diff --git a/configs/datasets/MathBench/mathbench_code_gen_568903.py b/configs/datasets/MathBench/mathbench_code_gen_568903.py new file mode 100644 index 00000000..2848a4f6 --- /dev/null +++ b/configs/datasets/MathBench/mathbench_code_gen_568903.py @@ -0,0 +1,128 @@ +from opencompass.openicl.icl_prompt_template import PromptTemplate +from opencompass.openicl.icl_retriever import ZeroRetriever +from opencompass.openicl.icl_inferencer import AgentInferencer +from opencompass.openicl.icl_evaluator import CircularEvaluator, AccEvaluator +from opencompass.datasets import MathBenchDataset, mathbench_postprocess +from opencompass.utils.text_postprocessors import first_option_postprocess + + +PROMPT_EN = { + "FEWSHOT_INSTRUCTION_CLOZE" : [ + dict(role='HUMAN', prompt='Mark\'s basketball team scores 25 2 pointers, 8 3 pointers and 10 free throws. Their opponents score double the 2 pointers but half the 3 pointers and free throws. What\'s the total number of points scored by both teams added together?'), + dict(role='BOT', prompt='Tool:PythonInterpreter\nTool Input:def solution():\n mark_pointers_2 = 25 * 2\n mark_pointers_3 = 8 * 3\n mark_free_throws = 10 * 1\n mark_points_scored = mark_pointers_2 + mark_pointers_3 + mark_free_throws\n opponents_pointers_2 = mark_pointers_2 * 2\n opponents_pointers_3 = mark_pointers_3 / 2\n opponents_free_throws = mark_free_throws / 2\n opponents_points_scored = opponents_pointers_2 + opponents_pointers_3 + opponents_free_throws\n total_points_scored = mark_points_scored + opponents_points_scored\n result = total_points_scored\n return result'), + dict(role='SYSTEM', prompt='Response:210'), + dict(role='BOT', prompt='Thought: According to the response, I got the answer\nFinalAnswer: 210'), + + dict(role='HUMAN', prompt='Bella has two times as many marbles as frisbees. She also has 20 more frisbees than deck cards. If she buys 2/5 times more of each item, what would be the total number of the items she will have if she currently has 60 marbles?'), + dict(role='BOT', prompt='Tool:PythonInterpreter\nTool Input:def solution():\n marbles = 60\n num_increased_marbles = marbles * 2 / 5\n num_total_marbles = marbles + num_increased_marbles\n frisbees = marbles / 2\n num_increased_frisbees = frisbees * 2 / 5\n num_total_frisbees = frisbees + num_increased_frisbees\n deck_cards = frisbees - 20\n num_increased_deck_cards = deck_cards * 2 / 5\n num_total_deck_cards = deck_cards + num_increased_deck_cards\n num_total = num_total_marbles + num_total_frisbees + num_total_deck_cards\n result = num_total\n return result'), + dict(role='SYSTEM', prompt='Response:140'), + dict(role='BOT', prompt='Thought: According to the response, I got the answer\nFinalAnswer: 140'), + + dict(role='HUMAN', prompt='A group of 4 fruit baskets contains 9 apples, 15 oranges, and 14 bananas in the first three baskets and 2 less of each fruit in the fourth basket. How many fruits are there?'), + dict(role='BOT', prompt="""Tool:PythonInterpreter\nTool Input:def solution():\n num_fruits_per_first_three_basket = 9 + 15 + 14\n num_fruits_first_three_basket = num_fruits_per_first_three_basket * 3\n num_apple_fourth_basket = 9 - 2\n num_orange_fourth_basket = 15 - 2\n num_banana_fourth_basket = 14 - 2\n num_fruits_fourth_basket = num_apple_fourth_basket + num_orange_fourth_basket + num_banana_fourth_basket\n num_fruits_total = num_fruits_first_three_basket + num_fruits_fourth_basket\n result = num_fruits_total\n return result"""), + dict(role='SYSTEM', prompt='Response:146'), + dict(role='BOT', prompt='Thought: According to the response, I got the answer\nFinalAnswer: 146'), + + dict(role='HUMAN', prompt='{question}'), + ], + "FEWSHOT_INSTRUCTION_CHOICE" : [ + dict(role='HUMAN', prompt='Given point P(-1,4) lies on the graph of the inverse proportionality function $y=\\frac{{k}}{{x}}$ (k≠0), what is the value of k? A. $-\\frac{{1}}{{4}}$ B. $\\frac{{1}}{{4}}$ C. $4$ D. $-4$'), + dict(role='BOT', prompt='Tool:PythonInterpreter\nTool Input:from sympy import solve, symbols, Ne, Eq\ndef solution():\n k = symbols(\'k\')\n result = solve([Eq(4, k / (-1)), Ne(k, 0)], k, dict=True)\n return result'), + dict(role='SYSTEM', prompt='Response:{{Eq(k, -4)}}'), + dict(role='BOT', prompt='Thought: Substituting point P into the function yields the value of k as $-4$\nFinalAnswer: D'), + + dict(role='HUMAN', prompt='The graph of the power function $y=(x)$ passes through the point$ (2, \\dfrac {{1}}{{4}}) $, what is the value of $f(-3)$? A. $\\frac{{1}}{{9}}$ B. $\\frac{{1}}{{8}})=196-x$ C. $\\frac{{2}}{{9}}$ D. $\\frac{{1}}{{4}}$'), + dict(role='BOT', prompt='Tool:PythonInterpreter\nTool Input:from sympy import *\ndef solution():\n x, y, k = symbols(\'x y k\')\n eq1 = Eq(2**k, Rational(1, 4))\n k_value = solve(eq1, k)[0]\n y = x**k_value\n result = y.subs(x, -3)\n return result'), + dict(role='SYSTEM', prompt='Response:1/9'), + dict(role='BOT', prompt='Thought: The functional expression of the power function is $y=x^{{-2}}$. Substituting $x=-3$ yields $y=$\\frac{{1}}{{9}}$\nFinalAnswer: A'), + + dict(role='HUMAN', prompt='If $3 x-y=12$, what is the value of $\\frac{8^{x}}{2^{y}} ?$\nA. The value cannot be determined from the information given.\nB. $2^{12}$\nC. 4\nD. $8^{2}$'), + dict(role='BOT', prompt='Tool:PythonInterpreter\nTool Input:from sympy import symbols, Eq, solve\n\ndef sloution():\n x, y = symbols(\'x y\')\n equation = Eq(3*x - y, 12)\n\n y_in_terms_of_x = solve(equation, y)[0]\n expression = 8**x / 2**y_in_terms_of_x\n result = expression.simplify()\n return result'), + dict(role='SYSTEM', prompt='Response:2**12'), + dict(role='BOT', prompt='Thought: The value of $\\frac{8^{x}}{2^{y}}$ is $2^{12}$\nFinalAnswer: B'), + + dict(role='HUMAN', prompt='{question}'), + ] +} + +PROMPT_CN = { + "FEWSHOT_INSTRUCTION_CLOZE" : [ + dict(role='HUMAN', prompt='Mark的篮球队得到25个2分球，8个3分球和10个罚球。他们的对手得到2分球的两倍，但3分球和罚球的一半。两队得分的总和是多少？'), + dict(role='BOT', prompt='Tool:PythonInterpreter\nTool Input:def solution():\n mark_pointers_2 = 25 * 2\n mark_pointers_3 = 8 * 3\n mark_free_throws = 10 * 1\n mark_points_scored = mark_pointers_2 + mark_pointers_3 + mark_free_throws\n opponents_pointers_2 = mark_pointers_2 * 2\n opponents_pointers_3 = mark_pointers_3 / 2\n opponents_free_throws = mark_free_throws / 2\n opponents_points_scored = opponents_pointers_2 + opponents_pointers_3 + opponents_free_throws\n total_points_scored = mark_points_scored + opponents_points_scored\n result = total_points_scored\n return result'), + dict(role='SYSTEM', prompt='Response:210'), + dict(role='BOT', prompt='Thought: 根据回答，我得到了答案\nFinalAnswer: 210'), + + dict(role='HUMAN', prompt='Bella有两倍于飞盘的弹珠。她还比卡片多20个飞盘。如果她买每种物品多2/5，她会有多少总数的物品，如果她现在有60颗弹珠？'), + dict(role='BOT', prompt='Tool:PythonInterpreter\nTool Input:def solution():\n marbles = 60\n num_increased_marbles = marbles * 2 / 5\n num_total_marbles = marbles + num_increased_marbles\n frisbees = marbles / 2\n num_increased_frisbees = frisbees * 2 / 5\n num_total_frisbees = frisbees + num_increased_frisbees\n deck_cards = frisbees - 20\n num_increased_deck_cards = deck_cards * 2 / 5\n num_total_deck_cards = deck_cards + num_increased_deck_cards\n num_total = num_total_marbles + num_total_frisbees + num_total_deck_cards\n result = num_total\n return result'), + dict(role='SYSTEM', prompt='Response:140'), + dict(role='BOT', prompt='Thought: 根据回答，我得到了答案\nFinalAnswer: 140'), + + dict(role='HUMAN', prompt='一个有4个水果篮子，前三个篮子里有9个苹果、15个橙子和14个香蕉，第四个篮子里每种水果都少2个。总共有多少水果？'), + dict(role='BOT', prompt="""Tool:PythonInterpreter\nTool Input:def solution():\n num_fruits_per_first_three_basket = 9 + 15 + 14\n num_fruits_first_three_basket = num_fruits_per_first_three_basket * 3\n num_apple_fourth_basket = 9 - 2\n num_orange_fourth_basket = 15 - 2\n num_banana_fourth_basket = 14 - 2\n num_fruits_fourth_basket = num_apple_fourth_basket + num_orange_fourth_basket + num_banana_fourth_basket\n num_fruits_total = num_fruits_first_three_basket + num_fruits_fourth_basket\n result = num_fruits_total\n return result"""), + dict(role='SYSTEM', prompt='Response:146'), + dict(role='BOT', prompt='Thought: 根据回答，我得到了答案\nFinalAnswer: 146'), + + dict(role='HUMAN', prompt='{question}'), + ], + "FEWSHOT_INSTRUCTION_CHOICE" : [ + dict(role='HUMAN', prompt='已知点P（-1，4）在反比例函数$y=\\frac{{k}}{{x}}$ (k≠0)的图象上，则k的值是____'), + dict(role='BOT', prompt='Tool:PythonInterpreter\nTool Input:from sympy import solve, symbols, Ne, Eq\ndef solution():\n k = symbols(\'k\')\n result = solve([Eq(4, k / (-1)), Ne(k, 0)], k, dict=True)\n return result'), + dict(role='SYSTEM', prompt='Response:{{Eq(k, -4)}}'), + dict(role='BOT', prompt='Thought: 将点 P 带入函数解出 k 的值为 $-4$\nFinalAnswer: D'), + + dict(role='HUMAN', prompt='幂函数$ y=(x) $的图象经过点$ (2, \\dfrac {{1}}{{4}}) $，则$ f(-3) $的值为 ______ ．'), + dict(role='BOT', prompt='Tool:PythonInterpreter\nTool Input:from sympy import *\ndef solution():\n x, y, k = symbols(\'x y k\')\n eq1 = Eq(2**k, Rational(1, 4))\n k_value = solve(eq1, k)[0]\n y = x**k_value\n result = y.subs(x, -3)\n return result'), + dict(role='SYSTEM', prompt='Response:1/9'), + dict(role='BOT', prompt='Thought: 求出幂函数的函数表达式为 $y=x^{{-2}}$，代入 $x=-3$ 得到 $y=$\\frac{{1}}{{9}}$\nFinalAnswer: A'), + + dict(role='HUMAN', prompt='如果$3 x-y=12$，则$\\frac{8^{x}}{2^{y}}$的值是多少？\nA. 无法从给定的信息中确定值。\nB. $2^{12}$\nC. 4\nD. $8^{2}$'), + dict(role='BOT', prompt='Tool:PythonInterpreter\nTool Input:from sympy import symbols, Eq, solve\n\ndef sloution():\n x, y = symbols(\'x y\')\n equation = Eq(3*x - y, 12)\n\n y_in_terms_of_x = solve(equation, y)[0]\n expression = 8**x / 2**y_in_terms_of_x\n result = expression.simplify()\n return result'), + dict(role='SYSTEM', prompt='Response:2**12'), + dict(role='BOT', prompt='Thought: $\\frac{8^{x}}{2^{y}}$的值是$2^{12}$\nFinalAnswer: B'), + + dict(role='HUMAN', prompt='{question}'), + ] +} + + +mathbench_sets = { + 'college': ['single_choice_cn', 'cloze_en'], + 'high': ['single_choice_cn', 'single_choice_en'], + 'middle': ['single_choice_cn'], + 'primary': ['cloze_cn'] +} + +# Use circular evaluation or not +with_circular_eval = True + +mathbench_code_datasets = [] + +for _split in list(mathbench_sets.keys()): + for _name in mathbench_sets[_split]: + prompt_example = PROMPT_CN if '_cn' in _name else PROMPT_EN + mathbench_infer_cfg = dict( + prompt_template=dict(type=PromptTemplate, + template=dict( + round = prompt_example["FEWSHOT_INSTRUCTION_CLOZE"] if 'cloze' in _name else prompt_example["FEWSHOT_INSTRUCTION_CHOICE"])), + retriever=dict(type=ZeroRetriever), + inferencer=dict(type=AgentInferencer) + ) + + mathbench_eval_cfg = dict( + evaluator=dict(type=CircularEvaluator if 'choice' in _name and with_circular_eval else AccEvaluator), + pred_postprocessor=dict(type=first_option_postprocess, options='ABCD') if 'single_choice' in _name else dict(type=mathbench_postprocess, name=_name)) + + mathbench_code_datasets.append( + dict( + type=MathBenchDataset, + path=f"./data/mathbench/{_split}", + name=_name, + with_circular=with_circular_eval, + abbr="mathbench-interpreter-" + _split + '-' + _name, + reader_cfg=dict( + input_columns=["question"], + output_column="answer" + ), + infer_cfg=mathbench_infer_cfg, + eval_cfg=mathbench_eval_cfg, + )) diff --git a/configs/datasets/MathBench/mathbench_gen_ad37c1.py b/configs/datasets/MathBench/mathbench_gen_ad37c1.py index a6fa04ce..f0640498 100644 --- a/configs/datasets/MathBench/mathbench_gen_ad37c1.py +++ b/configs/datasets/MathBench/mathbench_gen_ad37c1.py @@ -89,7 +89,7 @@ for _split in list(mathbench_sets.keys()): ) mathbench_eval_cfg = dict( - evaluator=dict(type=CircularEvaluator if 'choice' in _name else AccEvaluator), + evaluator=dict(type=CircularEvaluator if 'choice' in _name and with_circular_eval else AccEvaluator), pred_postprocessor=dict(type=first_option_postprocess, options='ABCD') if 'single_choice' in _name else dict(type=mathbench_postprocess, name=_name)) mathbench_datasets.append( diff --git a/configs/eval_code_mathbench.py b/configs/eval_code_mathbench.py new file mode 100644 index 00000000..f1b22e80 --- /dev/null +++ b/configs/eval_code_mathbench.py @@ -0,0 +1,56 @@ +from mmengine.config import read_base +from opencompass.models.openai_api import OpenAI +from opencompass.partitioners import SizePartitioner +from opencompass.runners import LocalRunner +from opencompass.tasks import OpenICLInferTask +from opencompass.models.lagent import LagentAgent +from lagent import PythonInterpreter, ReAct +from lagent.agents.react import ReActProtocol + +system_prompt = """You are a helpful assistant which use tools to solve mathematical reasoning questions. The code must be a function, and the function name must be 'solution'. For mathematics, please use code tool to calculate. The example format is as follows: +``` +def solution(): + variable_names_with_real_meaning = func(variable) + return variable_names_with_real_meaning +```""" + +protocol = dict( + type=ReActProtocol, + action=dict(role="ACTION", begin="Tool:", end="\n"), + action_input=dict(role="ARGS", begin="Tool Input:", end="\n"), + finish=dict(role="FINISH", begin="FinalAnswer:", end="\n"), + call_protocol=system_prompt, +) + +with read_base(): + from .datasets.MathBench.mathbench_code_gen_568903 import mathbench_code_datasets as datasets + from .summarizers.mathbench import summarizer + +models = [ + dict( + abbr='gpt-3.5-react', + type=LagentAgent, + agent_type=ReAct, + max_turn=3, + llm=dict( + type=OpenAI, + path='gpt-3.5-turbo', + key='ENV', + query_per_second=1, + max_seq_len=4096, + ), + actions=[ + dict(type=PythonInterpreter), + ], + protocol=protocol, + batch_size=1, + ), +] + +infer = dict( + partitioner=dict(type=SizePartitioner, max_task_size=1000), + runner=dict( + type=LocalRunner, + max_num_workers=16, + task=dict(type=OpenICLInferTask)), +)