Quickstart
构建镜像
docker build -t diffusers:v0.1 .
模型下载
模型地址:https://modelscope.cn/models/AI-ModelScope/stable-diffusion-v1-5
并放到目录:/mnt/contest_ceph/zhanghao/models/stable-diffusion-v1-5(如更改目录,请修改后面的执行脚本中的模型路径)
测试程序
- 准备输入数据集,可以参考示例
dataset.json - 在docker镜像里运行测试程序,会根据
dataset.json内容,在output目录下生成图片文件。
./run_in_docker.sh
测试结果对比(A100 vs 昇腾910B)
数据集
数据集如下:
[
"A futuristic city skyline at sunset, with flying cars and neon lights, in cyberpunk style",
"A traditional Chinese courtyard covered in snow, with red lanterns glowing warmly",
"A portrait of a young woman in Renaissance style, oil painting with dramatic lighting",
"A cute baby panda playing with bamboo in a watercolor illustration style",
"A majestic dragon flying over mountains, depicted in traditional ink wash painting",
"A cozy reading corner with bookshelves, a cat on the sofa, and sunlight streaming through the window",
"A knight in silver armor riding a horse, fantasy concept art with epic background",
"A bowl of ramen with detailed toppings, hyper-realistic food photography style",
"An astronaut floating in space, reflected in the helmet visor is planet Earth",
"A serene lake surrounded by autumn trees, painted in impressionist style"
]
测试结果
| 模型 | A100 平均生成时间(秒) | 昇腾910B 平均生成时间(秒) |
|---|---|---|
| AI-ModelScope/stable-diffusion-v1-5 | 1.6208 | 7.2901 |
| zhanghaohit/karlo-v1-alpha | 3.1624 | 5.2920 |
| AI-ModelScope/stable-diffusion-3.5-medium | 5.0231 | 8.9607 |
| stabilityai/stable-diffusion-3-medium-diffusers | 3.7976 | 23.5929 |
Description
Languages
Python
90.1%
Shell
8.1%
Dockerfile
1.8%