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Publication-quality visualization of PyTorch model architectures

Project description

model-sketch

PyPI version License: Apache 2.0 Docs

model-sketch
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Python package for generating publication-quality visualizations of PyTorch model architectures. It focuses on clean SVG output, optional PNG export, and a simple API for sketching models from example forward inputs.

Installation

Base installation:

pip install model-sketch

If you also want PNG export support (CairoSVG backend), install the optional PNG extras:

pip install model-sketch[png]

Examples

Explore practical examples demonstrating model-sketch features:

Example Description Notebook Colab
Tiny MLP sketch Build a small MLP, render SVG/PNG, and save outputs to files. simple_model.ipynb Open in Colab
Semantic options demo Compare semantic_view='blocks' vs semantic_view='layers' and semantic spacing on a larger model. semantic_options.ipynb Open in Colab
Edge style options demo Compare edge_style='straight' and edge_style='orthogonal' with arrowheads on a branching model. edge_style_options.ipynb Open in Colab
Repeated patterns demo Inspect repeated motif behavior across layers and blocks views, including repeated highlights and collapsed motifs. repeated_patterns_demo.ipynb Open in Colab
Model diff demo Compare baseline and candidate models, then inspect added/removed/shared architecture labels. model_diff_demo.ipynb Open in Colab
Architecture coverage demo Run CNN, BiLSTM, BiGRU, Transformer, multi-input, dict-output, and UNet-like examples through the same sketch pipeline. architecture_coverage.ipynb Open in Colab

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