| --- |
| title: Maintenance Scheduling (Python) |
| emoji: 🔧 |
| colorFrom: gray |
| colorTo: green |
| sdk: docker |
| app_port: 8080 |
| pinned: false |
| license: apache-2.0 |
| short_description: SolverForge Maintenance Scheduling problem |
| --- |
| |
| # Maintenance Scheduling (Python) |
|
|
| Assign maintenance jobs to crews and schedule them over time, avoiding conflicts and meeting deadlines. |
|
|
| - [Prerequisites](#prerequisites) |
| - [Run the application](#run-the-application) |
| - [Test the application](#test-the-application) |
|
|
| ## Prerequisites |
|
|
| 1. Install [Python 3.10, 3.11 or 3.12](https://www.python.org/downloads/). |
|
|
| 2. Install JDK 17+, for example with [Sdkman](https://sdkman.io): |
| ```sh |
| $ sdk install java |
| ``` |
| |
| ## Run the application |
|
|
| 1. Git clone the solverforge-quickstarts repo and navigate to this directory: |
| ```sh |
| $ git clone https://github.com/SolverForge/solverforge-quickstarts.git |
| ... |
| $ cd solverforge-quickstarts/fast/maintenance-scheduling-fast |
| ``` |
|
|
| 2. Create a virtual environment: |
| ```sh |
| $ python -m venv .venv |
| ``` |
|
|
| 3. Activate the virtual environment: |
| ```sh |
| $ . .venv/bin/activate |
| ``` |
|
|
| 4. Install the application: |
| ```sh |
| $ pip install -e . |
| ``` |
|
|
| 5. Run the application: |
| ```sh |
| $ run-app |
| ``` |
|
|
| 6. Visit [http://localhost:8080](http://localhost:8080) in your browser. |
|
|
| 7. Click on the **Solve** button. |
|
|
| ## Problem Description |
|
|
| The maintenance scheduling problem assigns maintenance jobs to crews over a planning period while respecting constraints: |
|
|
| ### Hard Constraints |
| - **Crew conflict**: A crew can only work on one job at a time |
| - **Min start date**: Jobs cannot start before their ready date |
| - **Max end date**: Jobs must complete before their deadline |
|
|
| ### Soft Constraints |
| - **Before ideal end date**: Slight penalty for finishing too early (maintenance cycles restart sooner) |
| - **After ideal end date**: Heavy penalty for finishing late (risk of missing deadline) |
| - **Tag conflict**: Avoid scheduling jobs with the same tag (e.g., same area) at overlapping times |
|
|
| ## Test the application |
|
|
| 1. Run tests: |
| ```sh |
| $ pytest |
| ``` |
|
|
| ## More information |
|
|
| Visit [solverforge.org](https://www.solverforge.org). |
|
|