from scripts.ssc.wc_offline.config_libraries.global_register_definitions import PATH_GR_MNIST_EULER
from src.data_preprocessing.witness_complex_offline.config import ConfigWC_Grid
from src.datasets.datasets import SwissRoll, MNIST, MNIST_offline
mnist_1 = ConfigWC_Grid(
dataset=[MNIST_offline()],
sampling_kwargs=[dict(root_path='/cluster/home/schsimo/MT/AEs-VAEs-TDA')],
batch_size=[64, 128, 256, 512, 1024],
wc_kwargs=[dict()],
eval_size=[
0.14
], # not a lot of data "wasted for bs = 4096 & could go to bs=8192
n_jobs=[16],
seed=[838],
global_register=PATH_GR_MNIST_EULER,
root_path='/cluster/home/schsimo/MT/output/WitnessComplexes/mnist',
verbose=True)
mnist_2 = ConfigWC_Grid(
dataset=[MNIST_offline()],
sampling_kwargs=[dict(root_path='/cluster/home/schsimo/MT/AEs-VAEs-TDA')],
batch_size=[64, 128, 256, 512, 1024],
wc_kwargs=[dict()],
eval_size=[
0.14
], # not a lot of data "wasted for bs = 4096 & could go to bs=8192
n_jobs=[6],
seed=[229],
global_register=PATH_GR_MNIST_EULER,
root_path='/cluster/home/schsimo/MT/output/WitnessComplexes/mnist',
verbose=True)
from scripts.ssc.wc_offline.config_libraries.global_register_definitions import \
(
PATH_GR_SWISSROLL_EULER, PATH_GR_SWISSROLL_NOISE_EULER)
from src.data_preprocessing.witness_complex_offline.config import ConfigWC_Grid
from src.datasets.datasets import SwissRoll
swissroll_nonoise = ConfigWC_Grid(
dataset=[SwissRoll()],
sampling_kwargs=[dict(n_samples=2560)],
batch_size=[64, 128, 256, 512],
wc_kwargs=[dict()],
eval_size=[0.2],
n_jobs=[2],
seed=[36, 3851, 2570, 4304, 1935, 7954, 5095, 5310, 1577, 3288],
global_register=PATH_GR_SWISSROLL_EULER,
root_path=
'/cluster/home/schsimo/MT/output/WitnessComplexes/SwissRoll/nonoise',
verbose=True)
swissroll_noise005 = ConfigWC_Grid(
dataset=[SwissRoll()],
sampling_kwargs=[dict(n_samples=2560, noise=0.05)],
batch_size=[64, 128, 256, 512],
wc_kwargs=[dict()],
eval_size=[0.2],
n_jobs=[2],
seed=[6973, 5305, 6233, 1503, 3947, 1425, 3391, 2941, 1218, 7946],
global_register=PATH_GR_SWISSROLL_NOISE_EULER,
root_path=
'/cluster/home/schsimo/MT/output/WitnessComplexes/SwissRoll/noise',
verbose=True)
from src.data_preprocessing.witness_complex_offline.config import ConfigWC_Grid
from src.datasets.datasets import SwissRoll
test_wcconfig = ConfigWC_Grid(
dataset=[SwissRoll()],
sampling_kwargs=[dict(n_samples=2560)],
batch_size=[128],
wc_kwargs=[dict()],
eval_size=[0.2],
n_jobs=[4],
seed=[1],
global_register=
'/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WitnessComplex_offline/wc_global_register.csv',
root_path=
'/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WitnessComplex_offline/tests',
verbose=True)
test_wcconfig2 = ConfigWC_Grid(
dataset=[SwissRoll()],
sampling_kwargs=[dict(n_samples=640)],
batch_size=[32, 64],
wc_kwargs=[dict()],
eval_size=[0.2],
n_jobs=[1],
seed=[1],
global_register=
'/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WitnessComplex_offline/wc_global_register.csv',
root_path=
'/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WitnessComplex_offline/tests2',
verbose=True)
from scripts.ssc.wc_offline.config_libraries.global_register_definitions import PATH_GR_UNITY_EULER
from src.data_preprocessing.witness_complex_offline.config import ConfigWC_Grid
from src.datasets.datasets import Unity_XYTransOpenAI
unity_xytrans_rot = ConfigWC_Grid(
dataset=[Unity_XYTransOpenAI(version='xy_trans_rot')],
sampling_kwargs=[dict(root_path='/cluster/scratch/schsimo')],
batch_size=[300],
wc_kwargs=[dict()],
eval_size=[0], # eval set same as train
n_jobs=[4],
seed=[1],
global_register=PATH_GR_UNITY_EULER,
root_path='/cluster/home/schsimo/MT/output/WitnessComplexes/unity',
verbose=True)
from scripts.ssc.wc_offline.config_libraries.global_register_definitions import *
from src.data_preprocessing.witness_complex_offline.config import ConfigWC_Grid
from src.datasets.datasets import SwissRoll
swissroll_nonoise = ConfigWC_Grid(
dataset=[SwissRoll()],
sampling_kwargs=[dict(n_samples=2560)],
batch_size=[64, 128, 256, 512],
wc_kwargs=[dict()],
eval_size=[0.2],
n_jobs=[2],
seed=[36],
global_register=PATH_GR_SWISSROLL_LOCAL,
root_path=
'/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WitnessComplex_offline/SwissRoll/nonoise',
verbose=True)
from scripts.ssc.wc_offline.config_libraries.global_register_definitions import PATH_GR_UNITY_LOCAL
from src.data_preprocessing.witness_complex_offline.config import ConfigWC_Grid
from src.datasets.datasets import Unity_XYTransOpenAI
unity_xytrans1 = ConfigWC_Grid(
dataset=[Unity_XYTransOpenAI(version='xy_trans_l_newpers')],
sampling_kwargs=[dict()],
batch_size=[200],
wc_kwargs=[dict()],
eval_size=[0], # eval set same as train
n_jobs=[1],
seed=[1],
global_register=PATH_GR_UNITY_LOCAL,
root_path=
'/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WitnessComplex_offline/unity',
verbose=True)
unity_xytrans_rot = ConfigWC_Grid(
dataset=[Unity_XYTransOpenAI(version='xy_trans_rot')],
sampling_kwargs=[dict()],
batch_size=[300],
wc_kwargs=[dict()],
eval_size=[0], # eval set same as train
n_jobs=[4],
seed=[1],
global_register=PATH_GR_UNITY_LOCAL,
root_path=
'/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WitnessComplex_offline/unity',
verbose=True)
unity_xytrans_final = ConfigWC_Grid(
from scripts.ssc.wc_offline.config_libraries.global_register_definitions import (
PATH_GR_MNIST_EULER, PATH_GR_MNIST_LOCAL)
from src.data_preprocessing.witness_complex_offline.config import ConfigWC_Grid
from src.datasets.datasets import MNIST
mnist_1 = ConfigWC_Grid(
dataset=[MNIST()],
sampling_kwargs=[dict()],
batch_size=[128],
wc_kwargs=[dict()],
eval_size=[
0.14
], # not a lot of data "wasted for bs = 4096 & could go to bs=8192
n_jobs=[8],
seed=[1],
global_register=PATH_GR_MNIST_LOCAL,
root_path=
'/Users/simons/PycharmProjects/MT-VAEs-TDA/output/WitnessComplex_offline/mnist',
verbose=True)