README.md

metadata

license: mit

SyncBench

In tackling the challenge of agent out-of-sync, SyncBench is released as a part of our work SyncMind: Measuring Agent Out-of-Sync Recovery In Collaborative Software Engineering

Dataset Description

SyncBench for agent out-of-sync recovery:

• Task: Agent out-of-sync
• SyncBench
  • In our current version, we construct SyncBench based on 21 popular GitHub repositories, while our dataset construction approach allows adaptive upsampling and downsampling for custom needs
    • Expand to incorporate other repositories as data sources
    • Downsampled to smaller ealuation subsets
• Datasets: Caller and Callee
  • Caller: Testing code out-of-sync
  • Callee: Tested code out-of-sync

Data Structure

• Format: JSON and CSV

• Fields:

  • instance_id: SyncBench instance ID
  • instance_type: data type (i.e., caller or callee)
  • task_type: task type (i.e., fail-to-pass or pass-to-pass)
  • repo_url: URL link of the source GitHub repository
  • commit: Git commit ID
  • fm_type: Function type (i.e., function or method)
  • fm_name: Function name
  • original_code: Out-of-sync function code
  • gold_code: Up-to-date function code
  • old_filtered_context: Out-of-sync context code (filtered)
  • old_complete_context: Out-of-sync context code (complete)
  • new_filtered_context: Up-to-date context code (filtered)
  • new_complete_context: Up-to-date context code (complete)
  • initial_error_log: Initial execution error log
  • original_summary: Parsed execution output of the out-of-sync code
  • gold_summary: Parsed execution output of the up-to-date code
  • pyfile_name: Name of the Python file
  • pyfile_path: Path to the Python file
  • unittest_path: Path to the unit test

• Dataset Versions

  • SyncBench
    • Data: syncbench_24k.csv
    • Size: 24,332
  • Evaluation Dataset
    • Data: syncbench_300.csv
      • Callee: syncbench_callee_150.csv
      • Caller: syncbench_caller_150.csv
    • Size: 300

Usage

from datasets import load_dataset
dataset = load_dataset("xuehang/SyncBench")