metadata
license: apache-2.0
🚀 GSM8K training set
The original answer is "\n#### Value" and now is "\n#### Value\nThe answer is: Value", and the answer is cleaned, which is consistent with the answer format with "meta-math/MetaMathQA".
💻 Dataset Usage
Run the following command to load the data:
from datasets import load_dataset
dataset = load_dataset("shuyuej/metamath_gsm8k")
dataset = dataset['train']
print(dataset)
📝 Dataset modification codes
# coding=utf-8
import re
import jsonlines
from datasets import load_dataset, Features, Value
def clean_up(sentence):
# Find all the locations of "<<"
matches = [match.start() for match in re.finditer(r'<<', sentence)]
for match in matches:
# Get the left 20 characters of each "<<"
left_chars = sentence[match-20:match]
# Replace "x" or "X" to "*" if they are in the left 20 characters
modified_chars = sentence[match-20:match].replace('x', '*').replace('X', '*')
# Modify the original sentence
if 'x' in left_chars or 'X' in left_chars:
sentence = sentence.replace(left_chars, modified_chars)
##############################################################################################################
# Define a pattern to match text between "<< and >>"
pattern = r"<<(.*?)>>"
# Use re.sub to replace matched patterns with an empty string
sentence = re.sub(pattern, "", sentence)
##############################################################################################################
# Find all occurrences of "*"
asterisks = [i for i, char in enumerate(sentence) if char == '*']
# Check and add spaces around "*"
for index in reversed(asterisks):
if index > 0 and index < len(sentence) - 1 and sentence[index - 1] != ' ' and sentence[index + 1] != ' ':
sentence = sentence[:index] + ' ' + sentence[index] + ' ' + sentence[index + 1:]
elif index > 0 and index < len(sentence) - 1 and sentence[index - 1] != ' ' and sentence[index + 1] == ' ':
sentence = sentence[:index] + ' ' + sentence[index] + sentence[index + 1:]
elif index > 0 and index < len(sentence) - 1 and sentence[index - 1] == ' ' and sentence[index + 1] != ' ':
sentence = sentence[:index] + sentence[index] + ' ' + sentence[index + 1:]
##############################################################################################################
# # Find all occurrences of "/"
# asterisks = [i for i, char in enumerate(sentence) if char == '/']
#
# # Check and add spaces around "/"
# for index in reversed(asterisks):
# if index > 0 and index < len(sentence) - 1 and sentence[index - 1] != ' ' and sentence[index + 1] != ' ':
# sentence = sentence[:index] + ' ' + sentence[index] + ' ' + sentence[index + 1:]
# elif index > 0 and index < len(sentence) - 1 and sentence[index - 1] != ' ' and sentence[index + 1] == ' ':
# sentence = sentence[:index] + ' ' + sentence[index] + sentence[index + 1:]
# elif index > 0 and index < len(sentence) - 1 and sentence[index - 1] == ' ' and sentence[index + 1] != ' ':
# sentence = sentence[:index] + sentence[index] + ' ' + sentence[index + 1:]
##############################################################################################################
# Find all occurrences of "+"
asterisks = [i for i, char in enumerate(sentence) if char == '+']
# Check and add spaces around "+"
for index in reversed(asterisks):
if index > 0 and index < len(sentence) - 1 and sentence[index - 1] != ' ' and sentence[index + 1] != ' ':
sentence = sentence[:index] + ' ' + sentence[index] + ' ' + sentence[index + 1:]
elif index > 0 and index < len(sentence) - 1 and sentence[index - 1] != ' ' and sentence[index + 1] == ' ':
sentence = sentence[:index] + ' ' + sentence[index] + sentence[index + 1:]
elif index > 0 and index < len(sentence) - 1 and sentence[index - 1] == ' ' and sentence[index + 1] != ' ':
sentence = sentence[:index] + sentence[index] + ' ' + sentence[index + 1:]
##############################################################################################################
# Find all occurrences of "-"
asterisks = [i for i, char in enumerate(sentence) if char == '-']
# Check and add spaces around "-"
for index in reversed(asterisks):
if index > 0 and index < len(sentence) - 1 and sentence[index - 1] != ' ' and sentence[index + 1] != ' ':
sentence = sentence[:index] + ' ' + sentence[index] + ' ' + sentence[index + 1:]
elif index > 0 and index < len(sentence) - 1 and sentence[index - 1] != ' ' and sentence[index + 1] == ' ':
sentence = sentence[:index] + ' ' + sentence[index] + sentence[index + 1:]
elif index > 0 and index < len(sentence) - 1 and sentence[index - 1] == ' ' and sentence[index + 1] != ' ':
sentence = sentence[:index] + sentence[index] + ' ' + sentence[index + 1:]
##############################################################################################################
# Find all occurrences of "="
asterisks = [i for i, char in enumerate(sentence) if char == '=']
# Check and add spaces around "="
for index in reversed(asterisks):
if index > 0 and index < len(sentence) - 1 and sentence[index - 1] != ' ' and sentence[index + 1] != ' ':
sentence = sentence[:index] + ' ' + sentence[index] + ' ' + sentence[index + 1:]
elif index > 0 and index < len(sentence) - 1 and sentence[index - 1] != ' ' and sentence[index + 1] == ' ':
sentence = sentence[:index] + ' ' + sentence[index] + sentence[index + 1:]
elif index > 0 and index < len(sentence) - 1 and sentence[index - 1] == ' ' and sentence[index + 1] != ' ':
sentence = sentence[:index] + sentence[index] + ' ' + sentence[index + 1:]
##############################################################################################################
# Find all occurrences of "."
dots_locations = [match.start() for match in re.finditer(r'\.', sentence)]
# Check and modify "." if the left side is space and the right side is a numerical number
for dot_location in reversed(dots_locations):
if sentence[dot_location - 1].isspace() and sentence[dot_location + 1].isdigit():
sentence = sentence[:dot_location] + '0' + sentence[dot_location:]
##############################################################################################################
# Check if there is a "." before "\n#### "
if ".\n#### " not in sentence:
# If not, add a "."
sentence = sentence.replace("\n#### ", ".\n#### ")
return sentence
# Retrieve the path of training and testing databases
context_feat = Features({"question": Value(dtype='string', id=None), "answer": Value(dtype='string', id=None)})
train_set = load_dataset('json', data_files='train.jsonl', split='train', features=context_feat)
data = []
for example in train_set:
number = example['answer'].split('#### ')[1]
number = int(number.replace(',', ''))
append = "\nThe answer is: " + str(number)
answer = example['answer'] + append
answer = clean_up(sentence=answer)
question = example['question']
data.append({"question": question, "answer": answer})
# Save the modified data to a jsonl file
output_file = 'gsm8k_train.jsonl'
with jsonlines.open(output_file, 'w') as writer:
writer.write_all(data)
print(f"Modified data saved to {output_file}")