def __getitem__(self, index):
path = self.paths[index]
mesh = Mesh(file=path,
opt=self.opt,
hold_history=True,
export_folder=self.opt.export_folder)
meta = {}
meta['mesh'] = mesh
if self.opt.edge_split:
path_index = os.path.join(
os.path.dirname(self.seg_paths[index]),
'cache\\' + os.path.basename(self.seg_paths[index]))
label = read_seg(path_index) - self.offset
else:
label = read_seg(self.seg_paths[index]) - self.offset
label = pad(label, self.opt.ninput_edges, val=-1, dim=0)
meta['label'] = label
if self.opt.edge_split:
path_index = os.path.join(
os.path.dirname(self.sseg_paths[index]),
'cache\\' + os.path.basename(self.sseg_paths[index]))
soft_label = read_sseg(path_index)
else:
soft_label = read_sseg(self.sseg_paths[index])
meta['soft_label'] = pad(soft_label,
self.opt.ninput_edges,
val=-1,
dim=0)
# get edge features
edge_features = mesh.extract_features()
edge_features = pad(edge_features, self.opt.ninput_edges)
meta['edge_features'] = (edge_features - self.mean) / self.std
return meta
def __getitem__(self, index):
path = self.paths[index]
mesh = Mesh(file=path, opt=self.opt, hold_history=True, export_folder=self.opt.export_folder)
meta = {}
meta['mesh'] = mesh
label = read_seg(self.seg_paths[index]) - self.offset
label = pad(label, self.opt.ninput_edges, val=-1, dim=0)
meta['label'] = label
soft_label = read_sseg(self.sseg_paths[index])
meta['soft_label'] = pad(soft_label, self.opt.ninput_edges, val=-1, dim=0)
# get edge features
edge_features = mesh.extract_features()
edge_features = pad(edge_features, self.opt.ninput_edges)
meta['edge_features'] = (edge_features - self.mean) / self.std
return meta
def __getitem__(self, index):
path = self.paths[index][0]
label = self.paths[index][1]
mesh = Mesh(file=path, opt=self.opt, hold_history=False, export_folder=self.opt.export_folder)
meta = {'mesh': mesh, 'label': label}
# get edge features
face_features = mesh.extract_features()
face_features = pad(face_features, self.opt.ninput_faces)
meta['face_features'] = (face_features - self.mean) / self.std
return meta
def __getitem__(self, index):
path = self.paths[index]
mesh = Mesh(file=path, opt=self.opt, hold_history=True, export_folder=self.opt.export_folder)
meta = {}
meta['mesh'] = mesh
# get edge features
face_features = mesh.extract_features()
meta['num_triangle'] = mesh.faces_count
face_features = pad(face_features, self.opt.ninput_faces)
meta['face_features'] = (face_features - self.mean) / self.std
return meta
def __getitem__(self, index):
path = self.paths[index]
mesh = Mesh(file=path,
opt=self.opt,
hold_history=True,
export_folder=self.opt.export_folder)
# get edge features
edge_features = mesh.extract_features()
edge_features = pad(edge_features, self.opt.ninput_edges)
meta = {'mesh': mesh, 'label': edge_features}
meta['edge_features'] = (edge_features - self.mean) / self.std
return meta
def __getitem__(self, index):
path = self.paths[index]
# print("opt: {}, export_folder: {}, phase: {}".format(self.opt, self.opt.export_folder, self.opt.phase))
mesh = Mesh(file=path,
opt=self.opt,
hold_history=True,
export_folder=self.opt.export_folder,
phase=self.opt.phase)
meta = {}
meta["filename"] = mesh.filename
meta['mesh'] = mesh
if self.opt.phase != "test":
label = read_seg(self.seg_paths[index]) - self.offset
# print("label: ", label.shape, type(label), label)
# if len(label) > self.opt.ninput_edges:
# label = label[mesh.e_masks]
if len(label) <= self.opt.ninput_edges:
label = pad(label, self.opt.ninput_edges, val=-1, dim=0)
meta['label'] = label
soft_label = read_sseg(self.sseg_paths[index])
# if len(soft_label) > self.opt.ninput_edges:
# soft_label = soft_label[mesh.e_masks]
if len(soft_label) <= self.opt.ninput_edges:
soft_label = pad(soft_label,
self.opt.ninput_edges,
val=-1,
dim=0)
meta['soft_label'] = soft_label
# get edge features
edge_features = mesh.extract_features()
if edge_features.shape[1] <= self.opt.ninput_edges:
edge_features = pad(edge_features, self.opt.ninput_edges)
meta['edge_features'] = (edge_features - self.mean) / self.std
else:
meta["edge_features"] = np.array([])
# print("edge_features: ", type(meta["edge_features"]), meta["edge_features"].shape)
return meta
def __getitem__(self, index):
path = self.paths[index][0]
#print(path)
mesh = Mesh(file=path,
opt=self.opt,
hold_history=True,
export_folder=self.opt.export_folder)
meta = {}
mesh.vs = (mesh.vs - np.mean(mesh.vs, 0)) / np.std(mesh.vs, 0)
meta['mesh'] = mesh
meta['export_folder'] = mesh.export_folder
meta['filename'] = mesh.filename
# get edge features
edge_features = mesh.extract_features()
edge_features = pad(edge_features, self.opt.ninput_edges)
vs, pad_iter = pad_vertices(mesh.vs, 1402)
meta['edge_features'] = (edge_features - self.mean) / self.std
meta['label'] = vs.astype(np.float)
meta['init_faces'] = mesh.init_faces
meta['pad_iter'] = pad_iter
return meta
def get_random_profile_lines(self):
profile_lines = util.tokenize_sentences(self.profile)
random.seed(keys.RANDOM_SEED + datetime.today().toordinal())
random_profile_lines = random.sample(util.pad(profile_lines, '', 3), 3)
random_profile_lines = [util.shorten_if_long(l) for l in random_profile_lines]
return random_profile_lines
def __extract(meshes, nv, device):
vs = [pad(mesh.vs, nv, dim=0) for mesh in meshes]
vs = np.array(vs)
vs = torch.from_numpy(vs).float().to(device)
vs.requires_grad_()
return vs