在ComfyUI中将人像转换为复古日漫风格

在ComfyUI中将人像转换为复古日漫风格
- 举报
将人像转换为复古日漫风格
本案例基于ComfyUI搭建工作流,可以将人像转换为日本漫画黄金时期的漫画大师风格。
- 特点:复古日漫风格
- 大模型:Animagine XL V3.1
- lora权重推荐:0.65-0.8
- 步数:25-35步
- CFG:7
- 采样方法:DPM++ 2M Karras
前置工作
本案例需要将notebook中运行的ComfyUI服务开放到公网中使用,需要搭配cpolar。用户可以前往cpolar网站免费注册一个账号,登录后在左侧列表中选择"验证",记住自己的authtoken,后面会用到。
注意事项
🔹 点击右上方"ModelArts中运行"按钮,将会进入到ModelArts CodeLab中,这时需要你登录华为云账号,如果没有账号,则需要注册一个,且要进行实名认证,参考《如何创建华为云账号并且实名认证》 即可完成账号注册和实名认证。 登录之后,等待片刻,即可进入到CodeLab的运行环境.
🔹 本案例需使用 P100 及以上规格运行,请确保运行规格一致,可按照下图切换规格。
🔹 出现 Out Of Memory ,请检查是否为您的参数配置过高导致,修改参数配置,重启kernel或更换更高规格资源进行规避❗❗❗
1. 环境准备
1.1 拷贝代码和模型文件
import moxing as mox
mox.file.copy_parallel('obs://modelarts-labs-bj4-v2/case_zoo/Animagine-xl-3.1/', 'Animagine-xl-3.1')
INFO:root:Using MoXing-v2.1.0.5d9c87c8-5d9c87c8 INFO:root:Using OBS-Python-SDK-3.20.9.1 /home/ma-user/anaconda3/envs/PyTorch-1.8/lib/python3.7/site-packages/requests/__init__.py:104: RequestsDependencyWarning: urllib3 (1.26.12) or chardet (5.2.0)/charset_normalizer (2.0.12) doesn't match a supported version! RequestsDependencyWarning)
mox.file.copy_parallel('obs://modelarts-labs-bj4-v2/case_zoo/ComfyUI/ComfyUI/', 'ComfyUI')
mox.file.copy_parallel('obs://modelarts-labs-bj4-v2/case_zoo/ComfyUI/ComfyUI-Manager/', 'ComfyUI/custom_nodes/ComfyUI-Manager')
mox.file.copy_parallel('obs://modelarts-labs-bj4-v2/case_zoo/ComfyUI/cpolar-stable-linux-amd64.zip', 'cpolar-stable-linux-amd64.zip')
!unzip cpolar-stable-linux-amd64.zip
Archive: cpolar-stable-linux-amd64.zip inflating: cpolar
注意:此处需要将authtoken的"xxxx"替换为前置工作中在cpolar网站获得的authtoken
%%bash
./cpolar authtoken xxxx
Authtoken saved to configuration file: /home/ma-user/.cpolar/cpolar.yml
1.2 将模型文件放至ComfyUI对应目录处
!mv Animagine-xl-3.1/animagineXLV31_v31.safetensors ComfyUI/models/checkpoints/
!mv Animagine-xl-3.1/sdxl_vae.safetensors ComfyUI/models/vae/
!mv Animagine-xl-3.1/hoko_sdxl.safetensors ComfyUI/models/loras/
!mv Animagine-xl-3.1/diffusers_xl_depth_full.safetensors ComfyUI/models/controlnet/
!mv Animagine-xl-3.1/animate-girl.jpg ComfyUI/input/
!mv Animagine-xl-3.1/man.jpg ComfyUI/input/
!mv Animagine-xl-3.1/woman.jpg ComfyUI/input/
import os
import shutil
source_file = 'Animagine-xl-3.1/animate-style-lora.json'
destination_dir = 'ComfyUI/user/default/workflows'
os.makedirs(destination_dir, exist_ok=True)
shutil.move(source_file, os.path.join(destination_dir, 'animate-style-lora.json'))
print(f"工作流文件已成功移动到: {os.path.join(destination_dir, 'animate-style-lora.json')}")
1.3 配置环境
本案例依赖Python3.9及以上环境,因此我们首先创建虚拟环境:
!/home/ma-user/anaconda3/bin/conda create -n python-3.9.15 python=3.9.15 -y --override-channels --channel https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
!/home/ma-user/anaconda3/envs/python-3.9.15/bin/pip install ipykernel
/home/ma-user/anaconda3/lib/python3.7/site-packages/requests/__init__.py:91: RequestsDependencyWarning: urllib3 (1.26.12) or chardet (3.0.4) doesn't match a supported version! RequestsDependencyWarning) Collecting package metadata (current_repodata.json): done Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source. Collecting package metadata (repodata.json): done Solving environment: done ## Package Plan ## environment location: /home/ma-user/anaconda3/envs/python-3.9.15 added / updated specs: - python=3.9.15 The following packages will be downloaded: package | build ---------------------------|----------------- _libgcc_mutex-0.1 | main 3 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main _openmp_mutex-5.1 | 1_gnu 21 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main ca-certificates-2024.11.26 | h06a4308_0 131 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main ld_impl_linux-64-2.40 | h12ee557_0 710 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main libffi-3.4.4 | h6a678d5_1 141 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main libgcc-ng-11.2.0 | h1234567_1 5.3 MB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main libgomp-11.2.0 | h1234567_1 474 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main libstdcxx-ng-11.2.0 | h1234567_1 4.7 MB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main ncurses-6.4 | h6a678d5_0 914 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main openssl-1.1.1w | h7f8727e_0 3.7 MB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main pip-24.2 | py39h06a4308_0 2.2 MB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main python-3.9.15 | h7a1cb2a_2 25.0 MB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main readline-8.2 | h5eee18b_0 357 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main setuptools-75.1.0 | py39h06a4308_0 1.7 MB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main sqlite-3.45.3 | h5eee18b_0 1.2 MB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main tk-8.6.14 | h39e8969_0 3.4 MB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main tzdata-2024b | h04d1e81_0 115 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main wheel-0.44.0 | py39h06a4308_0 108 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main xz-5.4.6 | h5eee18b_1 643 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main zlib-1.2.13 | h5eee18b_1 111 KB https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main ------------------------------------------------------------ Total: 51.0 MB The following NEW packages will be INSTALLED: _libgcc_mutex anaconda/pkgs/main/linux-64::_libgcc_mutex-0.1-main _openmp_mutex anaconda/pkgs/main/linux-64::_openmp_mutex-5.1-1_gnu ca-certificates anaconda/pkgs/main/linux-64::ca-certificates-2024.11.26-h06a4308_0 ld_impl_linux-64 anaconda/pkgs/main/linux-64::ld_impl_linux-64-2.40-h12ee557_0 libffi anaconda/pkgs/main/linux-64::libffi-3.4.4-h6a678d5_1 libgcc-ng anaconda/pkgs/main/linux-64::libgcc-ng-11.2.0-h1234567_1 libgomp anaconda/pkgs/main/linux-64::libgomp-11.2.0-h1234567_1 libstdcxx-ng anaconda/pkgs/main/linux-64::libstdcxx-ng-11.2.0-h1234567_1 ncurses anaconda/pkgs/main/linux-64::ncurses-6.4-h6a678d5_0 openssl anaconda/pkgs/main/linux-64::openssl-1.1.1w-h7f8727e_0 pip anaconda/pkgs/main/linux-64::pip-24.2-py39h06a4308_0 python anaconda/pkgs/main/linux-64::python-3.9.15-h7a1cb2a_2 readline anaconda/pkgs/main/linux-64::readline-8.2-h5eee18b_0 setuptools anaconda/pkgs/main/linux-64::setuptools-75.1.0-py39h06a4308_0 sqlite anaconda/pkgs/main/linux-64::sqlite-3.45.3-h5eee18b_0 tk anaconda/pkgs/main/linux-64::tk-8.6.14-h39e8969_0 tzdata anaconda/pkgs/main/noarch::tzdata-2024b-h04d1e81_0 wheel anaconda/pkgs/main/linux-64::wheel-0.44.0-py39h06a4308_0 xz anaconda/pkgs/main/linux-64::xz-5.4.6-h5eee18b_1 zlib anaconda/pkgs/main/linux-64::zlib-1.2.13-h5eee18b_1 Downloading and Extracting Packages openssl-1.1.1w | 3.7 MB | ##################################### | 100% tzdata-2024b | 115 KB | ##################################### | 100% ld_impl_linux-64-2.4 | 710 KB | ##################################### | 100% sqlite-3.45.3 | 1.2 MB | ##################################### | 100% _libgcc_mutex-0.1 | 3 KB | ##################################### | 100% zlib-1.2.13 | 111 KB | ##################################### | 100% wheel-0.44.0 | 108 KB | ##################################### | 100% tk-8.6.14 | 3.4 MB | ##################################### | 100% pip-24.2 | 2.2 MB | ##################################### | 100% readline-8.2 | 357 KB | ##################################### | 100% libstdcxx-ng-11.2.0 | 4.7 MB | ##################################### | 100% libgomp-11.2.0 | 474 KB | ##################################### | 100% libffi-3.4.4 | 141 KB | ##################################### | 100% libgcc-ng-11.2.0 | 5.3 MB | ##################################### | 100% _openmp_mutex-5.1 | 21 KB | ##################################### | 100% python-3.9.15 | 25.0 MB | ##################################### | 100% xz-5.4.6 | 643 KB | ##################################### | 100% ncurses-6.4 | 914 KB | ##################################### | 100% ca-certificates-2024 | 131 KB | ##################################### | 100% setuptools-75.1.0 | 1.7 MB | ##################################### | 100% Preparing transaction: done Verifying transaction: done Executing transaction: done # # To activate this environment, use # # $ conda activate python-3.9.15 # # To deactivate an active environment, use # # $ conda deactivate Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Collecting ipykernel Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/94/5c/368ae6c01c7628438358e6d337c19b05425727fbb221d2a3c4303c372f42/ipykernel-6.29.5-py3-none-any.whl (117 kB) Collecting comm>=0.1.1 (from ipykernel) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/e6/75/49e5bfe642f71f272236b5b2d2691cf915a7283cc0ceda56357b61daa538/comm-0.2.2-py3-none-any.whl (7.2 kB) Collecting debugpy>=1.6.5 (from ipykernel) Downloading 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Collecting pure-eval (from stack-data->ipython>=7.23.1->ipykernel) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl (11 kB) Installing collected packages: wcwidth, pure-eval, ptyprocess, zipp, typing-extensions, traitlets, tornado, six, pyzmq, pygments, psutil, prompt-toolkit, platformdirs, pexpect, parso, packaging, nest-asyncio, executing, exceptiongroup, decorator, debugpy, asttokens, stack-data, python-dateutil, matplotlib-inline, jupyter-core, jedi, importlib-metadata, comm, jupyter-client, ipython, ipykernel Successfully installed asttokens-3.0.0 comm-0.2.2 debugpy-1.8.11 decorator-5.1.1 exceptiongroup-1.2.2 executing-2.1.0 importlib-metadata-8.5.0 ipykernel-6.29.5 ipython-8.18.1 jedi-0.19.2 jupyter-client-8.6.3 jupyter-core-5.7.2 matplotlib-inline-0.1.7 nest-asyncio-1.6.0 packaging-24.2 parso-0.8.4 pexpect-4.9.0 platformdirs-4.3.6 prompt-toolkit-3.0.48 psutil-6.1.1 ptyprocess-0.7.0 pure-eval-0.2.3 pygments-2.18.0 python-dateutil-2.9.0.post0 pyzmq-26.2.0 six-1.17.0 stack-data-0.6.3 tornado-6.4.2 traitlets-5.14.3 typing-extensions-4.12.2 wcwidth-0.2.13 zipp-3.21.0
import os
import json
data = {
"display_name": "python-3.9.15",
"env": {
"PATH": "/home/ma-user/anaconda3/envs/python-3.9.15/bin:/home/ma-user/anaconda3/envs/python-3.7.10/bin:/modelarts/authoring/notebook-conda/bin:/opt/conda/bin:/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/home/ma-user/modelarts/ma-cli/bin:/home/ma-user/modelarts/ma-cli/bin:/home/ma-user/anaconda3/envs/PyTorch-1.8/bin"
},
"language": "python",
"argv": [
"/home/ma-user/anaconda3/envs/python-3.9.15/bin/python",
"-m",
"ipykernel",
"-f",
"{connection_file}"
]
}
if not os.path.exists("/home/ma-user/anaconda3/share/jupyter/kernels/python-3.9.15/"):
os.mkdir("/home/ma-user/anaconda3/share/jupyter/kernels/python-3.9.15/")
with open('/home/ma-user/anaconda3/share/jupyter/kernels/python-3.9.15/kernel.json', 'w') as f:
json.dump(data, f, indent=4)
print('kernel.json文件修改完毕')
kernel.json文件修改完毕
创建完成后,稍等片刻,在右上角的kernel处选择python-3.9.15
安装相关依赖
!pip install torch==2.0.1
!pip install torchsde
!pip install torchvision==0.15.2
!pip install torchaudio==2.0.2
!pip install einops
!pip install transformers>=4.28.1
!pip install tokenizers>=0.13.3
!pip install sentencepiece
!pip install safetensors>=0.4.2
!pip install aiohttp
!pip install pyyaml
!pip install Pillow
!pip install scipy
!pip install tqdm
!pip install psutil
#non essential dependencies:
!pip install kornia>=0.7.1
!pip install spandrel
!pip install soundfile
Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Collecting torch==2.0.1 Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/e5/9a/ce0fe125f226ffce8deba6a18bd8d0b9f589aa236780a83a6d70b5525f56/torch-2.0.1-cp39-cp39-manylinux1_x86_64.whl (619.9 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 619.9/619.9 MB 138.0 MB/s eta 0:00:0000:0100:01 Collecting filelock (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/b9/f8/feced7779d755758a52d1f6635d990b8d98dc0a29fa568bbe0625f18fdf3/filelock-3.16.1-py3-none-any.whl (16 kB) Requirement already satisfied: typing-extensions in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1) (4.12.2) Collecting sympy (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/99/ff/c87e0622b1dadea79d2fb0b25ade9ed98954c9033722eb707053d310d4f3/sympy-1.13.3-py3-none-any.whl (6.2 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.2/6.2 MB 42.4 MB/s eta 0:00:00 Collecting networkx (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/d5/f0/8fbc882ca80cf077f1b246c0e3c3465f7f415439bdea6b899f6b19f61f70/networkx-3.2.1-py3-none-any.whl (1.6 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.6/1.6 MB 64.6 MB/s eta 0:00:00 Collecting jinja2 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/bd/0f/2ba5fbcd631e3e88689309dbe978c5769e883e4b84ebfe7da30b43275c5a/jinja2-3.1.5-py3-none-any.whl (134 kB) Collecting nvidia-cuda-nvrtc-cu11==11.7.99 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/ef/25/922c5996aada6611b79b53985af7999fc629aee1d5d001b6a22431e18fec/nvidia_cuda_nvrtc_cu11-11.7.99-2-py3-none-manylinux1_x86_64.whl (21.0 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 21.0/21.0 MB 76.6 MB/s eta 0:00:00a 0:00:01 Collecting nvidia-cuda-runtime-cu11==11.7.99 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/36/92/89cf558b514125d2ebd8344dd2f0533404b416486ff681d5434a5832a019/nvidia_cuda_runtime_cu11-11.7.99-py3-none-manylinux1_x86_64.whl (849 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 849.3/849.3 kB 19.3 MB/s eta 0:00:00 Collecting nvidia-cuda-cupti-cu11==11.7.101 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/e6/9d/dd0cdcd800e642e3c82ee3b5987c751afd4f3fb9cc2752517f42c3bc6e49/nvidia_cuda_cupti_cu11-11.7.101-py3-none-manylinux1_x86_64.whl (11.8 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 11.8/11.8 MB 126.0 MB/s eta 0:00:00 Collecting nvidia-cudnn-cu11==8.5.0.96 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/dc/30/66d4347d6e864334da5bb1c7571305e501dcb11b9155971421bb7bb5315f/nvidia_cudnn_cu11-8.5.0.96-2-py3-none-manylinux1_x86_64.whl (557.1 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 557.1/557.1 MB 158.4 MB/s eta 0:00:0000:0100:01 Collecting nvidia-cublas-cu11==11.10.3.66 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/ce/41/fdeb62b5437996e841d83d7d2714ca75b886547ee8017ee2fe6ea409d983/nvidia_cublas_cu11-11.10.3.66-py3-none-manylinux1_x86_64.whl (317.1 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 317.1/317.1 MB 220.2 MB/s eta 0:00:0000:0100:01 Collecting nvidia-cufft-cu11==10.9.0.58 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/64/c8/133717b43182ba063803e983e7680a94826a9f4ff5734af0ca315803f1b3/nvidia_cufft_cu11-10.9.0.58-py3-none-manylinux2014_x86_64.whl (168.4 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 168.4/168.4 MB 222.6 MB/s eta 0:00:0000:0100:01 Collecting nvidia-curand-cu11==10.2.10.91 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/8f/11/af78d54b2420e64a4dd19e704f5bb69dcb5a6a3138b4465d6a48cdf59a21/nvidia_curand_cu11-10.2.10.91-py3-none-manylinux1_x86_64.whl (54.6 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 54.6/54.6 MB 198.0 MB/s eta 0:00:0000:01 Collecting nvidia-cusolver-cu11==11.4.0.1 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/3e/77/66149e3153b19312fb782ea367f3f950123b93916a45538b573fe373570a/nvidia_cusolver_cu11-11.4.0.1-2-py3-none-manylinux1_x86_64.whl (102.6 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 102.6/102.6 MB 173.0 MB/s eta 0:00:0000:0100:01 Collecting nvidia-cusparse-cu11==11.7.4.91 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/ea/6f/6d032cc1bb7db88a989ddce3f4968419a7edeafda362847f42f614b1f845/nvidia_cusparse_cu11-11.7.4.91-py3-none-manylinux1_x86_64.whl (173.2 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 173.2/173.2 MB 125.3 MB/s eta 0:00:0000:0100:01 Collecting nvidia-nccl-cu11==2.14.3 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/55/92/914cdb650b6a5d1478f83148597a25e90ea37d739bd563c5096b0e8a5f43/nvidia_nccl_cu11-2.14.3-py3-none-manylinux1_x86_64.whl (177.1 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 177.1/177.1 MB 216.1 MB/s eta 0:00:0000:0100:01 Collecting nvidia-nvtx-cu11==11.7.91 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/23/d5/09493ff0e64fd77523afbbb075108f27a13790479efe86b9ffb4587671b5/nvidia_nvtx_cu11-11.7.91-py3-none-manylinux1_x86_64.whl (98 kB) Collecting triton==2.0.0 (from torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/77/ac/28b74ec1177c730d0da8803eaff5e5025bd532bcf07cadb0fcf661abed97/triton-2.0.0-1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (63.3 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 63.3/63.3 MB 203.1 MB/s eta 0:00:0000:01 Requirement already satisfied: setuptools in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch==2.0.1) (75.1.0) Requirement already satisfied: wheel in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch==2.0.1) (0.44.0) Collecting cmake (from triton==2.0.0->torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/e0/a7/d7c3e87d1547af16810b8b1bbfc8ffaa1c83a26725b6c152ab979df65dc1/cmake-3.31.2-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (27.8 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 27.8/27.8 MB 162.1 MB/s eta 0:00:00 Collecting lit (from triton==2.0.0->torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/96/06/b36f150fa7c5bcc96a31a4d19a20fddbd1d965b6f02510b57a3bb8d4b930/lit-18.1.8-py3-none-any.whl (96 kB) Collecting MarkupSafe>=2.0 (from jinja2->torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/53/8f/f339c98a178f3c1e545622206b40986a4c3307fe39f70ccd3d9df9a9e425/MarkupSafe-3.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (20 kB) Collecting mpmath<1.4,>=1.1.0 (from sympy->torch==2.0.1) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl (536 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 536.2/536.2 kB 21.8 MB/s eta 0:00:00 Installing collected packages: mpmath, lit, sympy, nvidia-nvtx-cu11, nvidia-nccl-cu11, nvidia-cusparse-cu11, nvidia-curand-cu11, nvidia-cufft-cu11, nvidia-cuda-runtime-cu11, nvidia-cuda-nvrtc-cu11, nvidia-cuda-cupti-cu11, nvidia-cublas-cu11, networkx, MarkupSafe, filelock, cmake, nvidia-cusolver-cu11, nvidia-cudnn-cu11, jinja2, triton, torch Successfully installed MarkupSafe-3.0.2 cmake-3.31.2 filelock-3.16.1 jinja2-3.1.5 lit-18.1.8 mpmath-1.3.0 networkx-3.2.1 nvidia-cublas-cu11-11.10.3.66 nvidia-cuda-cupti-cu11-11.7.101 nvidia-cuda-nvrtc-cu11-11.7.99 nvidia-cuda-runtime-cu11-11.7.99 nvidia-cudnn-cu11-8.5.0.96 nvidia-cufft-cu11-10.9.0.58 nvidia-curand-cu11-10.2.10.91 nvidia-cusolver-cu11-11.4.0.1 nvidia-cusparse-cu11-11.7.4.91 nvidia-nccl-cu11-2.14.3 nvidia-nvtx-cu11-11.7.91 sympy-1.13.3 torch-2.0.1 triton-2.0.0 Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Collecting torchsde Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/dd/1f/b67ebd7e19ffe259f05d3cf4547326725c3113d640c277030be3e9998d6f/torchsde-0.2.6-py3-none-any.whl (61 kB) Collecting numpy>=1.19 (from torchsde) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/b9/14/78635daab4b07c0930c919d451b8bf8c164774e6a3413aed04a6d95758ce/numpy-2.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (19.5 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 19.5/19.5 MB 16.6 MB/s eta 0:00:0000:01 Collecting scipy>=1.5 (from torchsde) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/35/f5/d0ad1a96f80962ba65e2ce1de6a1e59edecd1f0a7b55990ed208848012e0/scipy-1.13.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (38.6 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 38.6/38.6 MB 102.5 MB/s eta 0:00:00a 0:00:01 Requirement already satisfied: torch>=1.6.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torchsde) (2.0.1) Collecting trampoline>=0.1.2 (from torchsde) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/73/54/d2805324fb746d8da86d3844bee4f55c0cfd6c136de61b713772d44c5bea/trampoline-0.1.2-py3-none-any.whl (5.2 kB) Requirement already satisfied: filelock in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (3.16.1) Requirement already satisfied: typing-extensions in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (4.12.2) Requirement already satisfied: sympy in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (1.13.3) Requirement already satisfied: networkx in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (3.2.1) Requirement already satisfied: jinja2 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (3.1.5) Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (11.7.99) Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (11.7.99) Requirement already satisfied: nvidia-cuda-cupti-cu11==11.7.101 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (11.7.101) Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (8.5.0.96) Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (11.10.3.66) Requirement already satisfied: nvidia-cufft-cu11==10.9.0.58 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (10.9.0.58) Requirement already satisfied: nvidia-curand-cu11==10.2.10.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (10.2.10.91) Requirement already satisfied: nvidia-cusolver-cu11==11.4.0.1 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (11.4.0.1) Requirement already satisfied: nvidia-cusparse-cu11==11.7.4.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (11.7.4.91) Requirement already satisfied: nvidia-nccl-cu11==2.14.3 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (2.14.3) Requirement already satisfied: nvidia-nvtx-cu11==11.7.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (11.7.91) Requirement already satisfied: triton==2.0.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch>=1.6.0->torchsde) (2.0.0) Requirement already satisfied: setuptools in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.6.0->torchsde) (75.1.0) Requirement already satisfied: wheel in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.6.0->torchsde) (0.44.0) Requirement already satisfied: cmake in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from triton==2.0.0->torch>=1.6.0->torchsde) (3.31.2) Requirement already satisfied: lit in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from triton==2.0.0->torch>=1.6.0->torchsde) (18.1.8) Requirement already satisfied: MarkupSafe>=2.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from jinja2->torch>=1.6.0->torchsde) (3.0.2) Requirement already satisfied: mpmath<1.4,>=1.1.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from sympy->torch>=1.6.0->torchsde) (1.3.0) Installing collected packages: trampoline, numpy, scipy, torchsde Successfully installed numpy-2.0.2 scipy-1.13.1 torchsde-0.2.6 trampoline-0.1.2 Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Collecting torchvision==0.15.2 Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/41/9e/8809e45a084680394e8d219fcf8a2c0eed2dddf1ec0a7968f4052826a6e9/torchvision-0.15.2-cp39-cp39-manylinux1_x86_64.whl (6.0 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.0/6.0 MB 93.6 MB/s eta 0:00:00 Requirement already satisfied: numpy in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torchvision==0.15.2) (2.0.2) Collecting requests (from torchvision==0.15.2) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/f9/9b/335f9764261e915ed497fcdeb11df5dfd6f7bf257d4a6a2a686d80da4d54/requests-2.32.3-py3-none-any.whl (64 kB) Requirement already satisfied: torch==2.0.1 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torchvision==0.15.2) (2.0.1) Collecting pillow!=8.3.*,>=5.3.0 (from torchvision==0.15.2) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/14/b1/c8f428bae932a27ce9c87e7b21aba8ea3e820aa11413c5a795868c37e039/pillow-11.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.3 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 4.3/4.3 MB 94.3 MB/s eta 0:00:00 Requirement already satisfied: filelock in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (3.16.1) Requirement already satisfied: typing-extensions in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (4.12.2) Requirement already satisfied: sympy in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (1.13.3) Requirement already satisfied: networkx in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (3.2.1) Requirement already satisfied: jinja2 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (3.1.5) Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (11.7.99) Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (11.7.99) Requirement already satisfied: nvidia-cuda-cupti-cu11==11.7.101 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (11.7.101) Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (8.5.0.96) Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (11.10.3.66) Requirement already satisfied: nvidia-cufft-cu11==10.9.0.58 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (10.9.0.58) Requirement already satisfied: nvidia-curand-cu11==10.2.10.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (10.2.10.91) Requirement already satisfied: nvidia-cusolver-cu11==11.4.0.1 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (11.4.0.1) Requirement already satisfied: nvidia-cusparse-cu11==11.7.4.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (11.7.4.91) Requirement already satisfied: nvidia-nccl-cu11==2.14.3 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (2.14.3) Requirement already satisfied: nvidia-nvtx-cu11==11.7.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (11.7.91) Requirement already satisfied: triton==2.0.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchvision==0.15.2) (2.0.0) Requirement already satisfied: setuptools in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch==2.0.1->torchvision==0.15.2) (75.1.0) Requirement already satisfied: wheel in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch==2.0.1->torchvision==0.15.2) (0.44.0) Requirement already satisfied: cmake in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from triton==2.0.0->torch==2.0.1->torchvision==0.15.2) (3.31.2) Requirement already satisfied: lit in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from triton==2.0.0->torch==2.0.1->torchvision==0.15.2) (18.1.8) Collecting charset-normalizer<4,>=2 (from requests->torchvision==0.15.2) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/28/89/60f51ad71f63aaaa7e51a2a2ad37919985a341a1d267070f212cdf6c2d22/charset_normalizer-3.4.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (144 kB) Collecting idna<4,>=2.5 (from requests->torchvision==0.15.2) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl (70 kB) Collecting urllib3<3,>=1.21.1 (from requests->torchvision==0.15.2) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/c8/19/4ec628951a74043532ca2cf5d97b7b14863931476d117c471e8e2b1eb39f/urllib3-2.3.0-py3-none-any.whl (128 kB) Collecting certifi>=2017.4.17 (from requests->torchvision==0.15.2) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/a5/32/8f6669fc4798494966bf446c8c4a162e0b5d893dff088afddf76414f70e1/certifi-2024.12.14-py3-none-any.whl (164 kB) Requirement already satisfied: MarkupSafe>=2.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from jinja2->torch==2.0.1->torchvision==0.15.2) (3.0.2) Requirement already satisfied: mpmath<1.4,>=1.1.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from sympy->torch==2.0.1->torchvision==0.15.2) (1.3.0) Installing collected packages: urllib3, pillow, idna, charset-normalizer, certifi, requests, torchvision Successfully installed certifi-2024.12.14 charset-normalizer-3.4.0 idna-3.10 pillow-11.0.0 requests-2.32.3 torchvision-0.15.2 urllib3-2.3.0 Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Collecting torchaudio==2.0.2 Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/eb/b0/b72708eca97014d756e4be2b92eca53e23a202028a24a5e0482adca8d6f7/torchaudio-2.0.2-cp39-cp39-manylinux1_x86_64.whl (4.4 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 4.4/4.4 MB 6.9 MB/s eta 0:00:00eta 0:00:01 Requirement already satisfied: torch==2.0.1 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torchaudio==2.0.2) (2.0.1) Requirement already satisfied: filelock in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (3.16.1) Requirement already satisfied: typing-extensions in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (4.12.2) Requirement already satisfied: sympy in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (1.13.3) Requirement already satisfied: networkx in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (3.2.1) Requirement already satisfied: jinja2 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (3.1.5) Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (11.7.99) Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (11.7.99) Requirement already satisfied: nvidia-cuda-cupti-cu11==11.7.101 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (11.7.101) Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (8.5.0.96) Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (11.10.3.66) Requirement already satisfied: nvidia-cufft-cu11==10.9.0.58 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (10.9.0.58) Requirement already satisfied: nvidia-curand-cu11==10.2.10.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (10.2.10.91) Requirement already satisfied: nvidia-cusolver-cu11==11.4.0.1 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (11.4.0.1) Requirement already satisfied: nvidia-cusparse-cu11==11.7.4.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (11.7.4.91) Requirement already satisfied: nvidia-nccl-cu11==2.14.3 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (2.14.3) Requirement already satisfied: nvidia-nvtx-cu11==11.7.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (11.7.91) Requirement already satisfied: triton==2.0.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch==2.0.1->torchaudio==2.0.2) (2.0.0) Requirement already satisfied: setuptools in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch==2.0.1->torchaudio==2.0.2) (75.1.0) Requirement already satisfied: wheel in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch==2.0.1->torchaudio==2.0.2) (0.44.0) Requirement already satisfied: cmake in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from triton==2.0.0->torch==2.0.1->torchaudio==2.0.2) (3.31.2) Requirement already satisfied: lit in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from triton==2.0.0->torch==2.0.1->torchaudio==2.0.2) (18.1.8) Requirement already satisfied: MarkupSafe>=2.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from jinja2->torch==2.0.1->torchaudio==2.0.2) (3.0.2) Requirement already satisfied: mpmath<1.4,>=1.1.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from sympy->torch==2.0.1->torchaudio==2.0.2) (1.3.0) Installing collected packages: torchaudio Successfully installed torchaudio-2.0.2 Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Collecting einops Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/44/5a/f0b9ad6c0a9017e62d4735daaeb11ba3b6c009d69a26141b258cd37b5588/einops-0.8.0-py3-none-any.whl (43 kB) Installing collected packages: einops Successfully installed einops-0.8.0 Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Collecting sentencepiece Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/5f/01/c95e42eb86282b2c79305d3e0b0ca5a743f85a61262bb7130999c70b9374/sentencepiece-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.3/1.3 MB 45.6 MB/s eta 0:00:00 Installing collected packages: sentencepiece Successfully installed sentencepiece-0.2.0 Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Collecting aiohttp Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/f7/5b/a27e8fe1a3b0e245ca80863eefd83fc00136752d27d2cf1afa0130a76f34/aiohttp-3.11.11-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.6 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.6/1.6 MB 23.8 MB/s eta 0:00:00 Collecting aiohappyeyeballs>=2.3.0 (from aiohttp) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/b9/74/fbb6559de3607b3300b9be3cc64e97548d55678e44623db17820dbd20002/aiohappyeyeballs-2.4.4-py3-none-any.whl (14 kB) Collecting aiosignal>=1.1.2 (from aiohttp) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/ec/6a/bc7e17a3e87a2985d3e8f4da4cd0f481060eb78fb08596c42be62c90a4d9/aiosignal-1.3.2-py2.py3-none-any.whl (7.6 kB) Collecting async-timeout<6.0,>=4.0 (from aiohttp) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/fe/ba/e2081de779ca30d473f21f5b30e0e737c438205440784c7dfc81efc2b029/async_timeout-5.0.1-py3-none-any.whl (6.2 kB) Collecting attrs>=17.3.0 (from aiohttp) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/89/aa/ab0f7891a01eeb2d2e338ae8fecbe57fcebea1a24dbb64d45801bfab481d/attrs-24.3.0-py3-none-any.whl (63 kB) Collecting frozenlist>=1.1.1 (from aiohttp) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/f6/33/9f152105227630246135188901373c4f322cc026565ca6215b063f4c82f4/frozenlist-1.5.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (242 kB) Collecting multidict<7.0,>=4.5 (from aiohttp) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/5e/41/0d0fb18c1ad574f807196f5f3d99164edf9de3e169a58c6dc2d6ed5742b9/multidict-6.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (124 kB) Collecting propcache>=0.2.0 (from aiohttp) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/69/c0/560e050aa6d31eeece3490d1174da508f05ab27536dfc8474af88b97160a/propcache-0.2.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (208 kB) Collecting yarl<2.0,>=1.17.0 (from aiohttp) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/a2/2a/167447ae39252ba624b98b8c13c0ba35994d40d9110e8a724c83dbbb5822/yarl-1.18.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (321 kB) Requirement already satisfied: typing-extensions>=4.1.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from multidict<7.0,>=4.5->aiohttp) (4.12.2) Requirement already satisfied: idna>=2.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from yarl<2.0,>=1.17.0->aiohttp) (3.10) Installing collected packages: propcache, multidict, frozenlist, attrs, async-timeout, aiohappyeyeballs, yarl, aiosignal, aiohttp Successfully installed aiohappyeyeballs-2.4.4 aiohttp-3.11.11 aiosignal-1.3.2 async-timeout-5.0.1 attrs-24.3.0 frozenlist-1.5.0 multidict-6.1.0 propcache-0.2.1 yarl-1.18.3 Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Requirement already satisfied: pyyaml in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (6.0.2) Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Requirement already satisfied: Pillow in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (11.0.0) Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Requirement already satisfied: scipy in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (1.13.1) Requirement already satisfied: numpy<2.3,>=1.22.4 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from scipy) (2.0.2) Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Requirement already satisfied: tqdm in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (4.67.1) Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Requirement already satisfied: psutil in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (6.1.1) Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Collecting spandrel Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/5b/ad/e27e971a75deaaac7817e022174f88fae4db203216ac59c1ace99f3e56eb/spandrel-0.4.0-py3-none-any.whl (297 kB) Requirement already satisfied: torch in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from spandrel) (2.0.1) Requirement already satisfied: torchvision in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from spandrel) (0.15.2) Requirement already satisfied: safetensors in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from spandrel) (0.4.5) Requirement already satisfied: numpy in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from spandrel) (2.0.2) Requirement already satisfied: einops in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from spandrel) (0.8.0) Requirement already satisfied: typing-extensions in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from spandrel) (4.12.2) Requirement already satisfied: filelock in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (3.16.1) Requirement already satisfied: sympy in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (1.13.3) Requirement already satisfied: networkx in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (3.2.1) Requirement already satisfied: jinja2 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (3.1.5) Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (11.7.99) Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (11.7.99) Requirement already satisfied: nvidia-cuda-cupti-cu11==11.7.101 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (11.7.101) Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (8.5.0.96) Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (11.10.3.66) Requirement already satisfied: nvidia-cufft-cu11==10.9.0.58 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (10.9.0.58) Requirement already satisfied: nvidia-curand-cu11==10.2.10.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (10.2.10.91) Requirement already satisfied: nvidia-cusolver-cu11==11.4.0.1 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (11.4.0.1) Requirement already satisfied: nvidia-cusparse-cu11==11.7.4.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (11.7.4.91) Requirement already satisfied: nvidia-nccl-cu11==2.14.3 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (2.14.3) Requirement already satisfied: nvidia-nvtx-cu11==11.7.91 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (11.7.91) Requirement already satisfied: triton==2.0.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torch->spandrel) (2.0.0) Requirement already satisfied: setuptools in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch->spandrel) (75.1.0) Requirement already satisfied: wheel in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch->spandrel) (0.44.0) Requirement already satisfied: cmake in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from triton==2.0.0->torch->spandrel) (3.31.2) Requirement already satisfied: lit in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from triton==2.0.0->torch->spandrel) (18.1.8) Requirement already satisfied: requests in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torchvision->spandrel) (2.32.3) Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from torchvision->spandrel) (11.0.0) Requirement already satisfied: MarkupSafe>=2.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from jinja2->torch->spandrel) (3.0.2) Requirement already satisfied: charset-normalizer<4,>=2 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from requests->torchvision->spandrel) (3.4.0) Requirement already satisfied: idna<4,>=2.5 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from requests->torchvision->spandrel) (3.10) Requirement already satisfied: urllib3<3,>=1.21.1 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from requests->torchvision->spandrel) (2.3.0) Requirement already satisfied: certifi>=2017.4.17 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from requests->torchvision->spandrel) (2024.12.14) Requirement already satisfied: mpmath<1.4,>=1.1.0 in /home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages (from sympy->torch->spandrel) (1.3.0) Installing collected packages: spandrel Successfully installed spandrel-0.4.0 Looking in indexes: http://repo.myhuaweicloud.com/repository/pypi/simple Collecting soundfile Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/ad/bd/0602167a213d9184fc688b1086dc6d374b7ae8c33eccf169f9b50ce6568c/soundfile-0.12.1-py2.py3-none-manylinux_2_17_x86_64.whl (1.3 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.3/1.3 MB 20.9 MB/s eta 0:00:00 Collecting cffi>=1.0 (from soundfile) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/bd/62/a1f468e5708a70b1d86ead5bab5520861d9c7eacce4a885ded9faa7729c3/cffi-1.17.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (445 kB) Collecting pycparser (from cffi>=1.0->soundfile) Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/13/a3/a812df4e2dd5696d1f351d58b8fe16a405b234ad2886a0dab9183fb78109/pycparser-2.22-py3-none-any.whl (117 kB) Installing collected packages: pycparser, cffi, soundfile Successfully installed cffi-1.17.1 pycparser-2.22 soundfile-0.12.1
2. 在ComfyUI中使用工作流完成人像风格转换
2.1 启动ComfyUI
运行下面cell中的代码,服务启动后即看到"To see the GUI go to: 127.0.0.1:8188"后,在界面左上方点击"+"号新建一个terminal。
在terminal中输入:
cd ma_share/Untitled/
./cpolar http 8188
使用cpolar将ComfyUI服务公开到公网中,点击生成的https链接即可访问。
%cd ComfyUI
!python main.py
/home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages/IPython/core/magics/osm.py:417: UserWarning: using dhist requires you to install the `pickleshare` library. self.shell.db['dhist'] = compress_dhist(dhist)[-100:]
/home/ma-user/work/ComfyUI [START] Security scan [DONE] Security scan ## ComfyUI-Manager: installing dependencies done. ** ComfyUI startup time: 2024-12-24 17:06:19.930774 ** Platform: Linux ** Python version: 3.9.15 (main, Nov 24 2022, 14:31:59) [GCC 11.2.0] ** Python executable: /home/ma-user/anaconda3/envs/python-3.9.15/bin/python ** ComfyUI Path: /home/ma-user/work/ComfyUI ** Log path: /home/ma-user/work/ComfyUI/comfyui.log Prestartup times for custom nodes: 0.0 seconds: /home/ma-user/work/ComfyUI/custom_nodes/ComfyUI-Easy-Use 1.6 seconds: /home/ma-user/work/ComfyUI/custom_nodes/ComfyUI-Manager Total VRAM 16281 MB, total RAM 63891 MB pytorch version: 2.0.1+cu117 Set vram state to: NORMAL_VRAM Device: cuda:0 Tesla P100-PCIE-16GB : cudaMallocAsync Using pytorch cross attention [Prompt Server] web root: /home/ma-user/work/ComfyUI/web [comfyui_controlnet_aux] | INFO -> Using ckpts path: /home/ma-user/work/ComfyUI/custom_nodes/comfyui_controlnet_aux/ckpts [comfyui_controlnet_aux] | INFO -> Using symlinks: False [comfyui_controlnet_aux] | INFO -> Using ort providers: ['CUDAExecutionProvider', 'DirectMLExecutionProvider', 'OpenVINOExecutionProvider', 'ROCMExecutionProvider', 'CPUExecutionProvider', 'CoreMLExecutionProvider'] /home/ma-user/work/ComfyUI/custom_nodes/comfyui_controlnet_aux/node_wrappers/dwpose.py:26: UserWarning: DWPose: Onnxruntime not found or doesn't come with acceleration providers, switch to OpenCV with CPU device. DWPose might run very slowly warnings.warn("DWPose: Onnxruntime not found or doesn't come with acceleration providers, switch to OpenCV with CPU device. DWPose might run very slowly") Traceback (most recent call last): File "/home/ma-user/work/ComfyUI/nodes.py", line 2072, in load_custom_node module_spec.loader.exec_module(module) File "<frozen importlib._bootstrap_external>", line 850, in exec_module File "<frozen importlib._bootstrap>", line 228, in _call_with_frames_removed File "/home/ma-user/work/ComfyUI/custom_nodes/ComfyUI-Easy-Use/__init__.py", line 21, in <module> imported_module = importlib.import_module(".py.{}".format(module_name), __name__) File "/home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/importlib/__init__.py", line 127, in import_module return _bootstrap._gcd_import(name[level:], package, level) File "<frozen importlib._bootstrap>", line 1030, in _gcd_import File "<frozen importlib._bootstrap>", line 1007, in _find_and_load File "<frozen importlib._bootstrap>", line 986, in _find_and_load_unlocked File "<frozen importlib._bootstrap>", line 680, in _load_unlocked File "<frozen importlib._bootstrap_external>", line 850, in exec_module File "<frozen importlib._bootstrap>", line 228, in _call_with_frames_removed File "/home/ma-user/work/ComfyUI/custom_nodes/ComfyUI-Easy-Use/py/easyNodes.py", line 17, in <module> from .layer_diffuse import LayerDiffuse, LayerMethod File "/home/ma-user/work/ComfyUI/custom_nodes/ComfyUI-Easy-Use/py/layer_diffuse/__init__.py", line 12, in <module> from .model import ModelPatcher, TransparentVAEDecoder, calculate_weight_adjust_channel File "/home/ma-user/work/ComfyUI/custom_nodes/ComfyUI-Easy-Use/py/layer_diffuse/model.py", line 17, in <module> from diffusers.models.modeling_utils import ModelMixin File "/home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages/diffusers/models/modeling_utils.py", line 35, in <module> from ..quantizers import DiffusersAutoQuantizer, DiffusersQuantizer File "/home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages/diffusers/quantizers/__init__.py", line 15, in <module> from .auto import DiffusersAutoQuantizer File "/home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages/diffusers/quantizers/auto.py", line 31, in <module> from .torchao import TorchAoHfQuantizer File "/home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages/diffusers/quantizers/torchao/__init__.py", line 15, in <module> from .torchao_quantizer import TorchAoHfQuantizer File "/home/ma-user/anaconda3/envs/python-3.9.15/lib/python3.9/site-packages/diffusers/quantizers/torchao/torchao_quantizer.py", line 43, in <module> torch.float8_e4m3fn, AttributeError: module 'torch' has no attribute 'float8_e4m3fn' Cannot import /home/ma-user/work/ComfyUI/custom_nodes/ComfyUI-Easy-Use module for custom nodes: module 'torch' has no attribute 'float8_e4m3fn' ### Loading: ComfyUI-Manager (V2.55.5) ### ComfyUI Revision: UNKNOWN (The currently installed ComfyUI is not a Git repository) Import times for custom nodes: 0.0 seconds: /home/ma-user/work/ComfyUI/custom_nodes/websocket_image_save.py 0.0 seconds: /home/ma-user/work/ComfyUI/custom_nodes/sdxl_prompt_styler 0.0 seconds: /home/ma-user/work/ComfyUI/custom_nodes/stability-ComfyUI-nodes 0.1 seconds: /home/ma-user/work/ComfyUI/custom_nodes/ComfyUI-Manager 0.2 seconds (IMPORT FAILED): /home/ma-user/work/ComfyUI/custom_nodes/ComfyUI-Easy-Use 0.5 seconds: /home/ma-user/work/ComfyUI/custom_nodes/comfyui_controlnet_aux Starting server To see the GUI go to: http://127.0.0.1:8188 [ComfyUI-Manager] default cache updated: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/model-list.json [ComfyUI-Manager] default cache updated: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/github-stats.json [ComfyUI-Manager] default cache updated: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/custom-node-list.json [ComfyUI-Manager] default cache updated: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/extension-node-map.json [ComfyUI-Manager] default cache updated: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/alter-list.json FETCH DATA from: /home/ma-user/work/ComfyUI/custom_nodes/ComfyUI-Manager/extension-node-map.json [DONE] got prompt model weight dtype torch.float16, manual cast: torch.float32 model_type EPS Using pytorch attention in VAE Using pytorch attention in VAE Requested to load SDXLClipModel loaded completely 9.5367431640625e+25 1560.802734375 True Requested to load SDXLClipModel loaded completely 9.5367431640625e+25 1560.802734375 True Requested to load ControlNet Requested to load SDXL loaded completely 9.5367431640625e+25 2386.120147705078 True loaded completely 9.5367431640625e+25 4897.0483474731445 True 100%|███████████████████████████████████████████| 30/30 [03:48<00:00, 7.60s/it] Requested to load AutoencoderKL 0 models unloaded. loaded completely 9.5367431640625e+25 319.11416244506836 True Prompt executed in 246.80 seconds ^C Stopped server
2.2 使用ComfyUI
点击左侧文件列表加载工作流,选择"animate-style-lora.json"即可加载人像日漫风格转换工作流,点击下方的"执行"按钮即可开启转换。用户也可以自行配置各节点的数值,输入图像需放置在ComfyUI/input目录中。
输出图像会放置在ComfyUI/output目录中。
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