CodeSelector is the class for selecting code instruction samples based on the Complexity-Impacted Reasoning Score (CIRS), which combines structural and logical attributes, to measure the correlation between code and reasoning abilities. See for more details.
Example
from easyinstruct import CodeSelector
# Step1: Specify your source file of code instructions
src_file = "data/code_example.json"
# Step2: Declare a code selecter class
selector = CodeSelector(
source_file_path=src_file,
target_dir="data/selections/",
manually_partion_data=True,
min_boundary = 0.125,
max_boundary = 0.5,
automatically_partion_data = True,
k_means_cluster_number = 2,
)
# Step3: Process the code instructions
selector.process()
