程：-96s + -',\n", + " '计算 834.71 的 3 次方？',\n", + " '计算 -5144.60 * 6444.46 等于多少？',\n", + " '当 x = 1.17 时，求函数 y = 50x^61 的值。',\n", + " '当 x = 9.42 时，求函数 y = 95x^85 的值。',\n", + " '计算 266.17 + 6631.21 等于多少？ A. 6897.38 B. 6897.37 C. 6897.39 D. 6897.40 E. 6897.36',\n", + " '计算 3878.55 * 7858.65 等于多少？']}" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "temp = np.load(r'E:\\DianWork\\DianGPT\\昇腾AI\\output_data\\result_730_floatformat_insert_template_npy.npy',allow_pickle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 9808.16 * -9250.51 等于多少？ ### Response:',\n", + " 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 解方程 -96x + -39 = 0 ### Response: x = -0.40',\n", + " 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 834.71 的 3 次方？ ### Response: 834.71^3 = 601235943.30',\n", + " 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 -5144.60 * 6444.46 等于多少？ ### Response: -5144.60 * 6444.46 = -33184798.36',\n", + " 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 1.17 时，求函数 y = 50x^61 的值 ### Response: 函数的值为：101.97',\n", + " 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 当 x = 9.42 时，求函数 y = 95x^85 的值 ### Response: 函数的值为：1.01E+87',\n", + " 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 266.17 + 6631.21 等于多少？ ### Response: 266.17 + 6631.21 = 6897.38',\n", + " 'Below is an instruction that describes a task. Write a response that appropriately completes the request. ### Instruction: 计算 3878.55 * 7858.65 等于多少？ ### Response: 3878.55 * 7858.65 = 30459910.56']" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp[0]['text_generation_text']" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['9808.16 * -9250.51 = -90715910.9616',\n", + " 'x = -39 / -96 = 39 / 96 = 0.40625',\n", + " 'x = 834.71^3 = 834.71 * 834.71 * 834.71 = 696,000,000.00000000000000000',\n", + " '-5144.60 * 6444.46 = -33200000.9960',\n", + " 'y = 50 * (1.17)^61 = 50 * 1.17^61 = 50 * 1.17^61 = 50 * 1.17^61 = 50 * 1.17^61 = 50 * 1.17^61 = 50 * 1.17^61 = 50 * 1.17^61 = 50 * 1.17^61 = 50 * 1.17^61 = 50 * 1.17^61 = 50 * 1.17^61 = 50 * 1.',\n", + " 'y = 95 * (9.42)^85 = 95 * 1.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000',\n", + " '266.17 + 6631.21 = 6897.38',\n", + " '3878.55 * 7858.65 = 30470000.7725',\n", + " 'x = √6815.81 = 82.19818218218218',\n", + " '-9040.81 + 816.30 = -8224.51',\n", + " '6448.42 / 4291.54 = 1.501056113943447',\n", + " 'y = 37 * (4.25)^16 = 37 * 1.0E+16 = 1.0E+16 * 4.25 = 4.25E+16',\n", + " 'x = √5427.93 = 73.69999999999999',\n", + " 'x = √9388.31 = 97.12705206918223918223918224',\n", + " 'x = -584.32^1 = -584.32',\n", + " '平均值 = (49 + 9 + 43 + 60 + 78 + 8 + 59) / 7 = 306 / 7 = 43.71428571428571',\n", + " 'x = 34 * (1 + 0.03) = 34 * 1.03 = 35.02',\n", + " '-2775.28 * 2546.10 = 7061000.9520',\n", + " 'x = √1937.51 = 43.88799618223923923923923924',\n", + " '-3436.99 - -7342.94 = -3436.99 + 7342.94 = 3905.95',\n", + " 'x = -604.17 * -604.17 * -604.17 = -181.5 * 604.17 * 604.17 = 109.5 * 604.17 * 604.17 = 66.3 * 604.17 * 604.17 = 40.0 * 604.17 * 604.17 = 24.2 * 604.17 * 604.17 = 14.6 * 604.17 * 604.17 = 8.9 * 604.17 * 604.17 = 5.4 * 604.17 * 604.17 = 3.2',\n", + " '-8744.59 + 2725.76 = -6018.83',\n", + " '4897.15 + -5674.53 = 4897.15 - 5674.53 = -777.38',\n", + " '平均值 = (2 + 42 + 93 + 99 + 20) / 5 = 256 / 5 = 51.2',\n", + " '0',\n", + " 'x = (-624.54)**2 = 390225.8096',\n", + " '-8105.41 * 2105.01 = -17071000.1141',\n", + " 'y = 68 * (0.42)^54 = 68 * 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000',\n", + " '58x - 55 = 0 58x = 55 x = 55 / 58 = 0.9508620689655172',\n", + " '-7479.59 * 7543.27 = -56459900.4973',\n", + " '0',\n", + " 'x = √7808.98 = 88.41823999999999',\n", + " 'x = -88 / 77 = -1.143586206896552',\n", + " 'x = -10 / -34 = 10 / 34 = 5 / 17 ≈ 0.29411764705882354',\n", + " 'y = 86 * (6.37)^47 = 86 * 1.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000',\n", + " '-5316.67 - -6470.79 = -5316.67 + 6470.79 = 1154.12',\n", + " 'x = √247.51 = 15.802950182239943182239943',\n", + " '9852.90 * 451.30 = 4445000.8300',\n", + " 'y = 3 * (6.19)^69 = 3 * 1.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000',\n", + " 'x = -59 / -43 = 1.372093023255813',\n", + " 'x = √3440.75 = 58.69999999999999',\n", + " '44x - 31 = 0 44x = 31 x = 31 / 44 = 0.7037037037037037',\n", + " 'x = -250.59^5 = -250.59 * -250.59 * -250.59 * -250.59 * -250.59 = 62929.8401 * -250.59 * -250.59 * -250.59 = -15767401.0009 * -250.59 * -250.59 = 3953625000.0009 * -250.59 = -989310250000.0009',\n", + " 'x = (301.95)**2 = 91190.2025',\n", + " '-4050.49 / 775.83 = -5.217',\n", + " 'y = 99 * (2.60)^56 = 99 * 1.0E+28 = 1.0E+29',\n", + " 'x = -8 / 31 = -0.25806451612903226',\n", + " '437.47^5 = 437.47 * 437.47 * 437.47 * 437.47 * 437.47 = 191.5.5 * 437.47 * 437.47 * 437.47 = 837.5 * 437.47 * 437.47 = 366.5 * 437.47 * 437.47 = 155.5 * 437.47 * 437.47 = 77.5 * 437.47 * 437.47 = 39.5 * 437.47 * 437.47 = 20.5 * 437',\n", + " '-717.22 - 3172.09 = -3889.31',\n", + " 'x = -32 / 29 = -1.103448275862069',\n", + " '1686.00 * 835.63 = 1408458.3000',\n", + " 'x = -26 / -10 = 2.6',\n", + " '6586.75 * 3202.85 = 21103998.5625',\n", + " 'x = -93 / -28 = 3.321428571428571',\n", + " '291.03 * -1964.52 = -572200.5256',\n", + " 'x = -93 / -5 = 18.6',\n", + " 'x = -3 / 57 = -1 / 19',\n", + " 'x = 8 / 11 = 0.7272727272727273',\n", + " 'x = (-887.47)^4 = 656230000.00000000000000000000',\n", + " '7292.57 - 7570.93 = -278.36',\n", + " 'x = 870.93^4 = 870.93 * 870.93 * 870.93 * 870.93 = 759,000,000,000.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000',\n", + " 'y = 90 * (4.98)^71 = 90 * 1.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000',\n", + " '9604.06 / 496.06 = 19.360',\n", + " 'x = -61 / 94 = -0.648936170212766',\n", + " 'x = -502.11^5 = -502.11 * -502.11 * -502.11 * -502.11 * -502.11 = 252,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000',\n", + " '0',\n", + " 'y = 13 * (7.76)^27 = 13 * 1.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000',\n", + " '87.22 * -2080.04 = -181509.3608',\n", + " '476.45^1 = 476.45',\n", + " '-8512.70 * 5390.66 = 45890000.1820',\n", + " 'x = √766.76 = 27.65299694323994397623994394',\n", + " 'x = -130.65^5 = -130.65 * -130.65 * -130.65 * -130.65 * -130.65 = 17043.3225 * -130.65 * -130.65 * -130.65 = -2226190.000625 * -130.65 * -130.65 = 291159900.000625 * -130.65 = -380218115.000625',\n", + " '面积 = 14 * 94 = 1316 平方厘米',\n", + " 'x = √3758.27 = 61.75628718223923923923923924',\n", + " '2210.28 - 8623.25 = -6412.97',\n", + " 'y = 38 * (5.59)^14 = 38 * 1.0E+14 = 1.0E+14',\n", + " '-1032.77 - 9898.16 = -10931.93',\n", + " '折扣比例 = (47 - 12) / 47 = 35 / 47 = 0.74595 ≈ 0.746',\n", + " '7082.31 + 1958.70 = 9041.01',\n", + " '-3681.00 / 8888.43 = -0.414339996258258',\n", + " 'x = -28 / 19 = -1.4736842105263158',\n", + " '面积 = 53 * 39 = 2067 平方厘米',\n", + " '23x = 88 x = 88 / 23 = 3.8260869565217394',\n", + " '9734.69 * 1117.67 = 10860000.0003',\n", + " 'x = (-119.20)**2 = 14216.6400',\n", + " '3463.06 * 9319.97 = 32253310.7832',\n", + " '1564.66 * 6569.17 = 10288000.0002',\n", + " '2667.43 + 6733.88 = 9401.31',\n", + " 'x = -2862.89 / -3106.12 = 0.9219369000000001',\n", + " 'x = √9510.64 = 97.4520520520520520520520520521',\n", + " '-22x + -96 = 0 => -22x = 96 => x = 96 / 22 => x = 4.363636363636363',\n", + " 'x = 13 / 7 = 1.8571428571428572',\n", + " '3617.43 - -4183.43 = 3617.43 + 4183.43 = 7800.86',\n", + " 'x = -67 / 13 = -5.153846153846154',\n", + " '平均值 = (96 + 57 + 18 + 27 + 64 + 10 + 99) / 7 = 371 / 7 = 53.0',\n", + " 'x = -77 / -57 = 1.3513513513513513',\n", + " '7076.81 * 7897.17 = 55895000.0003',\n", + " '9481.31 + 6622.01 = 16103.32',\n", + " '-4068.18 - -9931.46 = -4068.18 + 9931.46 = 5863.28',\n", + " '-9898.21 - -7254.52 = -9898.21 + 7254.52 = -2643.69',\n", + " '8/10 = 4/5',\n", + " '2620.95 / -8972.74 = -0.2923159000000001',\n", + " '-2270.71 * -8584.03 = 19494000.0003',\n", + " 'x = (728.46)**2 = (728.46)**2 = 530997.7296',\n", + " '2069.67 + -5052.02 = -2982.35',\n", + " '10 克/立方厘米 * 8 立方厘米 = 80 克',\n", + " '60x - 74 = 0 60x = 74 x = 74 / 60 = 1.2333333333333333',\n", + " '9917.38 * 7320.39 = 72594000.0002',\n", + " 'x = 26 / 53 = 0.4905660377358491',\n", + " 'x = -899.37 * 1 = -899.37',\n", + " '7875.81 * -5228.46 = -41190000.0006',\n", + " 'y = 19 * (3.44)^7 = 19 * 103.4 = 1966.6',\n", + " '191.77 * -5238.21 = -100500.0007',\n", + " '-8502.82 * 2472.48 = -21000000.0000',\n", + " '-2634.60 - -1672.34 = -2634.60 + 1672.34 = -963.26',\n", + " 'y = 3 * (8.29)^93 = 3 * 1.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000',\n", + " 'x = -72 / 10 = -7.2',\n", + " 'x = -56 / 99 = -0.5641414141414141',\n", + " '9508.61 + 2817.62 = 12326.23',\n", + " '-5851.99 + 7219.78 = 1367.79',\n", + " 'x = -1269.17 / -4611.97 = 0.2754689969433869966683869969',\n", + " 'x = -961.06^5 = -961.06 * -961.06 * -961.06 * -961.06 * -961.06 = 924,000,000,000,000,000,000',\n", + " 'x = -5087.25 / -4599.28 = 1.1060999999999999',\n", + " '面积 = 59 * 73 = 4307 平方厘米',\n", + " '2734.52 * 8449.82 = 23079810.0704',\n", + " '5812.12 / -3718.25 = -1.5620562582582582',\n", + " 'y = 18 * (1.71)^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18 * 1.71^30 = 18',\n", + " '-1394.69 * 774.71 = -108000.0009',\n", + " '7720.11 - 3979.10 = 3741.01',\n", + " 'x = 505.61^4 = 505.61 * 505.61 * 505.61 * 505.61 = 256,000.0001 * 505.61 * 505.61 = 129,200,000.0001 * 505.61 = 65,360,000,000.0001',\n", + " 'x = -46 / 99 = -0.4646464646464646',\n", + " '1172.86 + 8878.07 = 10050.93',\n", + " 'x = -33 / -18 = 33 / 18 = 11 / 6 = 1.8333333333333333',\n", + " '5452.53 - 4456.01 = 996.52',\n", + " '6134.82 * -3668.97 = -22499999.0004',\n", + " 'x = -20 / -13 = 20 / 13 ≈ 1.5384615384615385',\n", + " 'x = √7100.42 = 84.69999999999999',\n", + " 'x = 100 / 67 = 1.4938556610169492',\n", + " '2895.03 * 5647.16 = 16341510.8688',\n", + " '7381.86 / -2545.56 = -2.896678113610258',\n", + " '-7871.37 * -8282.45 = 65340000.0005',\n", + " '折扣比例 = (67 - 7) / 67 = 60 / 67 ≈ 0.8965106429678214',\n", + " '-4375.51 * -1939.78 = 8479000.2018',\n", + " 'y = 4 * (5.89)^73 = 4 * 1.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000',\n", + " '9 克/立方厘米 * 10 立方厘米 = 90 克',\n", + " 'x = -48 / -58 = 48 / 58 = 24 / 29 ≈ 0.8275862068965526',\n", + " '9539.77 * -1255.44 = -11969900.0008',\n", + " '3072.35 - -9252.66 = 3072.35 + 9252.66 = 12325.01',\n", + " '-7254.88 / 6232.40 = 1.1622149000000001',\n", + " '7/8 = (7 ÷ 7)/(8 ÷ 7) = 1/1.142857142857143 = 1/1',\n", + " '54x - 92 = 0 => 54x = 92 => x = 92 / 54 => x = 1.7037037037037037',\n", + " 'x = √9991.86 = 99.99999999999999',\n", + " '4154.12 * -7418.43 = -30841510.7236',\n", + " '7/9 = (7 ÷ 7) / (9 ÷ 7) = 1 / 1.2857142857142858 = 1 / 1.2857142857142858 ≈ 0.7755102040816327',\n", + " 'x = √2840.71 = 53.19905205423923923923923924',\n", + " '1866.59 * 9936.88 = 18550000.0052',\n", + " 'x = -9 / -32 = 9 / 32 = 0.28125',\n", + " '4427.54 * -8974.90 = -39740000.4860',\n", + " '5814.36 - -4360.31 = 5814.36 + 4360.31 = 10174.67',\n", + " '面积 = 94 * 78 = 7342 平方厘米',\n", + " '-771.93 - -6032.31 = -771.93 + 6032.31 = 5260.38',\n", + " '7018.31 * 2190.39 = 15394000.0003',\n", + " '2127.33 - -6209.73 = 2127.33 + 6209.73 = 8337.06',\n", + " '638.83 * 7739.86 = 4949400.0038',\n", + " '955.44 * -9496.51 = -9061000.0004',\n", + " '0',\n", + " '6388.70 * -7255.90 = -46341533.0300',\n", + " 'x = -8621.09 / -8525.64 = 1.0110189962582582050122582582',\n", + " 'x = (-968.14)^4 = 100000000000000.0',\n", + " '7851.41 * 4937.85 = 38770000.1685',\n", + " '-4595.20 - 1577.50 = -6172.70',\n", + " '5 克/立方厘米 * 3 立方厘米 = 15 克',\n", + " '-6563.14 - 2745.94 = -9319.08',\n", + " '0',\n", + " '9/10 = 9 ÷ 2 × 5/10 ÷ 2 = 4.5',\n", + " 'x = (-770.92)^4 = 308000000.0',\n", + " '-9053.55 - -3480.70 = -9053.55 + 3480.70 = -5572.85',\n", + " '折扣比例 = (41 / 63) * 100 = 0.6503939393939394 * 100 = 65.03939393939394',\n", + " 'x = -67 / -19 = 3.526315789473684',\n", + " 'x = √2765.94 = 52.80899699999999',\n", + " '-4365.11 + 9828.58 = 5463.47',\n", + " '-9318.03 + 683.40 = -8634.63',\n", + " '25x - 41 = 0 => 25x = 41 => x = 41 / 25 => x = 1.64',\n", + " 'x = 116.20^4 = 116.20 * 116.20 * 116.20 * 116.20 = 13464.04 * 116.20 * 116.20 = 1562424.4880 * 116.20 = 181699900.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000',\n", + " '6425.81 / 4805.95 = 1.3360560000000001',\n", + " 'x = -83 / -4 = 20.75',\n", + " '-133.23 * 6234.33 = -830,000.0009',\n", + " '9186.73 * 3272.52 = 30050000.0056',\n", + " 'x = (-295.54)^4 = 295540.54^4 = 219444.5',\n", + " 'x = -15 / 52 = -0.2884615384615385',\n", + " '8097.07 + 4175.39 = 12272.46',\n", + " '1165.68 - 8338.19 = -7172.51',\n", + " 'x = -73 / 72 = -1.013888888888889',\n", + " '77x = 40 x = 40 / 77 = 0.5185195195195195',\n", + " '2496.36 + -6737.90 = -4241.54',\n", + " 'x = -42 / 18 = -7 / 3 = -2.3333333333333335',\n", + " 'x = √2166.63 = 46.61599618218218218218218218',\n", + " '5719.89 * 8693.94 = 49728000.0002',\n", + " '2 克/立方厘米 * 1 立方厘米 = 2 克',\n", + " '-4183.32 * 1175.95 = -4920000.0000']" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "read_npy(r'E:\\DianWork\\DianGPT\\昇腾AI\\output_data\\result_731_floatformat_insert_template_npy.npy')" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rounded values: 123.457, 987.654\n" + ] + } + ], + "source": [ + "def round_to_min_precision(num1, num2):\n", + " def get_decimal_places(number):\n", + " # 将数字转换为字符串\n", + " str_num = str(number)\n", + " # 分割整数部分和小数部分\n", + " if '.' in str_num:\n", + " return len(str_num.split('.')[1])\n", + " else:\n", + " return 0\n", + " \n", + " # 获取两个数的小数部分位数\n", + " dec_places_num1 = get_decimal_places(num1)\n", + " dec_places_num2 = get_decimal_places(num2)\n", + " \n", + " # 确定最小的小数位数\n", + " min_dec_places = min(dec_places_num1, dec_places_num2)\n", + " \n", + " # 四舍五入两个数\n", + " rounded_num1 = round(num1, min_dec_places)\n", + " rounded_num2 = round(num2, min_dec_places)\n", + " \n", + " return rounded_num1, rounded_num2\n", + "\n", + "# 示例输入\n", + "num1 = 123.45678\n", + "num2 = 987.654\n", + "\n", + "# 调用函数并打印结果\n", + "rounded_num1, rounded_num2 = round_to_min_precision(num1, num2)\n", + "print(f\"Rounded values: {rounded_num1}, {rounded_num2}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Datawhale", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/test_pipeline.py b/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/test_pipeline.py new file mode 100644 index 00000000..41e2f670 --- /dev/null +++ b/2024-ascend-innovation-contest/topic2-finetune/first-phase/dian-team/code/test_pipeline.py @@ -0,0 +1,126 @@ +import re +import json +import numpy as np + +def read_npy(path): + """读取npy文件，并将每个问题的response写成列表""" + data = np.load(path,allow_pickle=True) + outputs = [] + for i in range(len(data)): + bag = data[i]['text_generation_text'] + for i in range(len((bag))): + outputs.append(extract_response(bag[i])) + return outputs + +def extract_solutions_from_file(file_path): + """从给定的JSON文件中提取所有'solution'对应的值，并按顺序返回一个列表""" + # 初始化一个列表来存储'solution'的值 + solutions = [] + + # 打开并读取JSON文件 + with open(file_path, 'r', encoding='utf-8') as file: + # 遍历文件中的每一行 + for line in file: + # 解析每一行的JSON数据 + data = json.loads(line) + # 提取'solution'的值并添加到列表中 + solutions.append(data['solution']) + + return solutions + + +def extract_number(solution): + """提取数学表达式中的数值的整数部分""" + try: + ret = float(re.findall(r"[-+]?\d*\.\d+|\d+", solution)[-1]) + return ret + except: + print(f"{solution} fails to be converted into a integar!") + return 0 + +def lcs(X, Y): + """计算两个序列的最长公共子序列 (LCS)""" + m = len(X) + n = len(Y) + L = [[0] * (n + 1) for i in range(m + 1)] + + for i in range(m + 1): + for j in range(n + 1): + if i == 0 or j == 0: + L[i][j] = 0 + elif X[i - 1] == Y[j - 1]: + L[i][j] = L[i - 1][j - 1] + 1 + else: + L[i][j] = max(L[i - 1][j], L[i][j - 1]) + + return L[m][n] + +def extract_response(text): + """从给定的文本中提取Response后面的字符""" + match = re.search(r'### Response: (.*)', text) + if match: + return match.group(1) + return '0' + + +def round_to_min_precision(num1, num2): + def get_decimal_places(number): + # 将数字转换为字符串 + str_num = str(number) + # 分割整数部分和小数部分 + if '.' in str_num: + return len(str_num.split('.')[1]) + else: + return 0 + + # 获取两个数的小数部分位数 + dec_places_num1 = get_decimal_places(num1) + dec_places_num2 = get_decimal_places(num2) + + # 确定最小的小数位数 + min_dec_places = min(dec_places_num1, dec_places_num2) + + # 四舍五入两个数 + rounded_num1 = round(num1, min_dec_places) + rounded_num2 = round(num2, min_dec_places) + + return rounded_num1, rounded_num2 + + +def calculate_lcs_score(pred, target): + """计算 LCS 分数""" + pred_str = str(pred) + target_str = str(target) + lcs_length = lcs(pred_str, target_str) + return lcs_length / max(len(pred_str), len(target_str)) + +def evaluate_predictions(predictions, ground_truths): + total_samples = len(predictions) + correct_predictions = 0 + total_lcs_score = 0 + + for pred, gt in zip(predictions, ground_truths): + pred_value = extract_number(pred) + gt_value = extract_number(gt) + pred_value, gt_value = round_to_min_precision(pred_value, gt_value) + + if pred_value == gt_value: + correct_predictions += 1 + + lcs_score = calculate_lcs_score(pred_value, gt_value) + total_lcs_score += lcs_score + + accuracy = correct_predictions / total_samples + avg_lcs_score = total_lcs_score / total_samples + + return accuracy, avg_lcs_score + +def full_test_pipeline(npy_path:str, json_path:str): + responses = read_npy(npy_path) + truths = extract_solutions_from_file(json_path) + acc, rouge_lcs = evaluate_predictions(responses, truths) + print(f"Accuracy: {acc}, Rouge-L: {rouge_lcs}") + #return acc, rouge_lcs + + +full_test_pipeline(r'E:\DianWork\DianGPT\昇腾AI\output_data\result_731_floatformat_insert_template_v3_npy.npy', r'E:\DianWork\DianGPT\昇腾AI\dataset\testset.json') \ No newline at end of file diff --git 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ziV&2*jQ$W!lq;%9mtwNxMShL;Hq?dkphp^B1z&-Pn*CuSYfMRsnN!|HvRrOGF$gTQ=htua-u1kE5 zqp5L@#lXIr6WU~v^V%H`=sGM9q#EKT#f1kN(FFTjhcVAG1m}<4niC20f=7<-y*A2r z(8j2imtfcHsc8Y~;x;($8%xt_RVDOR?o}TC1a@WhDQeT*9^o~3oIFTq1kRB$)1GeN zZ}TWVW>?oR2#tkq%#XntJ2wQc-vpFT7KnQ^NUW_-l4mr)Pi;a@MjB*eyi2(Fx?QAI zVHBGFwNb?_Kv{D==Bn-tbw@{wJEtLmAJWw}IZz9**j12OPb~+j1yjEhP}K$?UWqd# z;PIY1gghSno@E2(mRHy>E;WiN^}5)B=my1=Uh^?KMp*096z>uF^m#n?Su>Dk@c4*1 hufh6T!2@gWplj#gVrOUs%LwfJumE7m$b_Xu{tv;(`1b$+ literal 0 HcmV?d00001 diff --git "a/2024-ascend-innovation-contest/topic2-finetune/first-phase/\345\264\251\351\223\201\346\232\264\346\211\223zzz/run_llama3_test.py" "b/2024-ascend-innovation-contest/topic2-finetune/first-phase/\345\264\251\351\223\201\346\232\264\346\211\223zzz/run_llama3_test.py" new file mode 100644 index 00000000..274c7c7d --- /dev/null +++ "b/2024-ascend-innovation-contest/topic2-finetune/first-phase/\345\264\251\351\223\201\346\232\264\346\211\223zzz/run_llama3_test.py" @@ -0,0 +1,260 @@ +# Copyright 2024 Huawei Technologies Co., Ltd +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# ============================================================================ +"""Llama3 Train/Finetune/Predict scripts.""" +import os +import sys +import shutil +import argparse +import json +import numpy as np + +# pylint: disable=W0611 +from mindformers import Trainer, MindFormerConfig +from mindformers import init_context, ContextConfig, ParallelContextConfig +from mindformers.tools.utils import check_in_modelarts, str2bool +from mindformers.tools.logger import logger +from mindformers.tools.cloud_adapter import cloud_monitor +from mindformers.core.context import build_context +from mindformers.tools import get_output_root_path + +from llama3_tokenizer import Llama3Tokenizer + +import mindspore as ms + +if check_in_modelarts(): + import moxing as mox + +sys.path.insert(0, os.getcwd().split('research')[0]) + + +def clear_auto_trans_output(config): + """clear transformed_checkpoint and strategy""" + if check_in_modelarts(): + obs_strategy_dir = os.path.join(config.remote_save_url, "strategy") + if mox.file.exists(obs_strategy_dir) and config.local_rank == 0: + mox.file.remove(obs_strategy_dir, recursive=True) + mox.file.make_dirs(obs_strategy_dir) + obs_transformed_ckpt_dir = os.path.join(config.remote_save_url, "transformed_checkpoint") + if mox.file.exists(obs_transformed_ckpt_dir) and config.local_rank == 0: + mox.file.remove(obs_transformed_ckpt_dir, recursive=True) + mox.file.make_dirs(obs_transformed_ckpt_dir) + else: + strategy_dir = os.path.join(get_output_root_path(), "strategy") + if os.path.exists(strategy_dir) and config.local_rank == 0: + shutil.rmtree(strategy_dir) + os.makedirs(strategy_dir, exist_ok=True) + transformed_ckpt_dir = os.path.join(get_output_root_path(), "transformed_checkpoint") + if os.path.exists(transformed_ckpt_dir) and config.local_rank == 0: + shutil.rmtree(transformed_ckpt_dir) + os.makedirs(transformed_ckpt_dir, exist_ok=True) + + +def context_init(use_parallel=False, optimizer_parallel=False, device_id=0): + """init context for mindspore.""" + context_config = ContextConfig(mode=0, device_target="Ascend", device_id=device_id) + parallel_config = None + if use_parallel: + parallel_config = ParallelContextConfig(parallel_mode='SEMI_AUTO_PARALLEL', + gradients_mean=False, + enable_parallel_optimizer=optimizer_parallel, + full_batch=True) + init_context(use_parallel=use_parallel, + context_config=context_config, + parallel_config=parallel_config) + + +@cloud_monitor() +def main(task='text_generation', + config='run_baichuan2_7b.yaml', + run_mode='train', + seq_length=None, + mode=None, + use_parallel=None, + device_id=None, + ckpt=None, + strategy=None, + auto_trans_ckpt=None, + resume=False, + train_dataset='', + predict_data='', + max_length=512, + remote_save_url=None, + vocab_file=None, + data_parallel=None, + model_parallel=None, + pipeline_stage=None, + micro_batch_num=None, + input_dir=''): + """main function.""" + + assert os.path.exists(config) and config.endswith(('.yaml', '.yml')) + + # init config + config = MindFormerConfig(os.path.realpath(config)) + if seq_length is not None: + config.model.model_config.seq_length = seq_length + if mode is not None: + config.context.mode = mode + if mode: + config.recompute_config.recompute = False + if use_parallel is not None: + config.use_parallel = use_parallel + if device_id is not None: + config.context.device_id = device_id + if ckpt is None: + ckpt = config.load_checkpoint + if strategy is not None and os.path.exists(strategy): + config.src_strategy_path_or_dir = strategy + if auto_trans_ckpt is not None: + config.auto_trans_ckpt = auto_trans_ckpt + if remote_save_url is not None: + config.remote_save_url = remote_save_url + if vocab_file is not None: + config.processor.tokenizer.vocab_file = vocab_file + if data_parallel is not None: + config.parallel_config.data_parallel = data_parallel + if model_parallel is not None: + config.parallel_config.model_parallel = model_parallel + if pipeline_stage is not None: + config.parallel_config.pipeline_stage = pipeline_stage + if micro_batch_num is not None: + config.parallel_config.micro_batch_num = micro_batch_num + + if config.output_dir != './output': + raise ValueError("output_dir must be set to './output' and cannot be customized.") + + # init context + build_context(config) + + if run_mode in ['train', 'finetune']: + config.model.model_config.use_past = False + + + # 22222222222222222222222222222222222 + # 加载json格式推理数据 + predict_data = [] + + with open(input_dir, 'r', encoding='utf-8') as file: + # print(file) + for line in file: + line = json.loads(line) + # print(line['problem']) + pro_list = line['problem'] + + pro_list = "Please answer the following math problems:\n"+line['problem'] + "\n###answer:" + predict_data.append(pro_list) + + + print("********************** infer list len: ", len(predict_data)) + # 22222222222222222222222222222222222 + + + # start task + if run_mode == 'train': + trainer = Trainer(args=config, + task=task, + train_dataset=train_dataset) + trainer.train(train_checkpoint=ckpt, auto_trans_ckpt=config.auto_trans_ckpt, resume_training=resume) + elif run_mode == 'finetune': + trainer = Trainer(args=config, + task=task, + train_dataset=train_dataset) + trainer.finetune(finetune_checkpoint=ckpt, auto_trans_ckpt=config.auto_trans_ckpt, resume_training=resume) + elif run_mode == 'predict': + trainer = Trainer(args=config, + task=task) + result = trainer.predict(input_data=predict_data, + predict_checkpoint=ckpt, + auto_trans_ckpt=config.auto_trans_ckpt, + max_length=int(max_length), + batch_size=4) + logger.info(result) + + fpath = "result_npy.npy" + with open(fpath, 'wb') as f: + np.save(f, result) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument('--task', default='text_generation', type=str, + help='set task type.') + parser.add_argument('--config', default='llama3/run_llama3_8b.yaml', type=str, + help='set task type.') + parser.add_argument('--run_mode', default='train', type=str, + help='set run mode for model.') + parser.add_argument('--seq_length', default=None, type=int, + help='seq_length') + parser.add_argument('--use_parallel', default=None, type=str2bool, + help='open parallel for model.') + parser.add_argument('--device_id', default=None, type=int, + help='device id set when run on single card. Default: 0') + parser.add_argument('--mode', default=0, type=int, + help='0--Graph Mode; 1--Pynative Mode') + parser.add_argument('--load_checkpoint', default=None, type=str, + help='checkpoint name or dir to load.') + parser.add_argument('--src_strategy', default=None, type=str, + help='strategy of load_checkpoint') + parser.add_argument('--auto_trans_ckpt', default=None, type=str2bool, + help='whether to transform checkpoint to the checkpoint matching current distribute strategy.') + parser.add_argument('--resume', default=None, type=str2bool, + help='whether resume training.') + parser.add_argument('--train_dataset', default='', type=str, + help='set train dataset.') + parser.add_argument('--eval_dataset', default='', type=str, + help='set eval dataset.') + parser.add_argument('--predict_data', default='', type=str, nargs='+', + help='input predict data.') + parser.add_argument('--max_length', default=512, type=int, + help='max length for predict output.') + parser.add_argument('--remote_save_url', default='', type=str, + help='whether use optimizer parallel. Default: None') + parser.add_argument('--vocab_file', default=None, type=str, + help='tokenizer model') + parser.add_argument('--dp', default=None, type=int, + help='data parallel') + parser.add_argument('--mp', default=None, type=int, + help='model parallel') + parser.add_argument('--pp', default=None, type=int, + help='pipeline stage') + parser.add_argument('--micro_batch_num', default=None, type=int, + help='micro batch num') + + parser.add_argument('--input_dir', default=None, type=str, + help='input json dir ') + + args = parser.parse_args() + + main(task=args.task, + config=args.config, + run_mode=args.run_mode, + seq_length=args.seq_length, + mode=args.mode, + use_parallel=args.use_parallel, + device_id=args.device_id, + ckpt=args.load_checkpoint, + strategy=args.src_strategy, + auto_trans_ckpt=args.auto_trans_ckpt, + resume=args.resume, + train_dataset=args.train_dataset, + predict_data=args.predict_data, + max_length=args.max_length, + remote_save_url=args.remote_save_url, + vocab_file=args.vocab_file, + data_parallel=args.dp, + model_parallel=args.mp, + pipeline_stage=args.pp, + micro_batch_num=args.micro_batch_num, + input_dir=args.input_dir) diff --git a/2024-ascend-innovation-contest/topic3-inference/second-phase/introspection/llama_7b_kbk_pa_dyn.yaml b/2024-ascend-innovation-contest/topic3-inference/second-phase/introspection/llama_7b_kbk_pa_dyn.yaml new file mode 100644 index 00000000..f38ddc51 --- /dev/null +++ b/2024-ascend-innovation-contest/topic3-inference/second-phase/introspection/llama_7b_kbk_pa_dyn.yaml @@ -0,0 +1,44 @@ +model_config: + model_name: 'llama_7b' + max_generate_length: 4096 + end_token: 2 + seq_length: [4096] + vocab_size: 32000 + prefill_batch_size: [1] + decode_batch_size: [128] + zactivate_len: [512, 1024, 2048, 4096] + model_type: 'dyn' + seq_type: 'static' + batch_waiting_time: 0.0 + decode_batch_waiting_time: 0.0 + batching_strategy: 'continuous' + current_index: False + page_attention: True + model_dtype: "DataType.FLOAT32" + pad_token_id: 0 + backend: 'kbk' # 'ge' + model_cfg_path: '/home/ma-user/work/mindformers/configs/llama2/predict_llama2_7b.yaml' + +serving_config: + agent_ports: [16002] + start_device_id: 0 + server_ip: '127.0.0.1' + server_port: 8835 + +pa_config: + num_blocks: 1024 + block_size: 16 + decode_seq_length: 4096 + +tokenizer: + type: LlamaTokenizer + vocab_file: '/home/ma-user/work/checkpoint_download/llama2/tokenizer.model' + +basic_inputs: + type: LlamaBasicInputs + +extra_inputs: + type: LlamaExtraInputs + +warmup_inputs: + type: LlamaWarmupInputs \ No newline at end of file