Python simulator_TopoAE_ext Exemples

Exemple #1

Fichier : debug_topoae2.py Projet : MrBellamonte/AEs-VAEs-TDA

from scripts.ssc.models.TopoAE_ext.config_libraries.colab_configs.mnist import mnist_test512_cuda
from scripts.ssc.models.TopoAE_ext.config_libraries.euler_configs.unity_posttrain import rotopenai_1_local
from scripts.ssc.models.TopoAE_ext.config_libraries.local_configs.mnist import (
    mnist_test2, mnist_test3, mnist_test256_1024_leonhard, mnist_test256,
    mnist_test_3d)
from scripts.ssc.models.TopoAE_ext.config_libraries.local_configs.unity import rotopenai_test
from scripts.ssc.models.TopoAE_ext.config_libraries.swissroll import (
    debug, swissroll_testing, swissroll_visualize128, swissroll_visualize256)
from src.models.WitnessComplexAE.train_engine import simulator_TopoAE_ext

if __name__ == "__main__":
    configs = swissroll_visualize128.configs_from_grid()

    for config in configs:
        simulator_TopoAE_ext(config)

Exemple #2

                       save_train_latent=True,
                       online_visualization=False,
                       k_min=5,
                       k_max=10,
                       k_step=5,
                       quant_eval=False)
        ],
        uid=[''],
        toposig_kwargs=[dict()],
        method_args=dict(
            n_jobs=[1],
            normalize=[True],
            mu_push=[1],
            online_wc=[True],
            dist_x_land=[True],
            wc_offline=[
                dict(
                    path_to_data=
                    '/Users/simons/PycharmProjects/MT-VAEs-TDA/src/datasets/simulated/block_rotation_1'
                )
            ]),
        experiment_dir=
        '/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WAE/testing_unity',
        seed=1,
        device='cpu',
        num_threads=4,
        verbose=True,
    )

    simulator_TopoAE_ext(unity_test)

Exemple #3

Fichier : run_2.py Projet : MrBellamonte/AEs-VAEs-TDA

        model_class=[ConvAE_Unity480320],
        model_kwargs=[dict()],
        dataset=[Unity_RotCorgi()],
        sampling_kwargs=[dict()],
        eval=[ConfigEval(
            active=True,
            evaluate_on='test',
            eval_manifold=False,
            save_eval_latent=True,
            save_train_latent=True,
            online_visualization=False,
            k_min=5,
            k_max=10,
            k_step=5,
            quant_eval = False
        )],
        uid=[''],
        toposig_kwargs=[dict()],
        method_args=dict(n_jobs=[1], normalize=[True], mu_push=[1], online_wc=[True], dist_x_land = [True],
                         wc_offline=[dict(path_to_data='/Users/simons/PycharmProjects/MT-VAEs-TDA/src/datasets/simulated/corgi_rotation_1')]),
        experiment_dir='/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WAE/corgi/rotating',
        seed=1,
        device='cpu',
        num_threads=4,
        verbose=True,
    )



    simulator_TopoAE_ext(corgi_2)

Exemple #4

Fichier : run_.py Projet : MrBellamonte/AEs-VAEs-TDA

        sampling_kwargs=[dict()],
        eval=[ConfigEval(
            active=True,
            evaluate_on='test',
            eval_manifold=False,
            save_eval_latent=True,
            save_train_latent=True,
            online_visualization=False,
            k_min=5,
            k_max=10,
            k_step=5,
            quant_eval = False
        )],
        uid=[''],
        toposig_kwargs=[dict()],
        method_args=dict(n_jobs=[1], normalize=[True], mu_push=[1], online_wc=[True], dist_x_land = [True],
                         lam_t_decay = [{0 : 512, 25 : 256, 50: 128, 75 : 64, 100 : 32, 125: 16, 150: 8}],
                         wc_offline=[dict(path_to_data='/Users/simons/PycharmProjects/MT-VAEs-TDA/src/datasets/simulated/corgi_rotation_1')]),
        experiment_dir='/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WAE/corgi/rotating',
        seed=1,
        device='cpu',
        num_threads=4,
        verbose=True,
    )


    simulator_TopoAE_ext(corgi_1_decay)

Exemple #5

from scripts.ssc.TopoAE_ext.config_libraries.swissroll import (
    swissroll_testing, swissroll_testing_verification)
from src.models.WitnessComplexAE.train_engine import simulator_TopoAE_ext

if __name__ == "__main__":
    simulator_TopoAE_ext(swissroll_testing)

Exemple #6

from scripts.ssc.models.TopoAE_ext.config_libraries.colab_configs.mnist import mnist_test512_cuda
from scripts.ssc.models.TopoAE_ext.config_libraries.euler_configs.unity_posttrain import \
    (
    rotopenai_1_local2, rotopenai_2_local)
from scripts.ssc.models.TopoAE_ext.config_libraries.local_configs.mnist import (
    mnist_test3,
    mnist_test256, mnist_test)
from scripts.ssc.models.TopoAE_ext.config_libraries.swissroll import debug
from src.models.WitnessComplexAE.train_engine import simulator_TopoAE_ext

if __name__ == "__main__":
    configs = mnist_test3.configs_from_grid()


    simulator_TopoAE_ext(configs[0])