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English | 简体中文

Features | Quick Start |

PaddleMIX application example is developed based on paddlemix, ppdiffusers, and Paddlenlp，which is simple and easy to use and powerful. Aggregating industry high-quality pre trained models and providing out of the box development experience, covering cross modal and multi scenario model library matching, can meet the needs of developers flexible customization .

Quick Start

Please confirm if it has been installed first PaddleMIX and ppdiffusers

1.requirements

pip install -r paddlemix/appflow/requirements.txt

2.Appflow

PaddleMIX provides Appflow without training, and can directly input data to output results:

>>> python
>>> from paddlemix.appflow import Appflow
>>> from ppdiffusers.utils import load_image

>>> task = Appflow(app="openset_det_sam",
                   models=["GroundingDino/groundingdino-swint-ogc","Sam/SamVitH-1024"],
                   static_mode=False) #如果开启静态图推理，设置为True,默认动态图
>>> url = "https://paddlenlp.bj.bcebos.com/models/community/CompVis/stable-diffusion-v1-4/overture-creations.png"
>>> image_pil = load_image(url)
>>> result = task(image=image_pil,prompt="dog")

Parameter Description

parameter required meaning
--app Yes app name
--models Yes model list,can be a single model or multiple combinations
--static_mode Option static graph inference, default : False
--precision Option when static_mode == True used，default: fp32, option trt_fp32、trt_fp16

Features

Out-of-Box Toolset

Multi Modal And Scenario

Out-of-Box Toolset

Appflow provides a rich set of out of the box tools that cover cross modal and multi scenario applications, providing industry level effects and ultimate reasoning performance. appflow

Multi Modal And Scenario

name models static mode
视觉语言对话（Vision-Language-Chat） qwen-vl-chat-7b 🚧
开放世界检测分割（Openset-Det-Sam） grounded sam ✅
自动标注（AutoLabel） blip2 grounded sam ✅
检测框引导的图像编辑（Det-Guided-Inpainting） chatglm-6b stable-diffusion-2-inpainting grounded sam ✅
文图生成（Text-to-Image Generation） runwayml/stable-diffusion-v1-5 fastdeploy
文本引导的图像放大（Text-Guided Image Upscaling） ldm-super-resolution-4x-openimages ❌
文本引导的图像编辑（Text-Guided Image Inpainting） stable-diffusion-2-inpainting fastdeploy
文本引导的图像变换（Image-to-Image Text-Guided Generation） stable-diffusion-v1-5 fastdeploy
文本条件的视频生成（Text-to-Video Generation） text-to-video-ms-1.7b ❌

More applications under continuous development......

  • ✅: Supported
  • 🚧: In Progress
  • ❌: Not Supported