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example: PyTorch Live integration #1485

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@mrousavy mrousavy commented Feb 20, 2023 •
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What

Uses PyTorch Core to convert a Frame to a Image. This would allow us to run any ML Model inside VisionCamera straight from JS - no native code (Frame Processor Plugins) - proof of concept PR: facebookresearch/playtorch#199

Changes

Tested on

Related issues

mrousavy and others added 30 commits February 8, 2023 17:48
@mrousavy
chore: Drop support for RN < 71 to simplify buildscript
28a43f7
@mrousavy
chore: Upgrade to RN 71 (#1465)
11d1e71 
* chore: Upgrade Example to RN 0.71

* chore: Upgrade all libs

* fix: Fix CameraRoll installation

* Update Gradle Tools

* fix: Fix buildscripts

* Clean out build.gradle

* fix: Fix Kotlin setup

* fix: Move kotlin-android dependency to lib

* Move `_setGlobalConsole`

* Update gradle-wrapper.properties

* Rebuild lockfiles

* chore: Update build:gradle

* Update StatusBarBlurBackground.tsx

* Use Java 11 in Workflows

* Update MediaPage.tsx

* Add `google` repository to build.gradle

* Double Java Heap size

* Increase heap size

* Alternative args

* Update build.gradle
@mrousavy
feat: Replace Reanimated with RN Worklets (#1468)
a0590dc 
* Setup RN Worklets

* Use RN Worklets on iOS

* Fix console

* Add `installFrameProcessorBindings()` function

* Add `FrameProcessorPlugins` proxy (BREAKING CHANGE)

* Clean up docs

* Update FRAME_PROCESSORS.mdx

* Use RN Worklets 0.2.5

* feat: Android build setup

* Rewrite Android Frame Processor Part

* Update CMakeLists.txt

* fix: Add react-native-worklets Gradle dependency

* Update Podfile.lock

* fix build

* gradle:7.4.1

* Init JSI Bindings in method on Android

* Fix Folly flags

* fix: Init `FrameProcessorRuntimeManager` later

* fix: Wrap in `<GestureHandlerRootView>`

* Refactor plugins

* fix: Remove enableFrameProcessors

* Install RN Worklets from current GH master

* Update babel.config.js

* Update CameraViewModule.kt

* Update ImageProxyUtils.java

* feat: Upgrade to Reanimated v3

* fix: Fix crash on Worklet init

* Update RN Worklets to latest master

* fix: Simplify FP Plugins Proxy
@mrousavy
feat: Sync Frame Processors (plus runAsync and runAtTargetFps) (#…
30b5615 
…1472)

Before, Frame Processors ran on a separate Thread.

After, Frame Processors run fully synchronous and always at the same FPS as the Camera.

Two new functions have been introduced:

* `runAtTargetFps(fps: number, func: () => void)`: Runs the given code as often as the given `fps`, effectively throttling it's calls.
* `runAsync(frame: Frame, func: () => void)`: Runs the given function on a separate Thread for Frame Processing. A strong reference to the Frame is held as long as the function takes to execute.

You can use `runAtTargetFps` to throttle calls to a specific API (e.g. if your Camera is running at 60 FPS, but you only want to run face detection at ~25 FPS, use `runAtTargetFps(25, ...)`.)

You can use `runAsync` to run a heavy algorithm asynchronous, so that the Camera is not blocked while your algorithm runs. This is useful if your main sync processor draws something, and your async processor is doing some image analysis on the side. 

You can also combine both functions.

Examples:

```js
const frameProcessor = useFrameProcessor((frame) => {
  'worklet'
  console.log("I'm running at 60 FPS!")
}, [])
```

```js
const frameProcessor = useFrameProcessor((frame) => {
  'worklet'
  console.log("I'm running at 60 FPS!")

  runAtTargetFps(10, () => {
    'worklet'
    console.log("I'm running at 10 FPS!")
  })
}, [])
```



```js
const frameProcessor = useFrameProcessor((frame) => {
  'worklet'
  console.log("I'm running at 60 FPS!")

  runAsync(frame, () => {
    'worklet'
    console.log("I'm running on another Thread, I can block for longer!")
  })
}, [])
```

```js
const frameProcessor = useFrameProcessor((frame) => {
  'worklet'
  console.log("I'm running at 60 FPS!")

  runAtTargetFps(10, () => {
    'worklet'
    runAsync(frame, () => {
      'worklet'
      console.log("I'm running on another Thread at 10 FPS, I can block for longer!")
    })
  })
}, [])
```
@mrousavy
fix: Fix CI for V3 (#1475)
f0ea181 
* fix: Fix CI for "Build Android"

* update versions

* Update Gemfile.lock

* format swift

* fix: Fix swift lint

* Update .swiftlint.yml

* Use C++17 for lint

* fix: Fix C++ lints
@mrousavy
fix: Print correct error in build.gradle
6825c1f
@mrousavy
fix: Prevent possible crash in log error handler
222ded4
@mrousavy
chore: Bump to 3.0.0-rc.0
770357f
@mrousavy
chore: release 3.0.0-rc.1
2909085
@mrousavy
fix: Add missing <regex> header
0635d4a
@mrousavy
fix: Fix global.FrameProcessorPlugins TS error
1f7a2e0
@mrousavy
Create Shaders.ts
8856eaf
@mrousavy
Add previewType and enableFpsGraph
5bc082d
@mrousavy
Add RN Skia native dependency
8c24244
@mrousavy
Add Skia Preview View on iOS
e610a39
@mrousavy
Pass 1
61ead7b
@mrousavy
Update FrameHostObject.mm
8696ade
@mrousavy
Wrap Canvas
10cc323
@mrousavy
Lockfiles
7d82244
@mrousavy
fix: Fix stuff
cc1906c
@mrousavy
chore: Upgrade RNWorklets
70dd67a
@mrousavy
Add previewType to set the Preview
bf94009
@mrousavy
feat: Add Example
260ac63
@mrousavy
Update project.pbxproj
3aa21fd
@mrousavy
enableFpsGraph
534800b
@mrousavy
Cache the std::shared_ptr<FrameHostObject>
e0f8500
@mrousavy
Update CameraView+RecordVideo.swift
36ba8b6
@mrousavy
Update SkiaMetalCanvasProvider.mm
d04558c
@mrousavy
Android: Integrate Skia Dependency
3d017d7
@mrousavy
fix: Use new Prefix
4e0d970
@mrousavy
Add example for rendering shader
2df3ada
@mrousavy
chore: Upgrade CameraX
8dc832c
@mrousavy
Remove KTX
253f586
@mrousavy
Enable viewBinding
f2a603f
@mrousavy
Revert "Enable viewBinding"
2873367 
This reverts commit f2a603f.
@mrousavy
Revert "chore: Upgrade CameraX"
3fa5073 
This reverts commit 8dc832c.
@mrousavy
Remove unneeded ProcessCameraProvider.getInstance() call
b6505e8
@mrousavy
fix: Add REA hotfix patch
daef459
@mrousavy
fix: Fix FrameHostObject dead in runAsync
367b771
@mrousavy
fix: Make runAsync run truly async by dropping new Frames while exe…
3ea5dfa 
…cuting
@mrousavy
chore: Upgrade RN Worklets to latest
0028d6e
@mrousavy
chore: Upgrade RN Skia
e407d0f
@mrousavy
Revert "Remove KTX"
57a884d 
This reverts commit 253f586.
@mrousavy
Make Skia optional in CMake
3267e8f
@mrousavy
Fix import
740aade
@mrousavy
Update CMakeLists.txt
a927d52
@mrousavy
Update build.gradle
5bf0d69
@mrousavy
Update CameraView.kt
3a291c8
@mrousavy
Update CameraView.kt
d2990bb
@mrousavy
Update CameraView.kt
1cc2264
@mrousavy
Update Shaders.ts
284a635
@mrousavy
Center Blur
b93a51c
@mrousavy
Install PyTorch Core
1e2792e
@mrousavy
Expose FrameHostObject
c535626
@mrousavy
Push
7194196
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ADDED 110
UPDATED 392
DOWNGRADED 5
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@mrousavy mrousavy mentioned this pull request Feb 20, 2023
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