create wrapper for dataset

This commit is contained in:
2023-06-30 18:28:42 +02:00
parent dbbcd5f14e
commit 8639992cd8
2 changed files with 317 additions and 3 deletions
+11 -3
View File
@@ -1,7 +1,7 @@
import os
import sys
# os.environ["CUDA_VISIBLE_DEVICES"] = '6'
# os.environ["CUDA_VISIBLE_DEVICES"] = '0,1,2,3'
import math
import time
@@ -14,7 +14,6 @@ import scipy.io as sio
import plotly.express as ex
import torchvision
from torch.utils.data import Dataset
from torchvision.transforms import Resize
from torchvision.transforms.functional import InterpolationMode
@@ -22,6 +21,7 @@ sys.path.append(os.path.dirname(os.path.abspath(__file__)) + '/..')
from data.utils import Frame
from data.cloth3d_io import readPC2, readPC2Frame
from data.dataset_cape import DatasetCape
def read_frames(folder, shuffle=True, is_cape=False, testing=False, frames_file=None):
@@ -131,7 +131,7 @@ def read_frames_file(frames_file, shuffle=False):
return frames
class Dataset(Dataset):
class DatasetCloth3D(torch.utils.data.Dataset):
def __init__(self, folder, signature, resolutions=[512], frames_file='', device='cuda', use_cache=False, is_cape=False):
self.folder = folder
self.device = device
@@ -229,6 +229,14 @@ class Dataset(Dataset):
data = { **data, **self.static_cache[frame] }
return data
def Dataset(folder, signature, resolutions=[512], frames_file='', device='cuda', use_cache=False, is_cape=False):
if not is_cape:
return DatasetCloth3D(folder, signature, resolutions=resolutions, frames_file=frames_file, device=device, use_cache=use_cache, is_cape=False)
else:
return DatasetCape(folder, signature, resolutions=resolutions, frames_file=frames_file, device=device, use_cache=use_cache, is_cape=True)
if __name__ == '__main__':
from torch.utils.data import DataLoader