From 4dc9fc2803703bdecba4eb857fe8da2aa6029fd9 Mon Sep 17 00:00:00 2001 From: JiehangXie Date: Tue, 30 Jan 2024 20:46:07 +0800 Subject: [PATCH 01/16] add photomaker model --- ppdiffusers/examples/PhotoMaker/README.md | 136 ++++++ .../PhotoMaker/examples/lenna_woman/lenna.jpg | Bin 0 -> 39682 bytes .../examples/newton_man/newton_0.jpg | Bin 0 -> 318012 bytes .../examples/newton_man/newton_1.jpg | Bin 0 -> 54137 bytes .../examples/newton_man/newton_2.png | Bin 0 -> 1484715 bytes .../examples/newton_man/newton_3.jpg | Bin 0 -> 26276 bytes .../scarletthead_woman/scarlett_0.jpg | Bin 0 -> 89644 bytes .../scarletthead_woman/scarlett_1.jpg | Bin 0 -> 26938 bytes .../scarletthead_woman/scarlett_2.jpg | Bin 0 -> 74279 bytes .../scarletthead_woman/scarlett_3.jpg | Bin 0 -> 109149 bytes .../examples/yangmi_woman/yangmi_1.jpg | Bin 0 -> 55243 bytes .../examples/yangmi_woman/yangmi_2.jpeg | Bin 0 -> 69111 bytes .../examples/yangmi_woman/yangmi_3.jpg | Bin 0 -> 55639 bytes 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create mode 100644 ppdiffusers/examples/PhotoMaker/examples/newton_man/newton_3.jpg create mode 100644 ppdiffusers/examples/PhotoMaker/examples/scarletthead_woman/scarlett_0.jpg create mode 100644 ppdiffusers/examples/PhotoMaker/examples/scarletthead_woman/scarlett_1.jpg create mode 100644 ppdiffusers/examples/PhotoMaker/examples/scarletthead_woman/scarlett_2.jpg create mode 100644 ppdiffusers/examples/PhotoMaker/examples/scarletthead_woman/scarlett_3.jpg create mode 100644 ppdiffusers/examples/PhotoMaker/examples/yangmi_woman/yangmi_1.jpg create mode 100644 ppdiffusers/examples/PhotoMaker/examples/yangmi_woman/yangmi_2.jpeg create mode 100644 ppdiffusers/examples/PhotoMaker/examples/yangmi_woman/yangmi_3.jpg create mode 100644 ppdiffusers/examples/PhotoMaker/examples/yangmi_woman/yangmi_4.jpg create mode 100644 ppdiffusers/examples/PhotoMaker/examples/yangmi_woman/yangmi_5.jpg create mode 100644 ppdiffusers/examples/PhotoMaker/examples/yangmi_woman/yangmi_6.jpg create mode 100644 ppdiffusers/examples/PhotoMaker/gradio_demo/app.py create mode 100644 ppdiffusers/examples/PhotoMaker/gradio_demo/style_template.py create mode 100644 ppdiffusers/examples/PhotoMaker/photomaker/__init__.py create mode 100644 ppdiffusers/examples/PhotoMaker/photomaker/model.py create mode 100644 ppdiffusers/examples/PhotoMaker/photomaker/pipeline.py create mode 100644 ppdiffusers/examples/PhotoMaker/predict.py create mode 100644 ppdiffusers/examples/PhotoMaker/requirements.txt diff --git a/ppdiffusers/examples/PhotoMaker/README.md b/ppdiffusers/examples/PhotoMaker/README.md new file mode 100644 index 000000000..7c9af95a4 --- /dev/null +++ b/ppdiffusers/examples/PhotoMaker/README.md @@ -0,0 +1,136 @@ +# **PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding** + +## 1. 模型简介 + +[PhotoMaker](https://huggingface.co/papers/2312.04461) 是腾讯ARC实验室、南开大学和东京大学推出的一款创新的AI人物生成和照片风格化的开源模型,它具备快速生成人物照片和艺术画像的功能。该模型的核心技术是堆叠ID嵌入(Stacked ID Embedding),这一技术能够将多张照片的信息融合到一个统一的数据结构中。通过保留单一ID的特征并整合不同ID的特征,为用户提供更为丰富和多样的创作选择。PhotoMaker可以定制多种风格的人物照片、改变人物的年龄和性别,以及整合不同人物的特征来创造全新的人物形象。 + +![](https://camo.githubusercontent.com/c004ae7f537e0fc3a13da99577b79a4f3e354412d1af5c07ee54d51961f9e572/68747470733a2f2f63646e2d75706c6f6164732e68756767696e67666163652e636f2f70726f64756374696f6e2f75706c6f6164732f3632383561393133336162363634323137393135383934342f4259425a4e79666d4e346a424b427878743475787a2e6a706567) + +注:该图引自 [TencentARC/PhotoMaker](https://github.com/TencentARC/PhotoMaker) + +## 2. 环境准备 + +PhotoMaker 要求以下环境和依赖项: + +- Python >= 3.8 + +- CUDA >= 11.2 + +- PaddlePaddle-gpu >= 2.6.0 + +- PaddleNLP >= 2.7.2 + +- PPDiffusers >= 0.24.0 + +- aistudio_sdk == 0.1.5 + +- Gradio >= 4.0.0 (运行可视化界面需要安装) + +通过 `git clone` 命令拉取 PaddleMIX 源码,并安装必要的依赖库。请确保你的 PaddlePaddle 框架版本在 2.6.0 之后,PaddlePaddle 框架安装可参考 [飞桨官网-安装](https://www.paddlepaddle.org.cn/install/quick?docurl=/documentation/docs/zh/install/pip/linux-pip.html)。 + +```bash +# 克隆 PaddleMIX 仓库 +git clone https://github.com/PaddlePaddle/PaddleMIX + +# 安装PaddleNLP和PPDiffusers +pip install https://paddlenlp.bj.bcebos.com/models/community/junnyu/wheels/ppdiffusers-0.24.0-py3-none-any.whl +pip install paddlenlp==2.7.2 + +# 如果运行可视化界面,则需要安装gradio +pip install gradio==4.0.0 + +# 进入项目主目录 +cd /PaddleMIX/ppdiffusers/examples/PhotoMaker/ +``` + +## 3. 硬件要求 + +本项目需要在GPU硬件平台上运行,需要显存 ≥12GB(推荐16GB及以上),如果本地机器不符合要求,建议前往 [AI Studio](https://aistudio.baidu.com/index) 运行。 + +## 4. 下载模型 + +```python +from aistudio_sdk.hub import download + +photomaker_ckpt = download(repo_id="168825/PhotoMaker", filename="photomaker-v1.pdparams") +``` + +## 5. 模型推理 + +- 加载模型 + +```python +import os +# ignore warning +os.environ["GLOG_minloglevel"] = "2" + +import paddle +from ppdiffusers.utils import load_image +from ppdiffusers import EulerDiscreteScheduler +from photomaker import PhotoMakerStableDiffusionXLPipeline + +base_model_path = 'SG161222/RealVisXL_V3.0' +photomaker_path = photomaker_ckpt["path"] +photomaker_model = paddle.load(photomaker_path) + +### Load base model +pipe = PhotoMakerStableDiffusionXLPipeline.from_pretrained( + base_model_path, # can change to any base model based on SDXL + paddle_dtype=paddle.float16, + use_safetensors=True, + variant="fp16", + low_cpu_mem_usage=True +) + +### Load PhotoMaker checkpoint +pipe.load_photomaker_adapter( + photomaker_model, + subfolder="", + weight_name=os.path.basename(photomaker_path), + trigger_word="img" # define the trigger word +) + +pipe.scheduler = EulerDiscreteScheduler.from_config(pipe.scheduler.config) + +pipe.fuse_lora() +``` + +- 输入特征ID图片 + +```python +### define the input ID images +input_folder_name = './examples/newton_man' +image_basename_list = os.listdir(input_folder_name) +image_path_list = sorted([os.path.join(input_folder_name, basename) for basename in image_basename_list]) + +input_id_images = [] +for image_path in image_path_list: + input_id_images.append(load_image(image_path)) +``` + +![](https://ai-studio-static-online.cdn.bcebos.com/2e47931848b94121bf5edb02794a3b9a82c75a29c7444e329a7b455763eb3a31) + +- 生成新图像 + +```python +# Note that the trigger word `img` must follow the class word for personalization +prompt = "a photo of a man,golden dragon,new year,red style,festive background img, pixar-style, studio anime, Disney, high-quality" +negative_prompt = "(asymmetry, worst quality, low quality, illustration, 3d, 2d, painting, cartoons, sketch), open mouth, grayscale" +generator = paddle.Generator().manual_seed(5959596333) +gen_images = pipe( + prompt=prompt, + input_id_images=input_id_images, + negative_prompt=negative_prompt, + num_images_per_prompt=1, + num_inference_steps=50, + start_merge_step=10, + generator=generator, +).images[0] +gen_images.save('out_photomaker.png') +``` + +![](https://ai-studio-static-online.cdn.bcebos.com/7530d54f2b654963b7526ff448f182935e1c527ffb724502bce9f467f88d3b9c) + +## 参考资料 + +- [GitHub - TencentARC/PhotoMaker: PhotoMaker](https://github.com/TencentARC/PhotoMaker) diff --git a/ppdiffusers/examples/PhotoMaker/examples/lenna_woman/lenna.jpg b/ppdiffusers/examples/PhotoMaker/examples/lenna_woman/lenna.jpg new file mode 100644 index 0000000000000000000000000000000000000000..ca3ef19b5e0f5fa63494eecbcc7e2d98337ef7bd GIT binary patch literal 39682 zcmbTdXH*ki_&pkmQbamR2}OE;2~9!=rAiG|nh4Sb384n*QbY*7LjWlubfgO?NC}7( zLzP|vp(7EuQ%4g(L<9g3-5!8{ z^MEG+^1FA*?%p9MBO{}rAg82ayiaxS9u*5c0}UfPD<=m#D-g)VD=xsrEy@D~3O*JR zl>kXgOLGc$D<8jrppdY%jO=4M zu>6y!8k$<#I=UvNX66=_&#fF^IXSzyy1B!A{rm$0gWyr`qGMv?-p8k=rDtSjW#{C6 zEGaE3M^&IJKQ%Trx3spkfBx3n*FS(69Qux(n4FrPnf*1ly0(tn*u-yb?;IVUoD%+= z{XM_77TQyYy#OG zjOr=H4LuY*Qjp(F4n99AAMi@A@*VvTwEu@fStZm41I#3;|XNuM^0==%8{uj?m`}3}sv&+|@TuJJj8<%#tD3c%3^?P>?Ew^mdin8mtm-bJZ1)07L> z%Xup)xqtJ9V_!O8qw1mCkh^SI^YQPgwXmh^L8BhB#zNpL^fT&a=Jns~=w2X$w)u|u zeTr@s-TU`uz(t};n$$W#O1rPI()}wwLW}Tq##nom8EGsm!N^dRT1ad0&)sZGZ!WsO zM%wsX=K$J8!GR#@N0t_Nfo181-)e-iJ&^u@k6R0GEPi9G>=9S}h4HBTgz9ep{m7>s 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