📅 2024-10-26 — Session: Enhanced Task Scheduling with OR-Tools
🕒 21:10–22:25
🏷️ Labels: Task Scheduling, Or-Tools, Python, Constraints, Dataframe
📂 Project: Dev
⭐ Priority: MEDIUM
Session Goal
The session aimed to enhance a task scheduling system using Python and Google OR-Tools, focusing on dynamic constraint management and multi-day task distribution.
Key Activities
- Developed a three-day task scheduling workflow using OR-Tools and Pandas for calendar visualization.
- Implemented a scheduling model with CSV constraints, addressing data type conversion issues.
- Enhanced dynamic constraint processing and troubleshooting infeasibility in scheduling models.
- Fixed TypeErrors and indexing errors in task instance handling, ensuring accurate DataFrame population.
- Integrated frequency-based task replication and improved task scheduling logic for multi-day distribution.
Achievements
- Successfully implemented dynamic scheduling constraints from a CSV file.
- Resolved multiple TypeErrors and indexing issues, enhancing the scheduling algorithm’s robustness.
- Achieved a functional multi-day task scheduling system with frequency constraints.
Pending Tasks
- Further testing and validation of the scheduling system under different scenarios.
- Optimization of constraint processing to improve performance.