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fastplotlib

A fast plotting library built using the pygfx render engine that can use Vulkan, so it is very fast!

Checkout pygfx! https://github.com/pygfx/pygfx

fastplotlib is very experimental but you're welcome to try it out or contribute!

Examples

See the examples dir. Start out with simple.ipynb which uses the high level API.

Simple image plot

from fastplotlib import Plot
import numpy as np

plot = Plot()

data = (np.random.rand(512, 512) * 255).astype(np.float32)
plot.image(data=data,  vmin=0, vmax=255, cmap='viridis')

plot.show()

Fast image updates (video)

from fastplotlib import Plot
import numpy as np

plot = Plot()

data = (np.random.rand(512, 512) * 255).astype(np.float32)
image = plot.image(data=data,  vmin=0, vmax=255, cmap='viridis')

def update_data():
    new_data = (np.random.rand(512, 512) * 255).astype(np.float32)
    image.update_data(new_data)

plot.add_animations([update_data])

plot.show()

Installation

Install directly from GitHub until I stabilize things.

pip install https://github.com/kushalkolar/fastplotlib.git

Don't install from PYPI (I had to take the name fastplotlib before someone else did).

You will need a GPU that supports Vulkan (iGPUs in CPUs should be fine). Generally if your GPU is from 2017 or later it should support Vulkan.

Install Vulkan drivers and other stuff

For more information see: https://github.com/pygfx/wgpu-py#platform-requirements

Windows:

Apparently Vulkan should be installed by default on Windows 11.

Linux:

Debian based distros:

sudo apt install mesa-vulkan-drivers
# for better performance with the remote frame buffer install libjpeg-turbo
sudo apt install libjpeg-turbo

For other distros use Google to find the appropriate vulkan driver package

Mac OSX:

You will need at least MacOSX v10.13, not sure how to install Vulkan drivers on Mac but you can probably find instructions on the internet.

Extremely fast image updates, 5 x 5 gridplot

https://www.youtube.com/embed/-_0Gp_EqepI

Very fast image updates with some synced controllers

fpl_fast_image_updates.mp4

Scatter plot

fastplotlib_scatter-2022-04-27_01.47.27.mp4

Lineplot

fpl_lineplot.mp4

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