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Library to create flexible interactive image processing pipelines and automatically add a graphical user interface without knowing anything about GUI coding!

Project description

interactive_pipe

Turn plain python processing functions into an interactive GUI app — without writing a single line of GUI code.

pip install interactive-pipe
  • Develop an algorithm while debugging visually with plots, checking robustness and continuity to parameter changes.
  • Magically create a graphical interface to demonstrate a concept or tune your algorithm.
  • Keep your algorithm library untouched: interactivity is added by decoration, not by rewriting.
  • The same pipeline runs headless for batch processing and tests.

Interactive pipe demo

Quick taste

from interactive_pipe import interactive, interactive_pipeline
import numpy as np

@interactive(coeff=(1.0, [0.5, 2.0], "exposure"), bias=(0.0, [-0.2, 0.2]))
def exposure(img, coeff=1.0, bias=0.0):
    return img * coeff + bias

@interactive(blend_coeff=(0.5, [0.0, 1.0]))
def blend(img0, img1, blend_coeff=0.5):
    return (1 - blend_coeff) * img0 + blend_coeff * img1

@interactive_pipeline(gui="qt")  # or "mpl", "nb" (Jupyter/Colab), "gradio"
def pipe(img):
    exposed = exposure(img)
    blended = blend(img, exposed)
    return exposed, blended

pipe(np.array([0.0, 0.5, 0.8]) * np.ones((256, 512, 3)))

Calling pipe(...) opens a window with sliders for every declared parameter. 🎉

Backends

PyQt / PySide Matplotlib Jupyter / Colab Gradio
gui="qt" gui="mpl" gui="nb" gui="gradio"
qt mpl nb gradio

Plus headless mode (gui=None) for batch processing. Full feature matrix in the backends docs.

Learn more

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