docs(*): update changelog and readme for 6.2.0

Signed-off-by: k4yt3x <i@k4yt3x.com>

.gitattributes

@@ -0,0 +1 @@
+models/** linguist-vendored

.github/FUNDING.yml

@@ -1,12 +1,2 @@
-# These are supported funding model platforms
-
 github: k4yt3x
 patreon: k4yt3x
-open_collective: # Replace with a single Open Collective username
-ko_fi: # Replace with a single Ko-fi username
-tidelift: # Replace with a single Tidelift platform-name/package-name e.g., npm/babel
-community_bridge: # Replace with a single Community Bridge project-name e.g., cloud-foundry
-liberapay: # Replace with a single Liberapay username
-issuehunt: # Replace with a single IssueHunt username
-otechie: # Replace with a single Otechie username
-custom: # Replace with up to 4 custom sponsorship URLs e.g., ['link1', 'link2']

.github/workflows/build.yml

@@ -0,0 +1,123 @@
+name: Build
+
+on:
+  push:
+    paths:
+      - ".github/workflows/build.yml"
+      - "include/**"
+      - "src/**"
+      - "tools/**"
+      - "third_party/**"
+      - "CMakeLists.txt"
+  pull_request:
+    paths:
+      - ".github/workflows/build.yml"
+      - "include/**"
+      - "src/**"
+      - "tools/**"
+      - "third_party/**"
+      - "CMakeLists.txt"
+  workflow_dispatch:
+
+jobs:
+  ubuntu:
+    runs-on: ubuntu-latest
+    env:
+      DEBIAN_FRONTEND: noninteractive
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          submodules: recursive
+
+      - name: Install dependencies
+        run: |
+          git submodule update --init --recursive
+          sudo apt-get update
+          sudo apt-get install -y --no-install-recommends \
+            libavcodec-dev \
+            libavdevice-dev \
+            libavfilter-dev \
+            libavformat-dev \
+            libavutil-dev \
+            libswscale-dev \
+            libvulkan-dev \
+            glslang-tools \
+            libomp-dev \
+            libboost-program-options-dev
+
+      - name: Build Video2X
+        run: |
+          mkdir -p /tmp/build /tmp/install
+          cmake -B /tmp/build -S . -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF \
+            -DCMAKE_C_COMPILER=clang -DCMAKE_CXX_COMPILER=clang++ \
+            -DCMAKE_BUILD_TYPE=Debug -DCMAKE_INSTALL_PREFIX=/tmp/install \
+            -DINSTALL_BIN_DESTINATION=. -DINSTALL_INCLUDE_DESTINATION=include \
+            -DINSTALL_LIB_DESTINATION=. -DINSTALL_MODEL_DESTINATION=.
+          cmake --build /tmp/build --config Debug --target install --parallel
+
+      - name: Upload artifacts
+        uses: actions/upload-artifact@v4
+        with:
+          name: video2x-nightly-linux-amd64
+          path: /tmp/install
+
+  windows:
+    runs-on: windows-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          submodules: recursive
+
+      - name: Install Vulkan SDK
+        uses: humbletim/setup-vulkan-sdk@v1.2.0
+        with:
+          vulkan-query-version: 1.3.204.0
+          vulkan-components: Vulkan-Headers, Vulkan-Loader, Glslang, SPIRV-Tools, SPIRV-Headers
+          vulkan-use-cache: true
+
+      - name: Install dependencies
+        shell: pwsh
+        run: |
+          $ffmpegVersion = "7.1"
+          $ncnnVersion = "20240820"
+
+          git submodule update --init --recursive
+
+          curl -Lo ffmpeg-shared.zip "https://github.com/GyanD/codexffmpeg/releases/download/$ffmpegVersion/ffmpeg-$ffmpegVersion-full_build-shared.zip"
+          Expand-Archive -Path ffmpeg-shared.zip -DestinationPath third_party
+          Rename-Item -Path "third_party/ffmpeg-$ffmpegVersion-full_build-shared" -NewName ffmpeg-shared
+
+          curl -Lo ncnn-shared.zip "https://github.com/Tencent/ncnn/releases/download/$ncnnVersion/ncnn-$ncnnVersion-windows-vs2022-shared.zip"
+          Expand-Archive -Path ncnn-shared.zip -DestinationPath third_party
+          Rename-Item -Path "third_party/ncnn-$ncnnVersion-windows-vs2022-shared" -NewName ncnn-shared
+
+      - name: Build Video2X
+        shell: pwsh
+        run: |
+          cmake -S . -B build `
+            -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DUSE_SYSTEM_BOOST=OFF `
+            -DCMAKE_BUILD_TYPE=Debug -DCMAKE_INSTALL_PREFIX=build/video2x_install
+          cmake --build build --config Debug --parallel --target install
+
+      - name: Upload artifacts
+        uses: actions/upload-artifact@v4
+        with:
+          name: video2x-nightly-windows-amd64
+          path: build/video2x_install
+
+  container:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - uses: mr-smithers-excellent/docker-build-push@v5
+        name: Build the Docker image
+        with:
+          registry: ghcr.io
+          dockerfile: packaging/docker/Dockerfile
+          image: video2x
+          tags: latest
+          pushImage: false

.github/workflows/ci.yml

@@ -1,41 +0,0 @@
-name: CI
-on:
-  push:
-    branches:
-      - master
-      - dev/*
-  pull_request: {}
-  workflow_dispatch: {}
-jobs:
-  ubuntu:
-    runs-on: ubuntu-latest
-    env:
-      DEBIAN_FRONTEND: noninteractive
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v2
-        with:
-          submodules: recursive
-      - name: Setup Python
-        uses: actions/setup-python@v2
-        with:
-          python-version: 3.8
-      - name: Install dependencies
-        run: |
-          sudo apt-get update
-          sudo apt-get install -y --no-install-recommends \
-            python3-opencv python3-pil python3-tqdm python3-dev \
-            libvulkan-dev glslang-dev glslang-tools swig
-          pip install wheel
-      - name: Build wheels
-        run: |
-          pip wheel -w /tmp/wheels \
-            rife-ncnn-vulkan-python@git+https://github.com/media2x/rife-ncnn-vulkan-python.git .
-      - name: Package artifacts
-        run: |
-          tar cJvf /tmp/video2x-nightly-wheels.txz /tmp/wheels/*
-      - name: Upload artifacts
-        uses: actions/upload-artifact@v2
-        with:
-          name: video2x-nightly-wheels
-          path: /tmp/video2x-nightly-wheels.txz

.github/workflows/docs.yml

@@ -0,0 +1,49 @@
+name: Docs
+
+on:
+  push:
+    branches:
+      - master
+    paths:
+      - "docs/book/**"
+  workflow_dispatch:
+
+permissions:
+  contents: read
+  pages: write
+  id-token: write
+
+concurrency:
+  group: "pages"
+  cancel-in-progress: false
+
+jobs:
+  deploy:
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Install mdBook
+        run: |
+          version="$(curl https://api.github.com/repos/rust-lang/mdBook/releases/latest | jq -r '.tag_name')"
+          curl -sSL "https://github.com/rust-lang/mdBook/releases/download/$version/mdbook-$version-x86_64-unknown-linux-musl.tar.gz" | tar -xz
+          sudo mv mdbook /usr/local/bin/
+
+      - name: Build Docs with mdBook
+        run: mdbook build -d "$PWD/build/docs/book" docs/book
+
+      - name: Setup Pages
+        uses: actions/configure-pages@v5
+
+      - name: Upload artifact
+        uses: actions/upload-pages-artifact@v3
+        with:
+          path: "build/docs/book"
+
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v4

.github/workflows/issues.yml

@@ -0,0 +1,52 @@
+name: Issues
+
+on:
+  issues:
+    types:
+      - opened
+      - reopened
+      - closed
+
+jobs:
+  label_issues:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Remove all 'state:' labels
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          ISSUE_NUMBER=${{ github.event.issue.number }}
+          REPO=${{ github.repository }}
+          EXISTING_LABELS=$(gh issue view $ISSUE_NUMBER --repo $REPO --json labels --jq '.labels[].name')
+
+          for label in $EXISTING_LABELS; do
+            if [[ $label == state:* ]]; then
+              gh issue edit $ISSUE_NUMBER --remove-label "$label" --repo $REPO
+            fi
+          done
+
+      - name: Add 'state:Backlog' label on issue opened or reopened
+        if: ${{ github.event.action == 'opened' || github.event.action == 'reopened' }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          LABEL_NAME="state:Backlog"
+          REPO=${{ github.repository }}
+          ISSUE_NUMBER=${{ github.event.issue.number }}
+
+          if gh label list --repo $REPO | grep -q "$LABEL_NAME"; then
+            gh issue edit $ISSUE_NUMBER --add-label "$LABEL_NAME" --repo $REPO
+          fi
+
+      - name: Add 'state:Done' label on issue closed
+        if: ${{ github.event.action == 'closed' }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          LABEL_NAME="state:Done"
+          REPO=${{ github.repository }}
+          ISSUE_NUMBER=${{ github.event.issue.number }}
+
+          if gh label list --repo $REPO | grep -q "$LABEL_NAME"; then
+            gh issue edit $ISSUE_NUMBER --add-label "$LABEL_NAME" --repo $REPO
+          fi

.github/workflows/release.yml

@@ -1,61 +1,165 @@
 name: Release
+
 on:
   push:
-    branches:
-      - master
     tags:
       - "*"
 
+permissions:
+  contents: write
+
 jobs:
   setup:
     name: Setup
+    if: github.event.base_ref == 'refs/heads/master'
     runs-on: ubuntu-latest
     outputs:
-      tag: ${{ steps.get_tag.outputs.tag }}
+      version: ${{ steps.get_version.outputs.version }}
     steps:
-      - name: Get tag
-        id: get_tag
-        run: echo ::set-output name=tag::${GITHUB_REF/refs\/tags\//}
+      - name: Get version
+        id: get_version
+        run: echo version=${GITHUB_REF/refs\/tags\//} >> $GITHUB_OUTPUT
 
-  create-release:
-    name: Create release
+  ubuntu-2404:
+    # GitHub Actions' ubuntu-24.04 runner does not have enough RAM
+    if: false
+    name: Build Ubuntu 24.04 release
     needs:
       - setup
-    runs-on: ubuntu-latest
-    outputs:
-      upload_url: ${{ steps.create_release.outputs.upload_url }}
+    runs-on: ubuntu-24.04
+    env:
+      DEBIAN_FRONTEND: noninteractive
     steps:
-      - name: Create release
-        id: create_release
-        uses: actions/create-release@v1
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      - name: Checkout repository
+        uses: actions/checkout@v4
         with:
-          tag_name: ${{ needs.setup.outputs.tag }}
-          release_name: Video2X ${{ needs.setup.outputs.tag }}
-          draft: true
-          prerelease: false
+          submodules: recursive
+
+      - name: Install dependencies
+        run: |
+          git submodule update --init --recursive
+          sudo apt-get update
+          sudo apt-get install -y --no-install-recommends \
+              libavcodec-dev \
+              libavdevice-dev \
+              libavfilter-dev \
+              libavformat-dev \
+              libavutil-dev \
+              libswscale-dev \
+              libvulkan-dev \
+              glslang-tools \
+              libomp-dev \
+              libboost-program-options-dev
+
+      - name: Build Video2X
+        run: |
+          cmake -B build -S . -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DSPDLOG_NO_EXCEPTIONS=ON \
+              -DCMAKE_C_COMPILER=gcc -DCMAKE_CXX_COMPILER=g++ \
+              -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=build/video2x-linux-ubuntu-2404-amd64/usr
+          cmake --build build --config Release --target install --parallel
+          mkdir -p build/video2x-linux-ubuntu-2404-amd64/DEBIAN
+          cp packaging/debian/control build/video2x-linux-ubuntu-2404-amd64/DEBIAN/control
+          dpkg-deb --build build/video2x-linux-ubuntu-2404-amd64
+
+      - name: Upload artifacts
+        uses: actions/upload-artifact@v4
+        with:
+          name: video2x-linux-ubuntu-2404-amd64
+          path: build/video2x-linux-ubuntu-2404-amd64.deb
+
+  windows:
+    name: Build Windows release
+    needs:
+      - setup
+    runs-on: windows-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          submodules: recursive
+
+      - name: Install Vulkan SDK
+        uses: humbletim/setup-vulkan-sdk@v1.2.0
+        with:
+          vulkan-query-version: 1.3.204.0
+          vulkan-components: Vulkan-Headers, Vulkan-Loader, Glslang, SPIRV-Tools, SPIRV-Headers
+          vulkan-use-cache: true
+
+      - name: Install dependencies
+        shell: pwsh
+        run: |
+          $ffmpegVersion = "7.1"
+          $ncnnVersion = "20240820"
+
+          git submodule update --init --recursive
+
+          curl -Lo ffmpeg-shared.zip "https://github.com/GyanD/codexffmpeg/releases/download/$ffmpegVersion/ffmpeg-$ffmpegVersion-full_build-shared.zip"
+          Expand-Archive -Path ffmpeg-shared.zip -DestinationPath third_party
+          Rename-Item -Path "third_party/ffmpeg-$ffmpegVersion-full_build-shared" -NewName ffmpeg-shared
+
+          curl -Lo ncnn-shared.zip "https://github.com/Tencent/ncnn/releases/download/$ncnnVersion/ncnn-$ncnnVersion-windows-vs2022-shared.zip"
+          Expand-Archive -Path ncnn-shared.zip -DestinationPath third_party
+          Rename-Item -Path "third_party/ncnn-$ncnnVersion-windows-vs2022-shared" -NewName ncnn-shared
+
+      - name: Build Video2X
+        shell: pwsh
+        run: |
+          cmake -S . -B build `
+            -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DUSE_SYSTEM_BOOST=OFF `
+            -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=build/video2x_install
+          cmake --build build --config Release --parallel --target install
+
+      - name: Compress artifacts
+        run: |
+          Compress-Archive -Path build/video2x_install/* -DestinationPath build/video2x-windows-amd64.zip
+
+      - name: Upload artifacts
+        uses: actions/upload-artifact@v4
+        with:
+          name: video2x-windows-amd64
+          path: build/video2x-windows-amd64.zip
 
   container:
     name: Build and upload container
     needs:
       - setup
-      - create-release
-    strategy:
-      matrix:
-        version:
-          - slim-alpine
-          - cuda
     runs-on: ubuntu-latest
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v2
+        uses: actions/checkout@v4
+
       - uses: mr-smithers-excellent/docker-build-push@v5
-        name: Build & push Docker image
+        name: Build & push the Docker image
         with:
           registry: ghcr.io
           username: ${{ secrets.GHCR_USER }}
           password: ${{ secrets.GHCR_TOKEN }}
-          dockerfile: Dockerfile.${{ matrix.version }}
+          dockerfile: packaging/docker/Dockerfile
           image: video2x
-          tags: latest, ${{ needs.setup.outputs.tag }}-${{ matrix.version }}
+          tags: latest, ${{ needs.setup.outputs.version }}
+
+  create-release:
+    name: Create release
+    needs:
+      - setup
+      # - ubuntu-2404
+      - windows
+      - container
+    runs-on: ubuntu-latest
+    outputs:
+      upload_url: ${{ steps.create_release.outputs.upload_url }}
+    steps:
+      - name: Download artifacts
+        uses: actions/download-artifact@v4
+
+      - name: Create release
+        id: create_release
+        uses: softprops/action-gh-release@v2
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          tag_name: ${{ needs.setup.outputs.version }}
+          name: ${{ needs.setup.outputs.version }}
+          draft: true
+          prerelease: false
+          files: |
+            video2x-windows-amd64.zip

.gitignore

@@ -1,115 +1,77 @@
-# test videos
-*.mp4
-*.mkv
-*.mov
-*.avi
-*.flv
-*.webm
+# Data files
+data/
 
-# vim session file
-Session.vim
-
-# Byte-compiled / optimized / DLL files
-__pycache__/
-*.py[cod]
-*$py.class
-
-# C extensions
-*.so
-
-# Distribution / packaging
-.Python
+# Built-binaries
+bin/
 build/
-develop-eggs/
-dist/
-downloads/
-eggs/
-.eggs/
-lib/
-lib64/
-parts/
-sdist/
-var/
-wheels/
-*.egg-info/
-.installed.cfg
-*.egg
-MANIFEST
 
-# PyInstaller
-#  Usually these files are written by a python script from a template
-#  before PyInstaller builds the exe, so as to inject date/other infos into it.
-*.manifest
-*.spec
+# Prerequisites
+*.d
 
-# Installer logs
-pip-log.txt
-pip-delete-this-directory.txt
+# Object files
+*.o
+*.ko
+*.obj
+*.elf
 
-# Unit test / coverage reports
-htmlcov/
-.tox/
-.coverage
-.coverage.*
-.cache
-nosetests.xml
-coverage.xml
-*.cover
-.hypothesis/
-.pytest_cache/
+# Linker output
+*.ilk
+*.map
+*.exp
 
-# Translations
-#*.mo
-#*.pot
+# Precompiled Headers
+*.gch
+*.pch
 
-# Django stuff:
-*.log
-local_settings.py
-db.sqlite3
+# Libraries
+*.lib
+*.a
+*.la
+*.lo
 
-# Flask stuff:
-instance/
-.webassets-cache
+# Shared objects (inc. Windows DLLs)
+*.dll
+#*.so
+*.so.*
+*.dylib
 
-# Scrapy stuff:
-.scrapy
+# Executables
+*.exe
+*.out
+*.app
+*.i*86
+*.x86_64
+*.hex
 
-# Sphinx documentation
-docs/_build/
+# Debug files
+*.dSYM/
+*.su
+*.idb
+*.pdb
 
-# PyBuilder
-target/
+# Kernel Module Compile Results
+#*.mod*
+*.cmd
+.tmp_versions/
+modules.order
+Module.symvers
+Mkfile.old
+dkms.conf
 
-# Jupyter Notebook
-.ipynb_checkpoints
+# clang tooling compilation databases
+.cache/
+*.plist
 
-# pyenv
-.python-version
-
-# celery beat schedule file
-celerybeat-schedule
-
-# SageMath parsed files
-*.sage.py
-
-# Environments
-.env
-.venv
-env/
-venv/
-ENV/
-env.bak/
-venv.bak/
-
-# Spyder project settings
-.spyderproject
-.spyproject
-
-# Rope project settings
-.ropeproject
-
-# mkdocs documentation
-/site
-
-# mypy
-.mypy_cache/
+# CMake
+CMakeLists.txt.user
+CMakeCache.txt
+CMakeFiles
+CMakeScripts
+Testing
+Makefile
+cmake_install.cmake
+install_manifest.txt
+compile_commands.json
+CTestTestfile.cmake
+_deps
+CMakeUserPresets.json

.gitmodules

@@ -0,0 +1,15 @@
+[submodule "third_party/librealesrgan_ncnn_vulkan"]
+	path = third_party/librealesrgan_ncnn_vulkan
+	url = https://github.com/k4yt3x/librealesrgan-ncnn-vulkan.git
+[submodule "third_party/ncnn"]
+	path = third_party/ncnn
+	url = https://github.com/Tencent/ncnn.git
+[submodule "third_party/spdlog"]
+	path = third_party/spdlog
+	url = https://github.com/gabime/spdlog.git
+[submodule "third_party/boost"]
+	path = third_party/boost
+	url = https://github.com/boostorg/boost.git
+[submodule "third_party/librife_ncnn_vulkan"]
+	path = third_party/librife_ncnn_vulkan
+	url = https://github.com/k4yt3x/librife-ncnn-vulkan.git

CHANGELOG.md

@@ -0,0 +1,69 @@
+# Changelog
+
+All notable changes to this project will be documented in this file.
+
+The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
+and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
+
+## [6.2.0] - 2024-12-11
+
+### Added
+
+- Automatic selection of the most suitable pixel format for the output video.
+- Frame interpolation processing mode.
+- More `AVCodecContext` options.
+- Support for RIFE ncnn Vulkan.
+- Support for specifying arbitrary `AVOptions` for the encoder (#1232).
+- Visual C++ Redistributable version check to the installer. (Video2X Qt6)
+
+### Changed
+
+- Improve CLI argument validation.
+- Improve error handling and error messages.
+- Improve the CLI help message structure and clarity.
+- Improve the UI with a complete redesign. (Video2X Qt6)
+
+### Removed
+
+- The C API for easier maintenance and development.
+
+### Fixed
+
+- Timestamp errors processing frames with PTS equal to 0 (#1222).
+
+## [6.1.1] - 2024-11-07
+
+### Added
+
+- Time remaining, and processing speed to the status bar.
+
+### Fixed
+
+- Stream mapping for cases where the video stream is not the first stream in the input file (#1217).
+- The encoder using the wrong color space for the output video.
+
+## [6.1.0] - 2024-11-04
+
+### Added
+
+- A better timer that gets paused when the processing is paused.
+- Detection for the validity of the provided GPU ID.
+- Status bar and processing statistics. (Video2X Qt6)
+- The `--listgpus` option to list available Vulkan GPU devices.
+- Vulkan device selection for libplacebo.
+
+### Changed
+
+- Automatically detect if options `colorspace` and `range` are supported by the buffer filter.
+- Resource file missing error messages.
+- Rewritten the CLI with C++.
+
+### Fixed
+
+- Wide character string paths support on Windows systems without UTF-8 support enabled (#1201).
+
+## [6.0.0] - 2024-10-29
+
+### Added
+
+- The initial release of the 6.0.0 version of Video2X.

CMakeLists.txt

@@ -0,0 +1,423 @@
+cmake_minimum_required(VERSION 3.10)
+project(video2x VERSION 6.2.0 LANGUAGES CXX)
+
+if(POLICY CMP0167)
+  cmake_policy(SET CMP0167 NEW)
+endif()
+
+# Set the C++ standard
+set(CMAKE_CXX_STANDARD 17)
+set(CMAKE_CXX_STANDARD_REQUIRED ON)
+set(CMAKE_CXX_EXTENSIONS OFF)
+
+# Set the default build type to Release if not specified
+if(NOT CMAKE_BUILD_TYPE)
+    set(CMAKE_BUILD_TYPE Release)
+endif()
+
+# Set the default optimization flags for Release builds
+if(CMAKE_BUILD_TYPE STREQUAL "Release")
+    if(CMAKE_CXX_COMPILER_ID STREQUAL "MSVC")
+        set(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} /Ox /GL /LTCG /MD /DNDEBUG")
+    elseif(CMAKE_CXX_COMPILER_ID STREQUAL "GNU" OR CMAKE_CXX_COMPILER_ID MATCHES "Clang")
+        set(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} -O3 -march=native -flto")
+        set(CMAKE_EXE_LINKER_FLAGS_RELEASE "${CMAKE_EXE_LINKER_FLAGS_RELEASE} -s")
+        set(CMAKE_SHARED_LINKER_FLAGS_RELEASE "${CMAKE_SHARED_LINKER_FLAGS_RELEASE} -s")
+    endif()
+endif()
+
+# Set global compile options for all targets
+if(CMAKE_CXX_COMPILER_ID STREQUAL "MSVC")
+    add_compile_options(/W4 /permissive-)
+elseif(CMAKE_CXX_COMPILER_ID STREQUAL "GNU" OR CMAKE_CXX_COMPILER_ID MATCHES "Clang")
+    add_compile_options(-Wall -Wextra -Wpedantic -Wconversion -Wshadow)
+endif()
+
+# Build options
+option(BUILD_SHARED_LIBS "Build libvideo2x as a shared library" ON)
+option(BUILD_VIDEO2X_CLI "Build the video2x executable" ON)
+option(USE_SYSTEM_NCNN "Use system ncnn library" ON)
+option(USE_SYSTEM_SPDLOG "Use system spdlog library" ON)
+option(USE_SYSTEM_BOOST "Use system Boost library" ON)
+
+# Generate the version header file
+configure_file(
+    "${CMAKE_CURRENT_SOURCE_DIR}/include/libvideo2x/version.h.in"
+    "${CMAKE_CURRENT_BINARY_DIR}/libvideo2x/version.h"
+    @ONLY
+)
+
+# Find the required packages
+set(ALL_INCLUDE_DIRS)
+set(ALL_LIBRARIES)
+
+# Platform-specific dependencies
+if(WIN32)
+    # Define base paths for FFmpeg and ncnn
+    set(FFMPEG_BASE_PATH ${PROJECT_SOURCE_DIR}/third_party/ffmpeg-shared)
+    set(NCNN_BASE_PATH ${PROJECT_SOURCE_DIR}/third_party/ncnn-shared/x64)
+
+    # FFmpeg
+    set(FFMPEG_LIB
+        ${FFMPEG_BASE_PATH}/lib/avcodec.lib
+        ${FFMPEG_BASE_PATH}/lib/avdevice.lib
+        ${FFMPEG_BASE_PATH}/lib/avfilter.lib
+        ${FFMPEG_BASE_PATH}/lib/avformat.lib
+        ${FFMPEG_BASE_PATH}/lib/avutil.lib
+        ${FFMPEG_BASE_PATH}/lib/swscale.lib
+    )
+    list(APPEND ALL_LIBRARIES ${FFMPEG_LIB})
+    list(APPEND ALL_INCLUDE_DIRS ${FFMPEG_BASE_PATH}/include)
+
+    # ncnn
+    # TODO: Figure out why this file is not being copied to the install directory
+    set(SPIRV_BUILD_PATH
+        ${CMAKE_BINARY_DIR}/realesrgan-prefix/src/realesrgan-build/ncnn/glslang/SPIRV
+    )
+    if(CMAKE_BUILD_TYPE STREQUAL "Release")
+        set(SPIRV_LIB ${SPIRV_BUILD_PATH}/Release/SPIRV.lib)
+    else()
+        set(SPIRV_LIB ${SPIRV_BUILD_PATH}/Debug/SPIRVd.lib)
+    endif()
+
+    list(APPEND ALL_LIBRARIES
+        ${NCNN_BASE_PATH}/lib/ncnn.lib
+        ${SPIRV_LIB}
+    )
+    list(APPEND ALL_INCLUDE_DIRS ${NCNN_BASE_PATH}/include/ncnn)
+else()
+    # FFmpeg
+    find_package(PkgConfig REQUIRED)
+    set(FFMPEG_REQUIRED_PKGS
+        libavcodec
+        libavdevice
+        libavfilter
+        libavformat
+        libavutil
+        libswscale
+    )
+
+    # Loop through each package to find and collect include dirs and libraries
+    set(FFMPEG_LIB)
+    foreach(PKG ${FFMPEG_REQUIRED_PKGS})
+        pkg_check_modules(${PKG} REQUIRED ${PKG})
+        list(APPEND ALL_INCLUDE_DIRS ${${PKG}_INCLUDE_DIRS})
+        list(APPEND FFMPEG_LIB ${${PKG}_LIBRARIES})
+    endforeach()
+    list(APPEND ALL_LIBRARIES ${FFMPEG_LIB})
+endif() # WIN32
+
+# Find ncnn package
+if(USE_SYSTEM_NCNN)
+    find_package(ncnn REQUIRED)
+else()
+    option(NCNN_INSTALL_SDK "" OFF)
+    option(NCNN_PIXEL_ROTATE "" OFF)
+    option(NCNN_VULKAN "" ON)
+    option(NCNN_VULKAN_ONLINE_SPIRV "" ON)
+    option(NCNN_BUILD_BENCHMARK "" OFF)
+    option(NCNN_BUILD_TESTS "" OFF)
+    option(NCNN_BUILD_TOOLS "" OFF)
+    option(NCNN_BUILD_EXAMPLES "" OFF)
+    option(NCNN_DISABLE_RTTI "" ON)
+    option(NCNN_DISABLE_EXCEPTION "" ON)
+    option(NCNN_BUILD_SHARED_LIBS "" OFF)
+    option(SKIP_GLSLANG_INSTALL "" ON)
+
+    option(WITH_LAYER_absval "" OFF)
+    option(WITH_LAYER_argmax "" OFF)
+    option(WITH_LAYER_batchnorm "" OFF)
+    option(WITH_LAYER_bias "" OFF)
+    option(WITH_LAYER_bnll "" OFF)
+    option(WITH_LAYER_concat "" ON)
+    option(WITH_LAYER_convolution "" ON)
+    option(WITH_LAYER_crop "" ON)
+    option(WITH_LAYER_deconvolution "" OFF)
+    option(WITH_LAYER_dropout "" OFF)
+    option(WITH_LAYER_eltwise "" ON)
+    option(WITH_LAYER_elu "" OFF)
+    option(WITH_LAYER_embed "" OFF)
+    option(WITH_LAYER_exp "" OFF)
+    option(WITH_LAYER_flatten "" ON)
+    option(WITH_LAYER_innerproduct "" ON)
+    option(WITH_LAYER_input "" ON)
+    option(WITH_LAYER_log "" OFF)
+    option(WITH_LAYER_lrn "" OFF)
+    option(WITH_LAYER_memorydata "" OFF)
+    option(WITH_LAYER_mvn "" OFF)
+    option(WITH_LAYER_pooling "" OFF)
+    option(WITH_LAYER_power "" OFF)
+    option(WITH_LAYER_prelu "" ON)
+    option(WITH_LAYER_proposal "" OFF)
+    option(WITH_LAYER_reduction "" OFF)
+    option(WITH_LAYER_relu "" ON)
+    option(WITH_LAYER_reshape "" OFF)
+    option(WITH_LAYER_roipooling "" OFF)
+    option(WITH_LAYER_scale "" OFF)
+    option(WITH_LAYER_sigmoid "" OFF)
+    option(WITH_LAYER_slice "" OFF)
+    option(WITH_LAYER_softmax "" OFF)
+    option(WITH_LAYER_split "" ON)
+    option(WITH_LAYER_spp "" OFF)
+    option(WITH_LAYER_tanh "" OFF)
+    option(WITH_LAYER_threshold "" OFF)
+    option(WITH_LAYER_tile "" OFF)
+    option(WITH_LAYER_rnn "" OFF)
+    option(WITH_LAYER_lstm "" OFF)
+    option(WITH_LAYER_binaryop "" ON)
+    option(WITH_LAYER_unaryop "" OFF)
+    option(WITH_LAYER_convolutiondepthwise "" OFF)
+    option(WITH_LAYER_padding "" ON)
+    option(WITH_LAYER_squeeze "" OFF)
+    option(WITH_LAYER_expanddims "" OFF)
+    option(WITH_LAYER_normalize "" OFF)
+    option(WITH_LAYER_permute "" OFF)
+    option(WITH_LAYER_priorbox "" OFF)
+    option(WITH_LAYER_detectionoutput "" OFF)
+    option(WITH_LAYER_interp "" ON)
+    option(WITH_LAYER_deconvolutiondepthwise "" OFF)
+    option(WITH_LAYER_shufflechannel "" OFF)
+    option(WITH_LAYER_instancenorm "" OFF)
+    option(WITH_LAYER_clip "" OFF)
+    option(WITH_LAYER_reorg "" OFF)
+    option(WITH_LAYER_yolodetectionoutput "" OFF)
+    option(WITH_LAYER_quantize "" OFF)
+    option(WITH_LAYER_dequantize "" OFF)
+    option(WITH_LAYER_yolov3detectionoutput "" OFF)
+    option(WITH_LAYER_psroipooling "" OFF)
+    option(WITH_LAYER_roialign "" OFF)
+    option(WITH_LAYER_packing "" ON)
+    option(WITH_LAYER_requantize "" OFF)
+    option(WITH_LAYER_cast "" ON)
+    option(WITH_LAYER_hardsigmoid "" OFF)
+    option(WITH_LAYER_selu "" OFF)
+    option(WITH_LAYER_hardswish "" OFF)
+    option(WITH_LAYER_noop "" OFF)
+    option(WITH_LAYER_pixelshuffle "" ON)
+    option(WITH_LAYER_deepcopy "" OFF)
+    option(WITH_LAYER_mish "" OFF)
+    option(WITH_LAYER_statisticspooling "" OFF)
+    option(WITH_LAYER_swish "" OFF)
+    option(WITH_LAYER_gemm "" OFF)
+    option(WITH_LAYER_groupnorm "" OFF)
+    option(WITH_LAYER_layernorm "" OFF)
+    option(WITH_LAYER_softplus "" OFF)
+
+    add_subdirectory(third_party/ncnn)
+endif()
+
+# spdlog
+if(USE_SYSTEM_SPDLOG)
+    find_package(spdlog REQUIRED)
+    list(APPEND ALL_INCLUDE_DIRS ${spdlog_INCLUDE_DIRS})
+    set(SPDLOG_LIB spdlog::spdlog)
+else()
+    add_subdirectory(third_party/spdlog)
+    set(SPDLOG_LIB spdlog::spdlog_header_only)
+endif()
+list(APPEND ALL_LIBRARIES ${SPDLOG_LIB})
+
+# Boost
+if(USE_SYSTEM_BOOST)
+    find_package(Boost REQUIRED COMPONENTS program_options)
+    list(APPEND ALL_INCLUDE_DIRS ${Boost_INCLUDE_DIRS})
+else()
+    option(Boost_USE_STATIC_LIBS "" ON)
+    option(Boost_USE_STATIC_RUNTIME "" ON)
+    option(Boost_COMPONENTS "program_options")
+
+    add_subdirectory(third_party/boost)
+    include_directories(${PROJECT_SOURCE_DIR}/third_party/boost/libs/program_options/include)
+    set(BOOST_BASE_PATH ${CMAKE_BINARY_DIR}/third_party/boost/libs/program_options/${CMAKE_BUILD_TYPE})
+endif()
+set(BOOST_LIB Boost::program_options)
+
+if(BUILD_VIDEO2X_CLI)
+    find_package(Vulkan REQUIRED)
+    set(VULKAN_LIB Vulkan::Vulkan)
+endif()
+
+# Include ExternalProject module
+include(ExternalProject)
+
+# Add librealesrgan-ncnn-vulkan as an external project
+ExternalProject_Add(
+    realesrgan
+    SOURCE_DIR ${PROJECT_SOURCE_DIR}/third_party/librealesrgan_ncnn_vulkan/src
+    CMAKE_ARGS
+        -DCMAKE_BUILD_TYPE=${CMAKE_BUILD_TYPE}
+        -DCMAKE_INSTALL_PREFIX=${CMAKE_BINARY_DIR}/realesrgan_install
+        -DCMAKE_POSITION_INDEPENDENT_CODE=ON
+        -DUSE_SYSTEM_NCNN=${USE_SYSTEM_NCNN}
+    BUILD_ALWAYS ON
+    INSTALL_COMMAND ${CMAKE_COMMAND} --build . --target install --config ${CMAKE_BUILD_TYPE}
+)
+
+# Add librealesrgan-ncnn-vulkan as an external project
+ExternalProject_Add(
+    rife
+    SOURCE_DIR ${PROJECT_SOURCE_DIR}/third_party/librife_ncnn_vulkan/src
+    CMAKE_ARGS
+        -DCMAKE_BUILD_TYPE=${CMAKE_BUILD_TYPE}
+        -DCMAKE_INSTALL_PREFIX=${CMAKE_BINARY_DIR}/rife_install
+        -DCMAKE_POSITION_INDEPENDENT_CODE=ON
+        -DUSE_SYSTEM_NCNN=${USE_SYSTEM_NCNN}
+    BUILD_ALWAYS ON
+    INSTALL_COMMAND ${CMAKE_COMMAND} --build . --target install --config ${CMAKE_BUILD_TYPE}
+)
+
+# Remove duplicate entries
+list(REMOVE_DUPLICATES ALL_INCLUDE_DIRS)
+list(REMOVE_DUPLICATES ALL_LIBRARIES)
+
+# Create the shared library 'libvideo2x'
+file(GLOB LIBVIDEO2X_SOURCES src/*.cpp)
+add_library(libvideo2x ${LIBVIDEO2X_SOURCES})
+target_compile_definitions(libvideo2x PRIVATE LIBVIDEO2X_EXPORTS)
+if(WIN32)
+    set_target_properties(libvideo2x PROPERTIES OUTPUT_NAME libvideo2x)
+else()
+    set_target_properties(libvideo2x PROPERTIES OUTPUT_NAME video2x)
+endif()
+
+# Ensure that the shared library is built after the external projects
+add_dependencies(libvideo2x realesrgan rife)
+
+# Include directories for the shared library
+target_include_directories(libvideo2x PRIVATE
+    ${ALL_INCLUDE_DIRS}
+    ${CMAKE_CURRENT_BINARY_DIR}
+    ${PROJECT_SOURCE_DIR}/include
+    ${PROJECT_SOURCE_DIR}/include/libvideo2x
+    ${PROJECT_SOURCE_DIR}/third_party/librealesrgan_ncnn_vulkan/src
+    ${PROJECT_SOURCE_DIR}/third_party/librife_ncnn_vulkan/src
+)
+
+# Compile options for the shared library
+target_compile_options(libvideo2x PRIVATE
+    -fPIC
+    $<$<CONFIG:Release>:-Ofast>
+    $<$<CONFIG:Debug>:-g -DDEBUG>
+)
+
+# Define the paths to the shared libraries
+if(WIN32)
+    set(REALESRGAN_LIB ${CMAKE_BINARY_DIR}/realesrgan_install/lib/librealesrgan-ncnn-vulkan.lib)
+    set(RIFE_LIB ${CMAKE_BINARY_DIR}/rife_install/lib/librife-ncnn-vulkan.lib)
+else()
+    set(REALESRGAN_LIB ${CMAKE_BINARY_DIR}/realesrgan_install/lib/librealesrgan-ncnn-vulkan.so)
+    set(RIFE_LIB ${CMAKE_BINARY_DIR}/rife_install/lib/librife-ncnn-vulkan.so)
+endif()
+list(APPEND ALL_LIBRARIES ${REALESRGAN_LIB} ${RIFE_LIB})
+
+# Link the shared library with the dependencies
+target_link_libraries(libvideo2x PRIVATE ${ALL_LIBRARIES})
+
+if(NOT WIN32)
+    if(USE_SYSTEM_NCNN)
+        target_link_libraries(libvideo2x PUBLIC ncnn)
+    else()
+        target_link_libraries(libvideo2x PRIVATE ncnn)
+    endif()
+endif()
+
+# Create the executable 'video2x'
+if(BUILD_VIDEO2X_CLI)
+    file(GLOB VIDEO2X_SOURCES tools/video2x/src/*.cpp)
+    add_executable(video2x ${VIDEO2X_SOURCES})
+    set_target_properties(video2x PROPERTIES OUTPUT_NAME video2x)
+
+    # Include directories for the executable
+    target_include_directories(video2x PRIVATE
+        ${ALL_INCLUDE_DIRS}
+        ${CMAKE_CURRENT_BINARY_DIR}
+        ${PROJECT_SOURCE_DIR}/include
+        ${PROJECT_SOURCE_DIR}/tools/video2x/include
+    )
+
+    # Compile options for the executable
+    target_compile_options(video2x PRIVATE $<$<CONFIG:Debug>:-g -DDEBUG>)
+
+    # Link the executable with the shared library
+    target_link_libraries(video2x PRIVATE
+        libvideo2x
+        ${FFMPEG_LIB}
+        ${SPDLOG_LIB}
+        ${BOOST_LIB}
+        ${VULKAN_LIB}
+    )
+endif()
+
+# Define the default installation directories
+if(WIN32)
+    set(BIN_DESTINATION_DEFAULT ".")
+    set(INCLUDE_DESTINATION_DEFAULT "include/libvideo2x")
+    set(LIB_DESTINATION_DEFAULT ".")
+    set(MODEL_DESTINATION_DEFAULT ".")
+else()
+    set(BIN_DESTINATION_DEFAULT "bin")
+    set(INCLUDE_DESTINATION_DEFAULT "include/libvideo2x")
+    set(LIB_DESTINATION_DEFAULT "lib")
+    set(MODEL_DESTINATION_DEFAULT "share/video2x")
+endif()
+
+# Set the installation directories
+set(INSTALL_BIN_DESTINATION ${BIN_DESTINATION_DEFAULT} CACHE STRING "")
+set(INSTALL_INCLUDE_DESTINATION ${INCLUDE_DESTINATION_DEFAULT} CACHE STRING "")
+set(INSTALL_LIB_DESTINATION ${LIB_DESTINATION_DEFAULT} CACHE STRING "")
+set(INSTALL_MODEL_DESTINATION ${MODEL_DESTINATION_DEFAULT} CACHE STRING "")
+
+# Common installation rules for libvideo2x and models
+install(TARGETS libvideo2x
+    LIBRARY DESTINATION ${INSTALL_LIB_DESTINATION}
+        PERMISSIONS OWNER_READ OWNER_WRITE OWNER_EXECUTE
+                    GROUP_READ GROUP_EXECUTE
+                    WORLD_READ WORLD_EXECUTE
+    ARCHIVE DESTINATION ${INSTALL_LIB_DESTINATION}
+    RUNTIME DESTINATION ${INSTALL_BIN_DESTINATION}
+)
+
+# Install model files
+install(DIRECTORY ${CMAKE_SOURCE_DIR}/models DESTINATION ${INSTALL_MODEL_DESTINATION})
+
+# Install the executable if BUILD_VIDEO2X_CLI is enabled
+if(BUILD_VIDEO2X_CLI)
+    install(TARGETS video2x RUNTIME DESTINATION ${INSTALL_BIN_DESTINATION})
+endif()
+
+# Install the header files
+file(GLOB HEADER_FILES ${PROJECT_SOURCE_DIR}/include/libvideo2x/*.h)
+install(FILES
+    ${HEADER_FILES}
+    ${CMAKE_CURRENT_BINARY_DIR}/libvideo2x/version.h
+    DESTINATION ${INSTALL_INCLUDE_DESTINATION}
+)
+
+# Platform-specific installation rules
+if(WIN32)
+    if(CMAKE_BUILD_TYPE STREQUAL "Release")
+        set(BOOST_DLL_PATH ${BOOST_BASE_PATH}/boost_program_options-vc143-mt-x64-1_86.dll)
+    else()
+        set(BOOST_DLL_PATH ${BOOST_BASE_PATH}/boost_program_options-vc143-mt-gd-x64-1_86.dll)
+    endif()
+
+    file(GLOB FFMPEG_DLLS "${FFMPEG_BASE_PATH}/bin/*.dll")
+    install(FILES
+        ${CMAKE_BINARY_DIR}/realesrgan_install/bin/librealesrgan-ncnn-vulkan.dll
+        ${CMAKE_BINARY_DIR}/rife_install/bin/librife-ncnn-vulkan.dll
+        ${FFMPEG_DLLS}
+        ${NCNN_BASE_PATH}/bin/ncnn.dll
+        ${BOOST_DLL_PATH}
+        DESTINATION ${INSTALL_BIN_DESTINATION}
+        PERMISSIONS OWNER_READ OWNER_WRITE OWNER_EXECUTE
+                    GROUP_READ GROUP_EXECUTE
+                    WORLD_READ WORLD_EXECUTE
+    )
+else()
+    install(FILES ${REALESRGAN_LIB} ${RIFE_LIB}
+        DESTINATION ${INSTALL_LIB_DESTINATION}
+        PERMISSIONS OWNER_READ OWNER_WRITE OWNER_EXECUTE
+                    GROUP_READ GROUP_EXECUTE
+                    WORLD_READ WORLD_EXECUTE
+    )
+endif()

CODE_OF_CONDUCT.md

@@ -0,0 +1,20 @@
+# Code of Conduct
+
+## Our Goal
+
+Our goal is to create a respectful and inclusive environment for everyone involved in our project.
+
+## Our Standards
+
+- **Respect Others**: Treat everyone with respect, regardless of their background or beliefs.
+- **Resolve Peacefully**: Address disagreements constructively and aim for peaceful resolutions.
+- **Report Problems**: If you witness or experience any issues, report them to [github@k4yt3x.com](mailto:github@k4yt3x.com).
+
+## Enforcement
+
+- **Confidentiality**: Reports will be handled confidentially.
+- **Action**: The project team will review and address reported issues promptly and appropriately.
+
+## Contact
+
+For any questions or concerns, please contact us at [github@k4yt3x.com](mailto:github@k4yt3x.com).

Dockerfile.cuda

@@ -1,43 +0,0 @@
-# Name: Video2X Dockerfile (CUDA)
-# Creator: K4YT3X
-# Date Created: February 3, 2022
-# Last Modified: February 12, 2022
-
-# stage 1: build the python components into wheels
-FROM docker.io/nvidia/cuda:11.6.0-runtime-ubuntu20.04 AS builder
-ENV DEBIAN_FRONTEND=noninteractive
-
-COPY . /video2x
-WORKDIR /video2x
-RUN apt-get update \
-    && apt-get install -y --no-install-recommends \
-        python3-pip python3-opencv python3-pil \
-        python3-dev libvulkan-dev glslang-dev glslang-tools \
-        build-essential swig git \
-    && git config --global http.postBuffer 1048576000 \
-    && git config --global https.postBuffer 1048576000 \
-    && pip wheel -w /wheels \
-        wheel setuptools setuptools_scm \
-        rife-ncnn-vulkan-python@git+https://github.com/media2x/rife-ncnn-vulkan-python.git .
-
-# stage 2: install wheels into the final image
-FROM docker.io/nvidia/cuda:11.6.0-runtime-ubuntu20.04
-LABEL maintainer="K4YT3X <i@k4yt3x.com>" \
-      org.opencontainers.image.source="https://github.com/k4yt3x/video2x" \
-      org.opencontainers.image.description="A lossless video/GIF/image upscaler"
-ENV DEBIAN_FRONTEND=noninteractive
-
-COPY --from=builder /var/lib/apt/lists* /var/lib/apt/lists/
-COPY --from=builder /wheels /wheels
-COPY . /video2x
-WORKDIR /video2x
-RUN apt-get install -y --no-install-recommends \
-        python3-pip python3-dev \
-        python3-opencv python3-pil \
-        mesa-vulkan-drivers ffmpeg \
-    && pip install --no-cache-dir --no-index -f /wheels . \
-    && apt-get clean \
-    && rm -rf /wheels /video2x /var/lib/apt/lists/*
-
-WORKDIR /host
-ENTRYPOINT ["/usr/bin/python3", "-m", "video2x"]

Dockerfile.slim-alpine

@@ -1,36 +0,0 @@
-# Name: Video2X Dockerfile (Slim Alpine)
-# Creator: K4YT3X
-# Date Created: February 1, 2022
-# Last Modified: February 4, 2022
-
-# stage: build python components into heels
-FROM docker.io/library/python:3.10.2-alpine3.15 AS builder
-COPY . /video2x
-WORKDIR /video2x
-RUN apk add --no-cache \
-        cmake g++ gcc git ninja swig \
-        ffmpeg-dev glslang-dev jpeg-dev vulkan-loader-dev zlib-dev \
-        linux-headers \
-    && pip install -U pip \
-    && CMAKE_ARGS="-DWITH_FFMPEG=YES" pip wheel -w /wheels opencv-python \
-    && pip wheel -w /wheels wheel setuptools setuptools_scm \
-        rife-ncnn-vulkan-python@git+https://github.com/media2x/rife-ncnn-vulkan-python.git .
-
-# stage 2: install wheels into final image
-FROM docker.io/library/python:3.10.2-alpine3.15
-LABEL maintainer="K4YT3X <i@k4yt3x.com>" \
-      org.opencontainers.image.source="https://github.com/k4yt3x/video2x" \
-      org.opencontainers.image.description="A lossless video/GIF/image upscaler"
-
-COPY --from=builder /wheels /wheels
-COPY . /video2x
-WORKDIR /video2x
-RUN apk add --no-cache --virtual .run-deps \
-        ffmpeg libgomp libjpeg-turbo libstdc++ \
-        vulkan-loader mesa-vulkan-ati \
-    && pip install --no-cache-dir -U pip \
-    && pip install --no-cache-dir --no-index -f /wheels . \
-    && rm -rf /wheels /video2x
-
-WORKDIR /host
-ENTRYPOINT ["/usr/local/bin/python", "-m", "video2x"]

Makefile

@@ -0,0 +1,201 @@
+.PHONY: build static debug windows windows-debug debian ubuntu clean \
+	test-realesrgan test-libplacebo test-rife \
+	memcheck-realesrgan memcheck-libplacebo memcheck-rife \
+	heaptrack-realesrgan heaptrack-libplacebo heaptrack-rife
+
+BINDIR=build
+CC=clang
+CXX=clang++
+
+TEST_VIDEO=data/standard-test.mp4
+TEST_OUTPUT=data/output.mp4
+
+build:
+	cmake -S . -B $(BINDIR) \
+		-DCMAKE_EXPORT_COMPILE_COMMANDS=ON \
+		-DCMAKE_C_COMPILER=$(CC) \
+		-DCMAKE_CXX_COMPILER=$(CXX) \
+		-DCMAKE_BUILD_TYPE=Release
+	cmake --build $(BINDIR) --config Release --parallel
+	cp $(BINDIR)/compile_commands.json .
+
+static:
+	cmake -S . -B $(BINDIR) \
+		-DCMAKE_EXPORT_COMPILE_COMMANDS=ON \
+		-DCMAKE_C_COMPILER=$(CC) \
+		-DCMAKE_CXX_COMPILER=$(CXX) \
+		-DCMAKE_BUILD_TYPE=Release \
+		-DBUILD_SHARED_LIBS=OFF
+	cmake --build $(BINDIR) --config Release --parallel
+	cp $(BINDIR)/compile_commands.json .
+
+debug:
+	cmake -S . -B $(BINDIR) \
+		-DCMAKE_EXPORT_COMPILE_COMMANDS=ON \
+		-DCMAKE_C_COMPILER=$(CC) \
+		-DCMAKE_CXX_COMPILER=$(CXX) \
+		-DCMAKE_BUILD_TYPE=Debug
+	cmake --build $(BINDIR) --config Debug --parallel
+	cp $(BINDIR)/compile_commands.json .
+
+windows:
+	cmake -S . -B $(BINDIR) \
+		-DUSE_SYSTEM_NCNN=OFF \
+		-DUSE_SYSTEM_SPDLOG=OFF \
+		-DUSE_SYSTEM_BOOST=OFF \
+		-DCMAKE_BUILD_TYPE=Release \
+		-DCMAKE_INSTALL_PREFIX=build/libvideo2x-shared
+	cmake --build $(BINDIR) --config Release --parallel --target install
+
+windows-debug:
+	cmake -S . -B $(BINDIR) \
+		-DUSE_SYSTEM_NCNN=OFF \
+		-DUSE_SYSTEM_SPDLOG=OFF \
+		-DUSE_SYSTEM_BOOST=OFF \
+		-DCMAKE_BUILD_TYPE=Debug \
+		-DCMAKE_INSTALL_PREFIX=build/libvideo2x-shared
+	cmake --build $(BINDIR) --config Debug --parallel --target install
+
+debian:
+	apt-get update
+	apt-get install -y --no-install-recommends \
+		build-essential cmake clang pkg-config \
+		libavcodec-dev \
+		libavdevice-dev \
+		libavfilter-dev \
+		libavformat-dev \
+		libavutil-dev \
+		libswscale-dev \
+		libvulkan-dev \
+		glslang-tools \
+		libomp-dev \
+		libspdlog-dev \
+		libboost-program-options-dev
+	cmake -B /tmp/build -S . -DUSE_SYSTEM_NCNN=OFF \
+		-DCMAKE_C_COMPILER=$(CC) -DCMAKE_CXX_COMPILER=$(CXX) \
+		-DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=/tmp/install \
+		-DINSTALL_BIN_DESTINATION=. -DINSTALL_INCLUDE_DESTINATION=include \
+		-DINSTALL_LIB_DESTINATION=. -DINSTALL_MODEL_DESTINATION=.
+	cmake --build /tmp/build --config Release --target install --parallel
+
+ubuntu2404:
+	apt-get update
+	DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \
+		build-essential cmake pkg-config \
+		libavcodec-dev \
+		libavdevice-dev \
+		libavfilter-dev \
+		libavformat-dev \
+		libavutil-dev \
+		libswscale-dev \
+		libvulkan-dev \
+		glslang-tools \
+		libomp-dev \
+		libboost-program-options-dev
+	cmake -B build -S . -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DSPDLOG_NO_EXCEPTIONS=ON \
+		-DCMAKE_C_COMPILER=gcc -DCMAKE_CXX_COMPILER=g++ \
+		-DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=video2x-linux-ubuntu-amd64/usr
+	cmake --build build --config Release --target install --parallel
+	mkdir -p video2x-linux-ubuntu-amd64/DEBIAN
+	cp packaging/debian/control.ubuntu2404 video2x-linux-ubuntu-amd64/DEBIAN/control
+	dpkg-deb --build video2x-linux-ubuntu-amd64
+
+ubuntu2204:
+	apt-get update
+	DEBIAN_FRONTEND=noninteractive apt-get install -y software-properties-common
+	add-apt-repository -y ppa:ubuntuhandbook1/ffmpeg7
+	apt-get update
+	DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \
+		build-essential cmake \
+		libavcodec-dev \
+		libavdevice-dev \
+		libavfilter-dev \
+		libavformat-dev \
+		libavutil-dev \
+		libswscale-dev \
+		libvulkan-dev \
+		glslang-tools \
+		libomp-dev \
+		libboost-program-options-dev
+	cmake -B build -S . -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DSPDLOG_NO_EXCEPTIONS=ON \
+		-DCMAKE_C_COMPILER=gcc -DCMAKE_CXX_COMPILER=g++ \
+		-DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=video2x-linux-ubuntu-amd64/usr
+	cmake --build build --config Release --target install --parallel
+	mkdir -p video2x-linux-ubuntu-amd64/DEBIAN
+	cp packaging/debian/control.ubuntu2204 video2x-linux-ubuntu-amd64/DEBIAN/control
+	dpkg-deb --build video2x-linux-ubuntu-amd64
+
+clean:
+	rm -vrf $(BINDIR) data/output*.* heaptrack*.zst valgrind.log
+
+test-realesrgan:
+	LD_LIBRARY_PATH=$(BINDIR) $(BINDIR)/video2x -i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p realesrgan -s 4 --realesrgan-model realesr-animevideov3
+
+test-libplacebo:
+	LD_LIBRARY_PATH=$(BINDIR) $(BINDIR)/video2x -i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p libplacebo -w 1920 -h 1080 --libplacebo-shader anime4k-v4-a
+
+test-rife:
+	LD_LIBRARY_PATH=$(BINDIR) $(BINDIR)/video2x -i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p rife -m 4 --rife-model rife-v4.6
+
+memcheck-realesrgan:
+	LD_LIBRARY_PATH=$(BINDIR) valgrind \
+		--tool=memcheck \
+		--leak-check=full \
+		--show-leak-kinds=all \
+		--track-origins=yes \
+		--show-reachable=yes \
+		--verbose --log-file="valgrind.log" \
+		$(BINDIR)/video2x \
+		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p realesrgan -s 2 --realesrgan-model realesr-animevideov3 \
+		-e preset=veryfast -e crf=30
+
+memcheck-libplacebo:
+	LD_LIBRARY_PATH=$(BINDIR) valgrind \
+		--tool=memcheck \
+		--leak-check=full \
+		--show-leak-kinds=all \
+		--track-origins=yes \
+		--show-reachable=yes \
+		--verbose --log-file="valgrind.log" \
+		$(BINDIR)/video2x \
+		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p libplacebo -w 1920 -h 1080 --libplacebo-shader anime4k-v4-a \
+		-e preset=veryfast -e crf=30
+
+memcheck-rife:
+	LD_LIBRARY_PATH=$(BINDIR) valgrind \
+		--tool=memcheck \
+		--leak-check=full \
+		--show-leak-kinds=all \
+		--track-origins=yes \
+		--show-reachable=yes \
+		--verbose --log-file="valgrind.log" \
+		$(BINDIR)/video2x \
+		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p rife -m 4 --rife-model rife-v4.6 \
+		-e preset=veryfast -e crf=30
+
+heaptrack-realesrgan:
+	LD_LIBRARY_PATH=$(BINDIR) HEAPTRACK_ENABLE_DEBUGINFOD=1 heaptrack \
+		$(BINDIR)/video2x \
+		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p realesrgan -s 4 --realesrgan-model realesr-animevideov3 \
+		-e preset=veryfast -e crf=30
+
+heaptrack-libplacebo:
+	LD_LIBRARY_PATH=$(BINDIR) HEAPTRACK_ENABLE_DEBUGINFOD=1 heaptrack \
+		$(BINDIR)/video2x \
+		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p libplacebo -w 1920 -h 1080 --libplacebo-shader anime4k-v4-a \
+		-e preset=veryfast -e crf=30
+
+heaptrack-rife:
+	LD_LIBRARY_PATH=$(BINDIR) HEAPTRACK_ENABLE_DEBUGINFOD=1 heaptrack \
+		$(BINDIR)/video2x \
+		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p rife -m 4 --rife-model rife-v4.6 \
+		-e preset=veryfast -e crf=30

NOTICE

@@ -1,43 +1,11 @@
 Video2X
-Copyright (c) 2018-2022 K4YT3X and contributors.
+Copyright (C) 2018-2024 K4YT3X and contributors.
 
-This product depends on FFmpeg, which is available under
-the GNU Lesser General Public License 2.1. The source code can be found at
-https://www.gnu.org/licenses/agpl-3.0.txt.
+This product depends on FFmpeg, which is available under the GNU Lesser General Public License 2.1.
+The source code can be found at https://github.com/FFmpeg/FFmpeg.
 
-This product depends on waifu2x-ncnn-vulkan, which is available under
-the MIT License. The source code can be found at
-https://github.com/nihui/waifu2x-ncnn-vulkan.
+This product depends on Real-ESRGAN ncnn Vulkan, which is available under the MIT License.
+The source code can be found at https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan.
 
-This product depends on srmd-ncnn-vulkan, which is available under
-the MIT License. The source code can be found at
-https://github.com/nihui/srmd-ncnn-vulkan.
-
-This product depends on realsr-ncnn-vulkan, which is available under
-the MIT License. The source code can be found at
-https://github.com/nihui/realsr-ncnn-vulkan.
-
-This product depends on rife-ncnn-vulkan, which is available under
-the MIT License. The source code can be found at
-https://github.com/nihui/rife-ncnn-vulkan.
-
-This product depends on ffmpeg-python, which is available under
-the Apache License Version 2.0. The source code can be found at
-https://github.com/kkroening/ffmpeg-python.
-
-This product depends on Loguru, which is available under
-the MIT License. The source code can be found at
-https://github.com/Delgan/loguru.
-
-This product depends on opencv-python, which is available under
-the MIT License. The source code can be found at
-https://github.com/opencv/opencv-python.
-
-This product depends on Pillow, which is available under
-the Historical Permission Notice and Disclaimer. The source code
-can be found at
-https://github.com/python-pillow/Pillow.
-
-This product depends on Rich, which is available under
-the MIT License. The source code can be found at
-https://github.com/Textualize/rich.
+This product depends on ncnn, which is available under the BSD 3-Clause License.
+The source code can be found at https://github.com/Tencent/ncnn.

README.md

@@ -1,42 +1,78 @@
 <p align="center">
-   <img src="https://user-images.githubusercontent.com/21986859/102733190-872a7880-4334-11eb-8e9e-0ca747f130b1.png"/>
+   <img src="https://github.com/user-attachments/assets/5cd63373-e806-474f-94ec-6e04963bf90f"
+        alt="Video2X: A machine learning-based video super resolution and frame interpolation framework."/>
    </br>
    <img src="https://img.shields.io/github/v/release/k4yt3x/video2x?style=flat-square"/>
-   <img src="https://img.shields.io/github/workflow/status/k4yt3x/video2x/CI?label=CI&style=flat-square"/>
    <img src="https://img.shields.io/github/downloads/k4yt3x/video2x/total?style=flat-square"/>
    <img src="https://img.shields.io/github/license/k4yt3x/video2x?style=flat-square"/>
+   <img src="https://img.shields.io/github/sponsors/k4yt3x?style=flat-square&link=https%3A%2F%2Fgithub.com%2Fsponsors%2Fk4yt3x"/>
    <img src="https://img.shields.io/badge/dynamic/json?color=%23e85b46&label=Patreon&query=data.attributes.patron_count&suffix=%20patrons&url=https%3A%2F%2Fwww.patreon.com%2Fapi%2Fcampaigns%2F4507807&style=flat-square"/>
 </p>
 
-## [💬 Telegram Discussion Group](https://t.me/video2x)
+## 🌟 Version 6.0.0
 
-Join our Telegram discussion group to ask any questions you have about Video2X, chat directly with the developers, or discuss about upscaling technologies and the future of Video2X in general.
+Video2X 6.0.0 highlights:
 
-## [🪟 Download Windows Releases](https://github.com/k4yt3x/video2x/releases/tag/4.8.1)
+- Complete rewrite of the Video2X project in C/C++.
+- Faster and more efficient architecture.
+- Cross-platform support for Windows and Linux.
+- Vastly improved output quality.
+- New GUI and installer for easy setup on Windows.
 
-The latest Windows update is built based on version 4.8.1. GUI is not available for 5.0.0 yet, but is already under development. Go to the [GUI](https://github.com/k4yt3x/video2x/wiki/GUI) page to see the basic usages of the GUI. Try the [mirror](https://files.k4yt3x.com/Projects/Video2X/latest) if you can't download releases directly from GitHub.
+<details>
+<summary>Click to see more details</summary>
+
+Version 6.0.0 is a complete rewrite of this project in C/C++. It:
+
+- genuinely works this time, with much less hassle compared to the 5.0.0 beta;
+- is blazing fast, thanks to the new optimized pipeline and the efficiency of C/C++;
+- is cross-platform, available now for both Windows and Linux;
+- offers significantly better output quality with Anime4K v4, RealESRGAN, and RIFE;
+- supports two modes: filtering (upscaling) and frame interpolation;
+- supports Anime4K v4 and all custom MPV-compatible GLSL shaders;
+- supports RealESRGAN (all three models) via ncnn and Vulkan;
+- supports RIFE via ncnn and Vulkan;
+- requires zero additional disk space during processing, just space for the final output; and
+- exports a standard C function for easy integration into other projects! (documentation is on the way)
+
+Support for RealCUGAN is coming soon.
+
+</details>
+
+![6.1.0-screenshot](https://github.com/user-attachments/assets/57aa11d0-dd01-49e9-b6b0-2d2f21a363ac)
+
+## [🪟 Install on Windows](https://docs.video2x.org/installing/windows-qt6.html)
+
+**[Download the Latest Windows Installer Executable (6.1.1)](https://github.com/k4yt3x/video2x/releases/download/6.1.1/video2x-qt6-windows-amd64-installer.exe)**
+
+You can download the latest Windows release on the [releases page](https://github.com/k4yt3x/video2x/releases/latest). For basic GUI usage, refer to the [documentation](https://docs.video2x.org/running/desktop.html). If you're unable to download directly from GitHub, try the [mirror site](https://files.k4yt3x.com/Projects/Video2X). The GUI currently supports the following languages:
+
+- English (United States)
+- 简体中文（中国）
+- 日本語（日本）
+- Português (Portugal)
+
+## [🐧 Install on Linux](https://docs.video2x.org/installing/linux.html)
+
+You can install Video2X on Arch Linux using the [video2x-git](https://aur.archlinux.org/packages/video2x-git) AUR package or on Ubuntu/Debian using the `.deb` package from the [releases page](https://github.com/k4yt3x/video2x/releases/latest). If you'd like to build from source, refer to the [PKGBUILD](packaging/arch/PKGBUILD) file for a general overview of the required packages and commands. If you'd prefer not to compile the program from source, consider using the container image below.
+
+## [📦 Container Image](https://docs.video2x.org/running/container.html)
+
+Video2X [container images](https://github.com/k4yt3x/video2x/pkgs/container/video2x) are available on the GitHub Container Registry for easy deployment on Linux and macOS. If you already have Docker/Podman installed, only one command is needed to start upscaling a video. For more information on how to use Video2X's Docker image, please refer to the [documentation](https://docs.video2x.org/running/container.html).
 
 ## [📔 Google Colab](https://colab.research.google.com/drive/1gWEwcA9y57EsxwOjmLNmNMXPsafw0kGo)
 
-You can use Video2X on [Google Colab](https://colab.research.google.com/) **for free** if you don't have a powerful GPU of your own. You can borrow a powerful GPU (Tesla K80, T4, P4, or P100) on Google's server for free for a maximum of 12 hours per session. **Please use the free resource fairly** and do not create sessions back-to-back and run upscaling 24/7. This might result in you getting banned. You can get [Colab Pro/Pro+](https://colab.research.google.com/signup/pricing) if you'd like to use better GPUs and get longer runtimes. Usage instructions are embedded in the [Colab Notebook](https://colab.research.google.com/drive/1gWEwcA9y57EsxwOjmLNmNMXPsafw0kGo).
+You can use Video2X on [Google Colab](https://colab.research.google.com/) **for free** if you don't have a powerful GPU of your own. You can borrow a powerful GPU (NVIDIA T4, L4, or A100) on Google's server for free for a maximum of 12 hours per session. **Please use the free resource fairly** and do not create sessions back-to-back and run upscaling 24/7. This might result in you getting banned. You can get [Colab Pro/Pro+](https://colab.research.google.com/signup/pricing) if you'd like to use better GPUs and get longer runtimes. Usage instructions are embedded in the [Colab Notebook](https://colab.research.google.com/drive/1gWEwcA9y57EsxwOjmLNmNMXPsafw0kGo).
 
-## [🌙 Download Nightly Releases](https://github.com/k4yt3x/video2x/actions/workflows/ci.yml)
+## [💬 Telegram Discussion Group](https://t.me/video2x)
 
-Nightly releases are automatically created by the GitHub Actions CI/CD pipelines. They usually contain more experimental features and bug fixes. However, they are much less stable to the stable releases. **You must log in to GitHub to download CI build artifacts.**
+Join our Telegram discussion group to ask any questions you have about Video2X, chat directly with the developers, or discuss super resolution, frame interpolation technologies, or the future of Video2X in general.
 
-## [📦 Container Image](https://github.com/k4yt3x/video2x/pkgs/container/video2x)
+## [📖 Documentation](https://docs.video2x.org/)
 
-Video2X container images are available on the GitHub Container Registry for easy deployment on Linux and macOS. If you already have Docker/Podman installed, only one command is needed to start upscaling a video. For more information on how to use Video2X's Docker image, please refer to the [documentations](https://github.com/K4YT3X/video2x/wiki/Container).
+Comprehensive documentation for Video2X is available at [https://docs.video2x.org/](https://docs.video2x.org/). It offers detailed instructions on how to [build](https://docs.video2x.org/building/index.html), [install](https://docs.video2x.org/installing/index.html), [use](https://docs.video2x.org/running/index.html), and [develop](https://docs.video2x.org/developing/index.html) with this program.
 
-## [📖 Documentations](https://github.com/k4yt3x/video2x/wiki)
-
-Video2X's documentations are hosted on this repository's [Wiki page](https://github.com/k4yt3x/video2x/wiki). It includes comprehensive explanations for how to use the [GUI](https://github.com/k4yt3x/video2x/wiki/GUI), the [CLI](https://github.com/k4yt3x/video2x/wiki/CLI), the [container image](https://github.com/K4YT3X/video2x/wiki/Container), the [library](https://github.com/k4yt3x/video2x/wiki/Library), and more. The Wiki is open to edits by the community, so you, yes you, can also correct errors or add new contents to the documentations.
-
-## Introduction
-
-Video2X is a video/GIF/image upscaling and frame interpolation software written in Python. It can use these following state-of-the-art algorithms to increase the resolution and frame rate of your video/GIF/image. More information about the algorithms that it supports can be found in [the documentations](https://github.com/k4yt3x/video2x/wiki/Algorithms).
-
-### Video Upscaling
+## 📽️ Video Demos (Outdated)
 
 ![Spirited Away Demo](https://user-images.githubusercontent.com/21986859/49412428-65083280-f73a-11e8-8237-bb34158a545e.png)\
 _Upscale demo: Spirited Away's movie trailer_
@@ -45,80 +81,48 @@ _Upscale demo: Spirited Away's movie trailer_
   - 360P to 4K
   - The [original video](https://www.youtube.com/watch?v=ByXuk9QqQkk)'s copyright belongs to 株式会社スタジオジブリ
 - **Bad Apple!!**: [YouTube](https://youtu.be/A81rW_FI3cw) | [Bilibili](https://www.bilibili.com/video/BV16K411K7ue)
-  - 384P to 4K 120FPS
+  - 384P 30 FPS to 4K 120 FPS with waifu2x and DAIN
   - The [original video](https://www.nicovideo.jp/watch/sm8628149)'s copyright belongs to あにら
 - **The Pet Girl of Sakurasou**: [YouTube](https://youtu.be/M0vDI1HH2_Y) | [Bilibili](https://www.bilibili.com/video/BV14k4y167KP/)
-  - 240P to 1080P 60FPS
+  - 240P 29.97 to 1080P 60 FPS with waifu2x and DAIN
   - The original video's copyright belongs to ASCII Media Works
 
-### GIF Upscaling
-
-![catfru](https://user-images.githubusercontent.com/21986859/81631069-96d4fc80-93f6-11ea-92fb-33d6545055e7.gif)
-![catfru4x](https://user-images.githubusercontent.com/21986859/81631070-976d9300-93f6-11ea-9137-072a3b386110.gif)\
-_Catfru scaled up to 4x its original size using waifu2x [(original image)](https://gfycat.com/craftyeasygoingankole-capoo-bug-cat)_
-
-### Image Upscaling
-
-![Jill Comparison](https://user-images.githubusercontent.com/21986859/81631903-79a12d80-93f8-11ea-9c3c-f340240cf08c.png)\
-_Image 8x upscaling demo ([original image](https://72915.tumblr.com/post/173793265673) by [nananicu](https://twitter.com/nananicu))_
-
 ### Standard Test Clip
 
 The following clip can be used to test if your setup works properly. This is also the standard clip used for running performance benchmarks.
 
 - [Standard Test Clip (240P)](https://files.k4yt3x.com/Resources/Videos/standard-test.mp4) 4.54 MiB
 - [waifu2x Upscaled Sample (1080P)](https://files.k4yt3x.com/Resources/Videos/standard-waifu2x.mp4) 4.54 MiB
-- [Original Ground Truth (1080P)](https://files.k4yt3x.com/Resources/Videos/standard-original.mp4) 22.2 MiB
+- [Ground Truth (1080P)](https://files.k4yt3x.com/Resources/Videos/standard-original.mp4) 22.2 MiB
 
 The original clip came from the anime "さくら荘のペットな彼女."\
 Copyright of this clip belongs to 株式会社アニプレックス.
 
-## License
+## ⚖️ License
 
-This project is licensed under the [GNU Affero General Public License Version 3 (GNU AGPL v3)](https://www.gnu.org/licenses/agpl-3.0.txt)\
-Copyright (c) 2018-2022 K4YT3X and contributors.
+This project is licensed under [GNU AGPL version 3](https://www.gnu.org/licenses/agpl-3.0.txt).\
+Copyright (C) 2018-2024 K4YT3X and [contributors](https://github.com/k4yt3x/video2x/graphs/contributors).
 
 ![AGPLv3](https://www.gnu.org/graphics/agplv3-155x51.png)
 
 This project includes or depends on these following projects:
 
-| Project                                                             | License         |
-| ------------------------------------------------------------------- | --------------- |
-| [FFmpeg](https://www.ffmpeg.org/)                                   | LGPLv2.1, GPLv2 |
-| [waifu2x-ncnn-vulkan](https://github.com/nihui/waifu2x-ncnn-vulkan) | MIT License     |
-| [srmd-ncnn-vulkan](https://github.com/nihui/srmd-ncnn-vulkan)       | MIT License     |
-| [realsr-ncnn-vulkan](https://github.com/nihui/realsr-ncnn-vulkan)   | MIT License     |
-| [rife-ncnn-vulkan](https://github.com/nihui/rife-ncnn-vulkan)       | MIT License     |
-| [ffmpeg-python](https://github.com/kkroening/ffmpeg-python)         | Apache-2.0      |
-| [Loguru](https://github.com/Delgan/loguru)                          | MIT License     |
-| [opencv-python](https://github.com/opencv/opencv-python)            | MIT License     |
-| [Pillow](https://github.com/python-pillow/Pillow)                   | HPND License    |
-| [Rich](https://github.com/Textualize/rich)                          | MIT License     |
+| Project                                                                               | License         |
+| ------------------------------------------------------------------------------------- | --------------- |
+| [bloc97/Anime4K](https://github.com/bloc97/Anime4K)                                   | MIT License     |
+| [FFmpeg/FFmpeg](https://www.ffmpeg.org/)                                              | LGPLv2.1, GPLv2 |
+| [xinntao/Real-ESRGAN-ncnn-vulkan](https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan) | MIT License     |
+| [Tencent/ncnn](https://github.com/Tencent/ncnn)                                       | BSD 3-Clause    |
 
-Legacy versions of this project includes or depends on these following projects:
+More licensing information can be found in the [NOTICE](NOTICE) file.
 
-| Project                                                                     | License              |
-| --------------------------------------------------------------------------- | -------------------- |
-| [waifu2x-caffe](https://github.com/lltcggie/waifu2x-caffe)                  | MIT License          |
-| [waifu2x-converter-cpp](https://github.com/DeadSix27/waifu2x-converter-cpp) | MIT License          |
-| [Anime4K](https://github.com/bloc97/Anime4K)                                | MIT License          |
-| [Anime4KCPP](https://github.com/TianZerL/Anime4KCPP)                        | MIT License          |
-| [Gifski](https://github.com/ImageOptim/gifski)                              | AGPLv3               |
-| [tqdm](https://github.com/tqdm/tqdm)                                        | MPLv2.0, MIT License |
+## 🌺 Special Thanks
 
-More licensing information can be found in the [NOTICES](NOTICES) file.
-
-## Special Thanks
-
-Appreciations given to the following personnel who have contributed significantly to the project.
+Special thanks to the following individuals for their significant contributions to the project, listed in alphabetical order.
 
+- [@ArchieMeng](https://github.com/archiemeng)
 - [@BrianPetkovsek](https://github.com/BrianPetkovsek)
-- [@sat3ll](https://github.com/sat3ll)
 - [@ddouglas87](https://github.com/ddouglas87)
 - [@lhanjian](https://github.com/lhanjian)
-- [@ArchieMeng](https://github.com/archiemeng)
-
-## Similar Projects
-
-- [Dandere2x](https://github.com/CardinalPanda/dandere2x): A lossy video upscaler also built around `waifu2x`, but with video compression techniques to shorten the time needed to process a video.
-- [Waifu2x-Extension-GUI](https://github.com/AaronFeng753/Waifu2x-Extension-GUI): A similar project that focuses more and only on building a better graphical user interface. It is built using C++ and Qt5, and currently only supports the Windows platform.
+- [@nihui](https://github.com/nihui)
+- [@sat3ll](https://github.com/sat3ll)

SECURITY.md

@@ -0,0 +1,14 @@
+# Security Policy
+
+## Reporting a Vulnerability
+
+- **Email**: Send vulnerability reports via email to [github@k4yt3x.com](mailto:github@k4yt3x.com).
+- **Details**: Include description, impact, reproduction steps, and proof-of-concept if applicable.
+- **Confidentiality**: Do not disclose vulnerabilities publicly until a fix is released.
+
+## Response Process
+
+1. **Acknowledge**: We will acknowledge receipt within 48 hours.
+2. **Assess**: Initial assessment and response within 7 days.
+3. **Fix**: Develop and release a patch promptly.
+4. **Credit**: Acknowledge contributors unless anonymity is requested.

docs/book/.gitignore

@@ -0,0 +1 @@
+book

docs/book/book.toml

@@ -0,0 +1,11 @@
+[book]
+authors = ["k4yt3x"]
+language = "en"
+multilingual = false
+title = "Video2X Documentation"
+
+[output.html]
+default-theme = "ayu"
+preferred-dark-theme = "ayu"
+git-repository-url = "https://github.com/k4yt3x/video2x"
+edit-url-template = "https://github.com/k4yt3x/video2x/edit/master/docs/book/{path}"

docs/book/src/README.md

@@ -0,0 +1,13 @@
+# Introduction
+
+<p align="center">
+   <img src="https://github.com/user-attachments/assets/5cd63373-e806-474f-94ec-6e04963bf90f"/>
+</p>
+
+This site hosts the documentation for the Video2X project, a machine learning-based lossless video super-resolution and frame interpolation framework.
+
+The project's homepage is located on GitHub at: [https://github.com/k4yt3x/video2x](https://github.com/k4yt3x/video2x).
+
+If you have any questions, suggestions, or found any issues in the documentation, please [open an issue](https://github.com/k4yt3x/video2x/issues/new/choose) on GitHub.
+
+> 🚧 Some pages are still under construction.

docs/book/src/SUMMARY.md

@@ -0,0 +1,35 @@
+# Summary
+
+[Introduction](README.md)
+
+# Building
+
+- [Building](building/README.md)
+  - [Windows](building/windows.md)
+  - [Windows (Qt6)](building/windows-qt6.md)
+  - [Linux](building/linux.md)
+
+# Installing
+
+- [Installing](installing/README.md)
+  - [Windows (Command Line)](installing/windows.md)
+  - [Windows (Qt6 GUI)](installing/windows-qt6.md)
+  - [Linux](installing/linux.md)
+
+# Running
+
+- [Running](running/README.md)
+  - [Desktop](running/desktop.md)]
+  - [Command Line](running/command-line.md)
+  - [Container](running/container.md)
+
+# Developing
+
+- [Developing](developing/README.md)
+  - [Architecture](developing/architecture.md)
+  - [libvideo2x](developing/libvideo2x.md)
+
+# Other
+
+- [Other](other/README.md)
+  - [History](other/history.md)

docs/book/src/building/README.md

@@ -0,0 +1,3 @@
+# Building
+
+Instructions for building the project.

docs/book/src/building/linux.md

@@ -0,0 +1,50 @@
+# Linux
+
+Instructions for building this project on Linux.
+
+## Arch Linux
+
+Arch users can build the latest version of the project from the AUR package `video2x-git`. The project's repository also contains another PKGBUILD example at `packaging/arch/PKGBUILD`.
+
+```bash
+# Build only
+git clone https://aur.archlinux.org/video2x-git.git
+cd video2x-git
+makepkg -s
+```
+
+To build manually from the source, follow the instructions below.
+
+```bash
+# Install build and runtime dependencies
+# See the PKGBUILD file for the list of up-to-date dependencies
+pacman -Sy ffmpeg ncnn vulkan-driver opencv spdlog boost-libs
+pacman -Sy git cmake make clang pkgconf vulkan-headers openmp boost
+
+# Clone the repository
+git clone --recurse-submodules https://github.com/k4yt3x/video2x.git
+cd video2x
+
+# Build the project
+make build
+```
+
+The built binaries will be located in the `build` directory.
+
+## Ubuntu
+
+Ubuntu users can use the `Makefile` to build the project automatically. The `ubuntu2404` and `ubuntu2204` targets are available for Ubuntu 24.04 and 22.04, respectively. `make` will automatically install the required dependencies, build the project, and package it into a `.deb` package file. It is recommended to perform the build in a container to ensure the environment's consistency and to avoid leaving extra build packages on your system.
+
+```bash
+# make needs to be installed manually
+sudo apt-get update && sudo apt-get install make
+
+# Clone the repository
+git clone --recurse-submodules https://github.com/k4yt3x/video2x.git
+cd video2x
+
+# Build the project
+make ubuntu2404
+```
+
+The built `.deb` package will be located under the current directory.

docs/book/src/building/windows-qt6.md

@@ -0,0 +1,55 @@
+# Windows (Qt6)
+
+Instructions for building the Qt6 GUI of this project on Windows.
+
+## 1. Prerequisites
+
+These dependencies must be installed before building the project. This tutorial assumes that Qt6 has been installed to the default location (`C:\Qt`).
+
+- [Visual Studio 2022](https://visualstudio.microsoft.com/vs/)
+  - Workload: Desktop development with C++
+- [winget-cli](https://github.com/microsoft/winget-cli)
+- [Qt6](https://www.qt.io/download)
+  - Component: Qt6 with MSVC 2022 64-bit
+  - Component: Qt Creator
+
+## 1. Clone the Repository
+
+```bash
+# Install Git if not already installed
+winget install -e --id=Git.Git
+
+# Clone the repository
+git clone --recurse-submodules https://github.com/k4yt3x/video2x-qt6.git
+cd video2x-qt6
+```
+
+## 2. Install Dependencies
+
+You need to have the `libvideo2x` shared library built before building the Qt6 GUI. Put the built binaries in `third_party/libvideo2x-shared`.
+
+```bash
+# Versions of manually installed dependencies
+$ffmpegVersion = "7.1"
+
+# Download and extract FFmpeg
+curl -Lo ffmpeg-shared.zip "https://github.com/GyanD/codexffmpeg/releases/download/$ffmpegVersion/ffmpeg-$ffmpegVersion-full_build-shared.zip"
+Expand-Archive -Path ffmpeg-shared.zip -DestinationPath third_party
+Rename-Item -Path "third_party/ffmpeg-$ffmpegVersion-full_build-shared" -NewName ffmpeg-shared
+```
+
+## 3. Build the Project
+
+1. Open the `CMakeLists.txt` file in Qt Creator as the project file.
+2. Click on the hammer icon at the bottom left of the window to build the project.
+3. Built binaries will be located in the `build` directory.
+
+After the build finishes, you will need to copy the Qt6 DLLs and other dependencies to the build directory to run the application. Before you run the following commands, remove everything in the release directory except for `video2x-qt6.exe` and the `.qm` files as they are not required for running the application. Then, run the following command to copy the Qt6 runtime DLLs:
+
+```bash
+C:\Qt\6.8.0\msvc2022_64\bin\windeployqt.exe --release --compiler-runtime .\build\Desktop_Qt_6_8_0_MSVC2022_64bit-Release\video2x-qt6.exe
+```
+
+You will also need to copy the `libvideo2x` shared library to the build directory. Copy all files under `third_party/libvideo2x-shared` to the release directory except for `include`, `libvideo2x.lib`, and `video2x.exe`.
+
+Now you should be able to run the application by double-clicking on `video2x-qt6.exe`.

docs/book/src/building/windows.md

@@ -0,0 +1,56 @@
+# Windows
+
+Instructions for building this project on Windows.
+
+## 1. Prerequisites
+
+The following tools must be installed manually:
+
+- [Visual Studio 2022](https://visualstudio.microsoft.com/vs/)
+  - Workload: Desktop development with C++
+- [winget-cli](https://github.com/microsoft/winget-cli)
+
+## 2. Clone the Repository
+
+```bash
+# Install Git if not already installed
+winget install -e --id=Git.Git
+
+# Clone the repository
+git clone --recurse-submodules https://github.com/k4yt3x/video2x.git
+cd video2x
+```
+
+## 3. Install Dependencies
+
+```bash
+# Install CMake
+winget install -e --id=Kitware.CMake
+
+# Install Vulkan SDK
+winget install -e --id=KhronosGroup.VulkanSDK
+
+# Versions of manually installed dependencies
+$ffmpegVersion = "7.1"
+$ncnnVersion = "20240820"
+
+# Download and extract FFmpeg
+curl -Lo ffmpeg-shared.zip "https://github.com/GyanD/codexffmpeg/releases/download/$ffmpegVersion/ffmpeg-$ffmpegVersion-full_build-shared.zip"
+Expand-Archive -Path ffmpeg-shared.zip -DestinationPath third_party
+Rename-Item -Path "third_party/ffmpeg-$ffmpegVersion-full_build-shared" -NewName ffmpeg-shared
+
+# Download and extract ncnn
+curl -Lo ncnn-shared.zip "https://github.com/Tencent/ncnn/releases/download/$ncnnVersion/ncnn-$ncnnVersion-windows-vs2022-shared.zip"
+Expand-Archive -Path ncnn-shared.zip -DestinationPath third_party
+Rename-Item -Path "third_party/ncnn-$ncnnVersion-windows-vs2022-shared" -NewName ncnn-shared
+```
+
+## 4. Build the Project
+
+```bash
+cmake -S . -B build -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DUSE_SYSTEM_BOOST=OFF `
+  -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=build/libvideo2x-shared
+cmake --build build --config Release --parallel --target install
+```
+
+The built binaries will be located in `build/libvideo2x-shared`.

docs/book/src/developing/README.md

@@ -0,0 +1,3 @@
+# Developing
+
+Development-related instructions and guidelines for this project.

docs/book/src/developing/architecture.md

@@ -0,0 +1,38 @@
+# Architecture
+
+The basic working principals of Video2X and its historical architectures.
+
+## Video2X <=4.0.0 (Legacy)
+
+Below is the earliest architecture of Video2X. It extracts all of the frames from the video using FFmpeg, processes all frames, and stores them into a folder before running FFmpeg again to convert all of the frames back into a video. The drawbacks of this approach are apparent:
+
+- Storing all frames of the video on disk twice requires a huge amount of storage, often hundreds of gigabytes.
+- A lot of disk I/O (reading from/writing to disks) operations occur, which is inefficient. Each step stores its processing results to disk, and the next step has to read them from disk again.
+
+![Video2Xv4](https://github.com/user-attachments/assets/976a93ff-efad-418f-a3e2-272e84db2d74)\
+_Video2X architecture before version 5.0.0_
+
+## Video2X 5.0.0 (Legacy)
+
+Video2X 5.0.0's architecture was designed to address the inefficient disk I/O issues. This version uses frame serving and streamlines the process. All stages are started simultaneously, and frames are passed between stages through stdin/stdout pipes. However, this architecture also has several issues:
+
+- At least two instances of FFmpeg will be started, three in the case of Anime4K.
+- Passing frames through stdin/stdout is unstable. If frame sizes are incorrect, FFmpeg will hang waiting for the next frame.
+- The frames entering and leaving each stage must be RGB24, even if they don't need to be. For instance, if the upscaler used is Anime4K, yuv420p is acceptable, but the frame is first converted by the decoder to RGB24, then converted back into YUV colorspace for libplacebo.
+
+![Video2Xv5](https://github.com/user-attachments/assets/d1f38034-a5d3-4c7e-92bf-a5b30fa9ac72)\
+_Video2X 5.x.x architecture_
+
+## Video2X 6.0.0 (Current)
+
+Video2X 6.0.0 (Current)
+
+The newest version of Video2X's architecture addresses the issues of the previous architecture while improving efficiency.
+
+- Frames are only decoded once and encoded once with FFmpeg's libavformat.
+- Frames are passed as `AVFrame` structs. Their pixel formats are only converted when needed.
+- Frames always stay in RAM, avoiding bottlenecks from disk I/O and pipes.
+- Frames always stay in the hardware (GPU) unless they need to be downloaded to be processed by software (partially implemented).
+
+![Video2Xv6 drawio](https://github.com/user-attachments/assets/c5d5fc3b-8688-4d50-b7c0-3b5d825a8c69)\
+_Video2X 6.0.0 architecture_

docs/book/src/developing/libvideo2x.md

@@ -0,0 +1,5 @@
+# libvideo2x
+
+Instructions for using libvideo2x's C API in your own projects.
+
+libvideo2x's API is still highly volatile. This document will be updated as the API stabilizes.

docs/book/src/installing/README.md

@@ -0,0 +1,3 @@
+# Installing
+
+Instructions for installing this project.

docs/book/src/installing/linux.md

@@ -0,0 +1,19 @@
+# Linux
+
+Instructions for installing this project on Linux systems.
+
+## Arch Linux
+
+Arch users can install the project from the AUR.
+
+```bash
+yay -S video2x-git
+```
+
+## Ubuntu
+
+Ubuntu users can download the `.deb` packages from the [releases page](https://github.com/k4yt3x/video2x/releases/latest). Install the package with the APT package manager:
+
+```bash
+apt-get install ./video2x-linux-ubuntu2404-amd64.deb
+```

docs/book/src/installing/windows-qt6.md

@@ -0,0 +1,7 @@
+# Windows (Qt6)
+
+You can download the installer for Video2X Qt6 from the [releases page](https://github.com/k4yt3x/video2x/releases/latest). The installer file's name is `video2x-qt6-windows-amd64-installer.exe`.
+
+Download then double-click the installer to start the installation process. The installer will guide you through the installation process. You can choose the installation directory and whether to create a desktop shortcut during the installation.
+
+After the installation is complete, you can start Video2X Qt6 by double-clicking the desktop shortcut.

docs/book/src/installing/windows.md

@@ -0,0 +1,12 @@
+# Windows
+
+You can download the latest version of the Windows build from the [releases page](https://github.com/k4yt3x/video2x/releases/latest). Here are the steps to download and install the pre-built binaries to `%LOCALAPPDATA%\Programs`.
+
+```bash
+$latestTag = (Invoke-RestMethod -Uri https://api.github.com/repos/k4yt3x/video2x/releases/latest).tag_name
+curl -LO "https://github.com/k4yt3x/video2x/releases/download/$latestTag/video2x-windows-amd64.zip"
+New-Item -Path "$env:LOCALAPPDATA\Programs\video2x" -ItemType Directory -Force
+Expand-Archive -Path .\video2x-windows-amd64.zip -DestinationPath "$env:LOCALAPPDATA\Programs\video2x"
+```
+
+You can then add `%LOCALAPPDATA%\Programs\video2x` to your `PATH` environment variable to run `video2x` from the command line.

docs/book/src/other/README.md

@@ -0,0 +1 @@
+# Other

docs/book/src/other/history.md

@@ -0,0 +1,47 @@
+# History
+
+Video2X came a long way from its original concepts to what it has become today. It started as a simple concept of "waifu2x can upscale images, and a video is just a sequence of images". Then, a PoC was made which can barely upscale a single video with waifu2x-caffe and with fixed settings. Now, Video2X has become a comprehensive and customizable video upscaling tool with a nice GUI and a community around it. This article documents in detail how Video2X's concept was born, and what happened during its development.
+
+## Origin
+
+The story started with me watching Bad Apple!!'s PV in early 2017. The original PV has a size of `512x384`, which is quite small and thus, quite blurry.
+
+![vlcsnap-2020-05-15-20h41m36s060](https://user-images.githubusercontent.com/21986859/82106016-08ba8800-970e-11ea-85b5-d1b57d34e283.png)\
+_A screenshot of the original Bad Apple!! PV_
+
+Around the same time, I was introduced to this amazing project named waifu2x, which upscales (mostly anime) images using machine learning. This created a spark in my head: **if images can be upscaled, aren't videos just a sequence of images?** Then, I started making a proof-of-concept by manually extracting all frames from the original PV using FFmpeg, putting them through waifu2x-caffe, and assembling the frames back into a video again using FFmpeg. This was how the ["4K BadApple!! waifu2x Lossless Upscaled"](https://www.youtube.com/watch?v=FiX7ygnbAHw) video was created.
+
+![4K BadApple waifu2x](https://img.youtube.com/vi/FiX7ygnbAHw/maxresdefault.jpg)\
+_Thumbnail of the "4K BadApple!! waifu2x Lossless Upscaled" video_
+
+After this experiment completed successfully, I started thinking about making an automation pipeline, where this manual process will be streamlined, and each of the steps will be handled automatically.
+
+## Proof-of-Concept
+
+When I signed up for Hack the Valley II in late 2017, I didn't know what I was going to make during that hackathon. Our team sat down and thought about what to make for around an hour, but no one came up with anything interesting. All of a sudden, I remembered, "Hey, isn't there a PoC I wanted to make? How about making that our hackathon project?" I then temporarily name the project Video2X, following waifu2x's scheme. Video2X was then born.
+
+I originally wanted to write Video2X for Linux, but it's too complicated to get the original [nagadomi/waifu2x](https://github.com/nagadomi/waifu2x)'s version of waifu2x running, so waifu2x-caffe written for Windows was used to save time. This is why the first version of Video2X only supports Windows, and can only use waifu2x-caffe as its upscaling driver.
+
+![the first commit of Video2X](https://user-images.githubusercontent.com/21986859/82105271-fcccc700-9709-11ea-8861-b22b807f885f.png)\
+_video2x.py file in the first version of Video2X_
+
+At the end of the hackathon, we managed to make a [sample comparison video](https://www.youtube.com/watch?v=mGEfasQl2Zo) based on [Spirited Away's official trailer](https://www.youtube.com/watch?v=ByXuk9QqQkk). This video was then published on YouTube and is the same demo video showcased in Video2X's repository. The original link was at [https://www.youtube.com/watch?v=PG94iPoeoZk](https://www.youtube.com/watch?v=PG94iPoeoZk), but it has been moved lately to another account under K4YT3X's name.
+
+![Spirited Away Demo](https://user-images.githubusercontent.com/21986859/49412428-65083280-f73a-11e8-8237-bb34158a545e.png)\
+_Upscale Comparison Demonstration_
+
+When we demoed this project, there wasn't so much interest expressed by the judges. We were, however, suggested to pitch our project to Adobe. That didn't end up going anywhere, either. Like most of the other projects in a hackathon, this project didn't win any awards, and just almost vanished after the hackathon was over.
+
+<!--![Hack the Valley II](https://files.k4yt3x.com/Resources/Images/htv2_team_photo.png)\-->
+
+_[Image Removed]_\
+_Our team in Hack the Valley II. You can see Video2X's demo video on the computer screens. Image blurred for privacy._
+
+## Video2X 2.0
+
+Roughly three months after the hackathon, I came back to this project and decided it was worth continuing. Although not many people in the hackathon found this project interesting or useful, I saw value in this project. This was further reinforced by the stars I've received in the project's repository.
+
+I continued working on enhancing Video2X and fixing bugs, and Video2X 2.0 was released. The original version of Video2X was only made as a proof-of-concept for the hackathon. A lot of the usability and convenience aspects are ignored in exchange for development speed. The 2.0 version addressed a lot of these issues and made Video2X usable for regular users. Video2X has then also been converted from a hackathon project to a personal open-source project.
+
+![screenshot of Video2X 2.0](https://user-images.githubusercontent.com/21986859/40265170-39c0caae-5b01-11e8-8371-8b6c24769639.png)\
+_Screenshot of Video2X 2.0_

docs/book/src/running/README.md

@@ -0,0 +1,3 @@
+# Running
+
+Instructions for running and using this project.

docs/book/src/running/command-line.md

@@ -0,0 +1,49 @@
+# Command Line
+
+Instructions for running Video2X from the command line.
+
+This page does not cover all the options available. For help with more options available, run Video2X with the `--help` argument.
+
+## Basics
+
+Use the following command to upscale a video by 4x with RealESRGAN:
+
+```bash
+video2x -i input.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
+
+Use the following command to upscale a video to with libplacebo + Anime4Kv4 Mode A+A:
+
+```bash
+video2x -i input.mp4 -o output.mp4 -f libplacebo -s anime4k-v4-a+a -w 3840 -h 2160
+```
+
+## Advanced
+
+It is possible to specify custom MPV-compatible GLSL shader files with the `--shader, -s` argument:
+
+```bash
+video2x -i input.mp4 -o output.mp4 -f libplacebo -s path/to/custom/shader.glsl -w 3840 -h 2160
+```
+
+List the available GPUs with `--list-gpus, -l`:
+
+```bash
+$video2x --list-gpus
+0. NVIDIA RTX A6000
+        Type: Discrete GPU
+        Vulkan API Version: 1.3.289
+        Driver Version: 565.228.64
+```
+
+Select which GPU to use with the `--gpu, -g` argument:
+
+```bash
+video2x -i input.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3 -g 1
+```
+
+Specify arbitrary extra FFmepg encoder options with the `--extra-encoder-options, -e` argument:
+
+```bash
+video2x -i input.mkv -o output.mkv -f realesrgan -m realesrgan-plus -r 4 -c libx264rgb -e crf=17 -e preset=veryslow -e tune=film
+```

docs/book/src/running/container.md

@@ -0,0 +1,57 @@
+# Container
+
+Instructions for running the Video2X container.
+
+## Prerequisites
+
+- Docker, Podman, or another OCI-compatible runtime
+- A GPU that supports the Vulkan API
+  - Check the [Vulkan Hardware Database](https://vulkan.gpuinfo.org/) to see if your GPU supports Vulkan
+
+## Upscaling a Video
+
+This section documents how to upscale a video. Replace `$TAG` with an appropriate container tag. A list of available tags can be found [here](https://github.com/k4yt3x/video2x/pkgs/container/video2x) (e.g., `6.1.1`).
+
+### AMD GPUs
+
+Make sure your host has the proper GPU and Vulkan libraries and drivers, then use the following command to launch the container:
+
+```shell
+docker run --gpus all -it --rm -v $PWD/data:/host ghcr.io/k4yt3x/video2x:$TAG -i standard-test.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
+
+### NVIDIA GPUs
+
+In addition to installing the proper drivers on your host, `nvidia-docker2` (NVIDIA Container Toolkit) must also be installed on the host to use NVIDIA GPUs in containers. Below are instructions for how to install it on some popular Linux distributions:
+
+- Debian/Ubuntu
+  - Follow the [official guide](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html#setting-up-nvidia-container-toolkit) to install `nvidia-docker2`
+- Arch/Manjaro
+  - Install `nvidia-container-toolkit` from the AUR
+  - E.g., `yay -S nvidia-container-toolkit`
+
+Once all the prerequisites are installed, you can launch the container:
+
+```shell
+docker run --gpus all -it --rm -v $PWD:/host ghcr.io/k4yt3x/video2x:$TAG -i standard-test.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
+
+Depending on the version of your nvidia-docker and some other mysterious factors, you can also try setting `no-cgroups = true` in `/etc/nvidia-container-runtime/config.toml` and adding the NVIDIA devices into the container if the command above doesn't work:
+
+```shell
+docker run --gpus all --device=/dev/nvidia0 --device=/dev/nvidiactl --runtime nvidia -it --rm -v $PWD:/host ghcr.io/k4yt3x/video2x:$TAG -i standard-test.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
+
+If you are still getting a `vkEnumeratePhysicalDevices failed -3` error at this point, try adding the `--privileged` flag to give the container the same level of permissions as the host:
+
+```shell
+docker run --gpus all --privileged -it --rm -v $PWD:/host ghcr.io/k4yt3x/video2x:$TAG -i standard-test.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
+
+### Intel GPUs
+
+Similar to NVIDIA GPUs, you can add `--gpus all` or `--device /dev/dri` to pass the GPU into the container. Adding `--privileged` might help with the performance (thanks @NukeninDark).
+
+```shell
+docker run --gpus all --privileged -it --rm -v $PWD:/host ghcr.io/k4yt3x/video2x:$TAG -i standard-test.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```

docs/book/src/running/desktop.md

@@ -0,0 +1,3 @@
+# Desktop
+
+TODO.

examples/container-run-interpolate-rife.sh

@@ -1,10 +0,0 @@
-#!/bin/sh
-
-set -euxo pipefail
-
-sudo podman run \
-    -it --rm --gpus all -v /dev/dri:/dev/dri \
-    -v $PWD/data:/host \
-    ghcr.io/k4yt3x/video2x:5.0.0-beta3-cuda \
-    -i input.mp4 -o output.mp4 \
-    interpolate

examples/container-run-upscale-waifu2x.sh

@@ -1,11 +0,0 @@
-#!/bin/sh
-
-set -euxo pipefail
-
-sudo podman run \
-    -it --rm --gpus all -v /dev/dri:/dev/dri \
-    -v $PWD/data:/host \
-    ghcr.io/k4yt3x/video2x:5.0.0-beta3-cuda \
-    -i input.mp4 -o output.mp4 \
-    -p5 upscale \
-    -h 720 -a waifu2x -n3

examples/run_interpolate_rife.py

@@ -1,21 +0,0 @@
-#!/usr/bin/python
-# -*- coding: utf-8 -*-
-
-# built-in imports
-import pathlib
-
-# import video2x
-from video2x import Video2X
-
-
-# create video2x object
-video2x = Video2X()
-
-# run upscale
-video2x.interpolate(
-    pathlib.Path("input.mp4"),   # input video path
-    pathlib.Path("output.mp4"),  # another
-    3,                           # processes: number of parallel processors
-    10,                          # threshold: adjacent frames with > n% diff won't be processed (100 == process all)
-    "rife",                      # algorithm: the algorithm to use to process the video
-)

examples/run_upscale_waifu2x.py

@@ -1,24 +0,0 @@
-#!/usr/bin/python
-# -*- coding: utf-8 -*-
-
-# built-in imports
-import pathlib
-
-# import video2x
-from video2x import Video2X
-
-
-# create video2x object
-video2x = Video2X()
-
-# run upscale
-video2x.upscale(
-    pathlib.Path("input.mp4"),   # input video path
-    pathlib.Path("output.mp4"),  # another
-    None,                        # width: width of output, None == auto
-    720,                         # height: height of output, None == auto
-    3,                           # noise: noise level, algorithm-dependent
-    5,                           # processes: number of parallel processors
-    0,                           # threshold: adjacent frames with < n% diff won't be processed (0 == process all)
-    "waifu2x",                   # algorithm: the algorithm to use to process the video
-)

include/libvideo2x/avutils.h

@@ -0,0 +1,19 @@
+#pragma once
+
+extern "C" {
+#include <libavformat/avformat.h>
+}
+
+AVRational get_video_frame_rate(AVFormatContext *ifmt_ctx, int in_vstream_idx);
+
+int64_t get_video_frame_count(AVFormatContext *ifmt_ctx, int in_vstream_idx);
+
+AVPixelFormat get_encoder_default_pix_fmt(const AVCodec *encoder, AVPixelFormat target_pix_fmt);
+
+float get_frame_diff(AVFrame *frame1, AVFrame *frame2);
+
+void av_bufferref_deleter(AVBufferRef *bufferref);
+
+void av_frame_deleter(AVFrame *frame);
+
+void av_packet_deleter(AVPacket *packet);

include/libvideo2x/conversions.h

@@ -0,0 +1,17 @@
+#pragma once
+
+extern "C" {
+#include <libavutil/frame.h>
+#include <libswscale/swscale.h>
+}
+
+#include <mat.h>
+
+// Convert AVFrame to another pixel format
+AVFrame *convert_avframe_pix_fmt(AVFrame *src_frame, AVPixelFormat pix_fmt);
+
+// Convert AVFrame to ncnn::Mat
+ncnn::Mat avframe_to_ncnn_mat(AVFrame *frame);
+
+// Convert ncnn::Mat to AVFrame
+AVFrame *ncnn_mat_to_avframe(const ncnn::Mat &mat, AVPixelFormat pix_fmt);

include/libvideo2x/decoder.h

@@ -0,0 +1,28 @@
+#pragma once
+
+#include <filesystem>
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+#include <libavformat/avformat.h>
+}
+
+class Decoder {
+   public:
+    Decoder();
+    ~Decoder();
+
+    int init(AVHWDeviceType hw_type, AVBufferRef *hw_ctx, const std::filesystem::path &in_fpath);
+
+    AVFormatContext *get_format_context() const;
+    AVCodecContext *get_codec_context() const;
+    int get_video_stream_index() const;
+
+   private:
+    static AVPixelFormat hw_pix_fmt_;
+    static AVPixelFormat get_hw_format(AVCodecContext *ctx, const AVPixelFormat *pix_fmts);
+
+    AVFormatContext *fmt_ctx_;
+    AVCodecContext *dec_ctx_;
+    int in_vstream_idx_;
+};

include/libvideo2x/encoder.h

@@ -0,0 +1,78 @@
+#pragma once
+
+#include <cstdint>
+#include <filesystem>
+#include <vector>
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+#include <libavformat/avformat.h>
+#include <libavutil/pixdesc.h>
+}
+
+#include "fsutils.h"
+
+// Encoder configurations
+struct EncoderConfig {
+    // Non-AVCodecContext options
+    AVCodecID codec = AV_CODEC_ID_NONE;
+    bool copy_streams = true;
+
+    // Basic video options
+    AVPixelFormat pix_fmt = AV_PIX_FMT_NONE;
+
+    // Rate control and compression
+    int64_t bit_rate = 0;
+    int rc_buffer_size = 0;
+    int rc_min_rate = 0;
+    int rc_max_rate = 0;
+    int qmin = -1;
+    int qmax = -1;
+
+    // GOP and frame structure
+    int gop_size = -1;
+    int max_b_frames = -1;
+    int keyint_min = -1;
+    int refs = -1;
+
+    // Performance and threading
+    int thread_count = 0;
+
+    // Latency and buffering
+    int delay = -1;
+
+    // Extra AVOptions
+    std::vector<std::pair<StringType, StringType>> extra_opts;
+};
+
+class Encoder {
+   public:
+    Encoder();
+    ~Encoder();
+
+    int init(
+        AVBufferRef *hw_ctx,
+        const std::filesystem::path &out_fpath,
+        AVFormatContext *ifmt_ctx,
+        AVCodecContext *dec_ctx,
+        EncoderConfig &enc_cfg,
+        int width,
+        int height,
+        int frm_rate_mul,
+        int in_vstream_idx
+    );
+
+    int write_frame(AVFrame *frame, int64_t frame_idx);
+    int flush();
+
+    AVCodecContext *get_encoder_context() const;
+    AVFormatContext *get_format_context() const;
+    int *get_stream_map() const;
+    int get_output_video_stream_index() const;
+
+   private:
+    AVFormatContext *ofmt_ctx_;
+    AVCodecContext *enc_ctx_;
+    int out_vstream_idx_;
+    int *stream_map_;
+};

include/libvideo2x/filter_libplacebo.h

@@ -0,0 +1,58 @@
+#pragma once
+
+#include <filesystem>
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+#include <libavfilter/buffersink.h>
+#include <libavfilter/buffersrc.h>
+}
+
+#include "processor.h"
+
+// FilterLibplacebo class definition
+class FilterLibplacebo : public Filter {
+   public:
+    // Constructor
+    FilterLibplacebo(
+        uint32_t vk_device_index,
+        const std::filesystem::path &shader_path,
+        int width,
+        int height
+    );
+
+    // Destructor
+    virtual ~FilterLibplacebo() override;
+
+    // Initializes the filter with decoder and encoder contexts
+    int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) override;
+
+    // Processes an input frame and returns the processed frame
+    int filter(AVFrame *in_frame, AVFrame **out_frame) override;
+
+    // Flushes any remaining frames
+    int flush(std::vector<AVFrame *> &flushed_frames) override;
+
+    // Returns the filter's type
+    ProcessorType get_processor_type() const override { return ProcessorType::Libplacebo; }
+
+    // Returns the filter's output dimensions
+    void get_output_dimensions(
+        const ProcessorConfig &proc_cfg,
+        int in_width,
+        int in_height,
+        int &out_width,
+        int &out_height
+    ) const override;
+
+   private:
+    AVFilterGraph *filter_graph_;
+    AVFilterContext *buffersrc_ctx_;
+    AVFilterContext *buffersink_ctx_;
+    uint32_t vk_device_index_;
+    const std::filesystem::path shader_path_;
+    int width_;
+    int height_;
+    AVRational in_time_base_;
+    AVRational out_time_base_;
+};

include/libvideo2x/filter_realesrgan.h

@@ -0,0 +1,51 @@
+#pragma once
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+}
+
+#include "processor.h"
+#include "realesrgan.h"
+
+// FilterRealesrgan class definition
+class FilterRealesrgan : public Filter {
+   public:
+    // Constructor
+    FilterRealesrgan(
+        int gpuid = 0,
+        bool tta_mode = false,
+        int scaling_factor = 4,
+        const StringType model_name = STR("realesr-animevideov3")
+    );
+
+    // Destructor
+    virtual ~FilterRealesrgan() override;
+
+    // Initializes the filter with decoder and encoder contexts
+    int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) override;
+
+    // Processes an input frame and returns the processed frame
+    int filter(AVFrame *in_frame, AVFrame **out_frame) override;
+
+    // Returns the filter's type
+    ProcessorType get_processor_type() const override { return ProcessorType::RealESRGAN; }
+
+    // Returns the filter's output dimensions
+    void get_output_dimensions(
+        const ProcessorConfig &proc_cfg,
+        int in_width,
+        int in_height,
+        int &out_width,
+        int &out_height
+    ) const override;
+
+   private:
+    RealESRGAN *realesrgan_;
+    int gpuid_;
+    bool tta_mode_;
+    int scaling_factor_;
+    const StringType model_name_;
+    AVRational in_time_base_;
+    AVRational out_time_base_;
+    AVPixelFormat out_pix_fmt_;
+};

include/libvideo2x/fsutils.h

@@ -0,0 +1,30 @@
+#pragma once
+
+#include <filesystem>
+#include <string>
+
+#ifdef _WIN32
+typedef wchar_t CharType;
+#define STR(x) L##x
+#else
+typedef char CharType;
+#define STR(x) x
+#endif
+
+#ifdef _WIN32
+typedef std::wstring StringType;
+#else
+typedef std::string StringType;
+#endif
+
+bool filepath_is_readable(const std::filesystem::path &path);
+
+std::filesystem::path find_resource_file(const std::filesystem::path &path);
+
+std::string path_to_u8string(const std::filesystem::path &path);
+
+std::string wstring_to_u8string(const StringType &wstr);
+
+StringType path_to_string_type(const std::filesystem::path &path);
+
+StringType to_string_type(int value);

include/libvideo2x/interpolator_rife.h

@@ -0,0 +1,56 @@
+#pragma once
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+}
+
+#include "processor.h"
+#include "rife.h"
+
+// InterpolatorRIFE class definition
+class InterpolatorRIFE : public Interpolator {
+   public:
+    // Constructor
+    InterpolatorRIFE(
+        int gpuid = 0,
+        bool tta_mode = false,
+        bool tta_temporal_mode = false,
+        bool uhd_mode = false,
+        int num_threads = 1,
+        const StringType model_name = STR("rife-v4.6")
+    );
+
+    // Destructor
+    virtual ~InterpolatorRIFE() override;
+
+    // Initializes the interpolator with decoder and encoder contexts
+    int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) override;
+
+    // Processes an input frame and returns the processed frame
+    int interpolate(AVFrame *prev_frame, AVFrame *in_frame, AVFrame **out_frame, float time_step)
+        override;
+
+    // Returns the interpolator's type
+    ProcessorType get_processor_type() const override { return ProcessorType::RIFE; }
+
+    // Returns the interpolator's output dimensions
+    void get_output_dimensions(
+        const ProcessorConfig &proc_cfg,
+        int in_width,
+        int in_height,
+        int &out_width,
+        int &out_height
+    ) const override;
+
+   private:
+    RIFE *rife_;
+    int gpuid_;
+    bool tta_mode_;
+    bool tta_temporal_mode_;
+    bool uhd_mode_;
+    int num_threads_;
+    const StringType model_name_;
+    AVRational in_time_base_;
+    AVRational out_time_base_;
+    AVPixelFormat out_pix_fmt_;
+};

include/libvideo2x/libplacebo.h

@@ -0,0 +1,19 @@
+#pragma once
+
+#include <filesystem>
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+#include <libavfilter/avfilter.h>
+}
+
+int init_libplacebo(
+    AVFilterGraph **filter_graph,
+    AVFilterContext **buffersrc_ctx,
+    AVFilterContext **buffersink_ctx,
+    AVCodecContext *dec_ctx,
+    int out_width,
+    int out_height,
+    uint32_t vk_device_index,
+    const std::filesystem::path &shader_path
+);

include/libvideo2x/libvideo2x.h

@@ -0,0 +1,98 @@
+#pragma once
+
+#include <atomic>
+#include <cstdint>
+#include <memory>
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+#include <libavformat/avformat.h>
+}
+
+#include "avutils.h"
+#include "decoder.h"
+#include "encoder.h"
+#include "logging.h"
+#include "processor.h"
+
+#ifdef _WIN32
+#ifdef LIBVIDEO2X_EXPORTS
+#define LIBVIDEO2X_API __declspec(dllexport)
+#else
+#define LIBVIDEO2X_API __declspec(dllimport)
+#endif
+#else
+#define LIBVIDEO2X_API
+#endif
+
+enum class VideoProcessorState {
+    Idle,
+    Running,
+    Paused,
+    Failed,
+    Aborted,
+    Completed
+};
+
+class LIBVIDEO2X_API VideoProcessor {
+   public:
+    VideoProcessor(
+        const ProcessorConfig proc_cfg,
+        const EncoderConfig enc_cfg,
+        const uint32_t vk_device_index = 0,
+        const AVHWDeviceType hw_device_type = AV_HWDEVICE_TYPE_NONE,
+        const Video2xLogLevel = Video2xLogLevel::Info,
+        const bool benchmark = false
+    );
+
+    virtual ~VideoProcessor() = default;
+
+    [[nodiscard]] int
+    process(const std::filesystem::path in_fname, const std::filesystem::path out_fname);
+
+    void pause() { state_.store(VideoProcessorState::Paused); }
+    void resume() { state_.store(VideoProcessorState::Running); }
+    void abort() { state_.store(VideoProcessorState::Aborted); }
+
+    VideoProcessorState get_state() const { return state_.load(); }
+    int64_t get_processed_frames() const { return frame_index_.load(); }
+    int64_t get_total_frames() const { return total_frames_.load(); }
+
+   private:
+    [[nodiscard]] int
+    process_frames(Decoder &decoder, Encoder &encoder, std::unique_ptr<Processor> &processor);
+
+    [[nodiscard]] int write_frame(AVFrame *frame, Encoder &encoder);
+
+    [[nodiscard]] inline int write_raw_packet(
+        AVPacket *packet,
+        AVFormatContext *ifmt_ctx,
+        AVFormatContext *ofmt_ctx,
+        int *stream_map
+    );
+
+    [[nodiscard]] inline int process_filtering(
+        std::unique_ptr<Processor> &processor,
+        Encoder &encoder,
+        AVFrame *frame,
+        AVFrame *proc_frame
+    );
+
+    [[nodiscard]] inline int process_interpolation(
+        std::unique_ptr<Processor> &processor,
+        Encoder &encoder,
+        std::unique_ptr<AVFrame, decltype(&av_frame_deleter)> &prev_frame,
+        AVFrame *frame,
+        AVFrame *proc_frame
+    );
+
+    ProcessorConfig proc_cfg_;
+    EncoderConfig enc_cfg_;
+    uint32_t vk_device_index_ = 0;
+    AVHWDeviceType hw_device_type_ = AV_HWDEVICE_TYPE_NONE;
+    bool benchmark_ = false;
+
+    std::atomic<VideoProcessorState> state_ = VideoProcessorState::Idle;
+    std::atomic<int64_t> frame_index_ = 0;
+    std::atomic<int64_t> total_frames_ = 0;
+};

include/libvideo2x/logging.h

@@ -0,0 +1,20 @@
+#pragma once
+
+#include <optional>
+
+#include "fsutils.h"
+
+enum class Video2xLogLevel {
+    Unknown,
+    Trace,
+    Debug,
+    Info,
+    Warning,
+    Error,
+    Critical,
+    Off
+};
+
+void set_log_level(Video2xLogLevel log_level);
+
+std::optional<Video2xLogLevel> find_log_level_by_name(const StringType &log_level_name);

include/libvideo2x/processor.h

@@ -0,0 +1,83 @@
+#pragma once
+
+#include <variant>
+#include <vector>
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+#include <libavfilter/avfilter.h>
+#include <libavutil/buffer.h>
+}
+
+#include "fsutils.h"
+
+enum class ProcessingMode {
+    Filter,
+    Interpolate,
+};
+
+enum class ProcessorType {
+    None,
+    Libplacebo,
+    RealESRGAN,
+    RIFE,
+};
+
+struct LibplaceboConfig {
+    StringType shader_path;
+};
+
+struct RealESRGANConfig {
+    bool tta_mode = false;
+    StringType model_name;
+};
+
+struct RIFEConfig {
+    bool tta_mode = false;
+    bool tta_temporal_mode = false;
+    bool uhd_mode = false;
+    int num_threads = 0;
+    StringType model_name;
+};
+
+// Unified filter configuration
+struct ProcessorConfig {
+    ProcessorType processor_type = ProcessorType::None;
+    int width = 0;
+    int height = 0;
+    int scaling_factor = 0;
+    int frm_rate_mul = 0;
+    float scn_det_thresh = 0.0f;
+    std::variant<LibplaceboConfig, RealESRGANConfig, RIFEConfig> config;
+};
+
+class Processor {
+   public:
+    virtual ~Processor() = default;
+    virtual int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) = 0;
+    virtual int flush(std::vector<AVFrame *> &_) { return 0; }
+    virtual ProcessingMode get_processing_mode() const = 0;
+    virtual ProcessorType get_processor_type() const = 0;
+    virtual void get_output_dimensions(
+        const ProcessorConfig &proc_cfg,
+        int in_width,
+        int in_height,
+        int &width,
+        int &height
+    ) const = 0;
+};
+
+// Abstract base class for filters
+class Filter : public Processor {
+   public:
+    ProcessingMode get_processing_mode() const override { return ProcessingMode::Filter; }
+    virtual int filter(AVFrame *in_frame, AVFrame **out_frame) = 0;
+};
+
+// Abstract base class for interpolators
+class Interpolator : public Processor {
+   public:
+    ProcessingMode get_processing_mode() const override { return ProcessingMode::Interpolate; }
+    virtual int
+    interpolate(AVFrame *prev_frame, AVFrame *in_frame, AVFrame **out_frame, float time_step) = 0;
+};

include/libvideo2x/processor_factory.h

@@ -0,0 +1,33 @@
+#pragma once
+
+#include <functional>
+#include <memory>
+#include <unordered_map>
+
+#include "processor.h"
+
+// Processor Factory Class
+class ProcessorFactory {
+   public:
+    using Creator = std::function<std::unique_ptr<Processor>(const ProcessorConfig &, uint32_t)>;
+
+    // Singleton instance accessor
+    static ProcessorFactory &instance();
+
+    // Register a processor type with its creation function
+    void register_processor(ProcessorType type, Creator creator);
+
+    // Create a processor instance based on configuration
+    std::unique_ptr<Processor>
+    create_processor(const ProcessorConfig &proc_cfg, uint32_t vk_device_index) const;
+
+   private:
+    // Private constructor for Singleton
+    ProcessorFactory() = default;
+
+    // Map of processor types to their creation functions
+    std::unordered_map<ProcessorType, Creator> creators;
+
+    // Static initializer for default processors
+    static void init_default_processors(ProcessorFactory &factory);
+};

include/libvideo2x/version.h.in

@@ -0,0 +1,3 @@
+#pragma once
+
+#define LIBVIDEO2X_VERSION_STRING "@PROJECT_VERSION@"

licenses/LICENSE-Pillow

@@ -1,30 +0,0 @@
-The Python Imaging Library (PIL) is
-
-    Copyright © 1997-2011 by Secret Labs AB
-    Copyright © 1995-2011 by Fredrik Lundh
-
-Pillow is the friendly PIL fork. It is
-
-    Copyright © 2010-2022 by Alex Clark and contributors
-
-Like PIL, Pillow is licensed under the open source HPND License:
-
-By obtaining, using, and/or copying this software and/or its associated
-documentation, you agree that you have read, understood, and will comply
-with the following terms and conditions:
-
-Permission to use, copy, modify, and distribute this software and its
-associated documentation for any purpose and without fee is hereby granted,
-provided that the above copyright notice appears in all copies, and that
-both that copyright notice and this permission notice appear in supporting
-documentation, and that the name of Secret Labs AB or the author not be
-used in advertising or publicity pertaining to distribution of the software
-without specific, written prior permission.
-
-SECRET LABS AB AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH REGARD TO THIS
-SOFTWARE, INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS.
-IN NO EVENT SHALL SECRET LABS AB OR THE AUTHOR BE LIABLE FOR ANY SPECIAL,
-INDIRECT OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM
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-OR OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
-PERFORMANCE OF THIS SOFTWARE.

licenses/LICENSE-opencv-python

@@ -1,21 +0,0 @@
-MIT License
-
-Copyright (c) Olli-Pekka Heinisuo
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
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-SOFTWARE.

licenses/LICENSE-realsr-ncnn-vulkan

@@ -1,21 +0,0 @@
-The MIT License (MIT)
-
-Copyright (c) 2019 nihui
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
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-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.

licenses/LICENSE-rife-ncnn-vulkan

@@ -1,21 +0,0 @@
-The MIT License (MIT)
-
-Copyright (c) 2019 nihui
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
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-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.

licenses/LICENSE-srmd-ncnn-vulkan

@@ -1,21 +0,0 @@
-The MIT License (MIT)
-
-Copyright (c) 2019 nihui
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-Permission is hereby granted, free of charge, to any person obtaining a copy
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-SOFTWARE.

licenses/LICENSE-waifu2x-ncnn-vulkan

@@ -1,21 +0,0 @@
-The MIT License (MIT)
-
-Copyright (c) 2019 nihui
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
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-SOFTWARE.

licenses/agpl-3.0.txt

@@ -1,661 +0,0 @@
-                    GNU AFFERO GENERAL PUBLIC LICENSE
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licenses/apache-2.0.txt

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licenses/mit.txt

@@ -1,21 +0,0 @@
-MIT License
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-SOFTWARE.

models/realesrgan/realesr-animevideov3-x2.param

@@ -0,0 +1,43 @@
+7767517
+41 42
+Input                    input.1                  0 1 data
+Split                    splitncnn_input0         1 2 data input.1_splitncnn_0 input.1_splitncnn_1
+Convolution              Conv_0                   1 1 input.1_splitncnn_1 54 0=64 1=3 4=1 5=1 6=1728
+PReLU                    PRelu_1                  1 1 54 56 0=64
+Convolution              Conv_2                   1 1 56 57 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_3                  1 1 57 59 0=64
+Convolution              Conv_4                   1 1 59 60 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_5                  1 1 60 62 0=64
+Convolution              Conv_6                   1 1 62 63 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_7                  1 1 63 65 0=64
+Convolution              Conv_8                   1 1 65 66 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_9                  1 1 66 68 0=64
+Convolution              Conv_10                  1 1 68 69 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_11                 1 1 69 71 0=64
+Convolution              Conv_12                  1 1 71 72 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_13                 1 1 72 74 0=64
+Convolution              Conv_14                  1 1 74 75 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_15                 1 1 75 77 0=64
+Convolution              Conv_16                  1 1 77 78 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_17                 1 1 78 80 0=64
+Convolution              Conv_18                  1 1 80 81 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_19                 1 1 81 83 0=64
+Convolution              Conv_20                  1 1 83 84 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_21                 1 1 84 86 0=64
+Convolution              Conv_22                  1 1 86 87 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_23                 1 1 87 89 0=64
+Convolution              Conv_24                  1 1 89 90 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_25                 1 1 90 92 0=64
+Convolution              Conv_26                  1 1 92 93 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_27                 1 1 93 95 0=64
+Convolution              Conv_28                  1 1 95 96 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_29                 1 1 96 98 0=64
+Convolution              Conv_30                  1 1 98 99 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_31                 1 1 99 101 0=64
+Convolution              Conv_32                  1 1 101 102 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_33                 1 1 102 104 0=64
+Convolution              Conv_34                  1 1 104 105 0=48 1=3 4=1 5=1 6=27648
+PixelShuffle             DepthToSpace_35          1 1 105 106 0=4
+Interp                   Resize_37                1 1 input.1_splitncnn_0 111 0=1 1=4.000000e+00 2=4.000000e+00
+BinaryOp                 Add_38                   2 1 106 111 112
+Interp                   Resize_40                1 1 112 output 0=3 1=5.000000e-01 2=5.000000e-01

models/realesrgan/realesr-animevideov3-x3.param

@@ -0,0 +1,43 @@
+7767517
+41 42
+Input                    input.1                  0 1 data
+Split                    splitncnn_input0         1 2 data input.1_splitncnn_0 input.1_splitncnn_1
+Convolution              Conv_0                   1 1 input.1_splitncnn_1 54 0=64 1=3 4=1 5=1 6=1728
+PReLU                    PRelu_1                  1 1 54 56 0=64
+Convolution              Conv_2                   1 1 56 57 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_3                  1 1 57 59 0=64
+Convolution              Conv_4                   1 1 59 60 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_5                  1 1 60 62 0=64
+Convolution              Conv_6                   1 1 62 63 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_7                  1 1 63 65 0=64
+Convolution              Conv_8                   1 1 65 66 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_9                  1 1 66 68 0=64
+Convolution              Conv_10                  1 1 68 69 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_11                 1 1 69 71 0=64
+Convolution              Conv_12                  1 1 71 72 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_13                 1 1 72 74 0=64
+Convolution              Conv_14                  1 1 74 75 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_15                 1 1 75 77 0=64
+Convolution              Conv_16                  1 1 77 78 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_17                 1 1 78 80 0=64
+Convolution              Conv_18                  1 1 80 81 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_19                 1 1 81 83 0=64
+Convolution              Conv_20                  1 1 83 84 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_21                 1 1 84 86 0=64
+Convolution              Conv_22                  1 1 86 87 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_23                 1 1 87 89 0=64
+Convolution              Conv_24                  1 1 89 90 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_25                 1 1 90 92 0=64
+Convolution              Conv_26                  1 1 92 93 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_27                 1 1 93 95 0=64
+Convolution              Conv_28                  1 1 95 96 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_29                 1 1 96 98 0=64
+Convolution              Conv_30                  1 1 98 99 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_31                 1 1 99 101 0=64
+Convolution              Conv_32                  1 1 101 102 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_33                 1 1 102 104 0=64
+Convolution              Conv_34                  1 1 104 105 0=48 1=3 4=1 5=1 6=27648
+PixelShuffle             DepthToSpace_35          1 1 105 106 0=4
+Interp                   Resize_37                1 1 input.1_splitncnn_0 111 0=1 1=4.000000e+00 2=4.000000e+00
+BinaryOp                 Add_38                   2 1 106 111 112
+Interp                   Resize_40                1 1 112 output 0=3 1=7.500000e-01 2=7.500000e-01

models/realesrgan/realesr-animevideov3-x4.param

@@ -0,0 +1,42 @@
+7767517
+40 41
+Input                    input.1                  0 1 data
+Split                    splitncnn_input0         1 2 data input.1_splitncnn_0 input.1_splitncnn_1
+Convolution              Conv_0                   1 1 input.1_splitncnn_1 54 0=64 1=3 4=1 5=1 6=1728
+PReLU                    PRelu_1                  1 1 54 56 0=64
+Convolution              Conv_2                   1 1 56 57 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_3                  1 1 57 59 0=64
+Convolution              Conv_4                   1 1 59 60 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_5                  1 1 60 62 0=64
+Convolution              Conv_6                   1 1 62 63 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_7                  1 1 63 65 0=64
+Convolution              Conv_8                   1 1 65 66 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_9                  1 1 66 68 0=64
+Convolution              Conv_10                  1 1 68 69 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_11                 1 1 69 71 0=64
+Convolution              Conv_12                  1 1 71 72 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_13                 1 1 72 74 0=64
+Convolution              Conv_14                  1 1 74 75 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_15                 1 1 75 77 0=64
+Convolution              Conv_16                  1 1 77 78 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_17                 1 1 78 80 0=64
+Convolution              Conv_18                  1 1 80 81 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_19                 1 1 81 83 0=64
+Convolution              Conv_20                  1 1 83 84 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_21                 1 1 84 86 0=64
+Convolution              Conv_22                  1 1 86 87 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_23                 1 1 87 89 0=64
+Convolution              Conv_24                  1 1 89 90 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_25                 1 1 90 92 0=64
+Convolution              Conv_26                  1 1 92 93 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_27                 1 1 93 95 0=64
+Convolution              Conv_28                  1 1 95 96 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_29                 1 1 96 98 0=64
+Convolution              Conv_30                  1 1 98 99 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_31                 1 1 99 101 0=64
+Convolution              Conv_32                  1 1 101 102 0=64 1=3 4=1 5=1 6=36864
+PReLU                    PRelu_33                 1 1 102 104 0=64
+Convolution              Conv_34                  1 1 104 105 0=48 1=3 4=1 5=1 6=27648
+PixelShuffle             DepthToSpace_35          1 1 105 106 0=4
+Interp                   Resize_37                1 1 input.1_splitncnn_0 111 0=1 1=4.000000e+00 2=4.000000e+00
+BinaryOp                 Add_38                   2 1 106 111 output

models/realesrgan/realesrgan-plus-anime-x4.param

@@ -0,0 +1,270 @@
+7767517
+268 473
+Input                    input.1                  0 1 data
+Convolution              Conv_0                   1 1 data 193 0=64 1=3 4=1 5=1 6=1728
+Split                    splitncnn_0              1 8 193 193_splitncnn_0 193_splitncnn_1 193_splitncnn_2 193_splitncnn_3 193_splitncnn_4 193_splitncnn_5 193_splitncnn_6 193_splitncnn_7
+Convolution              Conv_1                   1 1 193_splitncnn_7 195 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_1              1 4 195 195_splitncnn_0 195_splitncnn_1 195_splitncnn_2 195_splitncnn_3
+Concat                   Concat_3                 2 1 193_splitncnn_6 195_splitncnn_3 196
+Convolution              Conv_4                   1 1 196 198 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_2              1 3 198 198_splitncnn_0 198_splitncnn_1 198_splitncnn_2
+Concat                   Concat_6                 3 1 193_splitncnn_5 195_splitncnn_2 198_splitncnn_2 199
+Convolution              Conv_7                   1 1 199 201 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_3              1 2 201 201_splitncnn_0 201_splitncnn_1
+Concat                   Concat_9                 4 1 193_splitncnn_4 195_splitncnn_1 198_splitncnn_1 201_splitncnn_1 202
+Convolution              Conv_10                  1 1 202 204 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_12                5 1 193_splitncnn_3 195_splitncnn_0 198_splitncnn_0 201_splitncnn_0 204 205
+Convolution              Conv_13                  1 1 205 206 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_16                   2 1 206 193_splitncnn_2 209 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_4              1 6 209 209_splitncnn_0 209_splitncnn_1 209_splitncnn_2 209_splitncnn_3 209_splitncnn_4 209_splitncnn_5
+Convolution              Conv_17                  1 1 209_splitncnn_5 211 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_5              1 4 211 211_splitncnn_0 211_splitncnn_1 211_splitncnn_2 211_splitncnn_3
+Concat                   Concat_19                2 1 209_splitncnn_4 211_splitncnn_3 212
+Convolution              Conv_20                  1 1 212 214 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_6              1 3 214 214_splitncnn_0 214_splitncnn_1 214_splitncnn_2
+Concat                   Concat_22                3 1 209_splitncnn_3 211_splitncnn_2 214_splitncnn_2 215
+Convolution              Conv_23                  1 1 215 217 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_7              1 2 217 217_splitncnn_0 217_splitncnn_1
+Concat                   Concat_25                4 1 209_splitncnn_2 211_splitncnn_1 214_splitncnn_1 217_splitncnn_1 218
+Convolution              Conv_26                  1 1 218 220 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_28                5 1 209_splitncnn_1 211_splitncnn_0 214_splitncnn_0 217_splitncnn_0 220 221
+Convolution              Conv_29                  1 1 221 222 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_32                   2 1 222 209_splitncnn_0 225 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_8              1 6 225 225_splitncnn_0 225_splitncnn_1 225_splitncnn_2 225_splitncnn_3 225_splitncnn_4 225_splitncnn_5
+Convolution              Conv_33                  1 1 225_splitncnn_5 227 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_9              1 4 227 227_splitncnn_0 227_splitncnn_1 227_splitncnn_2 227_splitncnn_3
+Concat                   Concat_35                2 1 225_splitncnn_4 227_splitncnn_3 228
+Convolution              Conv_36                  1 1 228 230 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_10             1 3 230 230_splitncnn_0 230_splitncnn_1 230_splitncnn_2
+Concat                   Concat_38                3 1 225_splitncnn_3 227_splitncnn_2 230_splitncnn_2 231
+Convolution              Conv_39                  1 1 231 233 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_11             1 2 233 233_splitncnn_0 233_splitncnn_1
+Concat                   Concat_41                4 1 225_splitncnn_2 227_splitncnn_1 230_splitncnn_1 233_splitncnn_1 234
+Convolution              Conv_42                  1 1 234 236 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_44                5 1 225_splitncnn_1 227_splitncnn_0 230_splitncnn_0 233_splitncnn_0 236 237
+Convolution              Conv_45                  1 1 237 238 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_48                   2 1 238 225_splitncnn_0 241 0=1 -23301=2,2.000000e-01,1.000000e+00
+Eltwise                  Add_51                   2 1 241 193_splitncnn_1 244 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_12             1 7 244 244_splitncnn_0 244_splitncnn_1 244_splitncnn_2 244_splitncnn_3 244_splitncnn_4 244_splitncnn_5 244_splitncnn_6
+Convolution              Conv_52                  1 1 244_splitncnn_6 246 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_13             1 4 246 246_splitncnn_0 246_splitncnn_1 246_splitncnn_2 246_splitncnn_3
+Concat                   Concat_54                2 1 244_splitncnn_5 246_splitncnn_3 247
+Convolution              Conv_55                  1 1 247 249 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_14             1 3 249 249_splitncnn_0 249_splitncnn_1 249_splitncnn_2
+Concat                   Concat_57                3 1 244_splitncnn_4 246_splitncnn_2 249_splitncnn_2 250
+Convolution              Conv_58                  1 1 250 252 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_15             1 2 252 252_splitncnn_0 252_splitncnn_1
+Concat                   Concat_60                4 1 244_splitncnn_3 246_splitncnn_1 249_splitncnn_1 252_splitncnn_1 253
+Convolution              Conv_61                  1 1 253 255 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_63                5 1 244_splitncnn_2 246_splitncnn_0 249_splitncnn_0 252_splitncnn_0 255 256
+Convolution              Conv_64                  1 1 256 257 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_67                   2 1 257 244_splitncnn_1 260 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_16             1 6 260 260_splitncnn_0 260_splitncnn_1 260_splitncnn_2 260_splitncnn_3 260_splitncnn_4 260_splitncnn_5
+Convolution              Conv_68                  1 1 260_splitncnn_5 262 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_17             1 4 262 262_splitncnn_0 262_splitncnn_1 262_splitncnn_2 262_splitncnn_3
+Concat                   Concat_70                2 1 260_splitncnn_4 262_splitncnn_3 263
+Convolution              Conv_71                  1 1 263 265 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_18             1 3 265 265_splitncnn_0 265_splitncnn_1 265_splitncnn_2
+Concat                   Concat_73                3 1 260_splitncnn_3 262_splitncnn_2 265_splitncnn_2 266
+Convolution              Conv_74                  1 1 266 268 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_19             1 2 268 268_splitncnn_0 268_splitncnn_1
+Concat                   Concat_76                4 1 260_splitncnn_2 262_splitncnn_1 265_splitncnn_1 268_splitncnn_1 269
+Convolution              Conv_77                  1 1 269 271 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_79                5 1 260_splitncnn_1 262_splitncnn_0 265_splitncnn_0 268_splitncnn_0 271 272
+Convolution              Conv_80                  1 1 272 273 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_83                   2 1 273 260_splitncnn_0 276 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_20             1 6 276 276_splitncnn_0 276_splitncnn_1 276_splitncnn_2 276_splitncnn_3 276_splitncnn_4 276_splitncnn_5
+Convolution              Conv_84                  1 1 276_splitncnn_5 278 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_21             1 4 278 278_splitncnn_0 278_splitncnn_1 278_splitncnn_2 278_splitncnn_3
+Concat                   Concat_86                2 1 276_splitncnn_4 278_splitncnn_3 279
+Convolution              Conv_87                  1 1 279 281 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_22             1 3 281 281_splitncnn_0 281_splitncnn_1 281_splitncnn_2
+Concat                   Concat_89                3 1 276_splitncnn_3 278_splitncnn_2 281_splitncnn_2 282
+Convolution              Conv_90                  1 1 282 284 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_23             1 2 284 284_splitncnn_0 284_splitncnn_1
+Concat                   Concat_92                4 1 276_splitncnn_2 278_splitncnn_1 281_splitncnn_1 284_splitncnn_1 285
+Convolution              Conv_93                  1 1 285 287 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_95                5 1 276_splitncnn_1 278_splitncnn_0 281_splitncnn_0 284_splitncnn_0 287 288
+Convolution              Conv_96                  1 1 288 289 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_99                   2 1 289 276_splitncnn_0 292 0=1 -23301=2,2.000000e-01,1.000000e+00
+Eltwise                  Add_102                  2 1 292 244_splitncnn_0 295 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_24             1 7 295 295_splitncnn_0 295_splitncnn_1 295_splitncnn_2 295_splitncnn_3 295_splitncnn_4 295_splitncnn_5 295_splitncnn_6
+Convolution              Conv_103                 1 1 295_splitncnn_6 297 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_25             1 4 297 297_splitncnn_0 297_splitncnn_1 297_splitncnn_2 297_splitncnn_3
+Concat                   Concat_105               2 1 295_splitncnn_5 297_splitncnn_3 298
+Convolution              Conv_106                 1 1 298 300 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_26             1 3 300 300_splitncnn_0 300_splitncnn_1 300_splitncnn_2
+Concat                   Concat_108               3 1 295_splitncnn_4 297_splitncnn_2 300_splitncnn_2 301
+Convolution              Conv_109                 1 1 301 303 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_27             1 2 303 303_splitncnn_0 303_splitncnn_1
+Concat                   Concat_111               4 1 295_splitncnn_3 297_splitncnn_1 300_splitncnn_1 303_splitncnn_1 304
+Convolution              Conv_112                 1 1 304 306 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_114               5 1 295_splitncnn_2 297_splitncnn_0 300_splitncnn_0 303_splitncnn_0 306 307
+Convolution              Conv_115                 1 1 307 308 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_118                  2 1 308 295_splitncnn_1 311 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_28             1 6 311 311_splitncnn_0 311_splitncnn_1 311_splitncnn_2 311_splitncnn_3 311_splitncnn_4 311_splitncnn_5
+Convolution              Conv_119                 1 1 311_splitncnn_5 313 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_29             1 4 313 313_splitncnn_0 313_splitncnn_1 313_splitncnn_2 313_splitncnn_3
+Concat                   Concat_121               2 1 311_splitncnn_4 313_splitncnn_3 314
+Convolution              Conv_122                 1 1 314 316 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_30             1 3 316 316_splitncnn_0 316_splitncnn_1 316_splitncnn_2
+Concat                   Concat_124               3 1 311_splitncnn_3 313_splitncnn_2 316_splitncnn_2 317
+Convolution              Conv_125                 1 1 317 319 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_31             1 2 319 319_splitncnn_0 319_splitncnn_1
+Concat                   Concat_127               4 1 311_splitncnn_2 313_splitncnn_1 316_splitncnn_1 319_splitncnn_1 320
+Convolution              Conv_128                 1 1 320 322 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_130               5 1 311_splitncnn_1 313_splitncnn_0 316_splitncnn_0 319_splitncnn_0 322 323
+Convolution              Conv_131                 1 1 323 324 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_134                  2 1 324 311_splitncnn_0 327 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_32             1 6 327 327_splitncnn_0 327_splitncnn_1 327_splitncnn_2 327_splitncnn_3 327_splitncnn_4 327_splitncnn_5
+Convolution              Conv_135                 1 1 327_splitncnn_5 329 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_33             1 4 329 329_splitncnn_0 329_splitncnn_1 329_splitncnn_2 329_splitncnn_3
+Concat                   Concat_137               2 1 327_splitncnn_4 329_splitncnn_3 330
+Convolution              Conv_138                 1 1 330 332 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_34             1 3 332 332_splitncnn_0 332_splitncnn_1 332_splitncnn_2
+Concat                   Concat_140               3 1 327_splitncnn_3 329_splitncnn_2 332_splitncnn_2 333
+Convolution              Conv_141                 1 1 333 335 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_35             1 2 335 335_splitncnn_0 335_splitncnn_1
+Concat                   Concat_143               4 1 327_splitncnn_2 329_splitncnn_1 332_splitncnn_1 335_splitncnn_1 336
+Convolution              Conv_144                 1 1 336 338 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_146               5 1 327_splitncnn_1 329_splitncnn_0 332_splitncnn_0 335_splitncnn_0 338 339
+Convolution              Conv_147                 1 1 339 340 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_150                  2 1 340 327_splitncnn_0 343 0=1 -23301=2,2.000000e-01,1.000000e+00
+Eltwise                  Add_153                  2 1 343 295_splitncnn_0 346 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_36             1 7 346 346_splitncnn_0 346_splitncnn_1 346_splitncnn_2 346_splitncnn_3 346_splitncnn_4 346_splitncnn_5 346_splitncnn_6
+Convolution              Conv_154                 1 1 346_splitncnn_6 348 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_37             1 4 348 348_splitncnn_0 348_splitncnn_1 348_splitncnn_2 348_splitncnn_3
+Concat                   Concat_156               2 1 346_splitncnn_5 348_splitncnn_3 349
+Convolution              Conv_157                 1 1 349 351 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_38             1 3 351 351_splitncnn_0 351_splitncnn_1 351_splitncnn_2
+Concat                   Concat_159               3 1 346_splitncnn_4 348_splitncnn_2 351_splitncnn_2 352
+Convolution              Conv_160                 1 1 352 354 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_39             1 2 354 354_splitncnn_0 354_splitncnn_1
+Concat                   Concat_162               4 1 346_splitncnn_3 348_splitncnn_1 351_splitncnn_1 354_splitncnn_1 355
+Convolution              Conv_163                 1 1 355 357 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_165               5 1 346_splitncnn_2 348_splitncnn_0 351_splitncnn_0 354_splitncnn_0 357 358
+Convolution              Conv_166                 1 1 358 359 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_169                  2 1 359 346_splitncnn_1 362 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_40             1 6 362 362_splitncnn_0 362_splitncnn_1 362_splitncnn_2 362_splitncnn_3 362_splitncnn_4 362_splitncnn_5
+Convolution              Conv_170                 1 1 362_splitncnn_5 364 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_41             1 4 364 364_splitncnn_0 364_splitncnn_1 364_splitncnn_2 364_splitncnn_3
+Concat                   Concat_172               2 1 362_splitncnn_4 364_splitncnn_3 365
+Convolution              Conv_173                 1 1 365 367 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_42             1 3 367 367_splitncnn_0 367_splitncnn_1 367_splitncnn_2
+Concat                   Concat_175               3 1 362_splitncnn_3 364_splitncnn_2 367_splitncnn_2 368
+Convolution              Conv_176                 1 1 368 370 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_43             1 2 370 370_splitncnn_0 370_splitncnn_1
+Concat                   Concat_178               4 1 362_splitncnn_2 364_splitncnn_1 367_splitncnn_1 370_splitncnn_1 371
+Convolution              Conv_179                 1 1 371 373 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_181               5 1 362_splitncnn_1 364_splitncnn_0 367_splitncnn_0 370_splitncnn_0 373 374
+Convolution              Conv_182                 1 1 374 375 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_185                  2 1 375 362_splitncnn_0 378 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_44             1 6 378 378_splitncnn_0 378_splitncnn_1 378_splitncnn_2 378_splitncnn_3 378_splitncnn_4 378_splitncnn_5
+Convolution              Conv_186                 1 1 378_splitncnn_5 380 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_45             1 4 380 380_splitncnn_0 380_splitncnn_1 380_splitncnn_2 380_splitncnn_3
+Concat                   Concat_188               2 1 378_splitncnn_4 380_splitncnn_3 381
+Convolution              Conv_189                 1 1 381 383 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_46             1 3 383 383_splitncnn_0 383_splitncnn_1 383_splitncnn_2
+Concat                   Concat_191               3 1 378_splitncnn_3 380_splitncnn_2 383_splitncnn_2 384
+Convolution              Conv_192                 1 1 384 386 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_47             1 2 386 386_splitncnn_0 386_splitncnn_1
+Concat                   Concat_194               4 1 378_splitncnn_2 380_splitncnn_1 383_splitncnn_1 386_splitncnn_1 387
+Convolution              Conv_195                 1 1 387 389 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_197               5 1 378_splitncnn_1 380_splitncnn_0 383_splitncnn_0 386_splitncnn_0 389 390
+Convolution              Conv_198                 1 1 390 391 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_201                  2 1 391 378_splitncnn_0 394 0=1 -23301=2,2.000000e-01,1.000000e+00
+Eltwise                  Add_204                  2 1 394 346_splitncnn_0 397 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_48             1 7 397 397_splitncnn_0 397_splitncnn_1 397_splitncnn_2 397_splitncnn_3 397_splitncnn_4 397_splitncnn_5 397_splitncnn_6
+Convolution              Conv_205                 1 1 397_splitncnn_6 399 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_49             1 4 399 399_splitncnn_0 399_splitncnn_1 399_splitncnn_2 399_splitncnn_3
+Concat                   Concat_207               2 1 397_splitncnn_5 399_splitncnn_3 400
+Convolution              Conv_208                 1 1 400 402 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_50             1 3 402 402_splitncnn_0 402_splitncnn_1 402_splitncnn_2
+Concat                   Concat_210               3 1 397_splitncnn_4 399_splitncnn_2 402_splitncnn_2 403
+Convolution              Conv_211                 1 1 403 405 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_51             1 2 405 405_splitncnn_0 405_splitncnn_1
+Concat                   Concat_213               4 1 397_splitncnn_3 399_splitncnn_1 402_splitncnn_1 405_splitncnn_1 406
+Convolution              Conv_214                 1 1 406 408 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_216               5 1 397_splitncnn_2 399_splitncnn_0 402_splitncnn_0 405_splitncnn_0 408 409
+Convolution              Conv_217                 1 1 409 410 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_220                  2 1 410 397_splitncnn_1 413 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_52             1 6 413 413_splitncnn_0 413_splitncnn_1 413_splitncnn_2 413_splitncnn_3 413_splitncnn_4 413_splitncnn_5
+Convolution              Conv_221                 1 1 413_splitncnn_5 415 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_53             1 4 415 415_splitncnn_0 415_splitncnn_1 415_splitncnn_2 415_splitncnn_3
+Concat                   Concat_223               2 1 413_splitncnn_4 415_splitncnn_3 416
+Convolution              Conv_224                 1 1 416 418 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_54             1 3 418 418_splitncnn_0 418_splitncnn_1 418_splitncnn_2
+Concat                   Concat_226               3 1 413_splitncnn_3 415_splitncnn_2 418_splitncnn_2 419
+Convolution              Conv_227                 1 1 419 421 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_55             1 2 421 421_splitncnn_0 421_splitncnn_1
+Concat                   Concat_229               4 1 413_splitncnn_2 415_splitncnn_1 418_splitncnn_1 421_splitncnn_1 422
+Convolution              Conv_230                 1 1 422 424 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_232               5 1 413_splitncnn_1 415_splitncnn_0 418_splitncnn_0 421_splitncnn_0 424 425
+Convolution              Conv_233                 1 1 425 426 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_236                  2 1 426 413_splitncnn_0 429 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_56             1 6 429 429_splitncnn_0 429_splitncnn_1 429_splitncnn_2 429_splitncnn_3 429_splitncnn_4 429_splitncnn_5
+Convolution              Conv_237                 1 1 429_splitncnn_5 431 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_57             1 4 431 431_splitncnn_0 431_splitncnn_1 431_splitncnn_2 431_splitncnn_3
+Concat                   Concat_239               2 1 429_splitncnn_4 431_splitncnn_3 432
+Convolution              Conv_240                 1 1 432 434 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_58             1 3 434 434_splitncnn_0 434_splitncnn_1 434_splitncnn_2
+Concat                   Concat_242               3 1 429_splitncnn_3 431_splitncnn_2 434_splitncnn_2 435
+Convolution              Conv_243                 1 1 435 437 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_59             1 2 437 437_splitncnn_0 437_splitncnn_1
+Concat                   Concat_245               4 1 429_splitncnn_2 431_splitncnn_1 434_splitncnn_1 437_splitncnn_1 438
+Convolution              Conv_246                 1 1 438 440 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_248               5 1 429_splitncnn_1 431_splitncnn_0 434_splitncnn_0 437_splitncnn_0 440 441
+Convolution              Conv_249                 1 1 441 442 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_252                  2 1 442 429_splitncnn_0 445 0=1 -23301=2,2.000000e-01,1.000000e+00
+Eltwise                  Add_255                  2 1 445 397_splitncnn_0 448 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_60             1 7 448 448_splitncnn_0 448_splitncnn_1 448_splitncnn_2 448_splitncnn_3 448_splitncnn_4 448_splitncnn_5 448_splitncnn_6
+Convolution              Conv_256                 1 1 448_splitncnn_6 450 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_61             1 4 450 450_splitncnn_0 450_splitncnn_1 450_splitncnn_2 450_splitncnn_3
+Concat                   Concat_258               2 1 448_splitncnn_5 450_splitncnn_3 451
+Convolution              Conv_259                 1 1 451 453 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_62             1 3 453 453_splitncnn_0 453_splitncnn_1 453_splitncnn_2
+Concat                   Concat_261               3 1 448_splitncnn_4 450_splitncnn_2 453_splitncnn_2 454
+Convolution              Conv_262                 1 1 454 456 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_63             1 2 456 456_splitncnn_0 456_splitncnn_1
+Concat                   Concat_264               4 1 448_splitncnn_3 450_splitncnn_1 453_splitncnn_1 456_splitncnn_1 457
+Convolution              Conv_265                 1 1 457 459 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_267               5 1 448_splitncnn_2 450_splitncnn_0 453_splitncnn_0 456_splitncnn_0 459 460
+Convolution              Conv_268                 1 1 460 461 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_271                  2 1 461 448_splitncnn_1 464 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_64             1 6 464 464_splitncnn_0 464_splitncnn_1 464_splitncnn_2 464_splitncnn_3 464_splitncnn_4 464_splitncnn_5
+Convolution              Conv_272                 1 1 464_splitncnn_5 466 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_65             1 4 466 466_splitncnn_0 466_splitncnn_1 466_splitncnn_2 466_splitncnn_3
+Concat                   Concat_274               2 1 464_splitncnn_4 466_splitncnn_3 467
+Convolution              Conv_275                 1 1 467 469 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_66             1 3 469 469_splitncnn_0 469_splitncnn_1 469_splitncnn_2
+Concat                   Concat_277               3 1 464_splitncnn_3 466_splitncnn_2 469_splitncnn_2 470
+Convolution              Conv_278                 1 1 470 472 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_67             1 2 472 472_splitncnn_0 472_splitncnn_1
+Concat                   Concat_280               4 1 464_splitncnn_2 466_splitncnn_1 469_splitncnn_1 472_splitncnn_1 473
+Convolution              Conv_281                 1 1 473 475 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_283               5 1 464_splitncnn_1 466_splitncnn_0 469_splitncnn_0 472_splitncnn_0 475 476
+Convolution              Conv_284                 1 1 476 477 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_287                  2 1 477 464_splitncnn_0 480 0=1 -23301=2,2.000000e-01,1.000000e+00
+Split                    splitncnn_68             1 6 480 480_splitncnn_0 480_splitncnn_1 480_splitncnn_2 480_splitncnn_3 480_splitncnn_4 480_splitncnn_5
+Convolution              Conv_288                 1 1 480_splitncnn_5 482 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_69             1 4 482 482_splitncnn_0 482_splitncnn_1 482_splitncnn_2 482_splitncnn_3
+Concat                   Concat_290               2 1 480_splitncnn_4 482_splitncnn_3 483
+Convolution              Conv_291                 1 1 483 485 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_70             1 3 485 485_splitncnn_0 485_splitncnn_1 485_splitncnn_2
+Concat                   Concat_293               3 1 480_splitncnn_3 482_splitncnn_2 485_splitncnn_2 486
+Convolution              Conv_294                 1 1 486 488 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Split                    splitncnn_71             1 2 488 488_splitncnn_0 488_splitncnn_1
+Concat                   Concat_296               4 1 480_splitncnn_2 482_splitncnn_1 485_splitncnn_1 488_splitncnn_1 489
+Convolution              Conv_297                 1 1 489 491 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
+Concat                   Concat_299               5 1 480_splitncnn_1 482_splitncnn_0 485_splitncnn_0 488_splitncnn_0 491 492
+Convolution              Conv_300                 1 1 492 493 0=64 1=3 4=1 5=1 6=110592
+Eltwise                  Add_303                  2 1 493 480_splitncnn_0 496 0=1 -23301=2,2.000000e-01,1.000000e+00
+Eltwise                  Add_306                  2 1 496 448_splitncnn_0 499 0=1 -23301=2,2.000000e-01,1.000000e+00
+Convolution              Conv_307                 1 1 499 500 0=64 1=3 4=1 5=1 6=36864
+BinaryOp                 Add_308                  2 1 193_splitncnn_0 500 501
+Interp                   Resize_310               1 1 501 506 0=1 1=2.000000e+00 2=2.000000e+00
+Convolution              Conv_311                 1 1 506 508 0=64 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Interp                   Resize_314               1 1 508 513 0=1 1=2.000000e+00 2=2.000000e+00
+Convolution              Conv_315                 1 1 513 515 0=64 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Convolution              Conv_317                 1 1 515 517 0=64 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
+Convolution              Conv_319                 1 1 517 output 0=3 1=3 4=1 5=1 6=1728

models/rife/rife-HD/contextnet.param

@@ -0,0 +1,70 @@
+7767517
+68 82
+Input                    input.1                  0 1 input.1
+Input                    flow.1                   0 1 flow.1
+UnaryOp                  flow.0                   1 1 flow.1 flow.0 0=1
+Convolution              Conv_0                   1 1 input.1 45 0=32 1=3 3=2 4=1 5=1 6=864
+PReLU                    PRelu_1                  1 1 45 47 0=32
+Split                    splitncnn_0              1 2 47 47_splitncnn_0 47_splitncnn_1
+Convolution              Conv_2                   1 1 47_splitncnn_1 48 0=32 1=3 3=2 4=1 6=9216
+Convolution              Conv_3                   1 1 47_splitncnn_0 49 0=32 1=3 3=2 4=1 5=1 6=9216
+PReLU                    PRelu_4                  1 1 49 51 0=32
+Convolution              Conv_5                   1 1 51 52 0=32 1=3 4=1 5=1 6=9216
+Split                    splitncnn_1              1 2 52 52_splitncnn_0 52_splitncnn_1
+Pooling                  ReduceMean_7             1 1 52_splitncnn_1 54 0=1 4=1
+InnerProduct             Conv_8                   1 1 54 57 0=16 2=512 9=2 -23310=1,1.143919e+00
+InnerProduct             Conv_10                  1 1 57 59 0=32 2=512 9=4
+BinaryOp                 Mul_12                   2 1 52_splitncnn_0 59 60 0=2
+BinaryOp                 Add_13                   2 1 60 48 61
+PReLU                    PRelu_14                 1 1 61 63 0=32
+Split                    splitncnn_2              1 3 63 63_splitncnn_0 63_splitncnn_1 63_splitncnn_2
+Interp                   Resize_16                1 1 flow.0 73 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_18                   1 1 73 75 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_3              1 2 75 75_splitncnn_0 75_splitncnn_1
+rife.Warp                Warp_24                  2 1 63_splitncnn_2 75_splitncnn_1 f1
+Convolution              Conv_25                  1 1 63_splitncnn_1 82 0=64 1=3 3=2 4=1 6=18432
+Convolution              Conv_26                  1 1 63_splitncnn_0 83 0=64 1=3 3=2 4=1 5=1 6=18432
+PReLU                    PRelu_27                 1 1 83 85 0=64
+Convolution              Conv_28                  1 1 85 86 0=64 1=3 4=1 5=1 6=36864
+Split                    splitncnn_4              1 2 86 86_splitncnn_0 86_splitncnn_1
+Pooling                  ReduceMean_30            1 1 86_splitncnn_1 88 0=1 4=1
+InnerProduct             Conv_31                  1 1 88 91 0=16 2=1024 9=2 -23310=1,3.006833e-01
+InnerProduct             Conv_33                  1 1 91 93 0=64 2=1024 9=4
+BinaryOp                 Mul_35                   2 1 86_splitncnn_0 93 94 0=2
+BinaryOp                 Add_36                   2 1 94 82 95
+PReLU                    PRelu_37                 1 1 95 97 0=64
+Split                    splitncnn_5              1 3 97 97_splitncnn_0 97_splitncnn_1 97_splitncnn_2
+Interp                   Resize_39                1 1 75_splitncnn_0 107 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_41                   1 1 107 109 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_6              1 2 109 109_splitncnn_0 109_splitncnn_1
+rife.Warp                Warp_47                  2 1 97_splitncnn_2 109_splitncnn_1 f2
+Convolution              Conv_48                  1 1 97_splitncnn_1 116 0=128 1=3 3=2 4=1 6=73728
+Convolution              Conv_49                  1 1 97_splitncnn_0 117 0=128 1=3 3=2 4=1 5=1 6=73728
+PReLU                    PRelu_50                 1 1 117 119 0=128
+Convolution              Conv_51                  1 1 119 120 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_7              1 2 120 120_splitncnn_0 120_splitncnn_1
+Pooling                  ReduceMean_53            1 1 120_splitncnn_1 122 0=1 4=1
+InnerProduct             Conv_54                  1 1 122 125 0=16 2=2048 9=2 -23310=1,7.002444e-02
+InnerProduct             Conv_56                  1 1 125 127 0=128 2=2048 9=4
+BinaryOp                 Mul_58                   2 1 120_splitncnn_0 127 128 0=2
+BinaryOp                 Add_59                   2 1 128 116 129
+PReLU                    PRelu_60                 1 1 129 131 0=128
+Split                    splitncnn_8              1 3 131 131_splitncnn_0 131_splitncnn_1 131_splitncnn_2
+Interp                   Resize_62                1 1 109_splitncnn_0 141 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_64                   1 1 141 143 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_9              1 2 143 143_splitncnn_0 143_splitncnn_1
+rife.Warp                Warp_70                  2 1 131_splitncnn_2 143_splitncnn_1 f3
+Convolution              Conv_71                  1 1 131_splitncnn_1 150 0=256 1=3 3=2 4=1 6=294912
+Convolution              Conv_72                  1 1 131_splitncnn_0 151 0=256 1=3 3=2 4=1 5=1 6=294912
+PReLU                    PRelu_73                 1 1 151 153 0=256
+Convolution              Conv_74                  1 1 153 154 0=256 1=3 4=1 5=1 6=589824
+Split                    splitncnn_10             1 2 154 154_splitncnn_0 154_splitncnn_1
+Pooling                  ReduceMean_76            1 1 154_splitncnn_1 156 0=1 4=1
+InnerProduct             Conv_77                  1 1 156 159 0=16 2=4096 9=2 -23310=1,6.568319e-02
+InnerProduct             Conv_79                  1 1 159 161 0=256 2=4096 9=4
+BinaryOp                 Mul_81                   2 1 154_splitncnn_0 161 162 0=2
+BinaryOp                 Add_82                   2 1 162 150 163
+PReLU                    PRelu_83                 1 1 163 165 0=256
+Interp                   Resize_85                1 1 143_splitncnn_0 175 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_87                   1 1 175 177 0=2 1=1 2=5.000000e-01
+rife.Warp                Warp_93                  2 1 165 177 f4

models/rife/rife-HD/flownet.param

@@ -0,0 +1,322 @@
+7767517
+320 386
+Input                    input0                   0 1 input0
+Input                    input1                   0 1 input1
+Concat                   input.1                  2 1 input0 input1 input.1
+Interp                   Resize_1                 1 1 input.1 454 0=2 1=5.000000e-01 2=5.000000e-01
+Split                    splitncnn_0              1 7 454 454_splitncnn_0 454_splitncnn_1 454_splitncnn_2 454_splitncnn_3 454_splitncnn_4 454_splitncnn_5 454_splitncnn_6
+Interp                   Resize_3                 1 1 454_splitncnn_6 464 0=2 1=1.250000e-01 2=1.250000e-01
+Convolution              Conv_4                   1 1 464 466 0=192 1=5 3=2 4=2 5=1 6=28800
+PReLU                    PRelu_6                  1 1 466 468 0=192
+Split                    splitncnn_1              1 2 468 468_splitncnn_0 468_splitncnn_1
+Convolution              Conv_7                   1 1 468_splitncnn_1 470 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_9                  1 1 470 472 0=192
+Convolution              Conv_10                  1 1 472 474 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_2              1 2 474 474_splitncnn_0 474_splitncnn_1
+Pooling                  ReduceMean_13            1 1 474_splitncnn_1 476 0=1 4=1
+InnerProduct             Conv_14                  1 1 476 479 0=16 2=3072 9=2 -23310=1,1.428942e-02
+InnerProduct             Conv_16                  1 1 479 481 0=192 2=3072 9=4
+BinaryOp                 Mul_18                   2 1 474_splitncnn_0 481 482 0=2
+BinaryOp                 Add_19                   2 1 482 468_splitncnn_0 483
+PReLU                    PRelu_20                 1 1 483 485 0=192
+Split                    splitncnn_3              1 2 485 485_splitncnn_0 485_splitncnn_1
+Convolution              Conv_21                  1 1 485_splitncnn_1 487 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_23                 1 1 487 489 0=192
+Convolution              Conv_24                  1 1 489 491 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_4              1 2 491 491_splitncnn_0 491_splitncnn_1
+Pooling                  ReduceMean_27            1 1 491_splitncnn_1 493 0=1 4=1
+InnerProduct             Conv_28                  1 1 493 496 0=16 2=3072 9=2 -23310=1,3.543398e-01
+InnerProduct             Conv_30                  1 1 496 498 0=192 2=3072 9=4
+BinaryOp                 Mul_32                   2 1 491_splitncnn_0 498 499 0=2
+BinaryOp                 Add_33                   2 1 499 485_splitncnn_0 500
+PReLU                    PRelu_34                 1 1 500 502 0=192
+Split                    splitncnn_5              1 2 502 502_splitncnn_0 502_splitncnn_1
+Convolution              Conv_35                  1 1 502_splitncnn_1 504 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_37                 1 1 504 506 0=192
+Convolution              Conv_38                  1 1 506 508 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_6              1 2 508 508_splitncnn_0 508_splitncnn_1
+Pooling                  ReduceMean_41            1 1 508_splitncnn_1 510 0=1 4=1
+InnerProduct             Conv_42                  1 1 510 513 0=16 2=3072 9=2 -23310=1,5.366787e-01
+InnerProduct             Conv_44                  1 1 513 515 0=192 2=3072 9=4
+BinaryOp                 Mul_46                   2 1 508_splitncnn_0 515 516 0=2
+BinaryOp                 Add_47                   2 1 516 502_splitncnn_0 517
+PReLU                    PRelu_48                 1 1 517 519 0=192
+Split                    splitncnn_7              1 2 519 519_splitncnn_0 519_splitncnn_1
+Convolution              Conv_49                  1 1 519_splitncnn_1 521 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_51                 1 1 521 523 0=192
+Convolution              Conv_52                  1 1 523 525 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_8              1 2 525 525_splitncnn_0 525_splitncnn_1
+Pooling                  ReduceMean_55            1 1 525_splitncnn_1 527 0=1 4=1
+InnerProduct             Conv_56                  1 1 527 530 0=16 2=3072 9=2 -23310=1,-4.889974e-03
+InnerProduct             Conv_58                  1 1 530 532 0=192 2=3072 9=4
+BinaryOp                 Mul_60                   2 1 525_splitncnn_0 532 533 0=2
+BinaryOp                 Add_61                   2 1 533 519_splitncnn_0 534
+PReLU                    PRelu_62                 1 1 534 536 0=192
+Split                    splitncnn_9              1 2 536 536_splitncnn_0 536_splitncnn_1
+Convolution              Conv_63                  1 1 536_splitncnn_1 538 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_65                 1 1 538 540 0=192
+Convolution              Conv_66                  1 1 540 542 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_10             1 2 542 542_splitncnn_0 542_splitncnn_1
+Pooling                  ReduceMean_69            1 1 542_splitncnn_1 544 0=1 4=1
+InnerProduct             Conv_70                  1 1 544 547 0=16 2=3072 9=2 -23310=1,-1.182169e-02
+InnerProduct             Conv_72                  1 1 547 549 0=192 2=3072 9=4
+BinaryOp                 Mul_74                   2 1 542_splitncnn_0 549 550 0=2
+BinaryOp                 Add_75                   2 1 550 536_splitncnn_0 551
+PReLU                    PRelu_76                 1 1 551 553 0=192
+Split                    splitncnn_11             1 2 553 553_splitncnn_0 553_splitncnn_1
+Convolution              Conv_77                  1 1 553_splitncnn_1 555 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_79                 1 1 555 557 0=192
+Convolution              Conv_80                  1 1 557 559 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_12             1 2 559 559_splitncnn_0 559_splitncnn_1
+Pooling                  ReduceMean_83            1 1 559_splitncnn_1 561 0=1 4=1
+InnerProduct             Conv_84                  1 1 561 564 0=16 2=3072 9=2 -23310=1,2.179182e-01
+InnerProduct             Conv_86                  1 1 564 566 0=192 2=3072 9=4
+BinaryOp                 Mul_88                   2 1 559_splitncnn_0 566 567 0=2
+BinaryOp                 Add_89                   2 1 567 553_splitncnn_0 568
+PReLU                    PRelu_90                 1 1 568 570 0=192
+Convolution              Conv_91                  1 1 570 571 0=8 1=3 4=1 5=1 6=13824
+PixelShuffle             DepthToSpace_92          1 1 571 572 0=2
+Interp                   Resize_94                1 1 572 582 0=2 1=8.000000e+00 2=8.000000e+00
+Split                    splitncnn_13             1 6 582 582_splitncnn_0 582_splitncnn_1 582_splitncnn_2 582_splitncnn_3 582_splitncnn_4 582_splitncnn_5
+Crop                     Slice_99                 1 1 454_splitncnn_5 587 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_105                 2 1 587 582_splitncnn_5 593
+Crop                     Slice_110                1 1 454_splitncnn_4 598 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_111                  1 1 582_splitncnn_4 599 0=1
+rife.Warp                Warp_117                 2 1 598 599 605
+Concat                   Concat_118               3 1 593 605 582_splitncnn_3 606
+Interp                   Resize_120               1 1 606 616 0=2 1=2.500000e-01 2=2.500000e-01
+Convolution              Conv_121                 1 1 616 618 0=128 1=5 3=2 4=2 5=1 6=25600
+PReLU                    PRelu_123                1 1 618 620 0=128
+Split                    splitncnn_14             1 2 620 620_splitncnn_0 620_splitncnn_1
+Convolution              Conv_124                 1 1 620_splitncnn_1 622 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_126                1 1 622 624 0=128
+Convolution              Conv_127                 1 1 624 626 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_15             1 2 626 626_splitncnn_0 626_splitncnn_1
+Pooling                  ReduceMean_130           1 1 626_splitncnn_1 628 0=1 4=1
+InnerProduct             Conv_131                 1 1 628 631 0=16 2=2048 9=2 -23310=1,-3.599843e-03
+InnerProduct             Conv_133                 1 1 631 633 0=128 2=2048 9=4
+BinaryOp                 Mul_135                  2 1 626_splitncnn_0 633 634 0=2
+BinaryOp                 Add_136                  2 1 634 620_splitncnn_0 635
+PReLU                    PRelu_137                1 1 635 637 0=128
+Split                    splitncnn_16             1 2 637 637_splitncnn_0 637_splitncnn_1
+Convolution              Conv_138                 1 1 637_splitncnn_1 639 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_140                1 1 639 641 0=128
+Convolution              Conv_141                 1 1 641 643 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_17             1 2 643 643_splitncnn_0 643_splitncnn_1
+Pooling                  ReduceMean_144           1 1 643_splitncnn_1 645 0=1 4=1
+InnerProduct             Conv_145                 1 1 645 648 0=16 2=2048 9=2 -23310=1,2.117399e-01
+InnerProduct             Conv_147                 1 1 648 650 0=128 2=2048 9=4
+BinaryOp                 Mul_149                  2 1 643_splitncnn_0 650 651 0=2
+BinaryOp                 Add_150                  2 1 651 637_splitncnn_0 652
+PReLU                    PRelu_151                1 1 652 654 0=128
+Split                    splitncnn_18             1 2 654 654_splitncnn_0 654_splitncnn_1
+Convolution              Conv_152                 1 1 654_splitncnn_1 656 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_154                1 1 656 658 0=128
+Convolution              Conv_155                 1 1 658 660 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_19             1 2 660 660_splitncnn_0 660_splitncnn_1
+Pooling                  ReduceMean_158           1 1 660_splitncnn_1 662 0=1 4=1
+InnerProduct             Conv_159                 1 1 662 665 0=16 2=2048 9=2 -23310=1,2.712289e-01
+InnerProduct             Conv_161                 1 1 665 667 0=128 2=2048 9=4
+BinaryOp                 Mul_163                  2 1 660_splitncnn_0 667 668 0=2
+BinaryOp                 Add_164                  2 1 668 654_splitncnn_0 669
+PReLU                    PRelu_165                1 1 669 671 0=128
+Split                    splitncnn_20             1 2 671 671_splitncnn_0 671_splitncnn_1
+Convolution              Conv_166                 1 1 671_splitncnn_1 673 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_168                1 1 673 675 0=128
+Convolution              Conv_169                 1 1 675 677 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_21             1 2 677 677_splitncnn_0 677_splitncnn_1
+Pooling                  ReduceMean_172           1 1 677_splitncnn_1 679 0=1 4=1
+InnerProduct             Conv_173                 1 1 679 682 0=16 2=2048 9=2 -23310=1,8.141350e-02
+InnerProduct             Conv_175                 1 1 682 684 0=128 2=2048 9=4
+BinaryOp                 Mul_177                  2 1 677_splitncnn_0 684 685 0=2
+BinaryOp                 Add_178                  2 1 685 671_splitncnn_0 686
+PReLU                    PRelu_179                1 1 686 688 0=128
+Split                    splitncnn_22             1 2 688 688_splitncnn_0 688_splitncnn_1
+Convolution              Conv_180                 1 1 688_splitncnn_1 690 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_182                1 1 690 692 0=128
+Convolution              Conv_183                 1 1 692 694 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_23             1 2 694 694_splitncnn_0 694_splitncnn_1
+Pooling                  ReduceMean_186           1 1 694_splitncnn_1 696 0=1 4=1
+InnerProduct             Conv_187                 1 1 696 699 0=16 2=2048 9=2 -23310=1,4.956326e-02
+InnerProduct             Conv_189                 1 1 699 701 0=128 2=2048 9=4
+BinaryOp                 Mul_191                  2 1 694_splitncnn_0 701 702 0=2
+BinaryOp                 Add_192                  2 1 702 688_splitncnn_0 703
+PReLU                    PRelu_193                1 1 703 705 0=128
+Split                    splitncnn_24             1 2 705 705_splitncnn_0 705_splitncnn_1
+Convolution              Conv_194                 1 1 705_splitncnn_1 707 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_196                1 1 707 709 0=128
+Convolution              Conv_197                 1 1 709 711 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_25             1 2 711 711_splitncnn_0 711_splitncnn_1
+Pooling                  ReduceMean_200           1 1 711_splitncnn_1 713 0=1 4=1
+InnerProduct             Conv_201                 1 1 713 716 0=16 2=2048 9=2 -23310=1,1.553750e-01
+InnerProduct             Conv_203                 1 1 716 718 0=128 2=2048 9=4
+BinaryOp                 Mul_205                  2 1 711_splitncnn_0 718 719 0=2
+BinaryOp                 Add_206                  2 1 719 705_splitncnn_0 720
+PReLU                    PRelu_207                1 1 720 722 0=128
+Convolution              Conv_208                 1 1 722 723 0=8 1=3 4=1 5=1 6=9216
+PixelShuffle             DepthToSpace_209         1 1 723 724 0=2
+Interp                   Resize_211               1 1 724 734 0=2 1=4.000000e+00 2=4.000000e+00
+Split                    splitncnn_26             1 3 734 734_splitncnn_0 734_splitncnn_1 734_splitncnn_2
+BinaryOp                 Add_212                  2 1 582_splitncnn_2 734_splitncnn_2 735
+Split                    splitncnn_27             1 3 735 735_splitncnn_0 735_splitncnn_1 735_splitncnn_2
+Crop                     Slice_217                1 1 454_splitncnn_3 740 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_223                 2 1 740 735_splitncnn_2 746
+Crop                     Slice_228                1 1 454_splitncnn_2 751 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_229                  1 1 735_splitncnn_1 752 0=1
+rife.Warp                Warp_235                 2 1 751 752 758
+Concat                   Concat_236               3 1 746 758 735_splitncnn_0 759
+Interp                   Resize_238               1 1 759 769 0=2 1=5.000000e-01 2=5.000000e-01
+Convolution              Conv_239                 1 1 769 771 0=96 1=5 3=2 4=2 5=1 6=19200
+PReLU                    PRelu_241                1 1 771 773 0=96
+Split                    splitncnn_28             1 2 773 773_splitncnn_0 773_splitncnn_1
+Convolution              Conv_242                 1 1 773_splitncnn_1 775 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_244                1 1 775 777 0=96
+Convolution              Conv_245                 1 1 777 779 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_29             1 2 779 779_splitncnn_0 779_splitncnn_1
+Pooling                  ReduceMean_248           1 1 779_splitncnn_1 781 0=1 4=1
+InnerProduct             Conv_249                 1 1 781 784 0=16 2=1536 9=2 -23310=1,1.670981e-03
+InnerProduct             Conv_251                 1 1 784 786 0=96 2=1536 9=4
+BinaryOp                 Mul_253                  2 1 779_splitncnn_0 786 787 0=2
+BinaryOp                 Add_254                  2 1 787 773_splitncnn_0 788
+PReLU                    PRelu_255                1 1 788 790 0=96
+Split                    splitncnn_30             1 2 790 790_splitncnn_0 790_splitncnn_1
+Convolution              Conv_256                 1 1 790_splitncnn_1 792 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_258                1 1 792 794 0=96
+Convolution              Conv_259                 1 1 794 796 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_31             1 2 796 796_splitncnn_0 796_splitncnn_1
+Pooling                  ReduceMean_262           1 1 796_splitncnn_1 798 0=1 4=1
+InnerProduct             Conv_263                 1 1 798 801 0=16 2=1536 9=2 -23310=1,3.868800e-01
+InnerProduct             Conv_265                 1 1 801 803 0=96 2=1536 9=4
+BinaryOp                 Mul_267                  2 1 796_splitncnn_0 803 804 0=2
+BinaryOp                 Add_268                  2 1 804 790_splitncnn_0 805
+PReLU                    PRelu_269                1 1 805 807 0=96
+Split                    splitncnn_32             1 2 807 807_splitncnn_0 807_splitncnn_1
+Convolution              Conv_270                 1 1 807_splitncnn_1 809 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_272                1 1 809 811 0=96
+Convolution              Conv_273                 1 1 811 813 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_33             1 2 813 813_splitncnn_0 813_splitncnn_1
+Pooling                  ReduceMean_276           1 1 813_splitncnn_1 815 0=1 4=1
+InnerProduct             Conv_277                 1 1 815 818 0=16 2=1536 9=2 -23310=1,3.475277e-01
+InnerProduct             Conv_279                 1 1 818 820 0=96 2=1536 9=4
+BinaryOp                 Mul_281                  2 1 813_splitncnn_0 820 821 0=2
+BinaryOp                 Add_282                  2 1 821 807_splitncnn_0 822
+PReLU                    PRelu_283                1 1 822 824 0=96
+Split                    splitncnn_34             1 2 824 824_splitncnn_0 824_splitncnn_1
+Convolution              Conv_284                 1 1 824_splitncnn_1 826 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_286                1 1 826 828 0=96
+Convolution              Conv_287                 1 1 828 830 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_35             1 2 830 830_splitncnn_0 830_splitncnn_1
+Pooling                  ReduceMean_290           1 1 830_splitncnn_1 832 0=1 4=1
+InnerProduct             Conv_291                 1 1 832 835 0=16 2=1536 9=2 -23310=1,7.044167e-02
+InnerProduct             Conv_293                 1 1 835 837 0=96 2=1536 9=4
+BinaryOp                 Mul_295                  2 1 830_splitncnn_0 837 838 0=2
+BinaryOp                 Add_296                  2 1 838 824_splitncnn_0 839
+PReLU                    PRelu_297                1 1 839 841 0=96
+Split                    splitncnn_36             1 2 841 841_splitncnn_0 841_splitncnn_1
+Convolution              Conv_298                 1 1 841_splitncnn_1 843 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_300                1 1 843 845 0=96
+Convolution              Conv_301                 1 1 845 847 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_37             1 2 847 847_splitncnn_0 847_splitncnn_1
+Pooling                  ReduceMean_304           1 1 847_splitncnn_1 849 0=1 4=1
+InnerProduct             Conv_305                 1 1 849 852 0=16 2=1536 9=2 -23310=1,1.834324e-01
+InnerProduct             Conv_307                 1 1 852 854 0=96 2=1536 9=4
+BinaryOp                 Mul_309                  2 1 847_splitncnn_0 854 855 0=2
+BinaryOp                 Add_310                  2 1 855 841_splitncnn_0 856
+PReLU                    PRelu_311                1 1 856 858 0=96
+Split                    splitncnn_38             1 2 858 858_splitncnn_0 858_splitncnn_1
+Convolution              Conv_312                 1 1 858_splitncnn_1 860 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_314                1 1 860 862 0=96
+Convolution              Conv_315                 1 1 862 864 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_39             1 2 864 864_splitncnn_0 864_splitncnn_1
+Pooling                  ReduceMean_318           1 1 864_splitncnn_1 866 0=1 4=1
+InnerProduct             Conv_319                 1 1 866 869 0=16 2=1536 9=2 -23310=1,3.572731e-01
+InnerProduct             Conv_321                 1 1 869 871 0=96 2=1536 9=4
+BinaryOp                 Mul_323                  2 1 864_splitncnn_0 871 872 0=2
+BinaryOp                 Add_324                  2 1 872 858_splitncnn_0 873
+PReLU                    PRelu_325                1 1 873 875 0=96
+Convolution              Conv_326                 1 1 875 876 0=8 1=3 4=1 5=1 6=6912
+PixelShuffle             DepthToSpace_327         1 1 876 877 0=2
+Interp                   Resize_329               1 1 877 887 0=2 1=2.000000e+00 2=2.000000e+00
+Split                    splitncnn_40             1 2 887 887_splitncnn_0 887_splitncnn_1
+BinaryOp                 Add_330                  2 1 582_splitncnn_1 734_splitncnn_1 888
+BinaryOp                 Add_331                  2 1 888 887_splitncnn_1 889
+Split                    splitncnn_41             1 3 889 889_splitncnn_0 889_splitncnn_1 889_splitncnn_2
+Crop                     Slice_336                1 1 454_splitncnn_1 894 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_342                 2 1 894 889_splitncnn_2 900
+Crop                     Slice_347                1 1 454_splitncnn_0 905 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_348                  1 1 889_splitncnn_1 906 0=1
+rife.Warp                Warp_354                 2 1 905 906 912
+Concat                   Concat_355               3 1 900 912 889_splitncnn_0 913
+Convolution              Conv_356                 1 1 913 915 0=48 1=5 3=2 4=2 5=1 6=9600
+PReLU                    PRelu_358                1 1 915 917 0=48
+Split                    splitncnn_42             1 2 917 917_splitncnn_0 917_splitncnn_1
+Convolution              Conv_359                 1 1 917_splitncnn_1 919 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_361                1 1 919 921 0=48
+Convolution              Conv_362                 1 1 921 923 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_43             1 2 923 923_splitncnn_0 923_splitncnn_1
+Pooling                  ReduceMean_365           1 1 923_splitncnn_1 925 0=1 4=1
+InnerProduct             Conv_366                 1 1 925 928 0=16 2=768 9=2 -23310=1,2.075541e-02
+InnerProduct             Conv_368                 1 1 928 930 0=48 2=768 9=4
+BinaryOp                 Mul_370                  2 1 923_splitncnn_0 930 931 0=2
+BinaryOp                 Add_371                  2 1 931 917_splitncnn_0 932
+PReLU                    PRelu_372                1 1 932 934 0=48
+Split                    splitncnn_44             1 2 934 934_splitncnn_0 934_splitncnn_1
+Convolution              Conv_373                 1 1 934_splitncnn_1 936 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_375                1 1 936 938 0=48
+Convolution              Conv_376                 1 1 938 940 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_45             1 2 940 940_splitncnn_0 940_splitncnn_1
+Pooling                  ReduceMean_379           1 1 940_splitncnn_1 942 0=1 4=1
+InnerProduct             Conv_380                 1 1 942 945 0=16 2=768 9=2 -23310=1,7.201483e-01
+InnerProduct             Conv_382                 1 1 945 947 0=48 2=768 9=4
+BinaryOp                 Mul_384                  2 1 940_splitncnn_0 947 948 0=2
+BinaryOp                 Add_385                  2 1 948 934_splitncnn_0 949
+PReLU                    PRelu_386                1 1 949 951 0=48
+Split                    splitncnn_46             1 2 951 951_splitncnn_0 951_splitncnn_1
+Convolution              Conv_387                 1 1 951_splitncnn_1 953 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_389                1 1 953 955 0=48
+Convolution              Conv_390                 1 1 955 957 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_47             1 2 957 957_splitncnn_0 957_splitncnn_1
+Pooling                  ReduceMean_393           1 1 957_splitncnn_1 959 0=1 4=1
+InnerProduct             Conv_394                 1 1 959 962 0=16 2=768 9=2 -23310=1,2.671039e-01
+InnerProduct             Conv_396                 1 1 962 964 0=48 2=768 9=4
+BinaryOp                 Mul_398                  2 1 957_splitncnn_0 964 965 0=2
+BinaryOp                 Add_399                  2 1 965 951_splitncnn_0 966
+PReLU                    PRelu_400                1 1 966 968 0=48
+Split                    splitncnn_48             1 2 968 968_splitncnn_0 968_splitncnn_1
+Convolution              Conv_401                 1 1 968_splitncnn_1 970 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_403                1 1 970 972 0=48
+Convolution              Conv_404                 1 1 972 974 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_49             1 2 974 974_splitncnn_0 974_splitncnn_1
+Pooling                  ReduceMean_407           1 1 974_splitncnn_1 976 0=1 4=1
+InnerProduct             Conv_408                 1 1 976 979 0=16 2=768 9=2 -23310=1,1.908224e-01
+InnerProduct             Conv_410                 1 1 979 981 0=48 2=768 9=4
+BinaryOp                 Mul_412                  2 1 974_splitncnn_0 981 982 0=2
+BinaryOp                 Add_413                  2 1 982 968_splitncnn_0 983
+PReLU                    PRelu_414                1 1 983 985 0=48
+Split                    splitncnn_50             1 2 985 985_splitncnn_0 985_splitncnn_1
+Convolution              Conv_415                 1 1 985_splitncnn_1 987 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_417                1 1 987 989 0=48
+Convolution              Conv_418                 1 1 989 991 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_51             1 2 991 991_splitncnn_0 991_splitncnn_1
+Pooling                  ReduceMean_421           1 1 991_splitncnn_1 993 0=1 4=1
+InnerProduct             Conv_422                 1 1 993 996 0=16 2=768 9=2 -23310=1,6.525763e-01
+InnerProduct             Conv_424                 1 1 996 998 0=48 2=768 9=4
+BinaryOp                 Mul_426                  2 1 991_splitncnn_0 998 999 0=2
+BinaryOp                 Add_427                  2 1 999 985_splitncnn_0 1000
+PReLU                    PRelu_428                1 1 1000 1002 0=48
+Split                    splitncnn_52             1 2 1002 1002_splitncnn_0 1002_splitncnn_1
+Convolution              Conv_429                 1 1 1002_splitncnn_1 1004 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_431                1 1 1004 1006 0=48
+Convolution              Conv_432                 1 1 1006 1008 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_53             1 2 1008 1008_splitncnn_0 1008_splitncnn_1
+Pooling                  ReduceMean_435           1 1 1008_splitncnn_1 1010 0=1 4=1
+InnerProduct             Conv_436                 1 1 1010 1013 0=16 2=768 9=2 -23310=1,5.485489e-01
+InnerProduct             Conv_438                 1 1 1013 1015 0=48 2=768 9=4
+BinaryOp                 Mul_440                  2 1 1008_splitncnn_0 1015 1016 0=2
+BinaryOp                 Add_441                  2 1 1016 1002_splitncnn_0 1017
+PReLU                    PRelu_442                1 1 1017 1019 0=48
+Convolution              Conv_443                 1 1 1019 1020 0=8 1=3 4=1 5=1 6=3456
+PixelShuffle             DepthToSpace_444         1 1 1020 1021 0=2
+BinaryOp                 Add_445                  2 1 582_splitncnn_0 734_splitncnn_0 1022
+BinaryOp                 Add_446                  2 1 1022 887_splitncnn_0 1023
+BinaryOp                 Add_447                  2 1 1023 1021 flow

models/rife/rife-HD/fusionnet.param

@@ -0,0 +1,105 @@
+7767517
+103 120
+Input                    img0                     0 1 img0
+Input                    img1                     0 1 img1
+Input                    flow                     0 1 flow
+Input                    3                        0 1 3
+Input                    4                        0 1 4
+Input                    5                        0 1 5
+Input                    6                        0 1 6
+Input                    7                        0 1 7
+Input                    8                        0 1 8
+Input                    9                        0 1 9
+Input                    10                       0 1 10
+Interp                   Resize_1                 1 1 flow 77 0=2 1=2.000000e+00 2=2.000000e+00
+BinaryOp                 Mul_3                    1 1 77 79 0=2 1=1 2=2.000000e+00
+Split                    splitncnn_0              1 3 79 79_splitncnn_0 79_splitncnn_1 79_splitncnn_2
+rife.Warp                Warp_9                   2 1 img0 79_splitncnn_2 85
+Split                    splitncnn_1              1 2 85 85_splitncnn_0 85_splitncnn_1
+UnaryOp                  Neg_10                   1 1 79_splitncnn_1 86 0=1
+rife.Warp                Warp_16                  2 1 img1 86 92
+Split                    splitncnn_2              1 2 92 92_splitncnn_0 92_splitncnn_1
+Concat                   Concat_17                3 1 85_splitncnn_1 92_splitncnn_1 79_splitncnn_0 93
+Convolution              Conv_18                  1 1 93 94 0=32 1=3 3=2 4=1 5=1 6=2304
+PReLU                    PRelu_19                 1 1 94 96 0=32
+Split                    splitncnn_3              1 2 96 96_splitncnn_0 96_splitncnn_1
+Convolution              Conv_20                  1 1 96_splitncnn_1 97 0=64 1=3 3=2 4=1 6=18432
+Convolution              Conv_21                  1 1 96_splitncnn_0 98 0=64 1=3 3=2 4=1 5=1 6=18432
+PReLU                    PRelu_22                 1 1 98 100 0=64
+Convolution              Conv_23                  1 1 100 101 0=64 1=3 4=1 5=1 6=36864
+Split                    splitncnn_4              1 2 101 101_splitncnn_0 101_splitncnn_1
+Pooling                  ReduceMean_25            1 1 101_splitncnn_1 103 0=1 4=1
+InnerProduct             Conv_26                  1 1 103 106 0=16 2=1024 9=2 -23310=1,1.541520e-01
+InnerProduct             Conv_28                  1 1 106 108 0=64 2=1024 9=4
+BinaryOp                 Mul_30                   2 1 101_splitncnn_0 108 109 0=2
+BinaryOp                 Add_31                   2 1 109 97 110
+PReLU                    PRelu_32                 1 1 110 112 0=64
+Split                    splitncnn_5              1 2 112 112_splitncnn_0 112_splitncnn_1
+Concat                   Concat_33                3 1 112_splitncnn_1 3 7 113
+Split                    splitncnn_6              1 2 113 113_splitncnn_0 113_splitncnn_1
+Convolution              Conv_34                  1 1 113_splitncnn_1 114 0=128 1=3 3=2 4=1 6=147456
+Convolution              Conv_35                  1 1 113_splitncnn_0 115 0=128 1=3 3=2 4=1 5=1 6=147456
+PReLU                    PRelu_36                 1 1 115 117 0=128
+Convolution              Conv_37                  1 1 117 118 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_7              1 2 118 118_splitncnn_0 118_splitncnn_1
+Pooling                  ReduceMean_39            1 1 118_splitncnn_1 120 0=1 4=1
+InnerProduct             Conv_40                  1 1 120 123 0=16 2=2048 9=2 -23310=1,4.722085e-02
+InnerProduct             Conv_42                  1 1 123 125 0=128 2=2048 9=4
+BinaryOp                 Mul_44                   2 1 118_splitncnn_0 125 126 0=2
+BinaryOp                 Add_45                   2 1 126 114 127
+PReLU                    PRelu_46                 1 1 127 129 0=128
+Split                    splitncnn_8              1 2 129 129_splitncnn_0 129_splitncnn_1
+Concat                   Concat_47                3 1 129_splitncnn_1 4 8 130
+Split                    splitncnn_9              1 2 130 130_splitncnn_0 130_splitncnn_1
+Convolution              Conv_48                  1 1 130_splitncnn_1 131 0=256 1=3 3=2 4=1 6=589824
+Convolution              Conv_49                  1 1 130_splitncnn_0 132 0=256 1=3 3=2 4=1 5=1 6=589824
+PReLU                    PRelu_50                 1 1 132 134 0=256
+Convolution              Conv_51                  1 1 134 135 0=256 1=3 4=1 5=1 6=589824
+Split                    splitncnn_10             1 2 135 135_splitncnn_0 135_splitncnn_1
+Pooling                  ReduceMean_53            1 1 135_splitncnn_1 137 0=1 4=1
+InnerProduct             Conv_54                  1 1 137 140 0=16 2=4096 9=2 -23310=1,8.144739e-02
+InnerProduct             Conv_56                  1 1 140 142 0=256 2=4096 9=4
+BinaryOp                 Mul_58                   2 1 135_splitncnn_0 142 143 0=2
+BinaryOp                 Add_59                   2 1 143 131 144
+PReLU                    PRelu_60                 1 1 144 146 0=256
+Split                    splitncnn_11             1 2 146 146_splitncnn_0 146_splitncnn_1
+Concat                   Concat_61                3 1 146_splitncnn_1 5 9 147
+Split                    splitncnn_12             1 2 147 147_splitncnn_0 147_splitncnn_1
+Convolution              Conv_62                  1 1 147_splitncnn_1 148 0=512 1=3 3=2 4=1 6=2359296
+Convolution              Conv_63                  1 1 147_splitncnn_0 149 0=512 1=3 3=2 4=1 5=1 6=2359296
+PReLU                    PRelu_64                 1 1 149 151 0=512
+Convolution              Conv_65                  1 1 151 152 0=512 1=3 4=1 5=1 6=2359296
+Split                    splitncnn_13             1 2 152 152_splitncnn_0 152_splitncnn_1
+Pooling                  ReduceMean_67            1 1 152_splitncnn_1 154 0=1 4=1
+InnerProduct             Conv_68                  1 1 154 157 0=16 2=8192 9=2 -23310=1,7.700763e-02
+InnerProduct             Conv_70                  1 1 157 159 0=512 2=8192 9=4
+BinaryOp                 Mul_72                   2 1 152_splitncnn_0 159 160 0=2
+BinaryOp                 Add_73                   2 1 160 148 161
+PReLU                    PRelu_74                 1 1 161 163 0=512
+Concat                   Concat_75                3 1 163 6 10 164
+Deconvolution            ConvTranspose_76         1 1 164 165 0=256 1=4 3=2 4=1 5=1 6=4194304
+PReLU                    PRelu_77                 1 1 165 167 0=256
+Concat                   Concat_78                2 1 167 146_splitncnn_0 168
+Deconvolution            ConvTranspose_79         1 1 168 169 0=128 1=4 3=2 4=1 5=1 6=1048576
+PReLU                    PRelu_80                 1 1 169 171 0=128
+Concat                   Concat_81                2 1 171 129_splitncnn_0 172
+Deconvolution            ConvTranspose_82         1 1 172 173 0=64 1=4 3=2 4=1 5=1 6=262144
+PReLU                    PRelu_83                 1 1 173 175 0=64
+Concat                   Concat_84                2 1 175 112_splitncnn_0 176
+Deconvolution            ConvTranspose_85         1 1 176 177 0=32 1=4 3=2 4=1 5=1 6=65536
+PReLU                    PRelu_86                 1 1 177 179 0=32
+Convolution              Conv_87                  1 1 179 180 0=16 1=3 4=1 5=1 6=4608
+PixelShuffle             DepthToSpace_88          1 1 180 181 0=2
+Sigmoid                  Sigmoid_89               1 1 181 182
+Split                    splitncnn_14             1 2 182 182_splitncnn_0 182_splitncnn_1
+Crop                     Slice_94                 1 1 182_splitncnn_1 187 -23309=1,0 -23310=1,3 -23311=1,0
+BinaryOp                 Mul_96                   1 1 187 189 0=2 1=1 2=2.000000e+00
+BinaryOp                 Sub_98                   1 1 189 191 0=1 1=1 2=1.000000e+00
+Crop                     Slice_103                1 1 182_splitncnn_0 196 -23309=1,3 -23310=1,4 -23311=1,0
+Split                    splitncnn_15             1 2 196 196_splitncnn_0 196_splitncnn_1
+BinaryOp                 Mul_104                  2 1 85_splitncnn_0 196_splitncnn_1 197 0=2
+BinaryOp                 Sub_106                  1 1 196_splitncnn_0 199 0=7 1=1 2=1.000000e+00
+BinaryOp                 Mul_107                  2 1 92_splitncnn_0 199 200 0=2
+BinaryOp                 Add_108                  2 1 197 200 201
+BinaryOp                 Add_109                  2 1 201 191 202
+Clip                     Clip_110                 1 1 202 output 0=0.000000e+00 1=1.000000e+00

models/rife/rife-UHD/contextnet.param

@@ -0,0 +1,70 @@
+7767517
+68 82
+Input                    input.1                  0 1 input.1
+Input                    flow.1                   0 1 flow.1
+UnaryOp                  flow.0                   1 1 flow.1 flow.0 0=1
+Convolution              Conv_0                   1 1 input.1 45 0=32 1=3 3=2 4=1 5=1 6=864
+PReLU                    PRelu_1                  1 1 45 47 0=32
+Split                    splitncnn_0              1 2 47 47_splitncnn_0 47_splitncnn_1
+Convolution              Conv_2                   1 1 47_splitncnn_1 48 0=32 1=3 3=2 4=1 6=9216
+Convolution              Conv_3                   1 1 47_splitncnn_0 49 0=32 1=3 3=2 4=1 5=1 6=9216
+PReLU                    PRelu_4                  1 1 49 51 0=32
+Convolution              Conv_5                   1 1 51 52 0=32 1=3 4=1 5=1 6=9216
+Split                    splitncnn_1              1 2 52 52_splitncnn_0 52_splitncnn_1
+Pooling                  ReduceMean_7             1 1 52_splitncnn_1 54 0=1 4=1
+InnerProduct             Conv_8                   1 1 54 57 0=16 2=512 9=2 -23310=1,1.143919e+00
+InnerProduct             Conv_10                  1 1 57 59 0=32 2=512 9=4
+BinaryOp                 Mul_12                   2 1 52_splitncnn_0 59 60 0=2
+BinaryOp                 Add_13                   2 1 60 48 61
+PReLU                    PRelu_14                 1 1 61 63 0=32
+Split                    splitncnn_2              1 3 63 63_splitncnn_0 63_splitncnn_1 63_splitncnn_2
+Interp                   Resize_16                1 1 flow.0 73 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_18                   1 1 73 75 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_3              1 2 75 75_splitncnn_0 75_splitncnn_1
+rife.Warp                Warp_24                  2 1 63_splitncnn_2 75_splitncnn_1 f1
+Convolution              Conv_25                  1 1 63_splitncnn_1 82 0=64 1=3 3=2 4=1 6=18432
+Convolution              Conv_26                  1 1 63_splitncnn_0 83 0=64 1=3 3=2 4=1 5=1 6=18432
+PReLU                    PRelu_27                 1 1 83 85 0=64
+Convolution              Conv_28                  1 1 85 86 0=64 1=3 4=1 5=1 6=36864
+Split                    splitncnn_4              1 2 86 86_splitncnn_0 86_splitncnn_1
+Pooling                  ReduceMean_30            1 1 86_splitncnn_1 88 0=1 4=1
+InnerProduct             Conv_31                  1 1 88 91 0=16 2=1024 9=2 -23310=1,3.006833e-01
+InnerProduct             Conv_33                  1 1 91 93 0=64 2=1024 9=4
+BinaryOp                 Mul_35                   2 1 86_splitncnn_0 93 94 0=2
+BinaryOp                 Add_36                   2 1 94 82 95
+PReLU                    PRelu_37                 1 1 95 97 0=64
+Split                    splitncnn_5              1 3 97 97_splitncnn_0 97_splitncnn_1 97_splitncnn_2
+Interp                   Resize_39                1 1 75_splitncnn_0 107 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_41                   1 1 107 109 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_6              1 2 109 109_splitncnn_0 109_splitncnn_1
+rife.Warp                Warp_47                  2 1 97_splitncnn_2 109_splitncnn_1 f2
+Convolution              Conv_48                  1 1 97_splitncnn_1 116 0=128 1=3 3=2 4=1 6=73728
+Convolution              Conv_49                  1 1 97_splitncnn_0 117 0=128 1=3 3=2 4=1 5=1 6=73728
+PReLU                    PRelu_50                 1 1 117 119 0=128
+Convolution              Conv_51                  1 1 119 120 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_7              1 2 120 120_splitncnn_0 120_splitncnn_1
+Pooling                  ReduceMean_53            1 1 120_splitncnn_1 122 0=1 4=1
+InnerProduct             Conv_54                  1 1 122 125 0=16 2=2048 9=2 -23310=1,7.002444e-02
+InnerProduct             Conv_56                  1 1 125 127 0=128 2=2048 9=4
+BinaryOp                 Mul_58                   2 1 120_splitncnn_0 127 128 0=2
+BinaryOp                 Add_59                   2 1 128 116 129
+PReLU                    PRelu_60                 1 1 129 131 0=128
+Split                    splitncnn_8              1 3 131 131_splitncnn_0 131_splitncnn_1 131_splitncnn_2
+Interp                   Resize_62                1 1 109_splitncnn_0 141 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_64                   1 1 141 143 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_9              1 2 143 143_splitncnn_0 143_splitncnn_1
+rife.Warp                Warp_70                  2 1 131_splitncnn_2 143_splitncnn_1 f3
+Convolution              Conv_71                  1 1 131_splitncnn_1 150 0=256 1=3 3=2 4=1 6=294912
+Convolution              Conv_72                  1 1 131_splitncnn_0 151 0=256 1=3 3=2 4=1 5=1 6=294912
+PReLU                    PRelu_73                 1 1 151 153 0=256
+Convolution              Conv_74                  1 1 153 154 0=256 1=3 4=1 5=1 6=589824
+Split                    splitncnn_10             1 2 154 154_splitncnn_0 154_splitncnn_1
+Pooling                  ReduceMean_76            1 1 154_splitncnn_1 156 0=1 4=1
+InnerProduct             Conv_77                  1 1 156 159 0=16 2=4096 9=2 -23310=1,6.568319e-02
+InnerProduct             Conv_79                  1 1 159 161 0=256 2=4096 9=4
+BinaryOp                 Mul_81                   2 1 154_splitncnn_0 161 162 0=2
+BinaryOp                 Add_82                   2 1 162 150 163
+PReLU                    PRelu_83                 1 1 163 165 0=256
+Interp                   Resize_85                1 1 143_splitncnn_0 175 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_87                   1 1 175 177 0=2 1=1 2=5.000000e-01
+rife.Warp                Warp_93                  2 1 165 177 f4

models/rife/rife-UHD/flownet.param

@@ -0,0 +1,322 @@
+7767517
+320 386
+Input                    input0                   0 1 input0
+Input                    input1                   0 1 input1
+Concat                   input.1                  2 1 input0 input1 input.1
+Interp                   Resize_1                 1 1 input.1 454 0=2 1=5.000000e-01 2=5.000000e-01
+Split                    splitncnn_0              1 7 454 454_splitncnn_0 454_splitncnn_1 454_splitncnn_2 454_splitncnn_3 454_splitncnn_4 454_splitncnn_5 454_splitncnn_6
+Interp                   Resize_3                 1 1 454_splitncnn_6 464 0=2 1=1.250000e-01 2=1.250000e-01
+Convolution              Conv_4                   1 1 464 466 0=192 1=5 3=2 4=2 5=1 6=28800
+PReLU                    PRelu_6                  1 1 466 468 0=192
+Split                    splitncnn_1              1 2 468 468_splitncnn_0 468_splitncnn_1
+Convolution              Conv_7                   1 1 468_splitncnn_1 470 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_9                  1 1 470 472 0=192
+Convolution              Conv_10                  1 1 472 474 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_2              1 2 474 474_splitncnn_0 474_splitncnn_1
+Pooling                  ReduceMean_13            1 1 474_splitncnn_1 476 0=1 4=1
+InnerProduct             Conv_14                  1 1 476 479 0=16 2=3072 9=2 -23310=1,1.428942e-02
+InnerProduct             Conv_16                  1 1 479 481 0=192 2=3072 9=4
+BinaryOp                 Mul_18                   2 1 474_splitncnn_0 481 482 0=2
+BinaryOp                 Add_19                   2 1 482 468_splitncnn_0 483
+PReLU                    PRelu_20                 1 1 483 485 0=192
+Split                    splitncnn_3              1 2 485 485_splitncnn_0 485_splitncnn_1
+Convolution              Conv_21                  1 1 485_splitncnn_1 487 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_23                 1 1 487 489 0=192
+Convolution              Conv_24                  1 1 489 491 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_4              1 2 491 491_splitncnn_0 491_splitncnn_1
+Pooling                  ReduceMean_27            1 1 491_splitncnn_1 493 0=1 4=1
+InnerProduct             Conv_28                  1 1 493 496 0=16 2=3072 9=2 -23310=1,3.543398e-01
+InnerProduct             Conv_30                  1 1 496 498 0=192 2=3072 9=4
+BinaryOp                 Mul_32                   2 1 491_splitncnn_0 498 499 0=2
+BinaryOp                 Add_33                   2 1 499 485_splitncnn_0 500
+PReLU                    PRelu_34                 1 1 500 502 0=192
+Split                    splitncnn_5              1 2 502 502_splitncnn_0 502_splitncnn_1
+Convolution              Conv_35                  1 1 502_splitncnn_1 504 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_37                 1 1 504 506 0=192
+Convolution              Conv_38                  1 1 506 508 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_6              1 2 508 508_splitncnn_0 508_splitncnn_1
+Pooling                  ReduceMean_41            1 1 508_splitncnn_1 510 0=1 4=1
+InnerProduct             Conv_42                  1 1 510 513 0=16 2=3072 9=2 -23310=1,5.366787e-01
+InnerProduct             Conv_44                  1 1 513 515 0=192 2=3072 9=4
+BinaryOp                 Mul_46                   2 1 508_splitncnn_0 515 516 0=2
+BinaryOp                 Add_47                   2 1 516 502_splitncnn_0 517
+PReLU                    PRelu_48                 1 1 517 519 0=192
+Split                    splitncnn_7              1 2 519 519_splitncnn_0 519_splitncnn_1
+Convolution              Conv_49                  1 1 519_splitncnn_1 521 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_51                 1 1 521 523 0=192
+Convolution              Conv_52                  1 1 523 525 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_8              1 2 525 525_splitncnn_0 525_splitncnn_1
+Pooling                  ReduceMean_55            1 1 525_splitncnn_1 527 0=1 4=1
+InnerProduct             Conv_56                  1 1 527 530 0=16 2=3072 9=2 -23310=1,-4.889974e-03
+InnerProduct             Conv_58                  1 1 530 532 0=192 2=3072 9=4
+BinaryOp                 Mul_60                   2 1 525_splitncnn_0 532 533 0=2
+BinaryOp                 Add_61                   2 1 533 519_splitncnn_0 534
+PReLU                    PRelu_62                 1 1 534 536 0=192
+Split                    splitncnn_9              1 2 536 536_splitncnn_0 536_splitncnn_1
+Convolution              Conv_63                  1 1 536_splitncnn_1 538 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_65                 1 1 538 540 0=192
+Convolution              Conv_66                  1 1 540 542 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_10             1 2 542 542_splitncnn_0 542_splitncnn_1
+Pooling                  ReduceMean_69            1 1 542_splitncnn_1 544 0=1 4=1
+InnerProduct             Conv_70                  1 1 544 547 0=16 2=3072 9=2 -23310=1,-1.182169e-02
+InnerProduct             Conv_72                  1 1 547 549 0=192 2=3072 9=4
+BinaryOp                 Mul_74                   2 1 542_splitncnn_0 549 550 0=2
+BinaryOp                 Add_75                   2 1 550 536_splitncnn_0 551
+PReLU                    PRelu_76                 1 1 551 553 0=192
+Split                    splitncnn_11             1 2 553 553_splitncnn_0 553_splitncnn_1
+Convolution              Conv_77                  1 1 553_splitncnn_1 555 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_79                 1 1 555 557 0=192
+Convolution              Conv_80                  1 1 557 559 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_12             1 2 559 559_splitncnn_0 559_splitncnn_1
+Pooling                  ReduceMean_83            1 1 559_splitncnn_1 561 0=1 4=1
+InnerProduct             Conv_84                  1 1 561 564 0=16 2=3072 9=2 -23310=1,2.179182e-01
+InnerProduct             Conv_86                  1 1 564 566 0=192 2=3072 9=4
+BinaryOp                 Mul_88                   2 1 559_splitncnn_0 566 567 0=2
+BinaryOp                 Add_89                   2 1 567 553_splitncnn_0 568
+PReLU                    PRelu_90                 1 1 568 570 0=192
+Convolution              Conv_91                  1 1 570 571 0=8 1=3 4=1 5=1 6=13824
+PixelShuffle             DepthToSpace_92          1 1 571 572 0=2
+Interp                   Resize_94                1 1 572 582 0=2 1=8.000000e+00 2=8.000000e+00
+Split                    splitncnn_13             1 6 582 582_splitncnn_0 582_splitncnn_1 582_splitncnn_2 582_splitncnn_3 582_splitncnn_4 582_splitncnn_5
+Crop                     Slice_99                 1 1 454_splitncnn_5 587 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_105                 2 1 587 582_splitncnn_5 593
+Crop                     Slice_110                1 1 454_splitncnn_4 598 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_111                  1 1 582_splitncnn_4 599 0=1
+rife.Warp                Warp_117                 2 1 598 599 605
+Concat                   Concat_118               3 1 593 605 582_splitncnn_3 606
+Interp                   Resize_120               1 1 606 616 0=2 1=2.500000e-01 2=2.500000e-01
+Convolution              Conv_121                 1 1 616 618 0=128 1=5 3=2 4=2 5=1 6=25600
+PReLU                    PRelu_123                1 1 618 620 0=128
+Split                    splitncnn_14             1 2 620 620_splitncnn_0 620_splitncnn_1
+Convolution              Conv_124                 1 1 620_splitncnn_1 622 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_126                1 1 622 624 0=128
+Convolution              Conv_127                 1 1 624 626 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_15             1 2 626 626_splitncnn_0 626_splitncnn_1
+Pooling                  ReduceMean_130           1 1 626_splitncnn_1 628 0=1 4=1
+InnerProduct             Conv_131                 1 1 628 631 0=16 2=2048 9=2 -23310=1,-3.599843e-03
+InnerProduct             Conv_133                 1 1 631 633 0=128 2=2048 9=4
+BinaryOp                 Mul_135                  2 1 626_splitncnn_0 633 634 0=2
+BinaryOp                 Add_136                  2 1 634 620_splitncnn_0 635
+PReLU                    PRelu_137                1 1 635 637 0=128
+Split                    splitncnn_16             1 2 637 637_splitncnn_0 637_splitncnn_1
+Convolution              Conv_138                 1 1 637_splitncnn_1 639 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_140                1 1 639 641 0=128
+Convolution              Conv_141                 1 1 641 643 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_17             1 2 643 643_splitncnn_0 643_splitncnn_1
+Pooling                  ReduceMean_144           1 1 643_splitncnn_1 645 0=1 4=1
+InnerProduct             Conv_145                 1 1 645 648 0=16 2=2048 9=2 -23310=1,2.117399e-01
+InnerProduct             Conv_147                 1 1 648 650 0=128 2=2048 9=4
+BinaryOp                 Mul_149                  2 1 643_splitncnn_0 650 651 0=2
+BinaryOp                 Add_150                  2 1 651 637_splitncnn_0 652
+PReLU                    PRelu_151                1 1 652 654 0=128
+Split                    splitncnn_18             1 2 654 654_splitncnn_0 654_splitncnn_1
+Convolution              Conv_152                 1 1 654_splitncnn_1 656 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_154                1 1 656 658 0=128
+Convolution              Conv_155                 1 1 658 660 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_19             1 2 660 660_splitncnn_0 660_splitncnn_1
+Pooling                  ReduceMean_158           1 1 660_splitncnn_1 662 0=1 4=1
+InnerProduct             Conv_159                 1 1 662 665 0=16 2=2048 9=2 -23310=1,2.712289e-01
+InnerProduct             Conv_161                 1 1 665 667 0=128 2=2048 9=4
+BinaryOp                 Mul_163                  2 1 660_splitncnn_0 667 668 0=2
+BinaryOp                 Add_164                  2 1 668 654_splitncnn_0 669
+PReLU                    PRelu_165                1 1 669 671 0=128
+Split                    splitncnn_20             1 2 671 671_splitncnn_0 671_splitncnn_1
+Convolution              Conv_166                 1 1 671_splitncnn_1 673 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_168                1 1 673 675 0=128
+Convolution              Conv_169                 1 1 675 677 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_21             1 2 677 677_splitncnn_0 677_splitncnn_1
+Pooling                  ReduceMean_172           1 1 677_splitncnn_1 679 0=1 4=1
+InnerProduct             Conv_173                 1 1 679 682 0=16 2=2048 9=2 -23310=1,8.141350e-02
+InnerProduct             Conv_175                 1 1 682 684 0=128 2=2048 9=4
+BinaryOp                 Mul_177                  2 1 677_splitncnn_0 684 685 0=2
+BinaryOp                 Add_178                  2 1 685 671_splitncnn_0 686
+PReLU                    PRelu_179                1 1 686 688 0=128
+Split                    splitncnn_22             1 2 688 688_splitncnn_0 688_splitncnn_1
+Convolution              Conv_180                 1 1 688_splitncnn_1 690 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_182                1 1 690 692 0=128
+Convolution              Conv_183                 1 1 692 694 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_23             1 2 694 694_splitncnn_0 694_splitncnn_1
+Pooling                  ReduceMean_186           1 1 694_splitncnn_1 696 0=1 4=1
+InnerProduct             Conv_187                 1 1 696 699 0=16 2=2048 9=2 -23310=1,4.956326e-02
+InnerProduct             Conv_189                 1 1 699 701 0=128 2=2048 9=4
+BinaryOp                 Mul_191                  2 1 694_splitncnn_0 701 702 0=2
+BinaryOp                 Add_192                  2 1 702 688_splitncnn_0 703
+PReLU                    PRelu_193                1 1 703 705 0=128
+Split                    splitncnn_24             1 2 705 705_splitncnn_0 705_splitncnn_1
+Convolution              Conv_194                 1 1 705_splitncnn_1 707 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_196                1 1 707 709 0=128
+Convolution              Conv_197                 1 1 709 711 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_25             1 2 711 711_splitncnn_0 711_splitncnn_1
+Pooling                  ReduceMean_200           1 1 711_splitncnn_1 713 0=1 4=1
+InnerProduct             Conv_201                 1 1 713 716 0=16 2=2048 9=2 -23310=1,1.553750e-01
+InnerProduct             Conv_203                 1 1 716 718 0=128 2=2048 9=4
+BinaryOp                 Mul_205                  2 1 711_splitncnn_0 718 719 0=2
+BinaryOp                 Add_206                  2 1 719 705_splitncnn_0 720
+PReLU                    PRelu_207                1 1 720 722 0=128
+Convolution              Conv_208                 1 1 722 723 0=8 1=3 4=1 5=1 6=9216
+PixelShuffle             DepthToSpace_209         1 1 723 724 0=2
+Interp                   Resize_211               1 1 724 734 0=2 1=4.000000e+00 2=4.000000e+00
+Split                    splitncnn_26             1 3 734 734_splitncnn_0 734_splitncnn_1 734_splitncnn_2
+BinaryOp                 Add_212                  2 1 582_splitncnn_2 734_splitncnn_2 735
+Split                    splitncnn_27             1 3 735 735_splitncnn_0 735_splitncnn_1 735_splitncnn_2
+Crop                     Slice_217                1 1 454_splitncnn_3 740 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_223                 2 1 740 735_splitncnn_2 746
+Crop                     Slice_228                1 1 454_splitncnn_2 751 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_229                  1 1 735_splitncnn_1 752 0=1
+rife.Warp                Warp_235                 2 1 751 752 758
+Concat                   Concat_236               3 1 746 758 735_splitncnn_0 759
+Interp                   Resize_238               1 1 759 769 0=2 1=5.000000e-01 2=5.000000e-01
+Convolution              Conv_239                 1 1 769 771 0=96 1=5 3=2 4=2 5=1 6=19200
+PReLU                    PRelu_241                1 1 771 773 0=96
+Split                    splitncnn_28             1 2 773 773_splitncnn_0 773_splitncnn_1
+Convolution              Conv_242                 1 1 773_splitncnn_1 775 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_244                1 1 775 777 0=96
+Convolution              Conv_245                 1 1 777 779 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_29             1 2 779 779_splitncnn_0 779_splitncnn_1
+Pooling                  ReduceMean_248           1 1 779_splitncnn_1 781 0=1 4=1
+InnerProduct             Conv_249                 1 1 781 784 0=16 2=1536 9=2 -23310=1,1.670981e-03
+InnerProduct             Conv_251                 1 1 784 786 0=96 2=1536 9=4
+BinaryOp                 Mul_253                  2 1 779_splitncnn_0 786 787 0=2
+BinaryOp                 Add_254                  2 1 787 773_splitncnn_0 788
+PReLU                    PRelu_255                1 1 788 790 0=96
+Split                    splitncnn_30             1 2 790 790_splitncnn_0 790_splitncnn_1
+Convolution              Conv_256                 1 1 790_splitncnn_1 792 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_258                1 1 792 794 0=96
+Convolution              Conv_259                 1 1 794 796 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_31             1 2 796 796_splitncnn_0 796_splitncnn_1
+Pooling                  ReduceMean_262           1 1 796_splitncnn_1 798 0=1 4=1
+InnerProduct             Conv_263                 1 1 798 801 0=16 2=1536 9=2 -23310=1,3.868800e-01
+InnerProduct             Conv_265                 1 1 801 803 0=96 2=1536 9=4
+BinaryOp                 Mul_267                  2 1 796_splitncnn_0 803 804 0=2
+BinaryOp                 Add_268                  2 1 804 790_splitncnn_0 805
+PReLU                    PRelu_269                1 1 805 807 0=96
+Split                    splitncnn_32             1 2 807 807_splitncnn_0 807_splitncnn_1
+Convolution              Conv_270                 1 1 807_splitncnn_1 809 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_272                1 1 809 811 0=96
+Convolution              Conv_273                 1 1 811 813 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_33             1 2 813 813_splitncnn_0 813_splitncnn_1
+Pooling                  ReduceMean_276           1 1 813_splitncnn_1 815 0=1 4=1
+InnerProduct             Conv_277                 1 1 815 818 0=16 2=1536 9=2 -23310=1,3.475277e-01
+InnerProduct             Conv_279                 1 1 818 820 0=96 2=1536 9=4
+BinaryOp                 Mul_281                  2 1 813_splitncnn_0 820 821 0=2
+BinaryOp                 Add_282                  2 1 821 807_splitncnn_0 822
+PReLU                    PRelu_283                1 1 822 824 0=96
+Split                    splitncnn_34             1 2 824 824_splitncnn_0 824_splitncnn_1
+Convolution              Conv_284                 1 1 824_splitncnn_1 826 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_286                1 1 826 828 0=96
+Convolution              Conv_287                 1 1 828 830 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_35             1 2 830 830_splitncnn_0 830_splitncnn_1
+Pooling                  ReduceMean_290           1 1 830_splitncnn_1 832 0=1 4=1
+InnerProduct             Conv_291                 1 1 832 835 0=16 2=1536 9=2 -23310=1,7.044167e-02
+InnerProduct             Conv_293                 1 1 835 837 0=96 2=1536 9=4
+BinaryOp                 Mul_295                  2 1 830_splitncnn_0 837 838 0=2
+BinaryOp                 Add_296                  2 1 838 824_splitncnn_0 839
+PReLU                    PRelu_297                1 1 839 841 0=96
+Split                    splitncnn_36             1 2 841 841_splitncnn_0 841_splitncnn_1
+Convolution              Conv_298                 1 1 841_splitncnn_1 843 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_300                1 1 843 845 0=96
+Convolution              Conv_301                 1 1 845 847 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_37             1 2 847 847_splitncnn_0 847_splitncnn_1
+Pooling                  ReduceMean_304           1 1 847_splitncnn_1 849 0=1 4=1
+InnerProduct             Conv_305                 1 1 849 852 0=16 2=1536 9=2 -23310=1,1.834324e-01
+InnerProduct             Conv_307                 1 1 852 854 0=96 2=1536 9=4
+BinaryOp                 Mul_309                  2 1 847_splitncnn_0 854 855 0=2
+BinaryOp                 Add_310                  2 1 855 841_splitncnn_0 856
+PReLU                    PRelu_311                1 1 856 858 0=96
+Split                    splitncnn_38             1 2 858 858_splitncnn_0 858_splitncnn_1
+Convolution              Conv_312                 1 1 858_splitncnn_1 860 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_314                1 1 860 862 0=96
+Convolution              Conv_315                 1 1 862 864 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_39             1 2 864 864_splitncnn_0 864_splitncnn_1
+Pooling                  ReduceMean_318           1 1 864_splitncnn_1 866 0=1 4=1
+InnerProduct             Conv_319                 1 1 866 869 0=16 2=1536 9=2 -23310=1,3.572731e-01
+InnerProduct             Conv_321                 1 1 869 871 0=96 2=1536 9=4
+BinaryOp                 Mul_323                  2 1 864_splitncnn_0 871 872 0=2
+BinaryOp                 Add_324                  2 1 872 858_splitncnn_0 873
+PReLU                    PRelu_325                1 1 873 875 0=96
+Convolution              Conv_326                 1 1 875 876 0=8 1=3 4=1 5=1 6=6912
+PixelShuffle             DepthToSpace_327         1 1 876 877 0=2
+Interp                   Resize_329               1 1 877 887 0=2 1=2.000000e+00 2=2.000000e+00
+Split                    splitncnn_40             1 2 887 887_splitncnn_0 887_splitncnn_1
+BinaryOp                 Add_330                  2 1 582_splitncnn_1 734_splitncnn_1 888
+BinaryOp                 Add_331                  2 1 888 887_splitncnn_1 889
+Split                    splitncnn_41             1 3 889 889_splitncnn_0 889_splitncnn_1 889_splitncnn_2
+Crop                     Slice_336                1 1 454_splitncnn_1 894 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_342                 2 1 894 889_splitncnn_2 900
+Crop                     Slice_347                1 1 454_splitncnn_0 905 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_348                  1 1 889_splitncnn_1 906 0=1
+rife.Warp                Warp_354                 2 1 905 906 912
+Concat                   Concat_355               3 1 900 912 889_splitncnn_0 913
+Convolution              Conv_356                 1 1 913 915 0=48 1=5 3=2 4=2 5=1 6=9600
+PReLU                    PRelu_358                1 1 915 917 0=48
+Split                    splitncnn_42             1 2 917 917_splitncnn_0 917_splitncnn_1
+Convolution              Conv_359                 1 1 917_splitncnn_1 919 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_361                1 1 919 921 0=48
+Convolution              Conv_362                 1 1 921 923 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_43             1 2 923 923_splitncnn_0 923_splitncnn_1
+Pooling                  ReduceMean_365           1 1 923_splitncnn_1 925 0=1 4=1
+InnerProduct             Conv_366                 1 1 925 928 0=16 2=768 9=2 -23310=1,2.075541e-02
+InnerProduct             Conv_368                 1 1 928 930 0=48 2=768 9=4
+BinaryOp                 Mul_370                  2 1 923_splitncnn_0 930 931 0=2
+BinaryOp                 Add_371                  2 1 931 917_splitncnn_0 932
+PReLU                    PRelu_372                1 1 932 934 0=48
+Split                    splitncnn_44             1 2 934 934_splitncnn_0 934_splitncnn_1
+Convolution              Conv_373                 1 1 934_splitncnn_1 936 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_375                1 1 936 938 0=48
+Convolution              Conv_376                 1 1 938 940 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_45             1 2 940 940_splitncnn_0 940_splitncnn_1
+Pooling                  ReduceMean_379           1 1 940_splitncnn_1 942 0=1 4=1
+InnerProduct             Conv_380                 1 1 942 945 0=16 2=768 9=2 -23310=1,7.201483e-01
+InnerProduct             Conv_382                 1 1 945 947 0=48 2=768 9=4
+BinaryOp                 Mul_384                  2 1 940_splitncnn_0 947 948 0=2
+BinaryOp                 Add_385                  2 1 948 934_splitncnn_0 949
+PReLU                    PRelu_386                1 1 949 951 0=48
+Split                    splitncnn_46             1 2 951 951_splitncnn_0 951_splitncnn_1
+Convolution              Conv_387                 1 1 951_splitncnn_1 953 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_389                1 1 953 955 0=48
+Convolution              Conv_390                 1 1 955 957 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_47             1 2 957 957_splitncnn_0 957_splitncnn_1
+Pooling                  ReduceMean_393           1 1 957_splitncnn_1 959 0=1 4=1
+InnerProduct             Conv_394                 1 1 959 962 0=16 2=768 9=2 -23310=1,2.671039e-01
+InnerProduct             Conv_396                 1 1 962 964 0=48 2=768 9=4
+BinaryOp                 Mul_398                  2 1 957_splitncnn_0 964 965 0=2
+BinaryOp                 Add_399                  2 1 965 951_splitncnn_0 966
+PReLU                    PRelu_400                1 1 966 968 0=48
+Split                    splitncnn_48             1 2 968 968_splitncnn_0 968_splitncnn_1
+Convolution              Conv_401                 1 1 968_splitncnn_1 970 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_403                1 1 970 972 0=48
+Convolution              Conv_404                 1 1 972 974 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_49             1 2 974 974_splitncnn_0 974_splitncnn_1
+Pooling                  ReduceMean_407           1 1 974_splitncnn_1 976 0=1 4=1
+InnerProduct             Conv_408                 1 1 976 979 0=16 2=768 9=2 -23310=1,1.908224e-01
+InnerProduct             Conv_410                 1 1 979 981 0=48 2=768 9=4
+BinaryOp                 Mul_412                  2 1 974_splitncnn_0 981 982 0=2
+BinaryOp                 Add_413                  2 1 982 968_splitncnn_0 983
+PReLU                    PRelu_414                1 1 983 985 0=48
+Split                    splitncnn_50             1 2 985 985_splitncnn_0 985_splitncnn_1
+Convolution              Conv_415                 1 1 985_splitncnn_1 987 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_417                1 1 987 989 0=48
+Convolution              Conv_418                 1 1 989 991 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_51             1 2 991 991_splitncnn_0 991_splitncnn_1
+Pooling                  ReduceMean_421           1 1 991_splitncnn_1 993 0=1 4=1
+InnerProduct             Conv_422                 1 1 993 996 0=16 2=768 9=2 -23310=1,6.525763e-01
+InnerProduct             Conv_424                 1 1 996 998 0=48 2=768 9=4
+BinaryOp                 Mul_426                  2 1 991_splitncnn_0 998 999 0=2
+BinaryOp                 Add_427                  2 1 999 985_splitncnn_0 1000
+PReLU                    PRelu_428                1 1 1000 1002 0=48
+Split                    splitncnn_52             1 2 1002 1002_splitncnn_0 1002_splitncnn_1
+Convolution              Conv_429                 1 1 1002_splitncnn_1 1004 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_431                1 1 1004 1006 0=48
+Convolution              Conv_432                 1 1 1006 1008 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_53             1 2 1008 1008_splitncnn_0 1008_splitncnn_1
+Pooling                  ReduceMean_435           1 1 1008_splitncnn_1 1010 0=1 4=1
+InnerProduct             Conv_436                 1 1 1010 1013 0=16 2=768 9=2 -23310=1,5.485489e-01
+InnerProduct             Conv_438                 1 1 1013 1015 0=48 2=768 9=4
+BinaryOp                 Mul_440                  2 1 1008_splitncnn_0 1015 1016 0=2
+BinaryOp                 Add_441                  2 1 1016 1002_splitncnn_0 1017
+PReLU                    PRelu_442                1 1 1017 1019 0=48
+Convolution              Conv_443                 1 1 1019 1020 0=8 1=3 4=1 5=1 6=3456
+PixelShuffle             DepthToSpace_444         1 1 1020 1021 0=2
+BinaryOp                 Add_445                  2 1 582_splitncnn_0 734_splitncnn_0 1022
+BinaryOp                 Add_446                  2 1 1022 887_splitncnn_0 1023
+BinaryOp                 Add_447                  2 1 1023 1021 flow

models/rife/rife-UHD/fusionnet.param

@@ -0,0 +1,105 @@
+7767517
+103 120
+Input                    img0                     0 1 img0
+Input                    img1                     0 1 img1
+Input                    flow                     0 1 flow
+Input                    3                        0 1 3
+Input                    4                        0 1 4
+Input                    5                        0 1 5
+Input                    6                        0 1 6
+Input                    7                        0 1 7
+Input                    8                        0 1 8
+Input                    9                        0 1 9
+Input                    10                       0 1 10
+Interp                   Resize_1                 1 1 flow 77 0=2 1=2.000000e+00 2=2.000000e+00
+BinaryOp                 Mul_3                    1 1 77 79 0=2 1=1 2=2.000000e+00
+Split                    splitncnn_0              1 3 79 79_splitncnn_0 79_splitncnn_1 79_splitncnn_2
+rife.Warp                Warp_9                   2 1 img0 79_splitncnn_2 85
+Split                    splitncnn_1              1 2 85 85_splitncnn_0 85_splitncnn_1
+UnaryOp                  Neg_10                   1 1 79_splitncnn_1 86 0=1
+rife.Warp                Warp_16                  2 1 img1 86 92
+Split                    splitncnn_2              1 2 92 92_splitncnn_0 92_splitncnn_1
+Concat                   Concat_17                3 1 85_splitncnn_1 92_splitncnn_1 79_splitncnn_0 93
+Convolution              Conv_18                  1 1 93 94 0=32 1=3 3=2 4=1 5=1 6=2304
+PReLU                    PRelu_19                 1 1 94 96 0=32
+Split                    splitncnn_3              1 2 96 96_splitncnn_0 96_splitncnn_1
+Convolution              Conv_20                  1 1 96_splitncnn_1 97 0=64 1=3 3=2 4=1 6=18432
+Convolution              Conv_21                  1 1 96_splitncnn_0 98 0=64 1=3 3=2 4=1 5=1 6=18432
+PReLU                    PRelu_22                 1 1 98 100 0=64
+Convolution              Conv_23                  1 1 100 101 0=64 1=3 4=1 5=1 6=36864
+Split                    splitncnn_4              1 2 101 101_splitncnn_0 101_splitncnn_1
+Pooling                  ReduceMean_25            1 1 101_splitncnn_1 103 0=1 4=1
+InnerProduct             Conv_26                  1 1 103 106 0=16 2=1024 9=2 -23310=1,1.541520e-01
+InnerProduct             Conv_28                  1 1 106 108 0=64 2=1024 9=4
+BinaryOp                 Mul_30                   2 1 101_splitncnn_0 108 109 0=2
+BinaryOp                 Add_31                   2 1 109 97 110
+PReLU                    PRelu_32                 1 1 110 112 0=64
+Split                    splitncnn_5              1 2 112 112_splitncnn_0 112_splitncnn_1
+Concat                   Concat_33                3 1 112_splitncnn_1 3 7 113
+Split                    splitncnn_6              1 2 113 113_splitncnn_0 113_splitncnn_1
+Convolution              Conv_34                  1 1 113_splitncnn_1 114 0=128 1=3 3=2 4=1 6=147456
+Convolution              Conv_35                  1 1 113_splitncnn_0 115 0=128 1=3 3=2 4=1 5=1 6=147456
+PReLU                    PRelu_36                 1 1 115 117 0=128
+Convolution              Conv_37                  1 1 117 118 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_7              1 2 118 118_splitncnn_0 118_splitncnn_1
+Pooling                  ReduceMean_39            1 1 118_splitncnn_1 120 0=1 4=1
+InnerProduct             Conv_40                  1 1 120 123 0=16 2=2048 9=2 -23310=1,4.722085e-02
+InnerProduct             Conv_42                  1 1 123 125 0=128 2=2048 9=4
+BinaryOp                 Mul_44                   2 1 118_splitncnn_0 125 126 0=2
+BinaryOp                 Add_45                   2 1 126 114 127
+PReLU                    PRelu_46                 1 1 127 129 0=128
+Split                    splitncnn_8              1 2 129 129_splitncnn_0 129_splitncnn_1
+Concat                   Concat_47                3 1 129_splitncnn_1 4 8 130
+Split                    splitncnn_9              1 2 130 130_splitncnn_0 130_splitncnn_1
+Convolution              Conv_48                  1 1 130_splitncnn_1 131 0=256 1=3 3=2 4=1 6=589824
+Convolution              Conv_49                  1 1 130_splitncnn_0 132 0=256 1=3 3=2 4=1 5=1 6=589824
+PReLU                    PRelu_50                 1 1 132 134 0=256
+Convolution              Conv_51                  1 1 134 135 0=256 1=3 4=1 5=1 6=589824
+Split                    splitncnn_10             1 2 135 135_splitncnn_0 135_splitncnn_1
+Pooling                  ReduceMean_53            1 1 135_splitncnn_1 137 0=1 4=1
+InnerProduct             Conv_54                  1 1 137 140 0=16 2=4096 9=2 -23310=1,8.144739e-02
+InnerProduct             Conv_56                  1 1 140 142 0=256 2=4096 9=4
+BinaryOp                 Mul_58                   2 1 135_splitncnn_0 142 143 0=2
+BinaryOp                 Add_59                   2 1 143 131 144
+PReLU                    PRelu_60                 1 1 144 146 0=256
+Split                    splitncnn_11             1 2 146 146_splitncnn_0 146_splitncnn_1
+Concat                   Concat_61                3 1 146_splitncnn_1 5 9 147
+Split                    splitncnn_12             1 2 147 147_splitncnn_0 147_splitncnn_1
+Convolution              Conv_62                  1 1 147_splitncnn_1 148 0=512 1=3 3=2 4=1 6=2359296
+Convolution              Conv_63                  1 1 147_splitncnn_0 149 0=512 1=3 3=2 4=1 5=1 6=2359296
+PReLU                    PRelu_64                 1 1 149 151 0=512
+Convolution              Conv_65                  1 1 151 152 0=512 1=3 4=1 5=1 6=2359296
+Split                    splitncnn_13             1 2 152 152_splitncnn_0 152_splitncnn_1
+Pooling                  ReduceMean_67            1 1 152_splitncnn_1 154 0=1 4=1
+InnerProduct             Conv_68                  1 1 154 157 0=16 2=8192 9=2 -23310=1,7.700763e-02
+InnerProduct             Conv_70                  1 1 157 159 0=512 2=8192 9=4
+BinaryOp                 Mul_72                   2 1 152_splitncnn_0 159 160 0=2
+BinaryOp                 Add_73                   2 1 160 148 161
+PReLU                    PRelu_74                 1 1 161 163 0=512
+Concat                   Concat_75                3 1 163 6 10 164
+Deconvolution            ConvTranspose_76         1 1 164 165 0=256 1=4 3=2 4=1 5=1 6=4194304
+PReLU                    PRelu_77                 1 1 165 167 0=256
+Concat                   Concat_78                2 1 167 146_splitncnn_0 168
+Deconvolution            ConvTranspose_79         1 1 168 169 0=128 1=4 3=2 4=1 5=1 6=1048576
+PReLU                    PRelu_80                 1 1 169 171 0=128
+Concat                   Concat_81                2 1 171 129_splitncnn_0 172
+Deconvolution            ConvTranspose_82         1 1 172 173 0=64 1=4 3=2 4=1 5=1 6=262144
+PReLU                    PRelu_83                 1 1 173 175 0=64
+Concat                   Concat_84                2 1 175 112_splitncnn_0 176
+Deconvolution            ConvTranspose_85         1 1 176 177 0=32 1=4 3=2 4=1 5=1 6=65536
+PReLU                    PRelu_86                 1 1 177 179 0=32
+Convolution              Conv_87                  1 1 179 180 0=16 1=3 4=1 5=1 6=4608
+PixelShuffle             DepthToSpace_88          1 1 180 181 0=2
+Sigmoid                  Sigmoid_89               1 1 181 182
+Split                    splitncnn_14             1 2 182 182_splitncnn_0 182_splitncnn_1
+Crop                     Slice_94                 1 1 182_splitncnn_1 187 -23309=1,0 -23310=1,3 -23311=1,0
+BinaryOp                 Mul_96                   1 1 187 189 0=2 1=1 2=2.000000e+00
+BinaryOp                 Sub_98                   1 1 189 191 0=1 1=1 2=1.000000e+00
+Crop                     Slice_103                1 1 182_splitncnn_0 196 -23309=1,3 -23310=1,4 -23311=1,0
+Split                    splitncnn_15             1 2 196 196_splitncnn_0 196_splitncnn_1
+BinaryOp                 Mul_104                  2 1 85_splitncnn_0 196_splitncnn_1 197 0=2
+BinaryOp                 Sub_106                  1 1 196_splitncnn_0 199 0=7 1=1 2=1.000000e+00
+BinaryOp                 Mul_107                  2 1 92_splitncnn_0 199 200 0=2
+BinaryOp                 Add_108                  2 1 197 200 201
+BinaryOp                 Add_109                  2 1 201 191 202
+Clip                     Clip_110                 1 1 202 output 0=0.000000e+00 1=1.000000e+00

models/rife/rife-anime/contextnet.param

@@ -0,0 +1,70 @@
+7767517
+68 82
+Input                    input.1                  0 1 input.1
+Input                    flow.1                   0 1 flow.1
+UnaryOp                  flow.0                   1 1 flow.1 flow.0 0=1
+Convolution              Conv_0                   1 1 input.1 45 0=32 1=3 3=2 4=1 5=1 6=864
+PReLU                    PRelu_1                  1 1 45 47 0=32
+Split                    splitncnn_0              1 2 47 47_splitncnn_0 47_splitncnn_1
+Convolution              Conv_2                   1 1 47_splitncnn_1 48 0=32 1=3 3=2 4=1 6=9216
+Convolution              Conv_3                   1 1 47_splitncnn_0 49 0=32 1=3 3=2 4=1 5=1 6=9216
+PReLU                    PRelu_4                  1 1 49 51 0=32
+Convolution              Conv_5                   1 1 51 52 0=32 1=3 4=1 5=1 6=9216
+Split                    splitncnn_1              1 2 52 52_splitncnn_0 52_splitncnn_1
+Pooling                  ReduceMean_7             1 1 52_splitncnn_1 54 0=1 4=1
+InnerProduct             Conv_8                   1 1 54 57 0=16 2=512 9=2 -23310=1,1.143919e+00
+InnerProduct             Conv_10                  1 1 57 59 0=32 2=512 9=4
+BinaryOp                 Mul_12                   2 1 52_splitncnn_0 59 60 0=2
+BinaryOp                 Add_13                   2 1 60 48 61
+PReLU                    PRelu_14                 1 1 61 63 0=32
+Split                    splitncnn_2              1 3 63 63_splitncnn_0 63_splitncnn_1 63_splitncnn_2
+Interp                   Resize_16                1 1 flow.0 73 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_18                   1 1 73 75 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_3              1 2 75 75_splitncnn_0 75_splitncnn_1
+rife.Warp                Warp_24                  2 1 63_splitncnn_2 75_splitncnn_1 f1
+Convolution              Conv_25                  1 1 63_splitncnn_1 82 0=64 1=3 3=2 4=1 6=18432
+Convolution              Conv_26                  1 1 63_splitncnn_0 83 0=64 1=3 3=2 4=1 5=1 6=18432
+PReLU                    PRelu_27                 1 1 83 85 0=64
+Convolution              Conv_28                  1 1 85 86 0=64 1=3 4=1 5=1 6=36864
+Split                    splitncnn_4              1 2 86 86_splitncnn_0 86_splitncnn_1
+Pooling                  ReduceMean_30            1 1 86_splitncnn_1 88 0=1 4=1
+InnerProduct             Conv_31                  1 1 88 91 0=16 2=1024 9=2 -23310=1,3.006833e-01
+InnerProduct             Conv_33                  1 1 91 93 0=64 2=1024 9=4
+BinaryOp                 Mul_35                   2 1 86_splitncnn_0 93 94 0=2
+BinaryOp                 Add_36                   2 1 94 82 95
+PReLU                    PRelu_37                 1 1 95 97 0=64
+Split                    splitncnn_5              1 3 97 97_splitncnn_0 97_splitncnn_1 97_splitncnn_2
+Interp                   Resize_39                1 1 75_splitncnn_0 107 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_41                   1 1 107 109 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_6              1 2 109 109_splitncnn_0 109_splitncnn_1
+rife.Warp                Warp_47                  2 1 97_splitncnn_2 109_splitncnn_1 f2
+Convolution              Conv_48                  1 1 97_splitncnn_1 116 0=128 1=3 3=2 4=1 6=73728
+Convolution              Conv_49                  1 1 97_splitncnn_0 117 0=128 1=3 3=2 4=1 5=1 6=73728
+PReLU                    PRelu_50                 1 1 117 119 0=128
+Convolution              Conv_51                  1 1 119 120 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_7              1 2 120 120_splitncnn_0 120_splitncnn_1
+Pooling                  ReduceMean_53            1 1 120_splitncnn_1 122 0=1 4=1
+InnerProduct             Conv_54                  1 1 122 125 0=16 2=2048 9=2 -23310=1,7.002444e-02
+InnerProduct             Conv_56                  1 1 125 127 0=128 2=2048 9=4
+BinaryOp                 Mul_58                   2 1 120_splitncnn_0 127 128 0=2
+BinaryOp                 Add_59                   2 1 128 116 129
+PReLU                    PRelu_60                 1 1 129 131 0=128
+Split                    splitncnn_8              1 3 131 131_splitncnn_0 131_splitncnn_1 131_splitncnn_2
+Interp                   Resize_62                1 1 109_splitncnn_0 141 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_64                   1 1 141 143 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_9              1 2 143 143_splitncnn_0 143_splitncnn_1
+rife.Warp                Warp_70                  2 1 131_splitncnn_2 143_splitncnn_1 f3
+Convolution              Conv_71                  1 1 131_splitncnn_1 150 0=256 1=3 3=2 4=1 6=294912
+Convolution              Conv_72                  1 1 131_splitncnn_0 151 0=256 1=3 3=2 4=1 5=1 6=294912
+PReLU                    PRelu_73                 1 1 151 153 0=256
+Convolution              Conv_74                  1 1 153 154 0=256 1=3 4=1 5=1 6=589824
+Split                    splitncnn_10             1 2 154 154_splitncnn_0 154_splitncnn_1
+Pooling                  ReduceMean_76            1 1 154_splitncnn_1 156 0=1 4=1
+InnerProduct             Conv_77                  1 1 156 159 0=16 2=4096 9=2 -23310=1,6.568319e-02
+InnerProduct             Conv_79                  1 1 159 161 0=256 2=4096 9=4
+BinaryOp                 Mul_81                   2 1 154_splitncnn_0 161 162 0=2
+BinaryOp                 Add_82                   2 1 162 150 163
+PReLU                    PRelu_83                 1 1 163 165 0=256
+Interp                   Resize_85                1 1 143_splitncnn_0 175 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_87                   1 1 175 177 0=2 1=1 2=5.000000e-01
+rife.Warp                Warp_93                  2 1 165 177 f4

models/rife/rife-anime/flownet.param

@@ -0,0 +1,322 @@
+7767517
+320 386
+Input                    input0                   0 1 input0
+Input                    input1                   0 1 input1
+Concat                   input.1                  2 1 input0 input1 input.1
+Interp                   Resize_1                 1 1 input.1 454 0=2 1=5.000000e-01 2=5.000000e-01
+Split                    splitncnn_0              1 7 454 454_splitncnn_0 454_splitncnn_1 454_splitncnn_2 454_splitncnn_3 454_splitncnn_4 454_splitncnn_5 454_splitncnn_6
+Interp                   Resize_3                 1 1 454_splitncnn_6 464 0=2 1=1.250000e-01 2=1.250000e-01
+Convolution              Conv_4                   1 1 464 466 0=192 1=5 3=2 4=2 5=1 6=28800
+PReLU                    PRelu_6                  1 1 466 468 0=192
+Split                    splitncnn_1              1 2 468 468_splitncnn_0 468_splitncnn_1
+Convolution              Conv_7                   1 1 468_splitncnn_1 470 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_9                  1 1 470 472 0=192
+Convolution              Conv_10                  1 1 472 474 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_2              1 2 474 474_splitncnn_0 474_splitncnn_1
+Pooling                  ReduceMean_13            1 1 474_splitncnn_1 476 0=1 4=1
+InnerProduct             Conv_14                  1 1 476 479 0=16 2=3072 9=2 -23310=1,1.428942e-02
+InnerProduct             Conv_16                  1 1 479 481 0=192 2=3072 9=4
+BinaryOp                 Mul_18                   2 1 474_splitncnn_0 481 482 0=2
+BinaryOp                 Add_19                   2 1 482 468_splitncnn_0 483
+PReLU                    PRelu_20                 1 1 483 485 0=192
+Split                    splitncnn_3              1 2 485 485_splitncnn_0 485_splitncnn_1
+Convolution              Conv_21                  1 1 485_splitncnn_1 487 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_23                 1 1 487 489 0=192
+Convolution              Conv_24                  1 1 489 491 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_4              1 2 491 491_splitncnn_0 491_splitncnn_1
+Pooling                  ReduceMean_27            1 1 491_splitncnn_1 493 0=1 4=1
+InnerProduct             Conv_28                  1 1 493 496 0=16 2=3072 9=2 -23310=1,3.543398e-01
+InnerProduct             Conv_30                  1 1 496 498 0=192 2=3072 9=4
+BinaryOp                 Mul_32                   2 1 491_splitncnn_0 498 499 0=2
+BinaryOp                 Add_33                   2 1 499 485_splitncnn_0 500
+PReLU                    PRelu_34                 1 1 500 502 0=192
+Split                    splitncnn_5              1 2 502 502_splitncnn_0 502_splitncnn_1
+Convolution              Conv_35                  1 1 502_splitncnn_1 504 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_37                 1 1 504 506 0=192
+Convolution              Conv_38                  1 1 506 508 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_6              1 2 508 508_splitncnn_0 508_splitncnn_1
+Pooling                  ReduceMean_41            1 1 508_splitncnn_1 510 0=1 4=1
+InnerProduct             Conv_42                  1 1 510 513 0=16 2=3072 9=2 -23310=1,5.366787e-01
+InnerProduct             Conv_44                  1 1 513 515 0=192 2=3072 9=4
+BinaryOp                 Mul_46                   2 1 508_splitncnn_0 515 516 0=2
+BinaryOp                 Add_47                   2 1 516 502_splitncnn_0 517
+PReLU                    PRelu_48                 1 1 517 519 0=192
+Split                    splitncnn_7              1 2 519 519_splitncnn_0 519_splitncnn_1
+Convolution              Conv_49                  1 1 519_splitncnn_1 521 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_51                 1 1 521 523 0=192
+Convolution              Conv_52                  1 1 523 525 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_8              1 2 525 525_splitncnn_0 525_splitncnn_1
+Pooling                  ReduceMean_55            1 1 525_splitncnn_1 527 0=1 4=1
+InnerProduct             Conv_56                  1 1 527 530 0=16 2=3072 9=2 -23310=1,-4.889974e-03
+InnerProduct             Conv_58                  1 1 530 532 0=192 2=3072 9=4
+BinaryOp                 Mul_60                   2 1 525_splitncnn_0 532 533 0=2
+BinaryOp                 Add_61                   2 1 533 519_splitncnn_0 534
+PReLU                    PRelu_62                 1 1 534 536 0=192
+Split                    splitncnn_9              1 2 536 536_splitncnn_0 536_splitncnn_1
+Convolution              Conv_63                  1 1 536_splitncnn_1 538 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_65                 1 1 538 540 0=192
+Convolution              Conv_66                  1 1 540 542 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_10             1 2 542 542_splitncnn_0 542_splitncnn_1
+Pooling                  ReduceMean_69            1 1 542_splitncnn_1 544 0=1 4=1
+InnerProduct             Conv_70                  1 1 544 547 0=16 2=3072 9=2 -23310=1,-1.182169e-02
+InnerProduct             Conv_72                  1 1 547 549 0=192 2=3072 9=4
+BinaryOp                 Mul_74                   2 1 542_splitncnn_0 549 550 0=2
+BinaryOp                 Add_75                   2 1 550 536_splitncnn_0 551
+PReLU                    PRelu_76                 1 1 551 553 0=192
+Split                    splitncnn_11             1 2 553 553_splitncnn_0 553_splitncnn_1
+Convolution              Conv_77                  1 1 553_splitncnn_1 555 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_79                 1 1 555 557 0=192
+Convolution              Conv_80                  1 1 557 559 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_12             1 2 559 559_splitncnn_0 559_splitncnn_1
+Pooling                  ReduceMean_83            1 1 559_splitncnn_1 561 0=1 4=1
+InnerProduct             Conv_84                  1 1 561 564 0=16 2=3072 9=2 -23310=1,2.179182e-01
+InnerProduct             Conv_86                  1 1 564 566 0=192 2=3072 9=4
+BinaryOp                 Mul_88                   2 1 559_splitncnn_0 566 567 0=2
+BinaryOp                 Add_89                   2 1 567 553_splitncnn_0 568
+PReLU                    PRelu_90                 1 1 568 570 0=192
+Convolution              Conv_91                  1 1 570 571 0=8 1=3 4=1 5=1 6=13824
+PixelShuffle             DepthToSpace_92          1 1 571 572 0=2
+Interp                   Resize_94                1 1 572 582 0=2 1=8.000000e+00 2=8.000000e+00
+Split                    splitncnn_13             1 6 582 582_splitncnn_0 582_splitncnn_1 582_splitncnn_2 582_splitncnn_3 582_splitncnn_4 582_splitncnn_5
+Crop                     Slice_99                 1 1 454_splitncnn_5 587 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_105                 2 1 587 582_splitncnn_5 593
+Crop                     Slice_110                1 1 454_splitncnn_4 598 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_111                  1 1 582_splitncnn_4 599 0=1
+rife.Warp                Warp_117                 2 1 598 599 605
+Concat                   Concat_118               3 1 593 605 582_splitncnn_3 606
+Interp                   Resize_120               1 1 606 616 0=2 1=2.500000e-01 2=2.500000e-01
+Convolution              Conv_121                 1 1 616 618 0=128 1=5 3=2 4=2 5=1 6=25600
+PReLU                    PRelu_123                1 1 618 620 0=128
+Split                    splitncnn_14             1 2 620 620_splitncnn_0 620_splitncnn_1
+Convolution              Conv_124                 1 1 620_splitncnn_1 622 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_126                1 1 622 624 0=128
+Convolution              Conv_127                 1 1 624 626 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_15             1 2 626 626_splitncnn_0 626_splitncnn_1
+Pooling                  ReduceMean_130           1 1 626_splitncnn_1 628 0=1 4=1
+InnerProduct             Conv_131                 1 1 628 631 0=16 2=2048 9=2 -23310=1,-3.599843e-03
+InnerProduct             Conv_133                 1 1 631 633 0=128 2=2048 9=4
+BinaryOp                 Mul_135                  2 1 626_splitncnn_0 633 634 0=2
+BinaryOp                 Add_136                  2 1 634 620_splitncnn_0 635
+PReLU                    PRelu_137                1 1 635 637 0=128
+Split                    splitncnn_16             1 2 637 637_splitncnn_0 637_splitncnn_1
+Convolution              Conv_138                 1 1 637_splitncnn_1 639 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_140                1 1 639 641 0=128
+Convolution              Conv_141                 1 1 641 643 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_17             1 2 643 643_splitncnn_0 643_splitncnn_1
+Pooling                  ReduceMean_144           1 1 643_splitncnn_1 645 0=1 4=1
+InnerProduct             Conv_145                 1 1 645 648 0=16 2=2048 9=2 -23310=1,2.117399e-01
+InnerProduct             Conv_147                 1 1 648 650 0=128 2=2048 9=4
+BinaryOp                 Mul_149                  2 1 643_splitncnn_0 650 651 0=2
+BinaryOp                 Add_150                  2 1 651 637_splitncnn_0 652
+PReLU                    PRelu_151                1 1 652 654 0=128
+Split                    splitncnn_18             1 2 654 654_splitncnn_0 654_splitncnn_1
+Convolution              Conv_152                 1 1 654_splitncnn_1 656 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_154                1 1 656 658 0=128
+Convolution              Conv_155                 1 1 658 660 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_19             1 2 660 660_splitncnn_0 660_splitncnn_1
+Pooling                  ReduceMean_158           1 1 660_splitncnn_1 662 0=1 4=1
+InnerProduct             Conv_159                 1 1 662 665 0=16 2=2048 9=2 -23310=1,2.712289e-01
+InnerProduct             Conv_161                 1 1 665 667 0=128 2=2048 9=4
+BinaryOp                 Mul_163                  2 1 660_splitncnn_0 667 668 0=2
+BinaryOp                 Add_164                  2 1 668 654_splitncnn_0 669
+PReLU                    PRelu_165                1 1 669 671 0=128
+Split                    splitncnn_20             1 2 671 671_splitncnn_0 671_splitncnn_1
+Convolution              Conv_166                 1 1 671_splitncnn_1 673 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_168                1 1 673 675 0=128
+Convolution              Conv_169                 1 1 675 677 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_21             1 2 677 677_splitncnn_0 677_splitncnn_1
+Pooling                  ReduceMean_172           1 1 677_splitncnn_1 679 0=1 4=1
+InnerProduct             Conv_173                 1 1 679 682 0=16 2=2048 9=2 -23310=1,8.141350e-02
+InnerProduct             Conv_175                 1 1 682 684 0=128 2=2048 9=4
+BinaryOp                 Mul_177                  2 1 677_splitncnn_0 684 685 0=2
+BinaryOp                 Add_178                  2 1 685 671_splitncnn_0 686
+PReLU                    PRelu_179                1 1 686 688 0=128
+Split                    splitncnn_22             1 2 688 688_splitncnn_0 688_splitncnn_1
+Convolution              Conv_180                 1 1 688_splitncnn_1 690 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_182                1 1 690 692 0=128
+Convolution              Conv_183                 1 1 692 694 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_23             1 2 694 694_splitncnn_0 694_splitncnn_1
+Pooling                  ReduceMean_186           1 1 694_splitncnn_1 696 0=1 4=1
+InnerProduct             Conv_187                 1 1 696 699 0=16 2=2048 9=2 -23310=1,4.956326e-02
+InnerProduct             Conv_189                 1 1 699 701 0=128 2=2048 9=4
+BinaryOp                 Mul_191                  2 1 694_splitncnn_0 701 702 0=2
+BinaryOp                 Add_192                  2 1 702 688_splitncnn_0 703
+PReLU                    PRelu_193                1 1 703 705 0=128
+Split                    splitncnn_24             1 2 705 705_splitncnn_0 705_splitncnn_1
+Convolution              Conv_194                 1 1 705_splitncnn_1 707 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_196                1 1 707 709 0=128
+Convolution              Conv_197                 1 1 709 711 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_25             1 2 711 711_splitncnn_0 711_splitncnn_1
+Pooling                  ReduceMean_200           1 1 711_splitncnn_1 713 0=1 4=1
+InnerProduct             Conv_201                 1 1 713 716 0=16 2=2048 9=2 -23310=1,1.553750e-01
+InnerProduct             Conv_203                 1 1 716 718 0=128 2=2048 9=4
+BinaryOp                 Mul_205                  2 1 711_splitncnn_0 718 719 0=2
+BinaryOp                 Add_206                  2 1 719 705_splitncnn_0 720
+PReLU                    PRelu_207                1 1 720 722 0=128
+Convolution              Conv_208                 1 1 722 723 0=8 1=3 4=1 5=1 6=9216
+PixelShuffle             DepthToSpace_209         1 1 723 724 0=2
+Interp                   Resize_211               1 1 724 734 0=2 1=4.000000e+00 2=4.000000e+00
+Split                    splitncnn_26             1 3 734 734_splitncnn_0 734_splitncnn_1 734_splitncnn_2
+BinaryOp                 Add_212                  2 1 582_splitncnn_2 734_splitncnn_2 735
+Split                    splitncnn_27             1 3 735 735_splitncnn_0 735_splitncnn_1 735_splitncnn_2
+Crop                     Slice_217                1 1 454_splitncnn_3 740 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_223                 2 1 740 735_splitncnn_2 746
+Crop                     Slice_228                1 1 454_splitncnn_2 751 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_229                  1 1 735_splitncnn_1 752 0=1
+rife.Warp                Warp_235                 2 1 751 752 758
+Concat                   Concat_236               3 1 746 758 735_splitncnn_0 759
+Interp                   Resize_238               1 1 759 769 0=2 1=5.000000e-01 2=5.000000e-01
+Convolution              Conv_239                 1 1 769 771 0=96 1=5 3=2 4=2 5=1 6=19200
+PReLU                    PRelu_241                1 1 771 773 0=96
+Split                    splitncnn_28             1 2 773 773_splitncnn_0 773_splitncnn_1
+Convolution              Conv_242                 1 1 773_splitncnn_1 775 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_244                1 1 775 777 0=96
+Convolution              Conv_245                 1 1 777 779 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_29             1 2 779 779_splitncnn_0 779_splitncnn_1
+Pooling                  ReduceMean_248           1 1 779_splitncnn_1 781 0=1 4=1
+InnerProduct             Conv_249                 1 1 781 784 0=16 2=1536 9=2 -23310=1,1.670981e-03
+InnerProduct             Conv_251                 1 1 784 786 0=96 2=1536 9=4
+BinaryOp                 Mul_253                  2 1 779_splitncnn_0 786 787 0=2
+BinaryOp                 Add_254                  2 1 787 773_splitncnn_0 788
+PReLU                    PRelu_255                1 1 788 790 0=96
+Split                    splitncnn_30             1 2 790 790_splitncnn_0 790_splitncnn_1
+Convolution              Conv_256                 1 1 790_splitncnn_1 792 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_258                1 1 792 794 0=96
+Convolution              Conv_259                 1 1 794 796 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_31             1 2 796 796_splitncnn_0 796_splitncnn_1
+Pooling                  ReduceMean_262           1 1 796_splitncnn_1 798 0=1 4=1
+InnerProduct             Conv_263                 1 1 798 801 0=16 2=1536 9=2 -23310=1,3.868800e-01
+InnerProduct             Conv_265                 1 1 801 803 0=96 2=1536 9=4
+BinaryOp                 Mul_267                  2 1 796_splitncnn_0 803 804 0=2
+BinaryOp                 Add_268                  2 1 804 790_splitncnn_0 805
+PReLU                    PRelu_269                1 1 805 807 0=96
+Split                    splitncnn_32             1 2 807 807_splitncnn_0 807_splitncnn_1
+Convolution              Conv_270                 1 1 807_splitncnn_1 809 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_272                1 1 809 811 0=96
+Convolution              Conv_273                 1 1 811 813 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_33             1 2 813 813_splitncnn_0 813_splitncnn_1
+Pooling                  ReduceMean_276           1 1 813_splitncnn_1 815 0=1 4=1
+InnerProduct             Conv_277                 1 1 815 818 0=16 2=1536 9=2 -23310=1,3.475277e-01
+InnerProduct             Conv_279                 1 1 818 820 0=96 2=1536 9=4
+BinaryOp                 Mul_281                  2 1 813_splitncnn_0 820 821 0=2
+BinaryOp                 Add_282                  2 1 821 807_splitncnn_0 822
+PReLU                    PRelu_283                1 1 822 824 0=96
+Split                    splitncnn_34             1 2 824 824_splitncnn_0 824_splitncnn_1
+Convolution              Conv_284                 1 1 824_splitncnn_1 826 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_286                1 1 826 828 0=96
+Convolution              Conv_287                 1 1 828 830 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_35             1 2 830 830_splitncnn_0 830_splitncnn_1
+Pooling                  ReduceMean_290           1 1 830_splitncnn_1 832 0=1 4=1
+InnerProduct             Conv_291                 1 1 832 835 0=16 2=1536 9=2 -23310=1,7.044167e-02
+InnerProduct             Conv_293                 1 1 835 837 0=96 2=1536 9=4
+BinaryOp                 Mul_295                  2 1 830_splitncnn_0 837 838 0=2
+BinaryOp                 Add_296                  2 1 838 824_splitncnn_0 839
+PReLU                    PRelu_297                1 1 839 841 0=96
+Split                    splitncnn_36             1 2 841 841_splitncnn_0 841_splitncnn_1
+Convolution              Conv_298                 1 1 841_splitncnn_1 843 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_300                1 1 843 845 0=96
+Convolution              Conv_301                 1 1 845 847 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_37             1 2 847 847_splitncnn_0 847_splitncnn_1
+Pooling                  ReduceMean_304           1 1 847_splitncnn_1 849 0=1 4=1
+InnerProduct             Conv_305                 1 1 849 852 0=16 2=1536 9=2 -23310=1,1.834324e-01
+InnerProduct             Conv_307                 1 1 852 854 0=96 2=1536 9=4
+BinaryOp                 Mul_309                  2 1 847_splitncnn_0 854 855 0=2
+BinaryOp                 Add_310                  2 1 855 841_splitncnn_0 856
+PReLU                    PRelu_311                1 1 856 858 0=96
+Split                    splitncnn_38             1 2 858 858_splitncnn_0 858_splitncnn_1
+Convolution              Conv_312                 1 1 858_splitncnn_1 860 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_314                1 1 860 862 0=96
+Convolution              Conv_315                 1 1 862 864 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_39             1 2 864 864_splitncnn_0 864_splitncnn_1
+Pooling                  ReduceMean_318           1 1 864_splitncnn_1 866 0=1 4=1
+InnerProduct             Conv_319                 1 1 866 869 0=16 2=1536 9=2 -23310=1,3.572731e-01
+InnerProduct             Conv_321                 1 1 869 871 0=96 2=1536 9=4
+BinaryOp                 Mul_323                  2 1 864_splitncnn_0 871 872 0=2
+BinaryOp                 Add_324                  2 1 872 858_splitncnn_0 873
+PReLU                    PRelu_325                1 1 873 875 0=96
+Convolution              Conv_326                 1 1 875 876 0=8 1=3 4=1 5=1 6=6912
+PixelShuffle             DepthToSpace_327         1 1 876 877 0=2
+Interp                   Resize_329               1 1 877 887 0=2 1=2.000000e+00 2=2.000000e+00
+Split                    splitncnn_40             1 2 887 887_splitncnn_0 887_splitncnn_1
+BinaryOp                 Add_330                  2 1 582_splitncnn_1 734_splitncnn_1 888
+BinaryOp                 Add_331                  2 1 888 887_splitncnn_1 889
+Split                    splitncnn_41             1 3 889 889_splitncnn_0 889_splitncnn_1 889_splitncnn_2
+Crop                     Slice_336                1 1 454_splitncnn_1 894 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_342                 2 1 894 889_splitncnn_2 900
+Crop                     Slice_347                1 1 454_splitncnn_0 905 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_348                  1 1 889_splitncnn_1 906 0=1
+rife.Warp                Warp_354                 2 1 905 906 912
+Concat                   Concat_355               3 1 900 912 889_splitncnn_0 913
+Convolution              Conv_356                 1 1 913 915 0=48 1=5 3=2 4=2 5=1 6=9600
+PReLU                    PRelu_358                1 1 915 917 0=48
+Split                    splitncnn_42             1 2 917 917_splitncnn_0 917_splitncnn_1
+Convolution              Conv_359                 1 1 917_splitncnn_1 919 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_361                1 1 919 921 0=48
+Convolution              Conv_362                 1 1 921 923 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_43             1 2 923 923_splitncnn_0 923_splitncnn_1
+Pooling                  ReduceMean_365           1 1 923_splitncnn_1 925 0=1 4=1
+InnerProduct             Conv_366                 1 1 925 928 0=16 2=768 9=2 -23310=1,2.075541e-02
+InnerProduct             Conv_368                 1 1 928 930 0=48 2=768 9=4
+BinaryOp                 Mul_370                  2 1 923_splitncnn_0 930 931 0=2
+BinaryOp                 Add_371                  2 1 931 917_splitncnn_0 932
+PReLU                    PRelu_372                1 1 932 934 0=48
+Split                    splitncnn_44             1 2 934 934_splitncnn_0 934_splitncnn_1
+Convolution              Conv_373                 1 1 934_splitncnn_1 936 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_375                1 1 936 938 0=48
+Convolution              Conv_376                 1 1 938 940 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_45             1 2 940 940_splitncnn_0 940_splitncnn_1
+Pooling                  ReduceMean_379           1 1 940_splitncnn_1 942 0=1 4=1
+InnerProduct             Conv_380                 1 1 942 945 0=16 2=768 9=2 -23310=1,7.201483e-01
+InnerProduct             Conv_382                 1 1 945 947 0=48 2=768 9=4
+BinaryOp                 Mul_384                  2 1 940_splitncnn_0 947 948 0=2
+BinaryOp                 Add_385                  2 1 948 934_splitncnn_0 949
+PReLU                    PRelu_386                1 1 949 951 0=48
+Split                    splitncnn_46             1 2 951 951_splitncnn_0 951_splitncnn_1
+Convolution              Conv_387                 1 1 951_splitncnn_1 953 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_389                1 1 953 955 0=48
+Convolution              Conv_390                 1 1 955 957 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_47             1 2 957 957_splitncnn_0 957_splitncnn_1
+Pooling                  ReduceMean_393           1 1 957_splitncnn_1 959 0=1 4=1
+InnerProduct             Conv_394                 1 1 959 962 0=16 2=768 9=2 -23310=1,2.671039e-01
+InnerProduct             Conv_396                 1 1 962 964 0=48 2=768 9=4
+BinaryOp                 Mul_398                  2 1 957_splitncnn_0 964 965 0=2
+BinaryOp                 Add_399                  2 1 965 951_splitncnn_0 966
+PReLU                    PRelu_400                1 1 966 968 0=48
+Split                    splitncnn_48             1 2 968 968_splitncnn_0 968_splitncnn_1
+Convolution              Conv_401                 1 1 968_splitncnn_1 970 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_403                1 1 970 972 0=48
+Convolution              Conv_404                 1 1 972 974 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_49             1 2 974 974_splitncnn_0 974_splitncnn_1
+Pooling                  ReduceMean_407           1 1 974_splitncnn_1 976 0=1 4=1
+InnerProduct             Conv_408                 1 1 976 979 0=16 2=768 9=2 -23310=1,1.908224e-01
+InnerProduct             Conv_410                 1 1 979 981 0=48 2=768 9=4
+BinaryOp                 Mul_412                  2 1 974_splitncnn_0 981 982 0=2
+BinaryOp                 Add_413                  2 1 982 968_splitncnn_0 983
+PReLU                    PRelu_414                1 1 983 985 0=48
+Split                    splitncnn_50             1 2 985 985_splitncnn_0 985_splitncnn_1
+Convolution              Conv_415                 1 1 985_splitncnn_1 987 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_417                1 1 987 989 0=48
+Convolution              Conv_418                 1 1 989 991 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_51             1 2 991 991_splitncnn_0 991_splitncnn_1
+Pooling                  ReduceMean_421           1 1 991_splitncnn_1 993 0=1 4=1
+InnerProduct             Conv_422                 1 1 993 996 0=16 2=768 9=2 -23310=1,6.525763e-01
+InnerProduct             Conv_424                 1 1 996 998 0=48 2=768 9=4
+BinaryOp                 Mul_426                  2 1 991_splitncnn_0 998 999 0=2
+BinaryOp                 Add_427                  2 1 999 985_splitncnn_0 1000
+PReLU                    PRelu_428                1 1 1000 1002 0=48
+Split                    splitncnn_52             1 2 1002 1002_splitncnn_0 1002_splitncnn_1
+Convolution              Conv_429                 1 1 1002_splitncnn_1 1004 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_431                1 1 1004 1006 0=48
+Convolution              Conv_432                 1 1 1006 1008 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_53             1 2 1008 1008_splitncnn_0 1008_splitncnn_1
+Pooling                  ReduceMean_435           1 1 1008_splitncnn_1 1010 0=1 4=1
+InnerProduct             Conv_436                 1 1 1010 1013 0=16 2=768 9=2 -23310=1,5.485489e-01
+InnerProduct             Conv_438                 1 1 1013 1015 0=48 2=768 9=4
+BinaryOp                 Mul_440                  2 1 1008_splitncnn_0 1015 1016 0=2
+BinaryOp                 Add_441                  2 1 1016 1002_splitncnn_0 1017
+PReLU                    PRelu_442                1 1 1017 1019 0=48
+Convolution              Conv_443                 1 1 1019 1020 0=8 1=3 4=1 5=1 6=3456
+PixelShuffle             DepthToSpace_444         1 1 1020 1021 0=2
+BinaryOp                 Add_445                  2 1 582_splitncnn_0 734_splitncnn_0 1022
+BinaryOp                 Add_446                  2 1 1022 887_splitncnn_0 1023
+BinaryOp                 Add_447                  2 1 1023 1021 flow