From cda0dff372ad14663c7f935ad3d751996852e637 Mon Sep 17 00:00:00 2001 From: Kahsolt Date: Fri, 20 Jan 2023 18:21:38 +0800 Subject: [PATCH] add optional external post-processing toolchain, add brief chinese readme --- .gitignore | 9 +++++ README.md | 68 +++++++++++++++++++++++++------ README.zh_CN.md | 91 ++++++++++++++++++++++++++++++++++++++++++ img/i2i-f-ddim-pp.gif | Bin 0 -> 9944901 bytes postprocess.cmd | 82 +++++++++++++++++++++++++++++++++++++ tools/busybox.exe | Bin 0 -> 621056 bytes tools/install.cmd | 84 ++++++++++++++++++++++++++++++++++++++ tools/link.cmd | 18 +++++++++ 8 files changed, 340 insertions(+), 12 deletions(-) create mode 100644 .gitignore create mode 100644 README.zh_CN.md create mode 100644 img/i2i-f-ddim-pp.gif create mode 100644 postprocess.cmd create mode 100644 tools/busybox.exe create mode 100644 tools/install.cmd create mode 100644 tools/link.cmd diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..36c0f27 --- /dev/null +++ b/.gitignore @@ -0,0 +1,9 @@ +# meta +.vscode/ +__pycache__/ + +# third party tools +tools/* +!tools/README.md +!tools/*.cmd +!tools/busybox.exe diff --git a/README.md b/README.md index 1125033..ddf64a5 100644 --- a/README.md +++ b/README.md @@ -34,6 +34,7 @@ Try interpolating on the hidden vectors of conditioning prompt to make seemingly ⚪ Features +- 2023/01/20: `v2.0` add optional external [post-processing pipeline](#post-processing-pipeline) to highly boost up smoothness, greate thx to [Real-ESRGAN](https://github.com/xinntao/Real-ESRGAN) and [RIFE](https://github.com/nihui/rife-ncnn-vulkan)!! - 2023/01/16: `v1.5` add upscale options (issue #12); add 'embryo' genesis, reproducing idea of [stable-diffusion-animation](https://replicate.com/andreasjansson/stable-diffusion-animation) except [FILM](https://github.com/google-research/frame-interpolation) support (issue #11) - 2023/01/12: `v1.4` remove 'replace' & 'grad' mode support, due to webui's code change - 2022/12/11: `v1.3` work in a more 'successive' way, idea borrowed from [deforum](https://github.com/deforum-art/deforum-for-automatic1111-webui) ('genesis' option) @@ -58,6 +59,7 @@ Try interpolating on the hidden vectors of conditioning prompt to make seemingly - freeze all other settings (`steps`, `sampler`, `cfg factor`, `seed`, etc.) - note that only the major `seed` will be forcely fixed through all processes, you can still set `subseed = -1` to allow more variances - export a video! + - follow [post-processing pipeline](#post-processing-pipeline) to get much better result 👌 ⚪ Txt2Img @@ -73,13 +75,18 @@ Try interpolating on the hidden vectors of conditioning prompt to make seemingly | Eular a | ![i2i-f-euler_a](img/i2i-f-euler_a.gif) | ![i2i-s-euler_a](img/i2i-s-euler_a.gif) | ![i2i-e-euler_a](img/i2i-e-euler_a.gif) | | DDIM | ![i2i-f-ddim](img/i2i-f-ddim.gif) | ![i2i-s-ddim](img/i2i-s-ddim.gif) | ![i2i-e-ddim](img/i2i-e-ddim.gif) | -Reference image for img2img: +post-processing pipeline (case `i2i-f-ddim`): -![i2i-ref](img/i2i-ref.png) +| w/o. post-processing | w/. post-processing | +| :-: | :-: | +| ![i2i-f-ddim](img/i2i-f-ddim.gif) | ![i2i-f-ddim-pp](img/i2i-f-ddim-pp.gif) | -Embryo image decoded (case `i2i-e-euler_a` with `embryo_step=8`): +other stuff: + +| reference image for img2img | embryo image decoded
case `i2i-e-euler_a` with `embryo_step=8` | +| :-: | :-: | +| ![i2i-ref](img/i2i-ref.png) | ![embryo](img/embryo.png) | -![embryo](img/embryo.png) Example above run configure: @@ -106,7 +113,7 @@ Hypernet: (this is my secret :) - prompt: (list of strings) - negative prompt: (list of strings) - input multiple lines of prompt text - - we call each line of prompt a stage, usually you need at least 2 lines of text to starts travel (unless in 'grad' mode) + - we call each line of prompt a stage, usually you need at least 2 lines of text to starts travel - if len(positive_prompts) != len(negative_prompts), the shorter one's last item will be repeated to match the longer one - steps: (int, list of int) - number of images to interpolate between two stages @@ -116,8 +123,8 @@ Hypernet: (this is my secret :) - `fixed`: starts from pure noise in txt2img pipeline, or from the same ref-image given in img2img pipeline - `successive`: starts from the last generated image (this will force txt2img turn to actually be img2img from the 2nd frame on) - `embryo`: starts from the same half-denoised image, see [=> How does it work?](https://replicate.com/andreasjansson/stable-diffusion-animation#readme) - - (experimental): it only processes 2 lines of prompts, and does not interpolate on negative_prompt, and with no FILM postprocessing :( -- genesis_extra_params: + - (experimental) it only processes 2 lines of prompts, and does not interpolate on negative_prompt :( +- genesis_extra_params - denoise_strength: (float), denoise strength in img2img pipelines (for `successive`) - embryo_step: (int or float), steps to hatch the common embryo (for `embryo`) - if >= 1, taken as step cout @@ -143,6 +150,38 @@ Manual install: 2. (Optional) Restart the webui +### Post-processing pipeline + +There are still two steps away from a really smooth and high resolution animation, namely image **super-resolution** & video **frame interpolation** (see `third-party tools` below). +⚠ Media data processing is intrinsic resource-exhausting, and it's also not webui's work or duty, hence we separated it out. 😃 + +#### setup once + +⚪ auto install + +- run `tools/install.cmd` +- if you got any errors like `Access denied.`, try run it again until you see `Done!` without errors 😂 +- you will have three components: [Real-ESRGAN](https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan), [RIFE](https://github.com/nihui/rife-ncnn-vulkan) and [FFmpeg](https://ffmpeg.org/) installed under the [tools](tools) folder + +⚪ manually install + +- understand the `tools` folder layout => [tools/README.txt](tools/README.txt) + - if you indeed wanna put the tools elsewhere, modify paths in [tools/link.cmd](tools/link.cmd) and run `tools/link.cmd` 😉 +- download [Real-ESRGAN](https://github.com/xinntao/Real-ESRGAN/releases) (e.g.: `realesrgan-ncnn-vulkan-20220424-windows.zip`) + - (optional) download interesting seperated model checkpoints (e.g.: `realesr-animevideov3.pth`) +- download [rife-ncnn-vulkan](https://github.com/nihui/rife-ncnn-vulkan/releases) bundle (e.g.: `rife-ncnn-vulkan-20221029-windows.zip `) +- download [FFmpeg](https://ffmpeg.org/download.html) binary (e.g.: `ffmpeg-release-full-shared.7z` or `ffmpeg-git-full.7z`) + +#### run each time + +- check params in [postprocess.cmd](postprocess.cmd) +- pick one way to start 😃 + - run `postprocess.cmd path/to/` from command line + - drag & drop any image folder over `postprocess.cmd` icon + +ℹ Once processing finished, the explorer will be auto lauched to locate the generated file named with `synth.mp4` + + ### Related Projects ⚪ extensions that inspired this repo @@ -155,18 +194,23 @@ Manual install: - deforum (img2img + depth model): [https://github.com/deforum-art/deforum-for-automatic1111-webui](https://github.com/deforum-art/deforum-for-automatic1111-webui) - seed-travel (varying seed): [https://github.com/yownas/seed_travel](https://github.com/yownas/seed_travel) -⚪ third-party gives us power +⚪ third-party tools - image super-resoultion - - Real-ESRGAN: [https://github.com/xinntao/Real-ESRGAN](https://github.com/xinntao/Real-ESRGAN) - - ESRGAN: [https://github.com/xinntao/ESRGAN](https://github.com/xinntao/ESRGAN) + - ESRGAN: + - ESRGAN: [https://github.com/xinntao/ESRGAN](https://github.com/xinntao/ESRGAN) + - Real-ESRGAN: [https://github.com/xinntao/Real-ESRGAN](https://github.com/xinntao/Real-ESRGAN) + - Real-ESRGAN-ncnn-vulkan (recommended): [https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan](https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan) - video frame interpolation - - FILM: [https://github.com/google-research/frame-interpolation](https://github.com/google-research/frame-interpolation) + - FILM (recommended): [https://github.com/google-research/frame-interpolation](https://github.com/google-research/frame-interpolation) - RIFE: - ECCV2022-RIFE: [https://github.com/megvii-research/ECCV2022-RIFE](https://github.com/megvii-research/ECCV2022-RIFE) - - rife-ncnn-vulkan: [https://github.com/nihui/rife-ncnn-vulkan](https://github.com/nihui/rife-ncnn-vulkan) + - rife-ncnn-vulkan (recommended): [https://github.com/nihui/rife-ncnn-vulkan](https://github.com/nihui/rife-ncnn-vulkan) - Squirrel-RIFE: [https://github.com/Justin62628/Squirrel-RIFE](https://github.com/Justin62628/Squirrel-RIFE) - Practical-RIFE: [https://github.com/hzwer/Practical-RIFE](https://github.com/hzwer/Practical-RIFE) +- GNU tool-kits + - busybox: [https://www.busybox.net/](https://www.busybox.net/) + - ffmpeg: [https://ffmpeg.org/](https://ffmpeg.org/) ⚪ my other experimental toy extensions diff --git a/README.zh_CN.md b/README.zh_CN.md new file mode 100644 index 0000000..5c2204d --- /dev/null +++ b/README.zh_CN.md @@ -0,0 +1,91 @@ +# 提示词跃迁 + + 在模型隐层旅行以制作伪动画,项目 AUTOMATIC1111/stable-diffusion-webui 的插件。 + +---- + +对语言理解模型 CLIP 的输出进行插值,从而实现多条提示词之间的语义过渡,产生看似连续的图像序列,或者说伪动画。😀 + +⚠ 我们成立了插件反馈 QQ 群: 616795645 (赤狐屿),欢迎出建议、意见、报告bug等 (w + +ℹ 实话不说,我想有可能通过这个来做ppt童话绘本甚至本子…… +ℹ 聪明的用法:先手工盲搜两张好看的图 (只有提示词差异),然后再尝试在其间跃迁 :lolipop: + + +### 使用方法 & 它如何工作 + +- 在提示词/负向提示词框里输入**多行**文本,每一行被称作一个**阶段** +- 逐帧生成图像,在每个阶段内,所使用的提示词向量是经过插值运算的 + - 为了保证某种连续性,所有其他参数将被固定 + - 虽然所有图的主随机数种子将被统一固定,但你仍然可以启用 `subseed` 去增加随机性 +- 导出视频! + - 使用额外的 [后处理流程](#post-processing-pipeline) 可以获得更好的画质和流畅度 👌 + + +### 参数选项 + +- 提示词: (多行文本) +- 反向提示词: (多行文本) + - 就是提示词和反向提示词的输入框,但是你必须输入多行文本,每一行是一个阶段 + - 如果提示词和反向提示词的阶段数量不一致,少的那一方会被重复到对齐多的一方 +- 插帧数/steps: (整数,或者逗号分隔的多个整数) + - 每个阶段之间插帧的数量 + - 若为单个整数,每个阶段使用相同的插帧数量 + - 若为西文逗号分隔的多个整数,每个阶段使用不同的插帧数量,比如有4个阶段则可给出3个独立步数:`12, 24, 36` +- 起源/genesis: (选项), 每张图像的内容先验 + - `固定/fixed`: 在 txt2img 流程中,始终从高斯噪声开始降噪;在 img2img 流程中,始终从给定的参考图开始降噪 + - `连续/successive`: 从上一帧的内容开始降噪 (这会导致 txt2img 流程从第二步开始强制转为 img2img 流程) + - `胚胎/embryo`: 从某个已部分降噪的公共先祖胚胎开始降噪,参考 [=> 原理](https://replicate.com/andreasjansson/stable-diffusion-animation#readme) + - (该功能为实验性质) 只支持两个阶段跃迁,并且不能为逆向提示词插值 :( +- 起源的额外参数 + - 降噪强度: (浮点数), 在 img2img 流程中所用的降噪强度 (仅对 `连续/successive` 模式) + - 胚胎步数: (整数或浮点数), 产生公共胚胎的预降噪步数 (仅对 `胚胎/embryo` 模式) + - 如果 >= 1,解释为采样步数 + - 如果 < 1,解释为占总采样步数的比例 +- 视频相关 + - 帧率/fps: (浮点数), 导出视频的帧率,设置为 `0` 将禁用导出 + - 文件格式/fmt: (选项), 导出视频的文件格式 + - 首尾填充/pad: (整数), 重复首尾帧 `N` 次以留出一段入场/退场时间 + - 帧选择器/pick: (切片器), 使用 [Python切片语法](https://www.pythoncentral.io/how-to-slice-listsarrays-and-tuples-in-python) 精心选择所需要导出的帧,注意切片发生在填充之前 (例如:设为 `::2` 将只使用偶数帧 , 设为 `:-1` 将去除最后一帧) +- 调试开关: (逻辑值) + - 是否在控制台显示详细日志 + + +### 后处理流程 + +单凭CLIP模型自身能实现语义插值就已经到达能力天花板了,但我们距离高清丝滑的动画还差两步: **图像超分辨率** 和 **视频插帧**。 +⚠ 多媒体数据的处理是非常消耗资源的,我们不能指望 webui 去做这件事。实际上,我们将其从宿主和插件中分离,出来作为一个可选的外部工具。 😃 + +#### 安装依赖 + +⚪ 自动安装 + +- 运行 `tools/install.cmd` +- 如果遇到诸如 `访问被拒绝` 之类的错误,多次运行直到提示 `Done!` 无错误退出 😂 +- 你将安装好 [Real-ESRGAN](https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan), [RIFE](https://github.com/nihui/rife-ncnn-vulkan), [FFmpeg](https://ffmpeg.org/) 这三个组件在 [tools](tools) 目录下 + +⚪ 手动安装 + +- 参照 [README.md](README.md#post-processing-pipeline) +- 我寻思你既然都想着手动安装了,也不至于不肯咬一口英文罢…… 🤔 + +#### 运行任务 + +- 检查 [postprocess.cmd](postprocess.cmd) 中的默认参数 +- 你有两种方式启动后处理任务 😃 + - 从命令行运行 `postprocess.cmd path/to/` + - 鼠标拖拽任意图片文件夹到 `postprocess.cmd` 的文件图标上然后释放 + +ℹ 任务完成后,资源浏览器将被自动打开并定位到导出的 `synth.mp4` 文件~ + + +插件直出和加入后处理对比 (配置为 `img2img-fixed-ddim`): + +| 插件直出 | 加入后处理 | +| :-: | :-: | +| ![i2i-f-ddim](img/i2i-f-ddim.gif) | ![i2i-f-ddim-pp](img/i2i-f-ddim-pp.gif) | + + +---- +by Armit +2023/01/20 diff --git a/img/i2i-f-ddim-pp.gif b/img/i2i-f-ddim-pp.gif new file mode 100644 index 0000000000000000000000000000000000000000..2f30c375c3b02a0444e172d57f0653281ad0fd04 GIT binary patch literal 9944901 zcmW(*WmptU*Itnj5R~p-I;0zG4=@wnw@A=;O zb*{PQ#E&!gJ?G3(R#6favjm_6&>!gl|1BT@00ICY000yKfCB&s008;FT_6wu0s{(qogAOH*kfFS@d6aa<;zz6^s2>=6tU?30-0)inx 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RESR_HOME=%~dp0tools\realesrgan-ncnn-vulkan +SET RIFE_HOME=%~dp0tools\rife-ncnn-vulkan +SET FFMPEG_HOME=%~dp0tools\ffmpeg + +SET RESR_BIN=realesrgan-ncnn-vulkan.exe +SET RIFE_BIN=rife-ncnn-vulkan.exe +SET FFMPEG_BIN=ffmpeg.exe + +PATH %RESR_HOME%;%PATH% +PATH %RIFE_HOME%;%PATH% +PATH %FFMPEG_HOME%\bin;%FFMPEG_HOME%;%PATH% + +SET IMAGE_FOLDER=%~1 +SET RESR_FOLDER="%IMAGE_FOLDER%\resr" +SET RIFE_FOLDER="%IMAGE_FOLDER%\rife" +SET OUT_FILE="%IMAGE_FOLDER%\synth.mp4" + +ECHO ================================================== + +ECHO [1/5] image super-resolution +IF EXIST %RESR_FOLDER% GOTO skip_resr +MKDIR %RESR_FOLDER% +%RESR_BIN% -v -s %RESR_UPSCALE% -n %RESR_MODEL% -i %IMAGE_FOLDER% -o %RESR_FOLDER% +IF ERRORLEVEL 1 GOTO die +:skip_resr +ECHO ================================================== + +ECHO [2/5] video frame-interpolation +IF EXIST %RIFE_FOLDER% GOTO skip_rife +MKDIR %RIFE_FOLDER% +SET NFRAMES=%RESR_FOLDER% + +%RIFE_BIN% -v -n %RIFE_INTERP% -m %RIFE_MODEL% -i %RESR_FOLDER% -o %RIFE_FOLDER% +IF ERRORLEVEL 1 GOTO die +:skip_rife +ECHO ================================================== + +ECHO [3/5] render video +%FFMPEG_BIN% -y -framerate %FPS% -i %RIFE_FOLDER%\%%08d.png -crf 20 -c:v libx264 -pix_fmt yuv420p %OUT_FILE% +IF ERRORLEVEL 1 GOTO die +ECHO ================================================== + +IF NOT "%2"=="-k" ( + RMDIR /S /Q %RESR_FOLDER% + RMDIR /S /Q %RIFE_FOLDER% +) + +explorer.exe /e,/select,%OUT_FILE% + +ECHO ^>^> Done! +ECHO. +GOTO :eof + +:die +ECHO ^<^< errorlevel: %ERRORLEVEL% + +:eof diff --git a/tools/busybox.exe b/tools/busybox.exe new file mode 100644 index 0000000000000000000000000000000000000000..11caa43e6140b283bb38c76455976a6c3666e698 GIT binary patch literal 621056 zcmeFadwdi{)<4{n%p{YL&;b&N7jTdP6XlXo!~}y*lbO&X69{rKE-az}#8nYxCcy>5 zWGBIN+E!Lkao2Tq*LA(E`s}(0sBCUbxF`ltL~#{Rp~eQ}qDdgY{Jy7p!liYeeV)(f z_wM`t@$&gFU8k<6s!p9cbo-;f> zJ=Gbny3{KOvzMn_(9jWKL_&{*gv*8X$%0UUv?L^F#Qy^`3*{y_!N8k98v*oh5Avfk 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zbK-Rr(NB=bCsD00J)ZlgCvuoYz$eikqx=2k;O%+~y zRTqoI=hnq*qBYUEZguUSs2t^0?^%+n#N2svWAo-lYAfBUNX_i(x=7uej*dueb-Xe$ zH(nW!&NC$mn==C~@Q?p$sw&^JB(-j3VqUarcBCWGQH}4$t&QNDniHw1O~mI^MyuvT k>&$m!OVUs=qE(txqvEv24pUN5uqE?#7TxIb`)c670fVIN-T(jq literal 0 HcmV?d00001 diff --git a/tools/install.cmd b/tools/install.cmd new file mode 100644 index 0000000..fe26cd5 --- /dev/null +++ b/tools/install.cmd @@ -0,0 +1,84 @@ +@REM Auto download and setup post-process tools +@ECHO OFF +SETLOCAL + +TITLE Install tools for post-process... + +SET CURL_BIN=curl.exe -L -C - +SET UNZIP_BIN=busybox.exe unzip + +SET RESR_URL=https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.5.0/realesrgan-ncnn-vulkan-20220424-windows.zip +SET RESR_ZIP=realesrgan-ncnn-vulkan.zip +SET RESR_DIR=realesrgan-ncnn-vulkan + +SET RIFE_URL=https://github.com/nihui/rife-ncnn-vulkan/releases/download/20221029/rife-ncnn-vulkan-20221029-windows.zip +SET RIFE_ZIP=rife-ncnn-vulkan.zip +SET RIFE_DIR=rife-ncnn-vulkan +SET RIFE_RDIR=rife-ncnn-vulkan-20221029-windows + +SET FFMPEG_URL=https://github.com/GyanD/codexffmpeg/releases/download/5.1.2/ffmpeg-5.1.2-full_build-shared.zip +SET FFMPEG_ZIP=ffmpeg.zip +SET FFMPEG_DIR=ffmpeg +SET FFMPEG_RDIR=ffmpeg-5.1.2-full_build-shared + +SET DOWNLOAD_DIR=.download +IF NOT EXIST %~dp0%DOWNLOAD_DIR% MKDIR %~dp0%DOWNLOAD_DIR% +ATTRIB +H %~dp0%DOWNLOAD_DIR% + +ECHO ================================================== + +ECHO [1/3] install Real-ESRGAN +IF EXIST %~dp0%RESR_DIR% GOTO skip_resr +IF EXIST %DOWNLOAD_DIR%\%RESR_ZIP% GOTO skip_dl_resr +ECHO ^>^> download from %RESR_URL% +%CURL_BIN% %RESR_URL% -o %DOWNLOAD_DIR%\%RESR_ZIP% +IF ERRORLEVEL 1 GOTO die +:skip_dl_resr +ECHO ^>^> uzip %RESR_ZIP% +MKDIR %~dp0%RESR_DIR% +%UNZIP_BIN% %DOWNLOAD_DIR%\%RESR_ZIP% -d %~dp0%RESR_DIR% +IF ERRORLEVEL 1 GOTO die +:skip_resr +ECHO ================================================== + +ECHO [2/3] install RIFE +IF EXIST %~dp0%RIFE_DIR% GOTO skip_rife +IF EXIST %DOWNLOAD_DIR%\%RIFE_ZIP% GOTO skip_dl_rife +ECHO ^>^> download from %RIFE_URL% +%CURL_BIN% %RIFE_URL% -o %DOWNLOAD_DIR%\%RIFE_ZIP% +IF ERRORLEVEL 1 GOTO die +:skip_dl_rife +ECHO ^>^> uzip %RIFE_ZIP% +%UNZIP_BIN% %DOWNLOAD_DIR%\%RIFE_ZIP% -d %~dp0 +IF ERRORLEVEL 1 GOTO die +RENAME %~dp0%RIFE_RDIR% %RIFE_DIR% +:skip_rife +ECHO ================================================== + +ECHO [3/3] install FFmpeg +IF EXIST %~dp0%FFMPEG_DIR% GOTO skip_ffmpeg +IF EXIST %DOWNLOAD_DIR%\%FFMPEG_ZIP% GOTO skip_dl_ffmpeg +ECHO ^>^> download from %FFMPEG_URL% +%CURL_BIN% %FFMPEG_URL% -o %DOWNLOAD_DIR%\%FFMPEG_ZIP% +IF ERRORLEVEL 1 GOTO die +:skip_dl_ffmpeg +ECHO ^>^> uzip %FFMPEG_ZIP% +%UNZIP_BIN% %DOWNLOAD_DIR%\%FFMPEG_ZIP% -d %~dp0 +IF ERRORLEVEL 1 GOTO die +RENAME %~dp0%FFMPEG_RDIR% %FFMPEG_DIR% +:skip_ffmpeg +ECHO ================================================== + +ECHO ^>^> Done! +ECHO. + +ATTRIB -H %~dp0%DOWNLOAD_DIR% +RMDIR /S /Q %~dp0%DOWNLOAD_DIR% + +PAUSE +GOTO :eof + +:die +ECHO ^<^< errorlevel: %ERRORLEVEL% + +:eof diff --git a/tools/link.cmd b/tools/link.cmd new file mode 100644 index 0000000..151d474 --- /dev/null +++ b/tools/link.cmd @@ -0,0 +1,18 @@ +@REM Make soft links to post-process tools +@ECHO OFF +SETLOCAL + +SET RESR_HOME=D:\tools\realesrgan-ncnn-vulkan +SET RIFE_HOME=D:\tools\rife-ncnn-vulkan +SET FFMPEG_HOME=D:\tools\ffmpeg + +@ECHO ON + +MKLINK /J %~dp0realesrgan-ncnn-vulkan %RESR_HOME% +MKLINK /J %~dp0rife-ncnn-vulkan %RIFE_HOME% +MKLINK /J %~dp0ffmpeg %FFMPEG_HOME% + +ECHO ^>^> Done! +ECHO. + +PAUSE

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