---
pretty_name: Code Time Complexity Tasks
configs:
- config_name: all
  default: true
  data_files:
  - split: train
    path: data/*.parquet
- 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: default
  data_files:
  - split: code_from_tc_mcq
    path: data/code_from_tc_mcq-*
  - split: code_to_tc_mcq
    path: data/code_to_tc_mcq-*
  - split: tc_direct
    path: data/tc_direct-*
- config_name: tc_direct
  data_files:
  - split: train
    path: data/tc_direct.parquet
size_categories:
- 100K<n<1M
dataset_info:
  features:
  - name: data_source
    dtype: string
  - name: prompt
    list:
    - name: content
      dtype: string
    - name: role
      dtype: string
  - name: ability
    dtype: string
  - name: reward_model
    struct:
    - name: extraction_method
      dtype: string
    - name: ground_truth
      dtype: string
    - name: style
      dtype: string
  - name: extra_info
    struct:
    - name: comp
      dtype: string
    - name: idx
      dtype: string
    - name: problem_id
      dtype: string
    - name: task_type
      dtype: string
  splits:
  - name: code_from_tc_mcq
    num_bytes: 301760025
    num_examples: 99946
  - name: code_to_tc_mcq
    num_bytes: 120263200
    num_examples: 99896
  - name: tc_direct
    num_bytes: 65143462
    num_examples: 62185
  download_size: 476966917
  dataset_size: 487166687
---

## 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)|