from opencompass.openicl.icl_prompt_template import PromptTemplate
from opencompass.openicl.icl_retriever import ZeroRetriever
from opencompass.openicl.icl_inferencer import GenInferencer
from opencompass.datasets import GSM8KDataset, gsm8k_postprocess, gsm8k_dataset_postprocess, Gsm8kEvaluator
gsm8k_reader_cfg = dict(input_columns=['question'], output_column='answer')

gsm8k_infer_cfg = dict(
    prompt_template=dict(
        type=PromptTemplate,
        template='''\
Question: Angelo and Melanie want to plan how many hours over the next week they should study together for their test next week. They have 2 chapters of their textbook to study and 4 worksheets to memorize. They figure out that they should dedicate 3 hours to each chapter of their textbook and 1.5 hours for each worksheet. If they plan to study no more than 4 hours each day, how many days should they plan to study total over the next week if they take a 10-minute break every hour, include 3 10-minute snack breaks each day, and 30 minutes for lunch each day?
Let's think step by step
Answer:
Angelo and Melanie think they should dedicate 3 hours to each of the 2 chapters, 3 hours x 2 chapters = 6 hours total.
For the worksheets they plan to dedicate 1.5 hours for each worksheet, 1.5 hours x 4 worksheets = 6 hours total.
Angelo and Melanie need to start with planning 12 hours to study, at 4 hours a day, 12 / 4 = 3 days.
However, they need to include time for breaks and lunch. Every hour they want to include a 10-minute break, so 12 total hours x 10 minutes = 120 extra minutes for breaks.
They also want to include 3 10-minute snack breaks, 3 x 10 minutes = 30 minutes.
And they want to include 30 minutes for lunch each day, so 120 minutes for breaks + 30 minutes for snack breaks + 30 minutes for lunch = 180 minutes, or 180 / 60 minutes per hour = 3 extra hours.
So Angelo and Melanie want to plan 12 hours to study + 3 hours of breaks = 15 hours total.
They want to study no more than 4 hours each day, 15 hours / 4 hours each day = 3.75
They will need to plan to study 4 days to allow for all the time they need.
The answer is 4

Question: 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?
Let's think step by step
Answer:
Mark's team scores 25 2 pointers, meaning they scored 25*2 = 50 points in 2 pointers.
His team also scores 6 3 pointers, meaning they scored 8*3 = 24 points in 3 pointers
They scored 10 free throws, and free throws count as one point so they scored 10*1 = 10 points in free throws.
All together his team scored 50+24+10 = 84 points
Mark's opponents scored double his team's number of 2 pointers, meaning they scored 50*2 = 100 points in 2 pointers.
His opponents scored half his team's number of 3 pointers, meaning they scored 24/2 = 12 points in 3 pointers.
They also scored half Mark's team's points in free throws, meaning they scored 10/2 = 5 points in free throws.
All together Mark's opponents scored 100+12+5 = 117 points
The total score for the game is both team's scores added together, so it is 84+117 = 201 points
The answer is 201

Question: 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?
Let's think step by step
Answer:
When Bella buys 2/5 times more marbles, she'll have increased the number of marbles by 2/5*60 = 24
The total number of marbles she'll have is 60+24 = 84
If Bella currently has 60 marbles, and she has two times as many marbles as frisbees, she has 60/2 = 30 frisbees.
If Bella buys 2/5 times more frisbees, she'll have 2/5*30 = 12 more frisbees.
The total number of frisbees she'll have will increase to 30+12 = 42
Bella also has 20 more frisbees than deck cards, meaning she has 30-20 = 10 deck cards
If she buys 2/5 times more deck cards, she'll have 2/5*10 = 4 more deck cards.
The total number of deck cards she'll have is 10+4 = 14
Together, Bella will have a total of 14+42+84 = 140 items
The answer is 140

Question: 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?
Let's think step by step
Answer:
For the first three baskets, the number of apples and oranges in one basket is 9+15 = 24
In total, together with bananas, the number of fruits in one basket is 24+14 = 38 for the first three baskets.
Since there are three baskets each having 38 fruits, there are 3*38 = 114 fruits in the first three baskets.
The number of apples in the fourth basket is 9-2 = 7
There are also 15-2 = 13 oranges in the fourth basket
The combined number of oranges and apples in the fourth basket is 13+7 = 20
The fourth basket also contains 14-2 = 12 bananas.
In total, the fourth basket has 20+12 = 32 fruits.
The four baskets together have 32+114 = 146 fruits.
The answer is 146

Question: {question}
Let's think step by step
Answer:
'''),
    retriever=dict(type=ZeroRetriever),
    inferencer=dict(type=GenInferencer, max_out_len=512))

gsm8k_eval_cfg = dict(
    evaluator=dict(type=Gsm8kEvaluator),
    pred_postprocessor=dict(type=gsm8k_postprocess),
    dataset_postprocessor=dict(type=gsm8k_dataset_postprocess))

gsm8k_datasets = [
    dict(
        abbr='gsm8k',
        type=GSM8KDataset,
        path='opencompass/gsm8k',
        reader_cfg=gsm8k_reader_cfg,
        infer_cfg=gsm8k_infer_cfg,
        eval_cfg=gsm8k_eval_cfg)
]
