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iOS Core ML implementation of waifu2x

License: MIT License

Swift 94.14% Objective-C 0.66% Metal 5.20%

waifu2x ios coreml nueral-networks swift video-filter

waifu2x-ios's Introduction

waifu2x on iOS

Introduction

This is a Core ML implementation of waifu2x. The target of this project is to run waifu2x models right on iOS devices even without network. For macOS version please refer to waifu2x-mac.

Video support based on Metal Performance Shaders is also included in this repo. Models are loaded directly from Core ML models (see CoreML-MPS). It is meant to be run on macOS with a powerful discerete GPU through Mac Catalyst. Running it on iOS devices will significantly drop battery life and cause thermal issues. Most likely it will crash immediately.

The author is not responsible of any damage to your device.

Requirements (for shared library)

XCode 9+
iOS 11+
macOS 10.15+ (for Mac Catalyst)

Usage

After cloning this repo, remember to update submodules:

git submodule update --init

Then open waifu2x-ios.xcworkspace (not waifu2x-ios.xcodeproj).

Click Video Test on the top to pick video files. Output path will be printed in the console (starts with Output path:).

Image format

Images with RGB color space works fine. Others should be converted to RGB before processing otherwise output image will be broken. Alpha channel is scaled using bicubic interpolation. Generally it runs on GPU. It automatically falls back to CPU if image is too large for Metal to process, which is extremely slow. (A bad idea)

Video format

The built-in video decoder on iOS and macOS is very limited. If your video doesn't work, you can convert to a supported format using ffmpeg:

ffmpeg -i <INPUT VIDEO> -c:v libx264 -preset ultrafast -pix_fmt yuv420p -c:a aac -f mp4 <OUTPUT VIDEO>.mp4

About models

This repository includes all the models converted from waifu2x-caffe. If you want to dig into Core ML, it is recommended that you should convert them by yourself.

You can convert pre-trained models to Core ML format and then import them to XCode. The pre-trained model can be obtained from waifu2x-caffe.

You can use the same method described in MobileNet-CoreML. You should not specify any input and output layer in python script.

A working model should have input and output like the following example:

Benchmark on images

Environment

iPhone6s - waifu2x-ios on iPhone 6s with iOS 11.1
iPhone8 - waifu2x-ios on iPhone 8 with iOS 11.0
iPhone11Pro - waifu2x-ios on iPhone 11 Pro with iOS 13.1
iPad - waifu2x-ios on iPad Pro 10.5 with iOS 11.1
PC - waifu2x-caffe on Windows 10 16278 with GTX 960M

Results

All of the tests are running denoise level 2 with scale 2x model on anime-style images from Pixiv.

Test1

Image resolution: 600*849

Device	Time(s)
iPhone6s	6.8
iPhone8	4.0
iPhone11Pro	2.0
iPad	2.9
PC	2.1

Test2

Image resolution: 3000*3328

Device	Time(s)
iPhone6s	129.2
iPhone8	73.5
iPhone11Pro	18.8
iPad	49.2
PC	37.5

Evolution

Device: iPad Image resolution: 3000*3328

Milestone	Time(s)	RAM usage(GB)
Before using upconv models	141.7	1.86
After using upconv models	63.6	1.28
After adding pipeline on output	56.8	1.28
After adding pipeline on prediction	49.2	0.38
Pure MPSCNN implementation*	29.6	1.06

*: With crop size of 384 and double command buffers.

Performance on video

About 1.78 frames per second while scaling 1080p -> 2160p on 5700XT GPU.

Runs out of memory and crashes immediately with the same video on iOS with 4GB memory.

Demo

waifu2x-ios's People

Contributors

Stargazers

Watchers

waifu2x-ios's Issues

Broken Output Error

While processing an HEVC video file on an M1 Max with the following configuration:

Basic Mode
Real-CUGAN - Anime
2x Upscale
Conservative Variant
1.0 Intensity
MP4 Output format
Downscale OFF
Keep original

Max output: 1276x956
RAM Usage: 471.5/32GB

The following error occurred after getting through most of the encode:
Internal error: broken output from Core ML se_mean3… …the message is truncated.

The video was only about 251 seconds. Let me know if you need any additional information.

Thanks,
Matt

Batch noise reduction

Noise Reduction doesn't work on the second and above photos in batch mode (4x ultra noise reduction)

[Bug/annoyance] Drag and drop area is too small and obstructed by text

The title says it all. You have to aim into a specific area, otherwise it won't work and you'll need to drag and drop again.

Screen.Recording.2021-08-02.at.19.43.44.mp4

Reduce memory usage

Thanks for the iOS version. Works like a charm!

I did an opencl port sometime ago. And I faced the same problem of high memory usage. I solved it by slicing the image in several 128x128 chunks:
https://github.com/soywiz/kaifu2x#some-numbers-v030

The idea is:

Add a transparent padding 7 pixels at the left, 7 top, 7 right, 7 bottom to the original 2x nearest neighbour image. Then you get a 128x128 chunk (for example):

The first chunk to process would be (x=7,y=7,width=128,height=128).
Then from the resulting image, you get just width=114,height=114 and place in the final image at x=0,y=0.
For the next chunk you would use x=7+114,y=7,width=128,height=128, and place at x=114,y=0.
(The width/height can be 128 or less if the image with edges is not multiple of 128.)

You are processing more pixeles like this (you can reduce the additional processing by increasing the chunk size, though 128x128 is usually a good chunk size), but you won't get artifacts and will reduce the memory requirements and will be able to process even larger images on the gpu.

Processing the full image 1500x1500 would produce an image 3000x3000, and would require 3000x3000x4x256 bytes (a lot of memory). While in chunks it would be 128x128x4x256 = 16MB in the GPU. Or 256x256 chunks: 256x256x4x256 = 64MB

You can do the same trick for the bicubic interpolation. Also you can apply waifu2x per component instead of RGB and apply the waifu2x to the alpha channel too.

13.4下CoreML性能又更高了？

iPad Mini5 a12，pixiv下的jpg，low 降噪， 4x放大，原图比较小的话感觉ML比MPSCNN快一些，大图感觉没啥区别。是苹果鸡血驱动还是我理解错了文档里的意思（不应该是MPSCNN在新设备上更快么）

Feature requests: antialiasing & WebP

Hello. Fantastic app with no complaints on performance. There are two features that would be nice to see (I wasn’t sure if I should open two separate requests).

WebP output file support
Anti-aliasing mode. That is, upscale to 2x, 4x, or 8x before resizing down to the original dimensions for the output

Thank you and please excuse me if this is the wrong section for feature requests

[Feature Request]macOS版本的脚本或Automator支持/Scripting or Automator support in macOS version

首先感谢作者，很高兴macOS上终于有一个能替代windows平台上各种waifu2x的app了。如果能用脚本或者automator来批量处理图片放大到不同大小就完美了，另外有3倍放大的话就更完美了。

it seems to be different code from the app released in the App Store

Hi, developer.

Thank you for releasing a great app and making the source code open!
But, it seems to be different code from the app released in the App Store.
I would like to learn by reading the source code of the released version.
Could you please update the repository?

Thanks.

描述一下枚举的区别吗？

能介绍一下这些枚举的区别吗？给一些注释也可以，没有看到太大的区别
case anime_noise0 = "anime_noise0_model"
case anime_noise1 = "anime_noise1_model"
case anime_noise2 = "anime_noise2_model"
case anime_noise3 = "anime_noise3_model"
case anime_scale2x = "up_anime_scale2x_model"
case anime_noise0_scale2x = "up_anime_noise0_scale2x_model"
case anime_noise1_scale2x = "up_anime_noise1_scale2x_model"
case anime_noise2_scale2x = "up_anime_noise2_scale2x_model"
case anime_noise3_scale2x = "up_anime_noise3_scale2x_model"
case photo_noise0 = "photo_noise0_model"
case photo_noise1 = "photo_noise1_model"
case photo_noise2 = "photo_noise2_model"
case photo_noise3 = "photo_noise3_model"
case photo_scale2x = "up_photo_scale2x_model"
case photo_noise0_scale2x = "up_photo_noise0_scale2x_model"
case photo_noise1_scale2x = "up_photo_noise1_scale2x_model"
case photo_noise2_scale2x = "up_photo_noise2_scale2x_model"
case photo_noise3_scale2x = "up_photo_noise3_scale2x_model"
case y_anime_scale2x = "y_anime_scale2x_model"

Image decay on the new A12 Bionic chip

I have received several reports that the image quality will decay on iPhone XS. The following is an example (pay attention to the color gradient):
Before processing:

After processing:

Result on iPhone 8 for comparison:

The issue should come from the new neural engine on A12 chip. If this can be confirmed, neural engine should be disabled in this app. For details, it might because of one of the following reasons:

Float16 numbers are cast to Float8 or lower precision before sending to neural engine.
The model is somehow "optimized" by Core ML framework for better performance on the neural engine.

If this cannot be solved, I will consider rewriting the whole library in MPSNN which can only run on the GPU. It will also significantly increase the size of the app.

Since I don't have any iPhone XS/XS Max, I cannot debug this problem for now. Thanks ahead for anyone who can help investigate into this issue!

Appstore版和这个开源版速度相差好多

我发现这个版本和Appstore版本的SRCNN处理2倍插画，速度相差好多，接近一倍的速度差距。

能否告知下，需要通过什么来优化速度，指个方向。

Stuck on "Generating"

This seems to happen almost every time I perform a batch (although it's possible that I haven't tried enough singles to know it never happens there either). I haven't done nearly as much with photos; my input is primarily h.264 or HEVC. I've mostly been using the Real- models. But I remember it happening on PAN as well.

Output file sizes are usually less than 4GB. I always run with Parallel Processing using ANE + GPU. There is no consistency on which video gets stuck. Could be the first two in the batch, or somewhere in the middle. But one thing has been very consistent: there are always two videos stuck on "Generating." There's never just one video that didn't make it.

Some other information that might be useful: clicking the "Stop" button does not stop it from generating. I have to quit waifu2x in order to start another batch. Additionally, after quitting the app, the files that were being generated appear to have the expected file size for a completed render.

It seems like maybe something is getting stuck in the completion of the container, rather that the video itself? Although, that doesn't explain why two always get stuck.

No error, but the next two jobs seem to be stuck on "Generating" as a status. I'm not sure how long it's been like this, but it doesn't look like it's going to change any time soon. What part of the encode is this status? How long should it take?

Originally posted by @mattbisme in #48 (comment)

macOS 无法购买模型

点击Purchase提示Failed to retrieve product information.

Restore Purchase 提示This account has not purchased this item.

相同Apple ID在iOS上已经购买过模型，似乎是iOS App切换到macOS App的时候IAP产生的问题？

MacOS Memory Leak?

I keep running out of system memory since updating to Monterey 12.2.1 and Waifu2x 5.3.6 on my M1 Pro Macbook Pro with 16 GB of RAM and my Intel iMac with an Intel Core i9, Vega 48 GPU with 8 GB or HMB2 VRAM and 64 GB of RAM. I know Monterey has a memory leak issue that's been thrown around but it only happens to me using this specific app.

[Feature Request]希望添加Real-CUGAN

项目地址：https://github.com/bilibili/ailab/tree/main/Real-CUGAN
对比：https://github.com/bilibili/ailab/tree/main/Real-CUGAN#1-%E6%95%88%E6%9E%9C%E5%AF%B9%E6%AF%94
感谢

[Feature Request] Display Current FPS

Perhaps the most surprising missing feature is an FPS counter on running encodes. I often use FPS as a way to measure the practicality of an encode. Depending on the content, sometimes it's not worth using the "best quality" encode; it helps to know how much relative time I'll be saving based on the settings that I change.

Currently, I use a stopwatch to check how many "seconds per second" are being encoded. 🤣

[建议] 将 iPad 横屏状态下右侧选项区域调整一下，以充分利用空间并在一屏内显示

我大致画了个简图，如图所示：

这样可以更好的利用屏幕空间，也不用进行多余的上下翻动操作。

Prevent Sleep during long tasks

I noticed when processing large files, such as videos, the app will not prevent the system from sleeping. While upscaling a job overnight, the computer fell asleep. Upon waking it, the app continued the upscale job.

Instead, it would be best if the app prevented system sleep while running a task.

App Crash on Launch

Jailbroken iPhone 8 Plus on iOS 11.3.1 app crashes on launch

Termination Description: DYLD, Symbol not found: _OBJC_CLASS_$_MPSNNFilterNode | R!eferenced from: /var/containers/Bundle/Application/0F3B5A32-D163-4B5E-954F-DF1BEE939DD0/waifu2x-ios.app/waifu2x-ios | Expected in: /System/Library/Frameworks/MetalPerformanceShaders.framework/MetalPerformanceShaders | in /var/containers/Bundle/Application/0F3B5A32-D163-4B5E-954F-DF1BEE939DD0/waifu2x-ios.app/waifu2x-ios
Triggered by Thread:  0

[bug]M1平台丢失Alpha通道

在默认设置下，使用SRCNN/插画模式（没有测试其他模式），输出PNG和HEIC会丢失Alpha通道。
平台：macOS 11.4，M1 MacBook。

5.2.1出现切换账号丢失购买问题

在国区购买后，如果切换到其他账号就会丢失购买信息。

但是如果切换回国区后，勾选允许切换apple id再点恢复购买，仍然会提示是用另一个id购买的，必须关掉切换账号才能恢复购买，但是这样就不能切换账号了。。。

[Feature request] Option to save to source folder by default

The way the app works now, you have to choose an output folder for every conversion.
Most of the time I'd prefer to save to the source folder alongside the original files.

Also it's unclear what happens if you click "Don't show again".

"Performance" section appears empty when using "Basic" mode

This appears to only be a visual bug, from what I can tell. The heading for "Performance" options appears even when there are no settings to change. This actually confused me at first; I thought maybe the app was broken and I was unable to see anything below "Performance."

Since the "Batch size" setting appears under "Performance" when in Advanced mode, I'm guessing that this is only a visual bug; that it's actually supposed to be hidden when in Basic mode.

macos CLI how to deal with images

请问，有没有关于该软件如何处理macos 下图片的命令相关教程？

纯新手，也已购买对应解锁部分功能。

谢谢

[Feature Request]CLI输入和输出支持文件夹

可否支持放大给定文件夹下的所有图片，并批量指定输出文件夹和图片扩展名？

大佬求教，waifu2x-caffe 的模型是怎么转换成CoreML的模型的？

在 waifu2x-caffe 项目中，只找到了.Json 后缀的Model。
https://github.com/lltcggie/waifu2x-caffe/tree/master/bin/models/anime_style_art

这个提供了caffemodel
https://github.com/HomeOfVapourSynthEvolution/VapourSynth-Waifu2x-caffe/tree/master/Waifu2x-caffe/models/upconv_7_anime_style_art_rgb

用CoreML convert tool 具体转换的时候还是会报错。
想知道大佬当时是怎么转换这个模型的。

output result is noisy..

Hi, iver tried running your converted coreml models but i am not getting desired results.
input image
(100*100)

output image
(200*200)

Catalyst version: Image settings window unresponsive after upscale.

Hi there,

In the latest update for the the MacOS Catalyst version, if you upscale a photo, and then go back and upscale a new one, the image setttings (MPSCNN/cunet, Noise Level, etc.) window becomes unresponsive. The only way to get around it is to close the program entirely and start it back up.

能不能加一个像ios照片那种双指滑动进行多选的功能？

add support for Real-ESRGAN

https://github.com/xinntao/Real-ESRGAN

as the comparison provided by Anime4K

macOS 11.3: GUI卡死，CLI段错误

在最新的macOS Beta系统上用这个app，拖入图片后不显示预览且下方所有按钮无响应。尝试用CLI则会直接崩溃:

objc[14290]: Class VideoWriter is implemented in both /System/Library/PrivateFrameworks/AutoLoop.framework/Versions/A/AutoLoop (0x7fff84c255c0) and /Applications/waifu2x.app/Contents/MacOS/waifu2x (0x10e315660). One of the two will be used. Which one is undefined.
Image loaded: /Users/Admin/Pictures/waifu2x/1.5x/85765309_p0.jpg
Image size: 3779x2125
Color space:  (kCGColorSpaceICCBased; kCGColorSpaceModelRGB; sRGB IEC61966-2.1)

/usr/local/bin/waifu2x: line 10: 14290 Segmentation fault: 11  "${WAIFU2X_APP}/Contents/MacOS/waifu2x" "$@"

Stack trace:

Process:               waifu2x [14347]
Path:                  /Applications/waifu2x.app/Contents/MacOS/waifu2x
Identifier:            waifu2x
Version:               4.2.4 (8879)
App Item ID:           1479332784
App External ID:       840167383
Code Type:             X86-64 (Native)
Parent Process:        bash [14346]
Responsible:           Terminal [13636]
User ID:               501

Date/Time:             2021-02-20 12:59:08.392 +0800
OS Version:            macOS 11.3 (20E5186d)
Report Version:        12
Bridge OS Version:     5.3 (18P54529c)
Anonymous UUID:        26436FD4-08E4-C9EA-C753-F9630A2AD571


Time Awake Since Boot: 10000 seconds

System Integrity Protection: disabled

Crashed Thread:        3

Exception Type:        EXC_BAD_ACCESS (SIGSEGV)
Exception Codes:       KERN_INVALID_ADDRESS at 0x0000000000000000
Exception Note:        EXC_CORPSE_NOTIFY

Termination Signal:    Segmentation fault: 11
Termination Reason:    Namespace SIGNAL, Code 0xb
Terminating Process:   exc handler [14347]

VM Regions Near 0:
--> 
    __TEXT                      10e858000-10fd58000    [ 21.0M] r-x/r-x SM=COW  /Applications/waifu2x.app/Contents/MacOS/waifu2x

ID   Vend/Dev
ba02 67df1002
Seconds Ago   ID   Type
    10000.0   ba02 Attach

Thread 0:
0   libsystem_kernel.dylib        	0x00007fff203b3356 0x7fff203b2000 + 4950
1   libdispatch.dylib             	0x00007fff2023eceb 0x7fff2023b000 + 15595
2   libdispatch.dylib             	0x00007fff2023f1bd 0x7fff2023b000 + 16829
3   maccatalyst.xieyi.waifu2x     	0x000000010eb2538a 0x10e858000 + 2937738
4   maccatalyst.xieyi.waifu2x     	0x000000010eb42774 0x10e858000 + 3057524
5   maccatalyst.xieyi.waifu2x     	0x000000010eb41efc 0x10e858000 + 3055356
6   maccatalyst.xieyi.waifu2x     	0x000000010eb544da 0x10e858000 + 3130586
7   maccatalyst.xieyi.waifu2x     	0x000000010e8e9126 0x10e858000 + 594214
8   maccatalyst.xieyi.waifu2x     	0x000000010e8e9873 0x10e858000 + 596083
9   maccatalyst.xieyi.waifu2x     	0x000000010e8e9a60 0x10e858000 + 596576
10  maccatalyst.xieyi.waifu2x     	0x000000010e85ff25 0x10e858000 + 32549
11  maccatalyst.xieyi.waifu2x     	0x000000010e860b93 0x10e858000 + 35731
12  maccatalyst.xieyi.waifu2x     	0x000000010e860af0 0x10e858000 + 35568
13  maccatalyst.xieyi.waifu2x     	0x000000010ea1b3ee 0x10e858000 + 1848302
14  maccatalyst.xieyi.waifu2x     	0x000000010e85d25b 0x10e858000 + 21083
15  libdyld.dylib                 	0x00007fff20403f3d 0x7fff203ee000 + 89917

Thread 1:
0   libsystem_pthread.dylib       	0x00007fff203e4484 0x7fff203e2000 + 9348

Thread 2:
0   libsystem_pthread.dylib       	0x00007fff203e4484 0x7fff203e2000 + 9348

Thread 3 Crashed:
0   ???                           	000000000000000000 0 + 0
1   com.apple.MetalPerformanceShaders.MPSImage	0x00007fff2a2d5adc 0x7fff2a2a2000 + 211676
2   com.apple.MetalPerformanceShaders.MPSImage	0x00007fff2a2d62a7 0x7fff2a2a2000 + 213671
3   maccatalyst.xieyi.waifu2x     	0x000000010eb494c3 0x10e858000 + 3085507
4   maccatalyst.xieyi.waifu2x     	0x000000010eb43175 0x10e858000 + 3060085
5   maccatalyst.xieyi.waifu2x     	0x000000010eb47ed1 0x10e858000 + 3079889
6   maccatalyst.xieyi.waifu2x     	0x000000010eb47f14 0x10e858000 + 3079956
7   maccatalyst.xieyi.waifu2x     	0x000000010eb24af5 0x10e858000 + 2935541
8   maccatalyst.xieyi.waifu2x     	0x000000010eb24fc1 0x10e858000 + 2936769
9   libswiftObjectiveC.dylib      	0x00007fff33a23dae 0x7fff33a23000 + 3502
10  maccatalyst.xieyi.waifu2x     	0x000000010eb249ed 0x10e858000 + 2935277
11  maccatalyst.xieyi.waifu2x     	0x000000010e911cde 0x10e858000 + 761054
12  libdispatch.dylib             	0x00007fff2023d673 0x7fff2023b000 + 9843
13  libdispatch.dylib             	0x00007fff2023e856 0x7fff2023b000 + 14422
14  libdispatch.dylib             	0x00007fff2024463a 0x7fff2023b000 + 38458
15  libdispatch.dylib             	0x00007fff202450fd 0x7fff2023b000 + 41213
16  libdispatch.dylib             	0x00007fff2024ec5d 0x7fff2023b000 + 80989
17  libsystem_pthread.dylib       	0x00007fff203e54c0 0x7fff203e2000 + 13504
18  libsystem_pthread.dylib       	0x00007fff203e4493 0x7fff203e2000 + 9363

Thread 4:
0   libsystem_pthread.dylib       	0x00007fff203e4484 0x7fff203e2000 + 9348

Thread 5:
0   libsystem_pthread.dylib       	0x00007fff203e4484 0x7fff203e2000 + 9348

Thread 6:
0   libsystem_pthread.dylib       	0x00007fff203e4484 0x7fff203e2000 + 9348

Thread 7:
0   libsystem_pthread.dylib       	0x00007fff203e4484 0x7fff203e2000 + 9348

Thread 8:
0   libsystem_pthread.dylib       	0x00007fff203e4484 0x7fff203e2000 + 9348

Thread 9:
0   libsystem_pthread.dylib       	0x00007fff203e4484 0x7fff203e2000 + 9348

Thread 10:
0   libsystem_pthread.dylib       	0x00007fff203e4484 0x7fff203e2000 + 9348

Thread 11:
0   libsystem_kernel.dylib        	0x00007fff203b3356 0x7fff203b2000 + 4950
1   libdispatch.dylib             	0x00007fff2023eceb 0x7fff2023b000 + 15595
2   libdispatch.dylib             	0x00007fff2023f1bd 0x7fff2023b000 + 16829
3   maccatalyst.xieyi.waifu2x     	0x000000010eb24986 0x10e858000 + 2935174
4   maccatalyst.xieyi.waifu2x     	0x000000010e911cde 0x10e858000 + 761054
5   libdispatch.dylib             	0x00007fff2023d673 0x7fff2023b000 + 9843
6   libdispatch.dylib             	0x00007fff2023e856 0x7fff2023b000 + 14422
7   libdispatch.dylib             	0x00007fff2024463a 0x7fff2023b000 + 38458
8   libdispatch.dylib             	0x00007fff202450fd 0x7fff2023b000 + 41213
9   libdispatch.dylib             	0x00007fff2024ec5d 0x7fff2023b000 + 80989
10  libsystem_pthread.dylib       	0x00007fff203e54c0 0x7fff203e2000 + 13504
11  libsystem_pthread.dylib       	0x00007fff203e4493 0x7fff203e2000 + 9363

Thread 12:
0   libsystem_pthread.dylib       	0x00007fff203e4484 0x7fff203e2000 + 9348

Thread 3 crashed with X86 Thread State (64-bit):
  rax: 0x0000000000000000  rbx: 0x00007fca7741f700  rcx: 0x00007fca7740c630  rdx: 0x00007fca7880fa00
  rdi: 0x0000000000000000  rsi: 0x00007fca7741f700  rbp: 0x000070000cbe44a0  rsp: 0x000070000cbe4308
   r8: 0x00007fca77421550   r9: 0x00007fca77420e40  r10: 0x00007fff874008a0  r11: 0x00007fff6e1a54f4
  r12: 0x00007fca770312d0  r13: 0x00007fca77420e40  r14: 0x00007fff7bc0c146  r15: 0x00007fca7880fa00
  rip: 0x0000000000000000  rfl: 0x0000000000010246  cr2: 0x0000000000000000
  
Logical CPU:     0
Error Code:      0x00000014 (no mapping for user instruction read)
Trap Number:     14

Thread 3 instruction stream not available.

Thread 3 last branch register state not available.


Binary Images:
       0x10e858000 -        0x10fd57fff +maccatalyst.xieyi.waifu2x (4.2.4 - 8879) <9AA23FC1-7A7E-3F67-9F81-2CC2DB4819AC> /Applications/waifu2x.app/Contents/MacOS/waifu2x
       0x11002d000 -        0x110030fff +xieyi.additional-models-data (1.0 - 1) <48283A70-7B06-3CB7-A4D7-17A5156FC07E> /Applications/waifu2x.app/Contents/Frameworks/additional_models_data.framework/Versions/A/additional_models_data
       0x110045000 -        0x110048fff +xieyi.waifu2x-mlmodels (1.0 - 1) <C6D1F543-0AED-338B-ACB3-232B9E5AF3E1> /Applications/waifu2x.app/Contents/Frameworks/waifu2x_mlmodels.framework/Versions/A/waifu2x_mlmodels
       0x1100f6000 -        0x110105fff  libobjc-trampolines.dylib (824) <EC12754A-F55D-3556-9F6D-4F0C75454D9C> /usr/lib/libobjc-trampolines.dylib
       0x1168ae000 -        0x116949fff  dyld (851.18) <2E2A7D2A-663F-3ADF-9942-F137E901B0C9> /usr/lib/dyld
    0x7fff20120000 -     0x7fff20121fff  libsystem_blocks.dylib (79) <F4D1852E-CF54-3274-B949-A91604133AC8> /usr/lib/system/libsystem_blocks.dylib
    0x7fff20122000 -     0x7fff20157fff  libxpc.dylib (2038.100.46) <55CF8ECD-D82D-3DDB-834E-E9D3A7D94DF8> /usr/lib/system/libxpc.dylib
    0x7fff20158000 -     0x7fff2016ffff  libsystem_trace.dylib (1277.100.16) <9A8021E9-2A1C-3B5A-8B40-1CA18A311F9E> /usr/lib/system/libsystem_trace.dylib
    0x7fff20170000 -     0x7fff2020dfff  libcorecrypto.dylib (1000.100.36) <1726E464-D0F7-3F97-9333-FBAD67634D24> /usr/lib/system/libcorecrypto.dylib
    0x7fff2020e000 -     0x7fff2023afff  libsystem_malloc.dylib (317.100.6) <5569B8AB-0397-3995-94C5-A99E9F57E1D9> /usr/lib/system/libsystem_malloc.dylib
    0x7fff2023b000 -     0x7fff2027ffff  libdispatch.dylib (1271.100.3) <788550EF-46C5-3152-9DEF-ABA22A27C3A2> /usr/lib/system/libdispatch.dylib
    0x7fff20280000 -     0x7fff202b9fff  libobjc.A.dylib (824) <B96EE933-7F66-3766-BA8C-A0460F9549CF> /usr/lib/libobjc.A.dylib
    0x7fff202ba000 -     0x7fff202bcfff  libsystem_featureflags.dylib (28.60.1) <35420EDF-FF28-3BAE-A42C-88715C14EDA2> /usr/lib/system/libsystem_featureflags.dylib
    0x7fff202bd000 -     0x7fff20345fff  libsystem_c.dylib (1439.100.3) <3E54AC6A-CB38-381A-A0E6-A54A84301469> /usr/lib/system/libsystem_c.dylib
    0x7fff20346000 -     0x7fff2039bfff  libc++.1.dylib (905.6) <A149473B-A2BF-318D-8AD5-229A1F2619F8> /usr/lib/libc++.1.dylib
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    0x7fff203e2000 -     0x7fff203edfff  libsystem_pthread.dylib (454.100.8) <F33FF9C7-08A4-3EBA-A3E7-042288C3644D> /usr/lib/system/libsystem_pthread.dylib
    0x7fff203ee000 -     0x7fff20429fff  libdyld.dylib (851.18) <8DB297A6-B35E-348B-ADE4-7C8E29BB4360> /usr/lib/system/libdyld.dylib
    0x7fff2042a000 -     0x7fff20433fff  libsystem_platform.dylib (254.80.2) <FC46550F-C6B9-3F62-9855-8E5EC7B7E282> /usr/lib/system/libsystem_platform.dylib
    0x7fff20434000 -     0x7fff2045ffff  libsystem_info.dylib (542.40.3) <B414DE50-B38A-3BA1-A048-E66B9422217D> /usr/lib/system/libsystem_info.dylib
    0x7fff20460000 -     0x7fff208fcfff  com.apple.CoreFoundation (6.9 - 1775.113) <13C77067-6BF4-3982-9305-8205AFFC2122> /System/Library/Frameworks/CoreFoundation.framework/Versions/A/CoreFoundation
    0x7fff208fd000 -     0x7fff20b2efff  com.apple.LaunchServices (1122.29 - 1122.29) <04AA2029-203A-3D67-9AB7-F68424A205D9> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/LaunchServices.framework/Versions/A/LaunchServices
    0x7fff20b2f000 -     0x7fff20c02fff  com.apple.gpusw.MetalTools (1.0 - 1) <0FEBDC70-EFC9-3AB3-A35D-F43B93484461> /System/Library/PrivateFrameworks/MetalTools.framework/Versions/A/MetalTools
    0x7fff20c03000 -     0x7fff20e5ffff  libBLAS.dylib (1336.100.1) <F3586896-DD62-322E-B018-A9A32DABF3FF> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libBLAS.dylib
    0x7fff20e60000 -     0x7fff20eacfff  com.apple.Lexicon-framework (1.0 - 86.1) <5E5E0EB8-7980-3271-BB9C-9020A74D9A08> /System/Library/PrivateFrameworks/Lexicon.framework/Versions/A/Lexicon
    0x7fff20ead000 -     0x7fff20f1bfff  libSparse.dylib (106) <2E4E9E6D-C791-3043-ACFA-EDE97D6C023C> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libSparse.dylib
    0x7fff20f1c000 -     0x7fff20f99fff  com.apple.SystemConfiguration (1.20 - 1.20) <FEF21F9E-9134-336A-8DCC-1FB6537845D6> /System/Library/Frameworks/SystemConfiguration.framework/Versions/A/SystemConfiguration
    0x7fff20f9a000 -     0x7fff20fcefff  libCRFSuite.dylib (50) <93353539-7ADB-35FC-B811-B0FD649FE776> /usr/lib/libCRFSuite.dylib
    0x7fff20fcf000 -     0x7fff21203fff  libmecabra.dylib (929.6) <C70F26A2-0A6C-366A-9357-14A6C48893E6> /usr/lib/libmecabra.dylib
    0x7fff21204000 -     0x7fff21561fff  com.apple.Foundation (6.9 - 1775.113) <577359EF-1C6B-3F02-87F7-171093F7D162> /System/Library/Frameworks/Foundation.framework/Versions/C/Foundation
    0x7fff21562000 -     0x7fff2164afff  com.apple.LanguageModeling (1.0 - 247.3) <3C90A818-9D29-33C0-9A9A-E8CC72A7E14A> /System/Library/PrivateFrameworks/LanguageModeling.framework/Versions/A/LanguageModeling
    0x7fff2164b000 -     0x7fff21781fff  com.apple.CoreDisplay (236.4 - 236.4) <D911EF07-6E7F-33EA-A588-5370D1C1BC0C> /System/Library/Frameworks/CoreDisplay.framework/Versions/A/CoreDisplay
    0x7fff21782000 -     0x7fff219ecfff  com.apple.audio.AudioToolboxCore (1.0 - 1180.85.3) <D205E69E-A640-3FB2-8484-987C83391135> /System/Library/PrivateFrameworks/AudioToolboxCore.framework/Versions/A/AudioToolboxCore
    0x7fff219ed000 -     0x7fff21bd1fff  com.apple.CoreText (677.4.0.1 - 677.4.0.1) <CEF51F62-CF19-34F6-90CF-C5FEEAFF18D3> /System/Library/Frameworks/CoreText.framework/Versions/A/CoreText
    0x7fff21bd2000 -     0x7fff22260fff  com.apple.audio.CoreAudio (5.0 - 5.0) <DC4624D0-7C89-3674-A2E4-5A43D46C1FC1> /System/Library/Frameworks/CoreAudio.framework/Versions/A/CoreAudio
    0x7fff22261000 -     0x7fff225b4fff  com.apple.security (7.0 - 59754.100.97) <A3ED14DB-1A81-3933-A01B-695392E98183> /System/Library/Frameworks/Security.framework/Versions/A/Security
    0x7fff225b5000 -     0x7fff22814fff  libicucore.A.dylib (66112) <FE1A7EF5-D613-32A5-A8A9-C17D256AA612> /usr/lib/libicucore.A.dylib
    0x7fff22815000 -     0x7fff2281efff  libsystem_darwin.dylib (1439.100.3) <B34E77C7-46F0-3AFF-99F3-1E05342A2AD2> /usr/lib/system/libsystem_darwin.dylib
    0x7fff2281f000 -     0x7fff22b0afff  com.apple.CoreServices.CarbonCore (1307.2 - 1307.2) <0735E71E-C8BD-337D-96EB-AD3BCA409CC0> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/CarbonCore.framework/Versions/A/CarbonCore
    0x7fff22b0b000 -     0x7fff22b49fff  com.apple.CoreServicesInternal (476.1 - 476.1) <9EF9D5B8-B642-301B-815B-36392969944D> /System/Library/PrivateFrameworks/CoreServicesInternal.framework/Versions/A/CoreServicesInternal
    0x7fff22b4a000 -     0x7fff22b84fff  com.apple.CSStore (1122.29 - 1122.29) <E7F0F57A-64E1-3903-954E-8126400FA311> /System/Library/PrivateFrameworks/CoreServicesStore.framework/Versions/A/CoreServicesStore
    0x7fff22b85000 -     0x7fff22c33fff  com.apple.framework.IOKit (2.0.2 - 1845.100.16) <F570D65D-0E14-35DE-AF79-879E06CA55A9> /System/Library/Frameworks/IOKit.framework/Versions/A/IOKit
    0x7fff22c34000 -     0x7fff22c3ffff  libsystem_notify.dylib (279.40.4) <0C2C9E36-93A0-382E-BE66-D69A03A75873> /usr/lib/system/libsystem_notify.dylib
    0x7fff22c40000 -     0x7fff22c8cfff  libsandbox.1.dylib (1441.100.23) <73529E17-26AD-3535-AF02-F78D03D06C22> /usr/lib/libsandbox.1.dylib
    0x7fff22c8d000 -     0x7fff239d3fff  com.apple.AppKit (6.9 - 2022.44.134) <75BB0216-1D43-3C2C-9C4A-BF46EA5543C8> /System/Library/Frameworks/AppKit.framework/Versions/C/AppKit
    0x7fff239d4000 -     0x7fff23c20fff  com.apple.UIFoundation (1.0 - 728.2) <2B5A6226-E09E-3435-8583-27DDD177D460> /System/Library/PrivateFrameworks/UIFoundation.framework/Versions/A/UIFoundation
    0x7fff23c21000 -     0x7fff23c33fff  com.apple.UniformTypeIdentifiers (636.6 - 636.6) <C16BD89C-4557-3230-93D2-771736A8C48E> /System/Library/Frameworks/UniformTypeIdentifiers.framework/Versions/A/UniformTypeIdentifiers
    0x7fff23c34000 -     0x7fff23dbefff  com.apple.desktopservices (1.19 - 1346.4.5) <86C333B0-0AF2-3260-981F-87F0BB3F8FE1> /System/Library/PrivateFrameworks/DesktopServicesPriv.framework/Versions/A/DesktopServicesPriv
    0x7fff23dbf000 -     0x7fff23dd1fff  com.apple.metadata.SpotlightLinguistics (1.0 - 1) <E9A2BB89-F7B8-36EC-AB2C-EFC7EDCA6701> /System/Library/PrivateFrameworks/SpotlightLinguistics.framework/Versions/A/SpotlightLinguistics
    0x7fff23dd2000 -     0x7fff23fe0fff  com.apple.CoreDuet (1.0 - 1) <3448ECFB-E96A-3CD6-935D-7ADC7B45C015> /System/Library/PrivateFrameworks/CoreDuet.framework/Versions/A/CoreDuet
    0x7fff2409e000 -     0x7fff2471cfff  libnetwork.dylib (2288.100.98.0.5) <718EB206-0111-3E35-8A51-D8EA52ED6D45> /usr/lib/libnetwork.dylib
    0x7fff2471d000 -     0x7fff24bbbfff  com.apple.CFNetwork (1236 - 1236) <C25A419D-D459-3EC1-8DD0-A628AE75BBA6> /System/Library/Frameworks/CFNetwork.framework/Versions/A/CFNetwork
    0x7fff24bbc000 -     0x7fff24bcafff  libsystem_networkextension.dylib (1295.100.22) <2ED5A005-8B07-3E7F-B0D3-9DE4EDE45B69> /usr/lib/system/libsystem_networkextension.dylib
    0x7fff24bcb000 -     0x7fff24bcbfff  libenergytrace.dylib (22.100.1) <89E57D43-034A-3F7B-B83C-57473814A568> /usr/lib/libenergytrace.dylib
    0x7fff24bcc000 -     0x7fff24c28fff  libMobileGestalt.dylib (978.100.33) <A7974395-10D8-3784-B77A-1A2E7EF78853> /usr/lib/libMobileGestalt.dylib
    0x7fff24c29000 -     0x7fff24c3ffff  libsystem_asl.dylib (385) <318CBBCB-3AC9-3075-A372-82496520A04E> /usr/lib/system/libsystem_asl.dylib
    0x7fff24c40000 -     0x7fff24c57fff  com.apple.TCC (1.0 - 1) <48F76726-281A-3929-95F0-8CEF7E924B04> /System/Library/PrivateFrameworks/TCC.framework/Versions/A/TCC
    0x7fff24c58000 -     0x7fff24fbbfff  com.apple.SkyLight (1.600.0 - 579.6.1) <BDD3DCA4-14DB-39D2-9F41-875F88FBC031> /System/Library/PrivateFrameworks/SkyLight.framework/Versions/A/SkyLight
    0x7fff24fbc000 -     0x7fff25645fff  com.apple.CoreGraphics (2.0 - 1463.4.1) <391FA348-5C13-330D-AE65-FC255B89EB84> /System/Library/Frameworks/CoreGraphics.framework/Versions/A/CoreGraphics
    0x7fff25646000 -     0x7fff2573cfff  com.apple.ColorSync (4.13.0 - 3473.4.1) <FC88D95E-1D4A-31F5-87EB-5B20C2C25BD5> /System/Library/Frameworks/ColorSync.framework/Versions/A/ColorSync
    0x7fff2573d000 -     0x7fff25798fff  com.apple.HIServices (1.22 - 714) <09E28887-6222-31C0-B706-B183BD05332A> /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/HIServices.framework/Versions/A/HIServices
    0x7fff25799000 -     0x7fff257d7fff  libAWDSupport.dylib (951) <0EF84A28-54EC-3C19-9A99-FDD2A5E6D4FF> /System/Library/PrivateFrameworks/WirelessDiagnostics.framework/Versions/A/Libraries/libAWDSupport.dylib
    0x7fff257d8000 -     0x7fff25834fff  libprotobuf.dylib (4144) <874F61C0-AD23-3DD6-8094-9078FF0A0028> /System/Library/PrivateFrameworks/WirelessDiagnostics.framework/Versions/A/Libraries/libprotobuf.dylib
    0x7fff25835000 -     0x7fff25846fff  libprotobuf-lite.dylib (4144) <E071963D-3548-3207-9E02-DE891C41475F> /System/Library/PrivateFrameworks/WirelessDiagnostics.framework/Versions/A/Libraries/libprotobuf-lite.dylib
    0x7fff25847000 -     0x7fff2588bfff  com.apple.awd (1.0 - 951) <1EE34A40-385F-3C1F-B9E3-76D402FF0A02> /System/Library/PrivateFrameworks/WirelessDiagnostics.framework/Versions/A/WirelessDiagnostics
    0x7fff2588c000 -     0x7fff25a4cfff  com.apple.Montreal (1.0 - 142) <D97FDF8D-37FE-3CFA-8AE8-FB31A27CD3C4> /System/Library/PrivateFrameworks/Montreal.framework/Versions/A/Montreal
    0x7fff25a4d000 -     0x7fff25b3efff  com.apple.NLP (1.0 - 210.2) <213E131E-53F2-3BC4-BF46-30F527D8CD0C> /System/Library/PrivateFrameworks/NLP.framework/Versions/A/NLP
    0x7fff25b3f000 -     0x7fff25f5dfff  com.apple.CoreData (120 - 1046) <6E591794-BE3E-3912-A119-89E3304E126D> /System/Library/Frameworks/CoreData.framework/Versions/A/CoreData
    0x7fff25f5e000 -     0x7fff25f73fff  com.apple.ProtocolBuffer (1 - 285.24.10.20.1) <B4C7E6E7-EB80-343F-8BC5-91637E4E7393> /System/Library/PrivateFrameworks/ProtocolBuffer.framework/Versions/A/ProtocolBuffer
    0x7fff25f74000 -     0x7fff26127fff  libsqlite3.dylib (321.3) <D6BD9D45-68AB-3D8B-B765-4B1160515DA0> /usr/lib/libsqlite3.dylib
    0x7fff26128000 -     0x7fff261a4fff  com.apple.Accounts (113 - 113) <9F18F1F4-D6DD-33DD-9D9E-CE266E4952CD> /System/Library/Frameworks/Accounts.framework/Versions/A/Accounts
    0x7fff261a5000 -     0x7fff261bcfff  com.apple.commonutilities (8.0 - 900) <884ADE72-6D16-3418-A536-22D592695AAC> /System/Library/PrivateFrameworks/CommonUtilities.framework/Versions/A/CommonUtilities
    0x7fff261bd000 -     0x7fff2623cfff  com.apple.BaseBoard (526 - 526) <A53B8544-7F82-3AD7-8238-52BC71F4FCC2> /System/Library/PrivateFrameworks/BaseBoard.framework/Versions/A/BaseBoard
    0x7fff2623d000 -     0x7fff26285fff  com.apple.RunningBoardServices (1.0 - 505.100.7) <1622145F-094C-3C71-8184-112FB19190B9> /System/Library/PrivateFrameworks/RunningBoardServices.framework/Versions/A/RunningBoardServices
    0x7fff26286000 -     0x7fff262fafff  com.apple.AE (918.4 - 918.4) <8CFAD659-5CFB-3D69-B3D1-B7111D7B5806> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/AE.framework/Versions/A/AE
    0x7fff262fb000 -     0x7fff26301fff  libdns_services.dylib (1310.100.6) <29F2A46D-5635-308B-A0B8-91B8478915D2> /usr/lib/libdns_services.dylib
    0x7fff26302000 -     0x7fff26309fff  libsystem_symptoms.dylib (1431.100.15.0.1) <6095244D-4D5D-3D1E-A516-55D63478733D> /usr/lib/system/libsystem_symptoms.dylib
    0x7fff2630a000 -     0x7fff2648efff  com.apple.Network (1.0 - 1) <56DBABFE-81FE-3849-8774-F3016E659C6E> /System/Library/Frameworks/Network.framework/Versions/A/Network
    0x7fff2648f000 -     0x7fff264befff  com.apple.analyticsd (1.0 - 1) <38982658-9248-3C38-854F-7FED7EA57F9A> /System/Library/PrivateFrameworks/CoreAnalytics.framework/Versions/A/CoreAnalytics
    0x7fff264bf000 -     0x7fff264c1fff  libDiagnosticMessagesClient.dylib (112) <C1CF7607-706F-3F7A-B53F-1D32FEC8D7B8> /usr/lib/libDiagnosticMessagesClient.dylib
    0x7fff264c2000 -     0x7fff2650efff  com.apple.spotlight.metadata.utilities (1.0 - 2150.11) <A37F4565-08DA-353F-8D41-24EA6823DB4E> /System/Library/PrivateFrameworks/MetadataUtilities.framework/Versions/A/MetadataUtilities
    0x7fff2650f000 -     0x7fff265a9fff  com.apple.Metadata (10.7.0 - 2150.11) <E66541BF-061B-35B3-93F5-567CA3B20967> /System/Library/Frameworks/CoreServices.framework/Versions/A/Frameworks/Metadata.framework/Versions/A/Metadata
    0x7fff265aa000 -     0x7fff265b0fff  com.apple.DiskArbitration (2.7 - 2.7) <8FDA4408-ED5F-3D85-A282-116F9A56D6CB> /System/Library/Frameworks/DiskArbitration.framework/Versions/A/DiskArbitration
    0x7fff265b1000 -     0x7fff26c18fff  com.apple.vImage (8.1 - 544.4) <2610F610-6B3D-3715-9A98-7AA4B708AC5E> /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vImage.framework/Versions/A/vImage
    0x7fff26c19000 -     0x7fff26ef5fff  com.apple.QuartzCore (1.11 - 927.12) <30FE4312-3FD5-3F60-BD5A-E7599A605AC5> /System/Library/Frameworks/QuartzCore.framework/Versions/A/QuartzCore
    0x7fff26ef6000 -     0x7fff26f37fff  libFontRegistry.dylib (309) <E19670D6-353D-3587-8CE6-AB4EBB3FE60B> /System/Library/Frameworks/ApplicationServices.framework/Versions/A/Frameworks/ATS.framework/Versions/A/Resources/libFontRegistry.dylib
    0x7fff26f38000 -     0x7fff27078fff  com.apple.coreui (2.1 - 691.2) <484FB8E6-FA31-31B4-9527-572D7F38214A> /System/Library/PrivateFrameworks/CoreUI.framework/Versions/A/CoreUI
    0x7fff27079000 -     0x7fff27164fff  com.apple.ViewBridge (553 - 553) <9110D078-F52C-33AE-BB1D-F85959AA18AE> /System/Library/PrivateFrameworks/ViewBridge.framework/Versions/A/ViewBridge
    0x7fff27165000 -     0x7fff27170fff  com.apple.PerformanceAnalysis (1.278.3 - 278.3) <8CE25249-629E-3C0C-B97F-4DD48A5A43E7> /System/Library/PrivateFrameworks/PerformanceAnalysis.framework/Versions/A/PerformanceAnalysis
    0x7fff27171000 -     0x7fff27180fff  com.apple.OpenDirectory (11.3 - 230.40.1) <B37E8237-A068-38A0-9FF2-C5BE38EB11E0> /System/Library/Frameworks/OpenDirectory.framework/Versions/A/OpenDirectory
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    0x7fff6d5f1000 -     0x7fff6d649fff  com.apple.opencl (4.5 - 4.5) <5DB1ADF5-D477-3DF0-9129-1584B958FCF3> /System/Library/Frameworks/OpenCL.framework/Versions/A/OpenCL
    0x7fff6e173000 -     0x7fff6e38efff  com.apple.AMDMTLBronzeDriver (4.4.15.1 - 4.0.4) <C04DA8C1-5B07-3117-BBDE-8052DB54A8B0> /System/Library/Extensions/AMDMTLBronzeDriver.bundle/Contents/MacOS/AMDMTLBronzeDriver
    0x7fff6e6fb000 -     0x7fff6e7e2fff  com.apple.audio.AVFAudio (1.0 - 477.82) <BEA80E8D-7588-326B-AE5E-26EB642EC101> /System/Library/Frameworks/AVFAudio.framework/Versions/A/AVFAudio
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    0x7fff6fd0a000 -     0x7fff6fd0afff  com.apple.AuthenticationServicesCore (1.0 - ???) <693065BA-AF4E-3154-B346-F8EE2D2ABA2B> /System/Library/PrivateFrameworks/AuthenticationServicesCore.framework/Versions/A/AuthenticationServicesCore
    0x7fff6fd4a000 -     0x7fff6fd5cfff  com.apple.CMImaging (1.0 - 81.28) <51B630C4-B99F-3626-8B4C-E6D5418EA170> /System/Library/PrivateFrameworks/CMImaging.framework/Versions/A/CMImaging
    0x7fff70b12000 -     0x7fff70b13fff  com.apple.corespeech.CoreSpeechFoundation (1.0 - 1) <192A2E9A-CB38-390D-B254-1E588CF1B34D> /System/Library/PrivateFrameworks/CoreSpeechFoundation.framework/Versions/A/CoreSpeechFoundation
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    0x7fff73f3c000 -     0x7fff73f47fff  com.apple.SymptomAnalytics (1.0 - 1431.100.15.0.1) <A064159B-2E1D-3315-B2D5-B8E443CA2DE4> /System/Library/PrivateFrameworks/Symptoms.framework/Frameworks/SymptomAnalytics.framework/Versions/A/SymptomAnalytics
    0x7fff7415d000 -     0x7fff74175fff  com.apple.SymptomPresentationFeed (1.0 - 1431.100.15.0.1) <DC97784B-F310-3F35-A3F9-C3A4C9EDBF04> /System/Library/PrivateFrameworks/Symptoms.framework/Frameworks/SymptomPresentationFeed.framework/Versions/A/SymptomPresentationFeed
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External Modification Summary:
  Calls made by other processes targeting this process:
    task_for_pid: 0
    thread_create: 0
    thread_set_state: 0
  Calls made by this process:
    task_for_pid: 0
    thread_create: 0
    thread_set_state: 0
  Calls made by all processes on this machine:
    task_for_pid: 0
    thread_create: 0
    thread_set_state: 0

VM Region Summary:
ReadOnly portion of Libraries: Total=1.1G resident=0K(0%) swapped_out_or_unallocated=1.1G(100%)
Writable regions: Total=220.8M written=0K(0%) resident=0K(0%) swapped_out=0K(0%) unallocated=220.8M(100%)
 
                                VIRTUAL   REGION 
REGION TYPE                        SIZE    COUNT (non-coalesced) 
===========                     =======  ======= 
Activity Tracing                   256K        1 
Dispatch continuations            96.0M        1 
Foundation                          16K        1 
Image IO                          2192K        1 
Kernel Alloc Once                    8K        1 
MALLOC                            98.6M       63 
MALLOC guard page                   16K        4 
MALLOC_LARGE (reserved)           8748K        1         reserved VM address space (unallocated)
STACK GUARD                       56.0M       13 
Stack                             14.1M       13 
VM_ALLOCATE                        212K        4 
__CTF                               759        1 
__DATA                            52.6M      672 
__DATA_CONST                      54.7M      499 
__DATA_DIRTY                      2754K      325 
__FONT_DATA                          4K        1 
__LINKEDIT                       500.2M       10 
__OBJC_RO                         70.0M        1 
__OBJC_RW                         2480K        2 
__TEXT                           584.5M      672 
__UNICODE                          588K        1 
mapped file                       39.6M        6 
shared memory                     1152K       13 
===========                     =======  ======= 
TOTAL                              1.5G     2306 
TOTAL, minus reserved VM space     1.5G     2306 

Model: Macmini8,1, BootROM 1554.100.52.0.0 (iBridge: 18.16.14529.5.3,0), 6 processors, 6-Core Intel Core i7, 3.2 GHz, 16 GB, SMC 
Graphics: kHW_IntelUHDGraphics630Item, Intel UHD Graphics 630, spdisplays_builtin
Graphics: Radeon RX 570, Radeon RX 570, spdisplays_pcie_device, 4 GB
Memory Module: BANK 0/ChannelA-DIMM0, 8 GB, DDR4, 2667 MHz, Kingston, KHX2666C15S4/8G
Memory Module: BANK 2/ChannelB-DIMM0, 8 GB, DDR4, 2667 MHz, Kingston, KHX2666C15S4/8G
AirPort: spairport_wireless_card_type_airport_extreme (0x14E4, 0x7BF), wl0: Dec 24 2020 01:27:50 version 9.30.444.6.32.5.66 FWID 01-54f9c857
Bluetooth: Version 8.0.4d7, 3 services, 27 devices, 1 incoming serial ports
Network Service: Thunderbolt Ethernet Slot 1, Ethernet, en6
PCI Card: Aquantia AQC107, sppci_ethernet, Thunderbolt@197,0,0
PCI Card: Radeon RX 570, sppci_displaycontroller, Thunderbolt@71,0,0
PCI Card: pci1002,aaf0, sppci_audiodevice, Thunderbolt@71,0,1
USB Device: USB 3.1 Bus
USB Device: ASM1352R-Safe
USB Device: USB3.0 Hub
USB Device: USB2.0 Hub
USB Device: XBOX ACC
USB Device: USB2.1 Hub
USB Device: USB 2.0 Hub
USB Device: USB Storage
USB Device: OBINS
AnnePro2
USB Device: FiiO USB DAC K1
USB Device: USB Audio Device
USB Device: iPhone
USB Device: USB3.1 Hub
USB Device: USB 10/100/1000 LAN
USB Device: PSSD T7
USB Device: Apple T2 Bus
USB Device: Headset
USB Device: Apple T2 Controller
Thunderbolt Bus: Mac mini, Apple Inc., 47.4
Thunderbolt Device: RX570 eGFX Breakaway Puck, Sonnet Technologies, Inc., 1, 25.1
Thunderbolt Bus: Mac mini, Apple Inc., 47.4
Thunderbolt Device: SANLink3 N1, Promise Technology, Inc., 3, 33.3

[Feature Request] ProRes export?

Hello! I am loving the newest features on the app, it's absolutely wonderful. I see that ProRes import/decode is supported in the current app and I was hoping that ProRes export/encode support could be added to the app, at least to Mac's/iPhones with ProRes hardware accelerator support.

Please consider this addition and thank you for your work on this amazing app.

Big Sur风格的icon

我用figma摸了一个（但是原图标我只有256分辨率的），不嫌弃可以直接拿去用

用这个链接可以克隆走编辑：https://www.figma.com/file/Hx17krj3rSbYQLdZg7plOe/waifu2x-Big-Sur

Image Chooser of Batch Mode Cannot Show Latest Images

I send some images by AirDrop, however, they cannot be seen in the image chooser of batch mode. Yet they can be found in Photo app and other mode's image chooser.
Also, some album preview of the image chooser show wrong images.

iPhone 8 Plus (Global)
iOS 12
waifu2x 3.0 (build 2219)

Great conversion to Core ML

This model seems to be very useful for iOS developers. Feel free to create a PR to add it on the list https://github.com/likedan/Awesome-CoreML-Models when you're ready!

[enhancement idea] MacOS version

Any plan to port this smart project to MacOS ? High Sierra version has CoreML framework I think now.

iOS最新版本购买后切换AppStore账号会丢失购买

比如在国区购买安装后切换到另一个区的账号或退出登陆，额外模型就会无法使用

图片选择器选中后无法回到主界面

在 App 主界面点 + 号从相册选择图片时，选中图片点击添加后图片选择器不会消失，点击取消也没有反应，而且选中的内容必须手动反选后才能保住不被重复添加

Hope the future version could support batch-import and export

In the current version, it could only choose one picture one time and you must choose an action after the process , then you could do the next, and it’s a waste of time, hope the next version could choose more pictures one time (even up to ten or more pictures ) , and t can save time :)

开源版本处理彩色图片会错乱

使用项目中的Demo，直接选取一张照片，经过很长时间的处理之后，会发现生成的图片错乱，并且有横向纵向的很多蓝绿色的条纹。

Demo没有任何改动，试了下应该随便一张图片都会这样，请问这是哪方面的问题？需要截图的话之后附上。

[Enhancement/macOS]重启保留文件权限，或给予特定文件夹RW权限

每次系统重启都需要打开app重新给权限，CLI才能正常工作。有没有办法保存文件权限？
或者，是否可以用entitlements永久允许读写某些文件夹？以我的use case来说的话一直允许~/Pictures就够了，大部分人的话再加上~/Downloads也应该够了。这俩都有对应的ent应该可以直接从Xcode里启用。
https://developer.apple.com/documentation/security/app_sandbox

Thanks

[Feature Request]添加 CUNet 模型

或者能否给予更多的指导。我仅有一些通用的编码知识，没有机器学习相关的经验。
我在尝试转换 waifu2x 里的 CUNet 预训练模型到 Core ML 模型，但是非常苦手。

我已经在环境里安装好了 conda 和 coremltools，然而样例代码里做的事情与我期望的有很大差别。

Why is the image quality is a little worse than Waifu2x-caffe?

I tried upscaled this picture in the same parameters but the output is slightly different from the Waifu2x-caffe.
waifu2x-ios config:

waifu2x-caffe config:

original image:

waifu2x-ios output(zoom in):

waifu2x-caffe output(zoom in):

The result of waifu2x-caffe looks cleaner especially around the edges of eyes and hairs.

In-App Purchases
Additional Models
$6.99
Additional Models for Mac
$6.99
Three tips
$2.99
Tip
$0.99
Two tips
$1.99

Apple Silicon Macs?

With the Apple Silicon Macs coming up will you merge the MacOS and iOS versions into one central app or will they continue on seperately?

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