Using NBGrader for Python Jupyter Notebooks
Learn how to use the popular NBGrader tool to grade Jupyter Notebooks in CodeGrade.
NBGrader is an automated grading system for Jupyter Notebooks and it’s a nice and easy way to automatically grade cells within a notebook. If you want to learn more about how NBGrader works, you can find their documentation here:
When you have created an NBGrader assignment, you will have a teacher version containing all the tests (including hidden tests) and a student version, which doesn’t contain the hidden tests. Students will then go on and create their assignment within this template.
In CodeGrade, we have created an NBGrader integration called
cg-nbgrader, so that you only have to upload the teacher template and CodeGrade will run NBGrader for you. This will also allow your students to simply upload their Jupyter Notebook whenever they’d like and get instant feedback from CodeGrade.
After a student hands in their notebook, NBGrader will instantly run and a score will be presented to the student. Furthermore, the graded notebook will also be available in the Code Viewer, so students can see what they did right, and what they can improve on.
After running the notebook, the executed notebook (including the results) will appear under the AutoTest Output in the Code Viewer.
The score will be outputted from CodeGrade’s NBGrader integration. With a Capture Points test you can capture this score.
To start using the NBGrader integration in CodeGrade, you first need to upload the teacher version you get out of NBGrader as a fixture in CodeGrade. This file needs to have the same name as the file that students will hand in. Next, you need to install the CodeGrade NBGrader integration in the “Global setup script”. Simply input the following command
cg-nbgrader install. If you need to install any pip packages, you can also do that by passing it as an argument to cg-nbgrader
cg-nbgrader install pandas matplotlib.
This is how it might look for you in CodeGrade:
Setting up NBGrader with pip packages in CodeGrade's autograder.
As you can see, we have also used a simple trick in the “Per-student setup script” to make sure the notebook the students will hand in has the correct name, by simply copying any
.ipynbfile to the correct filename.
Creating NBGrader tests Finally, we can create the Capture Points test to execute NBGrader. As “Program to test” use the following command:
cg-nbgrader run STUDENT_FILENAME.ipynb.
Creating an NBGrader test in CodeGrade.
That’s all! Simply start the AutoTest and you can use NBGrader with CodeGrade seamlessly!