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Examples Gallery

Below is the gallery of pygmtools examples. We build the examples from the introduction of graph matching to the variants of graph matching, and finally, we provide examples on the applications of graph matching. In each topic, we provide examples on different numerical backends (e.g., pytorch, numpy, paddle, jittor, tensorflow, mindspore).

Introduction of Graph Matching: Matching Isomorphic Graphs

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sphx_glr_auto_examples_1.matching_isomorphic_graphs_plot_isomorphic_graphs_numpy.py

Numpy Backend Example: Matching Isomorphic Graphs

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sphx_glr_auto_examples_1.matching_isomorphic_graphs_plot_isomorphic_graphs_pytorch.py

PyTorch Backend Example: Matching Isomorphic Graphs

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sphx_glr_auto_examples_1.matching_isomorphic_graphs_plot_isomorphic_graphs_jittor.py

Jittor Backend Example: Matching Isomorphic Graphs

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sphx_glr_auto_examples_1.matching_isomorphic_graphs_plot_isomorphic_graphs_paddle.py

Paddle Backend Example: Matching Isomorphic Graphs

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/auto_examples/1.matching_isomorphic_graphs/plot_isomorphic_graphs_numpy /auto_examples/1.matching_isomorphic_graphs/plot_isomorphic_graphs_pytorch /auto_examples/1.matching_isomorphic_graphs/plot_isomorphic_graphs_jittor /auto_examples/1.matching_isomorphic_graphs/plot_isomorphic_graphs_paddle

Variant of Graph Matching: Seeded Graph Matching

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sphx_glr_auto_examples_2.seeded_graph_matching_plot_seed_graph_match_numpy.py

Numpy Backend Example: Seeded Graph Matching

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sphx_glr_auto_examples_2.seeded_graph_matching_plot_seed_graph_match_pytorch.py

PyTorch Backend Example: Seeded Graph Matching

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sphx_glr_auto_examples_2.seeded_graph_matching_plot_seed_graph_match_jittor.py

Jittor Backend Example: Seeded Graph Matching

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sphx_glr_auto_examples_2.seeded_graph_matching_plot_seed_graph_match_paddle.py

Paddle Backend Example: Seeded Graph Matching

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/auto_examples/2.seeded_graph_matching/plot_seed_graph_match_numpy /auto_examples/2.seeded_graph_matching/plot_seed_graph_match_pytorch /auto_examples/2.seeded_graph_matching/plot_seed_graph_match_jittor /auto_examples/2.seeded_graph_matching/plot_seed_graph_match_paddle

Variant of Graph Matching: Discovering Subgraphs

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sphx_glr_auto_examples_3.discovering_subgraphs_plot_subgraphs_numpy.py

Numpy Backend Example: Discovering Subgraphs

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sphx_glr_auto_examples_3.discovering_subgraphs_plot_subgraphs_pytorch.py

PyTorch Backend Example: Discovering Subgraphs

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sphx_glr_auto_examples_3.discovering_subgraphs_plot_subgraphs_jittor.py

Jittor Backend Example: Discovering Subgraphs

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sphx_glr_auto_examples_3.discovering_subgraphs_plot_subgraphs_paddle.py

Paddle Backend Example: Discovering Subgraphs

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/auto_examples/3.discovering_subgraphs/plot_subgraphs_numpy /auto_examples/3.discovering_subgraphs/plot_subgraphs_pytorch /auto_examples/3.discovering_subgraphs/plot_subgraphs_jittor /auto_examples/3.discovering_subgraphs/plot_subgraphs_paddle

Variant of Graph Matching: Multi-Graph Matching

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sphx_glr_auto_examples_4.multi-graph_matching_plot_multi_graph_match_jittor.py

Jittor Backend Example: Multi-Graph Matching

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sphx_glr_auto_examples_4.multi-graph_matching_plot_multi_graph_match_numpy.py

Numpy Backend Example: Multi-Graph Matching

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sphx_glr_auto_examples_4.multi-graph_matching_plot_multi_graph_match_pytorch.py

PyTorch Backend Example: Multi-Graph Matching

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sphx_glr_auto_examples_4.multi-graph_matching_plot_multi_graph_match_paddle.py

Paddle Backend Example: Multi-Graph Matching

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/auto_examples/4.multi-graph_matching/plot_multi_graph_match_jittor /auto_examples/4.multi-graph_matching/plot_multi_graph_match_numpy /auto_examples/4.multi-graph_matching/plot_multi_graph_match_pytorch /auto_examples/4.multi-graph_matching/plot_multi_graph_match_paddle

Application of Graph Matching: Model Fusion by Graph Matching

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sphx_glr_auto_examples_5.model_fusion_plot_model_fusion_pytorch.py

PyTorch Backend Example: Model Fusion by Graph Matching

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sphx_glr_auto_examples_5.model_fusion_plot_model_fusion_jittor.py

Jittor Backend Example: Model Fusion by Graph Matching

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sphx_glr_auto_examples_5.model_fusion_plot_model_fusion_paddle.py

Paddle Backend Example: Model Fusion by Graph Matching

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/auto_examples/5.model_fusion/plot_model_fusion_pytorch /auto_examples/5.model_fusion/plot_model_fusion_jittor /auto_examples/5.model_fusion/plot_model_fusion_paddle

Application of Graph Matching: Matching Image Keypoints by QAP Solver

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sphx_glr_auto_examples_6.image_matching_by_QAP_plot_image_matching_numpy.py

Numpy Backend Example: Matching Image Keypoints by QAP Solvers

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sphx_glr_auto_examples_6.image_matching_by_QAP_plot_image_matching_pytorch.py

PyTorch Backend Example: Matching Image Keypoints by QAP Solvers

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sphx_glr_auto_examples_6.image_matching_by_QAP_plot_image_matching_paddle.py

Paddle Backend Example: Matching Image Keypoints by QAP Solvers

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sphx_glr_auto_examples_6.image_matching_by_QAP_plot_image_matching_jittor.py

Jittor Backend Example: Matching Image Keypoints by QAP Solvers

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/auto_examples/6.image_matching_by_QAP/plot_image_matching_numpy /auto_examples/6.image_matching_by_QAP/plot_image_matching_pytorch /auto_examples/6.image_matching_by_QAP/plot_image_matching_paddle /auto_examples/6.image_matching_by_QAP/plot_image_matching_jittor

Application of Graph Matching: Matching Image Keypoints by Graph Matching Neural Network

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sphx_glr_auto_examples_7.image_matching_by_NN_plot_deep_image_matching_pytorch.py

PyTorch Backend Example: Matching Image Keypoints by Graph Matching Neural Networks

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sphx_glr_auto_examples_7.image_matching_by_NN_plot_deep_image_matching_jittor.py

Jittor Backend Example: Matching Image Keypoints by Graph Matching Neural Networks

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sphx_glr_auto_examples_7.image_matching_by_NN_plot_deep_image_matching_paddle.py

Paddle Backend Example: Matching Image Keypoints by Graph Matching Neural Networks

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/auto_examples/7.image_matching_by_NN/plot_deep_image_matching_pytorch /auto_examples/7.image_matching_by_NN/plot_deep_image_matching_jittor /auto_examples/7.image_matching_by_NN/plot_deep_image_matching_paddle

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Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>

Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>

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