├── .gitignore └── torchdyn ├── README.md ├── experimental ├── gde_node_classification_pyg.py └── latent_sde.py ├── local_nbrun_m0_0 ├── module1-neuralde ├── m1a_neural_ode_cookbook.ipynb ├── m1b_crossing_trajectories.ipynb ├── m1c_augmentation_strategies-Copy1.ipynb ├── m1c_augmentation_strategies.ipynb └── m1d_higher_order.ipynb ├── module2-numerics ├── m2a_hypersolver_odeint.ipynb ├── m2b_multiple_shooting.ipynb ├── m2c_hybrid_odeint.ipynb └── m2d_generalized_adjoint.ipynb ├── module3-tasks ├── m3a_image_classification.ipynb ├── m3b_optimal_control.ipynb └── m3c_continuous_normalizing_flows.ipynb ├── module4-model ├── m4a_approximate_continuous_normalizing_flows.ipynb ├── m4b_hypersolver_optimal_control.ipynb ├── m4c.multiple_shooting_layers.ipynb ├── m4d_hamiltonian_nets.ipynb ├── m4e_lagrangian_nets.ipynb ├── m4f_stable_neural_odes.ipynb └── m4g_gde_node_classification.ipynb └── utils.py /.gitignore: -------------------------------------------------------------------------------- 1 | *lightning_logs* 2 | *ipynb_checkpoints* 3 | -------------------------------------------------------------------------------- /torchdyn/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/README.md -------------------------------------------------------------------------------- /torchdyn/experimental/gde_node_classification_pyg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/experimental/gde_node_classification_pyg.py -------------------------------------------------------------------------------- /torchdyn/experimental/latent_sde.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/experimental/latent_sde.py -------------------------------------------------------------------------------- /torchdyn/local_nbrun_m0_0: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/local_nbrun_m0_0 -------------------------------------------------------------------------------- /torchdyn/module1-neuralde/m1a_neural_ode_cookbook.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module1-neuralde/m1a_neural_ode_cookbook.ipynb -------------------------------------------------------------------------------- /torchdyn/module1-neuralde/m1b_crossing_trajectories.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module1-neuralde/m1b_crossing_trajectories.ipynb -------------------------------------------------------------------------------- /torchdyn/module1-neuralde/m1c_augmentation_strategies-Copy1.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module1-neuralde/m1c_augmentation_strategies-Copy1.ipynb -------------------------------------------------------------------------------- /torchdyn/module1-neuralde/m1c_augmentation_strategies.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module1-neuralde/m1c_augmentation_strategies.ipynb -------------------------------------------------------------------------------- /torchdyn/module1-neuralde/m1d_higher_order.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module1-neuralde/m1d_higher_order.ipynb -------------------------------------------------------------------------------- /torchdyn/module2-numerics/m2a_hypersolver_odeint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module2-numerics/m2a_hypersolver_odeint.ipynb -------------------------------------------------------------------------------- /torchdyn/module2-numerics/m2b_multiple_shooting.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module2-numerics/m2b_multiple_shooting.ipynb -------------------------------------------------------------------------------- /torchdyn/module2-numerics/m2c_hybrid_odeint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module2-numerics/m2c_hybrid_odeint.ipynb -------------------------------------------------------------------------------- /torchdyn/module2-numerics/m2d_generalized_adjoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module2-numerics/m2d_generalized_adjoint.ipynb -------------------------------------------------------------------------------- /torchdyn/module3-tasks/m3a_image_classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module3-tasks/m3a_image_classification.ipynb -------------------------------------------------------------------------------- /torchdyn/module3-tasks/m3b_optimal_control.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module3-tasks/m3b_optimal_control.ipynb -------------------------------------------------------------------------------- /torchdyn/module3-tasks/m3c_continuous_normalizing_flows.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module3-tasks/m3c_continuous_normalizing_flows.ipynb -------------------------------------------------------------------------------- /torchdyn/module4-model/m4a_approximate_continuous_normalizing_flows.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module4-model/m4a_approximate_continuous_normalizing_flows.ipynb -------------------------------------------------------------------------------- /torchdyn/module4-model/m4b_hypersolver_optimal_control.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module4-model/m4b_hypersolver_optimal_control.ipynb -------------------------------------------------------------------------------- /torchdyn/module4-model/m4c.multiple_shooting_layers.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module4-model/m4c.multiple_shooting_layers.ipynb -------------------------------------------------------------------------------- /torchdyn/module4-model/m4d_hamiltonian_nets.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module4-model/m4d_hamiltonian_nets.ipynb -------------------------------------------------------------------------------- /torchdyn/module4-model/m4e_lagrangian_nets.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module4-model/m4e_lagrangian_nets.ipynb -------------------------------------------------------------------------------- /torchdyn/module4-model/m4f_stable_neural_odes.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module4-model/m4f_stable_neural_odes.ipynb -------------------------------------------------------------------------------- /torchdyn/module4-model/m4g_gde_node_classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/module4-model/m4g_gde_node_classification.ipynb -------------------------------------------------------------------------------- /torchdyn/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DiffEqML/tutorials/HEAD/torchdyn/utils.py --------------------------------------------------------------------------------