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https://git.datalinker.icu/kijai/ComfyUI-Hunyuan3DWrapper.git
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"order": 32,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"name": "model_file",
|
||||
"type": "STRING",
|
||||
"link": 269,
|
||||
"widget": {
|
||||
"name": "model_file"
|
||||
}
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"properties": {
|
||||
"Node name for S&R": "Preview3D"
|
||||
},
|
||||
"widgets_values": [
|
||||
"",
|
||||
"original",
|
||||
10,
|
||||
"original",
|
||||
75,
|
||||
null
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 13,
|
||||
"type": "LoadImage",
|
||||
@ -1659,7 +1625,7 @@
|
||||
174
|
||||
],
|
||||
"flags": {},
|
||||
"order": 25,
|
||||
"order": 27,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
@ -1675,8 +1641,8 @@
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"name": "mesh",
|
||||
"type": "HY3DMESH",
|
||||
"name": "trimesh",
|
||||
"type": "TRIMESH",
|
||||
"links": [
|
||||
251
|
||||
],
|
||||
@ -1694,43 +1660,6 @@
|
||||
"mc"
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 151,
|
||||
"type": "Preview3D",
|
||||
"pos": [
|
||||
4520,
|
||||
640
|
||||
],
|
||||
"size": [
|
||||
1110.3355712890625,
|
||||
1471.956298828125
|
||||
],
|
||||
"flags": {},
|
||||
"order": 48,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"name": "model_file",
|
||||
"type": "STRING",
|
||||
"link": 270,
|
||||
"widget": {
|
||||
"name": "model_file"
|
||||
}
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"properties": {
|
||||
"Node name for S&R": "Preview3D"
|
||||
},
|
||||
"widgets_values": [
|
||||
"",
|
||||
"original",
|
||||
10,
|
||||
"original",
|
||||
75,
|
||||
null
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 149,
|
||||
"type": "Hy3DDiffusersSchedulerConfig",
|
||||
@ -1743,7 +1672,7 @@
|
||||
82
|
||||
],
|
||||
"flags": {},
|
||||
"order": 15,
|
||||
"order": 17,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
@ -1782,19 +1711,19 @@
|
||||
170
|
||||
],
|
||||
"flags": {},
|
||||
"order": 33,
|
||||
"order": 35,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"name": "mesh",
|
||||
"type": "HY3DMESH",
|
||||
"name": "trimesh",
|
||||
"type": "TRIMESH",
|
||||
"link": 134
|
||||
},
|
||||
{
|
||||
"name": "camera_config",
|
||||
"type": "HY3DCAMERA",
|
||||
"link": 272,
|
||||
"shape": 7
|
||||
"shape": 7,
|
||||
"link": 272
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
@ -1850,7 +1779,7 @@
|
||||
218
|
||||
],
|
||||
"flags": {},
|
||||
"order": 38,
|
||||
"order": 40,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
@ -1951,6 +1880,122 @@
|
||||
1.45,
|
||||
1.2
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 153,
|
||||
"type": "Preview3D",
|
||||
"pos": [
|
||||
725.4800415039062,
|
||||
-605.6441650390625
|
||||
],
|
||||
"size": [
|
||||
899.2444458007812,
|
||||
1024.1732177734375
|
||||
],
|
||||
"flags": {},
|
||||
"order": 34,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"name": "model_file",
|
||||
"type": "STRING",
|
||||
"widget": {
|
||||
"name": "model_file"
|
||||
},
|
||||
"link": 275
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"properties": {
|
||||
"Node name for S&R": "Preview3D"
|
||||
},
|
||||
"widgets_values": [
|
||||
"",
|
||||
"original",
|
||||
"original",
|
||||
""
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 154,
|
||||
"type": "Preview3D",
|
||||
"pos": [
|
||||
4520,
|
||||
640
|
||||
],
|
||||
"size": [
|
||||
977.4424438476562,
|
||||
1298.644287109375
|
||||
],
|
||||
"flags": {},
|
||||
"order": 50,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"name": "model_file",
|
||||
"type": "STRING",
|
||||
"widget": {
|
||||
"name": "model_file"
|
||||
},
|
||||
"link": 276
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"properties": {
|
||||
"Node name for S&R": "Preview3D"
|
||||
},
|
||||
"widgets_values": [
|
||||
"",
|
||||
"original",
|
||||
"original",
|
||||
""
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 155,
|
||||
"type": "Note",
|
||||
"pos": [
|
||||
835.9649658203125,
|
||||
-764.7407836914062
|
||||
],
|
||||
"size": [
|
||||
317.4715270996094,
|
||||
108.64700317382812
|
||||
],
|
||||
"flags": {},
|
||||
"order": 14,
|
||||
"mode": 0,
|
||||
"inputs": [],
|
||||
"outputs": [],
|
||||
"properties": {},
|
||||
"widgets_values": [
|
||||
"If the Preview3D node doesn't work, right click on it and select \"fix node\" or re-create the whole node. It's part of ComfyUI and often gets updated causing mismatch with the version that's in the workflow."
|
||||
],
|
||||
"color": "#432",
|
||||
"bgcolor": "#653"
|
||||
},
|
||||
{
|
||||
"id": 156,
|
||||
"type": "Note",
|
||||
"pos": [
|
||||
4580.03173828125,
|
||||
445.3966064453125
|
||||
],
|
||||
"size": [
|
||||
317.4715270996094,
|
||||
108.64700317382812
|
||||
],
|
||||
"flags": {},
|
||||
"order": 15,
|
||||
"mode": 0,
|
||||
"inputs": [],
|
||||
"outputs": [],
|
||||
"properties": {},
|
||||
"widgets_values": [
|
||||
"If the Preview3D node doesn't work, right click on it and select \"fix node\" or re-create the whole node. It's part of ComfyUI and often gets updated causing mismatch with the version that's in the workflow."
|
||||
],
|
||||
"color": "#432",
|
||||
"bgcolor": "#653"
|
||||
}
|
||||
],
|
||||
"links": [
|
||||
@ -2386,22 +2431,6 @@
|
||||
0,
|
||||
"HY3DDIFFUSERSPIPE"
|
||||
],
|
||||
[
|
||||
269,
|
||||
17,
|
||||
0,
|
||||
150,
|
||||
0,
|
||||
"STRING"
|
||||
],
|
||||
[
|
||||
270,
|
||||
99,
|
||||
0,
|
||||
151,
|
||||
0,
|
||||
"STRING"
|
||||
],
|
||||
[
|
||||
272,
|
||||
61,
|
||||
@ -2425,6 +2454,22 @@
|
||||
92,
|
||||
2,
|
||||
"HY3DCAMERA"
|
||||
],
|
||||
[
|
||||
275,
|
||||
17,
|
||||
0,
|
||||
153,
|
||||
0,
|
||||
"STRING"
|
||||
],
|
||||
[
|
||||
276,
|
||||
99,
|
||||
0,
|
||||
154,
|
||||
0,
|
||||
"STRING"
|
||||
]
|
||||
],
|
||||
"groups": [
|
||||
@ -2484,15 +2529,15 @@
|
||||
"config": {},
|
||||
"extra": {
|
||||
"ds": {
|
||||
"scale": 0.5054470284993183,
|
||||
"scale": 0.6115909044841759,
|
||||
"offset": [
|
||||
197.948937186443,
|
||||
-188.3505800237151
|
||||
-530.4836285148363,
|
||||
269.1333328211381
|
||||
]
|
||||
},
|
||||
"node_versions": {
|
||||
"comfy-core": "0.3.13",
|
||||
"ComfyUI-Hunyuan3DWrapper": "1b7c0606e21748eee1569b305c544ec04e4b5c00",
|
||||
"comfy-core": "0.3.14",
|
||||
"ComfyUI-Hunyuan3DWrapper": "d72f2e9f3fdb7907792df1a236853aff91abe6f2",
|
||||
"ComfyUI_essentials": "76e9d1e4399bd025ce8b12c290753d58f9f53e93"
|
||||
},
|
||||
"VHS_latentpreview": true,
|
||||
|
||||
Binary file not shown.
Binary file not shown.
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@ -6,9 +6,12 @@ import torch
|
||||
import torch.distributed as dist
|
||||
|
||||
import sys
|
||||
sys.path.append(r"C:\Remade\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-Hunyuan3DWrapper-main")
|
||||
import os
|
||||
custom_node_path = os.path.dirname(os.path.abspath(__file__))
|
||||
custom_node_path = os.path.abspath(os.path.join(custom_node_path, "..", "..", "..", "..", "..",".."))
|
||||
sys.path.append(custom_node_path)
|
||||
|
||||
from hy3dgen.shapegen.bpt.miche.michelangelo.models.tsal import asl_pl_module
|
||||
#from hy3dgen.shapegen.bpt.miche.michelangelo.models.tsal import asl_pl_module
|
||||
|
||||
def get_obj_from_str(string, reload=False):
|
||||
module, cls = string.rsplit(".", 1)
|
||||
@ -26,6 +29,10 @@ def get_obj_from_config(config):
|
||||
|
||||
|
||||
def instantiate_from_config(config, **kwargs):
|
||||
|
||||
print(" custom path :")
|
||||
print(custom_node_path)
|
||||
print("\n")
|
||||
if "target" not in config:
|
||||
raise KeyError("Expected key `target` to instantiate.")
|
||||
|
||||
|
||||
@ -18,6 +18,7 @@ from .miche_conditioner import PointConditioner
|
||||
from functools import partial
|
||||
from tqdm import tqdm
|
||||
from .data_utils import discretize
|
||||
from comfy.utils import ProgressBar
|
||||
|
||||
# helper functions
|
||||
|
||||
@ -182,6 +183,10 @@ class MeshTransformer(Module):
|
||||
|
||||
cache = None
|
||||
eos_iter = None
|
||||
|
||||
# ✅ Initialize ComfyUI progress bar
|
||||
pbar = ProgressBar(max_seq_len - curr_length)
|
||||
|
||||
# predict tokens auto-regressively
|
||||
for i in tqdm(range(curr_length, max_seq_len), position=tqdm_position,
|
||||
desc=f'Process: {tqdm_position}', dynamic_ncols=True, leave=False):
|
||||
@ -207,6 +212,9 @@ class MeshTransformer(Module):
|
||||
sample = torch.multinomial(probs, 1)
|
||||
codes, _ = pack([codes, sample], 'b *')
|
||||
|
||||
# ComfyUI progress bar
|
||||
pbar.update(1)
|
||||
|
||||
# Check if all sequences have encountered EOS at least once
|
||||
is_eos_codes = (codes == self.eos_token_id)
|
||||
if is_eos_codes.any(dim=-1).all():
|
||||
@ -216,6 +224,9 @@ class MeshTransformer(Module):
|
||||
# Once we've generated 20% more tokens than eos_iter, break out of the loop
|
||||
if codes.shape[-1] >= int(eos_iter * 1.2):
|
||||
break
|
||||
|
||||
# Ensure progress bar reaches 100% when loop completes
|
||||
#pbar.complete()
|
||||
|
||||
# mask out to padding anything after the first eos
|
||||
|
||||
|
||||
@ -9,7 +9,7 @@ pytorch-warmup
|
||||
torch_geometric
|
||||
torchtyping
|
||||
vector-quantize-pytorch>=1.12.8
|
||||
x-transformers>=1.26.6
|
||||
x-transformers==1.26.6
|
||||
tqdm
|
||||
matplotlib
|
||||
wandb
|
||||
@ -26,4 +26,7 @@ setuptools
|
||||
pytorch_lightning
|
||||
mesh2sdf
|
||||
numpy
|
||||
point-cloud-utils
|
||||
point-cloud-utils
|
||||
transformers==4.48.0
|
||||
networkx==3.4.2
|
||||
deepspeed==0.16.3
|
||||
|
||||
@ -66,20 +66,23 @@ def apply_normalize(mesh):
|
||||
|
||||
|
||||
|
||||
def sample_pc(trimesh, pc_num, with_normal=False):
|
||||
mesh = apply_normalize(trimesh)
|
||||
def sample_pc(mesh, pc_num, with_normal=False, seed=1234, samples=50000):
|
||||
mesh = apply_normalize(mesh)
|
||||
|
||||
if not with_normal:
|
||||
points, _ = mesh.sample(pc_num, return_index=True)
|
||||
return points
|
||||
|
||||
points, face_idx = mesh.sample(50000, return_index=True)
|
||||
points, face_idx = trimesh.sample.sample_surface(mesh=mesh, count=samples, seed=seed)
|
||||
#points, face_idx = mesh.sample(50000, return_index=True)
|
||||
normals = mesh.face_normals[face_idx]
|
||||
pc_normal = np.concatenate([points, normals], axis=-1, dtype=np.float16)
|
||||
|
||||
# random sample point cloud
|
||||
np.random.seed(seed)
|
||||
ind = np.random.choice(pc_normal.shape[0], pc_num, replace=False)
|
||||
pc_normal = pc_normal[ind]
|
||||
|
||||
|
||||
return pc_normal
|
||||
|
||||
|
||||
@ -158,13 +158,13 @@ def import_mesh(mesh: Union[pymeshlab.MeshSet, trimesh.Trimesh, Latent2MeshOutpu
|
||||
|
||||
return mesh
|
||||
|
||||
def bpt_remesh(self, mesh: trimesh.Trimesh, verbose: bool = False, with_normal: bool = True, temperature: float = 0.5, batch_size: int = 1):
|
||||
def bpt_remesh(self, mesh: trimesh.Trimesh, verbose: bool = False, with_normal: bool = True, temperature: float = 0.5, batch_size: int = 1, pc_num: int = 4096, seed: int = 1234, samples: int = 50000):
|
||||
from .bpt.model import data_utils
|
||||
from .bpt.model.model import MeshTransformer
|
||||
from .bpt.model.serializaiton import BPT_deserialize
|
||||
from .bpt.utils import sample_pc, joint_filter
|
||||
|
||||
pc_normal = sample_pc(mesh, pc_num=8192, with_normal=with_normal)
|
||||
pc_normal = sample_pc(mesh, pc_num=pc_num, with_normal=with_normal, seed=seed, samples=samples)
|
||||
|
||||
pc_normal = pc_normal[None, :, :] if len(pc_normal.shape) == 2 else pc_normal
|
||||
|
||||
@ -181,9 +181,7 @@ def bpt_remesh(self, mesh: trimesh.Trimesh, verbose: bool = False, with_normal:
|
||||
model_path = os.path.join(comfyui_dir, 'bpt/bpt-8-16-500m.pt')
|
||||
print(model_path)
|
||||
model.load(model_path)
|
||||
model = model.eval()
|
||||
model = model.half()
|
||||
model = model.cuda()
|
||||
model = model.eval().cuda().half()
|
||||
|
||||
import torch
|
||||
pc_tensor = torch.from_numpy(pc_normal).cuda().half()
|
||||
@ -196,9 +194,9 @@ def bpt_remesh(self, mesh: trimesh.Trimesh, verbose: bool = False, with_normal:
|
||||
filter_kwargs=dict(k=50, p=0.95),
|
||||
return_codes=True,
|
||||
temperature=temperature,
|
||||
batch_size=batch_size
|
||||
batch_size=batch_size,
|
||||
)
|
||||
|
||||
|
||||
coords = []
|
||||
try:
|
||||
for i in range(len(codes)):
|
||||
@ -214,8 +212,7 @@ def bpt_remesh(self, mesh: trimesh.Trimesh, verbose: bool = False, with_normal:
|
||||
except:
|
||||
coords.append(np.zeros(3, 3))
|
||||
|
||||
# convert coordinates to mesh
|
||||
vertices = coords[0]
|
||||
vertices = coords[i]
|
||||
faces = torch.arange(1, len(vertices) + 1).view(-1, 3)
|
||||
|
||||
# Move to CPU
|
||||
@ -225,6 +222,7 @@ def bpt_remesh(self, mesh: trimesh.Trimesh, verbose: bool = False, with_normal:
|
||||
|
||||
return data_utils.to_mesh(vertices, faces, transpose=False, post_process=True)
|
||||
|
||||
|
||||
class BptMesh:
|
||||
def __call__(
|
||||
self,
|
||||
@ -232,9 +230,12 @@ class BptMesh:
|
||||
temperature: float = 0.5,
|
||||
batch_size: int = 1,
|
||||
with_normal: bool = True,
|
||||
verbose: bool = False
|
||||
verbose: bool = False,
|
||||
pc_num: int = 4096,
|
||||
seed: int = 1234,
|
||||
samples: int = 50000
|
||||
) -> Union[pymeshlab.MeshSet, trimesh.Trimesh]:
|
||||
mesh = bpt_remesh(self, mesh=mesh, temperature=temperature, batch_size=batch_size, with_normal=with_normal)
|
||||
mesh = bpt_remesh(self, mesh=mesh, temperature=temperature, batch_size=batch_size, with_normal=with_normal, pc_num=pc_num, seed=seed, samples=samples)
|
||||
return mesh
|
||||
|
||||
class FaceReducer:
|
||||
|
||||
11
nodes.py
11
nodes.py
@ -1279,8 +1279,10 @@ class Hy3DBPT:
|
||||
"required": {
|
||||
"trimesh": ("TRIMESH",),
|
||||
"enable_bpt": ("BOOLEAN", {"default": True}),
|
||||
"seed": ("INT", {"default": 42, "min": 0, "max": 0xffffffffffffffff}),
|
||||
"temperature": ("FLOAT", {"default": 0.5}),
|
||||
"batch_size": ("INT", {"default": 1}),
|
||||
"pc_num": ("INT", {"default": 4096, "min": 1024, "max": 8192, "step": 1024}),
|
||||
"samples": ("INT", {"default": 100000})
|
||||
},
|
||||
}
|
||||
|
||||
@ -1290,12 +1292,13 @@ class Hy3DBPT:
|
||||
CATEGORY = "Hunyuan3DWrapper"
|
||||
DESCRIPTION = "BPT the mesh using bpt: https://github.com/whaohan/bpt"
|
||||
|
||||
def bpt(self, trimesh, enable_bpt, temperature, batch_size):
|
||||
|
||||
def bpt(self, trimesh, enable_bpt, temperature, pc_num, seed, samples):
|
||||
mm.unload_all_models()
|
||||
mm.soft_empty_cache()
|
||||
new_mesh = trimesh.copy()
|
||||
if enable_bpt:
|
||||
from .hy3dgen.shapegen.postprocessors import BptMesh
|
||||
new_mesh = BptMesh()(new_mesh, with_normal=True, temperature=temperature, batch_size=batch_size)
|
||||
new_mesh = BptMesh()(new_mesh, with_normal=True, temperature=temperature, batch_size=1, pc_num=pc_num, verbose=False, seed=seed, samples=samples)
|
||||
mm.unload_all_models()
|
||||
mm.soft_empty_cache()
|
||||
|
||||
|
||||
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Block a user