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美爆了！基于Blender的大片级分子渲染
Image Generation
Computer Graphics
MOF
Proteins
可视化
Image GenerationComputer GraphicsMOFProteins可视化
昌珺涵
发布于 2023-08-02
推荐镜像 :beautiful-molecules:v0.3.0
推荐机型 :c16_m62_1 * NVIDIA T4
赞 18
3
Beautiful-Molecules: 基于 Blender 的大片级分子渲染
1. 引言
2. Blender物理引擎简介和 MOF 空穴渲染案例代码详解
2.1 分子展示样式
2.2 材质和纹理
2.3 光照、相机和光线追踪技术
3. 生物大分子渲染：把样式玩出花儿！
4. 导出为网页展示的 3D 渲染模型并部署

Beautiful-Molecules: 基于 Blender 的大片级分子渲染

1. 引言

分子渲染是一种将分子结构可视化的技术，广泛应用于化学、生物学和材料科学等领域。Blender是一款强大的开源三维建模和渲染软件，其物理引擎提供了模拟真实物理现象的功能，使得分子渲染更加逼真和精确。与简单的分子可视化不同，渲染技术将模拟更逼真的物体表面材质，在特定光照下产生的光影效果。

本教程中，我们将使用 beautiful-atoms 和 MolecularNodes 这两个功能强大的 Blender 分子可视化插件，渲染美到爆炸的材料结构和生物大分子结构图像。

❗️❗️分子较大，渲染时间长，推荐使用 GPU 机器！

代码
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让我们用一个例子介绍渲染中的一些关键概念：

方法一：Blender执行python脚本

由于 Bohrium Notebook 对 Blender notebook 原生支持有限，对材料模型我们将使用脚本运行方式产生渲染图片。

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[1]
! cd /root/beautiful-molecules/gallery/molecules_and_materials
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[2]
code = \
"""
from ase.io import read
from batoms import Batoms
from batoms.draw import draw_plane
from batoms.utils.butils import removeAll, set_world
import bpy
removeAll()
atoms = read('datas/mof-5.cif')
mof = Batoms(label='mof-5', from_ase=atoms)
mof *= [2, 1, 1]
mof['H'].color = [0.6, 0, 1.0, 1.0]
mof['C'].color = [0.0, 0.6, 0.1, 1.0]
mof.bond.settings.remove(('H', 'O'))
mof.polyhedra.settings['Zn'].color = [0.1, 0.4, 0.7, 1.0]
mof.model_style = 2
mof.cavity.draw()
mof.cell.width = 0.05
set_world(color=[0.2, 0.2, 0.2, 1.0])
draw_plane(location=[0, 0, 0], size=200, color=(0.9, 0.9, 0.9, 1))
mof.render.viewport = [0.3, 1, 0.3]
mof.render.engine = 'cycles'
mof.render.lights['Default'].energy = 30
mof.render.lights['Default'].direction = [0.1, 0.5, 1]
mof.get_image(output='gallery_cavity.png')
"""

open("script.py", "w").write(code)
!/opt/mamba/envs/beautiful_atoms/bin/blender -b -P script.py

from IPython.display import Image as Img
from IPython import display
from PIL import Image
# img = Image.open('gallery_cavity.png')
img = Img('gallery_cavity.png')
display.display(img)
Blender 3.6.1 (hash 8bda729ef4dc built 2023-07-17 23:31:33)
Read prefs: "/root/.config/blender/3.6/config/userpref.blend"
ALSA lib confmisc.c:855:(parse_card) cannot find card '0'
ALSA lib conf.c:5178:(_snd_config_evaluate) function snd_func_card_inum returned error: No such file or directory
ALSA lib confmisc.c:422:(snd_func_concat) error evaluating strings
ALSA lib conf.c:5178:(_snd_config_evaluate) function snd_func_concat returned error: No such file or directory
ALSA lib confmisc.c:1334:(snd_func_refer) error evaluating name
ALSA lib conf.c:5178:(_snd_config_evaluate) function snd_func_refer returned error: No such file or directory
ALSA lib conf.c:5701:(snd_config_expand) Evaluate error: No such file or directory
ALSA lib pcm.c:2664:(snd_pcm_open_noupdate) Unknown PCM default
/root/Blender/3.6/python/lib/python3.10/site-packages/numpy/core/getlimits.py:500: UserWarning: The value of the smallest subnormal for <class 'numpy.float64'> type is zero.
  setattr(self, word, getattr(machar, word).flat[0])
/root/Blender/3.6/python/lib/python3.10/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for <class 'numpy.float64'> type is zero.
  return self._float_to_str(self.smallest_subnormal)
/root/Blender/3.6/python/lib/python3.10/site-packages/numpy/core/getlimits.py:500: UserWarning: The value of the smallest subnormal for <class 'numpy.float32'> type is zero.
  setattr(self, word, getattr(machar, word).flat[0])
/root/Blender/3.6/python/lib/python3.10/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for <class 'numpy.float32'> type is zero.
  return self._float_to_str(self.smallest_subnormal)
INFO [batoms     set_logger]: Log file: /tmp/beautiful_atoms.log
INFO [batoms     set_logger]: Blender version: 3.6.1 
INFO [batoms     set_logger]: Python version: 3.10.12 (main, Jun 22 2023, 06:36:47) [GCC 11.2.1 20220127 (Red Hat 11.2.1-9)] 
INFO [batoms     set_logger]: Beautiful Atoms version: (2, 2, 0) 
INFO [batoms     set_logger]: Beautiful Atoms directory: /root/Blender/3.6/scripts/addons_contrib 
INFO [batoms     register  ]: Batoms init time: 0.91
Fra:1 Mem:24.25M (Peak 24.25M) | Time:00:00.02 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | Plane
Fra:1 Mem:24.29M (Peak 24.29M) | Time:00:00.02 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_cell
Fra:1 Mem:24.44M (Peak 24.44M) | Time:00:00.02 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5
Fra:1 Mem:24.76M (Peak 24.76M) | Time:00:00.03 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_boundary
Fra:1 Mem:24.81M (Peak 24.81M) | Time:00:00.03 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_boundary_offset
Fra:1 Mem:25.05M (Peak 25.05M) | Time:00:00.03 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_bond
Fra:1 Mem:24.88M (Peak 25.05M) | Time:00:00.04 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_bond_offset0
Fra:1 Mem:24.88M (Peak 25.05M) | Time:00:00.04 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_bond_offset1
Fra:1 Mem:24.88M (Peak 25.05M) | Time:00:00.04 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_bond_offset2
Fra:1 Mem:24.88M (Peak 25.05M) | Time:00:00.04 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_bond_offset3
Fra:1 Mem:24.88M (Peak 25.05M) | Time:00:00.04 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_polyhedra
Fra:1 Mem:24.90M (Peak 25.05M) | Time:00:00.04 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_polyhedra_offset
Fra:1 Mem:24.90M (Peak 25.05M) | Time:00:00.04 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_search_bond
Fra:1 Mem:24.90M (Peak 25.05M) | Time:00:00.04 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_search_bond_offset
Fra:1 Mem:24.91M (Peak 25.05M) | Time:00:00.04 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | mof-5_cavity
Fra:1 Mem:25.04M (Peak 25.05M) | Time:00:00.04 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Initializing
Fra:1 Mem:19.51M (Peak 25.05M) | Time:00:00.05 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Waiting for render to start
Fra:1 Mem:19.52M (Peak 25.05M) | Time:00:00.05 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Loading render kernels (may take a few minutes the first time)
Fra:1 Mem:19.52M (Peak 25.05M) | Time:00:00.05 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Updating Scene
Fra:1 Mem:19.52M (Peak 25.05M) | Time:00:00.05 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Updating Shaders
Fra:1 Mem:19.53M (Peak 25.05M) | Time:00:00.05 | Mem:0.01M, Peak:0.01M | Scene, ViewLayer | Updating Procedurals
Fra:1 Mem:19.53M (Peak 25.05M) | Time:00:00.05 | Mem:0.01M, Peak:0.01M | Scene, ViewLayer | Updating Background
Fra:1 Mem:19.53M (Peak 25.05M) | Time:00:00.05 | Mem:0.01M, Peak:0.01M | Scene, ViewLayer | Updating Camera
Fra:1 Mem:19.53M (Peak 25.05M) | Time:00:00.05 | Mem:0.01M, Peak:0.01M | Scene, ViewLayer | Updating Meshes Flags
Fra:1 Mem:19.53M (Peak 25.05M) | Time:00:00.05 | Mem:0.01M, Peak:0.01M | Scene, ViewLayer | Updating Objects
Fra:1 Mem:19.53M (Peak 25.05M) | Time:00:00.05 | Mem:0.01M, Peak:0.01M | Scene, ViewLayer | Updating Objects | Copying Transformations to device
Fra:1 Mem:19.98M (Peak 25.05M) | Time:00:00.05 | Mem:0.45M, Peak:0.45M | Scene, ViewLayer | Updating Objects | Applying Static Transformations
Fra:1 Mem:19.98M (Peak 25.05M) | Time:00:00.05 | Mem:0.45M, Peak:0.45M | Scene, ViewLayer | Updating Particle Systems
Fra:1 Mem:19.98M (Peak 25.05M) | Time:00:00.05 | Mem:0.45M, Peak:0.45M | Scene, ViewLayer | Updating Particle Systems | Copying Particles to device
Fra:1 Mem:19.98M (Peak 25.05M) | Time:00:00.05 | Mem:0.45M, Peak:0.45M | Scene, ViewLayer | Updating Meshes
Fra:1 Mem:20.15M (Peak 25.05M) | Time:00:00.05 | Mem:0.45M, Peak:0.45M | Scene, ViewLayer | Updating Mesh | Computing attributes
Fra:1 Mem:20.37M (Peak 25.05M) | Time:00:00.05 | Mem:0.45M, Peak:0.45M | Scene, ViewLayer | Updating Mesh | Copying Attributes to device
Fra:1 Mem:20.22M (Peak 25.05M) | Time:00:00.05 | Mem:0.52M, Peak:0.52M | Scene, ViewLayer | Updating Geometry BVH cavity_mof-5_0 9/9 | Building BVH
Fra:1 Mem:20.22M (Peak 25.05M) | Time:00:00.05 | Mem:0.52M, Peak:0.52M | Scene, ViewLayer | Updating Geometry BVH bond_mof-5_Zn-O_1_1 5/9 | Building BVH
Fra:1 Mem:20.22M (Peak 25.05M) | Time:00:00.05 | Mem:0.52M, Peak:0.52M | Scene, ViewLayer | Updating Geometry BVH bond_mof-5_C-O_1_1 6/9 | Building BVH
Fra:1 Mem:20.22M (Peak 25.05M) | Time:00:00.05 | Mem:0.52M, Peak:0.52M | Scene, ViewLayer | Updating Geometry BVH bond_mof-5_C-H_1_1 7/9 | Building BVH
Fra:1 Mem:20.22M (Peak 25.05M) | Time:00:00.06 | Mem:0.76M, Peak:0.76M | Scene, ViewLayer | Updating Geometry BVH bond_mof-5_C-H_1_1 7/9 | Building BVH 0%
Fra:1 Mem:20.22M (Peak 25.05M) | Time:00:00.06 | Mem:0.78M, Peak:0.79M | Scene, ViewLayer | Updating Geometry BVH bond_mof-5_C-C_1_1 8/9 | Building BVH
Fra:1 Mem:20.22M (Peak 25.05M) | Time:00:00.07 | Mem:1.08M, Peak:1.11M | Scene, ViewLayer | Updating Scene BVH | Building
Fra:1 Mem:20.24M (Peak 25.05M) | Time:00:00.07 | Mem:1.08M, Peak:1.11M | Scene, ViewLayer | Updating Scene BVH | Building BVH
Fra:1 Mem:20.24M (Peak 25.05M) | Time:00:00.08 | Mem:1.40M, Peak:1.49M | Scene, ViewLayer | Updating Scene BVH | Copying BVH to device
Fra:1 Mem:20.24M (Peak 25.05M) | Time:00:00.08 | Mem:1.40M, Peak:1.49M | Scene, ViewLayer | Updating Mesh | Computing normals
Fra:1 Mem:20.62M (Peak 25.05M) | Time:00:00.08 | Mem:1.40M, Peak:1.49M | Scene, ViewLayer | Updating Mesh | Copying Mesh to device
Fra:1 Mem:20.62M (Peak 25.05M) | Time:00:00.08 | Mem:1.79M, Peak:1.79M | Scene, ViewLayer | Updating Objects Flags
Fra:1 Mem:20.62M (Peak 25.05M) | Time:00:00.08 | Mem:1.81M, Peak:1.81M | Scene, ViewLayer | Updating Primitive Offsets
Fra:1 Mem:20.62M (Peak 25.05M) | Time:00:00.08 | Mem:1.81M, Peak:1.81M | Scene, ViewLayer | Updating Images
Fra:1 Mem:20.62M (Peak 25.05M) | Time:00:00.08 | Mem:1.81M, Peak:1.81M | Scene, ViewLayer | Updating Camera Volume
Fra:1 Mem:20.62M (Peak 25.05M) | Time:00:00.08 | Mem:1.81M, Peak:1.81M | Scene, ViewLayer | Updating Lookup Tables
Fra:1 Mem:20.62M (Peak 25.05M) | Time:00:00.08 | Mem:1.81M, Peak:1.81M | Scene, ViewLayer | Updating Lights
Fra:1 Mem:20.62M (Peak 25.05M) | Time:00:00.08 | Mem:1.81M, Peak:1.81M | Scene, ViewLayer | Updating Lights | Computing distribution
Fra:1 Mem:20.62M (Peak 25.05M) | Time:00:00.08 | Mem:1.81M, Peak:1.81M | Scene, ViewLayer | Updating Integrator
Fra:1 Mem:21.62M (Peak 25.05M) | Time:00:00.09 | Mem:2.81M, Peak:2.81M | Scene, ViewLayer | Updating Film
Fra:1 Mem:21.63M (Peak 25.05M) | Time:00:00.09 | Mem:2.81M, Peak:2.81M | Scene, ViewLayer | Updating Lookup Tables
Fra:1 Mem:21.63M (Peak 25.05M) | Time:00:00.09 | Mem:2.81M, Peak:2.81M | Scene, ViewLayer | Updating Baking
Fra:1 Mem:21.63M (Peak 25.05M) | Time:00:00.09 | Mem:2.81M, Peak:2.81M | Scene, ViewLayer | Updating Device | Writing constant memory
Fra:1 Mem:21.66M (Peak 25.05M) | Time:00:00.09 | Mem:2.81M, Peak:2.81M | Scene, ViewLayer | Sample 0/64
Fra:1 Mem:68.44M (Peak 68.44M) | Time:00:00.50 | Remaining:00:25.96 | Mem:49.56M, Peak:49.56M | Scene, ViewLayer | Sample 1/64
Fra:1 Mem:88.12M (Peak 117.65M) | Time:00:24.42 | Mem:49.56M, Peak:49.56M | Scene, ViewLayer | Sample 64/64
Fra:1 Mem:88.12M (Peak 117.65M) | Time:00:24.42 | Mem:49.56M, Peak:49.56M | Scene, ViewLayer | Finished
Saved: 'gallery_cavity.png'
 Time: 00:24.84 (Saving: 00:00.41)


Blender quit
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2. Blender物理引擎简介和 MOF 空穴渲染案例代码详解

2.1 分子展示样式

  • “一级结构”：原子和化学键的颜色、大小、粗细；

  • “二级结构”：材料体系中，可根据原子的配位环境画出配位多面体；生物大分子体系中，蛋白质的α螺旋、β折叠、loop可被 Cartoon/Ribbon 等样式展示为漂亮的丝带状。相信熟悉 Bohrium 预览和 Hermite、Launching 中的 Mol* 引擎的同学有很多话想说😏

  • “四级结构”：材料晶胞中的空穴和缺陷、蛋白质的 Biological Assembly 等特殊的样式

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################# 在 Python 3 Kernel 下，不要运行这段代码！#################

# 加载 MOF 晶胞文件，并在 X 方向复制一个晶胞
from ase.io import read
from batoms import Batoms
from batoms.draw import draw_plane
from batoms.utils.butils import removeAll, set_world
import bpy
removeAll()
atoms = read('datas/mof-5.cif')
mof = Batoms(label='mof-5', from_ase=atoms)
mof *= [2, 1, 1]

mof['H'].color = [0.6, 0, 1.0, 1.0]
mof['C'].color = [0.0, 0.6, 0.1, 1.0]
mof.bond.settings.remove(('H', 'O'))
mof.polyhedra.settings['Zn'].color = [0.1, 0.4, 0.7, 1.0]
mof.model_style = 2
mof.cavity.draw()
mof.cell.width = 0.05
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2.2 材质和纹理

在分子渲染中，材质和纹理对于准确再现分子的外观和特征至关重要。Blender提供了丰富的材质和纹理编辑工具，可以根据分子的性质和结构进行调整。

材质定义了分子的表面属性，如颜色、透明度和反射率等。通过选择合适的材质类型和调整其参数，可以使分子在渲染中呈现出真实的外观。

纹理可以为分子添加更加细致的表面细节，如纹理图案或纹理映射。通过在材质上应用纹理，并根据分子结构进行UV映射，可以使分子的表面更加真实和逼真。

2.3 光照、相机和光线追踪技术

光照是分子渲染中不可忽视的因素之一。在Blender中，可以使用不同类型的光源来模拟不同的光照效果。

  • 点光源：点光源是最基本的光源类型，可以模拟光源从一个点向外发射的光线。在分子渲染中，可以将点光源放置在适当的位置，以照亮分子并产生阴影效果。

  • 平行光源：平行光源是无限远的光源，其光线是平行的。在分子渲染中，平行光源可以用来模拟太阳光等远离分子但产生明亮照明的光源。

  • 环境光：环境光是一种均匀分布在整个场景中的光源，可以模拟间接光照效果。在分子渲染中，环境光可以提供整体的照明效果，并增加分子的可见度。

相机是分子渲染中用于捕捉场景的视角。在Blender中，可以设置相机的位置、朝向、焦距和光圈等参数，以控制渲染结果的视觉效果。随后，Blender将模拟所有光源找到分子上所产生的反射、折射光进入相机产生的总效果——

光线追踪是一种基于光线传播的渲染技术，通过追踪光线在场景中的传播路径来模拟光照和阴影效果。在分子渲染中，光线追踪技术可以产生逼真的渲染结果，并捕捉分子的细节和光照效果。

Blender物理引擎结合相机和光线追踪技术，可以生成高质量、真实感的分子渲染图像和动画。

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set_world(color=[0.2, 0.2, 0.2, 1.0])
draw_plane(location=[0, 0, 0], size=200, color=(0.9, 0.9, 0.9, 1))
mof.render.viewport = [0.3, 1, 0.3]
mof.render.engine = 'cycles'
mof.render.lights['Default'].energy = 30
mof.render.lights['Default'].direction = [0.1, 0.5, 1]
mof.get_image(output='gallery_cavity.png')
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3. 生物大分子渲染：把样式玩出花儿！

作者：张冀

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❗️❗️分子较大，渲染时间长，推荐使用 GPU 机器！

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[8]
! cd /root/beautiful-molecules/gallery/biomolecules
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[1]
import MolecularNodes as mn
import bpy
import os

# 获取当前场景
scene = bpy.context.scene

# 遍历场景中的所有物体，除了摄像机和灯光以外，删除其他物体
for obj in scene.objects:
if obj.type not in ['CAMERA', 'LIGHT']:
bpy.data.objects.remove(obj, do_unlink=True)

# 从PDB下载6n2y结构
mol_obj_cartoon = mn.load.molecule_rcsb('6n2y', center_molecule=True, starting_style=1)
mol_obj_ribbon = mn.load.molecule_rcsb('6n2y', center_molecule=True, starting_style=2)
mol_obj_ballstick = mn.load.molecule_rcsb('6n2y', center_molecule=True, starting_style=3)

# 将模型加入场景
bpy.context.collection.objects.link(mol_obj_cartoon)
bpy.context.collection.objects.link(mol_obj_ribbon)
bpy.context.collection.objects.link(mol_obj_ballstick)
/opt/mamba/lib/python3.10/site-packages/numpy/core/getlimits.py:518: UserWarning: The value of the smallest subnormal for <class 'numpy.float32'> type is zero.
  setattr(self, word, getattr(machar, word).flat[0])
/opt/mamba/lib/python3.10/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for <class 'numpy.float32'> type is zero.
  return self._float_to_str(self.smallest_subnormal)
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[3]
import numpy as np

# 将相机移动到模型中心
bpy.ops.object.camera_add(align='VIEW')
cam_obj = bpy.context.scene.camera

# 定位相机
cam_obj.location = (0, -4, 0) # 沿y轴负方向移离原点4个单位
cam_obj.rotation_euler = (np.pi / 2, 0, 0) # 旋转相机到 x-y 平面（欧拉角 φ=90°）

# 加载背景图
img = bpy.data.images.load("../background-material-science.jpeg")
cam_obj.data.show_background_images = True
bg = cam_obj.data.background_images.new()
bg.image = img

# 增加内部点光源（好鬼畜啊！看看下面图片亮亮的脑袋）
# 增加光照会显著增加渲染计算量，可以注释掉这段代码对比效果
lamp_data = bpy.data.lights.new(name="Lamp", type='POINT')
lamp_data.energy = 100
lamp_object = bpy.data.objects.new(name="Lamp", object_data=lamp_data)
bpy.context.collection.objects.link(lamp_object)
lamp_object.location = (0, 0, 0.5)

# 获取当前文件所在的文件夹目录
current_folder = '.'
img_path = os.path.join(current_folder, "6n2y.png")

# 设置渲染参数
bpy.context.scene.render.filepath = img_path
bpy.context.scene.render.resolution_x = 800
bpy.context.scene.render.resolution_y = 1600

# bpy.context.scene.render.lights['Default'].direction = [0.1, 0.5, 1]

# 切换Cycles引擎
bpy.context.scene.render.engine = 'CYCLES'

# 渲染并保存图片
bpy.ops.render.render(write_still=True)

from IPython.display import Image as Img
from IPython import display
from PIL import Image
# img = Image.open('gallery_cavity.png')
img = Img('6n2y.png')
display.display(img)
Fra:1 Mem:381.22M (Peak 401.64M) | Time:00:00.11 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | 6n2y
Fra:1 Mem:381.36M (Peak 401.64M) | Time:00:00.11 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | 6n2y.001
Fra:1 Mem:419.82M (Peak 419.82M) | Time:00:00.12 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Synchronizing object | 6n2y.002
Fra:1 Mem:507.55M (Peak 617.88M) | Time:00:00.35 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Initializing
Fra:1 Mem:309.26M (Peak 617.88M) | Time:00:00.39 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Waiting for render to start
Fra:1 Mem:309.26M (Peak 617.88M) | Time:00:00.39 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Loading render kernels (may take a few minutes the first time)
Fra:1 Mem:309.26M (Peak 617.88M) | Time:00:00.39 | Mem:0.00M, Peak:0.00M | Scene, ViewLayer | Updating Scene
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Saved: '6n2y.png'
 Time: 12:07.11 (Saving: 00:00.18)
代码
文本

4. 导出为网页展示的 3D 渲染模型并部署

❗️❗️本功能尚处于实验阶段，Notebook尚未运行成功。敬请期待并欢迎加入开发！

Verge3D Blender 模型网页部署

代码
文本
[ ]
bpy.ops.export_scene.v3d_gltf(filepath="example.gltf")

!cd verge3d_blender
!python manager\server.py BLENDER
代码
文本
Image Generation
Computer Graphics
MOF
Proteins
可视化
Image GenerationComputer GraphicsMOFProteins可视化
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 code = \ """ from as...

Hui_Zhou

10-19 21:51
FileNotFoundError: No such file or directory: 'gallery_cavity.png' <IPython.core.display.Image object>
评论
 import numpy as np ...

liupeng

09-21 22:49
出图看上去很好吃，建议做成蛋糕，一定大卖
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