README.md

metadata

pretty_name: Code Time Complexity Tasks
configs:
  - config_name: code_from_tc_mcq
    data_files:
      - split: train
        path: data/code_from_tc_mcq.parquet
  - config_name: code_to_tc_mcq
    data_files:
      - split: train
        path: data/code_to_tc_mcq.parquet
  - config_name: tc_direct
    data_files:
      - split: train
        path: data/tc_direct.parquet
  - config_name: all
    data_files:
      - split: train
        path: data/*.parquet
size_categories:
  - 100K<n<1M

Code Time Complexity prediction

Sourced from BigOBench, using a subset of the N-most commonly occuring time complexities in the dataset Three tasks:

• tc_direct: Directly predict the time complexity as O(X) given the code
• code_to_tc_mcq: Select the correct time complexity from four options, given the code
• code_from_tc_mcq: Given a time complexity, select the code with that time complexity from four options.

Complexity
O(1)
O(logn)
O(n)
O(n+m)
O(nlogn)
O(nlogn+m)
O(n+mlogm)
O(n*m)
O(n**2)