| ===================== |
| Improving performance |
| ===================== |
|
|
| One of Manim's main flaws as an animation library is its slow performance. |
| As of time of writing (January 2022), the library is still very unoptimized. |
| As such, we highly encourage contributors to help out in optimizing the code. |
|
|
| Profiling |
| ========= |
|
|
| Before the library can be optimized, we first need to identify the bottlenecks |
| in performance via profiling. There are numerous Python profilers available for |
| this purpose; some examples include cProfile and Scalene. |
|
|
| Running an animation as a script |
| |
|
|
| Most instructions for profilers assume you can run the python file directly as a |
| script from the command line. While Manim animations are usually run from the |
| command-line, we can run them as scripts by adding something like the following |
| to the bottom of the file: |
|
|
| .. code-block:: python |
|
|
| with tempconfig({"quality": "medium_quality", "disable_caching": True}): |
| scene = SceneName() |
| scene.render() |
|
|
| Where ``SceneName`` is the name of the scene you want to run. You can then run the |
| file directly, and can thus follow the instructions for most profilers. |
|
|
| An example: profiling with cProfile and SnakeViz |
| |
|
|
| Install SnakeViz: |
|
|
| .. code-block:: bash |
|
|
| pip install snakeviz |
|
|
| cProfile is included with in Python's standard library and does not need to be installed. |
|
|
| Suppose we want to profile ``SquareToCircle``. Then we add and save the following code |
| to ``square_to_circle.py``: |
|
|
| .. code-block:: python |
|
|
| from manim import * |
|
|
|
|
| class SquareToCircle(Scene): |
| def construct(self): |
| s = Square() |
| c = Circle() |
| self.add(s) |
| self.play(Transform(s, c)) |
|
|
|
|
| with tempconfig({"quality": "medium_quality", "disable_caching": True}): |
| scene = SquareToCircle() |
| scene.render() |
|
|
| Now run the following in the terminal: |
|
|
| .. code-block:: bash |
|
|
| python -m cProfile -o square_to_circle.txt square_to_circle.py |
|
|
| This will create a file called ``square_to_circle.txt``. |
|
|
| Now, we can run SnakeViz on the profile file: |
|
|
| .. code-block:: bash |
|
|
| snakeviz square_to_circle.txt |
|
|
| A browser window or tab will open with a visualization of the profile, which should |
| look something like this: |
|
|
| .. image:: /_static/snakeviz.png |
|
|