diff --git a/.flake8 b/.flake8 deleted file mode 100644 index 4bd8370..0000000 --- a/.flake8 +++ /dev/null @@ -1,17 +0,0 @@ -[flake8] -exclude = - .git - .venv - __pycache__ - __pypackages__ - build - dist -ignore = - Q000 - W503 - ANN101 - ANN102 -max-line-length = 88 -per-file-ignores = - examples/run_interpolate_rife.py:E501 - examples/run_upscale_waifu2x.py:E501 diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml new file mode 100644 index 0000000..280985f --- /dev/null +++ b/.github/workflows/build.yml @@ -0,0 +1,82 @@ +name: build +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@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 + - name: Build Video2X + run: | + mkdir -p /tmp/build /tmp/install + cmake -B /tmp/build -S . -DUSE_SYSTEM_NCNN=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 + - 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-$ncnnVersion-windows-vs2022-shared" -NewName ncnn-shared + - name: Build Video2X + run: | + cmake -S . -B build -DUSE_SYSTEM_NCNN=OFF -DCMAKE_BUILD_TYPE=Debug -DCMAKE_INSTALL_PREFIX=build/video2x_install + cmake --build build --config Debug --parallel --target install + - name: Upload artifacts + uses: actions/upload-artifact@v4 + with: + name: video2x-nightly-windows-amd64 + path: build/video2x_install diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml deleted file mode 100644 index 753d975..0000000 --- a/.github/workflows/ci.yml +++ /dev/null @@ -1,41 +0,0 @@ -name: CI -on: - push: - branches: - - master - - dev/* - pull_request: {} - workflow_dispatch: {} -jobs: - ubuntu: - runs-on: ubuntu-latest - env: - DEBIAN_FRONTEND: noninteractive - steps: - - name: Checkout repository - uses: actions/checkout@v2 - with: - submodules: recursive - - name: Setup Python - uses: actions/setup-python@v2 - with: - python-version: 3.9 - - name: Install dependencies - run: | - sudo apt-get update - sudo apt-get install -y --no-install-recommends \ - python3-opencv python3-pil python3-tqdm python3-dev \ - libvulkan-dev glslang-dev glslang-tools swig - pip install wheel - - name: Build wheels - run: | - pip wheel -w /tmp/wheels \ - rife-ncnn-vulkan-python@git+https://github.com/media2x/rife-ncnn-vulkan-python.git . - - name: Package artifacts - run: | - tar cJvf /tmp/video2x-nightly-wheels.txz /tmp/wheels/* - - name: Upload artifacts - uses: actions/upload-artifact@v2 - with: - name: video2x-nightly-wheels - path: /tmp/video2x-nightly-wheels.txz diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 98da5ea..c6bda32 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -16,10 +16,29 @@ jobs: id: get_tag run: echo ::set-output name=tag::${GITHUB_REF/refs\/tags\//} + container: + name: Build and upload container + needs: + - setup + runs-on: ubuntu-latest + steps: + - name: Checkout repository + uses: actions/checkout@v4 + - uses: mr-smithers-excellent/docker-build-push@v5 + name: Build & push the Docker image + with: + registry: ghcr.io + username: ${{ secrets.GHCR_USER }} + password: ${{ secrets.GHCR_TOKEN }} + dockerfile: Dockerfile + image: video2x + tags: latest, ${{ needs.setup.outputs.tag }} + create-release: name: Create release needs: - setup + - container runs-on: ubuntu-latest outputs: upload_url: ${{ steps.create_release.outputs.upload_url }} @@ -34,22 +53,3 @@ jobs: release_name: Video2X ${{ needs.setup.outputs.tag }} draft: true prerelease: false - - container: - name: Build and upload container - needs: - - setup - - create-release - runs-on: ubuntu-latest - steps: - - name: Checkout repository - uses: actions/checkout@v2 - - uses: mr-smithers-excellent/docker-build-push@v5 - name: Build & push the Docker image - with: - registry: ghcr.io - username: ${{ secrets.GHCR_USER }} - password: ${{ secrets.GHCR_TOKEN }} - dockerfile: Dockerfile - image: video2x - tags: latest, ${{ needs.setup.outputs.tag }} diff --git a/.gitignore b/.gitignore index 1654934..e81181d 100644 --- a/.gitignore +++ b/.gitignore @@ -1,117 +1,77 @@ -# PDM -.pdm-python -__pypackages__/ - -# test videos +# Data files data/ -*.mp4 -*.mkv -*.mov -*.avi -*.flv -*.webm -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$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 diff --git a/.gitmodules b/.gitmodules new file mode 100644 index 0000000..a3df0c6 --- /dev/null +++ b/.gitmodules @@ -0,0 +1,6 @@ +[submodule "third_party/libreal_esrgan_ncnn_vulkan"] + path = third_party/libreal_esrgan_ncnn_vulkan + url = https://github.com/k4yt3x/libreal-esrgan-ncnn-vulkan.git +[submodule "third_party/ncnn"] + path = third_party/ncnn + url = https://github.com/Tencent/ncnn.git diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..15a61af --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,8 @@ +# 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). + +## [Unreleased] diff --git a/CMakeLists.txt b/CMakeLists.txt new file mode 100644 index 0000000..8ec9131 --- /dev/null +++ b/CMakeLists.txt @@ -0,0 +1,338 @@ +cmake_minimum_required(VERSION 3.10) +project(video2x VERSION 6.0.0 LANGUAGES CXX C) + +# Set the C standard +set(CMAKE_C_STANDARD 99) +set(CMAKE_C_STANDARD_REQUIRED ON) + +# 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_C_FLAGS_RELEASE "${CMAKE_C_FLAGS_RELEASE} /Ox /GL /LTCG /MD /DNDEBUG") + set(CMAKE_CXX_FLAGS_RELEASE "${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_C_FLAGS_RELEASE "${CMAKE_C_FLAGS_RELEASE} -O3 -march=native -flto") + set(CMAKE_CXX_FLAGS_RELEASE "${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() + +# Build options +option(BUILD_SHARED_LIBS "Build libvideo2x as a shared library" ON) +option(BUILD_VIDEO2X "Build the video2x executable" ON) +option(USE_SYSTEM_NCNN "Use system ncnn library" ON) + +set(ALL_INCLUDE_DIRS) +set(ALL_LIBRARIES) + +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 + list(APPEND ALL_LIBRARIES + ${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_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() + # Find the required packages using pkg-config + find_package(PkgConfig REQUIRED) + set(REQUIRED_PKGS + libavcodec + libavdevice + libavfilter + libavformat + libavutil + libswscale + ) + + # Loop through each package to find and collect include dirs and libraries + foreach(PKG ${REQUIRED_PKGS}) + pkg_check_modules(${PKG} REQUIRED ${PKG}) + list(APPEND ALL_INCLUDE_DIRS ${${PKG}_INCLUDE_DIRS}) + list(APPEND ALL_LIBRARIES ${${PKG}_LIBRARIES}) + endforeach() +endif() + +# Remove duplicate entries +list(REMOVE_DUPLICATES ALL_INCLUDE_DIRS) +list(REMOVE_DUPLICATES ALL_LIBRARIES) + +# 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() + +# Include ExternalProject module +include(ExternalProject) + +# Add libreal-esrgan-ncnn-vulkan as an external project +ExternalProject_Add( + realesrgan + SOURCE_DIR ${PROJECT_SOURCE_DIR}/third_party/libreal_esrgan_ncnn_vulkan/src + CMAKE_ARGS + -DCMAKE_BUILD_TYPE=${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 all source files for libvideo2x +file(GLOB LIBVIDEO2X_SOURCES src/*.cpp) + +# Create the shared library 'libvideo2x' +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 libvideo2x depends on realesrgan being built and installed +add_dependencies(libvideo2x realesrgan) + +# Include directories for the shared library +target_include_directories(libvideo2x PRIVATE + ${ALL_INCLUDE_DIRS} + ${PROJECT_SOURCE_DIR}/include + ${PROJECT_SOURCE_DIR}/third_party/libreal_esrgan_ncnn_vulkan/src +) + +# Compile options for the shared library +target_compile_options(libvideo2x PRIVATE + -Wall + -fPIC + $<$:-Ofast> + $<$:-g -DDEBUG> +) + +# Define the path to the built libresrgan-ncnn-vulkan library +if(WIN32) + set(REALESRGAN_LIB ${CMAKE_BINARY_DIR}/realesrgan_install/lib/realesrgan-ncnn-vulkan.lib) +else() + set(REALESRGAN_LIB ${CMAKE_BINARY_DIR}/realesrgan_install/lib/librealesrgan-ncnn-vulkan.so) +endif() + +# Link the shared library with the dependencies +target_link_libraries(libvideo2x PRIVATE ${ALL_LIBRARIES} ${REALESRGAN_LIB}) + +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) + add_executable(video2x src/video2x.c src/getopt.c) + set_target_properties(video2x PROPERTIES OUTPUT_NAME video2x) + + # Include directories for the executable + target_include_directories(video2x PRIVATE + ${ALL_INCLUDE_DIRS} + ${PROJECT_SOURCE_DIR}/include + ) + + # Compile options for the executable + target_compile_options(video2x PRIVATE + -Wall + $<$:-g -DDEBUG> + ) + + # Link the executable with the shared library + target_link_libraries(video2x PRIVATE ${ALL_LIBRARIES} libvideo2x) +endif() + +# Define the default installation directories +if(WIN32) + set(BIN_DESTINATION_DEFAULT ".") + set(INCLUDE_DESTINATION_DEFAULT "include") + set(LIB_DESTINATION_DEFAULT ".") + set(MODEL_DESTINATION_DEFAULT ".") +else() + set(BIN_DESTINATION_DEFAULT "bin") + set(INCLUDE_DESTINATION_DEFAULT "include") + 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 is enabled +if(BUILD_VIDEO2X) + install(TARGETS video2x RUNTIME DESTINATION ${INSTALL_BIN_DESTINATION}) +endif() + +# Install the header file +install(FILES ${PROJECT_SOURCE_DIR}/include/libvideo2x.h DESTINATION ${INSTALL_INCLUDE_DESTINATION}) + +# Platform-specific installation rules +if(WIN32) + # Install Windows-specific dependencies + install(FILES ${CMAKE_BINARY_DIR}/realesrgan_install/bin/realesrgan-ncnn-vulkan.dll + DESTINATION ${INSTALL_BIN_DESTINATION} + PERMISSIONS OWNER_READ OWNER_WRITE OWNER_EXECUTE + GROUP_READ GROUP_EXECUTE + WORLD_READ WORLD_EXECUTE + ) + install(FILES ${NCNN_BASE_PATH}/bin/ncnn.dll DESTINATION ${INSTALL_BIN_DESTINATION} + PERMISSIONS OWNER_READ OWNER_WRITE OWNER_EXECUTE + GROUP_READ GROUP_EXECUTE + WORLD_READ WORLD_EXECUTE + ) +else() + # Install Unix-specific dependencies + install(FILES ${REALESRGAN_LIB} DESTINATION ${INSTALL_LIB_DESTINATION} + PERMISSIONS OWNER_READ OWNER_WRITE OWNER_EXECUTE + GROUP_READ GROUP_EXECUTE + WORLD_READ WORLD_EXECUTE + ) +endif() diff --git a/Dockerfile b/Dockerfile index 4520318..d48dbf4 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,44 +1,45 @@ # Name: Video2X Dockerfile # Creator: K4YT3X # Date Created: February 3, 2022 -# Last Modified: February 9, 2024 +# Last Modified: October 7, 2024 # stage 1: build the python components into wheels -FROM docker.io/nvidia/vulkan:1.3-470 AS builder -ENV DEBIAN_FRONTEND=noninteractive +FROM docker.io/archlinux:latest AS builder -COPY . /video2x +# Install dependencies and create a non-root user +RUN pacman -Syy --noconfirm \ + base-devel ffmpeg ncnn git cmake make clang pkgconf vulkan-headers openmp sudo \ + nvidia-utils vulkan-radeon vulkan-intel vulkan-swrast \ + && useradd -m builder \ + && echo 'builder ALL=(ALL) NOPASSWD: ALL' > /etc/sudoers.d/builder + +# Switch to the non-root user and copy the source code +USER builder +COPY --chown=builder:builder . /video2x WORKDIR /video2x -RUN gpg --keyserver=keyserver.ubuntu.com --receive-keys A4B469963BF863CC \ - && gpg --export A4B469963BF863CC > /etc/apt/trusted.gpg.d/cuda.gpg -RUN apt-get update \ - && apt-get install -y --no-install-recommends \ - python3.9 python3-pip python3-opencv python3-pil \ - python3.9-dev libvulkan-dev glslang-dev glslang-tools \ - build-essential swig \ - && python3.9 -m pip wheel -w /wheels wheel pdm-backend '.[all]' + +# Build the package +RUN makepkg -s --noconfirm \ + && find /video2x -maxdepth 1 -name '*.pkg.tar.zst' | head -n 1 | \ + xargs -I {} cp {} /tmp/video2x.pkg.tar.zst # stage 2: install wheels into the final image -FROM docker.io/nvidia/vulkan:1.3-470 +FROM docker.io/archlinux:latest LABEL maintainer="K4YT3X " \ org.opencontainers.image.source="https://github.com/k4yt3x/video2x" \ - org.opencontainers.image.description="A lossless video/GIF/image upscaler" -ENV DEBIAN_FRONTEND=noninteractive + org.opencontainers.image.description="A lossless video super resolution framework" + ENV VK_ICD_FILENAMES=/usr/share/vulkan/icd.d/nvidia_icd.json\ :/usr/share/vulkan/icd.d/radeon_icd.x86_64.json\ :/usr/share/vulkan/icd.d/intel_icd.x86_64.json -COPY --from=builder /var/lib/apt/lists* /var/lib/apt/lists/ -COPY --from=builder /wheels /wheels +COPY --from=builder /tmp/video2x.pkg.tar.zst /video2x.pkg.tar.zst COPY . /video2x WORKDIR /video2x -RUN apt-get install -y --no-install-recommends \ - python3.9 python3-pip python3.9-dev \ - python3-opencv python3-pil \ - mesa-vulkan-drivers cuda-drivers ffmpeg \ - && python3.9 -m pip install --no-cache-dir --no-index -f /wheels '.[all]' \ - && apt-get clean \ - && rm -rf /wheels /video2x /var/lib/apt/lists/* +RUN pacman -Sy --noconfirm ffmpeg ncnn \ + nvidia-utils vulkan-radeon vulkan-intel vulkan-swrast \ + && pacman -U --noconfirm /video2x.pkg.tar.zst \ + && rm -rf /video2x.pkg.tar.zst /var/cache/pacman/pkg/* WORKDIR /host -ENTRYPOINT ["/usr/bin/python3.9", "-m", "video2x"] +ENTRYPOINT ["/usr/bin/video2x"] diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..49dab3c --- /dev/null +++ b/Makefile @@ -0,0 +1,71 @@ +.PHONY: build static debug windows test-realesrgan test-libplacebo leakcheck clean + +BINDIR=build +CC=clang +CXX=clang++ + +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 \ + -DUSE_SYSTEM_NCNN=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 $(BINDIR)/compile_commands.json . + +test-realesrgan: + LD_LIBRARY_PATH=$(BINDIR) $(BINDIR)/video2x -i data/standard-test.mp4 -o data/output.mp4 \ + -f realesrgan -r 4 --model realesr-animevideov3 + +test-libplacebo: + LD_LIBRARY_PATH=$(BINDIR) $(BINDIR)/video2x -i data/standard-test.mp4 -o data/output.mp4 \ + -f libplacebo -w 1920 -h 1080 -s anime4k-mode-a + +leakcheck-realesrgan: + LD_LIBRARY_PATH=$(BINDIR) valgrind \ + --tool=memcheck \ + --leak-check=full \ + --show-leak-kinds=all \ + --track-origins=yes \ + --show-reachable=yes \ + --verbose --log-file="valgrind.log" \ + $(BINDIR)/video2x \ + -i data/standard-test.mp4 -o data/output.mp4 \ + -f realesrgan -r 2 --model realesr-animevideov3 \ + -p veryfast -b 1000000 -q 30 + +leakcheck-libplacebo: + LD_LIBRARY_PATH=$(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 data/standard-test.mp4 -o data/output.mp4 \ + -f libplacebo -w 1920 -h 1080 -s anime4k-mode-a \ + -p veryfast -b 1000000 -q 30 + +clean: + rm -rf $(BINDIR) diff --git a/NOTICE b/NOTICE index 439eff3..f1ccd17 100644 --- a/NOTICE +++ b/NOTICE @@ -1,47 +1,11 @@ Video2X 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://github.com/FFmpeg/FFmpeg. +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 pynput, which is available under -the GNU Lesser General Public License 3.0. The source code can be found at -https://github.com/moses-palmer/pynput. +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. diff --git a/PKGBUILD b/PKGBUILD new file mode 100644 index 0000000..8d30935 --- /dev/null +++ b/PKGBUILD @@ -0,0 +1,27 @@ +pkgname=video2x +pkgver=r862.f590ead +pkgrel=1 +pkgdesc="A lossless video super resolution framework" +arch=('x86_64') +url="https://github.com/k4yt3x/video2x" +license=('AGPL3') +depends=('ffmpeg' 'ncnn' 'vulkan-driver') +makedepends=('git' 'cmake' 'make' 'clang' 'pkgconf' 'vulkan-headers' 'openmp') + +pkgver() { + printf "r%s.%s" "$(git rev-list --count HEAD)" "$(git rev-parse --short HEAD)" +} + +prepare() { + git submodule update --init --recursive +} + +build() { + cmake -B build -S .. -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=/usr + cmake --build build --config Release --parallel +} + +package() { + DESTDIR="$pkgdir" cmake --install build +} + diff --git a/README.md b/README.md index 7521a48..b4d5eb5 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,5 @@

- +
@@ -8,22 +8,46 @@

+## 🌟 Version 6.0.0 Preview + +Version 6.0.0 is a complete rewrite of this project in C/C++. It: + +- actually works, with less pain; +- is blazing fast, thanks to the redesigned efficient pipeline and the speed of C/C++; +- is cross-platform, available right now for both Windows and Linux; +- supports Anime4K v4 and all other custom MPV-compatible GLSL shaders; +- supports RealESRGAN (all three models) via ncnn and Vulkan; +- requires 0 disk space for processing the video, just space for storing the final output; and +- exports a standard C function that can be easily integrated in your own projects! + +These are available for download now: + +- 6.0.0 beta CLI preview builds for Windows and Linux are on the [releases page](https://github.com/k4yt3x/video2x/releases). + - You will need to install the dependencies and set `LD_LIBRARY_PATH` for the Linux build to work. Refer to the [PKGBUILD](PKGBUILD) file to see what needs to be installed. + - Alternatively, you can build it from source. Take a look at the [Makefile](Makefile). +- 6.0.0 beta AUR package for Arch Linux (`video2x-git`). +- 6.0.0 beta [container image](https://github.com/k4yt3x/video2x/pkgs/container/video2x). +- A GUI for 6.0.0 is in the making. More information about it will be available soon. + +There is still much to be done and optimize. Stay tuned for more updates. As for why the 5.0.0 branch was abandoned, here are some of the reasons: + +- Wrapped C++ libraries for Python is too painful to build for cross-platform distribution. +- Some wrapped C++ libraires exhibited unexpected behaviors. +- Running FFmpeg via commands and piping data through stdin/stdout are inefficient. +- C/C++ native binaries are much smaller and much more efficient. + ## [💬 Telegram Discussion Group](https://t.me/video2x) -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. +Join our Telegram discussion group to ask any questions you have about Video2X, chat directly with the developers, or discuss about super resolution technologies and the future of Video2X in general. ## [🪟 Download Windows Releases](https://github.com/k4yt3x/video2x/releases/tag/4.8.1) -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. +The latest Windows update is built based on version 4.8.1. GUI is not available for 6.0.0 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. ## [📔 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). -## [🌙 Download Nightly Releases](https://github.com/k4yt3x/video2x/actions/workflows/ci.yml) - -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.** - ## [📦 Container Image](https://github.com/k4yt3x/video2x/pkgs/container/video2x) 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). @@ -51,24 +75,13 @@ _Upscale demo: Spirited Away's movie trailer_ - 240P to 1080P 60FPS - 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. @@ -82,44 +95,25 @@ Copyright (C) 2018-2024 K4YT3X and contributors. 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 | -| [realcugan-ncnn-vulkan](https://github.com/nihui/realcugan-ncnn-vulkan) | MIT License | -| [Anime4K](https://github.com/bloc97/Anime4K) | 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 | -| [pynput](https://github.com/moses-palmer/pynput) | LGPLv3.0 | +| Project | License | +| ----------------------------------------------------------------------------- | --------------- | +| [Anime4K](https://github.com/bloc97/Anime4K) | MIT License | +| [FFmpeg](https://www.ffmpeg.org/) | LGPLv2.1, GPLv2 | +| [Real-ESRGAN ncnn Vulkan](https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan) | MIT License | +| [ncnn](https://github.com/Tencent/ncnn) | BSD 3-Clause | -Legacy versions of this project includes or depends on these following projects: - -| Project | License | -| --------------------------------------------------------------------------- | -------------------- | -| [waifu2x-caffe](https://github.com/lltcggie/waifu2x-caffe) | MIT License | -| [waifu2x-converter-cpp](https://github.com/DeadSix27/waifu2x-converter-cpp) | 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 | - -More licensing information can be found in the [NOTICES](NOTICES) file. +More licensing information can be found in the [NOTICE](NOTICE) file. ## Special Thanks -Appreciations given to the following personnel who have contributed significantly to the project. +Appreciations are given to the following personnel who have contributed significantly to the project. +- [@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) - [@nihui](https://github.com/nihui) +- [@sat3ll](https://github.com/sat3ll) ## Similar Projects diff --git a/examples/container-run-interpolate-rife.sh b/examples/container-run-interpolate-rife.sh deleted file mode 100755 index 30e7c37..0000000 --- a/examples/container-run-interpolate-rife.sh +++ /dev/null @@ -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-beta4-cuda \ - -i input.mp4 -o output.mp4 \ - interpolate diff --git a/examples/container-run-upscale-waifu2x.sh b/examples/container-run-upscale-waifu2x.sh deleted file mode 100755 index 9e3836a..0000000 --- a/examples/container-run-upscale-waifu2x.sh +++ /dev/null @@ -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-beta4-cuda \ - -i input.mp4 -o output.mp4 \ - -p5 upscale \ - -h 720 -a waifu2x -n3 diff --git a/examples/run_interpolate_rife.py b/examples/run_interpolate_rife.py deleted file mode 100755 index 6b932f5..0000000 --- a/examples/run_interpolate_rife.py +++ /dev/null @@ -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 -# fmt: off -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 -) diff --git a/examples/run_upscale_waifu2x.py b/examples/run_upscale_waifu2x.py deleted file mode 100755 index 463fb76..0000000 --- a/examples/run_upscale_waifu2x.py +++ /dev/null @@ -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 -# fmt: off -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 -) diff --git a/include/conversions.h b/include/conversions.h new file mode 100644 index 0000000..7bb55a0 --- /dev/null +++ b/include/conversions.h @@ -0,0 +1,16 @@ +#ifndef CONVERSIONS_H +#define CONVERSIONS_H + +#include +#include + +// 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); + +#endif // CONVERSIONS_H diff --git a/include/decoder.h b/include/decoder.h new file mode 100644 index 0000000..dc55d6d --- /dev/null +++ b/include/decoder.h @@ -0,0 +1,15 @@ +#ifndef DECODER_H +#define DECODER_H + +#include +#include +#include + +int init_decoder( + const char *input_filename, + AVFormatContext **fmt_ctx, + AVCodecContext **dec_ctx, + int *video_stream_index +); + +#endif // DECODER_H diff --git a/include/encoder.h b/include/encoder.h new file mode 100644 index 0000000..a828470 --- /dev/null +++ b/include/encoder.h @@ -0,0 +1,21 @@ +#ifndef ENCODER_H +#define ENCODER_H + +#include +#include + +#include "libvideo2x.h" + +int init_encoder( + const char *output_filename, + AVFormatContext **ofmt_ctx, + AVCodecContext **enc_ctx, + AVCodecContext *dec_ctx, + EncoderConfig *encoder_config +); + +int encode_and_write_frame(AVFrame *frame, AVCodecContext *enc_ctx, AVFormatContext *ofmt_ctx); + +int flush_encoder(AVCodecContext *enc_ctx, AVFormatContext *ofmt_ctx); + +#endif // ENCODER_H diff --git a/include/filter.h b/include/filter.h new file mode 100644 index 0000000..9179e2d --- /dev/null +++ b/include/filter.h @@ -0,0 +1,20 @@ +#ifndef FILTER_H +#define FILTER_H + +#include + +extern "C" { +#include +#include +} + +// Abstract base class for filters +class Filter { + public: + virtual ~Filter() {} + virtual int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx) = 0; + virtual AVFrame *process_frame(AVFrame *input_frame) = 0; + virtual int flush(std::vector &processed_frames) = 0; +}; + +#endif // FILTER_H diff --git a/include/fsutils.h b/include/fsutils.h new file mode 100644 index 0000000..b38894e --- /dev/null +++ b/include/fsutils.h @@ -0,0 +1,12 @@ +#ifndef FSUTILS_H +#define FSUTILS_H + +#include + +bool filepath_is_readable(const std::filesystem::path &path); + +std::filesystem::path find_resource_file(const std::filesystem::path &path); + +std::string path_to_string(const std::filesystem::path& path); + +#endif // FSUTILS_H diff --git a/include/getopt.h b/include/getopt.h new file mode 100644 index 0000000..9e9d68c --- /dev/null +++ b/include/getopt.h @@ -0,0 +1,32 @@ +#ifndef __GETOPT_H__ +#define __GETOPT_H__ + +#ifdef __cplusplus +extern "C" { +#endif + +extern int opterr; /* if error message should be printed */ +extern int optind; /* index into parent argv vector */ +extern int optopt; /* character checked for validity */ +extern int optreset; /* reset getopt */ +extern char *optarg; /* argument associated with option */ + +struct option { + const char *name; + int has_arg; + int *flag; + int val; +}; + +#define no_argument 0 +#define required_argument 1 +#define optional_argument 2 + +int getopt(int, char **, const char *); +int getopt_long(int, char **, const char *, const struct option *, int *); + +#ifdef __cplusplus +} +#endif + +#endif /* __GETOPT_H__ */ diff --git a/include/libplacebo.h b/include/libplacebo.h new file mode 100644 index 0000000..71e3591 --- /dev/null +++ b/include/libplacebo.h @@ -0,0 +1,21 @@ +#ifndef PLACEBO_H +#define PLACEBO_H + +#include + +#include +#include +#include + +int init_libplacebo( + AVFilterGraph **filter_graph, + AVFilterContext **buffersrc_ctx, + AVFilterContext **buffersink_ctx, + AVBufferRef **device_ctx, + AVCodecContext *dec_ctx, + int output_width, + int output_height, + const std::filesystem::path &shader_path +); + +#endif // PLACEBO_H diff --git a/include/libplacebo_filter.h b/include/libplacebo_filter.h new file mode 100644 index 0000000..a36dd21 --- /dev/null +++ b/include/libplacebo_filter.h @@ -0,0 +1,39 @@ +#ifndef LIBPLACEBO_FILTER_H +#define LIBPLACEBO_FILTER_H + +#include + +#include + +#include "filter.h" + +// LibplaceboFilter class definition +class LibplaceboFilter : public Filter { + private: + AVFilterGraph *filter_graph; + AVFilterContext *buffersrc_ctx; + AVFilterContext *buffersink_ctx; + AVBufferRef *device_ctx; + int output_width; + int output_height; + const std::filesystem::path shader_path; + AVRational output_time_base; + + public: + // Constructor + LibplaceboFilter(int width, int height, const std::filesystem::path &shader_path); + + // Destructor + virtual ~LibplaceboFilter(); + + // Initializes the filter with decoder and encoder contexts + int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx) override; + + // Processes an input frame and returns the processed frame + AVFrame *process_frame(AVFrame *input_frame) override; + + // Flushes any remaining frames + int flush(std::vector &processed_frames) override; +}; + +#endif // LIBPLACEBO_FILTER_H diff --git a/include/libvideo2x.h b/include/libvideo2x.h new file mode 100644 index 0000000..33c1176 --- /dev/null +++ b/include/libvideo2x.h @@ -0,0 +1,86 @@ +#ifndef LIBVIDEO2X_H +#define LIBVIDEO2X_H + +#include +#include +#include + +#include +#include + +#ifdef _WIN32 +#ifdef LIBVIDEO2X_EXPORTS +#define LIBVIDEO2X_API __declspec(dllexport) +#else +#define LIBVIDEO2X_API __declspec(dllimport) +#endif +#else +#define LIBVIDEO2X_API +#endif + +#ifdef __cplusplus +extern "C" { +#endif + +// Enum to specify filter type +enum FilterType { + FILTER_LIBPLACEBO, + FILTER_REALESRGAN +}; + +// Configuration for Libplacebo filter +struct LibplaceboConfig { + int output_width; + int output_height; + const char *shader_path; +}; + +// Configuration for RealESRGAN filter +struct RealESRGANConfig { + int gpuid; + int tta_mode; + int scaling_factor; + const char *model; +}; + +// Unified filter configuration +struct FilterConfig { + enum FilterType filter_type; + union { + struct LibplaceboConfig libplacebo; + struct RealESRGANConfig realesrgan; + } config; +}; + +// Encoder configuration +struct EncoderConfig { + int output_width; + int output_height; + enum AVCodecID codec; + enum AVPixelFormat pix_fmt; + const char *preset; + int64_t bit_rate; + float crf; +}; + +// Processing status +struct ProcessingStatus { + int64_t processed_frames; + int64_t total_frames; + time_t start_time; +}; + +// C-compatible process_video function +LIBVIDEO2X_API int process_video( + const char *input_filename, + const char *output_filename, + const struct FilterConfig *filter_config, + struct EncoderConfig *encoder_config, + struct ProcessingStatus *status +); + +#ifdef __cplusplus +} +#endif + +#endif // LIBVIDEO2X_H diff --git a/include/realesrgan_filter.h b/include/realesrgan_filter.h new file mode 100644 index 0000000..60b58df --- /dev/null +++ b/include/realesrgan_filter.h @@ -0,0 +1,47 @@ +#ifndef REALSRGAN_FILTER_H +#define REALSRGAN_FILTER_H + +#include + +#include "filter.h" +#include "realesrgan.h" + +// RealesrganFilter class definition +class RealesrganFilter : public Filter { + private: + RealESRGAN *realesrgan; + int gpuid; + bool tta_mode; + int scaling_factor; + const char *model; + const std::filesystem::path custom_model_param_path; + const std::filesystem::path custom_model_bin_path; + AVRational input_time_base; + AVRational output_time_base; + AVPixelFormat output_pix_fmt; + + public: + // Constructor + RealesrganFilter( + int gpuid = 0, + bool tta_mode = false, + int scaling_factor = 4, + const char *model = "realesr-animevideov3", + const std::filesystem::path custom_model_bin_pathmodel_param_path = std::filesystem::path(), + const std::filesystem::path custom_model_bin_pathmodel_bin_path = std::filesystem::path() + ); + + // Destructor + virtual ~RealesrganFilter(); + + // Initializes the filter with decoder and encoder contexts + int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx) override; + + // Processes an input frame and returns the processed frame + AVFrame *process_frame(AVFrame *input_frame) override; + + // Flushes any remaining frames (if necessary) + int flush(std::vector &processed_frames) override; +}; + +#endif diff --git a/licenses/LICENSE-Pillow b/licenses/LICENSE-Pillow deleted file mode 100644 index 40aabc3..0000000 --- a/licenses/LICENSE-Pillow +++ /dev/null @@ -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. 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Any attempt otherwise to propagate or -modify it is void, and will automatically terminate your rights under -this License (including any patent licenses granted under the third -paragraph of section 11). - - However, if you cease all violation of this License, then your -license from a particular copyright holder is reinstated (a) -provisionally, unless and until the copyright holder explicitly and -finally terminates your license, and (b) permanently, if the copyright -holder fails to notify you of the violation by some reasonable means -prior to 60 days after the cessation. - - Moreover, your license from a particular copyright holder is -reinstated permanently if the copyright holder notifies you of the -violation by some reasonable means, this is the first time you have -received notice of violation of this License (for any work) from that -copyright holder, and you cure the violation prior to 30 days after -your receipt of the notice. - - Termination of your rights under this section does not terminate the -licenses of parties who have received copies or rights from you under -this License. If your rights have been terminated and not permanently -reinstated, you do not qualify to receive new licenses for the same -material under section 10. - - 9. Acceptance Not Required for Having Copies. - - You are not required to accept this License in order to receive or -run a copy of the Program. Ancillary propagation of a covered work -occurring solely as a consequence of using peer-to-peer transmission -to receive a copy likewise does not require acceptance. However, -nothing other than this License grants you permission to propagate or -modify any covered work. These actions infringe copyright if you do -not accept this License. Therefore, by modifying or propagating a -covered work, you indicate your acceptance of this License to do so. - - 10. Automatic Licensing of Downstream Recipients. - - Each time you convey a covered work, the recipient automatically -receives a license from the original licensors, to run, modify and -propagate that work, subject to this License. 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For example, you may -not impose a license fee, royalty, or other charge for exercise of -rights granted under this License, and you may not initiate litigation -(including a cross-claim or counterclaim in a lawsuit) alleging that -any patent claim is infringed by making, using, selling, offering for -sale, or importing the Program or any portion of it. - - 11. Patents. - - A "contributor" is a copyright holder who authorizes use under this -License of the Program or a work on which the Program is based. The -work thus licensed is called the contributor's "contributor version". - - A contributor's "essential patent claims" are all patent claims -owned or controlled by the contributor, whether already acquired or -hereafter acquired, that would be infringed by some manner, permitted -by this License, of making, using, or selling its contributor version, -but do not include claims that would be infringed only as a -consequence of further modification of the contributor version. For -purposes of this definition, "control" includes the right to grant -patent sublicenses in a manner consistent with the requirements of -this License. - - Each contributor grants you a non-exclusive, worldwide, royalty-free -patent license under the contributor's essential patent claims, to -make, use, sell, offer for sale, import and otherwise run, modify and -propagate the contents of its contributor version. - - In the following three paragraphs, a "patent license" is any express -agreement or commitment, however denominated, not to enforce a patent -(such as an express permission to practice a patent or covenant not to -sue for patent infringement). To "grant" such a patent license to a -party means to make such an agreement or commitment not to enforce a -patent against the party. - - If you convey a covered work, knowingly relying on a patent license, -and the Corresponding Source of the work is not available for anyone -to copy, free of charge and under the terms of this License, through a -publicly available network server or other readily accessible means, -then you must either (1) cause the Corresponding Source to be so -available, or (2) arrange to deprive yourself of the benefit of the -patent license for this particular work, or (3) arrange, in a manner -consistent with the requirements of this License, to extend the patent -license to downstream recipients. "Knowingly relying" means you have -actual knowledge that, but for the patent license, your conveying the -covered work in a country, or your recipient's use of the covered work -in a country, would infringe one or more identifiable patents in that -country that you have reason to believe are valid. - - If, pursuant to or in connection with a single transaction or -arrangement, you convey, or propagate by procuring conveyance of, a -covered work, and grant a patent license to some of the parties -receiving the covered work authorizing them to use, propagate, modify -or convey a specific copy of the covered work, then the patent license -you grant is automatically extended to all recipients of the covered -work and works based on it. - - A patent license is "discriminatory" if it does not include within -the scope of its coverage, prohibits the exercise of, or is -conditioned on the non-exercise of one or more of the rights that are -specifically granted under this License. You may not convey a covered -work if you are a party to an arrangement with a third party that is -in the business of distributing software, under which you make payment -to the third party based on the extent of your activity of conveying -the work, and under which the third party grants, to any of the -parties who would receive the covered work from you, a discriminatory -patent license (a) in connection with copies of the covered work -conveyed by you (or copies made from those copies), or (b) primarily -for and in connection with specific products or compilations that -contain the covered work, unless you entered into that arrangement, -or that patent license was granted, prior to 28 March 2007. - - Nothing in this License shall be construed as excluding or limiting -any implied license or other defenses to infringement that may -otherwise be available to you under applicable patent law. - - 12. No Surrender of Others' Freedom. - - If conditions are imposed on you (whether by court order, agreement or -otherwise) that contradict the conditions of this License, they do not -excuse you from the conditions of this License. If you cannot convey a -covered work so as to satisfy simultaneously your obligations under this -License and any other pertinent obligations, then as a consequence you may -not convey it at all. For example, if you agree to terms that obligate you -to collect a royalty for further conveying from those to whom you convey -the Program, the only way you could satisfy both those terms and this -License would be to refrain entirely from conveying the Program. - - 13. Remote Network Interaction; Use with the GNU General Public License. - - Notwithstanding any other provision of this License, if you modify the -Program, your modified version must prominently offer all users -interacting with it remotely through a computer network (if your version -supports such interaction) an opportunity to receive the Corresponding -Source of your version by providing access to the Corresponding Source -from a network server at no charge, through some standard or customary -means of facilitating copying of software. This Corresponding Source -shall include the Corresponding Source for any work covered by version 3 -of the GNU General Public License that is incorporated pursuant to the -following paragraph. - - Notwithstanding any other provision of this License, you have -permission to link or combine any covered work with a work licensed -under version 3 of the GNU General Public License into a single -combined work, and to convey the resulting work. The terms of this -License will continue to apply to the part which is the covered work, -but the work with which it is combined will remain governed by version -3 of the GNU General Public License. - - 14. Revised Versions of this License. - - The Free Software Foundation may publish revised and/or new versions of -the GNU Affero General Public License from time to time. Such new versions -will be similar in spirit to the present version, but may differ in detail to -address new problems or concerns. - - Each version is given a distinguishing version number. If the -Program specifies that a certain numbered version of the GNU Affero General -Public License "or any later version" applies to it, you have the -option of following the terms and conditions either of that numbered -version or of any later version published by the Free Software -Foundation. If the Program does not specify a version number of the -GNU Affero General Public License, you may choose any version ever published -by the Free Software Foundation. - - If the Program specifies that a proxy can decide which future -versions of the GNU Affero General Public License can be used, that proxy's -public statement of acceptance of a version permanently authorizes you -to choose that version for the Program. - - Later license versions may give you additional or different -permissions. However, no additional obligations are imposed on any -author or copyright holder as a result of your choosing to follow a -later version. - - 15. Disclaimer of Warranty. - - THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY -APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT -HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY -OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, -THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR -PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM -IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF -ALL NECESSARY SERVICING, REPAIR OR CORRECTION. - - 16. Limitation of Liability. - - IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING -WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS -THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY -GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE -USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF -DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD -PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS), -EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF -SUCH DAMAGES. - - 17. Interpretation of Sections 15 and 16. - - If the disclaimer of warranty and limitation of liability provided -above cannot be given local legal effect according to their terms, -reviewing courts shall apply local law that most closely approximates -an absolute waiver of all civil liability in connection with the -Program, unless a warranty or assumption of liability accompanies a -copy of the Program in return for a fee. - - END OF TERMS AND CONDITIONS - - How to Apply These Terms to Your New Programs - - If you develop a new program, and you want it to be of the greatest -possible use to the public, the best way to achieve this is to make it -free software which everyone can redistribute and change under these terms. - - To do so, attach the following notices to the program. It is safest -to attach them to the start of each source file to most effectively -state the exclusion of warranty; and each file should have at least -the "copyright" line and a pointer to where the full notice is found. - - - Copyright (C) - - This program is free software: you can redistribute it and/or modify - it under the terms of the GNU Affero General Public License as published by - the Free Software Foundation, either version 3 of the License, or - (at your option) any later version. - - This program is distributed in the hope that it will be useful, - but WITHOUT ANY WARRANTY; without even the implied warranty of - MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the - GNU Affero General Public License for more details. - - You should have received a copy of the GNU Affero General Public License - along with this program. If not, see . - -Also add information on how to contact you by electronic and paper mail. - - If your software can interact with users remotely through a computer -network, you should also make sure that it provides a way for users to -get its source. For example, if your program is a web application, its -interface could display a "Source" link that leads users to an archive -of the code. There are many ways you could offer source, and different -solutions will be better for different programs; see section 13 for the -specific requirements. - - You should also get your employer (if you work as a programmer) or school, -if any, to sign a "copyright disclaimer" for the program, if necessary. -For more information on this, and how to apply and follow the GNU AGPL, see -. diff --git a/licenses/apache-2.0.txt b/licenses/apache-2.0.txt deleted file mode 100644 index ef2f1d0..0000000 --- a/licenses/apache-2.0.txt +++ /dev/null @@ -1,201 +0,0 @@ - Apache License - Version 2.0, January 2004 - http://www.apache.org/licenses/ - - TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION - - 1. Definitions. - - "License" shall mean the terms and conditions for use, reproduction, - and distribution as defined by Sections 1 through 9 of this document. - - "Licensor" shall mean the copyright owner or entity authorized by - the copyright owner that is granting the License. - - "Legal Entity" shall mean the union of the acting entity and all - other entities that control, are controlled by, or are under common - control with that entity. For the purposes of this definition, - "control" means (i) the power, direct or indirect, to cause the - direction or management of such entity, whether by contract or - otherwise, or (ii) ownership of fifty percent (50%) or more of the - outstanding shares, or (iii) beneficial ownership of such entity. - - "You" (or "Your") shall mean an individual or Legal Entity - exercising permissions granted by this License. - - "Source" form shall mean the preferred form for making modifications, - including but not limited to software source code, documentation - source, and configuration files. - - "Object" form shall mean any form resulting from mechanical - transformation or translation of a Source form, including but - not limited to compiled object code, generated documentation, - and conversions to other media types. - - "Work" shall mean the work of authorship, whether in Source or - Object form, made available under the License, as indicated by a - copyright notice that is included in or attached to the work - (an example is provided in the Appendix below). - - "Derivative Works" shall mean any work, whether in Source or Object - form, that is based on (or derived from) the Work and for which the - editorial revisions, annotations, elaborations, or other modifications - represent, as a whole, an original work of authorship. For the purposes - of this License, Derivative Works shall not include works that remain - separable from, or merely link (or bind by name) to the interfaces of, - the Work and Derivative Works thereof. - - "Contribution" shall mean any work of authorship, including - the original version of the Work and any modifications or additions - to that Work or Derivative Works thereof, that is intentionally - submitted to Licensor for inclusion in the Work by the copyright owner - or by an individual or Legal Entity authorized to submit on behalf of - the copyright owner. For the purposes of this definition, "submitted" - means any form of electronic, verbal, or written communication sent - to the Licensor or its representatives, including but not limited to - communication on electronic mailing lists, source code control systems, - and issue tracking systems that are managed by, or on behalf of, the - Licensor for the purpose of discussing and improving the Work, but - excluding communication that is conspicuously marked or otherwise - designated in writing by the copyright owner as "Not a Contribution." - - "Contributor" shall mean Licensor and any individual or Legal Entity - on behalf of whom a Contribution has been received by Licensor and - subsequently incorporated within the Work. - - 2. Grant of Copyright License. Subject to the terms and conditions of - this License, each Contributor hereby grants to You a perpetual, - worldwide, non-exclusive, no-charge, royalty-free, irrevocable - copyright license to reproduce, prepare Derivative Works of, - publicly display, publicly perform, sublicense, and distribute the - Work and such Derivative Works in Source or Object form. - - 3. Grant of Patent License. Subject to the terms and conditions of - this License, each Contributor hereby grants to You a perpetual, - worldwide, non-exclusive, no-charge, royalty-free, irrevocable - (except as stated in this section) patent license to make, have made, - use, offer to sell, sell, import, and otherwise transfer the Work, - where such license applies only to those patent claims licensable - by such Contributor that are necessarily infringed by their - Contribution(s) alone or by combination of their Contribution(s) - with the Work to which such Contribution(s) was submitted. If You - institute patent litigation against any entity (including a - cross-claim or counterclaim in a lawsuit) alleging that the Work - or a Contribution incorporated within the Work constitutes direct - or contributory patent infringement, then any patent licenses - granted to You under this License for that Work shall terminate - as of the date such litigation is filed. - - 4. Redistribution. You may reproduce and distribute copies of the - Work or Derivative Works thereof in any medium, with or without - modifications, and in Source or Object form, provided that You - meet the following conditions: - - (a) You must give any other recipients of the Work or - Derivative Works a copy of this License; and - - (b) You must cause any modified files to carry prominent notices - stating that You changed the files; and - - (c) You must retain, in the Source form of any Derivative Works - that You distribute, all copyright, patent, trademark, and - attribution notices from the Source form of the Work, - excluding those notices that do not pertain to any part of - the Derivative Works; and - - (d) If the Work includes a "NOTICE" text file as part of its - distribution, then any Derivative Works that You distribute must - include a readable copy of the attribution notices contained - within such NOTICE file, excluding those notices that do not - pertain to any part of the Derivative Works, in at least one - of the following places: within a NOTICE text file distributed - as part of the Derivative Works; within the Source form or - documentation, if provided along with the Derivative Works; or, - within a display generated by the Derivative Works, if and - wherever such third-party notices normally appear. The contents - of the NOTICE file are for informational purposes only and - do not modify the License. You may add Your own attribution - notices within Derivative Works that You distribute, alongside - or as an addendum to the NOTICE text from the Work, provided - that such additional attribution notices cannot be construed - as modifying the License. - - You may add Your own copyright statement to Your modifications and - may provide additional or different license terms and conditions - for use, reproduction, or distribution of Your modifications, or - for any such Derivative Works as a whole, provided Your use, - reproduction, and distribution of the Work otherwise complies with - the conditions stated in this License. - - 5. Submission of Contributions. Unless You explicitly state otherwise, - any Contribution intentionally submitted for inclusion in the Work - by You to the Licensor shall be under the terms and conditions of - this License, without any additional terms or conditions. - Notwithstanding the above, nothing herein shall supersede or modify - the terms of any separate license agreement you may have executed - with Licensor regarding such Contributions. - - 6. Trademarks. This License does not grant permission to use the trade - names, trademarks, service marks, or product names of the Licensor, - except as required for reasonable and customary use in describing the - origin of the Work and reproducing the content of the NOTICE file. - - 7. Disclaimer of Warranty. Unless required by applicable law or - agreed to in writing, Licensor provides the Work (and each - Contributor provides its Contributions) on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or - implied, including, without limitation, any warranties or conditions - of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A - PARTICULAR PURPOSE. You are solely responsible for determining the - appropriateness of using or redistributing the Work and assume any - risks associated with Your exercise of permissions under this License. - - 8. Limitation of Liability. In no event and under no legal theory, - whether in tort (including negligence), contract, or otherwise, - unless required by applicable law (such as deliberate and grossly - negligent acts) or agreed to in writing, shall any Contributor be - liable to You for damages, including any direct, indirect, special, - incidental, or consequential damages of any character arising as a - result of this License or out of the use or inability to use the - Work (including but not limited to damages for loss of goodwill, - work stoppage, computer failure or malfunction, or any and all - other commercial damages or losses), even if such Contributor - has been advised of the possibility of such damages. - - 9. Accepting Warranty or Additional Liability. While redistributing - the Work or Derivative Works thereof, You may choose to offer, - and charge a fee for, acceptance of support, warranty, indemnity, - or other liability obligations and/or rights consistent with this - License. However, in accepting such obligations, You may act only - on Your own behalf and on Your sole responsibility, not on behalf - of any other Contributor, and only if You agree to indemnify, - defend, and hold each Contributor harmless for any liability - incurred by, or claims asserted against, such Contributor by reason - of your accepting any such warranty or additional liability. - - END OF TERMS AND CONDITIONS - - APPENDIX: How to apply the Apache License to your work. - - To apply the Apache License to your work, attach the following - boilerplate notice, with the fields enclosed by brackets "[]" - replaced with your own identifying information. (Don't include - the brackets!) The text should be enclosed in the appropriate - comment syntax for the file format. We also recommend that a - file or class name and description of purpose be included on the - same "printed page" as the copyright notice for easier - identification within third-party archives. - - Copyright 2017 Karl Kroening - - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at - - http://www.apache.org/licenses/LICENSE-2.0 - - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. diff --git a/licenses/lgpl-3.0.txt b/licenses/lgpl-3.0.txt deleted file mode 100644 index 0a04128..0000000 --- a/licenses/lgpl-3.0.txt +++ /dev/null @@ -1,165 +0,0 @@ - GNU LESSER GENERAL PUBLIC LICENSE - Version 3, 29 June 2007 - - Copyright (C) 2007 Free Software Foundation, Inc. - Everyone is permitted to copy and distribute verbatim copies - of this license document, but changing it is not allowed. - - - This version of the GNU Lesser General Public License incorporates -the terms and conditions of version 3 of the GNU General Public -License, supplemented by the additional permissions listed below. - - 0. Additional Definitions. - - As used herein, "this License" refers to version 3 of the GNU Lesser -General Public License, and the "GNU GPL" refers to version 3 of the GNU -General Public License. - - "The Library" refers to a covered work governed by this License, -other than an Application or a Combined Work as defined below. - - An "Application" is any work that makes use of an interface provided -by the Library, but which is not otherwise based on the Library. -Defining a subclass of a class defined by the Library is deemed a mode -of using an interface provided by the Library. - - A "Combined Work" is a work produced by combining or linking an -Application with the Library. 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IN NO EVENT SHALL THE -AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE -SOFTWARE. diff --git a/models/anime4k-mode-a.glsl b/models/anime4k-mode-a.glsl new file mode 100644 index 0000000..fdf3809 --- /dev/null +++ b/models/anime4k-mode-a.glsl @@ -0,0 +1,2309 @@ +// MIT License + +// Copyright (c) 2019-2021 bloc97 +// All rights reserved. + +// Permission is hereby granted, free of charge, to any person obtaining a copy +// of this software and associated documentation files (the "Software"), to deal +// in the Software without restriction, including without limitation the rights +// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +// copies of the Software, and to permit persons to whom the Software is +// furnished to do so, subject to the following conditions: + +// The above copyright notice and this permission notice shall be included in all +// copies or substantial portions of the Software. + +// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +// SOFTWARE. + +//!DESC Anime4K-v4.0-De-Ring-Compute-Statistics +//!HOOK MAIN +//!BIND HOOKED +//!SAVE STATSMAX +//!COMPONENTS 1 + +#define KERNELSIZE 5 //Kernel size, must be an positive odd integer. +#define KERNELHALFSIZE 2 //Half of the kernel size without remainder. Must be equal to trunc(KERNELSIZE/2). + +float get_luma(vec4 rgba) { + return dot(vec4(0.299, 0.587, 0.114, 0.0), rgba); +} + +vec4 hook() { + + float gmax = 0.0; + + for (int i=0; iRGB matrix has 1 for every row... (which is the case for BT.709) + //Otherwise we would need to convert RGB to YUV, modify Y then convert back to RGB. + return HOOKED_tex(HOOKED_pos) - (current_luma - new_luma); +} +// MIT License + +// Copyright (c) 2019-2021 bloc97 +// All rights reserved. + +// Permission is hereby granted, free of charge, to any person obtaining a copy +// of this software and associated documentation files (the "Software"), to deal +// in the Software without restriction, including without limitation the rights +// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +// copies of the Software, and to permit persons to whom the Software is +// furnished to do so, subject to the following conditions: + +// The above copyright notice and this permission notice shall be included in all +// copies or substantial portions of the Software. + +// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +// SOFTWARE. + +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x3 +//!HOOK MAIN +//!BIND MAIN +//!SAVE conv2d_tf +//!WIDTH MAIN.w +//!HEIGHT MAIN.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (MAIN_texOff(vec2(x_off, y_off))) +vec4 hook() { + vec4 result = mat4(0.1690102, -0.2560719, 0.39658326, -0.3679659, -0.27616683, -0.35619372, -0.3748396, 0.08430813, -0.29574734, -0.31511316, -0.09773105, 0.13616018, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, -1.0); + result += mat4(-0.1326393, -0.259433, 0.025070239, 0.58914864, -0.036478516, 0.30723435, 0.007458902, 0.012962684, 0.2493056, 0.13007334, -0.08448256, -0.38414413, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, 0.0); + result += mat4(-0.11539356, 0.35253766, 0.26143202, 0.2760807, -0.09371543, -0.028165473, -0.028452158, -0.27050856, 0.06718067, -0.0056619495, -0.17654495, 0.17288211, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, 1.0); + result += mat4(-0.16145481, -0.3204927, -0.54317135, 0.11830119, 0.49315026, 0.12008072, 0.50857407, -0.30382085, 0.25807253, 0.020755528, 0.29388228, 0.106109895, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, -1.0); + result += mat4(-0.22728722, 0.50484747, -0.07904469, 0.33114597, 0.50306976, -0.22760947, 0.14773269, 0.17628263, 0.14788547, -0.08223464, -0.10880935, -0.3151985, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, 0.0); + result += mat4(0.3414351, 0.057279214, -0.14419858, 0.09761111, -0.11794496, 0.021717256, -0.22750235, 0.13986664, -0.38932344, 0.28996095, 0.3773904, 0.13175532, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, 1.0); + result += mat4(0.1376552, -0.19587159, -0.35147396, -0.097646296, 0.1686707, -0.14385861, 0.031198, 0.12383533, -0.23089902, 0.08707301, 0.3362293, -0.100579016, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, -1.0); + result += mat4(-0.056774966, 0.047585852, -0.36395878, -0.20211312, 0.4077735, 0.12631284, 0.39813092, -0.033365678, 0.2307249, -0.09131807, 0.20823865, 0.31084216, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, 0.0); + result += mat4(-0.12456089, 0.09755632, 0.31490886, -0.06579996, -0.13386595, 0.07564795, -0.26605195, -0.075180635, -0.11182657, 0.06757017, -0.14351276, -0.16828312, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, 1.0); + result += vec4(-0.046043985, 0.055581126, -0.08791638, -0.13022089); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x3 +//!HOOK MAIN +//!BIND MAIN +//!SAVE conv2d_tf1 +//!WIDTH MAIN.w +//!HEIGHT MAIN.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (MAIN_texOff(vec2(x_off, y_off))) +vec4 hook() { + vec4 result = mat4(-0.15485518, -0.29363206, -0.22610365, -0.14291525, -0.45240572, -0.18319772, -0.12209436, 0.15031648, 0.09878383, 0.06711082, 0.25763842, -0.084633484, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, -1.0); + result += mat4(-0.10204406, 0.16167697, 0.22371867, -0.37947702, -0.24476196, -0.038824454, 0.060157117, 0.15764871, -0.08072927, -0.2210841, -0.31835055, 0.009979876, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, 0.0); + result += mat4(0.20506924, 0.21132155, -0.0922578, -0.07430473, 0.14529926, 0.20549752, 0.0077948375, 0.13246094, -0.32353187, 0.21074104, 0.092629515, 0.17590871, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, 1.0); + result += mat4(0.04125819, -0.44050243, 0.23729716, 0.3218237, 0.12943116, -0.011674174, 0.10390632, 0.027775545, -0.20308031, -0.16904089, -0.2121676, -0.022515794, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, -1.0); + result += mat4(0.09664124, 0.20127031, 0.60345304, 0.16697013, 0.23093723, -0.38116834, 0.109695725, 0.0007595324, 0.4092646, 0.009624758, 0.11229678, 0.25326383, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, 0.0); + result += mat4(0.014879592, 0.19204311, 0.07102085, -0.7312604, 0.34860876, 0.3429918, -0.027331594, 0.27636307, 0.1342437, 0.107820466, -0.12645108, 0.21081445, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, 1.0); + result += mat4(-0.12687613, -0.09247973, -0.25973785, 0.4350873, -0.18987224, 0.028678741, -0.0903819, -0.63974863, 0.205591, 0.11308998, 0.18458389, -0.4149041, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, -1.0); + result += mat4(0.34691808, -0.025498383, 0.3428986, 0.21663484, 0.23404741, -0.1725327, -0.0036315925, -0.13299675, -0.1873967, 0.031331502, -0.08785591, -0.0013278709, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, 0.0); + result += mat4(-0.35846514, 0.048703704, -0.104165934, 0.16529736, -0.15378916, 0.26030356, -0.07134151, 0.03692383, -0.15807101, -0.18885155, 0.044707954, -0.11444462, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, 1.0); + result += vec4(-0.0022791293, -0.024132347, -0.57621074, 0.028573977); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_tf +//!BIND conv2d_tf1 +//!SAVE conv2d_1_tf +//!WIDTH conv2d_tf.w +//!HEIGHT conv2d_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.010346764, 0.07230188, -0.24734616, -0.09937907, 0.02228549, -0.19550583, -0.019540425, -0.1037373, 0.033996485, -0.075554, -0.20228972, 0.07090153, -0.09194035, -0.058972966, 0.1768268, 0.27517542) * go_0(-1.0, -1.0); + result += mat4(0.020078976, 0.12433655, -0.1620775, 0.036401592, 0.079748705, 0.11660013, 0.17917652, -0.017513236, -0.18936846, 0.24478136, -0.45726213, -0.045004416, -0.08295188, 0.067733586, -0.080548316, 0.2744211) * go_0(-1.0, 0.0); + result += mat4(0.024916803, 0.27562472, 0.043771956, -0.012240604, 0.0786355, 0.042651594, 0.16049327, -0.14577515, -0.032735053, 0.17658092, 0.16382934, -0.02337374, 0.11551492, 0.056343183, -0.17930213, 0.14259394) * go_0(-1.0, 1.0); + result += mat4(0.20010485, 0.06747722, -0.19026905, 0.11013709, 0.13062745, -0.044626113, -0.0062261797, 0.2189639, 0.1403497, -0.022713251, -0.19452858, -0.010305412, -0.06407589, 0.09836748, 0.025805516, 0.23430973) * go_0(0.0, -1.0); + result += mat4(-0.14664203, 0.034910418, 0.024714258, -0.066872925, -0.15717538, -0.14179383, -0.14091893, 0.05859166, 0.18919097, -0.18544437, -0.09068573, -0.08615929, -0.051434122, 0.2170678, 0.18409058, -0.17461225) * go_0(0.0, 0.0); + result += mat4(-0.11354446, 0.10745854, 0.2682663, 0.05949201, -0.10695986, 0.1407851, -0.03551388, 0.10691649, -0.17148238, -0.38287184, 0.2074456, 0.11828914, 0.048535194, 0.1464864, -0.18169662, -0.14074169) * go_0(0.0, 1.0); + result += mat4(0.22160622, -0.1513045, -0.053284165, 0.033202525, 0.15574448, -0.043640967, -0.0093824165, -0.0019965349, -0.097964935, -0.08289824, 0.08239996, 0.07868361, 0.05731752, -0.20441617, -0.013016076, -0.253108) * go_0(1.0, -1.0); + result += mat4(-0.031249097, -0.2272863, 0.23573665, 0.03357689, 0.011395065, -0.10885564, -0.06287508, -0.031719524, 0.10331069, 0.17560169, 0.18303394, 0.022961004, -0.17011635, -0.24371737, 0.10678694, -0.3222825) * go_0(1.0, 0.0); + result += mat4(-0.1275465, -0.08844758, 0.10994917, -0.00910273, 0.09393154, 0.03894992, 0.14367905, -0.11811715, -0.09077633, -0.015776094, 0.27427456, -0.13283503, 0.18724327, -0.08139094, 0.04933602, -0.051852766) * go_0(1.0, 1.0); + result += mat4(-0.06764611, -0.27426586, 0.12045272, 0.09410856, -0.14258035, 0.11802992, -0.09093882, 0.0022018093, 0.4590643, 0.046258576, -0.07827223, 0.448011, -0.103631735, -0.016930219, -0.15421398, 0.11045997) * go_1(-1.0, -1.0); + result += mat4(-0.17295076, 0.00151352, 0.14938255, 0.08336512, -0.07496541, -0.07561223, -0.0846474, 0.14979269, -0.09142163, 0.23925088, -0.015199518, -0.37749895, -0.20636298, -0.022585187, -0.20371509, 0.0745308) * go_1(-1.0, 0.0); + result += mat4(0.06458832, -0.009722021, -0.123604394, 0.06548835, -0.3039139, -0.022024399, 0.05297587, -0.0626883, 0.23556642, 0.1516464, -0.07004877, -0.1845364, -0.05918428, 0.19158973, -0.14983447, 0.030489758) * go_1(-1.0, 1.0); + result += mat4(0.36604697, 0.17516142, -0.10853731, -0.22694224, -0.107650936, 0.23013335, 0.094055794, -0.17047717, -0.3006048, -0.08621717, -0.18815655, -0.03570218, 0.09676118, -0.017718751, 0.059138596, 0.073388465) * go_1(0.0, -1.0); + result += mat4(-0.12791575, 0.101956226, 0.13091874, -0.046373338, 0.04955811, -0.04030444, 0.13869923, -0.046699073, -0.42611042, -0.7173929, 0.052184317, 0.6178025, -0.02929954, -0.07638965, -0.15000828, 0.030710017) * go_1(0.0, 0.0); + result += mat4(0.057806686, 0.20842272, -0.20148766, 0.006666912, 0.13356528, -0.45265228, -0.07354092, 0.21447696, 0.019552143, -0.13645506, 0.14643854, -0.0071413796, -0.15487236, -0.002250615, 0.30622452, 0.0033902125) * go_1(0.0, 1.0); + result += mat4(0.06896002, 0.24397352, -0.06479052, 0.20676947, -0.24259068, 0.055320013, -0.09032122, -0.11222854, -0.08982342, -0.114818625, -0.06399291, -0.3024516, -0.06302166, -0.1925528, 0.03458982, 0.028828239) * go_1(1.0, -1.0); + result += mat4(0.09764086, 0.09599894, -0.0073313303, 0.14418933, -0.045712367, 0.12657364, 0.04620374, -0.069778584, 0.30047333, -0.012418192, 0.15516461, -0.18087754, 0.08178273, 0.14262857, -0.01741533, -0.12509112) * go_1(1.0, 0.0); + result += mat4(0.04697884, -0.1506804, 0.031823065, 0.13397239, -0.18396698, 0.10681781, -0.29586303, -0.0039136545, 0.17560847, -0.12486726, -0.018646788, -0.20688744, -0.030614454, -0.0527634, 0.23593572, -0.10542146) * go_1(1.0, 1.0); + result += mat4(-0.19182229, -0.32615846, 0.26283535, -0.1371942, -0.071202695, 0.12056063, -0.11450658, -0.27711076, -0.42096004, 0.0014352369, 0.1559669, -0.14464542, -0.17973948, 0.079166576, -0.12501791, -0.20623216) * go_2(-1.0, -1.0); + result += mat4(0.12469872, 0.32190827, -0.059510354, 0.1393449, -0.12845798, -0.019571869, -0.22630808, -0.14031963, 0.36072046, 0.05858427, 0.19278921, 0.121090546, -0.067538865, -0.018770566, 0.14318037, -0.15561756) * go_2(-1.0, 0.0); + result += mat4(0.024663208, 0.21110268, -0.016415706, 0.060093414, -0.03739678, -0.107412934, -0.077527136, 0.30331334, 0.17196326, -0.15512557, -0.09499732, -0.15748607, -0.16680105, -0.015185634, 0.16114107, -0.21288376) * go_2(-1.0, 1.0); + result += mat4(-0.17739037, -0.1190967, 0.13191372, -0.2527187, -0.14992718, -0.30511454, 0.19145966, 0.002194003, -0.12888977, 0.19152176, 0.27528167, 0.099714965, 0.12865707, -0.12051514, -0.055013947, 0.26231763) * go_2(0.0, -1.0); + result += mat4(0.46433613, -0.11708138, -0.20157282, 0.32022122, 0.079468675, 0.029407484, 0.2559102, -0.15651533, 0.08644574, -0.09747344, -0.07528584, 0.17354868, 0.19167562, -0.17698488, -0.09896657, 0.17093097) * go_2(0.0, 0.0); + result += mat4(0.20283653, -0.33680332, 0.2282385, 0.18832158, 0.20866042, 0.00076752366, 0.16471444, -0.21548858, 0.16193539, 0.17141372, 0.03140222, 0.03913644, -0.030161971, 0.00014570929, 0.08993654, -0.064823024) * go_2(0.0, 1.0); + result += mat4(-0.3075755, 0.19942546, 0.015526995, -0.120868504, -0.254515, -0.07791228, 0.03271691, 0.11794217, 0.11258601, 0.045204375, -0.061196107, -0.115958795, 0.3861869, 0.048215542, 0.07016682, -0.009975758) * go_2(1.0, -1.0); + result += mat4(-0.07623697, 0.16094944, -0.02283455, 0.14112763, -0.051149167, 0.20429814, 0.011314802, 0.18914083, -0.24240434, -0.08784008, -0.16763984, -0.08492233, 0.31062725, -0.11925119, -0.33195966, 0.2060798) * go_2(1.0, 0.0); + result += mat4(-0.016709225, -0.14472668, -0.3677625, -0.09832719, 0.030297454, -0.05775362, -0.1401375, 0.08119674, -0.01795042, 0.05183797, -0.24320887, 0.066842034, -0.22245285, -0.02740993, 0.06316751, 0.053399116) * go_2(1.0, 1.0); + result += mat4(-0.039214406, -0.08876633, 0.045552462, 0.19226661, 0.1355001, -0.13942362, 0.17398876, 0.2914014, -0.191809, 0.037143208, 0.013333581, -0.16632195, 0.113767646, -0.106692605, 0.1589787, 0.030107044) * go_3(-1.0, -1.0); + result += mat4(0.21997562, 0.13855208, -0.05783191, -0.033682413, -0.010961168, 0.10524961, 0.02177416, 0.18289444, 0.043692037, 0.07853899, -0.039936125, -0.1004449, 0.04494073, -0.020680292, 0.17578089, -0.106598996) * go_3(-1.0, 0.0); + result += mat4(0.026852835, -0.16037546, 0.11278316, 0.12656097, -0.006857894, -0.03400118, -0.051564034, 0.00085412664, -0.37556714, -0.05279987, 0.029383834, -0.14246808, -0.056380164, -0.002399925, 0.16025752, 0.036324855) * go_3(-1.0, 1.0); + result += mat4(0.022709966, 0.046350412, 0.03390721, 0.02810572, -0.14394265, 0.04215361, -0.3206118, 0.15034916, -0.0028448137, 0.1682989, -0.042686664, 0.020543462, -0.2786501, -0.007482015, -0.040313292, -0.20745736) * go_3(0.0, -1.0); + result += mat4(0.05417556, 0.18728684, -0.046121832, -0.27939513, 0.05907976, -0.09191223, -0.16625418, -0.26038164, 0.39956605, -0.052594025, -0.0596556, 0.29517552, -0.015181923, -0.0763375, 0.25131205, 0.13038464) * go_3(0.0, 0.0); + result += mat4(-0.036903054, -0.0066989153, -0.062650286, 0.05614359, -0.0064960583, 0.028512698, -0.10906273, -0.010047654, 0.23030473, 0.049983572, 0.10439064, 0.26643834, 0.05041243, 0.09185424, -0.32352915, 0.11295159) * go_3(0.0, 1.0); + result += mat4(0.09724027, -0.34962535, 0.06586686, 0.016635379, 0.13831381, 0.01707076, -0.04690347, 0.022350075, 0.018352794, 0.022000022, 0.070613205, 0.117735535, -0.025971051, 0.18832101, -0.09643588, -0.08512127) * go_3(1.0, -1.0); + result += mat4(-0.17324433, 0.06810613, -0.057295907, -0.05115964, -0.101570815, 0.12491774, 0.08762367, -0.005862404, -0.05342927, -0.031942457, -0.039624047, -0.04298937, -0.1303138, -0.11869282, -0.024832053, 0.070463404) * go_3(1.0, 0.0); + result += mat4(-0.010514842, 0.1376259, -0.11750346, -0.03786737, 0.03459249, 0.015408171, -0.031430878, -0.060825355, -0.072958425, -0.0037895301, 0.041686177, -0.12352204, -0.06261361, 0.054514423, -0.34072715, 0.13860728) * go_3(1.0, 1.0); + result += vec4(0.018166734, -0.11002478, -0.05554318, -0.0988193); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_tf +//!BIND conv2d_tf1 +//!SAVE conv2d_1_tf1 +//!WIDTH conv2d_tf.w +//!HEIGHT conv2d_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.040142782, 0.0288423, 0.07569487, -0.01490842, 0.14402796, -0.13682005, 0.027765118, 0.03907358, 0.07117706, 0.058157545, -0.23862502, -0.057674367, -0.19220531, 0.0147159435, -0.18028538, 0.0963821) * go_0(-1.0, -1.0); + result += mat4(-0.1676744, -0.11937339, 0.12137117, 0.07119485, 0.14148116, -0.043578617, -0.029261118, -0.0016938087, -0.057269357, -0.080076694, 0.12193026, 0.07326153, -0.056278303, -0.01630716, -0.03792076, 0.1483611) * go_0(-1.0, 0.0); + result += mat4(-0.3021578, 0.011601693, 0.11266048, 0.19086999, -0.0122412145, 0.08431291, 0.11615175, -0.008039614, -0.39987534, 0.07820729, 0.03509667, 0.1963505, -0.08839513, -0.21571854, 0.059425723, -0.06830175) * go_0(-1.0, 1.0); + result += mat4(0.23135209, -0.12452708, 0.0943565, 0.0028859286, -0.09836373, 0.10681712, -0.3535964, 0.08457615, 0.045332734, 0.16579892, -0.03809797, -0.021596594, 0.2937497, -0.028294371, 0.046484597, -0.037604347) * go_0(0.0, -1.0); + result += mat4(0.072675414, -0.16431206, 0.28952035, 0.0076831076, -0.020242939, 0.029483542, -0.092415355, 0.08673106, 0.12109694, 0.14307201, 0.23134442, 0.11731775, 0.09981601, -0.16968462, 0.037470713, 0.14948717) * go_0(0.0, 0.0); + result += mat4(0.0029752052, 0.06526503, 0.1866458, 0.07451277, -0.31836876, 0.17115082, -0.13969697, 0.23844297, -0.03244903, -0.08832665, 0.023691226, -0.18230624, -0.074933805, -0.00044301842, 0.050572682, 0.081511915) * go_0(0.0, 1.0); + result += mat4(0.039502528, 0.051221415, -0.13968123, -0.091212444, -0.016925618, 0.15409444, -0.017455677, -0.11653652, 0.03539446, -0.00087720866, -0.12839639, 0.037198763, 0.03674469, -0.26444665, 0.019721227, -0.13013805) * go_0(1.0, -1.0); + result += mat4(0.039229527, 0.25667152, 0.0032586441, -0.00718359, 0.1617932, 0.10409968, 0.07182867, -0.09810605, 0.07789241, -0.02014911, 0.025767172, -0.14604759, 0.07175764, 0.32513744, -0.20473222, -0.16266066) * go_0(1.0, 0.0); + result += mat4(0.13418433, 0.061813723, -0.13927278, -0.2498272, 0.03468218, 0.29483125, 0.063289374, -0.04726235, 0.1898295, -0.33132064, 0.032045014, 0.02159535, -0.1148363, 0.31306976, 0.06456038, 0.048988886) * go_0(1.0, 1.0); + result += mat4(0.07151646, 0.2799246, -0.107190795, -0.16431166, -0.28007045, 0.07206954, 0.06775463, 0.009758042, 0.07032184, -0.20843789, 0.087045245, 0.1360676, -0.25718534, 0.028249472, -0.12614648, 0.009949602) * go_1(-1.0, -1.0); + result += mat4(0.020241471, -0.23390484, -0.0083223935, 0.08344701, 0.08222297, 0.12026539, -0.08652223, -0.08228822, -0.039576706, -0.24677879, -0.1157289, 0.2590508, -0.23809408, 0.19911982, -0.116798095, -0.035870325) * go_1(-1.0, 0.0); + result += mat4(0.024991842, 0.050509237, -0.024134455, -0.12659028, 0.24089767, 0.122712664, -0.10482493, -0.19403952, -0.19177693, -0.06538376, -0.041478425, 0.32176673, -0.1534002, -0.18680622, 0.06763643, 0.020806564) * go_1(-1.0, 1.0); + result += mat4(0.03437814, -0.28067374, 0.2830681, 0.038812317, -0.021698112, -0.120865285, 0.22695538, -0.045419116, -0.030475847, -0.01977341, -0.1265364, -0.3109814, 0.012255813, 0.053917278, -0.018620957, -0.14599285) * go_1(0.0, -1.0); + result += mat4(-0.016204128, -0.04093018, 0.054571863, 0.02679643, 0.01756274, -0.057685968, 0.16148666, 0.17370272, -0.11065411, 0.06378157, -0.09331551, 0.22985275, 0.057905316, 0.12323568, 0.07748665, 0.09878629) * go_1(0.0, 0.0); + result += mat4(-0.018112244, 0.063234635, -0.013184602, 0.16241394, 0.08877139, 0.02145378, -0.02490027, -0.038920373, 0.13127136, 0.14391647, 0.020553736, 0.14401346, 0.06685973, -0.25398204, 0.10369067, -0.055949755) * go_1(0.0, 1.0); + result += mat4(0.07710333, 0.047412727, 0.13813803, 0.18624061, 0.16907091, -0.039532468, 0.06234584, 0.06408178, -0.054543987, -0.045220226, -0.11093376, -0.37399602, 0.20372874, 0.004580967, -0.07742308, 0.017989937) * go_1(1.0, -1.0); + result += mat4(0.003485311, -0.08897399, -0.013108594, -0.19473282, -0.27081844, -0.16812073, 0.0052992934, -0.055331517, 0.09446357, 0.019280333, 0.16560757, -0.3230032, 0.043096773, 0.059222896, -0.064184934, -0.059852477) * go_1(1.0, 0.0); + result += mat4(0.06794279, -0.034135245, 0.083064295, 0.13506731, 0.13064219, -0.44978833, -0.03513717, 0.08999715, 0.1124541, 0.42208397, -0.0038724816, -0.014332087, -0.13751853, -0.04929869, 0.09134992, -0.17687531) * go_1(1.0, 1.0); + result += mat4(0.100909084, -0.0131197255, 0.082274795, -0.2138443, -0.08515947, -0.021058358, 0.10951775, -0.06349191, -0.29129833, -0.029262653, 0.25235432, -0.11748315, 0.121980384, 0.062347785, 0.10916932, -0.15993518) * go_2(-1.0, -1.0); + result += mat4(0.28893283, -0.05677308, -0.2641288, -0.058937225, -0.16187571, 0.006647366, -0.063294955, 0.04766719, 0.60601914, -0.07831864, -0.15710756, -0.011491797, 0.15587467, -0.08105375, 0.07847514, -0.2803333) * go_2(-1.0, 0.0); + result += mat4(-0.077989794, -0.09871811, -0.3516344, 0.15292728, 0.010889273, 0.0011189661, -0.16118282, -0.018821161, -0.039708678, -0.00060983415, -0.06367813, 0.009148068, 0.03919827, 0.18782744, 0.028040757, -0.10230145) * go_2(-1.0, 1.0); + result += mat4(-0.4079609, 0.18640275, -0.12475227, 0.13891742, 0.25121725, 0.16942379, 0.14409852, 0.087600805, 0.045335658, -0.12683709, -0.0077387216, 0.06563413, -0.19857128, 0.106910795, -0.048285246, 0.10768945) * go_2(0.0, -1.0); + result += mat4(0.5989075, 0.20941062, -0.20086494, 0.13344856, 0.073034994, 0.22358665, 0.101664364, -0.13463663, 0.18816395, -0.061176624, -0.14712185, 0.027320342, -0.09529667, 0.031148786, -0.28744993, 0.18698911) * go_2(0.0, 0.0); + result += mat4(0.14799193, 0.39471942, -0.23340325, -0.4031061, 0.18926248, -0.11091216, 0.118981816, -0.09155061, 0.17049436, 0.19803695, -0.1513267, 0.023817873, 0.0090933135, -0.04134864, 0.060486555, 0.03536634) * go_2(0.0, 1.0); + result += mat4(-0.39094314, 0.01779997, 0.12710269, 0.0067333193, -0.31255835, -0.08206612, -0.048528638, 0.369439, -0.19351655, -0.03420455, 0.15831526, -0.052294146, -0.08481741, 0.0787108, 0.1312136, -0.108919285) * go_2(1.0, -1.0); + result += mat4(-0.16068119, -0.42190582, 0.19383872, -0.018445708, 0.09803051, -0.020769652, -0.022599563, -0.052448895, -0.20645833, -0.031432863, 0.0025441595, 0.03410379, -0.20268854, 0.04481527, 0.05191063, 0.42317194) * go_2(1.0, 0.0); + result += mat4(-0.12786235, -0.23936178, 0.116561726, 0.30756372, -0.09420156, -0.044529166, -0.03585749, 0.1829332, -0.23939075, 0.24030831, 0.019878127, -0.015069802, 0.24300557, -0.22558568, -0.104956664, -0.09393648) * go_2(1.0, 1.0); + result += mat4(-0.04607054, 0.012677649, -0.027597688, 0.1618836, 0.29210827, 0.014221155, -0.13591036, -0.06895336, -0.09559534, 0.07956421, -0.11112994, -0.13325493, 0.24562472, 0.11046177, 0.057847694, 0.0016315983) * go_3(-1.0, -1.0); + result += mat4(-0.03365951, 0.027391057, 0.09653403, -0.14718771, -0.049631152, -0.06467214, -0.058545876, 0.1424002, -0.06320376, 0.181183, 0.10249362, -0.16052136, 0.3013475, -0.04156266, 0.08862033, 0.06888033) * go_3(-1.0, 0.0); + result += mat4(0.10045977, -0.004198456, -0.025856055, 0.05739418, -0.1328637, -0.025975171, 0.06553717, 0.11301186, 0.0704087, -0.083569765, 0.16066101, -0.24453588, 0.25370175, 0.037184533, 0.062386766, -0.20025635) * go_3(-1.0, 1.0); + result += mat4(-0.017958941, 0.06417776, -0.1525265, 0.12451173, 0.14567685, -0.0049682115, -0.23973411, -0.0783304, -0.010629432, 0.08055161, 0.2028341, 0.17640644, -0.20445108, -0.055524793, -0.019326134, 0.081288636) * go_3(0.0, -1.0); + result += mat4(0.007882519, -0.03722546, 0.053249408, 0.00071846246, -0.07053029, -0.21583866, 0.1415364, -0.19486657, 0.20685542, 0.17660026, -0.32156837, 0.1746825, -0.14957622, -0.09224378, -0.098153435, -0.13054638) * go_3(0.0, 0.0); + result += mat4(0.10051427, -0.17398237, 0.09842799, -0.14187703, 0.116901085, -0.1229543, -0.0007776771, -0.20410055, -0.11373484, -0.111150615, -0.1974002, -0.11641459, 0.024105398, 0.24985977, 0.015871854, -0.10724633) * go_3(0.0, 1.0); + result += mat4(-0.18081793, 0.1209351, -0.12867971, -0.019415248, 0.062617876, -0.037130393, -0.07803658, -0.22862352, 0.2586428, -0.030090366, -0.11894069, 0.18087515, -0.40921417, 0.070013195, 0.030540073, 0.035120826) * go_3(1.0, -1.0); + result += mat4(-0.13185939, 0.12992652, 0.08125049, 0.075331174, 0.064219765, 0.056629725, -0.020012032, -0.0855444, -0.044063166, -0.05396545, -0.028002812, 0.21837157, -0.15206428, -0.12681007, 0.14895032, 0.12339962) * go_3(1.0, 0.0); + result += mat4(0.08066341, -0.14773634, -0.0212227, -0.014011867, -0.048505764, 0.075407125, -0.020620076, 0.0003291325, -0.21815202, -0.23136546, 0.10853532, -0.036058456, 0.10952532, -0.052677035, -0.13005799, 0.18398996) * go_3(1.0, 1.0); + result += vec4(0.022609137, -0.028548084, 0.024431901, 0.010504478); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_1_tf +//!BIND conv2d_1_tf1 +//!SAVE conv2d_2_tf +//!WIDTH conv2d_1_tf.w +//!HEIGHT conv2d_1_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_1_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_1_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_1_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_1_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.069641694, 0.104958326, 0.14786446, 0.027633663, -0.004279524, -0.020451711, 0.0883571, -0.016224537, 0.13585235, 0.11078269, 0.20198658, -0.042161036, 0.020466218, 0.20994963, 0.20072585, -0.028024657) * go_0(-1.0, -1.0); + result += mat4(0.050872434, 0.12874635, 0.1298729, 0.115810685, 0.07087254, 0.09885682, 0.23018982, 0.19187538, 0.10953604, 0.0033836907, -0.13325337, 0.09830315, -0.06528767, 0.05096927, -0.016355392, -0.039334368) * go_0(-1.0, 0.0); + result += mat4(0.027010268, 0.018263958, 0.0360758, 0.016791478, 0.2815702, 0.15517488, 0.43415815, 0.044976447, -0.0070842914, -0.12546758, 0.16874593, 0.077622116, 0.02252915, 0.1769774, 0.07181055, -0.15128697) * go_0(-1.0, 1.0); + result += mat4(0.057129618, 0.118046716, 0.07237424, -0.07842637, -0.044214778, -0.12886304, 0.08603301, -0.10416606, -0.15852053, 0.3788151, 0.26181692, -0.09092249, 0.31635332, 0.064212754, 0.21923725, 0.07500004) * go_0(0.0, -1.0); + result += mat4(-0.16981383, 0.044409662, -0.3717617, -0.031610407, 0.03658662, -0.09459229, -0.09449437, -0.014000666, -0.19656453, 0.03934163, -0.16304104, -0.12761801, -0.06235523, 0.16438273, -0.036933117, -0.095564745) * go_0(0.0, 0.0); + result += mat4(0.09725091, 0.034022827, 0.17699842, 0.1079676, -0.13236652, 0.03718181, -0.06968635, -0.23288171, 0.10275666, 0.08464966, -0.37162134, -0.35782215, -0.11023659, 0.2519236, -0.035197742, -0.019324787) * go_0(0.0, 1.0); + result += mat4(-0.09968464, 0.01102193, 0.0073735216, 0.011999313, -0.004998707, 0.09518938, 0.045727003, -0.21544908, 0.006879454, -0.06398254, -0.12584935, -0.06759933, -0.0820037, -0.07775104, 0.021957919, -0.122708224) * go_0(1.0, -1.0); + result += mat4(-0.08869767, 0.031296413, -0.0034280645, 0.13778855, 0.10073061, -0.08393937, -0.032959275, -0.0500518, 0.010908757, -0.09189417, -0.057760105, 0.17652664, -0.08729078, -0.09639096, -0.25654703, 0.055152636) * go_0(1.0, 0.0); + result += mat4(0.0027847723, -0.12885433, 0.038065907, 0.17450769, 0.0864409, 0.04592345, -0.015443841, 0.077010944, 0.08967368, 0.06800111, -0.23636387, 0.35023567, 0.03165923, 0.03132063, 0.17964344, 0.035610788) * go_0(1.0, 1.0); + result += mat4(-0.032017227, -0.0022808525, -0.08470573, 0.05332408, -0.14674746, 0.025374275, -0.018281924, 0.041163016, 0.00096549373, 0.014724006, 0.004913065, 0.18494442, 0.034953076, -0.15731992, -0.13792977, 0.08041999) * go_1(-1.0, -1.0); + result += mat4(0.08305006, 8.6318905e-05, -0.007895379, 0.02731387, -0.061324496, 0.050034665, 0.22662131, -0.013876427, -0.074468784, -0.008136604, -0.23337875, -0.1742574, 0.011753501, -0.11666686, -0.22541048, -0.14549944) * go_1(-1.0, 0.0); + result += mat4(-0.028333234, 0.121047184, 0.06720256, -0.058930036, 0.030258363, 0.07292774, 0.06455556, 0.0019076486, 0.0073987027, 0.17144889, 0.06084024, -0.08762086, -0.114422195, -0.16595861, -0.08706028, -0.10736261) * go_1(-1.0, 1.0); + result += mat4(-0.02519315, -0.14611271, 0.0388848, 0.19481422, -0.05970354, -0.08391417, 0.18982239, -0.10447052, 0.15587378, -0.023997072, 0.0781739, 0.2182389, -0.023886079, -0.1422596, -0.13352804, 0.005008043) * go_1(0.0, -1.0); + result += mat4(0.08842712, -0.100292705, 0.18925671, 0.12198875, 0.061771665, -0.04473232, 0.025053164, 0.039047796, -0.1672479, -0.08934517, 0.33099812, -0.20269585, -0.21640155, -0.22029749, 0.16539703, -0.2442679) * go_1(0.0, 0.0); + result += mat4(-0.16332205, -0.101898365, 0.02919932, -0.11900455, 0.14442924, 0.0916815, 0.037550304, 0.024123482, 0.02042624, 0.033472955, -0.059437107, -0.18735693, -0.013749093, -0.06199881, -0.08685079, 0.04252364) * go_1(0.0, 1.0); + result += mat4(-0.09047013, -0.055188328, -0.09106191, -0.048969727, 0.05114009, -0.12753403, 0.07116141, 0.060749624, -0.074034564, -0.21952136, -0.09479503, 0.2753584, -0.014141759, -0.14883812, -0.0673838, -0.012279045) * go_1(1.0, -1.0); + result += mat4(0.013816464, -0.0747162, -0.19202435, -0.064403646, 0.34980014, 0.04375546, 0.20264609, 0.006684355, 0.11523799, 0.024674915, -0.08697566, -0.04662527, -0.12743855, -0.39463726, 0.0057380227, 0.01286557) * go_1(1.0, 0.0); + result += mat4(-0.08146522, 0.074080914, -0.16856177, -0.183158, 0.19228102, 0.12373886, 0.017574452, -0.01753772, 0.045071773, 0.07725093, 0.023422163, -0.011545186, 0.20751388, -0.10795588, 0.07606346, 0.10282933) * go_1(1.0, 1.0); + result += mat4(0.12512013, -0.102208994, -0.09125398, 0.12043188, -0.066011876, 0.08831903, -0.017038671, -0.005541508, -0.049607087, 0.08654939, -0.02037085, 0.26887566, 0.005012545, 0.01869507, -0.013064982, -0.010649147) * go_2(-1.0, -1.0); + result += mat4(0.006824864, -0.05071593, -0.20786697, -0.07327317, 0.011382597, 0.030494886, -0.04754353, -0.018284699, 0.01305972, -0.036589053, 0.26637617, 0.021887446, -0.026669119, -0.037982125, -0.063445956, -0.009104248) * go_2(-1.0, 0.0); + result += mat4(0.032602567, 0.07094331, 0.052653246, 0.08342047, -0.085082285, -0.14674088, -0.23073354, -0.07915851, 0.0017120204, 0.032407638, -0.039819505, 0.16942178, 0.023192152, -0.0353237, 0.10930186, 0.22939779) * go_2(-1.0, 1.0); + result += mat4(0.0010455973, -0.11821993, -0.12639599, 0.12250084, -0.12756817, 0.11478416, -0.1862587, 0.016819192, 0.02110181, -0.25492984, -0.1766048, 0.22188173, -0.21305011, 0.113442205, 0.04599144, -0.15840286) * go_2(0.0, -1.0); + result += mat4(-0.15086032, -0.17428935, 0.39080557, 0.07576757, 0.121703945, 0.17944208, -0.003140103, -0.11231332, 0.12102969, 0.15310267, 0.17578171, 0.40631834, -0.21299168, 0.024928993, 0.030104794, 0.020753227) * go_2(0.0, 0.0); + result += mat4(-0.098734386, -0.020072265, -0.14308836, -0.08490801, 0.017175158, 0.02250534, 0.04060829, 0.033022214, 0.0046218676, 0.17923212, 0.0112105915, 0.09574084, 0.14819936, -0.14692923, 0.12634254, 0.060762513) * go_2(0.0, 1.0); + result += mat4(0.030521613, -0.097913325, -0.016720278, 0.11273997, 0.013019863, -0.06557118, 0.0405774, 0.0915019, 0.022414956, -0.053254984, 0.18639986, 0.07820968, 0.06498986, 0.058922634, -0.02240318, -0.086019725) * go_2(1.0, -1.0); + result += mat4(0.2058775, 0.01502064, 0.05847032, 0.007249146, 0.086483665, 0.19420148, 0.03892261, -0.013546935, -0.07980237, 0.04347281, -0.10376214, -0.1366535, 0.05285337, 0.07213318, 0.3642818, -0.11331124) * go_2(1.0, 0.0); + result += mat4(-0.025740806, 0.14551482, -0.037410017, -0.17477523, -0.11853099, -0.060820814, -0.102599286, -0.13267937, -0.103053465, -0.014044828, -0.01888072, -0.06499249, 0.22311528, -0.051850274, -0.034120858, 0.044562567) * go_2(1.0, 1.0); + result += mat4(-0.21360217, 0.10093803, -0.0016407765, -0.1473997, 0.26524043, 0.02112132, 0.23173104, -0.013157391, 0.05945182, 0.044635538, 0.06031638, -0.21435826, -0.10147484, 0.069090195, 0.09641844, -0.09581093) * go_3(-1.0, -1.0); + result += mat4(-0.08576515, -0.122861005, 0.049567085, -0.085854456, 0.23809357, -0.024966082, -0.10294079, 0.046241313, 0.008621132, -0.08323767, 0.20277941, 0.163423, -0.07386535, -0.088738985, 0.05274358, -0.025479877) * go_3(-1.0, 0.0); + result += mat4(-0.041135542, -0.008365642, 0.17088248, 0.04025207, 0.13809255, -0.056895368, -0.01582834, 0.07361908, -0.00068995473, -0.09300962, 0.19117641, 0.24832036, -0.06572358, -0.026025, -0.019093119, -0.049720034) * go_3(-1.0, 1.0); + result += mat4(0.024900286, 0.11525501, 0.025882801, 0.037742402, 0.36976853, 0.052211333, -0.15143296, 0.1802276, -0.059080046, 0.017990451, 0.026395092, -0.12689115, -0.07705386, 0.1232379, 0.13273561, -0.12521964) * go_3(0.0, -1.0); + result += mat4(-0.19788785, 0.044887315, 0.07663442, 0.16688696, -0.2842248, -0.15684547, 0.028387763, 0.0063470444, -0.012245601, -0.038382255, -0.8187406, -0.25245667, 0.23014604, 0.22746666, 0.1594356, 0.16469443) * go_3(0.0, 0.0); + result += mat4(-0.12663333, 0.014730006, 0.03765697, 0.15704912, -0.106595434, -0.05317512, -0.081759915, -0.08797109, 0.064620756, -0.06341419, 0.16493447, 0.23102313, 0.068325415, -0.088058695, 0.16885915, 0.036382258) * go_3(0.0, 1.0); + result += mat4(0.035389822, -0.11811836, -0.035656307, -0.0680554, 0.1338908, 0.065852076, 0.023307983, 0.0675308, 0.09690683, 0.18170924, 0.09862692, -0.20964378, -0.08601271, -0.20016764, -0.01879598, -0.14629345) * go_3(1.0, -1.0); + result += mat4(-0.27183273, 0.013525998, -0.14995874, -0.23938845, -0.26218823, -0.0009874097, -0.13385512, -0.10664239, -0.048931994, 0.039898522, 0.047444753, 0.10934722, 0.10969629, 0.123539805, 0.11692802, 0.14172275) * go_3(1.0, 0.0); + result += mat4(-0.1656506, 0.019683002, 0.0221048, 0.12596753, 0.20420644, -0.07930122, 0.04653823, 0.11492255, -0.0050175437, -0.03271697, 0.013389486, 0.034583613, -0.2196601, -0.1615663, -0.013763388, -0.056037936) * go_3(1.0, 1.0); + result += vec4(-0.022956269, 0.029688787, -0.070148066, -0.07163476); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_1_tf +//!BIND conv2d_1_tf1 +//!SAVE conv2d_2_tf1 +//!WIDTH conv2d_1_tf.w +//!HEIGHT conv2d_1_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_1_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_1_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_1_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_1_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.15104648, 0.05522861, -0.0654341, -0.053517453, -0.08264124, -0.0062249107, -0.20364265, -0.05015117, -0.18837251, 0.030655831, 0.046844713, -0.20673253, -0.14042036, -0.05655449, 0.13994302, 0.011745607) * go_0(-1.0, -1.0); + result += mat4(-0.16517559, 0.1489214, -0.09149559, 0.025003506, -0.124926426, 0.16974348, -0.020857265, 0.08017403, 0.21836148, 0.0025619378, 0.2331612, 0.085599184, -0.030934382, -0.055194855, 0.09527726, -0.10081552) * go_0(-1.0, 0.0); + result += mat4(0.041800212, 0.028859638, 0.09395546, 0.05211183, -0.038541477, 0.021495212, 0.04862346, -0.007864793, 0.038407274, -0.13841268, -0.14963801, 0.26470762, 0.16691841, -0.07262008, 0.034374326, -0.14709206) * go_0(-1.0, 1.0); + result += mat4(0.00094978884, -0.028974704, -0.0900548, -0.08401967, -0.08935931, -0.043606587, -0.14497143, -0.05226239, -0.21516493, 0.19410603, -0.089924194, -0.04335071, -0.012618276, -0.2671613, 0.020422975, -0.037739716) * go_0(0.0, -1.0); + result += mat4(-0.13403237, -0.02524383, -0.03474901, 0.054432765, 0.11946775, 0.107336655, -0.1431715, -0.13370377, 0.015087512, -0.1917613, 0.073493585, 0.2788855, -0.010510839, 0.06891479, -0.06741307, -0.05271205) * go_0(0.0, 0.0); + result += mat4(-0.15432046, 0.04021662, -0.16979513, 0.13660534, -0.10518303, -0.10095502, -0.13092068, 0.022805348, -0.16676381, -0.4273298, 0.020867536, 0.3506733, -0.29459694, -0.055828743, -0.069241956, 0.04106382) * go_0(0.0, 1.0); + result += mat4(-0.08890133, 0.07549666, -0.040735144, -0.1506932, -0.22227979, -0.0762723, -0.17766447, -0.05741318, -0.21885683, 0.2379157, -0.15525854, -0.07306285, 0.15580738, -0.04394069, -0.19175608, 0.018283797) * go_0(1.0, -1.0); + result += mat4(-0.08503275, -0.105500385, -0.114987396, -0.07166016, -0.2147138, 0.09378708, 0.24550334, -0.0834075, -0.033147786, -0.022304727, -0.31062204, 0.027651973, 0.109098755, 0.18889032, 0.1163026, 0.13863255) * go_0(1.0, 0.0); + result += mat4(0.15266588, -0.14901319, 0.033916786, 0.09381096, -0.08196443, -0.16194504, 0.035789456, 0.21234898, -0.48724765, 0.2619442, -0.11215393, 0.25061038, 0.022344576, 0.0116525125, 0.111661114, -0.15242295) * go_0(1.0, 1.0); + result += mat4(0.020475458, 0.0797404, -0.13576819, 0.009681671, 0.030504882, 0.049232908, 0.022025917, 0.16912088, -0.23914136, -0.084663324, 0.020925451, -0.1023938, 0.035916872, -0.07538111, -0.11470242, 0.15238516) * go_1(-1.0, -1.0); + result += mat4(-0.12941381, 0.08509899, -0.029489802, -0.09148447, -0.089406274, -0.116145454, -0.08979843, 0.11908148, 0.15473351, -0.21687616, 0.12607013, -0.08244334, -0.079580925, -0.16613089, -0.09287793, -0.03412643) * go_1(-1.0, 0.0); + result += mat4(-0.023578499, 0.07394217, -0.13069086, -0.1060499, -0.07559958, -0.21839201, 0.1090753, 0.0787872, 0.07677037, -0.25998843, 0.20039314, 0.046882212, 0.31871012, -0.3048051, 0.15118991, -0.00518087) * go_1(-1.0, 1.0); + result += mat4(-0.15338503, -0.11057532, 0.075839415, -0.18592294, -0.0155324, 0.038140323, -0.10498194, 0.09070477, 0.05108992, -0.047939524, -0.091004305, 0.09649005, -0.10967152, -0.051909525, -0.05314551, 0.09661584) * go_1(0.0, -1.0); + result += mat4(-0.14458802, -0.053263694, -0.0010885567, 0.23342133, 0.01918937, 0.12026143, -0.15691495, 0.30480555, -0.08725869, 0.19082253, 0.3594973, 0.016653897, 0.045152336, -0.088590585, 0.0069655925, 0.1392425) * go_1(0.0, 0.0); + result += mat4(0.17944881, -0.17950764, 0.13282645, 0.030974053, 0.32233685, 0.18067117, -0.11472813, 0.097301506, -0.047649745, -0.1053861, -0.081039384, 0.035132434, 0.10204545, 0.085582554, -0.13153993, -0.021741152) * go_1(0.0, 1.0); + result += mat4(-0.15573682, 0.16409989, -0.22574787, -0.03877603, -0.18285516, 0.11638645, 0.18321282, -0.017770218, 0.18230622, 0.16433364, -0.12795393, -0.03805153, 0.14386104, -0.0891527, -0.056928284, -0.10961495) * go_1(1.0, -1.0); + result += mat4(0.257622, 0.052519716, -0.25421762, -0.1887382, -0.083568096, -0.0064690276, -0.029110614, 0.103327505, -0.17006217, 0.2254096, -0.29366904, 0.04302887, -0.10198446, -0.24423616, 0.16781262, -0.005019004) * go_1(1.0, 0.0); + result += mat4(0.103393994, -0.059044626, -0.18192382, 0.0990813, -0.26143607, 0.11036474, 0.04788275, -0.096738026, 0.12825653, 0.13631694, -0.077904984, -0.020790676, -0.25118098, 0.122588515, -0.049440473, -0.10758222) * go_1(1.0, 1.0); + result += mat4(0.06693113, -0.13647175, 0.131139, 0.13143918, 0.081720434, 0.117537096, 0.15387627, -0.008771362, 0.08513583, 0.023794742, -0.0661625, 0.115793936, 0.0023350024, 0.02215075, -0.0494433, -0.013404977) * go_2(-1.0, -1.0); + result += mat4(0.041419264, -0.17622781, 0.028418267, 0.12114493, -0.23587078, 0.08457395, 0.014364018, -0.103271864, -0.051572207, -0.026424447, 0.16755055, -0.10763651, -0.033440586, 0.068594255, -0.050668504, 0.1941505) * go_2(-1.0, 0.0); + result += mat4(-0.2780181, 0.037816502, -0.11516711, -0.09822884, 0.13762361, -0.14317706, 0.14350282, 0.000623895, -0.08601606, 0.08118504, 0.15497385, -0.04721711, -0.008936935, -0.014223618, -0.09641698, -0.013884213) * go_2(-1.0, 1.0); + result += mat4(0.14349665, -0.03144472, -0.057813704, 0.0667044, 0.09026094, 0.051366236, 0.11139983, -0.015782114, -0.18314016, -0.18774192, 0.0014838242, 0.15759028, 0.062388215, 0.13626057, 0.02576217, -0.06317815) * go_2(0.0, -1.0); + result += mat4(0.07151769, 0.14508991, 0.1736844, -0.11487795, -0.07999805, -0.07797908, 0.037923355, -0.059138823, -0.23531209, -0.040207293, -0.068355694, -0.024296658, -0.114820175, 0.19726487, 0.21772414, 0.03659222) * go_2(0.0, 0.0); + result += mat4(0.16858695, -0.12135113, 0.009391182, -0.081519485, 0.13340487, 0.07007004, 0.094124354, 0.035519842, -0.3320139, -0.06624027, -0.14716229, -0.09205287, 0.12664132, -0.05655441, 0.0123263765, 0.04641279) * go_2(0.0, 1.0); + result += mat4(0.19018422, -0.15428329, -0.009354114, 0.04165953, 0.11024837, -0.107493006, -0.05807292, -0.048029456, 0.24319384, -0.10542357, -0.013699952, 0.06228662, -0.06808749, -0.023227982, 0.16528323, -0.05610251) * go_2(1.0, -1.0); + result += mat4(-0.008616222, 0.077674195, -0.08638503, 0.09293109, 0.072474636, 0.05004233, -0.20591061, -0.005301386, -0.15486047, 0.15038474, 0.1262478, 0.021724822, 0.02274613, -0.3088281, -0.08437887, -0.10684698) * go_2(1.0, 0.0); + result += mat4(-0.16960032, 0.09365251, -0.030414175, -0.010766254, 0.18181023, 0.12130318, 0.08913089, -0.06070321, 0.05200306, 0.092584535, 0.17694671, 0.033796314, -0.038107123, -0.04335955, -0.049443472, 0.30465958) * go_2(1.0, 1.0); + result += mat4(0.07661484, -0.009945252, 0.12866217, -0.07592757, -0.21030053, 0.014371748, -0.072458774, -0.04700072, 0.15534303, 0.2007125, -0.15699059, -0.032897495, 0.08110436, -0.11243608, 0.008632577, -0.10153441) * go_3(-1.0, -1.0); + result += mat4(-0.034697928, 0.06928288, -0.2796273, 0.14405379, 0.12248569, 0.036539096, 0.06607706, 0.077684596, -0.16473202, 0.1665916, -0.29977503, 0.21047153, 0.13114224, -0.091579035, -0.045458574, 0.03254245) * go_3(-1.0, 0.0); + result += mat4(0.053284872, 0.053366095, -0.26152626, -0.03123967, -0.031794485, 0.17670582, -0.07450994, 0.017521491, -0.040290453, 0.38342363, -0.25021288, -0.014660264, 0.1621895, 0.25041878, -0.12124821, 0.068036206) * go_3(-1.0, 1.0); + result += mat4(0.11366693, -0.030863572, -0.07411263, 0.12475283, -0.046070684, -0.09033321, 0.013222701, 0.06798592, -0.32814804, 0.057653826, -0.14082801, -0.00217398, -0.22856179, -0.19058353, -0.20992154, -0.03701372) * go_3(0.0, -1.0); + result += mat4(0.20345633, -0.1332355, 0.27152926, -0.13477845, -0.25242096, -0.28281286, 0.31289554, 0.14284514, 0.53362453, -0.46766588, 0.4518293, -0.39291728, -0.3573227, -0.014670052, 0.0051881406, 0.16552156) * go_3(0.0, 0.0); + result += mat4(-0.15017267, -0.07792945, -0.204405, 0.13964304, -0.13642666, -0.10228306, 0.03238279, -0.08689329, -0.072262034, -0.0258388, 0.05689183, 0.055701543, -0.19800112, 0.012217054, -0.033292748, -0.047611095) * go_3(0.0, 1.0); + result += mat4(-0.014704416, -0.12203891, 0.066083655, -0.1409769, 0.0041513643, -0.087383606, -0.17498164, 0.11327789, -0.25947225, -0.0016027623, 0.08202566, 0.042270098, 0.006429511, -0.26576808, -0.08461341, 0.049376782) * go_3(1.0, -1.0); + result += mat4(0.0695189, -0.14753938, 0.09578246, -0.16607563, -0.0105561055, 0.17166016, 0.027422488, -0.14175262, -0.009492696, -0.23449713, 0.018270867, 0.14635146, 0.33451268, 0.030959005, -0.46468422, 0.024256868) * go_3(1.0, 0.0); + result += mat4(-0.16865666, -0.00015881563, -0.054488145, -0.06222717, -0.032101758, 0.06485387, -0.0028512608, 0.046645947, 0.017593225, -0.19447896, -0.024742266, 0.03970127, 0.29845607, -0.16168733, 0.035172883, 0.07924657) * go_3(1.0, 1.0); + result += vec4(0.103826486, 0.045373913, 0.11565896, -0.06568643); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_2_tf +//!BIND conv2d_2_tf1 +//!SAVE conv2d_3_tf +//!WIDTH conv2d_2_tf.w +//!HEIGHT conv2d_2_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_2_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_2_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_2_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_2_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.1851775, 0.053705044, 0.033816848, -0.018555025, -0.21204336, -0.01706974, 0.088259794, -0.13126148, 0.10729598, -0.043457437, 0.08634712, 0.09220895, 0.062131613, -0.01995871, 0.05181067, 0.18520063) * go_0(-1.0, -1.0); + result += mat4(0.1662002, -0.14197104, -0.052809287, 0.025287712, -0.08330898, -0.08998097, -0.15642618, -0.14941245, -0.03481203, 0.061857622, 0.26051775, -0.0005498248, 0.086427025, 0.024108192, -0.12418039, 0.022286376) * go_0(-1.0, 0.0); + result += mat4(0.058200672, -0.3073398, 0.17150162, -0.13394679, -0.075118184, -0.14607768, -0.006172172, 0.007731589, -0.21818224, -0.06449433, -0.038958784, 0.037722416, 0.28699976, -0.027563032, 0.23295315, 0.028444216) * go_0(-1.0, 1.0); + result += mat4(0.12871371, 0.0064904913, 0.14985761, -0.10923005, 0.17413563, 0.1599109, -0.08457703, 0.108153716, -0.08871187, -0.06661137, 0.2754416, -0.009667768, 0.39819396, 0.12392097, 0.14145902, 0.0019376524) * go_0(0.0, -1.0); + result += mat4(0.13893189, 0.12715353, 0.015191678, -0.21003054, -0.030412354, -0.01676613, -0.19799289, -0.006130075, 0.37676954, -0.14475077, -0.2065198, -0.30432892, -0.14944535, -0.09121536, -0.107600585, -0.24462196) * go_0(0.0, 0.0); + result += mat4(-0.11653076, -0.0068671284, -0.02249137, -0.17877012, -0.15063138, -0.13514869, 0.107643366, -0.03196477, -0.086422764, 0.3079287, 0.17584166, -0.032449376, -0.06917114, -0.2682637, -0.18978168, -0.037039287) * go_0(0.0, 1.0); + result += mat4(0.12014731, -0.030360512, -0.12954475, -0.110275604, -0.077214256, 0.019689744, 0.22149551, -0.002266716, 0.09697784, -0.124532826, -0.16776511, -0.034212478, -0.36935154, 0.016926935, 0.1363609, 0.20415346) * go_0(1.0, -1.0); + result += mat4(-0.11199535, -0.001692563, -0.09058429, -0.08437503, 0.092625685, 0.06046257, 0.25509837, -0.011657033, -0.17949764, -0.10718947, -0.1180669, -0.24681842, -0.1747311, 0.0014518246, -0.042863015, 0.06103357) * go_0(1.0, 0.0); + result += mat4(0.14979295, -0.037154514, 0.01957725, 0.012282435, 0.09168596, -0.05552286, 0.111671515, 0.0078630615, -0.10319766, -0.06416261, -0.23097566, -0.13931875, 0.2110811, 0.013095802, -0.2306504, -0.025639111) * go_0(1.0, 1.0); + result += mat4(-0.10091975, -0.10095426, -0.023449723, -0.022170888, 0.054953706, -0.13049407, 0.08289061, 0.023241632, 0.08735388, -0.0058387457, 0.17897247, 0.011434436, 0.008181139, -0.0034718404, -0.015372735, -0.07657766) * go_1(-1.0, -1.0); + result += mat4(-0.023442164, 0.07535702, 0.024391165, -0.050532013, 0.044168636, 0.0062343236, -0.019756999, -0.009695123, 0.10102337, 0.0052776975, -0.14944167, -0.060957722, 0.24367364, -0.08069369, 0.12170072, -0.047048368) * go_1(-1.0, 0.0); + result += mat4(-0.18376935, -0.08407229, -0.12943378, 0.0738419, -0.12404976, -0.13367929, 0.11265896, -0.021353, 0.003783386, 0.50088304, 0.14058582, 0.041053623, 0.038247623, -0.014179976, 0.007905778, -0.042492237) * go_1(-1.0, 1.0); + result += mat4(-0.046272535, 0.052449115, 0.17190954, -0.004745371, -0.045572635, -0.09292636, 0.36309823, 0.16673928, -0.099154025, -0.109614775, 0.17803112, 0.19907133, -0.14306267, 0.06898593, 0.11493454, 0.06795014) * go_1(0.0, -1.0); + result += mat4(0.26181114, -0.044014625, -0.21605036, -0.08646438, 0.21038742, -0.084986, 0.0504626, 0.17514943, -0.25218952, -0.18691514, 0.057650108, 0.08653614, -0.101205684, 0.03176334, 0.18569492, 0.17973189) * go_1(0.0, 0.0); + result += mat4(-0.0339215, 0.20112811, -0.12986277, 0.028961731, -0.056813832, 0.04451147, -0.07827432, -0.0860976, 0.096853435, 0.3483546, -0.35758162, -0.11749375, -0.035918653, 0.06140711, -0.08520154, 0.02418808) * go_1(0.0, 1.0); + result += mat4(-0.09643022, -0.10491069, 0.0068604187, 0.023679713, 0.096521445, -0.29323488, 0.33353668, 0.112864286, -0.1172182, -0.07233183, 0.06607239, 0.08589609, 0.055790007, 0.14396138, -0.14191268, 0.00034840964) * go_1(1.0, -1.0); + result += mat4(0.15357164, -0.038462736, 0.08143956, 0.1744909, 0.40503287, -0.114508316, 0.003937322, 0.2536635, -0.042445306, -0.15622465, 0.09155284, 0.010992155, -0.20646071, 0.022801135, 0.08894491, 0.069300614) * go_1(1.0, 0.0); + result += mat4(-0.12663515, 0.023849454, -0.053604446, 0.12082873, -0.247968, -0.020969635, -0.03831894, -0.014617553, 0.22630337, 0.037801865, 0.052950703, 0.04285706, -0.14487264, 0.20786528, -0.08719664, 0.1752347) * go_1(1.0, 1.0); + result += mat4(-0.073527604, -0.050752833, 0.051830504, 0.32868716, 0.17474994, 0.016937364, -0.08792601, -0.024481766, -0.022229593, 0.030706186, 0.09213566, -0.076506205, 0.073404044, 0.10368055, -0.175889, -0.08453031) * go_2(-1.0, -1.0); + result += mat4(-0.06838216, 0.007698341, 0.063972116, -0.015604406, 0.16135305, 0.18044342, 0.024137018, -0.23326185, 0.13235588, -0.009096587, -0.058368143, -0.077040404, 0.0011419816, -0.09246194, 0.061036937, 0.049564146) * go_2(-1.0, 0.0); + result += mat4(0.023225296, -0.00060856267, -0.07775185, 0.016958566, -0.2641349, -0.08263046, -0.15350416, -0.30203494, 0.113956556, -0.010813236, -0.017738314, -0.13689043, -0.10318342, 0.025793184, -0.010336172, 0.09733422) * go_2(-1.0, 1.0); + result += mat4(-0.04462596, 0.052866418, -0.34754288, 0.05540498, -0.24492586, -0.32016864, 0.18145293, 0.24873725, 0.32388234, -0.034801524, -0.1347588, -0.07565546, 0.015183539, 0.05059595, 0.08090056, 0.05930932) * go_2(0.0, -1.0); + result += mat4(0.045346696, -0.052527856, 0.052270077, 0.13417454, 0.05200045, 0.028119288, 0.005115497, 0.22952151, -0.2158375, 0.12241308, 0.3507457, 0.08616576, 0.07592416, 0.28470486, 0.3432788, 0.24857087) * go_2(0.0, 0.0); + result += mat4(0.21311626, 0.052607164, 0.1248861, 0.20193806, 0.045226507, 0.14512901, -0.15103437, -0.17926466, 0.11657411, -0.32711068, -0.16332194, -0.07793982, -0.21802668, 0.5183869, -0.13567342, 0.07823041) * go_2(0.0, 1.0); + result += mat4(0.00796368, 0.048073012, -0.14537893, -0.021708772, 0.036246423, 0.1062395, 0.12605369, 0.007073524, -0.1572743, 0.07439501, 0.089162275, -0.0039608316, 0.332032, -0.05461242, -0.17615359, -0.10240517) * go_2(1.0, -1.0); + result += mat4(0.20636982, -0.0024615112, -0.10625786, 0.024270926, 0.061810836, -0.13585201, -0.16581286, 0.23549418, 0.01928842, 0.07404979, -0.054449487, 0.04096373, 0.046939734, 0.003980803, 0.02111498, 0.064925276) * go_2(1.0, 0.0); + result += mat4(0.10485388, 0.06850885, -0.11292169, 0.16991565, -0.15282536, 0.124175504, -0.050431166, -0.06689582, -0.00059811946, 0.033696912, 0.11055047, 0.033060126, -0.17472714, 0.0048819613, -0.04478706, -0.1344572) * go_2(1.0, 1.0); + result += mat4(-0.20473132, 0.056477875, 0.059559986, 0.115130566, -0.058425788, -0.035971727, 0.08334707, -0.096510135, -0.23206294, 0.10635798, -0.21575621, -0.07063254, 0.03877511, -0.107549034, 0.22248401, 0.21702304) * go_3(-1.0, -1.0); + result += mat4(-0.02557767, 0.09886609, -0.100499466, 0.16687396, -0.084830604, 0.03150401, -0.049512494, 0.05595696, -0.13193256, -0.08585273, 0.14247662, 0.12290477, -0.07168309, 0.14531752, -0.048359327, 0.27716598) * go_3(-1.0, 0.0); + result += mat4(0.13297586, 0.20674329, 0.14469388, 0.08981846, -0.004231366, -0.02819193, 0.15470329, 0.17299837, 0.113062344, -0.22716297, -0.21754944, -0.00083956274, -0.14160508, 0.1808253, 0.11268379, 0.27335623) * go_3(-1.0, 1.0); + result += mat4(0.07497518, -0.06799594, -0.018158078, -0.00038999433, -0.15169668, -0.06928238, -0.33672288, -0.105485775, 0.33106267, 0.06698315, 0.019718744, -0.06810211, -0.35186404, -0.29145968, -0.056863394, 0.21498048) * go_3(0.0, -1.0); + result += mat4(-0.013215512, -0.24763754, 0.20965266, 0.1068435, -0.13234195, 0.053566497, 0.05061848, -0.28645232, 0.15518288, 0.23247199, 0.017553907, -0.25181335, -0.048030723, -0.06663929, -0.111026704, -0.12663394) * go_3(0.0, 0.0); + result += mat4(-0.010501938, -0.17995767, 0.06010859, 0.050185587, 0.108627126, -0.101203434, 0.07558728, 0.060466755, -0.106942676, -0.35854608, 0.16015992, 0.16823332, -0.06543775, -0.37310675, 0.014043972, -0.18328045) * go_3(0.0, 1.0); + result += mat4(0.09712849, 0.013983463, 0.07291423, 0.031715546, 0.030862397, 0.045510456, -0.22066842, 0.063464865, 0.11721659, -0.10596602, -0.20611264, 0.052158818, -0.3961766, -0.03781582, 0.17633812, 0.1316111) * go_3(1.0, -1.0); + result += mat4(-0.25029674, 0.07153423, -0.35125682, -0.18255402, -0.19569087, 0.00432772, -0.0969035, -0.24648514, -0.0040922165, 0.037500706, -0.038137026, 0.056214277, -0.048258524, 0.03567822, -0.05033007, -0.24696785) * go_3(1.0, 0.0); + result += mat4(-0.03465209, -0.012495964, 0.22782089, 0.012034795, 0.2916752, 0.08264436, 0.15387125, -0.1473455, -0.15614432, 0.05536727, -0.027079755, 0.010725311, -0.03325222, -0.089212805, -0.10559839, -0.19647683) * go_3(1.0, 1.0); + result += vec4(0.0001705175, -0.031081453, 0.010100773, -0.027214011); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_2_tf +//!BIND conv2d_2_tf1 +//!SAVE conv2d_3_tf1 +//!WIDTH conv2d_2_tf.w +//!HEIGHT conv2d_2_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_2_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_2_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_2_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_2_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.026301445, -0.021575214, 0.22165509, 0.059994068, 0.03341161, 0.1831188, 0.20342293, 0.110160105, 0.03908121, 0.020673111, 0.07239561, 0.038754333, 0.15266368, 0.16526422, 0.062376205, -0.09759537) * go_0(-1.0, -1.0); + result += mat4(0.19817191, 0.10267733, 0.17744653, 0.23283184, 0.18810122, 0.2708428, -0.12651879, 0.020756349, 0.039632563, -0.22201295, 0.04873703, 0.09159713, 0.13838065, 0.21169297, 0.30816007, 0.044463675) * go_0(-1.0, 0.0); + result += mat4(-0.27859214, 0.07277634, 0.0021458792, 0.0089682285, -0.069680706, 0.090415835, -0.057762265, 0.18703683, -0.03514389, -0.102816254, -0.036509827, 0.038066104, -0.0168311, 0.094478935, 0.04079697, -0.049064912) * go_0(-1.0, 1.0); + result += mat4(-0.20913245, -0.110538535, -0.08584027, -0.1222067, 0.05414807, -0.045247085, 0.07351766, -0.002078549, -0.1270987, -0.10164512, -0.1857815, 0.08845066, -0.03743333, -0.098948084, 0.21244387, 0.10441866) * go_0(0.0, -1.0); + result += mat4(0.015990427, 0.36396438, -0.24094687, 0.30236533, -0.13271736, 0.06057376, -0.19678196, -0.28577125, -0.25427434, -0.08400598, 0.07284403, -0.18552442, -0.16425897, 0.097259276, -0.32386774, -0.2190484) * go_0(0.0, 0.0); + result += mat4(-0.004581924, -0.13954072, -0.122360416, 0.14132866, -0.08529257, -0.013296556, 0.0848472, 0.09336581, 0.10332182, -0.016313016, 0.07103558, 0.032564916, -0.13478759, -0.20207484, 0.12986964, 0.1219679) * go_0(0.0, 1.0); + result += mat4(0.09817874, -0.10573357, 0.100535244, 0.19608764, -0.13303067, 0.024192972, -0.030689823, 0.02574889, 0.051233094, 0.03489235, -0.18465245, -0.06943822, -0.031604882, 0.1519888, 0.09348508, 0.09187296) * go_0(1.0, -1.0); + result += mat4(-0.21365458, -0.23696984, 0.13097638, -0.09435498, 0.16467983, -0.066370346, 0.1269104, -0.095128186, 0.09954892, 0.12489504, -0.43418056, 0.106512725, -0.17860703, -0.07114084, -0.07630834, -0.26642478) * go_0(1.0, 0.0); + result += mat4(-0.009044342, 0.02711196, -0.14873673, 0.015405045, 0.0071443473, -0.025285944, 0.07409282, 0.06338527, 0.0149676185, 0.011741382, -0.2133069, -0.028912885, 0.19420496, 0.039629057, 0.057636812, 0.15214856) * go_0(1.0, 1.0); + result += mat4(0.07629928, 0.25540486, -0.050925937, -0.18136702, 0.02261603, 0.22343902, 0.003270321, 0.10735731, -0.12541203, -0.10208828, 0.012832783, 0.2591262, 0.08122926, -0.009837677, 0.10308358, 0.19236866) * go_1(-1.0, -1.0); + result += mat4(0.0896358, 0.27571487, 0.04406029, -0.047453407, -0.08587119, 0.16366854, 0.20622262, 0.08347545, -0.3501584, -0.28434548, -0.07592983, 0.09098784, 0.07605388, 0.09677056, 0.0015295541, 0.05102585) * go_1(-1.0, 0.0); + result += mat4(0.18255898, 0.18618028, 0.0017002645, -0.013004655, -0.06436534, 0.13967068, 0.063077755, -0.10632303, -0.20803222, -0.028537111, -0.03144366, -0.08555215, 0.05154303, 0.02431626, 0.15246728, -0.013708507) * go_1(-1.0, 1.0); + result += mat4(-0.020998938, -0.05026291, 0.03700117, 0.00830308, -0.1949294, 0.0026698054, -0.034649856, 0.19784226, -0.083901435, -0.069783084, -0.1504053, 0.16595264, -0.07480141, 0.16067508, 0.06010996, -0.021359695) * go_1(0.0, -1.0); + result += mat4(-0.040828142, -0.20158486, 0.034770954, -0.1894161, 0.11665004, 0.29729164, -0.10584386, 0.13165873, -0.18863006, -0.26719162, -0.047613148, -0.12728356, -0.2033613, 0.10550052, 0.20095508, -0.11275811) * go_1(0.0, 0.0); + result += mat4(-0.0785033, -0.1896073, -0.051492307, -0.1694358, 0.1368308, 0.049355216, -0.05707422, 0.079159185, 0.024578957, -0.0923136, 0.089215435, 0.28670043, 0.027932687, 0.06510816, 0.10810999, 0.05990052) * go_1(0.0, 1.0); + result += mat4(0.08135192, 0.0001326522, -0.16098668, -0.18663193, -0.10280192, 0.078255914, 0.047648013, 0.08326376, 0.055962667, 0.06302574, -0.080121025, -0.031820554, -0.019117938, 0.12515336, 0.09794088, -0.03276838) * go_1(1.0, -1.0); + result += mat4(0.280923, 0.24079335, 0.007883573, 0.06270414, 0.3055441, 0.19291803, -0.16041607, 0.14836526, 0.0013885222, 0.04538063, 0.10742898, -0.064491205, 0.048174977, 4.237692e-05, -0.15194727, 0.024381457) * go_1(1.0, 0.0); + result += mat4(-0.0009164131, -0.031949926, 0.0076425644, -0.036870714, -0.0031292974, 0.017726978, -0.20172147, -0.0770472, 0.26379177, 0.108997814, 0.08069395, 0.2126177, 0.012075376, -0.029457828, 0.062730506, -0.15754452) * go_1(1.0, 1.0); + result += mat4(0.09167904, -0.2657421, -0.03443356, 0.03315832, -0.015365421, -0.1029612, -0.108251, 0.04261033, -0.097120754, -0.05616668, -0.09275983, 0.024902184, 0.050058514, -0.013761632, 0.07555132, -0.0046676896) * go_2(-1.0, -1.0); + result += mat4(-0.10743835, -0.0007361781, -0.042085417, -0.08237517, -0.10094376, -0.24007876, 0.13924706, -0.07526801, 0.01158322, 0.15491122, 0.0069442675, -0.004242352, 0.11429785, 0.02994726, -0.11829945, -0.04108612) * go_2(-1.0, 0.0); + result += mat4(0.073622055, -0.064717196, -0.0025231615, 0.13256475, 0.20159899, 0.047977835, -0.10289233, -0.18419135, -0.00888952, 0.059428576, -0.053062655, -0.02730631, 0.14545685, -0.08686949, 0.17454128, 0.035443828) * go_2(-1.0, 1.0); + result += mat4(-0.010146019, 0.06712568, 0.12614638, 0.023590917, 0.025756737, 0.06603747, -0.17108095, -0.06179699, 0.027241204, -0.13196802, 0.043475866, -0.0397495, 0.05306092, 0.035672903, 0.047219284, -0.16680142) * go_2(0.0, -1.0); + result += mat4(0.079427816, -0.06716479, 0.19028603, -0.19694683, -0.061598092, -0.07471188, 0.21170339, 0.30140215, -0.0023369973, 0.04688297, -0.14154115, 0.19283508, 0.1339858, -0.09116279, 0.15305163, 0.029108394) * go_2(0.0, 0.0); + result += mat4(-0.14902157, -0.03339153, -0.08532003, -0.10736339, 0.08702709, 0.07607574, -0.09955836, -0.016585784, -0.030078214, -0.060374748, -0.2854279, 0.02441719, 0.034877967, 0.2099041, 0.11125731, -0.059071556) * go_2(0.0, 1.0); + result += mat4(-0.08436325, 0.06893047, -0.045362443, -0.02237741, -0.07583875, -0.034830183, -0.024008518, -0.2882329, -0.011109783, 0.101859994, 0.091137715, 0.0020565533, -0.044729806, -0.18168025, 0.069466636, 0.04994174) * go_2(1.0, -1.0); + result += mat4(0.11915174, 0.089596465, -0.18965814, 0.015218237, 0.13500094, 0.19921367, -0.008298205, 0.29650384, -0.049439427, -0.27590424, 0.36169067, -0.030582754, 0.02151196, 0.019915426, 0.04543398, 0.16126189) * go_2(1.0, 0.0); + result += mat4(0.1620274, -0.08264547, 0.082442135, -0.0034478644, 0.09888509, -0.0034957859, -0.107241705, -0.17729597, -0.05138647, 0.02052103, -0.019507123, 0.037574988, -0.1694345, 0.17871588, -0.22510391, 0.019049853) * go_2(1.0, 1.0); + result += mat4(-0.10962245, -0.1329873, -0.060855392, 0.025941676, -0.19536193, -0.120365486, -0.04313703, -0.052912965, 0.20854498, 0.08341353, 0.008687068, -0.20432276, 0.15677948, -0.19000018, 0.01821201, -0.041512605) * go_3(-1.0, -1.0); + result += mat4(0.012287526, -0.14180368, -0.098788455, 0.025949089, 0.09442778, 0.2247651, -0.12453263, 0.10435483, 0.274603, 0.06133054, 0.10506106, 0.14727746, -0.048299775, -0.082819685, 0.07319359, -0.047460355) * go_3(-1.0, 0.0); + result += mat4(-0.070726536, -0.034744017, 0.07521428, 0.070649154, -0.05958955, -0.100232825, -0.010651838, 0.045392875, 0.2930271, -0.04952355, 0.3112155, 0.117203265, 0.025166962, 0.11176862, 0.06716659, 0.07175864) * go_3(-1.0, 1.0); + result += mat4(-0.011560962, -0.14032063, -0.17424704, 0.07652749, -0.04220116, 0.052874275, -0.00225693, -0.031843517, -0.07520102, -0.13775803, 0.2449317, 0.069658786, 0.052280303, -0.105218224, 0.03574522, -0.020500354) * go_3(0.0, -1.0); + result += mat4(0.08793712, 0.26712346, 0.08315631, 0.23813692, -0.04439029, 0.031587064, 0.09561177, -0.13380238, -0.24982157, 0.31701845, -0.3875432, 0.10487225, 0.09201869, -0.037252493, -0.006935219, -0.14650282) * go_3(0.0, 0.0); + result += mat4(0.077635325, 0.13732299, -0.071563005, 0.096517466, -0.15051986, -0.111744404, 0.03996857, -0.052670125, -0.1819665, 0.054554947, -0.13774712, -0.20061246, -0.0023742192, 0.15647805, -0.024121126, 0.075497724) * go_3(0.0, 1.0); + result += mat4(0.0073632775, -0.06535298, 0.039895996, 0.20666869, 0.13625242, 0.04823007, -0.07135618, 0.04787906, 0.01383074, 0.15382123, -0.15519714, 0.056721795, 0.061946746, -0.0586851, 0.028934354, -0.02264129) * go_3(1.0, -1.0); + result += mat4(-0.19791882, -0.111910924, -0.010451344, -0.30566537, -0.1416239, -0.14523096, 0.116883226, -0.18241516, 0.2680614, -0.18487626, 0.17472346, 0.08346682, -0.14510359, -0.029229192, -0.005879142, 0.050247498) * go_3(1.0, 0.0); + result += mat4(0.030153519, -0.092469186, -0.022912916, 0.10200855, -0.04237032, -0.05917764, 0.10479645, -0.05619482, -0.18949397, -0.019547248, 0.013868889, -0.1524476, 0.14048979, -0.032521486, 0.1322921, 0.070972025) * go_3(1.0, 1.0); + result += vec4(0.012053958, -4.6962363e-05, 0.0020099226, -0.033494607); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_3_tf +//!BIND conv2d_3_tf1 +//!SAVE conv2d_4_tf +//!WIDTH conv2d_3_tf.w +//!HEIGHT conv2d_3_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_3_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_3_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_3_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_3_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.06738501, 0.034009207, -0.21538448, 0.14296548, 0.12896985, -0.23526315, -0.08848608, 0.019602662, 0.14937137, 0.11353096, 0.11884168, -0.016765572, 0.030985225, 0.046430565, 0.06614828, -0.19202724) * go_0(-1.0, -1.0); + result += mat4(-0.10326068, 0.11014975, 0.17069744, -0.21474148, 0.16761585, 0.13434832, -0.101021074, 0.006307025, 0.07478008, -0.1060066, 0.035315692, 0.033488914, -0.24906659, 0.06269967, 0.11120735, -0.040928528) * go_0(-1.0, 0.0); + result += mat4(0.09334615, 0.057705753, 0.12213245, -0.06402275, 0.30694544, 0.034585163, 0.20345578, 0.07489286, 0.07483618, -0.14240396, 0.034846418, -0.03811241, 0.010882573, 0.13204294, 0.017563924, -0.047203008) * go_0(-1.0, 1.0); + result += mat4(-0.21673942, -0.024010994, -0.10238504, -0.041160326, 0.06838163, -0.20950818, 0.06526309, -0.079094924, 0.02208821, -0.28130978, 0.086275116, -0.089067616, 0.12133826, -0.062600106, -0.020521903, -0.07654401) * go_0(0.0, -1.0); + result += mat4(-0.03055029, -0.15683146, -0.20331301, -0.06252028, 0.13350682, 0.20338707, 0.038425338, 0.1581342, -0.27322498, -0.14999662, -0.16681097, 0.0971585, -0.20014858, -0.081635274, -0.0781877, -0.20625232) * go_0(0.0, 0.0); + result += mat4(0.38375977, -0.019825654, 0.1886721, 0.22616312, 0.3402173, 0.1825304, -0.05531195, 0.30973226, -0.2676023, 0.14413352, 0.021706983, 0.01732799, 0.23466855, -0.13805965, 0.22570935, 0.018103868) * go_0(0.0, 1.0); + result += mat4(-0.15169825, 0.0270689, -0.2503316, 0.17289825, -0.16437647, 0.039233048, -0.35572487, -0.048393793, 0.19270042, 0.24260359, 0.12041881, -0.0009793913, 0.11656858, 0.11007414, -0.0757491, 0.047933612) * go_0(1.0, -1.0); + result += mat4(-0.18657999, -0.11252566, -0.05237504, -0.07368097, 0.13882741, -0.13710637, -0.006996468, -0.062354874, 0.23452504, 0.15333645, -0.0022776406, -0.17910439, 0.03629509, -0.16264829, -0.010011833, -0.15313338) * go_0(1.0, 0.0); + result += mat4(-0.060544558, -0.04913478, -0.061717357, 0.02323648, 0.28739056, -0.07434013, 0.19110644, 0.100050166, 0.0073363045, 0.08185653, -0.024797903, -0.14424153, -0.20838726, 0.16154376, -0.048517212, -0.025453888) * go_0(1.0, 1.0); + result += mat4(0.14975396, -0.13142908, 0.36210674, -0.054021083, -0.10632155, 0.045697935, -0.18946633, 0.02228141, -0.08919603, 0.09800842, -0.17634438, 0.09512711, -0.03425503, -0.12298555, -0.05354435, -0.17112055) * go_1(-1.0, -1.0); + result += mat4(0.09958265, -0.057276618, -0.16262266, -0.06415915, 0.14579074, -0.36784375, 0.08034197, -0.04537706, 0.005460582, 0.22313322, 0.07382161, 0.014990379, 0.044636846, -0.2811128, -0.22621547, -0.06044004) * go_1(-1.0, 0.0); + result += mat4(0.10569276, -0.03738662, 0.16100396, 0.058593616, -0.048862137, -0.08796426, 0.20101094, -0.11039573, 0.17196764, -0.04601554, 0.008571281, -0.073729075, 0.051433694, -0.051276565, 0.087334655, -0.0360379) * go_1(-1.0, 1.0); + result += mat4(0.011119538, -0.28781965, 0.28637868, -0.1742508, -0.07121849, 0.10379717, 0.012615981, -0.029563965, -0.18678424, 0.05291095, 0.039143506, -0.028248642, -0.014103922, 0.029155696, 0.10433492, 0.16305852) * go_1(0.0, -1.0); + result += mat4(-0.2231037, -0.13697462, -0.29124337, 0.08519773, 0.15893684, -0.17763218, 0.06950923, 0.34361118, -0.024844287, 0.044008408, -0.033844844, -0.086971916, -0.07884748, 0.2543499, 0.056884114, 0.10068364) * go_1(0.0, 0.0); + result += mat4(-0.07710048, -0.23218372, 0.04346047, 0.21769643, 0.06473219, -0.18066105, -0.2511205, 0.15309611, 0.04535977, 0.16450433, 0.10846344, 0.0016952346, -0.010874939, 0.28966382, -0.121990964, 0.12956186) * go_1(0.0, 1.0); + result += mat4(-0.007910202, 0.17766511, 0.14364475, 0.1016258, 0.0051045395, 0.18691733, 0.005813767, -0.0070582186, 0.019418601, -0.1604435, 0.016088275, -0.18265302, -0.15719391, -0.17369832, -0.036745597, -0.19647408) * go_1(1.0, -1.0); + result += mat4(0.08938396, -0.0073808245, 0.11225727, -0.012303106, 0.096785046, 0.030483445, 0.027719889, -0.052584838, -0.14887555, -0.03422243, 0.12646855, -0.1722482, 0.010239037, 0.06406088, -0.20053658, 0.01964698) * go_1(1.0, 0.0); + result += mat4(-0.120734036, -0.12450362, -0.06582111, 0.1639675, -0.19787048, -0.08049789, -0.014257596, 0.058436662, -0.0009387449, -0.08698089, -0.017400503, 0.06295286, 0.09890349, -0.057190523, -0.103520766, -0.04207548) * go_1(1.0, 1.0); + result += mat4(-0.0118413875, -0.031288836, 0.09749554, -0.012266401, -0.07998591, 0.22615653, -0.06207416, 0.03257896, -0.076378696, -0.079426095, -0.13968349, -0.15423697, -0.1091681, -0.02893125, -0.032659534, -0.063735925) * go_2(-1.0, -1.0); + result += mat4(0.119372696, 0.013176554, -0.029381052, 0.21919228, 0.045041792, 0.24844484, 0.26363325, 0.08480674, 0.087083444, 0.11984778, -0.088715754, 0.06421046, 0.05225977, -0.05140334, -0.055052705, -0.049854077) * go_2(-1.0, 0.0); + result += mat4(0.0035781674, 0.0861361, -0.07675145, -0.056479637, 0.16973391, -0.12113791, 0.10729832, -0.03773517, 0.058618728, 0.12148276, 0.17260705, -0.06968724, 0.076358154, -0.15307103, 0.17700425, -0.13467014) * go_2(-1.0, 1.0); + result += mat4(-0.02752418, -0.06366472, -0.025610954, 0.0013539721, -0.06465272, 0.0806373, -0.07336035, 0.10114861, 0.0041146413, 0.15878421, -0.044668555, -0.12150811, -0.1071482, -0.05086587, 0.18589285, 0.05065092) * go_2(0.0, -1.0); + result += mat4(0.07200056, 0.021739854, 0.29476613, -0.08475931, 0.15018553, -0.07886365, 0.36336347, -0.020576432, 0.25866082, -0.059272554, 0.054249667, -0.17822553, 0.1755872, 0.3244387, -0.39173844, 0.33894604) * go_2(0.0, 0.0); + result += mat4(-0.11570926, 0.1342677, -0.19511898, 0.0075454637, -0.01890476, -0.14239742, 0.18921931, 0.033990458, 0.31306365, -0.006998358, 0.029190077, -0.005679954, -0.15341778, 0.07766778, -0.25691047, -0.0964161) * go_2(0.0, 1.0); + result += mat4(0.019746238, 0.0021332854, -0.00879096, -0.1338671, -0.0001600663, -0.29465106, 0.0867611, -0.114963025, 0.07874301, -0.012734178, -0.11124061, -0.010926616, -0.04941506, -0.07516841, 0.116663, -0.29018974) * go_2(1.0, -1.0); + result += mat4(-0.01651721, 0.05955898, 0.023618208, 0.098695934, 0.018553663, -0.054378513, 0.1436929, 0.1693743, -0.27483663, 0.029127488, 0.09619316, -0.06109113, -0.08619361, 0.09315214, -0.02478657, 0.18544984) * go_2(1.0, 0.0); + result += mat4(0.09570196, -0.016528936, -0.1559397, 0.14312246, 0.04029428, 0.08773151, -0.043646842, 0.17894371, -0.082413055, 0.0027082344, -0.100171275, 0.01547501, 0.18122818, -0.11933676, 0.26404107, -0.3169703) * go_2(1.0, 1.0); + result += mat4(-0.12073344, 0.08683522, -0.09249099, 0.058786053, -0.14480567, -0.121013954, 0.033335857, 0.009353379, -0.055087596, -0.13002734, 0.08890566, 0.05508963, -0.0075715426, -0.15936922, -0.03968994, -0.1690259) * go_3(-1.0, -1.0); + result += mat4(0.2011206, 0.23898427, 0.23656492, 0.1287573, 0.14850396, 0.40532517, -0.107408255, 0.40119782, 0.099813245, -0.03830304, 0.101520434, -0.026478073, -0.048469637, 0.106440455, 0.056632314, -0.17825997) * go_3(-1.0, 0.0); + result += mat4(-0.076735444, 0.05965795, -0.0052469415, -0.21785147, 0.11887833, 0.067560315, 0.051149055, 0.23626682, -0.1297049, -0.035512198, 0.20352256, -0.025064934, 0.04958706, 0.0454198, 0.0113334535, 0.0417486) * go_3(-1.0, 1.0); + result += mat4(-0.09055751, 0.033915352, -0.21836667, 0.22006813, -0.099022895, 0.11720966, -0.15686816, -0.13586599, -0.094427735, -0.08831514, -0.06182928, 0.09213704, -0.03642064, 0.18129414, -0.012926811, 0.12179882) * go_3(0.0, -1.0); + result += mat4(0.19389409, 0.09512252, 0.14768016, -0.16623649, -0.031052284, -0.026814984, 0.106168024, -0.2026781, -0.04581419, -0.0016849053, -0.04101923, 0.038959503, -0.011938445, 0.20096186, -0.26666564, 0.4824324) * go_3(0.0, 0.0); + result += mat4(0.17727576, 0.07309147, 0.12131863, -0.163096, 0.17225246, 0.26256254, 0.27685758, 0.09094053, 0.029605515, -0.20217367, 0.047564875, 0.043115832, 0.15089568, -0.09670934, 0.24131384, 0.03337442) * go_3(0.0, 1.0); + result += mat4(-0.34192136, 0.12063195, -0.31159517, 0.04170889, -0.30147067, -0.21330686, -0.1514457, -0.121126845, 0.04409098, 9.2206596e-05, 0.027680017, 0.03230512, -0.27993527, -0.093485355, 0.07568645, -0.23585452) * go_3(1.0, -1.0); + result += mat4(0.0537712, -0.20847629, 0.1740093, -0.013894753, -0.32719997, -0.059484575, -0.006098233, -0.10336451, -0.14706188, -0.07424865, -0.07045905, 0.17093194, -0.22147557, 0.09086218, -0.11033544, -0.05306482) * go_3(1.0, 0.0); + result += mat4(0.00489003, -0.11509064, -0.021005848, 0.16637677, -0.089347586, 0.17545725, -0.17313693, 0.13742085, -0.14577347, 0.07951095, -0.092139855, 0.017118992, -0.053472433, 0.079414465, 0.0330263, -0.11189824) * go_3(1.0, 1.0); + result += vec4(-0.034743138, 0.012946433, -0.082333155, 0.07721756); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_3_tf +//!BIND conv2d_3_tf1 +//!SAVE conv2d_4_tf1 +//!WIDTH conv2d_3_tf.w +//!HEIGHT conv2d_3_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_3_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_3_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_3_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_3_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.25835788, 0.050451655, -0.1845038, -0.07232528, 0.1323318, 0.26276684, 0.10842882, -0.083056524, 0.17426784, -0.3594826, 0.2728965, 0.08388844, -0.004007842, 0.020535901, -0.051425606, 0.07750436) * go_0(-1.0, -1.0); + result += mat4(-0.11410436, 0.014572361, -0.27057216, -0.023974562, 0.05234827, 0.15328228, -0.17502303, -0.3199359, 0.12188045, -0.095813684, 0.024145132, 0.0856916, -0.027453909, -0.043129764, 0.16971985, 0.021623038) * go_0(-1.0, 0.0); + result += mat4(0.06611095, 0.038625732, -0.13717118, -0.04497733, 0.15213469, 0.04770935, 0.0729271, -0.062052976, 0.004571303, 0.035141192, -0.059409596, 0.044652313, 0.17520894, 0.09665589, -0.1479193, 0.06528058) * go_0(-1.0, 1.0); + result += mat4(-0.1845968, 0.091479465, -0.09394898, -0.13545018, -0.029501775, -0.21426639, 0.09255898, 0.1257644, 0.20256902, 0.06267267, 0.10378081, 0.13494423, 0.058310498, 0.03642236, -0.16268995, -0.048100803) * go_0(0.0, -1.0); + result += mat4(0.2155119, -0.3683131, 0.049449228, -0.20559964, -0.11761922, -0.2518804, -0.020712897, 0.12895772, -0.07543782, 0.5805017, -0.11301444, -0.038493153, -0.06710986, -0.09321189, 0.108671665, -0.03259695) * go_0(0.0, 0.0); + result += mat4(0.035307787, 0.108389005, -0.27493554, 0.27029404, 0.25523573, -0.28636125, -0.20766719, -0.008661457, -0.004480811, -0.046390545, -0.16221444, 0.008979624, -0.061375532, 0.035076566, -0.018924266, 0.01380219) * go_0(0.0, 1.0); + result += mat4(-0.051922515, -0.12463486, -0.10383422, 0.02220095, -0.1573033, 0.13980615, 0.13248625, -0.16803266, -0.0692132, -0.21552645, 0.13744529, 0.23034313, 0.0052666534, 0.028977966, 0.07720251, -0.06477756) * go_0(1.0, -1.0); + result += mat4(-0.14097473, 0.2770271, -0.172289, -0.03000696, -0.028684044, 0.040578447, -0.2290285, 0.082329154, -0.042402364, -0.20926563, 0.08233207, 0.11862443, -0.07038536, -0.02273004, 0.091550544, -0.065856494) * go_0(1.0, 0.0); + result += mat4(0.14879914, -0.023923844, -0.23569296, 0.20306346, 0.17502785, 0.28776234, -0.2788995, 0.10012439, -0.05635638, -0.025840463, 0.09222198, 0.118032, 0.08057015, 0.1286071, 0.060189806, -0.052669708) * go_0(1.0, 1.0); + result += mat4(0.07076086, -0.15111323, -0.07427972, 0.008372168, -0.17791592, -0.16254742, 0.013961132, -0.0944912, -0.23380096, 0.17377278, -0.09683394, 0.019931393, -0.12042098, 0.0016406325, 0.09393333, -0.06882231) * go_1(-1.0, -1.0); + result += mat4(0.21465093, 0.04142968, 0.06840044, -0.37831602, -0.05549571, 0.044905066, -0.07873589, -0.026804, -0.34764197, 0.022487951, -0.077293746, 0.089457795, -0.110094436, 0.24233972, 0.06285107, -0.10851744) * go_1(-1.0, 0.0); + result += mat4(0.093270175, 0.084138945, 0.03938272, 0.063565865, -0.010733802, 0.13554469, -0.06650261, 0.033002816, 0.011187271, -0.12821455, 0.20785914, -0.030438649, -0.124710515, -0.022294303, 0.09732408, 0.057609864) * go_1(-1.0, 1.0); + result += mat4(-0.12833868, 0.021577539, -0.02700365, 0.11799592, -0.03655647, -0.04225167, 0.11049353, -0.16036157, 0.049277548, -0.033842396, 0.10020137, 0.095509745, 0.08060231, -0.09237418, -0.035598125, -0.035926737) * go_1(0.0, -1.0); + result += mat4(-0.32829186, 0.3492363, 0.030671779, -0.12606762, 0.010437313, 0.2757115, -0.21517593, -0.15800527, -0.12592544, -0.20578934, 0.10444053, 0.12993255, -0.046079267, 0.03834173, -0.19277227, -0.22124454) * go_1(0.0, 0.0); + result += mat4(-0.052546192, 0.026082167, 0.13831234, 0.10982424, 0.012946818, -0.12439852, 0.10134106, -0.10050398, -0.04472338, -0.14325236, -0.20579574, 0.0044005127, 0.22013672, -0.32955512, 0.12404084, -0.008160738) * go_1(0.0, 1.0); + result += mat4(-0.10774314, -0.31650826, -0.06601711, 0.19635755, -0.12622592, -0.06396423, 0.13856032, 0.16540553, 0.021387719, 0.23377723, -0.053738154, -0.1000186, -0.08338395, -0.052813534, 0.008122962, 0.13732094) * go_1(1.0, -1.0); + result += mat4(-0.18270823, 0.06966014, -0.17788303, -0.27303055, -0.077971615, 0.013978423, -0.02039098, 0.12715338, -0.11924171, 0.18900296, -0.085199654, 0.215198, 0.18587974, -0.009749325, 0.0173584, -0.12018259) * go_1(1.0, 0.0); + result += mat4(0.052129295, -0.107416354, 0.12711766, 0.03708665, -0.14369462, -0.055359814, -0.16639823, -0.045143317, -0.06925672, -0.040696755, 0.01999809, -0.016040625, -0.02484878, 0.07417094, 0.050875198, 0.2145528) * go_1(1.0, 1.0); + result += mat4(0.055696912, -0.16680926, -0.021987487, 0.024941636, -0.0927883, 0.022136632, 0.033782948, -0.10646058, -0.14944647, 0.25457275, 0.046682496, -0.022462368, -0.07886781, 0.08165927, 0.06848105, 0.0063734027) * go_2(-1.0, -1.0); + result += mat4(0.037053242, 0.033215813, 0.18291366, 0.12340375, 0.08491059, -0.28442004, -0.0127422465, -0.039834313, -0.23321372, 0.26676926, -0.05636355, -0.15672484, -0.12891728, -0.15486577, -0.032004442, -0.092745155) * go_2(-1.0, 0.0); + result += mat4(0.015779478, -0.18457565, 0.24996394, 0.036197674, 0.15694007, 0.15863103, -0.07332398, 0.0016235278, -0.15536517, -0.056062788, 0.14102836, 0.16915025, -0.08001087, 0.07073164, 0.13796777, 0.123867124) * go_2(-1.0, 1.0); + result += mat4(0.045792986, -0.15135059, -0.1354885, -0.043678258, -0.35655212, 0.51232076, -0.12816145, -0.046569496, -0.014127674, -0.06282611, -0.098873, -0.06359104, -0.0919222, 0.11822437, 0.079254694, 0.00579688) * go_2(0.0, -1.0); + result += mat4(-0.15683417, 0.61610246, -0.3024612, 0.12917964, -0.09303367, 0.23612969, -0.40842506, -0.12374661, -0.07572449, -0.2613284, -0.09970177, -0.015227848, 0.106239066, -0.21411185, 0.051998455, -0.1364518) * go_2(0.0, 0.0); + result += mat4(0.23850034, -0.14394449, -0.0031468747, -0.2380617, -0.027200876, -0.041352056, -0.01864445, 0.033848196, -0.12064239, -0.110480845, 0.08450956, -0.22328654, 0.17664163, 0.22268307, 0.050886698, -0.17475672) * go_2(0.0, 1.0); + result += mat4(-0.17808256, 0.010803805, 0.03315186, 0.033143792, -0.14205995, 0.25039625, -0.08784382, -0.13454252, 0.19576813, 0.10755282, 0.22821628, 0.019456752, -0.0422955, -0.016182603, -0.12066697, 0.0548465) * go_2(1.0, -1.0); + result += mat4(0.11563777, -0.257929, 0.0010403778, 0.080267854, -0.0025255163, 0.2855168, -0.060352214, -0.07816255, -0.00090574916, 0.049510725, 0.03720483, 0.059250016, -0.08674136, 0.20522198, -0.28694284, 0.1299507) * go_2(1.0, 0.0); + result += mat4(-0.14638457, 0.04063328, 0.03139636, -0.007934521, 0.07689684, -0.09467145, 0.10607347, 0.054510128, 0.003306194, 0.05347124, 0.062762424, -0.041480847, -0.07677865, -0.139573, 0.010972524, 0.21957156) * go_2(1.0, 1.0); + result += mat4(-0.026845628, -0.043439507, 0.034738723, 0.07281683, 0.14474197, 0.031586993, -0.22767854, -0.0707655, 0.105201736, -0.28805482, 0.008668302, -0.16329518, 0.06157049, 0.3803886, 0.26345953, -0.011096537) * go_3(-1.0, -1.0); + result += mat4(-0.23328833, 0.085731484, -0.07755016, 0.33559516, 0.07704345, 0.115106605, -0.24114038, -0.44630137, 0.2726737, -0.32170138, -0.009236524, -0.11666051, 0.0457048, 0.07876708, 0.13134004, -0.035318643) * go_3(-1.0, 0.0); + result += mat4(-0.05140272, 0.011605703, 0.13899171, -0.05071015, 0.18413687, -0.31413674, -0.13043414, -0.15118152, -0.15326938, -0.10720126, -0.23738635, 0.13481396, 0.25115076, -0.009316611, -0.2584441, -0.14389823) * go_3(-1.0, 1.0); + result += mat4(-0.039723795, -0.14869407, -0.1692942, 0.026501274, -0.10685166, -0.121267825, -0.08584318, -0.09580693, -0.10626739, -0.068417974, 0.11321909, -0.13664317, 0.061380867, -0.2587898, 0.14850819, 0.008178645) * go_3(0.0, -1.0); + result += mat4(0.06912782, 0.24230564, -0.048150286, 0.2203717, -0.17417085, 0.105546735, -0.16648416, -0.0045053074, 0.09764028, 0.37122592, -0.1939995, -0.27899942, -0.088152565, -0.53869057, 0.21676709, -0.08056594) * go_3(0.0, 0.0); + result += mat4(0.07651754, 0.03704878, -0.0197015, 0.1660726, 0.07002748, -0.11820414, -0.23360898, 0.1481592, 0.029847002, 0.054057185, 0.013176299, 0.06552942, -0.13865773, -0.20105527, -0.37550658, 0.005769631) * go_3(0.0, 1.0); + result += mat4(-0.22697811, -0.17426412, 0.10148018, 0.008134666, 0.10771455, 0.16943407, -0.016319012, -0.40176705, -0.06854668, -0.049045276, 0.20919096, 0.13240765, -0.050125647, 0.14902508, 0.052697595, -0.13817468) * go_3(1.0, -1.0); + result += mat4(0.04301619, 0.23184754, -0.023551717, 0.3768405, 0.028999053, 0.06709736, -0.05993663, -0.059861984, 0.15499207, -0.22217415, 0.111131504, -0.09082529, -0.19389243, 0.024621522, -0.15305442, 0.010799284) * go_3(1.0, 0.0); + result += mat4(-0.035496738, 0.010802548, -0.028718363, 0.19263634, 0.16900502, -0.16661702, -0.027631328, 0.18309957, -0.015860107, -0.03309961, -0.091390446, 0.14000848, -0.0036591904, 0.47659522, -0.09373507, -0.29020965) * go_3(1.0, 1.0); + result += vec4(0.08895955, -0.027667087, 0.20500831, 0.00037762933); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_4_tf +//!BIND conv2d_4_tf1 +//!SAVE conv2d_5_tf +//!WIDTH conv2d_4_tf.w +//!HEIGHT conv2d_4_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_4_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_4_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_4_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_4_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.018134737, -0.2296755, -0.07276725, -0.029795367, 0.05382051, 0.092847414, -0.024469728, -0.1674685, 0.0017946451, 0.30074653, 0.0034195695, -0.04892261, 0.18229689, -0.20116119, -0.12702174, -0.08259108) * go_0(-1.0, -1.0); + result += mat4(-0.1357695, -0.08149211, 0.09314453, -0.21966846, 0.34740716, 0.043606415, 0.04225903, 0.034449834, 0.17248215, 0.39148283, -0.13868807, -0.010550686, 0.044238456, -0.09693464, -0.005044985, 0.24383289) * go_0(-1.0, 0.0); + result += mat4(0.19959371, 0.098685324, 0.058746945, 0.010580748, 0.08051514, 0.031898864, 0.017556064, 0.13004355, -0.01727653, 0.11044019, 0.040673427, -0.20064595, -0.23321067, 0.06398686, -0.19126236, -0.2430858) * go_0(-1.0, 1.0); + result += mat4(-0.12870286, -0.113455534, 0.23722827, 0.070718594, 0.19049989, -0.1927299, -0.06343845, 0.113127775, 0.082530305, -0.10972526, -0.090779535, 0.05731582, 0.11018802, -0.18049154, 0.09269507, -0.10304576) * go_0(0.0, -1.0); + result += mat4(0.15513484, 0.06659583, 0.08125296, -0.012350324, -0.09492788, 0.5048303, 0.13206847, 0.39554298, 0.28953737, -0.20913891, -0.26781562, -0.17539899, 0.023778774, 0.29716817, 0.15768486, 0.37702608) * go_0(0.0, 0.0); + result += mat4(0.0724462, 0.015571356, -0.032217246, 0.0050658924, -0.22708446, 0.03968809, 0.016753826, 0.0025668752, -0.055932112, 0.113931604, 0.19766758, -0.030027265, -0.17384295, 0.15013468, -0.0070017707, -0.09469028) * go_0(0.0, 1.0); + result += mat4(-0.078361556, -0.0954201, -0.006358101, 0.040500037, 0.4190454, -0.17622913, -0.07234791, 0.05462559, 0.18641087, 0.058313597, -0.0180785, 0.13818781, -0.14640772, 0.0699486, 0.0073663946, -0.076789856) * go_0(1.0, -1.0); + result += mat4(-0.21421191, 0.08736062, 0.09041226, 0.03608585, 0.02769972, 0.09641289, 0.11824623, 0.05653645, 0.16464607, 0.19839554, -0.13379547, 0.054417104, 0.067530684, 0.18971571, 0.13785432, -0.097639814) * go_0(1.0, 0.0); + result += mat4(-0.32658005, -0.14606023, -0.069448665, 0.032998275, -0.28331423, 0.0011900732, -0.020304207, -0.13535896, 0.08298347, 0.045509677, -0.030503955, -0.037504148, 0.049955815, 0.0925771, 0.00058534974, -0.12398032) * go_0(1.0, 1.0); + result += mat4(-0.2955836, 0.29059318, -0.018196672, -0.35866606, -0.01309431, 0.03540315, 0.010609202, 0.11956812, 0.10296229, 0.22536302, 0.015201129, -0.23797737, -0.16960852, -0.11414787, -0.034440614, 0.112644605) * go_1(-1.0, -1.0); + result += mat4(-0.14952518, 0.07024436, -0.083184876, -0.0814617, -0.13303639, 0.016159372, -0.13521518, 0.2221334, -0.056617837, 0.12958299, 0.064461656, -0.20146395, -0.16023181, 0.2640758, 0.27528805, -0.1426518) * go_1(-1.0, 0.0); + result += mat4(-0.04382363, 0.09856003, -0.08561442, -0.15699928, -0.121069774, 0.04685383, -0.009170197, -0.031489655, 0.18730178, 0.238442, 0.22497098, 0.032015145, -0.03709115, 0.1535079, 0.21674158, 0.10678019) * go_1(-1.0, 1.0); + result += mat4(-0.12200952, 0.24224263, 0.034097504, -0.028179523, -0.011962496, -0.04489487, -0.05198827, 0.22194928, -0.045400873, -0.049828544, 0.111477956, -0.098361604, 0.12788995, -0.016093334, -0.19886433, -0.011161484) * go_1(0.0, -1.0); + result += mat4(0.30563712, 0.013071727, -0.004799883, 0.12888052, -0.259498, -0.041566677, 0.07311124, 0.162324, 0.28371668, -0.004693743, -0.0019395344, 0.029358242, 0.08730285, 0.12184509, 0.05508437, 0.048439097) * go_1(0.0, 0.0); + result += mat4(0.12760857, 0.115813166, -0.217695, -0.10629871, -0.227366, 0.09030426, -0.15313712, 0.020528946, -0.20743734, 0.088583544, 0.04594053, -0.22891994, 0.18949282, -0.042186577, -0.17330512, -0.010711361) * go_1(0.0, 1.0); + result += mat4(0.029503195, 0.0063797613, -0.17004286, -0.096844055, 0.010218098, 0.04247233, 0.02362808, 0.14700809, -0.08082364, 0.11159672, -0.018505255, -0.15228583, 0.15693732, -0.025359154, 0.024829186, 0.1943192) * go_1(1.0, -1.0); + result += mat4(-0.03912932, -0.21989027, 0.12203028, 0.18702275, -0.118537985, 0.21039696, 0.09102061, 0.012288879, 0.031666897, 0.1318455, -0.04901404, -0.07516063, -0.44782668, 0.04884501, 0.047070876, 0.008728358) * go_1(1.0, 0.0); + result += mat4(-0.08669101, 0.3053463, -0.08963947, 0.0034188698, -0.070004664, 0.064788476, 0.093737036, 0.070050925, 0.12728429, -0.13179256, -0.014913502, 0.09308136, -0.027638942, 0.008638711, 0.08794172, -0.05531093) * go_1(1.0, 1.0); + result += mat4(0.0728421, 0.07872358, 0.11454748, 0.08497922, 0.071820416, -0.11789207, -0.08184197, 0.1359588, -0.2143346, -0.05876081, 0.023172129, -0.08430511, -0.19276723, 0.14283359, 0.15604696, -0.055187486) * go_2(-1.0, -1.0); + result += mat4(0.068641685, 0.2732106, -0.2809107, 0.12736696, -0.08642367, 0.023898933, -0.17859498, -0.18299665, -0.06684587, -0.12204666, 0.45898953, -0.24240111, 0.25182098, -0.04395751, 0.10637211, -0.22135144) * go_2(-1.0, 0.0); + result += mat4(0.0852072, 0.051133018, 0.03333165, -0.0008938216, 0.10251267, 0.0550774, 0.041769378, -0.21259712, 0.286912, 0.123342015, 0.282759, -0.0730124, 0.14275575, -0.15580742, -0.15224406, 0.045376908) * go_2(-1.0, 1.0); + result += mat4(0.03328225, 0.11563978, -0.07451964, 0.030546209, -0.04698351, -0.18544962, 0.037350416, 0.13969816, 0.0556746, -0.06359919, 0.06478219, -0.031694926, 0.13396506, 0.09443612, -0.01922686, -0.06290365) * go_2(0.0, -1.0); + result += mat4(0.07495407, 0.063429266, -0.106221214, -0.085107304, 0.2497817, -0.46598253, -0.18833177, -0.2731128, -0.13024822, 0.56053543, 0.055704467, -0.12331414, -0.031199086, 0.05061188, 0.22097112, -0.6611177) * go_2(0.0, 0.0); + result += mat4(0.08276988, -0.044184342, -0.03562185, -0.06159881, 0.27694225, -0.07192965, -0.08663714, 0.020221777, 0.14095962, -0.06229397, 0.051374253, -0.038158998, 0.10664802, -0.041305423, 0.051260717, -0.054698635) * go_2(0.0, 1.0); + result += mat4(0.12800686, 0.03485072, 0.039914366, 0.034041498, -0.08305794, -0.046292894, 0.22765331, 0.10904922, 0.0013937047, -0.08750301, 0.009126207, -0.065589435, 0.2837707, 0.08884436, -0.07234862, -0.093502745) * go_2(1.0, -1.0); + result += mat4(0.113439895, 0.06081726, 0.1122302, -0.022936966, 0.10329637, -0.31816107, -0.051597945, 0.23846027, -0.083913095, -0.29872265, -0.040147282, -0.08981918, -0.04329814, -0.12339693, -0.034489952, 0.013393211) * go_2(1.0, 0.0); + result += mat4(0.33091688, 0.1726297, 0.034332044, -0.091396205, 0.15434311, -0.0022870845, -0.15506189, 0.08710491, -0.16063525, 0.042252056, 0.017086457, 0.08134797, 0.08631321, 0.037843138, 0.088296555, 0.0064518084) * go_2(1.0, 1.0); + result += mat4(0.09161051, 0.114355795, -0.15304486, -0.030537153, 0.1835368, -0.3287635, 0.031197926, 0.09717476, 0.04276852, 0.113250345, 0.05949038, -0.10599563, 0.43574792, -0.060788117, 0.18409383, 0.12678055) * go_3(-1.0, -1.0); + result += mat4(-0.018356865, -0.0072578182, 0.12020777, -0.013127592, 0.20136636, -0.22984362, 0.06896224, 0.00044982752, 0.008428429, -0.123316936, -0.09989286, 0.078248784, -0.16313677, -0.003020313, -0.46285018, -0.08967125) * go_3(-1.0, 0.0); + result += mat4(-0.03451497, -0.10864502, 0.13207638, 0.17194521, 0.0037514758, -0.20222199, -0.12535086, 0.001511977, 0.056294486, -0.2112898, 0.078261316, 0.10118746, -0.044742294, 0.21793383, -0.19927903, -0.21338293) * go_3(-1.0, 1.0); + result += mat4(-0.034903776, -0.10167085, 0.031066334, 0.0379958, 0.20532596, -0.17457838, 0.16556816, -0.0021619152, 0.02682665, 0.03396325, -0.059273884, 0.1922813, -0.072151475, -0.010240544, 0.2302027, 0.12385962) * go_3(0.0, -1.0); + result += mat4(-0.20170145, -0.08203941, -0.028107846, -0.18003726, 0.44744352, -0.13190243, 0.13233365, 0.03626546, 0.085763134, -0.25613126, -0.11213388, 0.15529087, -0.271649, 0.050587676, -0.062583975, 0.057289865) * go_3(0.0, 0.0); + result += mat4(-0.040649455, -0.17949733, 0.35847965, -0.040587306, 0.24314344, -0.23811667, 0.13958354, 0.04961874, 0.09858903, -0.04202913, -0.21850993, 0.0700419, -0.09130745, -0.096835814, 0.0022782686, -0.25416258) * go_3(0.0, 1.0); + result += mat4(-0.08215545, -0.019647893, 0.055263475, 0.053733055, 0.098485716, -0.1041945, -0.06541415, -0.08868577, -0.07262986, 0.03513784, -0.110529095, -0.03369232, 0.056786604, 0.2569229, -0.05931065, -0.22081214) * go_3(1.0, -1.0); + result += mat4(0.066926084, 0.029664058, -0.10779271, 0.11026963, 0.23927264, -0.16914488, 0.022947345, 0.12303853, -0.07066212, -0.013205378, 0.15348643, 0.035568032, 0.20966691, 0.010149819, -0.08814468, -0.064854674) * go_3(1.0, 0.0); + result += mat4(0.11493852, -0.074924305, -0.14840698, -0.16956823, 0.056806292, -0.06387947, -0.06880271, -0.04637334, -0.1929893, 0.18226422, 0.064644486, -0.1594863, 0.027403917, 0.13951495, -0.06569123, -0.07700207) * go_3(1.0, 1.0); + result += vec4(-0.043347504, -0.20504741, -0.037821215, -0.014486937); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_4_tf +//!BIND conv2d_4_tf1 +//!SAVE conv2d_5_tf1 +//!WIDTH conv2d_4_tf.w +//!HEIGHT conv2d_4_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_4_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_4_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_4_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_4_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.047881734, -0.09396414, -0.2839081, 0.3140853, 0.052613556, 0.09940423, 0.23960467, -0.022228222, -0.12065009, 0.07898222, 0.08657881, 0.010852739, -0.050450284, 0.01683982, 0.031813968, 0.053060856) * go_0(-1.0, -1.0); + result += mat4(-0.10252411, -0.03116448, -0.30114275, -0.0316799, -0.017501019, -0.03006003, -0.2095696, 0.10134927, -0.3901916, -0.15335023, -0.11955071, 0.1337449, 0.101239376, -0.25044814, 0.2128469, 0.018979514) * go_0(-1.0, 0.0); + result += mat4(-0.13392173, 0.052036732, 0.1682114, -0.026263753, 0.027221246, -0.15121374, 0.13723798, 0.08950682, -0.1182108, -0.07294226, 0.023392374, 0.052329235, -0.05632852, -0.07036173, 0.06872573, 0.05238042) * go_0(-1.0, 1.0); + result += mat4(0.18112028, 0.18242362, -0.06812871, 0.032463413, 0.124638766, -0.26765212, -0.07678663, 0.33806562, 0.09674393, 0.15574542, 0.23634006, -0.02873782, -0.1626769, -0.14760062, -0.007274849, 0.09866139) * go_0(0.0, -1.0); + result += mat4(-0.10726673, -0.10925056, 0.19967109, -0.19936769, 0.15942842, -0.14870064, 0.15493345, -0.08489036, -0.49053356, -0.17321263, 0.28426084, 0.18721215, -0.09898434, -0.2751838, -0.11833524, 0.028445128) * go_0(0.0, 0.0); + result += mat4(-0.11788817, -0.23724948, -0.046072144, 0.035621114, 0.04527003, -0.0073492974, 0.11097195, 0.06806836, 0.04814677, -0.1408476, -0.1325629, 0.00929532, -0.16699041, -0.03034791, 0.08320368, -0.15429299) * go_0(0.0, 1.0); + result += mat4(0.2729515, 0.008244692, -0.17441982, -0.39026466, 0.17381759, 0.31194404, 0.055934936, 0.20744409, 0.20119062, 0.0734271, 0.0796807, 0.0031037466, -0.0016392237, 0.033733975, 0.07149338, 0.042083208) * go_0(1.0, -1.0); + result += mat4(0.07985744, 0.10945015, 0.018472541, 0.1397503, 0.2005682, 0.42641, 0.23022486, -0.2916921, 0.028285174, -0.31885162, -0.27070364, -0.10390779, 0.0751492, 0.12752363, -0.2279459, 0.08998453) * go_0(1.0, 0.0); + result += mat4(0.18450491, -0.140783, -0.008006845, 0.09029298, 0.12536179, 0.26949662, 0.09491545, 0.063907005, 0.11212244, 0.09778506, -0.1835966, -0.053119674, 0.0072294096, 0.25018227, 0.010868525, -0.22721334) * go_0(1.0, 1.0); + result += mat4(-0.028011927, -0.20073172, 0.5976166, -0.19494139, 0.17958745, -0.03838646, 0.058325976, -0.29409218, -0.12793432, 0.03245129, 0.35662368, -0.05048354, -0.13368197, -0.06151968, -0.012714591, -0.1763054) * go_1(-1.0, -1.0); + result += mat4(0.18468465, 0.31682113, 0.12818255, -0.117110476, 0.13709468, -0.10034022, -0.07994527, -0.1259309, 0.04067299, -0.1147398, 0.28361055, 0.27916273, 0.03696692, 0.16829546, 0.27819383, 0.08305029) * go_1(-1.0, 0.0); + result += mat4(-0.28920117, -0.033877946, 0.01586206, 0.04681198, 0.024248574, -0.045777842, -0.03342128, 0.07525412, -0.063377544, -0.016737273, 0.11235511, -0.04325238, -0.24170023, -0.09993599, -0.03205371, 0.14339828) * go_1(-1.0, 1.0); + result += mat4(-0.008357902, -0.11038377, 0.03709221, 0.26775306, 0.07963845, -0.25377446, -0.17630441, -0.10966474, 0.057311732, -0.083327, 0.044497233, 0.06903858, -0.26531395, -0.103399664, -0.14806591, 0.269314) * go_1(0.0, -1.0); + result += mat4(0.05450808, -0.041993964, -0.07217651, 0.034468375, 0.2117634, 0.0075620585, 0.05825411, -0.2252478, -0.0527787, 0.049732126, -0.032040413, -0.09361454, 0.29585132, 0.018413153, 0.18384546, -0.024226356) * go_1(0.0, 0.0); + result += mat4(-0.031109914, 0.19351351, 0.07405522, -0.06313074, -0.09983541, -0.011495182, 0.11749038, -0.16775608, 0.2790974, -0.09338754, 0.07913264, 0.103792936, -0.18679164, -0.15639925, 0.112943865, 0.07930375) * go_1(0.0, 1.0); + result += mat4(0.004106195, -0.036833283, 0.12908752, 0.12869535, -0.02472107, 0.17561707, -0.025890926, -0.18789047, 0.096218705, -0.16306408, -0.02198454, -0.010134957, -0.09710009, 0.002062143, -0.046785697, 0.0029441968) * go_1(1.0, -1.0); + result += mat4(0.19648251, -0.015663045, -0.0730215, 0.028611008, 0.13529862, -0.015256192, -0.04119306, -0.24628192, 0.02601027, -0.21184283, -0.1962902, 0.09109358, -0.06792383, 0.092336476, 0.12215351, -0.08596062) * go_1(1.0, 0.0); + result += mat4(-0.17530201, -0.0351919, -0.31872514, -0.13933206, -0.07000922, -0.049807087, 0.0010997375, -0.033573963, 0.07442056, -0.33290103, -0.40381998, 0.09435, -0.3280128, -0.09953127, -0.11283648, 0.20685865) * go_1(1.0, 1.0); + result += mat4(-0.052573867, -0.035328753, -0.11132943, -0.17515652, 0.05021051, 0.058642425, -0.046640664, 0.0799107, -0.027398815, -0.33619994, -0.22135767, 0.07894002, -0.14941697, -0.0940996, -0.11655085, 0.049795926) * go_2(-1.0, -1.0); + result += mat4(-0.039301276, 0.041062318, 0.20312686, -0.009338705, 0.013706282, -0.0245852, 0.03458311, 0.09601228, -0.18203016, -0.012260314, 0.17984508, -0.056576703, -0.102844186, 0.24047872, 0.05307189, 0.16066082) * go_2(-1.0, 0.0); + result += mat4(0.1478775, 0.0046362123, 0.05459521, 0.07162838, -0.01896149, 0.23700175, -0.14174299, 0.06988599, -0.32545477, -0.08065096, -0.061227743, -0.0010796773, 0.094327345, -0.20760082, -0.19523263, 0.19859222) * go_2(-1.0, 1.0); + result += mat4(-0.049676366, -0.10381536, 0.02546116, -0.13127093, 0.10954914, 0.0048147943, 0.06962328, -0.30456528, -0.11956627, 0.0150488885, -0.10711722, 0.1684613, -0.1939089, -0.10577047, -0.11980919, -0.036988296) * go_2(0.0, -1.0); + result += mat4(-0.054795764, 0.09491116, -0.08494948, 0.059765853, 0.0131597435, 0.20786162, 0.11999637, 0.024381055, 0.22830428, 0.027053319, -0.011646274, -0.12145409, -0.07899559, -0.012688263, 0.10684157, 0.3824219) * go_2(0.0, 0.0); + result += mat4(-0.23994572, -0.0031532666, -0.0050638164, 0.14236279, 0.05690383, -0.06259682, 0.052624144, 0.20461404, -0.19230312, -0.11072268, 0.013023965, 0.08931543, -0.21997221, 0.11760443, -0.40943825, 0.28656834) * go_2(0.0, 1.0); + result += mat4(-0.06606179, 0.26007771, 0.033754125, 0.119690455, 0.024669139, -0.06752839, 0.12688096, -0.0063201943, -0.17123021, 0.07548857, -0.14213699, 0.034093797, -0.15632647, -0.123243414, -0.42634043, 0.1715022) * go_2(1.0, -1.0); + result += mat4(-0.046503466, 0.13876389, 0.17973013, -0.25938338, -0.18824704, -0.11876702, 0.31065792, -0.041042212, -0.061369427, 0.2057992, 0.17295738, 0.3836555, -0.21109799, -0.10167118, 0.16577047, 0.113483034) * go_2(1.0, 0.0); + result += mat4(-0.24534856, -0.014482421, 0.22515748, -0.12773542, 0.12794174, -0.02528619, 0.41710484, 0.09154934, -0.17805946, -0.25428918, 0.07294183, 0.047079418, -0.30949152, -0.08919157, 0.17888431, 0.17706038) * go_2(1.0, 1.0); + result += mat4(-0.1741826, 0.046225294, -0.10761791, 0.2619953, 0.007373745, 0.05104337, -0.22309966, 0.34529984, -0.034363825, -0.022187237, -0.08609555, 0.16842419, 0.28136057, 0.17843607, -0.11307746, -0.05668021) * go_3(-1.0, -1.0); + result += mat4(-0.12310616, -0.29661375, -0.10581025, -0.049584012, 0.19651765, 0.08436489, -0.14533581, -0.029874112, -0.15422897, -0.062741704, -0.22694711, -0.15547274, -0.15181333, 0.0286061, 0.022438493, -0.062447168) * go_3(-1.0, 0.0); + result += mat4(0.3497046, -0.09455009, 0.060618952, -0.2134236, 0.054515295, 0.07451165, -0.09267233, -0.010513333, 0.13842636, 0.11563433, -0.054750167, 0.050432, 0.1514256, 0.04284002, -0.2095581, 0.07907657) * go_3(-1.0, 1.0); + result += mat4(-0.11745651, -0.04717057, 0.085377194, -0.065956995, 0.07280491, 0.2730059, 0.11088276, 0.2437957, 0.14018989, 0.1164107, -0.09516929, 0.0022427947, 0.111544006, -0.0680495, 0.09324579, -0.12482022) * go_3(0.0, -1.0); + result += mat4(-0.07995795, -0.03387884, 0.019846136, 0.10231208, -0.07017192, 0.18659039, 0.035161644, 0.101182766, -0.14901665, 0.21307294, 0.063894205, -0.27546507, -0.24792959, -0.067731075, 0.13146006, -0.19333683) * go_3(0.0, 0.0); + result += mat4(0.034206454, 0.1472648, -0.07406727, 0.014654025, 0.18703444, 0.1319857, -0.10610886, 0.08427947, -0.017536618, -0.06487879, -0.12095286, -0.050414838, 0.03260879, 0.1558894, -0.031887084, 0.11840288) * go_3(0.0, 1.0); + result += mat4(0.114811294, -0.14574333, -0.09392587, 0.042283528, 0.08919092, 0.18259068, 0.0980717, 0.21024778, -0.1280008, -0.027260462, -0.1129027, 0.18722472, 0.13733985, 0.047153983, 0.030871978, 0.1998385) * go_3(1.0, -1.0); + result += mat4(-0.06783575, 0.004612595, 0.1153467, -0.11531557, -0.048889533, 0.07673577, -0.02041786, 0.22744459, -0.13092506, 0.13484807, 0.40003043, -0.053706612, -0.16985156, -0.04791236, -0.052443005, -0.08363625) * go_3(1.0, 0.0); + result += mat4(0.18187882, 0.017893985, 0.17856054, 0.005413129, 0.014147176, 0.15102178, 0.12436294, -0.02176765, -0.16727823, -0.0364111, 0.17074408, 0.12899421, 0.31984514, -0.0072070034, 0.031895883, -0.1991405) * go_3(1.0, 1.0); + result += vec4(-0.011865144, 0.11717201, -0.13823777, -0.059450272); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_5_tf +//!BIND conv2d_5_tf1 +//!SAVE conv2d_6_tf +//!WIDTH conv2d_5_tf.w +//!HEIGHT conv2d_5_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_5_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_5_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_5_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_5_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.082203194, 0.021720003, 0.03725474, -0.08048348, 0.2063248, -0.033020593, -0.17585336, 0.06476272, 0.012244563, 0.026554609, 0.014708393, 0.26606125, 0.14248778, 0.12817341, -0.039826933, -0.12751861) * go_0(-1.0, -1.0); + result += mat4(0.24573852, 0.19695967, -0.06257417, -0.04782871, 0.3511875, -0.018083302, -0.077342674, 0.15247667, 0.20321761, -0.07479984, -0.09548503, 0.08109568, -0.23808748, 0.07246303, -0.004242619, 0.16162953) * go_0(-1.0, 0.0); + result += mat4(0.13296306, 0.19495387, 0.009222276, 0.033592198, 0.20443891, 0.16063854, -0.2581601, -0.016132578, -0.2296461, -0.23647323, -0.15407176, -0.18265317, 0.2343241, -0.049697313, -0.09398783, 0.41931856) * go_0(-1.0, 1.0); + result += mat4(-0.10866088, -0.40605694, -0.0042648134, 0.07943803, 0.26914695, 0.14816476, 0.037706107, -0.123223364, -0.19962949, -0.053534556, -0.08397409, -0.04244924, -0.075791344, 0.29629225, 0.2311928, 0.099177904) * go_0(0.0, -1.0); + result += mat4(-0.1748319, -0.2003186, -0.32659066, -0.21007413, 0.20122464, 0.032196607, -0.026299698, 0.33395135, 0.11411664, 0.05971959, 0.09001304, -0.15936212, 0.012322024, 0.19936106, -0.411186, -0.08319479) * go_0(0.0, 0.0); + result += mat4(-0.07349218, 0.006184436, 0.096199185, -0.050186496, 0.064047046, -0.03813128, -0.057007037, -0.025550695, -0.2863145, -0.008512981, -0.20615962, 0.18009211, 0.008298396, 0.22452813, 0.010843521, 0.20169461) * go_0(0.0, 1.0); + result += mat4(0.2691149, 0.059546687, 0.08922005, 0.2252196, 0.30341956, -0.024489028, 0.087045394, -0.03856442, -0.14083561, -0.17683443, 0.14137806, 0.15520614, 0.2073925, -0.19525874, 0.23661858, 0.3098405) * go_0(1.0, -1.0); + result += mat4(0.006530723, 0.04180736, -0.04762067, -0.064395495, 0.02396811, -0.13332283, 0.0037775645, 0.026309434, 0.0033065109, -0.08315753, 0.02917419, 0.12330464, 0.22819455, -0.07489677, 0.12829056, -0.097994626) * go_0(1.0, 0.0); + result += mat4(-0.09983759, 0.032783493, 0.11085758, 0.08993078, -0.057110567, -0.018973934, -0.14946178, -0.03921629, 0.039757587, 0.015860094, 0.04989561, -0.19634786, 0.04351146, 0.019315343, 0.25972188, 0.17989321) * go_0(1.0, 1.0); + result += mat4(-0.04111906, -0.165601, 0.0003682197, -0.056232415, -0.32716644, -0.24015541, -0.057547837, 0.05966729, 0.06854747, 0.03599213, -0.18798864, 0.1183447, 0.014268468, -0.1310834, 0.06415977, -0.19414157) * go_1(-1.0, -1.0); + result += mat4(-0.00070661673, 0.17671427, 0.10584568, -0.060910843, -0.104282066, -0.22676118, -0.01907062, 0.24882245, -0.043454725, 0.07691623, -0.48371696, 0.013537671, -0.025488405, 0.061228953, 0.18548754, 0.028671112) * go_1(-1.0, 0.0); + result += mat4(-0.0121596735, 0.09595702, -0.08244918, -0.1176173, 0.26773354, -0.021729136, 0.075465776, -0.0928876, 0.12461298, 0.16830076, -0.15302569, 0.113850676, 0.09811088, 0.13006307, 0.24999009, 0.10261325) * go_1(-1.0, 1.0); + result += mat4(-0.032246377, 0.038265374, -0.26476422, -0.1442876, -0.19866082, 0.08649541, 0.041478764, 0.11155026, 0.21576422, -0.09572912, -0.11174068, -0.19722937, -0.15801935, 0.29604745, -0.08606268, -0.15532136) * go_1(0.0, -1.0); + result += mat4(-0.06315591, 0.16151646, -0.009230362, -0.04341246, 0.09085519, 0.21924476, 0.38044852, 0.193819, 0.16622902, 0.0025134624, -0.22688466, -0.025276015, 0.07714917, 0.16302192, -0.11767101, -0.11086476) * go_1(0.0, 0.0); + result += mat4(-0.04170153, 0.001859292, -0.26352355, 0.10982333, -0.031867817, 0.15773517, -0.060263418, 0.11117763, -0.017359972, 0.0127261225, 0.0782802, -0.16908924, 0.080516845, -0.05691526, -0.07530135, -0.14553802) * go_1(0.0, 1.0); + result += mat4(0.06112685, -0.032287434, 0.17445667, -0.044935808, -0.11449107, -0.051394563, -0.029589338, -0.14555557, 0.03440661, 0.11035615, -0.17175, -0.14851089, 0.037362, -0.18740481, 0.17278154, 0.18073405) * go_1(1.0, -1.0); + result += mat4(-0.27670652, 0.19484822, 0.2609349, 0.1455016, 0.04438468, 0.1449185, 0.11185832, -0.18598269, -0.019846648, 0.11886126, -0.098498635, 0.15737785, 0.011406795, -0.18860829, -0.13705735, 0.17535745) * go_1(1.0, 0.0); + result += mat4(-0.30244905, -0.28695273, 0.1146976, 0.21144345, -0.037980128, -0.027679864, -0.13992494, -0.04884521, -0.032023884, -0.07921183, -0.16042095, -0.06935386, -0.06570237, -0.1107404, -0.018163798, 0.22625941) * go_1(1.0, 1.0); + result += mat4(-0.07292955, -0.07321777, -0.045146503, -0.33291966, -0.096732594, -0.07203495, 0.33692798, 0.2870733, 0.122160144, -0.076574564, 0.042844944, 0.26448342, 0.07672146, -0.028775277, -0.12088313, 0.15583947) * go_2(-1.0, -1.0); + result += mat4(0.21589327, 0.05258274, 0.09705794, -0.024653846, -0.039402515, 0.28485695, 0.14711736, -0.10556087, -0.15140481, 0.09039498, 0.017308712, 0.11862922, 0.08230978, 0.21678248, -0.043815188, -0.226433) * go_2(-1.0, 0.0); + result += mat4(-0.029258793, 0.26618922, 0.02564014, -0.23189862, -0.24074338, -0.18556763, 0.25973624, 0.04746873, 0.0137007125, -0.22239363, -0.12414957, 0.048228756, -0.22406264, 0.282667, -0.021001073, -0.17465611) * go_2(-1.0, 1.0); + result += mat4(0.32401654, -0.1495363, -0.20869227, 0.04271639, -0.0087802755, 0.031325378, 0.23834595, 0.039336167, 0.17265107, 0.20947595, 0.28737286, 0.0028783784, -0.057340365, -0.050347418, -0.11915604, -0.1831807) * go_2(0.0, -1.0); + result += mat4(0.1811338, 0.07732653, 0.20975596, -0.47129005, 0.07121942, 0.08410583, 0.44170937, -0.19524159, -0.17807977, 0.12837476, 0.20816846, -0.1741958, -0.04411918, 0.06024972, 0.18159702, -0.052485272) * go_2(0.0, 0.0); + result += mat4(-0.15229738, 0.27513, 0.28150418, -0.19543962, -0.02045864, -0.07207227, 0.09589587, 0.09110817, 0.061413247, 0.0046052113, 0.11619411, -0.2988938, 0.065739445, 0.10205611, 0.12847126, -0.028355654) * go_2(0.0, 1.0); + result += mat4(0.0657154, -0.047568597, -0.16148911, 0.16392621, -0.25281775, -0.061153214, 0.017480455, -0.026288848, 0.20319715, 0.04763355, 0.010444491, -0.26671803, -0.25821987, 0.32863674, -0.30734694, -0.18190521) * go_2(1.0, -1.0); + result += mat4(-0.042703815, 0.06633036, -0.048434302, -0.17176376, -0.12699759, -0.1124558, 0.083266065, 0.03354623, -0.13468939, 0.12706263, 0.053659134, -0.06930602, 0.008196115, 0.2034998, -0.06351442, -0.039730288) * go_2(1.0, 0.0); + result += mat4(0.09614661, 0.22500272, 0.088511504, -0.16960482, 0.15364788, -0.18854137, -0.13163191, -0.07503735, -0.23177068, -0.0053305267, -0.041978605, 0.0971947, -0.049034655, 0.04486706, 0.09076307, -0.02310868) * go_2(1.0, 1.0); + result += mat4(-0.1304683, 0.17743458, -0.09817326, -0.0646786, 0.07886976, 0.20109388, -0.034114968, -0.2029261, -0.03348398, 0.029337432, -0.07302782, -0.02240758, 0.030242773, -0.30032325, 0.02085572, -0.027314361) * go_3(-1.0, -1.0); + result += mat4(-0.037377544, 0.026350772, -0.07430488, -0.114671774, -0.126935, -0.046512567, -0.033628833, -0.19018382, -0.041053895, -0.031206857, 0.08562848, -0.01875709, 0.21099389, -0.092511, 0.0073047103, -0.009811013) * go_3(-1.0, 0.0); + result += mat4(0.11358029, 0.17468451, -0.12739041, -0.14332245, -0.22230148, 0.16862972, -0.04462456, 0.2469604, -0.008622369, 0.0081848325, -0.17032363, -0.16024362, 0.21178265, 0.037127133, 0.08559072, 0.11584694) * go_3(-1.0, 1.0); + result += mat4(0.008993893, -0.08037705, 0.4426555, 0.15593371, 0.15273719, -0.03249998, 0.055109, -0.1512612, -0.037183985, 0.20825677, -0.08516227, -0.06664223, -0.10011001, -0.3505215, -0.17941694, 0.052089088) * go_3(0.0, -1.0); + result += mat4(-0.109703645, -0.13505603, 0.1336451, 0.13118869, 0.010915504, 0.12748592, 0.21201555, -0.40841985, -0.11059143, 0.033772044, -0.039282143, 0.03095394, 0.10394723, -0.21343367, -0.10699851, -0.028351074) * go_3(0.0, 0.0); + result += mat4(0.019704714, 0.06243651, 0.09896519, -0.17492259, 0.012675787, -0.004239029, 0.21319824, 0.069183126, -0.0071114586, 0.123431124, -0.24479835, 0.00723795, -0.045293927, 0.014101029, 0.15746681, 0.042405806) * go_3(0.0, 1.0); + result += mat4(0.023828225, -0.0015190929, 0.1194638, 0.082163885, 0.10532113, 0.042044062, 0.02528007, 0.015175004, 0.026613194, 0.33525538, -0.1627064, -0.29887968, -0.197707, 0.038967777, -0.15811683, -0.106895216) * go_3(1.0, -1.0); + result += mat4(0.044362027, -0.04946742, -0.14815849, -0.17660522, -0.034201477, -0.012243106, -0.050183997, 0.06407372, 0.039822515, 0.15880872, -0.0672721, -0.4081093, 0.019489579, -0.060278706, -0.015096743, -0.07799167) * go_3(1.0, 0.0); + result += mat4(0.11861756, 0.27113584, -0.14107186, -0.10246008, -0.124051, -0.1627854, 0.10698585, 0.2846401, -0.061731786, 0.1724438, -0.12428688, -0.09986041, -0.034171514, -0.07100923, 0.041739646, -0.11308375) * go_3(1.0, 1.0); + result += vec4(-0.02981662, -0.26338395, -0.011632586, 0.15063232); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_5_tf +//!BIND conv2d_5_tf1 +//!SAVE conv2d_6_tf1 +//!WIDTH conv2d_5_tf.w +//!HEIGHT conv2d_5_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_5_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_5_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_5_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_5_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.17082009, 0.031344634, -0.06131912, 0.00887183, -0.01528174, 0.12943709, 0.24537678, 0.008178781, -0.312396, -0.023583878, 0.07827866, -0.1231261, 0.15081584, -0.18161978, -0.25179705, -0.036934935) * go_0(-1.0, -1.0); + result += mat4(-0.05768411, 0.16785417, -0.1788644, -0.0067257965, 0.021445744, 0.10066516, -0.23864186, 0.1450302, 0.12892793, 0.19856106, -0.24444748, 0.16531628, -0.044425935, -0.02775357, 0.009059946, -0.12958384) * go_0(-1.0, 0.0); + result += mat4(-0.025798557, -0.17238182, -0.34056288, -0.20921059, -0.03576266, 0.1476854, -0.06264234, 0.14452787, -0.04130045, -0.07275762, 0.034578666, 0.2914669, 0.20879944, 0.21359251, -0.048695553, 0.2638088) * go_0(-1.0, 1.0); + result += mat4(-0.022791177, 0.4204545, 0.116855636, 0.20241925, -0.010444933, -0.14462502, 0.022550104, -0.24423064, -0.09417524, 0.045358784, -0.11405829, 0.035979558, -0.2283092, -0.06670842, -0.23852053, -0.22417003) * go_0(0.0, -1.0); + result += mat4(-0.14526704, 0.040880535, 0.14076385, 0.07795045, -0.059177604, -0.13056375, -0.3373641, -0.19344307, -0.29891858, -0.32578763, -0.29061425, 0.1562214, -0.13578376, 0.36586633, 0.24936736, 0.054629393) * go_0(0.0, 0.0); + result += mat4(-0.025790233, -0.13020341, -0.10084969, 0.15767297, -0.09738769, 0.04034404, 0.0038675873, 0.043515608, 0.16899958, -0.29117966, 0.03420067, 0.14432564, -0.10473084, 0.21014084, 0.07775908, -0.09303797) * go_0(0.0, 1.0); + result += mat4(-0.07443987, -0.16225167, 0.036251917, 0.028432872, 0.03759333, 0.004027401, -0.033941846, 0.0019474924, 0.02357054, 0.30748722, 0.1652115, -0.17361522, 0.16905582, 0.08048018, -0.23639561, -0.029408466) * go_0(1.0, -1.0); + result += mat4(0.0461233, -0.09346199, -0.07063276, -0.19447634, -0.049339604, -0.0032855074, -0.22661209, -0.0543389, 0.11924857, -0.21691081, -0.1645725, -0.0075736847, 0.018572787, -0.06552861, -0.01777661, -0.11651732) * go_0(1.0, 0.0); + result += mat4(-0.06425901, 0.123392984, -0.16395192, -0.093448035, -0.029316641, 0.0986573, -0.23135012, 0.011170849, 0.00023920486, 0.15296175, 0.35453254, -0.05189021, 0.20708887, -0.103900835, 0.081992395, -0.21829562) * go_0(1.0, 1.0); + result += mat4(-0.019074136, -0.1572586, 0.27919227, 0.09119617, 0.035954695, 0.2941489, 0.18262725, -0.055522963, -0.21364328, -0.1573611, 0.104966134, 0.08228523, 0.19945285, -0.0039229114, -0.1565048, 0.028975379) * go_1(-1.0, -1.0); + result += mat4(-0.18501253, 0.006473006, 0.06637501, 0.04295065, 0.06411007, 0.1166344, -0.10060226, 0.46296063, -0.08600344, -0.03560105, 0.012215349, 0.017885283, 0.061346993, 0.17336361, 0.01935021, 0.20198092) * go_1(-1.0, 0.0); + result += mat4(-0.04451627, -0.10372061, -0.13968691, 0.14479733, 0.1660607, 0.19334625, 0.0085214665, 0.28863636, -0.07600901, -0.014777084, 0.13209191, -0.09045013, 0.104893915, -0.04776884, -0.007936376, 0.104568765) * go_1(-1.0, 1.0); + result += mat4(0.023751335, -0.108048, -0.050531313, 0.15916029, 0.13246661, 0.04644228, -0.09586482, -0.17222965, -0.22898191, -0.033484615, 0.078883134, -0.052609313, -0.2721741, 0.045986425, 0.13972299, -0.28923607) * go_1(0.0, -1.0); + result += mat4(-0.23364568, -0.008875902, -0.40894926, 0.060443908, -0.2839635, -0.5270991, -0.2500865, 0.002020195, -0.24488612, -0.04982319, -0.009110353, -0.018023955, 0.06647274, -0.25225738, 0.26154432, -0.033934146) * go_1(0.0, 0.0); + result += mat4(-0.1535129, -0.21257545, -0.16553773, 0.17471452, -0.06203719, 0.15238857, 0.18702018, 0.18572305, 0.07740396, -0.074217625, -0.072156586, -0.2183728, 0.00403749, 0.13750519, 0.30362993, 0.06550286) * go_1(0.0, 1.0); + result += mat4(0.37164542, -0.1980723, -0.15659203, 0.19498909, 0.01748114, 0.011807152, -0.05424202, 0.11926474, 0.050406165, -0.12925303, -0.020280985, 0.08429331, 0.14769496, -0.077555746, -0.15216178, -0.27070466) * go_1(1.0, -1.0); + result += mat4(0.35804263, 0.08539285, -0.14785156, -0.13532467, 0.058254432, 0.20448379, -0.006173341, 0.058168225, -0.21714899, -0.13472849, -0.09392532, -0.12753737, -0.097461835, -0.11419082, 0.09384189, 0.06414768) * go_1(1.0, 0.0); + result += mat4(0.023494452, -0.22187226, -0.16694295, 0.0204334, -0.26720086, 0.15916729, 0.3098874, -0.10292057, 0.008854983, 0.13375004, -0.04409455, 0.09286524, 0.095829524, 0.12427317, -0.048659876, 0.18300754) * go_1(1.0, 1.0); + result += mat4(-0.119153984, 0.10163183, 0.025017537, -0.40096784, 0.026778705, 0.15821172, -0.19947284, -0.33337715, 0.2952563, 0.16820388, -0.057061996, -0.029319009, -0.12184868, 0.09031512, 0.12028806, 0.021044692) * go_2(-1.0, -1.0); + result += mat4(0.086744264, -0.046958666, 0.2130253, -0.46672252, 0.07135636, 0.0100029735, -0.13828261, -0.012365689, -0.11374441, 0.21084632, -0.059631422, -0.013799735, -0.037889663, -0.10701892, -0.09493782, 0.15516634) * go_2(-1.0, 0.0); + result += mat4(0.031181194, -0.01535001, 0.029270316, 0.13128386, 0.11838377, -0.17051528, 0.12228499, -0.04841128, 0.33350074, -0.006144013, -0.09055018, 0.27470216, -0.26665646, -0.08703671, -0.01719071, -0.23449609) * go_2(-1.0, 1.0); + result += mat4(-0.12856458, 0.005562174, -0.19517267, 0.13270985, 0.2776414, 0.032003902, -0.15778573, 0.15344355, 0.26930434, -0.13459459, 0.035019353, 0.08896612, 0.12847935, -0.122637205, 0.001815178, 0.08290523) * go_2(0.0, -1.0); + result += mat4(0.33805037, -0.15318587, -0.20955376, -0.26121393, -0.026022578, -0.1617741, 0.1336867, 0.026223289, 0.012059392, -0.17295446, -0.060811974, 0.14027825, -0.21134059, -0.08408573, -0.23773228, 0.110836074) * go_2(0.0, 0.0); + result += mat4(0.16176093, 0.15307428, -0.07711325, -0.3458805, 0.061291527, 0.023916256, 0.21370678, 0.0015756418, 0.10642374, 0.24807373, 0.11164451, 0.10780487, 0.087194376, -0.2718231, -0.008457387, 0.054078236) * go_2(0.0, 1.0); + result += mat4(-0.03259038, -0.20923306, 0.165477, 0.098864526, -0.02734457, 0.08871225, -0.01552188, 0.047712058, 0.055032052, -0.13044262, -0.2899521, 0.22230095, -0.029343741, -0.16427459, -0.005436118, -0.05111821) * go_2(1.0, -1.0); + result += mat4(0.20065974, -0.1556366, -0.12620135, 0.44572976, -0.020925352, 0.12025185, 0.20588058, 0.06391864, 0.046870507, 0.16942503, -0.049370963, 0.008779016, 0.04954915, 0.090298936, -0.16466027, 0.011152038) * go_2(1.0, 0.0); + result += mat4(0.13587528, 0.047841422, 0.19804007, -0.1672396, -0.072491, 0.04543739, 0.25287256, 0.015226213, 0.02007356, -0.049578942, -0.08796175, 0.1714897, -0.07819061, 0.1509537, 0.093094915, 0.031139288) * go_2(1.0, 1.0); + result += mat4(-0.013774682, 0.118201815, -0.009592314, -0.10837201, -0.0686881, -0.083380274, 0.107689425, 0.046642892, 0.119898744, -0.05502989, -0.19719897, 0.0005697584, -0.0921928, 0.032281205, 0.2568853, 0.2325449) * go_3(-1.0, -1.0); + result += mat4(0.02991112, -0.09898633, 0.06076172, -0.20906185, 0.0026118348, 0.06130956, 0.06760944, -0.16662054, 0.065741204, -0.13144116, 0.011419801, 0.22552124, 0.1465757, -0.07417319, -0.10788749, -0.24952699) * go_3(-1.0, 0.0); + result += mat4(-0.19238451, -0.024058497, 0.19580396, -0.067399554, -0.18832864, -0.11752747, -0.078949094, -0.23762032, -0.04141864, 0.022530237, -0.02222157, 0.0054874527, 0.057746816, -0.34854797, 0.028730657, -0.08976777) * go_3(-1.0, 1.0); + result += mat4(0.16888975, 0.19949849, -0.08456147, -0.03619044, -0.019596824, 0.11214634, 0.13971676, 0.22926724, 0.03219445, -0.04566354, -0.14948955, -0.22817011, -0.08714846, -0.19684613, 0.15479128, 0.2433362) * go_3(0.0, -1.0); + result += mat4(0.16050309, -0.102841675, 0.20855242, -0.011171905, -0.10309409, 0.22455123, 0.15892951, -0.06582373, 0.010079549, -0.2055006, -0.09385158, 0.006519388, 0.11838815, 0.37134558, -0.165772, 0.12704434) * go_3(0.0, 0.0); + result += mat4(0.11643292, 0.03294274, -0.09800525, -0.13601723, -0.081318736, -0.059975546, -0.039105035, -0.2893635, -0.13024913, -0.058016162, -0.09961072, 0.10532414, 0.24250132, -0.35546342, -0.092634924, 0.093994915) * go_3(0.0, 1.0); + result += mat4(-0.18799333, 0.25611782, 0.014645917, -0.063751906, 0.06498416, 0.16619027, -0.14411639, 0.3914421, -0.07343631, -0.116468735, -0.10941946, -0.2553544, -0.37774643, -0.0018441634, 0.06827239, -0.0122299045) * go_3(1.0, -1.0); + result += mat4(-0.11884597, -0.2477297, 0.048488285, -0.06438257, -0.124703035, 0.25932777, 0.0650111, -0.0930877, 0.06463341, -0.000544085, 0.0147504965, -0.170097, -0.13241997, 0.20983136, -0.15956205, 0.03424298) * go_3(1.0, 0.0); + result += mat4(-0.034574904, 0.06755256, 0.09508443, -0.17162292, 0.046379335, 0.2178781, 0.08699012, -0.055380464, -0.2237568, -0.07427848, -0.028395249, -0.3225617, -0.084454566, -0.24776657, 0.254169, 0.13229847) * go_3(1.0, 1.0); + result += vec4(0.18765923, -0.07697714, 0.028134674, -0.060966115); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_6_tf +//!BIND conv2d_6_tf1 +//!SAVE conv2d_7_tf +//!WIDTH conv2d_6_tf.w +//!HEIGHT conv2d_6_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_6_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_6_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_6_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_6_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.21919365, 0.36627784, 0.12603314, 0.24306288, 0.06447028, 0.06472204, -0.05997039, -0.15651788, 0.017059859, -0.006497198, -0.4189735, 0.021636713, -0.23887977, -0.014220949, 0.031113686, -0.17342716) * go_0(-1.0, -1.0); + result += mat4(-0.10818789, -0.03273837, 0.33918005, -0.19290088, 0.0955361, -0.34107623, -0.054906327, -0.18083344, -0.060723677, 0.24395694, 0.112975016, -0.07254578, -0.14389384, 0.13235968, -0.15054801, -0.26216486) * go_0(-1.0, 0.0); + result += mat4(-0.23442148, -0.07857079, 0.022283873, -0.2656417, 0.037092753, -0.037313666, -0.5057047, 0.042533103, -0.120424, 0.00021930189, -0.0044566668, -0.45536995, 0.00040759926, 0.14597592, -0.094990164, -0.036161344) * go_0(-1.0, 1.0); + result += mat4(0.15024352, 0.19903262, -0.0734784, 0.092836305, -0.025753846, 0.024750374, -0.07550193, 0.035420835, 0.11084378, 0.26119822, -0.08443512, -0.0047807065, -0.042685136, 0.24889739, 0.098650105, 0.2088369) * go_0(0.0, -1.0); + result += mat4(-0.25551823, 0.14455976, 0.19886157, -0.23465924, 0.20711218, -0.20875362, -0.11320392, -0.30852005, -0.06795657, 0.008670962, 0.30601278, 0.6929064, 0.17079145, 0.15744895, 0.06441601, 0.06514001) * go_0(0.0, 0.0); + result += mat4(0.03142604, -0.006410137, -0.023654792, -0.05708553, 0.062985405, -0.077010594, 0.078804865, 0.050882503, 0.010274228, -0.15558401, 0.09490256, 0.14964707, -0.11966925, -0.36176664, 0.27809814, -0.18862294) * go_0(0.0, 1.0); + result += mat4(0.05609992, 0.0041612233, -0.08498908, 0.04479823, -0.080117956, -0.17423204, -0.22858045, 0.054569032, -0.050866384, -0.020000307, 0.027000953, -0.67724514, 0.16240878, -0.04641204, 0.0648367, -0.20613132) * go_0(1.0, -1.0); + result += mat4(0.08542306, -0.08254248, -0.11090553, -0.14140448, -0.10788511, -0.13011602, -0.29319742, -0.26007155, 0.11033401, -0.31966573, 0.32668245, 0.19542319, 0.06329418, 0.20904626, 0.2724067, -0.009155685) * go_0(1.0, 0.0); + result += mat4(-0.007403411, 0.0012836396, -0.23446666, -0.03017208, 0.062420018, -0.13611084, -0.2975928, 0.13173148, -0.03679939, 0.13743873, -0.10121899, 0.074514665, 0.1497629, -0.09523838, 0.39018926, 0.37807035) * go_0(1.0, 1.0); + result += mat4(0.11441487, -0.19565523, -0.25757137, -0.16148767, 0.15575317, -0.12657928, 0.10479676, 0.062919036, 0.010544159, 0.22931573, 0.20360178, 0.4637635, -0.3395036, -0.52467215, 0.08759308, 0.028030418) * go_1(-1.0, -1.0); + result += mat4(0.2699195, -0.34218305, 0.15259695, 0.03139074, -0.024053533, -0.029567484, 0.28480124, 0.20525953, 0.15452823, -0.217713, 0.15861876, -0.012275699, 0.21408023, 0.097508304, -0.57126766, -0.14679857) * go_1(-1.0, 0.0); + result += mat4(-0.0755847, -0.09751562, -0.29480466, -0.22285318, 0.14196442, 0.114573136, -0.22294767, 0.12463806, 0.3322209, -0.04631724, -0.11097061, -0.27986854, -0.16099304, -0.060079545, 0.00299308, 0.120776065) * go_1(-1.0, 1.0); + result += mat4(0.050933484, -0.13776319, -0.18809728, 0.24035202, -0.32528606, -0.41684148, -0.029342847, 0.28642926, -0.07963454, -0.12905268, 0.07606093, 0.24670005, -0.08815598, -0.23320907, -0.008099349, 0.21512873) * go_1(0.0, -1.0); + result += mat4(0.19247563, 0.18083979, -0.09719762, 0.15314941, -0.22350982, 0.46515045, -0.3571128, 0.35953265, 0.06921985, -0.4482386, -0.18732521, -0.5043983, 0.35159567, -0.33315298, -0.21884166, -0.16283798) * go_1(0.0, 0.0); + result += mat4(-0.021124054, -0.007966742, 0.0052493825, 0.022550896, 0.030403977, 0.3377868, -0.47602004, -0.077664234, -0.07222509, -0.07486097, -0.37971064, -0.5107857, -0.06299477, 0.04930232, -0.3330487, 0.29845512) * go_1(0.0, 1.0); + result += mat4(-0.063705474, -0.07917637, -0.02026607, -0.05142568, 0.021577014, -0.07379867, 0.033937998, 0.08148773, -0.02717838, -0.03233838, 0.098000035, 0.036476444, -0.13366953, 0.014477577, 0.24064232, 0.39313284) * go_1(1.0, -1.0); + result += mat4(-0.16046515, -0.094624564, 0.35435164, 0.09942324, -0.07137174, -0.27999225, 0.124644354, -0.0062176553, 0.015016751, -0.05500243, -0.23249559, -0.4508382, 0.1860433, 0.10671491, -0.033345353, -0.06611453) * go_1(1.0, 0.0); + result += mat4(0.21614046, -0.01307525, -0.18941112, -0.20533535, -0.14481686, -0.47801897, 0.22605121, -0.20298961, -0.06744227, -0.20377496, -0.11926173, 0.15645133, -0.31570885, -0.3495616, -0.024666889, 0.040965475) * go_1(1.0, 1.0); + result += mat4(-0.11748018, -0.039976366, -0.00084064255, -0.028653437, -0.16216733, -0.036768105, 0.018064514, -0.0928936, 0.14008482, -0.064511225, 0.24329947, -0.0268608, 0.050330248, 0.08540601, -0.07272679, -0.01187671) * go_2(-1.0, -1.0); + result += mat4(-0.09459936, -0.011723822, -0.06952858, -0.07808506, -0.065588176, 0.332501, -0.0120042395, 0.07668016, 0.14735217, -0.14856043, -0.06702449, -0.020953184, -0.023006834, 0.06135422, 0.1491448, -0.028061569) * go_2(-1.0, 0.0); + result += mat4(0.25136968, 0.25146323, -0.108277924, -0.20407207, -0.0013780294, 0.16108194, 0.25143847, 0.06672421, -0.033905584, -0.021144686, -0.019152718, 0.34619498, 0.14560962, 0.034437314, 0.024790365, -0.049976267) * go_2(-1.0, 1.0); + result += mat4(-0.24928351, 0.12637813, 0.23609994, 0.12722939, -0.036997862, -0.16554876, 0.11144095, -0.10040036, -0.020359103, -0.080701865, -0.3142192, 0.27257237, 0.13546956, -0.14416885, 0.028196262, -0.2886465) * go_2(0.0, -1.0); + result += mat4(0.28524777, -0.4236231, 0.27420738, -0.21095508, 0.23475651, 0.115876295, -0.18837357, -0.0260708, 0.030670704, -0.11516913, -0.11365572, -0.2203149, -0.018612983, -0.10719593, -0.031727783, 0.1403327) * go_2(0.0, 0.0); + result += mat4(0.07240512, 0.03139215, 0.12328737, -0.021201206, -0.13971715, 0.072742075, -0.0011289873, 0.0053133667, 0.035639685, -0.04322272, -0.19288473, -0.15812221, -0.19126481, 0.0698514, 0.17619178, -0.035605464) * go_2(0.0, 1.0); + result += mat4(-0.18552057, 0.07259671, 0.011667668, -0.15630563, 0.11414356, 0.14482655, -0.04021029, 0.18495587, -0.11386139, -0.09058561, -0.011265998, 0.23358451, 0.0521358, 0.12495261, 0.021644838, -0.048094347) * go_2(1.0, -1.0); + result += mat4(-0.09222373, 0.0533347, 0.055820454, 0.22382596, 0.18713981, 0.2668916, -0.019384036, 0.012698582, 0.13325234, 0.20361474, -0.33106443, -0.08571572, -0.21243028, -0.10996386, 0.123459645, 0.1534967) * go_2(1.0, 0.0); + result += mat4(0.18133277, 0.18108074, -0.05638664, 0.29533157, -0.2108019, -0.033636626, 0.5015888, -0.15116066, -0.041320793, -0.14764231, 0.07314567, -0.18865979, 0.10276937, 0.094240844, -0.1364283, 0.27812913) * go_2(1.0, 1.0); + result += mat4(0.06040915, 0.23753685, 0.19019844, 0.23948252, -0.07535012, 0.11848904, 0.14389765, 0.050067905, 0.16150077, -0.030053454, 0.12478255, 0.26020208, 0.111198805, 0.06787492, -0.12771018, 0.006687384) * go_3(-1.0, -1.0); + result += mat4(-0.5421617, 0.10414128, -0.21526064, -0.08883624, 0.13145073, -0.29695904, 0.57386386, 0.073361695, -0.09538372, 0.27593842, 0.070922814, 0.21769938, 0.06214975, 0.11847816, 0.10033405, 0.29360098) * go_3(-1.0, 0.0); + result += mat4(-0.16294672, -0.014815565, 0.22046989, 0.16858687, 0.058917344, 0.21384977, 0.18803519, 0.105688855, 0.0355118, 0.20571202, -0.07341922, 0.26624045, -0.0415102, 0.050942056, 0.19727907, 0.20122413) * go_3(-1.0, 1.0); + result += mat4(-0.020470422, 0.15815964, -0.13437317, -0.1967045, 0.074902646, 0.08356444, 0.055913117, -0.12837863, -0.18647918, 0.07002247, 0.038864706, -0.07288784, 0.04135125, -0.016055549, -0.1340297, -0.15578008) * go_3(0.0, -1.0); + result += mat4(-0.07685624, 0.00079105416, -0.068755336, 0.110282525, -0.014170752, 0.041282844, -0.17035173, 0.19439398, -0.3036256, 0.024148455, -0.19566648, -0.06736254, 0.14203559, -0.13016985, -0.32845357, -0.14266774) * go_3(0.0, 0.0); + result += mat4(0.0087252045, 0.098839566, -0.08770506, -0.08499465, 0.015245115, -0.110854514, 0.054458305, -0.018121868, -0.09666134, -0.08316006, 0.24617113, -0.17195955, 0.2574254, 0.06734342, -0.13792352, -0.07306126) * go_3(0.0, 1.0); + result += mat4(-0.0073954533, -0.20126835, -0.22545357, -0.29462856, 0.057408337, 0.11939119, -0.01846476, 0.12534486, 0.15751605, -0.14282645, -0.14219986, 0.14283386, 0.14090413, 0.10500912, 0.03039335, 0.17448832) * go_3(1.0, -1.0); + result += mat4(0.043910783, -0.09140025, -0.21666165, 0.07616939, 0.104454786, 0.309926, -0.12906921, 0.1140117, 0.09372434, 0.049547072, -0.086615674, -0.034449168, 0.096705064, 0.26001686, 0.027063297, 0.12422948) * go_3(1.0, 0.0); + result += mat4(0.1365422, 0.2679611, 0.12037257, 0.43346113, 0.08223084, -0.016788265, 0.13570398, -0.017974345, -0.17922844, -0.09475725, 0.073539585, -0.106947675, 0.08998511, 0.04133868, 0.16586913, -0.26291734) * go_3(1.0, 1.0); + result += vec4(-0.19233678, 0.016725872, -0.008011114, -0.1977463); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_6_tf +//!BIND conv2d_6_tf1 +//!SAVE conv2d_7_tf1 +//!WIDTH conv2d_6_tf.w +//!HEIGHT conv2d_6_tf.h +//!COMPONENTS 4 +#define go_0(x_off, y_off) (max((conv2d_6_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_6_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_6_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_6_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.36016628, 0.019064043, 0.3073228, 0.16891135, 0.026739368, 0.31136194, 0.11260383, -0.26918694, 0.0419928, -0.3365078, 0.20189743, -0.04136312, 0.039564647, 0.033199426, 0.18768296, -0.017119858) * go_0(-1.0, -1.0); + result += mat4(0.28663483, -0.41716507, 0.059281543, 0.043736435, 0.0028875466, 0.13817391, -0.12543318, -0.2794053, -0.023528943, 0.10610115, 0.09100278, 0.040132936, -0.21949205, -0.027810011, -0.0301218, 0.084047124) * go_0(-1.0, 0.0); + result += mat4(0.39674807, -0.0040878756, -0.038235947, 0.11880838, 0.009898328, 0.19107847, -0.009313831, -0.1554276, -0.047341663, 0.18049581, -0.029317195, 0.0708909, 0.0708316, -0.110617444, 0.14584038, -0.022261223) * go_0(-1.0, 1.0); + result += mat4(-0.20400241, 0.0896492, -0.010386381, -0.052133385, 0.005023956, -0.06628705, -0.16436209, -0.25345984, -0.05285192, 0.09706557, -0.03778914, -0.152546, 0.17023252, 0.063713826, 0.00743037, 0.056634087) * go_0(0.0, -1.0); + result += mat4(-0.080793336, 0.4204207, 0.19098237, 0.20028038, -0.054076545, 0.22064368, -0.25853387, -0.3643562, 0.2085573, -0.023731, -0.06727709, -0.18683033, -0.18032159, -0.06388348, 0.304463, -0.2517781) * go_0(0.0, 0.0); + result += mat4(0.11940941, 0.10624008, 0.16120581, 0.2369602, 0.3321827, 0.4272075, -0.10403669, -0.31388018, -0.006372124, -0.00653671, 0.109810196, 0.2277172, 0.005771998, 0.086026914, -0.08934813, -0.094941735) * go_0(0.0, 1.0); + result += mat4(-0.13233568, 0.24112508, -0.0068006413, 0.12466225, 0.11396591, -0.07249253, -0.29090378, -0.12828146, -0.22001141, -0.08532405, -0.11932601, 0.29452974, 0.09572195, 0.017603843, 0.12454017, 0.16321751) * go_0(1.0, -1.0); + result += mat4(0.042107448, -0.00807216, 0.06580674, -0.1289527, 0.13977426, -0.037159685, -0.21001346, -0.08698161, 0.22370502, -0.29170328, 0.2179206, 0.36621302, 0.0825477, -0.016513655, -0.11157249, 0.12861598) * go_0(1.0, 0.0); + result += mat4(0.2246826, -0.13262233, 0.12131653, -0.15522355, 0.38104856, 0.030237729, 0.1286289, -0.19770473, -0.16175011, -0.13688888, 0.23505463, 0.21333031, 0.76352316, -0.17949077, -0.13124311, 0.1613879) * go_0(1.0, 1.0); + result += mat4(-0.050607495, 0.0846705, -0.06136092, -0.033436477, 0.41138348, 0.037043408, -0.02676336, -0.37771952, 0.22147503, 0.06490757, -0.04266158, -0.22606373, 0.045775007, -0.054498192, -0.21495876, -0.036050417) * go_1(-1.0, -1.0); + result += mat4(-0.06242522, 0.2700824, -0.05602621, -0.12361551, 0.14477442, 0.19403581, 0.23505251, -0.072234035, -0.15831544, 0.4640447, -0.104754634, -0.004539681, -0.20246096, 0.23216484, -0.35886365, 0.11360777) * go_1(-1.0, 0.0); + result += mat4(0.14777757, 0.18951412, 0.027219458, 0.11216015, 0.02997997, -0.13466355, -0.0010830094, 0.021302953, 0.23441231, -0.14529245, 0.08068729, 0.10044398, 0.3972878, 0.26570204, 0.0046810666, -0.2863261) * go_1(-1.0, 1.0); + result += mat4(-0.10385485, 0.1053724, 0.16961229, 0.20727012, -0.025148917, -0.011365095, 0.03899919, -0.030950211, 0.079080455, -0.32767853, 0.064670205, -0.035771385, 0.16833797, -0.21567492, 0.30871257, -0.19965471) * go_1(0.0, -1.0); + result += mat4(-0.23420888, -0.004894698, -0.18162623, -0.31107524, 0.11976508, 0.14924951, -0.08723316, 0.21401922, -0.58200324, -0.01177345, -0.049033508, 0.19593577, -0.21139073, 0.13016601, 0.08734843, 0.4158892) * go_1(0.0, 0.0); + result += mat4(0.0009789813, 0.33274913, 0.017405733, -0.042906318, -0.26410276, -0.09291333, 0.019387102, 0.105381854, -0.009176527, 0.09483514, -0.28462934, -0.03644404, 0.285194, -0.4260311, 0.14902237, -0.115670316) * go_1(0.0, 1.0); + result += mat4(-0.09344311, 0.4463103, 0.19984834, -0.09733857, -0.118717775, -0.0708026, 0.24919955, -0.11234634, 0.1246395, -0.052909933, 0.1525815, 0.07724016, 0.0070534665, -0.06404165, -0.18149726, -0.014058336) * go_1(1.0, -1.0); + result += mat4(-0.17353044, 0.15376104, 0.004588994, -0.13554202, -0.19920237, -0.18918681, 0.11327512, -0.117296435, -0.0785251, 0.013677155, -0.2103214, 0.06843426, -0.27790928, 0.09837545, -0.00019213746, 0.09132539) * go_1(1.0, 0.0); + result += mat4(-0.01586651, 0.014929441, 0.2426186, -0.1889374, -0.0865462, -0.07454513, -0.20797268, -0.22366855, 0.19704159, 0.0048206006, -0.16707218, -0.14162683, 0.036798395, -0.1663155, -0.12009389, 0.09603803) * go_1(1.0, 1.0); + result += mat4(-0.041532192, 0.05753804, 0.17927068, -0.042112097, 0.12080969, -0.15052572, -0.34855765, -0.07356988, -0.28199884, -0.18958664, 0.15879883, 0.08511588, 0.0034213227, -0.05338495, -0.37285298, 0.06626709) * go_2(-1.0, -1.0); + result += mat4(-0.20219134, 0.22150375, -0.29405454, 0.06597703, -0.018885285, -0.010551704, -0.010774283, 0.08758955, -0.2015349, -0.17006227, -0.24321876, -0.06864207, -0.118437864, -0.043977212, -0.029736811, 0.14040919) * go_2(-1.0, 0.0); + result += mat4(-0.18709077, -0.09723938, 0.12783436, -0.15167634, 0.29039705, -0.11009911, 0.018371418, -0.060096707, -0.07256923, -0.25799567, -0.06276934, -0.035992302, -0.06729111, -0.059956793, -0.024079734, 0.011838878) * go_2(-1.0, 1.0); + result += mat4(0.010449175, -0.08212451, 0.1409803, 0.11861122, -0.18035835, 0.051930565, 0.01049551, -0.09447962, 0.12029649, 0.040604513, -0.059971705, -0.0044667358, -0.22080486, -0.11187681, 0.124374695, -0.004155485) * go_2(0.0, -1.0); + result += mat4(-0.28584236, -0.38480133, -0.13987814, -0.4463469, -0.3890419, -0.022498172, 0.17334452, 0.21895568, -0.15450422, -0.10905497, 0.15111905, -0.22554915, 0.106121585, -0.029144369, 0.36059046, 0.22140682) * go_2(0.0, 0.0); + result += mat4(-0.23780307, -0.023033705, 0.068205886, -0.110635854, -0.26720005, -0.1608183, 0.19523881, 0.07972837, -0.018495852, -0.2793956, 0.17668398, -0.12020479, -0.079556085, -0.02284952, 0.031480275, 0.31818348) * go_2(0.0, 1.0); + result += mat4(0.22501226, -0.00829407, 0.059581667, 0.16512989, 0.18711442, 0.1200968, 0.11812652, -0.16091056, 0.15733972, 0.045156084, 0.20640492, -0.16852027, -0.11217177, 0.06746273, -0.050218176, 0.08643783) * go_2(1.0, -1.0); + result += mat4(0.20715691, -0.1082907, 0.027892975, 0.19515261, -0.17838904, 0.1532257, -0.108409844, -0.06632365, -0.13805026, 0.23020233, 0.12416581, -0.14861803, 0.16650471, 0.08158386, -0.09051303, -0.06981649) * go_2(1.0, 0.0); + result += mat4(-0.04617126, 0.06579221, 0.25964734, 0.28500968, 0.07641255, -0.090885855, -0.0972522, 0.18298368, -0.06393334, 0.103463, -0.23062052, -0.15270731, 0.13633437, 0.074707486, 0.15065335, -0.024602572) * go_2(1.0, 1.0); + result += mat4(0.118319295, 0.010410938, 0.044655934, -0.104725905, 0.030477569, 0.12867387, 0.039075315, 0.18922117, 0.13301082, -0.1601557, 0.038168408, -0.07372259, -0.09522213, -0.095107146, -0.16679631, 0.044673234) * go_3(-1.0, -1.0); + result += mat4(0.46229, -0.30780822, -0.09081465, 0.1433387, -0.0315039, 0.059409115, -0.24948491, -0.17146957, 0.060843736, -0.041989822, 0.054005735, 0.22835566, 0.12036598, -0.0070898845, 0.17276852, -0.17754094) * go_3(-1.0, 0.0); + result += mat4(-0.35119572, 0.020034311, 0.08751943, 0.08193488, 0.041884877, 0.22649358, -0.07447533, 0.20845473, -0.04859846, -0.16206735, 0.06819576, -0.053000778, 0.18146423, 0.04694148, 0.045293212, 0.06783575) * go_3(-1.0, 1.0); + result += mat4(0.280914, -0.14998704, -0.23485807, -0.015608296, 0.1549556, -0.11992663, -0.094974115, 0.05887284, 0.053392075, 0.10322464, -0.075066686, 0.068358354, -0.18663338, 0.009901499, -0.123370335, -0.12502703) * go_3(0.0, -1.0); + result += mat4(0.7748568, -0.17870626, -0.20770052, 0.024692526, -0.056430295, -0.06324113, -0.03660047, 0.29629672, -0.51896983, -0.027231261, 0.05903762, 0.077677645, -0.061675485, -0.20277846, 0.10352223, -0.08198446) * go_3(0.0, 0.0); + result += mat4(-0.06347568, 0.21643166, -0.09718546, 0.0372257, -0.029537952, -0.0357135, -0.09548363, 0.18225233, -0.29609334, -0.3496132, 0.18245913, -0.10162589, -0.18189451, -0.09077887, 0.117313184, -0.06863874) * go_3(0.0, 1.0); + result += mat4(-0.047373574, -0.020289376, -0.25748715, -0.13568166, 0.15656634, -0.06841899, 0.012100781, -0.13611819, 0.0016357322, -0.23870537, 0.14035743, -0.14700134, 0.2535575, -0.13697346, -0.13693139, -0.10365287) * go_3(1.0, -1.0); + result += mat4(0.4283934, -0.316192, -0.012617617, 0.018468965, 0.21436644, 0.18408814, -0.42651537, 0.12504087, -0.13894933, 0.091662176, -0.20096369, -0.080727175, -0.005487846, 0.17046383, 0.1383948, -0.0054956395) * go_3(1.0, 0.0); + result += mat4(0.20014295, -0.027282396, -0.06317007, 0.04452042, 0.064600386, 0.072222926, -0.33409226, 0.08063831, -0.022607977, 0.1308856, -0.39691743, -0.094889864, -0.1810531, 0.011367248, -0.2531222, -0.22468317) * go_3(1.0, 1.0); + result += vec4(0.26886886, 0.05874665, 0.10268232, 0.05833081); + return result; +} +//!DESC Anime4K-v4.0-Restore-CNN-(VL)-Conv-3x1x1x112 +//!HOOK MAIN +//!BIND MAIN +//!BIND conv2d_1_tf +//!BIND conv2d_1_tf1 +//!BIND conv2d_2_tf +//!BIND conv2d_2_tf1 +//!BIND conv2d_3_tf +//!BIND conv2d_3_tf1 +//!BIND conv2d_4_tf +//!BIND conv2d_4_tf1 +//!BIND conv2d_5_tf +//!BIND conv2d_5_tf1 +//!BIND conv2d_6_tf +//!BIND conv2d_6_tf1 +//!BIND conv2d_7_tf +//!BIND conv2d_7_tf1 +//!SAVE MAIN +//!WIDTH conv2d_1_tf.w +//!HEIGHT conv2d_1_tf.h +#define g_0 (max((conv2d_1_tf_tex(conv2d_1_tf_pos)), 0.0)) +#define g_1 (max((conv2d_1_tf1_tex(conv2d_1_tf1_pos)), 0.0)) +#define g_2 (max(-(conv2d_1_tf_tex(conv2d_1_tf_pos)), 0.0)) +#define g_3 (max(-(conv2d_1_tf1_tex(conv2d_1_tf1_pos)), 0.0)) +#define g_4 (max((conv2d_2_tf_tex(conv2d_2_tf_pos)), 0.0)) +#define g_5 (max((conv2d_2_tf1_tex(conv2d_2_tf1_pos)), 0.0)) +#define g_6 (max(-(conv2d_2_tf_tex(conv2d_2_tf_pos)), 0.0)) +#define g_7 (max(-(conv2d_2_tf1_tex(conv2d_2_tf1_pos)), 0.0)) +#define g_8 (max((conv2d_3_tf_tex(conv2d_3_tf_pos)), 0.0)) +#define g_9 (max((conv2d_3_tf1_tex(conv2d_3_tf1_pos)), 0.0)) +#define g_10 (max(-(conv2d_3_tf_tex(conv2d_3_tf_pos)), 0.0)) +#define g_11 (max(-(conv2d_3_tf1_tex(conv2d_3_tf1_pos)), 0.0)) +#define g_12 (max((conv2d_4_tf_tex(conv2d_4_tf_pos)), 0.0)) +#define g_13 (max((conv2d_4_tf1_tex(conv2d_4_tf1_pos)), 0.0)) +#define g_14 (max(-(conv2d_4_tf_tex(conv2d_4_tf_pos)), 0.0)) +#define g_15 (max(-(conv2d_4_tf1_tex(conv2d_4_tf1_pos)), 0.0)) +#define g_16 (max((conv2d_5_tf_tex(conv2d_5_tf_pos)), 0.0)) +#define g_17 (max((conv2d_5_tf1_tex(conv2d_5_tf1_pos)), 0.0)) +#define g_18 (max(-(conv2d_5_tf_tex(conv2d_5_tf_pos)), 0.0)) +#define g_19 (max(-(conv2d_5_tf1_tex(conv2d_5_tf1_pos)), 0.0)) +#define g_20 (max((conv2d_6_tf_tex(conv2d_6_tf_pos)), 0.0)) +#define g_21 (max((conv2d_6_tf1_tex(conv2d_6_tf1_pos)), 0.0)) +#define g_22 (max(-(conv2d_6_tf_tex(conv2d_6_tf_pos)), 0.0)) +#define g_23 (max(-(conv2d_6_tf1_tex(conv2d_6_tf1_pos)), 0.0)) +#define g_24 (max((conv2d_7_tf_tex(conv2d_7_tf_pos)), 0.0)) +#define g_25 (max((conv2d_7_tf1_tex(conv2d_7_tf1_pos)), 0.0)) +#define g_26 (max(-(conv2d_7_tf_tex(conv2d_7_tf_pos)), 0.0)) +#define g_27 (max(-(conv2d_7_tf1_tex(conv2d_7_tf1_pos)), 0.0)) +vec4 hook() { + vec4 result = mat4(0.09689336, 0.06046458, 0.072598994, 0.0, 0.11994565, 0.104477674, 0.09302802, 0.0, -0.05718302, 0.050438102, 0.08814741, 0.0, 0.0308889, 0.0033925986, -0.01715605, 0.0) * g_0; + result += mat4(-0.028314235, 0.06597744, 0.0966897, 0.0, 0.035656154, 0.07770106, 0.075551905, 0.0, 0.0001793458, -0.000479495, -0.00297406, 0.0, -0.053916585, -0.016807461, -0.0057141334, 0.0) * g_1; + result += mat4(-0.047189303, -0.0207, -0.020910334, 0.0, -0.07933196, -0.06961211, -0.086069845, 0.0, 0.0943727, 0.008463375, 0.010755166, 0.0, 0.062410597, 0.022625161, 0.04068433, 0.0) * g_2; + result += mat4(0.10270994, -0.019080428, 0.0050091282, 0.0, -0.004672948, -0.013966742, -0.0063746064, 0.0, -2.5856789e-05, 0.03151499, -0.0023983798, 0.0, 0.113539025, 0.12381699, 0.100360274, 0.0) * g_3; + result += mat4(0.07868885, -0.030913834, -0.009213676, 0.0, 0.04870991, 0.021467991, 0.038739506, 0.0, -0.042969644, -0.07122453, -0.08798675, 0.0, -0.09784122, 0.021434791, 0.02510374, 0.0) * g_4; + result += mat4(0.050420716, 0.0729716, 0.076532185, 0.0, -0.019112485, -0.01037939, -0.026948035, 0.0, -0.02591423, 0.008927897, -0.00042541025, 0.0, 0.1043701, -0.0071186824, -0.041817162, 0.0) * g_5; + result += mat4(-0.16143242, -0.0009298223, -0.01228508, 0.0, 0.07744052, -0.018313263, -0.0488145, 0.0, 0.09241393, 0.07128674, 0.055164956, 0.0, 0.054884013, -0.04834418, -0.06281626, 0.0) * g_6; + result += mat4(-0.049036566, -0.05979936, -0.05594288, 0.0, -0.014564307, 0.031926468, 0.037857566, 0.0, 0.015474487, -0.11385003, -0.11527764, 0.0, -0.07076006, 0.057038613, 0.095983796, 0.0) * g_7; + result += mat4(0.03094887, -0.008734403, 0.00042712069, 0.0, 0.053891554, 0.05837673, 0.06200635, 0.0, 0.09071558, -0.04202184, -0.046172567, 0.0, -0.0425916, 0.04905093, 0.020835675, 0.0) * g_8; + result += mat4(0.096628904, -0.037792254, -0.043241944, 0.0, -0.011923947, -0.025950424, -0.031381752, 0.0, -0.060941868, -0.07859433, -0.07535451, 0.0, -0.026777223, 0.08604982, 0.07829908, 0.0) * g_9; + result += mat4(-0.06435972, 0.0036599538, 0.00786578, 0.0, -0.061972067, -0.05681472, -0.06667608, 0.0, -0.106890626, 0.007406496, 0.029977169, 0.0, -0.20519382, -0.044860814, 0.0021225857, 0.0) * g_10; + result += mat4(-0.16876474, 0.012789643, 0.026692612, 0.0, 0.017817136, 0.026935097, 0.02227043, 0.0, 0.01690181, 0.07716103, 0.086527, 0.0, 0.07923805, -0.10443151, -0.10859543, 0.0) * g_11; + result += mat4(0.003730466, -0.024648283, -0.022169832, 0.0, -0.0062762927, 0.022062732, 0.032966793, 0.0, 0.016349113, 0.017197203, 0.020952817, 0.0, -0.1763789, 0.035497356, 0.053835396, 0.0) * g_12; + result += mat4(0.020886675, -0.07054202, -0.079142675, 0.0, 0.06664387, 0.044960167, 0.042230908, 0.0, -0.095019594, 0.012421141, 0.0142890485, 0.0, 0.056814816, -0.012751135, -0.014684506, 0.0) * g_13; + result += mat4(0.011765893, 0.0008920681, -0.0018258415, 0.0, -0.010473814, -0.023085753, -0.028783914, 0.0, -0.023034256, -0.0024786016, -0.0052162083, 0.0, 0.1643386, -0.06132718, -0.09289065, 0.0) * g_14; + result += mat4(0.016597198, 0.09389637, 0.10833379, 0.0, -0.043163072, -0.04714812, -0.035274632, 0.0, 0.09634976, -0.009292612, -0.022424143, 0.0, -0.08765172, 0.0051558353, 0.010900356, 0.0) * g_15; + result += mat4(0.030815786, 0.021069322, 0.01812191, 0.0, 0.084839165, -0.0080813095, -0.029270556, 0.0, -0.10456346, 0.062386703, 0.0665605, 0.0, 0.11926609, -0.1104228, -0.13291118, 0.0) * g_16; + result += mat4(-0.07159541, -0.007267032, -0.010134558, 0.0, 0.008234213, 0.045609634, 0.040295456, 0.0, 0.018416971, 0.01308482, 0.014649557, 0.0, 0.035107512, -0.02140815, -0.030279048, 0.0) * g_17; + result += mat4(0.01918586, 0.03875863, 0.03229402, 0.0, -0.07917104, 0.041135103, 0.057182517, 0.0, 0.08609541, 0.0079662455, 0.004327576, 0.0, -0.14332893, 0.03120354, 0.056732506, 0.0) * g_18; + result += mat4(0.03200192, -0.0035752193, -0.0031064528, 0.0, -0.010902813, 0.014607456, 0.019431474, 0.0, -0.016461229, -0.004938204, -0.004655488, 0.0, -0.033470232, 0.0026075812, 0.005896968, 0.0) * g_19; + result += mat4(0.037410006, 0.048742272, 0.04348088, 0.0, 0.037719514, 0.030768529, 0.03127472, 0.0, 0.056426726, 0.03066893, 0.016440205, 0.0, -0.010599352, 0.022832409, 0.023211194, 0.0) * g_20; + result += mat4(-0.005733291, 0.06365659, 0.06663611, 0.0, -0.041917093, -0.016493445, -0.020438088, 0.0, -0.0014357592, -0.0022506563, -0.0045095007, 0.0, 0.029893145, -0.009129354, -0.015173116, 0.0) * g_21; + result += mat4(0.013052085, 0.005108175, 0.0025906067, 0.0, -0.021950055, -0.036447693, -0.036141638, 0.0, -0.036296472, 0.0068928464, 0.013102313, 0.0, 0.0060471976, -0.024798103, -0.023548538, 0.0) * g_22; + result += mat4(0.0067743887, -0.06191211, -0.062355213, 0.0, 0.0016080744, -0.020445071, -0.016840393, 0.0, 0.028264903, 0.01852915, 0.015891539, 0.0, -0.023877412, -0.013271666, -0.008158679, 0.0) * g_23; + result += mat4(-0.04317466, -0.018953001, -0.020452993, 0.0, -0.009322576, -0.03022352, -0.030970376, 0.0, 0.05653658, 0.05430553, 0.046692245, 0.0, 0.05615359, 0.059338935, 0.056018773, 0.0) * g_24; + result += mat4(0.022878079, 0.03392234, 0.033057988, 0.0, -0.017554542, -0.0141542535, -0.014122613, 0.0, -0.048634093, -0.05316463, -0.047988772, 0.0, -0.058002178, -0.040221967, -0.034025013, 0.0) * g_25; + result += mat4(-0.018253656, -0.04197674, -0.040467236, 0.0, -0.04358929, -0.028309818, -0.025425073, 0.0, -0.008488672, -0.001727991, 0.00035808363, 0.0, -0.0011709273, 0.0052514165, 0.0059479307, 0.0) * g_26; + result += mat4(-0.08333935, -0.09818201, -0.09476284, 0.0, -0.033692095, -0.046259012, -0.045797516, 0.0, -0.007577072, 0.0022402718, 0.0016200038, 0.0, 0.0029786075, -0.020728534, -0.018938033, 0.0) * g_27; + result += vec4(0.047567394, -0.02504617, -0.028163986, 0.0); + return result + MAIN_tex(MAIN_pos); +} + +// MIT License + +// Copyright (c) 2019-2021 bloc97 +// All rights reserved. + +// Permission is hereby granted, free of charge, to any person obtaining a copy +// of this software and associated documentation files (the "Software"), to deal +// in the Software without restriction, including without limitation the rights +// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +// copies of the Software, and to permit persons to whom the Software is +// furnished to do so, subject to the following conditions: + +// The above copyright notice and this permission notice shall be included in all +// copies or substantial portions of the Software. + +// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +// SOFTWARE. + +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x3 +//!HOOK MAIN +//!BIND MAIN +//!SAVE conv2d_tf +//!WIDTH MAIN.w +//!HEIGHT MAIN.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (MAIN_texOff(vec2(x_off, y_off))) +vec4 hook() { + vec4 result = mat4(0.3053028, -0.037464816, 0.113983095, 0.12537485, -0.18630321, 0.084269725, -0.01351514, -0.20190673, -0.12298384, -0.037622184, -0.070214555, -0.19367279, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, -1.0); + result += mat4(-0.41849324, 0.099702746, -0.04276645, -0.047299717, 0.20074473, 0.14217933, 0.15571699, 0.19553481, 0.21868695, -0.053848714, 0.016413521, 0.14117444, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, 0.0); + result += mat4(0.030540446, -0.052293833, 0.0715466, -0.31160545, 0.07808315, -0.16860045, 0.032828577, -0.2955024, -0.110374965, 0.04043687, -0.014024628, 0.058699366, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, 1.0); + result += mat4(-0.10727635, 0.054200135, 0.20853694, 0.21086875, 0.122690216, -0.091823794, 0.310609, -0.01738923, -0.0013488946, 0.10835534, -0.077265196, 0.086751856, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, -1.0); + result += mat4(-0.77150255, 0.40530515, -0.41257596, -0.14367618, 0.46888494, 0.2650122, -0.934199, 0.40476102, 0.32293493, 0.20251967, 0.19891106, -0.29698747, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, 0.0); + result += mat4(-0.12505147, -0.41904053, -0.065798186, 0.34075752, 0.026240354, -0.2977496, 0.032647505, -0.003566783, 0.10290523, -0.23417123, -0.06014203, 0.094735645, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, 1.0); + result += mat4(0.11207838, -0.04062474, 0.023897955, 0.08605987, -0.020888371, 0.045541205, -0.07231824, -0.25884083, -0.11796847, -0.002691391, 0.0050435597, 0.02756291, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, -1.0); + result += mat4(0.4615728, 0.041790638, 0.08971143, 0.20213957, -0.38537467, 0.19938901, 0.08594364, -0.08621994, -0.08163473, -0.133266, -0.09561729, -0.014209637, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, 0.0); + result += mat4(0.0787417, -0.0483673, 0.07621572, -0.060169693, -0.013465177, -0.17152289, 0.02515561, 0.17675288, -0.05173998, 0.10768042, -0.029858522, -0.013957215, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, 1.0); + result += vec4(0.0072128535, -0.05658625, 0.052939568, -0.1760861); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x3 +//!HOOK MAIN +//!BIND MAIN +//!SAVE conv2d_tf1 +//!WIDTH MAIN.w +//!HEIGHT MAIN.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (MAIN_texOff(vec2(x_off, y_off))) +vec4 hook() { + vec4 result = mat4(-0.112743355, 0.0422517, 0.21350034, -0.0967133, 0.16265953, 0.0022497, 0.015078242, 0.08204187, 0.035236806, -0.0468228, -0.09464228, -0.001864949, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, -1.0); + result += mat4(0.25631642, -0.41485596, -0.16662048, 0.13201024, 0.057921384, 0.2240005, -0.30038536, -0.08305622, 0.2228756, 0.32263795, 0.10608189, -0.18616734, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, 0.0); + result += mat4(0.08997524, 0.11516871, 0.19212262, -0.035154644, 0.11612274, -0.04056247, 0.14974374, 0.029173585, -0.07629641, -0.14353512, 0.041081246, 0.20230265, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, 1.0); + result += mat4(0.2262286, 0.055954933, -0.14499907, 0.17314723, 0.16590612, -0.06688698, -0.11118816, -0.012938116, -0.043101817, 0.026133137, 0.2958395, 0.06543993, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, -1.0); + result += mat4(-0.07311521, -0.3041244, -0.47978505, -0.6350967, -0.17432262, 0.34965977, 0.25399777, -0.16590433, -0.49957857, 0.0549526, -0.40869385, -0.08780993, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, 0.0); + result += mat4(-0.3014447, -0.00021343959, -0.14953177, 0.028001398, -0.14931908, -0.14910097, -0.13287953, -0.45026535, 0.17378895, 0.024704922, -0.027308129, -0.10292025, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, 1.0); + result += mat4(-0.06732655, -0.13119644, 0.066014715, 0.081011154, -0.15154321, 0.2407805, 0.07733481, 0.12312706, 0.1741804, 0.008495716, -0.14125362, -0.043644864, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, -1.0); + result += mat4(0.11465958, 0.42001364, 0.011069392, 0.3203028, -0.058801666, -0.37830314, -0.030540617, 0.2245139, -0.11310525, -0.14845212, 0.19957744, 0.25789997, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, 0.0); + result += mat4(-0.16037206, 0.21326372, 0.020099448, 0.018666709, 0.122083254, -0.16033986, -0.10725163, 0.2556128, 0.1650688, -0.10475823, 0.048623525, -0.103755645, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, 1.0); + result += vec4(0.007717166, -0.027800834, 0.0795002, 0.0053199283); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_tf +//!BIND conv2d_tf1 +//!SAVE conv2d_1_tf +//!WIDTH conv2d_tf.w +//!HEIGHT conv2d_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.0056740534, -0.21186607, -0.18014967, 0.118979976, -0.0015611284, -0.07708486, 0.060131397, 0.11653345, 0.027150517, 0.10837246, 0.08583816, -0.14032431, 0.017552888, 0.0035846964, 0.03980114, 0.064649396) * go_0(-1.0, -1.0); + result += mat4(-0.03289318, -0.12004539, 0.26514888, -0.15079662, 0.04214227, -0.027273783, -0.027950313, 0.19614808, 0.18510003, -0.10346252, -0.029836183, 0.09174428, -0.0088710375, -0.18273513, 0.06601674, 0.009983851) * go_0(-1.0, 0.0); + result += mat4(0.08476211, 0.043996535, 0.056711517, 0.009976895, 0.07039107, -0.024862664, -0.059921104, 0.046850603, 0.04983447, 0.04863198, 0.21777405, -0.0576961, 0.045321796, -0.0060038245, 0.096396215, -0.10842004) * go_0(-1.0, 1.0); + result += mat4(-0.15746164, 0.041757874, 0.035169285, -0.1734288, -0.24219254, -0.13318908, 0.2272079, -0.02902605, 0.07750601, -0.1467191, -0.12296749, -0.07533314, -0.07073083, 0.17909113, 0.04789308, 0.17245363) * go_0(0.0, -1.0); + result += mat4(0.057547905, 0.1464685, -0.33115456, -0.26956198, -0.26298407, -0.059824817, 0.022509675, -0.09251868, 0.36277944, -0.2072429, 0.21095088, -0.45492023, 0.07428653, 0.1593302, -0.2945834, 0.12825087) * go_0(0.0, 0.0); + result += mat4(-0.1318458, 0.27804148, 0.037600737, 0.12047866, 0.0065036337, 0.0017241207, 0.060497303, -0.14786585, -0.15149063, 0.02731698, 0.048886403, -0.0025970868, -0.026979815, 0.07348884, 0.015636757, -0.107966796) * go_0(0.0, 1.0); + result += mat4(-0.079988025, -0.01626299, 0.06517438, 0.086406484, -0.1484504, 0.070595, 0.20620634, 0.09713373, -0.13620836, 0.012067949, -0.00068703433, -0.038030174, 0.22300471, -0.0012400965, -0.014827909, -0.08927486) * go_0(1.0, -1.0); + result += mat4(0.15634936, 0.052028038, 0.038081627, 0.12720168, 0.07342066, -0.04318368, -0.0065998454, 0.12109317, -0.45398173, 0.03666754, -0.17773737, 0.038516667, -0.13009632, -0.007457001, -0.013938809, 0.09776142) * go_0(1.0, 0.0); + result += mat4(0.029636936, 0.12864171, 0.11347291, -0.11812842, -0.0870342, 0.035678383, 0.050338242, 0.045754932, -0.07072752, 0.010447726, 0.039642975, -0.08795004, -0.1191525, 0.00967509, 0.13485421, -0.053204738) * go_0(1.0, 1.0); + result += mat4(-0.011072695, -0.09613245, -0.09094804, 0.028029291, -0.04031162, 0.15690295, 0.25094184, -0.21776834, 0.06524669, 0.06412185, -0.052852992, -0.08097702, -0.039127756, 0.036357917, 0.104585476, 0.25095442) * go_1(-1.0, -1.0); + result += mat4(-0.08328618, -0.006246033, 0.099708706, -0.014916097, 0.17727195, 0.4369228, 0.14760216, 0.06707674, 0.025167737, -0.022487842, -0.038962565, 0.15380669, 0.08125089, 0.09844594, 0.33538374, -0.003161368) * go_1(-1.0, 0.0); + result += mat4(-0.0128195705, -0.05475118, -0.037705053, -0.0012077648, -0.17425515, 0.091487505, -0.12909423, 0.0074876705, 0.13438368, 5.778033e-05, 0.04563314, -0.12185897, -0.053612474, -0.049824294, -0.12851205, 0.12856449) * go_1(-1.0, 1.0); + result += mat4(-0.025741795, 0.01867236, -0.00027440622, 0.10502768, 0.27042285, -0.14947751, 0.11143123, 0.2575913, -0.07414089, -0.33919522, -0.13194235, -0.20088726, 0.23121537, -0.08197353, 0.06693911, 0.015411386) * go_1(0.0, -1.0); + result += mat4(0.09143717, 0.22842278, 0.06501074, -0.20009698, -0.042117566, -0.23452093, -0.074082755, -0.10612558, 0.077631965, 0.08343657, -0.07657599, -0.43297377, 0.7092466, -0.16272525, 0.17222248, -0.056038965) * go_1(0.0, 0.0); + result += mat4(0.081200436, 0.046752565, 0.028254949, 0.18820632, 0.096592255, 0.05896745, 0.14845169, 0.034777895, 0.07195204, -0.1908046, -0.015341971, 0.02606145, -0.010377239, 0.0755547, -0.15285216, 0.047916733) * go_1(0.0, 1.0); + result += mat4(-0.06825636, -0.049540907, -0.024328846, 0.03506251, 0.2060094, 0.054119263, -0.06671269, 0.052428722, 0.055792283, -0.14336903, -0.03180757, 0.013760968, -0.037398104, -0.06880077, -0.023608573, 0.0360965) * go_1(1.0, -1.0); + result += mat4(-0.16937497, -0.30156836, 0.0021435453, 0.025772978, -0.17990975, 0.046133514, -0.32447076, -0.083382785, -0.081322014, -0.022132374, -0.05319431, 0.11794733, 0.08943906, 0.12927428, 0.105764806, -0.051034793) * go_1(1.0, 0.0); + result += mat4(-0.011012306, 0.047636557, 0.050260928, 0.051847618, 0.010985655, -0.13752967, 0.023869954, 0.07011459, -0.18244945, 0.07239806, -0.013638856, -0.026982805, 0.11395993, -0.031304818, -0.08714153, 0.077115685) * go_1(1.0, 1.0); + result += mat4(0.08707592, 0.2265186, 0.13363098, -0.039588258, -0.029561255, 0.019238092, 0.024606103, -0.0019022018, -0.062285982, -0.0629511, -0.03753033, 0.109805316, 0.016018672, -0.08284564, -0.04092752, -0.030386891) * go_2(-1.0, -1.0); + result += mat4(0.0016500859, 0.01616536, -0.099148355, 0.24161765, 0.028064307, -0.028680569, 0.054400917, -0.1978921, -0.08584302, -0.096797146, -0.06546965, -0.09342837, 0.030265866, 0.07057579, -0.02080932, 0.053178705) * go_2(-1.0, 0.0); + result += mat4(-0.030304352, 0.047440585, -0.04248429, 0.08568772, -0.051317703, 0.036739342, 0.00865767, -0.018183297, -0.07335176, 0.025001721, -0.068509035, 0.1814819, -0.09756565, -0.024179723, -0.05959287, 0.0352454) * go_2(-1.0, 1.0); + result += mat4(0.023015196, -0.022870664, -0.12028372, -0.111095205, 0.11065281, -0.19900022, -0.24012049, -0.017028643, -0.13484617, 0.050107025, 0.10741765, 0.037951697, 0.013090438, -0.0010045726, -0.029447839, -0.1859787) * go_2(0.0, -1.0); + result += mat4(0.17922719, -0.24138594, -0.44595388, -0.032014426, 0.06897096, 0.07125395, 0.1944457, -0.035794795, -0.24022278, -0.13230884, -0.1277025, 0.21229011, -0.12249393, 0.06141907, 0.2687936, -0.26896995) * go_2(0.0, 0.0); + result += mat4(0.0397242, -0.30710965, 0.28815824, -0.06642567, -0.07588877, -0.019552408, 0.0057806037, 0.11465521, 0.03560534, -0.10640553, 0.023589289, -0.16667193, 0.02066607, -0.01026633, -0.02655378, 0.082493655) * go_2(0.0, 1.0); + result += mat4(-0.007902949, -0.08501038, -0.029395591, -0.07072227, -0.01800967, -0.14564751, -0.08372804, -0.049974415, 0.1756957, -0.02042449, -0.04413007, -0.016873527, -0.2385717, -0.001741017, 0.08298281, -0.019873247) * go_2(1.0, -1.0); + result += mat4(-0.01803727, 0.0642893, 0.21513617, 0.066888265, -0.042107955, -0.123470366, 0.045296013, -0.11958806, 0.48208967, -0.027188249, 0.12136116, 0.05246265, 0.13522038, -0.016297493, 0.028486907, -0.059840377) * go_2(1.0, 0.0); + result += mat4(-0.1373251, -0.11281026, -0.06418318, 0.08444032, 0.062874556, -0.009133875, -0.049571835, -0.042995855, 0.12483249, -0.025967957, -0.11202483, 0.09862257, 0.099986054, 0.009230306, -0.09042664, 0.046612263) * go_2(1.0, 1.0); + result += mat4(0.03203309, 0.106030256, 0.045741174, -0.020529225, -0.028610658, -0.055219248, -0.21404657, 0.07746393, -0.059359375, 0.0033258004, -0.0054513607, 0.06856653, 0.18043655, -0.119936846, -0.05639265, -0.10240379) * go_3(-1.0, -1.0); + result += mat4(-0.0004331875, 0.10426754, -0.008130048, 0.012795991, -0.14372933, -0.40797862, 0.105197415, -0.0041354536, -0.079792455, 0.0914027, 0.012418237, -0.11449173, 0.020261409, -0.14681602, -0.13355242, 0.18290488) * go_3(-1.0, 0.0); + result += mat4(0.052306626, 0.010864275, -0.072627716, -0.009773121, 0.09484167, -0.09631301, 0.14896165, -0.21220942, -0.11994051, -0.002957136, -0.118194886, 0.08661347, 0.10005298, -0.029620873, 0.101668894, 0.0242806) * go_3(-1.0, 1.0); + result += mat4(-0.055188183, -0.06322889, 0.12994595, 0.03140751, -0.092755616, 0.04239107, 0.18460171, 0.08471877, 0.014203371, 0.13608724, 0.035351243, -0.07883493, -0.10067456, 0.14417742, 0.0054235114, 0.100745104) * go_3(0.0, -1.0); + result += mat4(-0.043811034, -0.16055201, -0.11927185, 0.20517266, 0.16734722, 0.27720267, 0.1205665, 0.045803893, -0.07874647, 0.06764307, -0.11157022, 0.080770165, -0.044105835, -0.03276538, -0.10945451, 0.100562036) * go_3(0.0, 0.0); + result += mat4(-0.044731796, -0.12854387, -0.061937924, -0.21604767, -0.036132332, -0.024353411, -0.16718283, 0.14903957, -0.11620588, 0.14563644, 0.23363836, 0.08400659, 0.15248756, -0.1424437, 0.112882614, -0.04096889) * go_3(0.0, 1.0); + result += mat4(-0.0486021, -0.05714939, 0.042517707, -0.06106919, -0.12970918, -0.071898215, -0.044727243, -0.026308542, 0.05687118, -0.0394057, -0.109454155, -0.0021216893, 0.018588595, 0.08061093, 0.0500373, -0.0034918839) * go_3(1.0, -1.0); + result += mat4(0.11269324, -0.17924047, -0.12965205, -0.07287767, -0.015830642, -0.044497102, 0.20014328, -0.14054494, 0.1232692, 0.2395109, 0.14093149, 0.03518561, -0.14088139, -0.09045081, -0.07283352, 0.053434785) * go_3(1.0, 0.0); + result += mat4(0.020512339, 0.026349569, -0.06666101, 0.05554806, -0.03044066, 0.26656216, 0.019155584, -0.12118906, 0.087923005, -0.1716557, 0.050843164, 0.037432503, -0.030232614, 0.030457936, 0.04232163, -0.066400655) * go_3(1.0, 1.0); + result += vec4(-0.0216415, 0.09015036, -0.030761974, -0.26541537); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_tf +//!BIND conv2d_tf1 +//!SAVE conv2d_1_tf1 +//!WIDTH conv2d_tf.w +//!HEIGHT conv2d_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.04688368, 0.13853125, 0.1714716, -0.03034447, -0.08090605, 0.1225867, 0.17535992, 0.012508419, -0.0010665918, -0.07481546, -0.15541986, 0.0671128, -0.029307734, -0.076674186, 0.03925896, -0.07140553) * go_0(-1.0, -1.0); + result += mat4(-0.13273083, 0.062933214, 0.04200143, -0.0080243945, -0.120439716, -0.090192355, -0.022639645, 0.00020024918, -0.11211478, -0.12949537, 0.025783822, 0.009155746, 0.01004339, -0.0661901, 0.10630156, 0.053137038) * go_0(-1.0, 0.0); + result += mat4(0.07113487, -0.16011865, -0.10838903, -0.0034704183, 0.110606894, -0.14915739, 0.036511585, -0.003103608, -0.0551775, -0.13140677, 0.05270299, 0.12139221, 0.02226174, 0.008415268, -0.06647426, 0.118130066) * go_0(-1.0, 1.0); + result += mat4(-0.045172617, -0.0020388453, -0.27287582, 0.002428232, -0.2833772, 0.13788106, 0.073339015, 0.10666715, 0.08455194, 0.16499293, 0.089058325, 0.008815447, 0.034657538, -0.109856166, -0.11499077, -0.02918854) * go_0(0.0, -1.0); + result += mat4(0.07910854, -0.26334837, -0.3246593, -0.08246522, 0.09211476, 0.40793833, -0.09658794, -0.14430091, -0.50632644, 0.087234974, 0.26298127, 0.3687086, 0.06492316, 0.23082961, 0.18233871, -0.09283792) * go_0(0.0, 0.0); + result += mat4(-0.022744032, 0.21690565, 0.2694824, -0.12230013, -0.07969618, 0.21595429, -0.034979805, 0.008938489, 0.21289209, -0.446482, -0.042927746, -0.13587558, -0.032581557, -0.07182814, -0.054092336, -0.009542036) * go_0(0.0, 1.0); + result += mat4(-0.0034912943, -0.080354184, -0.08577375, -0.1521193, 0.09809233, 0.034529503, -0.100664355, 0.008191219, -0.014303411, -0.02862216, -0.18669915, -0.12384598, 0.046499267, 0.093707144, 0.10661308, 0.15079576) * go_0(1.0, -1.0); + result += mat4(-0.031025652, -0.0384342, 0.14258307, 0.25531343, 0.0075049917, -0.03966595, 0.062381975, 0.19593526, -0.2868182, 0.03162008, -0.4391041, -0.524017, -0.034463473, -0.0066741486, -0.24586639, 0.10521736) * go_0(1.0, 0.0); + result += mat4(-0.07452321, -0.0227877, -0.025402244, 0.115727395, -0.039511252, -0.07785703, -0.013689458, 0.0066024344, -0.052957747, 0.011206241, -0.0021671024, 0.077190824, -0.11709912, 0.046635598, 0.123751156, -0.03712064) * go_0(1.0, 1.0); + result += mat4(0.055411004, -0.0020031065, 0.06685547, -0.018829947, -0.06378933, -0.18389674, -0.0023551763, 0.0670314, 0.13038594, 0.0601923, -0.03035789, -0.019537423, -0.014483204, -0.056800704, 0.08663347, -0.106859975) * go_1(-1.0, -1.0); + result += mat4(-0.06603686, 0.07360526, -0.0072026253, -0.06778907, -0.039178446, 0.012397263, -0.13482279, 0.05745685, -0.055182382, -0.10545766, 0.003857615, 0.041947857, -0.15239377, 0.041826613, 0.058879383, -0.0042669442) * go_1(-1.0, 0.0); + result += mat4(-0.0697229, -0.010702144, -0.032265816, 0.013317131, 0.105028264, 0.21032134, 0.06845646, -0.018358687, 0.064568676, 0.08437135, -0.000723181, 0.1324007, 0.05527932, -0.049871888, -0.10125047, -0.005040889) * go_1(-1.0, 1.0); + result += mat4(-0.006467578, -0.05120533, -0.011780779, -0.011742203, -0.34242442, -0.020819988, 0.17381702, -0.059836414, -0.028882682, 0.23210457, 0.16579404, -0.03708216, -0.23541835, -0.03290251, 0.029319672, 0.26189178) * go_1(0.0, -1.0); + result += mat4(-0.30955994, -0.06408282, -0.16872866, 0.10767772, -0.041430887, 0.051697977, 0.12523535, -0.060389146, 0.026289431, 0.06359533, 0.13526368, 0.2479901, -0.3263977, 0.10216362, -0.0030894123, 0.046437826) * go_1(0.0, 0.0); + result += mat4(0.10061438, -0.17047118, -0.21593021, -0.023389054, -0.17507865, -0.30822313, -0.22044766, 0.16078933, 0.07099252, -0.11573018, 0.24712858, -0.0659458, -0.037504572, -0.12297423, 0.03342632, -0.058119852) * go_1(0.0, 1.0); + result += mat4(-0.020957774, -0.0224927, 0.04069268, -0.07911167, 0.074009344, 0.065916434, 0.008222278, 0.11625076, -0.25299504, 0.03357169, -0.021988, 0.015821831, -0.0021187372, -0.030700417, -0.004374924, 0.027358979) * go_1(1.0, -1.0); + result += mat4(0.06549052, -0.048067164, 0.05489091, -0.28851983, 0.13378961, 0.026875904, -0.09877994, -0.19947459, -0.1274035, -0.022928834, -0.26344195, -0.025870804, 0.022505255, 0.0070861108, 0.121051334, -0.025964163) * go_1(1.0, 0.0); + result += mat4(0.059426542, -0.0327433, 0.2313695, -0.07046268, 0.20479666, 0.027021704, 0.2564928, -0.11689885, -0.07407976, -0.019611249, 0.093463086, -0.121553615, 0.035009407, -0.008135333, -0.075931996, 0.047803063) * go_1(1.0, 1.0); + result += mat4(-0.059434246, -0.1652242, -0.124611154, 0.04743711, 0.10530296, -0.13869187, -0.036534663, -0.035206333, 0.06067593, 0.06126907, 0.120151915, -0.06722673, 0.008103894, 0.037225723, -0.007520425, 0.065720856) * go_2(-1.0, -1.0); + result += mat4(-3.6759695e-05, -0.036789574, 0.013370567, -0.037871476, -0.013454664, 0.15086569, 0.10164699, 0.057703357, -0.12871023, 0.12827681, -0.055057358, -0.040753044, -0.0142621, 0.08563361, -0.04615499, -0.03130452) * go_2(-1.0, 0.0); + result += mat4(-0.117965914, 0.09056485, 0.07272314, 0.009695964, -0.11331058, 0.07467256, -0.08291521, 0.00937355, -0.04097737, 0.07752905, -0.017335521, -0.12539999, 0.039462104, -0.0007037007, 0.06034812, -0.09497377) * go_2(-1.0, 1.0); + result += mat4(0.20828065, 0.0400099, 0.047638226, -0.046423353, -0.026133502, 0.098207295, 0.056742374, 0.017029466, -0.058164768, -0.046973787, -0.17328712, -0.0012984811, 0.050085854, 0.11296557, 0.12639083, 0.058543045) * go_2(0.0, -1.0); + result += mat4(-0.098907426, 0.22031747, 0.101559944, 0.06616554, 0.026110496, 0.56487054, 0.23754556, -0.07540935, 0.31768414, -0.47653618, 0.015073956, -0.33731326, 0.087285936, -0.24593173, -0.26141426, 0.15003823) * go_2(0.0, 0.0); + result += mat4(0.046026446, -0.13767281, 0.064847544, 0.07717139, 0.08544123, -0.11092969, 0.072325274, 0.010849038, -0.3055905, 0.66436774, 0.1434729, 0.0494463, 0.07115603, 0.083811216, 0.020431712, 0.06537088) * go_2(0.0, 1.0); + result += mat4(-0.15532711, 0.030139687, 0.040853374, 0.11089222, -0.08150315, -0.015851755, -0.06787692, 0.096075505, -0.011956207, -0.0017758606, 0.1277494, 0.16156575, -0.038588695, -0.0626418, -0.041797023, -0.19467135) * go_2(1.0, -1.0); + result += mat4(0.12917455, 0.017410474, -0.20125067, -0.08040003, -0.13494664, 0.17789102, -0.19909395, 0.08441434, 0.078570575, -0.06330619, 0.23767303, 0.5442659, -0.009227878, -0.021818208, 0.14318731, -0.09042824) * go_2(1.0, 0.0); + result += mat4(0.097801, 0.09345441, 0.17846581, -0.14773296, 0.06536365, 0.07642184, -0.011880635, 0.02086135, 0.013336972, -0.053295113, -0.13410404, 0.027241753, 0.087728985, -0.044033397, -0.13098569, 0.009423933) * go_2(1.0, 1.0); + result += mat4(-0.02488427, 0.0134966355, -0.0075000813, 0.07272353, 0.015842725, 0.13765687, 0.028079558, -0.08384948, -0.06666623, -0.023220664, 0.025091043, -0.055167805, -0.18826278, 0.04423603, 0.13499942, 0.059128854) * go_3(-1.0, -1.0); + result += mat4(0.01935146, -0.030980906, -0.031569187, -0.0036869382, 0.036753897, 0.118464164, 0.15871695, -0.09842428, 0.023324292, 0.071796335, -0.07869346, -0.10751301, -0.2588698, 0.064011686, 0.17386378, -0.039197855) * go_3(-1.0, 0.0); + result += mat4(0.08590827, 0.005497696, -0.026512025, 0.015661815, 0.1102415, -0.08268483, -0.0032903247, 0.10049029, -0.008157236, -0.035823178, -0.017570151, -0.081716835, -0.3531045, 0.010005245, 0.017141227, -0.016376914) * go_3(-1.0, 1.0); + result += mat4(-0.16617337, -0.007689783, 0.00954665, 0.07117733, -0.001669262, -0.012331606, 0.051613946, 0.062780835, 0.06123557, -0.20243123, -0.19181818, 0.032895602, 0.19760677, 0.004464939, 0.12754539, -0.27360034) * go_3(0.0, -1.0); + result += mat4(0.15006685, -0.083587274, -0.03215495, -0.16992462, -0.011944293, 0.058361508, -0.088097006, 0.023880545, -0.04168166, -0.06960282, -0.092672385, -0.057278465, 0.23540072, -0.1721208, -0.018213503, -0.23494521) * go_3(0.0, 0.0); + result += mat4(-0.124885194, 0.1905868, 0.11108704, 0.03163991, 0.11383064, 0.101223364, 0.069428995, -0.14298953, -0.07609092, 0.13704266, -0.07749446, -0.0005389336, -0.04617235, 0.18011934, 0.08350316, 0.09416366) * go_3(0.0, 1.0); + result += mat4(0.073356606, 0.067966126, -0.21285574, 0.0782625, -0.0034364646, -0.032581426, -0.05538558, -0.1317288, 0.14552782, -0.1132393, 0.13063973, -0.00833602, 0.0026844777, 0.028135289, -0.02536825, -0.028372496) * go_3(1.0, -1.0); + result += mat4(-0.318728, 0.07862527, -0.12176221, 0.35010242, -0.029198067, 0.016302662, 0.17667587, 0.12605923, 0.1556697, -0.06061443, 0.05843511, 0.10891248, 0.01267106, -0.018492714, -0.15945031, -0.050723754) * go_3(1.0, 0.0); + result += mat4(-0.21555941, -0.016813517, -0.084676236, -0.07545412, -0.14518794, -0.014592766, -0.2446481, 0.0530632, 0.0847341, 0.12342537, -0.028644923, 0.083479315, -0.04179012, 0.0025225023, 0.16006976, -0.026940256) * go_3(1.0, 1.0); + result += vec4(-0.060742114, -0.037577342, 0.055704296, 0.03134311); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_1_tf +//!BIND conv2d_1_tf1 +//!SAVE conv2d_2_tf +//!WIDTH conv2d_1_tf.w +//!HEIGHT conv2d_1_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_1_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_1_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_1_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_1_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.13129333, -0.022117995, -0.009753253, 0.020439912, 0.044090994, -0.0916335, 0.0036765633, -0.11719207, -0.06413809, 0.04079378, -0.00085516454, -0.06306388, -0.12660664, -0.054126263, -0.005513979, 0.06364538) * go_0(-1.0, -1.0); + result += mat4(-0.028422508, 0.23270117, -0.28674677, -0.10820166, 0.024321957, -0.0811145, -0.07290707, -0.02125165, -0.064260505, 0.052076746, -0.009654081, 0.08363882, -0.02037171, 0.15006389, 0.121593125, -0.011237004) * go_0(-1.0, 0.0); + result += mat4(-0.14672333, 0.015381624, 0.1028172, -0.041823238, 0.0072677187, -0.042953942, 0.06426537, -0.0938381, -0.05990813, -0.04599802, -0.11264726, -0.027826328, -0.058160868, 0.10747306, -0.07327458, 0.07998872) * go_0(-1.0, 1.0); + result += mat4(-0.08702181, -0.03750975, -0.045659006, 0.04488332, 0.09102003, 0.066556975, -0.04353586, 0.08994567, -0.13561495, -0.10653702, 0.006989605, 0.028230097, 0.07177144, 0.2938447, -0.00943923, 0.022120917) * go_0(0.0, -1.0); + result += mat4(-0.1801194, -0.11119162, 0.1977298, -0.247902, -0.16654298, -0.07423158, 0.114130594, 0.0014401592, 0.006954727, -0.09810646, -0.051310766, 0.19487657, 0.2545855, -0.06328558, -0.04617056, 0.09444692) * go_0(0.0, 0.0); + result += mat4(0.011378825, 0.16044368, 0.017211074, 0.14472178, 0.032992378, -0.008925819, 0.035120245, -0.012409223, 0.074333005, 0.1178002, -0.128956, -0.13624239, -0.2791275, 0.21457297, -0.1476131, 0.04874687) * go_0(0.0, 1.0); + result += mat4(-0.03491764, -0.061763793, 0.05779039, 0.0054837577, -0.023937583, 0.08281698, 0.032306053, -0.014566218, 0.12738499, -0.0132100545, -0.051833414, 0.0057818824, 0.012158851, -0.20231532, -0.0043795826, 0.10285843) * go_0(1.0, -1.0); + result += mat4(-0.22269921, -0.15135509, -0.039143335, 0.033390045, 0.06770212, -0.14538582, -0.08011057, 0.03796648, -0.025913516, 0.13925864, 0.18309896, 0.012709204, -0.24912506, 0.3217706, 0.0394195, 0.017977878) * go_0(1.0, 0.0); + result += mat4(0.00080196525, 0.059145816, 0.05720508, 0.0056548906, 0.005168018, 0.09938438, 0.0200503, -0.05516137, 0.061309986, -0.019621318, -0.1541441, 0.019540716, 0.030571707, -0.09054893, 0.032851614, -0.27210873) * go_0(1.0, 1.0); + result += mat4(0.27061436, -0.114008114, -0.0020118617, -0.1656827, 0.09770587, 0.029897455, -0.03307522, -0.04661818, 0.033011347, 0.18498488, -0.05162084, 0.087471776, -0.24665618, -0.12538423, -0.08123797, -0.010210389) * go_1(-1.0, -1.0); + result += mat4(0.075188264, 0.0020608555, 0.18558815, 0.041179713, 0.11232638, 0.05507779, -0.19599183, 0.027942855, 0.06199144, 0.22141005, -0.06121163, 0.014993597, 0.24105869, -0.019737717, -0.112485714, 0.0157406) * go_1(-1.0, 0.0); + result += mat4(0.09425698, 0.0207658, 0.12074599, 0.009430481, 0.11889248, -0.025782838, 0.0034711843, 0.05113582, 0.012531833, -0.0018606635, -0.09137569, 0.018120576, 0.4051155, 0.02222076, -0.16001017, 0.10981527) * go_1(-1.0, 1.0); + result += mat4(-0.03582557, 0.014994796, -6.4688604e-05, 0.24618183, -0.11697727, 0.24388117, 0.038502026, -0.3511993, 0.101741396, -0.10748137, 0.035059888, -0.017535849, 0.09450039, 0.06541661, 0.12149035, 0.28798738) * go_1(0.0, -1.0); + result += mat4(-0.27143848, 0.017990451, -0.69144464, 0.037944376, -0.04551905, 0.09263134, 0.4259611, -0.14107811, -0.10641847, 0.23065196, 0.040813655, -0.07789163, 0.3087666, 0.08190437, 0.16409059, -0.06455426) * go_1(0.0, 0.0); + result += mat4(-0.08290655, -0.35286915, -0.18082355, -0.32229406, 0.1608227, 0.030915622, 0.09207708, 0.02655054, 0.039464593, 0.026095424, 0.052584656, 0.033881903, -0.01751319, -0.0011676399, 0.04002607, 0.1630013) * go_1(0.0, 1.0); + result += mat4(-0.012021132, 0.12163766, -0.07410629, -0.06879096, 0.017859738, -0.039261997, -0.028677614, -0.23610398, -0.15963873, -0.0006119958, 0.11275506, 0.0082659265, 0.05677582, 0.08676638, -0.08669759, -0.10475464) * go_1(1.0, -1.0); + result += mat4(0.12792721, 0.06888765, 0.31803077, 0.26002547, -0.067599155, -0.011822328, -0.2589909, -0.30024147, 0.11076704, 0.15200609, -0.018180368, -0.19146141, 0.22298847, 0.059484895, 0.034478076, 0.15610938) * go_1(1.0, 0.0); + result += mat4(0.0870121, -0.016420847, -0.011579898, 0.097182855, -0.120095566, -0.06843338, -0.043460473, -0.060684606, -0.027540063, -0.008499213, 0.033570655, -0.06866259, 0.01429712, -0.07424434, 0.0009466247, 0.09142678) * go_1(1.0, 1.0); + result += mat4(-0.03781424, 0.04587032, 0.03744051, 0.02712279, -0.051038064, 0.0669144, -0.02640278, 0.12384894, -0.0022533627, -0.010022036, 0.07536463, -0.030489929, 0.09418577, 0.155089, -0.011290433, -0.02102941) * go_2(-1.0, -1.0); + result += mat4(-0.0053278613, -0.07160643, 0.039028414, 0.04123311, -0.10693177, -0.1170874, 0.07230816, -0.033255517, -0.119176835, 0.0786526, -0.11880206, -0.11354601, -0.037539184, 0.14404313, 0.069760695, 0.024738638) * go_2(-1.0, 0.0); + result += mat4(0.03413808, -0.006487654, 0.10006853, 0.22228058, -0.13796462, -0.14042488, 0.04017443, -0.031790894, -0.06673143, 0.009888688, 0.08831443, -0.0045771743, -0.028375361, -0.04704813, 0.07128581, -0.07012518) * go_2(-1.0, 1.0); + result += mat4(-0.06954315, -0.23728988, -0.14192343, -0.08236467, -0.2552115, 0.04102959, -0.06355397, -0.08340241, 0.17617856, 0.20281969, -0.16249381, 0.10843737, -0.04392261, -0.08587206, 0.053069845, -0.15482199) * go_2(0.0, -1.0); + result += mat4(0.124981806, 0.12828638, -0.061472785, -0.20108232, -0.14905351, -0.40766275, -0.35427195, -0.13183996, 0.09307428, -0.07697028, 0.06702549, -0.22656697, 0.019868268, -0.19361132, 0.08784669, 0.20249842) * go_2(0.0, 0.0); + result += mat4(-0.004661343, -0.09333453, -0.24876262, -0.07906779, 0.110697776, -0.37069768, -0.042212646, -0.0046135853, -0.2254257, -0.023392014, 0.031476703, -0.045574382, -0.12675518, -0.076056994, -0.08228006, -0.040303517) * go_2(0.0, 1.0); + result += mat4(0.16182694, 0.0512523, 0.051189836, 0.048962783, -0.05156489, -0.17987493, -0.012037288, 0.06953726, -0.09458492, 0.1610021, -0.004063283, -0.032922342, 0.08995396, 0.1939926, -0.018710036, -0.08153231) * go_2(1.0, -1.0); + result += mat4(-0.064830944, 0.06121252, -0.18886387, -0.12976822, -0.031117212, 0.12219633, 0.19070715, 0.12495262, -0.11994464, -0.24687837, -0.08425294, -0.016920334, -0.13286817, -0.3260188, -0.11776061, 0.1651019) * go_2(1.0, 0.0); + result += mat4(-0.17652592, 0.002499805, -0.030541016, -0.01393431, 0.031418208, 0.08209422, 0.12430871, 0.4387016, -0.108871914, -0.09041422, 0.031226631, -0.1638517, 0.20756467, 0.014476537, -0.012701195, -0.03440563) * go_2(1.0, 1.0); + result += mat4(0.005320072, -0.0032291536, -0.017209187, 0.031944863, -0.2479921, -0.24433962, -0.13832912, 0.07835928, -0.17707248, 0.028202811, -0.19121435, 0.164587, 0.123152815, 0.0050288937, 0.084104605, -0.0380019) * go_3(-1.0, -1.0); + result += mat4(0.16008669, -0.018608516, -0.013778938, 0.033447385, -0.01242472, -0.070916265, 0.026909694, -0.07318777, 0.15158044, 0.12047607, -0.1709358, 0.2031767, 0.0025611701, -0.21457459, 0.2791286, 0.10159932) * go_3(-1.0, 0.0); + result += mat4(0.14320926, 0.020023825, -0.0484187, 0.011563084, -0.2640472, -0.013056275, 0.004234292, -0.095376395, 0.28363484, -0.0058227647, -0.0777649, 0.05238444, 0.41757923, -0.07081097, 0.012567031, -0.13029522) * go_3(-1.0, 1.0); + result += mat4(0.07266207, 0.042793367, -0.08212271, -0.23401663, -0.19457819, 0.4191269, -0.03095442, 0.15339781, -0.28451788, 0.09316364, 0.10231693, -0.22844811, 0.111623526, 0.120017685, 0.18777381, 0.014420896) * go_3(0.0, -1.0); + result += mat4(0.15037206, -0.29763284, 0.2601235, 0.0193363, 0.13686465, 0.009907918, -0.37781665, 0.04916627, 0.14114739, 0.5043813, 0.0447959, -0.029427614, 0.041768756, 0.27211213, 0.14163221, 0.086162075) * go_3(0.0, 0.0); + result += mat4(0.19159287, 0.21363218, 0.15053211, 0.08992885, 0.100828275, 0.09379921, 0.030783929, 0.11664482, -0.059145752, -0.19400764, -0.09351283, -0.016430443, -0.12910964, -0.067078374, 0.11760082, 0.121194765) * go_3(0.0, 1.0); + result += mat4(-0.055059325, 0.09299572, 0.06848913, 0.06334532, -0.1476285, 0.111801244, -0.033960916, 0.06474366, -0.04952303, 0.27885208, -0.052447475, 0.09226763, -0.15024844, -0.0033919013, 0.013498364, 0.09135676) * go_3(1.0, -1.0); + result += mat4(-0.017010042, -0.122343406, -0.19097193, -0.27957183, -0.18206005, 0.102321096, 0.22794476, 0.0439245, -0.23710132, -0.08070259, 0.17377135, 0.23811814, 0.17799385, 0.049567625, 0.1470908, 0.07329385) * go_3(1.0, 0.0); + result += mat4(0.0038071256, 0.19454515, -0.01222965, -0.07390379, -0.0532754, 0.03942833, 0.123840906, 0.023459576, -0.0658742, -0.023957543, -0.14682837, 0.1221027, -0.010986398, -0.066184506, 0.03026491, -0.0638446) * go_3(1.0, 1.0); + result += vec4(-0.06427697, -0.00039365015, 0.011889719, 0.060232002); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_1_tf +//!BIND conv2d_1_tf1 +//!SAVE conv2d_2_tf1 +//!WIDTH conv2d_1_tf.w +//!HEIGHT conv2d_1_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_1_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_1_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_1_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_1_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.012110923, 0.07818654, 0.07964548, 0.11885079, -0.07694473, -0.01378252, 0.006632789, -0.12876098, 0.0069211307, 0.022278586, 0.069553085, 0.16569804, -0.11123615, 0.06125189, -0.11232848, 0.1559266) * go_0(-1.0, -1.0); + result += mat4(-0.3261174, -0.25586754, 0.21129315, 0.3135101, 0.1509055, 0.0044283345, 0.024674175, -0.08000473, 0.01213029, 0.09093019, 0.04942677, 0.09806723, -0.16454464, -0.14433062, -0.058094524, -0.060819894) * go_0(-1.0, 0.0); + result += mat4(0.023174008, 0.02858724, 0.07685972, 0.036857616, -0.10415571, 0.10241035, -0.01893166, 0.02065923, 0.058356714, 0.096426114, -0.03772327, -0.1529002, 0.13740575, -0.048291504, -0.06152548, -0.15199897) * go_0(-1.0, 1.0); + result += mat4(0.029300174, -0.13222043, 0.0139825605, -0.02274408, 0.062944874, 0.028447356, 0.05960515, 0.034447193, 0.03133432, -0.019283533, -0.024591971, -0.0043914663, 0.15245225, 0.006851478, -0.051783554, 0.17453748) * go_0(0.0, -1.0); + result += mat4(-0.09125915, 0.081739366, 0.01196335, 0.23130219, -0.22557035, -0.13537665, 0.0022028848, -0.043430023, 0.22759882, 0.07920754, -0.027986467, -0.14051494, -0.19557038, -0.03585936, -0.4258294, -0.03856216) * go_0(0.0, 0.0); + result += mat4(0.18511422, -0.09368415, 0.1551229, 0.04322566, -0.023400841, -0.02261204, 0.15129441, -0.007954805, -0.10739125, 0.019459398, 0.013128325, 0.018073296, 0.20886365, -0.20662378, -0.03814699, -0.09272838) * go_0(0.0, 1.0); + result += mat4(-0.027352437, -0.039882626, 0.12598103, -0.093930446, 0.030846786, -0.09325075, -0.009084744, -0.024584265, 0.07159868, 0.14162529, 0.19019091, 0.058855128, -0.09880401, -0.01843218, 0.14753596, -0.2449532) * go_0(1.0, -1.0); + result += mat4(0.06565521, 0.09150168, -0.08654865, 0.0829788, -0.07596146, -0.01815166, -0.08786775, -0.03477514, 0.20538878, -0.012766377, 0.020719538, 0.088188395, -0.034300096, 0.29972988, -0.20005241, 0.018425167) * go_0(1.0, 0.0); + result += mat4(0.11713916, 0.024167519, 0.05167596, -0.0027117804, -0.016994188, 0.048177514, -0.012556207, 0.010979094, 0.09098878, 0.028514355, 0.06063336, -0.06624107, 0.012754856, 0.013208708, -0.061374772, -0.0025992664) * go_0(1.0, 1.0); + result += mat4(-0.09053513, 0.03183455, 0.017340872, 0.12934409, -0.022161964, -0.0015361432, -0.049972344, -0.12763855, 0.12779881, -0.04697911, 0.018968226, -0.119873665, 0.05462772, -0.13919477, -0.10226718, -0.2540179) * go_1(-1.0, -1.0); + result += mat4(-0.29912186, -0.09291771, 0.050926663, 0.49361777, 0.21372582, 0.076717265, -0.058968987, -0.1572678, 0.3194591, -0.120582424, 0.03942037, 0.023128232, 0.24321598, 0.07046334, -0.21204855, -0.648296) * go_1(-1.0, 0.0); + result += mat4(0.05366883, -0.020366706, 0.020979457, -0.06893884, 0.04837168, 0.017253762, 0.008874203, -0.020785445, -0.20425391, 0.060179923, 0.046167206, 0.09863377, -0.14381303, 0.038928367, -0.06590863, -0.18408588) * go_1(-1.0, 1.0); + result += mat4(0.07099762, 0.2029403, -0.033945918, 0.15202214, 0.0901113, -0.27336198, -0.17693861, -0.16206753, -0.17642029, 0.09400492, -0.11165698, -0.07863893, -0.16306102, -0.056210615, 0.22173557, 0.013508989) * go_1(0.0, -1.0); + result += mat4(0.08541511, -0.27093616, -0.35273993, -0.48919773, 0.038383547, -0.16013749, 0.012996215, -0.03434873, 0.07024113, -0.28971404, 0.10623425, -0.0019642068, -0.062374946, 0.3291145, 0.22468035, -0.42971882) * go_1(0.0, 0.0); + result += mat4(0.020427933, 0.15062793, 0.08308975, -0.025095072, 0.030093266, -0.09649862, -0.03382388, -0.0016017791, 0.105402954, 0.020693144, -0.051065, 0.07704679, 0.02864139, -0.00135146, 0.03762216, 0.029277142) * go_1(0.0, 1.0); + result += mat4(0.01700994, 0.12214317, 0.06749582, 0.07354159, -0.093085855, -0.065021954, 0.010773045, -0.00095128635, -0.045384295, -0.072611265, -0.043900184, 0.049471326, 0.029131187, 0.03180158, -0.13313527, 0.05280797) * go_1(1.0, -1.0); + result += mat4(0.14751251, -0.15087761, 0.09932281, -0.099232934, -0.062390897, 0.112391844, -0.09159478, 0.15856399, 0.034708973, 0.01819943, -0.02730164, -0.13562973, -0.05687333, -0.0114601655, 0.07025971, 0.02496533) * go_1(1.0, 0.0); + result += mat4(-0.0117268525, -0.026162883, 0.07481553, 0.13420302, 0.029870516, 0.07405776, -0.06379041, 0.09631234, -0.07754842, 0.035888605, 0.0034764851, -0.040771756, -0.092022054, -0.034230903, -0.02281844, -0.0028173258) * go_1(1.0, 1.0); + result += mat4(-0.059846643, 0.016772347, -0.02287152, 0.07036337, -0.024946844, 0.09826078, -0.068491876, 0.20852126, 0.073890835, -0.058288682, 0.013093785, -0.05776076, 0.0516503, 0.052794468, 0.10837015, 0.038539834) * go_2(-1.0, -1.0); + result += mat4(-0.16391893, -0.008062687, -0.35022175, 0.2510062, -0.15820411, 0.048403125, 0.024878092, 0.037888516, -0.035924178, -0.068953894, -0.025386479, 0.24405715, -0.018495679, -0.051277515, 0.14754932, -0.031538483) * go_2(-1.0, 0.0); + result += mat4(-0.038429607, -0.047140498, -0.018157095, -0.029318782, -0.04094171, -0.11870087, 0.11214255, 0.07142628, 0.021007229, -0.005681072, 0.1662777, 0.10829575, 0.112268396, 0.03567479, -0.06738845, 0.0032037434) * go_2(-1.0, 1.0); + result += mat4(-0.032217573, 0.2102397, -0.20617546, -0.07920811, 0.12918773, 0.054486286, -0.13656865, 0.05806265, 0.01963165, 0.049910642, 0.15538268, 0.10724465, -0.09697837, -0.03070673, -0.0071386313, -0.11899626) * go_2(0.0, -1.0); + result += mat4(0.130827, 0.0051715383, -0.07212691, 0.45726067, 0.2773031, 0.2973666, 0.3951691, 0.01333662, -0.14561643, 0.04508669, 0.121690124, 0.13326228, -0.22579186, 0.058161184, 0.09281702, -0.00079749606) * go_2(0.0, 0.0); + result += mat4(-0.00771113, 0.09912341, -0.41895548, -0.06705759, 0.029148718, 0.052991726, 0.18665347, -0.031787418, 0.23053595, 0.09444956, 0.10691037, -0.06325714, -0.05335701, 0.1917427, -0.0065284846, 0.032622546) * go_2(0.0, 1.0); + result += mat4(-0.056801565, -0.019131258, -0.0939022, -0.08130343, -0.11051993, 0.0035269214, -0.047361933, -0.0543875, 0.10854369, 0.06445185, 0.016828364, -0.022595318, 0.1450623, 0.033027507, -0.020425137, 0.16169788) * go_2(1.0, -1.0); + result += mat4(-0.08747717, 0.07770065, 0.018155783, 0.07160794, 0.09860347, -0.04329888, -0.0043579484, -0.2014418, -0.060260013, 0.0036374568, -0.17566042, -0.2268221, 0.001273691, -0.2609373, -0.19417606, -0.04102927) * go_2(1.0, 0.0); + result += mat4(-0.086845055, -0.114253804, -0.13433142, -0.025941795, -0.0155711295, -0.13578776, 0.12059696, -0.08760523, -0.0057348222, 0.12164273, 0.07270617, -0.06352636, 0.08894258, 0.04140841, 0.1230304, -0.030357126) * go_2(1.0, 1.0); + result += mat4(0.03320213, 0.015911903, -0.06288296, -0.121976145, 0.2713457, 0.13913193, -0.092420585, 0.105714336, 0.10294281, -0.04591945, -0.11767934, 0.032249406, -0.06506192, -0.04639334, 0.08137017, -0.031746846) * go_3(-1.0, -1.0); + result += mat4(0.13717805, 0.0071242675, -0.077256985, -0.14974317, -0.08467893, -0.20126395, -0.06240603, 0.09554399, -0.075844854, 0.28380412, 0.046030026, 0.053188596, 0.50943077, 0.1179795, 0.32203588, -0.06712207) * go_3(-1.0, 0.0); + result += mat4(-0.18528835, 0.0016975187, -0.0041140947, 0.11234392, -0.34049067, -0.056880493, -0.04325441, 0.09905571, 0.10978758, 0.009608353, -0.10801905, -0.04071131, -0.09096832, -0.12350487, 0.011801418, 0.22521795) * go_3(-1.0, 1.0); + result += mat4(0.040283076, -0.034117915, -0.026142653, -0.06058959, 0.12511659, 0.4131219, 0.59190845, 0.39758852, 0.16032091, -0.5975032, -0.14516282, 0.115154505, 0.03874097, 0.18462797, 0.22934213, 0.05285643) * go_3(0.0, -1.0); + result += mat4(-0.17804009, 0.33769128, -0.14572927, -0.029545018, 0.3897, -0.055615567, 0.15232995, 0.48788264, -0.21422523, 0.03397293, 0.0337794, -0.19830915, -0.022457365, -0.35096076, 0.42616987, -0.19268763) * go_3(0.0, 0.0); + result += mat4(-0.13191561, -0.18337126, 0.017879983, -0.070472844, -0.09409196, -0.025770849, -0.060219247, 0.10869267, -0.17341033, -0.09199785, -0.0667796, -0.093538545, -0.21300837, 0.030474098, -0.04540468, 0.041321553) * go_3(0.0, 1.0); + result += mat4(-0.0998177, -0.08669185, -0.0090886615, 0.0021083376, 0.08900095, 0.5062186, 0.45537788, 0.029077586, -0.1001008, -0.0077697043, -0.0096318, 0.11706454, 0.07401959, -0.00650215, 0.06092762, 0.037442297) * go_3(1.0, -1.0); + result += mat4(-0.18500404, 0.0024998419, -0.11761331, -0.026825588, 0.27255726, 0.093010515, 0.3281413, -0.051473666, -0.050259475, -0.17258662, -0.23394547, 0.104795866, 0.035074063, -0.061560635, 0.05975411, -0.094255395) * go_3(1.0, 0.0); + result += mat4(-0.023440497, -0.021479638, 0.0036277648, 0.004972212, 0.02416659, -0.09856867, -0.03971455, -0.27094853, 0.026615402, -0.0047890246, -0.13755885, 0.16591635, -0.0016293586, 0.133207, 0.047790572, 0.029041538) * go_3(1.0, 1.0); + result += vec4(-0.0063728676, -0.029053684, -0.052831043, 0.006475641); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_2_tf +//!BIND conv2d_2_tf1 +//!SAVE conv2d_3_tf +//!WIDTH conv2d_2_tf.w +//!HEIGHT conv2d_2_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_2_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_2_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_2_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_2_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.0431447, 0.047972627, 0.09522898, 0.19048582, 0.0015511789, 0.1182684, -0.065335006, 0.061233886, -0.02451869, 0.065670215, -0.015341636, 0.06836347, 0.10215459, 0.17516296, 0.0857072, 0.072732896) * go_0(-1.0, -1.0); + result += mat4(0.10117189, 0.049022958, -0.016017418, -0.12119866, 0.089112304, 0.016286526, -0.025251161, 0.03239003, -0.0783818, -0.086096615, -0.13673106, -0.15934734, -0.51308054, -0.061430074, -0.16208844, 0.2227776) * go_0(-1.0, 0.0); + result += mat4(-0.011567444, 0.025550444, -0.018439503, -0.015003767, 0.11606929, -0.11613111, -0.040906087, -0.015202219, 0.03932618, -0.1106059, 0.03703376, 0.018548314, -0.12761284, -0.038109995, -0.23577367, 0.20272344) * go_0(-1.0, 1.0); + result += mat4(0.025444161, -0.075270735, 0.10999789, 0.16305386, 0.016178958, -0.074034974, 0.1177035, -0.077481024, -0.047774278, -0.029782977, 0.23137823, -0.2389453, 0.033015423, -0.10381626, -0.16437943, 0.20906886) * go_0(0.0, -1.0); + result += mat4(-0.098473966, 0.11013442, -0.18486807, 0.1907086, -0.17564997, -0.08509439, -0.42472756, -0.17446618, 0.3440862, 0.12719585, -0.12213955, -0.02246555, 0.18982963, 0.20809166, -0.36067408, 0.51116616) * go_0(0.0, 0.0); + result += mat4(-0.019805575, 0.07812505, 0.061653323, -0.08379226, 0.026396899, 0.009063019, -0.10845824, 0.0827647, 0.045301896, -0.07748021, -0.07435832, 0.14860612, -0.077515624, 0.010588131, -0.22704287, 0.26849246) * go_0(0.0, 1.0); + result += mat4(-0.02884339, -0.09512523, -0.038564682, 0.08862835, 0.041666254, -0.10532901, 0.040582962, -0.10063983, -0.15736029, -0.03644334, -0.005061672, 0.04302295, -0.046482194, -0.05262547, 0.05110866, 0.03204655) * go_0(1.0, -1.0); + result += mat4(-0.005932702, 0.033263832, 0.0044865874, -0.02328917, 0.056534443, -0.14084046, 0.022353357, 0.015087431, -0.2734596, -0.026544483, 0.06297078, 0.11277746, 0.06127936, 0.02466357, -0.04970561, 0.02098484) * go_0(1.0, 0.0); + result += mat4(0.013603583, 0.036264602, 0.10985147, 0.01532773, -0.09012781, 0.1132652, -0.17016481, 0.025332611, -0.077462606, 0.02990799, -0.10627784, -0.006231141, -0.089164406, -0.051507175, -0.043900985, 0.09049239) * go_0(1.0, 1.0); + result += mat4(-0.15391691, 0.1915742, 0.014101639, -0.022153432, 0.06291936, -0.017871676, -0.016763045, -0.14741553, -0.011252563, -0.20720159, -0.030648025, -0.0142307645, 0.010291614, -0.09243969, -0.052940153, 0.0061574522) * go_1(-1.0, -1.0); + result += mat4(0.032283742, 0.030768922, 0.1070225, -0.027818602, 0.10032608, 0.0061178426, -0.03561339, -0.26687133, 0.14369439, -0.11362691, -0.08980895, 0.066520914, 0.33414948, 0.006998835, 0.09193012, -0.2857383) * go_1(-1.0, 0.0); + result += mat4(-0.059588976, -0.02046844, -0.042585023, 0.031939838, 0.12796514, -0.06155685, 0.03540324, 0.009929082, -0.0039611827, 0.10790477, 0.049435645, -0.083034374, 0.23874004, -0.07460337, -0.020173345, -0.2006587) * go_1(-1.0, 1.0); + result += mat4(-0.13217632, 0.052319963, -0.026713084, -0.0051368694, -0.10380872, -0.28659084, 0.0044393227, 0.005174543, -0.05092618, -0.07092548, -0.027397033, -0.01609789, 0.13699281, -0.14706929, 0.17737861, -0.23746766) * go_1(0.0, -1.0); + result += mat4(0.19268502, 0.14133929, -0.1305119, -0.4034132, 0.057504695, -0.24550998, -0.081932545, 0.45489246, -0.29331785, 0.19625074, 0.063166246, 0.15158689, 0.6715147, -0.4610189, 0.08921431, 0.17761138) * go_1(0.0, 0.0); + result += mat4(0.044718128, -0.011809122, 0.024131307, -0.30093196, -0.05607289, 0.047759805, 0.004210022, 0.098192796, 0.030430846, 0.008207501, 0.12266905, -0.10549182, 0.11584339, -0.091016166, -0.08635591, -0.13889709) * go_1(0.0, 1.0); + result += mat4(-0.19226642, 0.07147627, -0.14759602, 0.4041079, 0.0744628, -0.19612685, 0.1498252, -0.06273549, 0.017959936, 0.10858338, -0.14985329, 0.062042814, -0.13240446, -0.24362786, 0.113626175, -0.15332204) * go_1(1.0, -1.0); + result += mat4(0.08383099, -0.13935047, -0.25981048, 0.16491203, 0.07513876, -0.28346774, 0.19722275, -0.044425573, 0.020889329, -0.22140723, 0.025403097, -0.09183192, 0.014202567, -0.18666178, 0.062913105, -0.047674105) * go_1(1.0, 0.0); + result += mat4(-0.1862771, 0.25878942, -0.043018065, 0.22144824, 0.016088247, 0.12113542, -0.11965952, -0.01587184, 0.07830932, -0.16069177, 0.13421321, 0.018718706, 0.09548377, 0.018543294, 0.013614677, -0.1054485) * go_1(1.0, 1.0); + result += mat4(-0.2121733, -0.015635416, 0.027564054, -0.085904464, 0.064805664, -0.070543915, 0.08966146, -0.06359783, 0.01131311, 0.046913184, -0.09809833, -0.092063695, -0.087217696, 0.012411829, 0.0045399712, 0.027389864) * go_2(-1.0, -1.0); + result += mat4(-0.19307798, 0.09449126, 0.084036835, 0.30262446, 0.011706106, 0.029800637, 0.04612629, 0.006186647, 0.11228541, 0.055147965, 0.17659879, -0.023410015, 0.19965266, -0.06684007, -0.081968054, -0.052410994) * go_2(-1.0, 0.0); + result += mat4(-0.058564443, 0.08252549, 0.058217794, 0.0864448, -0.25663558, 0.080260284, -0.0010294432, 0.05830051, -0.07684524, 0.1820709, 0.04438993, 0.019178499, -0.12425012, -0.04596089, -0.010032888, -0.0012803525) * go_2(-1.0, 1.0); + result += mat4(-0.43352658, 0.15262963, 0.25620222, 0.22428556, 0.09667152, 0.0037820593, -0.07951691, -0.11553085, 0.12982155, 0.17988266, -0.14283511, 0.074744284, 0.03604327, 0.00452661, -0.12865154, -0.020020623) * go_2(0.0, -1.0); + result += mat4(0.06850602, -0.18057181, 0.2093389, -0.07333886, 0.28406742, -0.048766967, 0.18114483, 0.47292945, -0.2340266, -0.06862712, 0.28263155, 0.3150323, -0.054724697, -0.16958356, 0.27928987, -0.19666018) * go_2(0.0, 0.0); + result += mat4(0.03281329, 0.0038649621, -0.07108877, 0.10791149, 0.15235375, -0.3083721, 0.168294, 0.10379698, 0.029038485, 0.16282903, 0.04483725, -0.018684763, 0.108186625, 0.027885616, -0.019351846, 0.1623065) * go_2(0.0, 1.0); + result += mat4(-0.110499054, 0.31347123, 0.030852, 0.01631416, -0.1466389, 0.080429435, -0.18689284, 0.10667815, 0.20645237, -0.18004708, -0.10570413, -0.15435064, -0.019000605, -3.126077e-06, 0.037761535, -0.015040956) * go_2(1.0, -1.0); + result += mat4(-0.023364332, -0.023399066, 0.2712722, 0.049637552, -0.10222765, -0.2698945, 0.20991959, 0.04921932, 0.21510898, -0.0751939, -0.19781734, -0.28162366, -0.041881047, 0.0065111094, -0.04102195, 0.0982682) * go_2(1.0, 0.0); + result += mat4(-0.032176614, 0.019144032, -0.08985387, 0.091637276, 0.1012352, 0.0003583357, 0.07897295, -0.09531175, -0.001155058, 0.074372366, -0.026186578, 0.07283374, 0.06052053, 0.009307753, -0.03874333, -0.06228009) * go_2(1.0, 1.0); + result += mat4(-0.022224072, -0.15717922, -0.1406057, -0.05941157, -0.028769474, -0.21226564, -0.036570027, 0.22266355, 0.14120889, 0.014577123, 0.10216447, 0.018429281, 0.056729726, -0.055834044, 0.058146577, -0.11999068) * go_3(-1.0, -1.0); + result += mat4(0.009995364, -0.020045493, -0.0057422677, 0.0643022, 0.016475432, -0.030856136, 0.042140726, 0.15077904, -0.32955253, 0.0694449, 0.17931722, 0.3439302, -0.12484157, -0.10958869, -0.15755124, -0.09755644) * go_3(-1.0, 0.0); + result += mat4(-0.008314924, 0.07704758, 0.043228816, -0.08110893, 0.099286236, -0.053224478, 0.22877018, -0.189486, -0.00798416, 0.018341504, 0.10734141, 0.0752633, -0.042524844, -0.086395286, 0.14299925, 0.026488977) * go_3(-1.0, 1.0); + result += mat4(-0.052531082, 0.19139186, 0.12205995, -0.2573172, 0.15157184, 0.0073150825, 0.089774385, 0.06604469, -0.16528498, -0.002511137, 0.14287429, -0.07819732, 0.025014274, 0.15338829, 0.0761692, -0.02803716) * go_3(0.0, -1.0); + result += mat4(-0.21000335, 0.15277153, 0.08546171, 0.2816124, -0.16559112, -0.11068559, 0.47053605, -0.009787771, -0.0013089112, -0.06985127, 0.44743782, 0.25142467, -0.32670796, 0.044035822, -0.12545367, -0.2996084) * go_3(0.0, 0.0); + result += mat4(-0.11526387, 0.15654811, 0.099616654, 0.15473685, 0.21278231, 0.046207245, 0.117993094, -0.26825273, -0.12539764, 0.14013724, 0.17357737, -0.05387817, 0.076738276, -0.13339446, 0.15005626, -0.2108176) * go_3(0.0, 1.0); + result += mat4(-0.0008846504, -0.05998622, -0.028892396, 0.04784136, 0.0104263965, 0.10899508, -0.073364735, 0.077516064, -0.074248806, -0.21749993, -0.26203, 0.041161157, 0.09366407, -0.026498007, 0.0122177545, 0.03892727) * go_3(1.0, -1.0); + result += mat4(0.04349908, 0.13671173, 0.2242545, -0.028021423, -0.03802222, 0.0052366396, -0.010709643, 0.031290106, 0.06291333, -0.024909683, -0.15439379, -0.04502091, 0.2062182, -0.5983536, -0.09670497, -0.38446042) * go_3(1.0, 0.0); + result += mat4(-0.008962513, 0.13044207, 0.04964221, 0.012250417, 0.012129821, 0.019985713, -0.06421885, 0.009168735, -0.044516414, 0.071368866, -0.006634213, 0.06497366, 0.08578495, -0.10586125, 0.06628038, -0.14006054) * go_3(1.0, 1.0); + result += vec4(0.056541316, 0.041788545, -0.036094554, -0.021763096); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_2_tf +//!BIND conv2d_2_tf1 +//!SAVE conv2d_3_tf1 +//!WIDTH conv2d_2_tf.w +//!HEIGHT conv2d_2_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_2_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_2_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_2_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_2_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.0647927, 0.053666476, -0.14723225, 0.027874574, -0.0003166473, 0.07337155, -0.061972085, -0.012667777, -0.17071614, 0.091927536, -0.051160213, 0.21336353, 0.13854574, 0.09582817, 0.032316446, 0.13838023) * go_0(-1.0, -1.0); + result += mat4(-0.0398984, 0.108049214, 0.093780346, -0.022015186, -0.15188989, -0.1381083, 0.2998843, 0.21623154, -0.08862326, 0.025862623, 0.06895634, 0.13529755, 0.06957801, -0.0011681129, 0.105972745, -0.04722446) * go_0(-1.0, 0.0); + result += mat4(-0.026321493, -0.04828038, -0.012545767, -0.005490858, -0.054038163, 0.075943105, -0.11526662, 0.022242405, -0.03543104, -0.12451852, -0.14911178, 0.013503498, 0.08773292, 0.09695139, -0.013498657, -0.27424073) * go_0(-1.0, 1.0); + result += mat4(0.018575635, -0.11321618, -0.07853153, 0.04104883, 0.0018416744, 0.11579002, 0.03685964, -0.031546146, -0.1755398, 0.23517849, -0.08095411, 0.031999595, -0.18542038, -0.26171613, -0.20567231, -0.05683613) * go_0(0.0, -1.0); + result += mat4(0.1538556, 0.21723682, 0.12131733, -0.15308167, 0.103326, -0.006956118, 0.043583486, -0.23811384, -0.103285454, 0.05543916, -0.37894246, 0.32072112, 0.22651967, 0.03516268, 0.34612176, 0.23688535) * go_0(0.0, 0.0); + result += mat4(0.040021293, 0.0029912095, 0.04885362, 0.061496444, 0.016926387, -0.118446946, 0.038948335, -0.0934512, -0.25194243, -0.054018084, -0.07149527, 0.017903058, 0.0845516, 0.33802906, 0.11953944, -0.081294954) * go_0(0.0, 1.0); + result += mat4(-0.09558082, -0.36974236, -0.07524102, 0.11131445, 0.047626104, 0.12854609, -0.10264962, -0.044669047, -0.05572307, 0.34475142, -0.16806377, -0.0037204176, 0.03400533, -0.04047774, 0.024379745, 0.09056291) * go_0(1.0, -1.0); + result += mat4(-0.039392482, 0.2553437, 0.11705501, 0.03219211, 0.073977776, -0.16610906, -0.032796364, -0.054669864, -0.07123178, 0.00079619256, -0.36920992, -0.029054813, 0.12830003, 0.004987549, 0.08724278, -0.029499404) * go_0(1.0, 0.0); + result += mat4(0.021272454, -0.063295126, 0.011779576, 0.103093, -0.011095461, 0.027948728, -0.014605259, -0.04723974, -0.05334346, -0.044831257, -0.07296399, -0.03314197, -0.01687865, -0.09261895, -0.06128567, 0.092708185) * go_0(1.0, 1.0); + result += mat4(0.0077418387, 0.00871427, 0.060824487, 0.1093608, -0.021077013, -0.057341542, -0.04769576, -0.08144089, 0.0212823, -0.06731425, -0.04134463, -0.0016761447, -0.03402026, 0.036424547, 0.11689576, -0.14946719) * go_1(-1.0, -1.0); + result += mat4(0.18536687, 0.020073935, 0.17041959, 0.024790209, 0.08397728, -0.13884324, 0.013950321, -0.055075396, -0.09317963, -0.05723721, -0.060491834, 0.0017911601, -0.109154835, 0.010338362, -0.1982491, -0.21752335) * go_1(-1.0, 0.0); + result += mat4(0.031852514, 0.031424347, 0.07817056, 0.07770759, 0.019805199, -0.091223724, 0.11914662, 0.1673029, -0.018734453, 0.16275099, 0.23245652, 0.36139074, -0.1396047, -0.14774057, 0.13756078, -0.123794965) * go_1(-1.0, 1.0); + result += mat4(-0.034937833, 0.20777488, 0.10104809, -0.035140667, 0.2536575, 0.010970045, 0.16896339, -0.081219964, -0.062478427, -0.0010431948, -0.027980985, 0.11446318, -0.127309, 0.21002083, 0.044436257, -0.16986957) * go_1(0.0, -1.0); + result += mat4(0.06309646, -0.042341243, 0.36642808, 0.18653205, 0.06973023, 0.06315932, -0.323688, 0.25672218, 0.042820994, 0.13792914, -0.12892757, -0.09220378, -0.18939693, 0.03862022, -0.17376114, -0.24673308) * go_1(0.0, 0.0); + result += mat4(-0.02130602, -0.35428852, -0.011634983, -3.9823462e-05, 0.110818714, -0.2981158, 0.060209107, 0.012538829, -0.0744833, -0.050204318, -0.12676497, -0.031484153, -0.28799182, 0.22338839, -0.070876874, -0.02102363) * go_1(0.0, 1.0); + result += mat4(-0.07929991, 0.014598492, 0.23034762, 0.024872296, 0.07480494, -0.17139243, -0.014421178, 0.056448363, -0.028626937, -0.022152562, 0.044871796, -0.048653606, 0.009350802, 0.019022083, -0.08554845, -0.0922645) * go_1(1.0, -1.0); + result += mat4(-0.027405115, 0.1831188, 0.28516722, 0.19882526, 0.27299204, -0.06910511, 0.03244419, -0.0031333128, 0.061055277, -0.114398144, 0.03729459, -0.07840815, -0.37776002, -0.24129418, -0.54815483, -0.2702045) * go_1(1.0, 0.0); + result += mat4(0.053723935, 0.13472083, 0.09563273, 0.19009806, -0.18722993, -0.25939655, -0.016197463, -0.067061596, 0.1647598, 0.061905228, 0.06191816, -0.018582113, -0.07218153, 0.11278394, 0.05478068, -0.104871586) * go_1(1.0, 1.0); + result += mat4(0.0036616288, -0.045782693, -0.226954, -0.05043515, -0.078096785, -0.036197383, 0.09269631, 0.016823346, -0.0060579977, -0.041455746, 0.09032774, -0.09217121, 0.058089796, 0.060311552, 0.033079024, 0.022586476) * go_2(-1.0, -1.0); + result += mat4(0.0436363, -0.079482526, 0.0027447809, 0.039558932, 0.13275702, 6.898711e-05, -0.21961488, -0.11315821, 0.0076181027, -0.025279062, -0.15829584, -0.063141204, 0.062049046, 0.13117202, -0.02435016, 0.109555416) * go_2(-1.0, 0.0); + result += mat4(-0.010148116, 0.056620967, -0.015910713, -0.07370375, 0.1529919, 0.005792597, 0.02771225, -0.17027487, 0.096740395, 0.063347995, 0.17823112, 0.054105148, 0.04995114, -0.28613812, 0.06369567, 0.15978208) * go_2(-1.0, 1.0); + result += mat4(-0.13688345, 0.16967694, -0.061759472, 0.013682004, -0.1290496, 0.07167547, -0.065592445, -0.17897636, 0.057080988, 0.035630587, 0.09140394, -0.08695068, 0.16807681, 0.014749346, 0.07875138, 0.034913708) * go_2(0.0, -1.0); + result += mat4(-0.098915346, -0.31459075, -0.10892429, 0.1557498, -0.19764107, -0.26881596, -0.03589311, 0.45288458, -0.34171388, 0.12675741, 0.18415868, -0.19770056, 0.29025507, -0.15812592, 0.09685835, 0.0027761247) * go_2(0.0, 0.0); + result += mat4(0.06425249, -0.01169722, 0.06379363, 0.053835012, -0.07356561, -0.06367294, 0.108630784, -0.14137438, 0.08536725, -0.03209748, 0.07250959, -0.014214082, 0.07170588, -0.25647813, 0.1092683, 0.18791042) * go_2(0.0, 1.0); + result += mat4(-0.023783233, 0.14261739, 0.102011986, -0.03633555, -0.05032627, 0.09378387, 0.11764051, 0.1353335, 0.032817088, -0.1352964, -0.00667997, -0.13388929, 0.022861317, 0.0037358075, 0.018605746, -0.0009892831) * go_2(1.0, -1.0); + result += mat4(0.22419162, -0.23105696, -0.09900454, -0.15831396, 0.12398773, 0.097933106, -0.13189293, 0.1330756, -0.19673057, -0.037342317, -0.13462654, -0.08974021, 0.030326528, -0.0815862, -0.118352115, 0.009187904) * go_2(1.0, 0.0); + result += mat4(-0.012130391, -0.06408448, 0.13710785, -0.06678414, -0.09970725, -0.14895032, -0.02366641, 0.029581001, -0.07101809, 0.09414698, 0.018300869, 0.009139046, -0.0027311493, -0.2359952, -0.011602826, -0.007582444) * go_2(1.0, 1.0); + result += mat4(-0.15473361, -0.06868751, -0.030721204, -0.08650113, 0.071349874, -0.08177769, 0.1611948, 0.18305337, -0.0144878505, 0.10975452, -0.026968453, -0.04909913, -0.059665974, 0.056036238, -0.11623168, -0.10584912) * go_3(-1.0, -1.0); + result += mat4(-0.096973225, 0.054132458, -0.010600018, 0.089397885, -0.0031138035, 0.037452973, 0.041115325, 0.1924831, 0.14759748, 0.032560788, -0.082884625, 0.0324635, -0.083511285, -0.050381303, 0.025589975, -0.0981257) * go_3(-1.0, 0.0); + result += mat4(-0.09183111, 0.034952193, -0.048511654, 0.020719057, 0.1863456, 0.01902738, 0.14455654, -0.008500172, 0.16385981, -0.07806569, -0.031216217, -0.17002788, -0.08882952, 0.07335293, -0.2223089, 0.01706056) * go_3(-1.0, 1.0); + result += mat4(-0.08361569, 0.046698716, -0.016646344, 0.09351987, 0.0054158634, -0.13641126, -0.12396605, 0.011380122, 0.040951792, -0.11222528, -0.0031548145, -0.0022303525, 0.0350846, -0.03280425, -0.09972476, -0.113325305) * go_3(0.0, -1.0); + result += mat4(-0.19961461, -0.27561286, -0.12783135, -0.062596925, 0.005870981, -0.24796526, 0.18717633, -0.16945636, -0.076396205, -0.08411448, 0.13751988, 0.21014418, -0.008655945, -0.09848541, -0.14536901, -0.2132181) * go_3(0.0, 0.0); + result += mat4(0.14118621, 0.20831147, -0.020545695, 0.008340737, 0.016840864, -0.16912372, -0.121718146, 0.15108089, -0.19803092, -0.07827729, -0.047639225, -0.12277847, 0.04974115, -0.09349339, -0.2756667, -0.19581003) * go_3(0.0, 1.0); + result += mat4(-0.0036992705, 0.16539848, 0.022026122, 0.07740234, -0.035687633, -0.004568715, 0.017408118, -0.09757294, -0.094941914, -0.3381112, -0.12724453, 0.025583982, -0.18571027, 0.047607586, -0.0704089, -0.055323426) * go_3(1.0, -1.0); + result += mat4(0.13821335, 0.028168043, 0.09990671, -0.032266147, -0.067236245, 0.11512147, -0.112986445, -0.10818019, -0.10062181, 0.21276556, 0.01681818, 0.069806606, 0.09628121, 0.06456379, 0.10394843, -0.02343886) * go_3(1.0, 0.0); + result += mat4(0.041937463, 0.072631165, 0.045366894, -0.0046993676, 0.03946691, 0.121010706, -0.030089365, -0.007266469, 0.0092267515, 0.14853416, -0.033248078, -0.027284347, -0.10031526, 0.15864117, -0.16782752, -0.18466589) * go_3(1.0, 1.0); + result += vec4(0.07722432, -0.025165567, 0.034291282, -0.09902708); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_3_tf +//!BIND conv2d_3_tf1 +//!SAVE conv2d_4_tf +//!WIDTH conv2d_3_tf.w +//!HEIGHT conv2d_3_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_3_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_3_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_3_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_3_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.004729794, -0.0124398535, -0.08538641, -0.058604605, 0.008671952, 0.25604513, 0.020800482, 0.24144122, -0.028920606, -0.04705229, 0.030192787, 0.0010597534, 0.017666103, 0.0041322373, 0.20027764, 0.08919112) * go_0(-1.0, -1.0); + result += mat4(0.0001626656, 0.05816014, -0.0060765734, 0.08811165, 0.35835367, -0.016291425, -0.56892496, 0.083845764, 0.15026698, -0.15916558, 0.08069463, -0.3931291, -0.0123534845, -0.111639686, -0.14637001, -0.08171439) * go_0(-1.0, 0.0); + result += mat4(-0.114976816, 0.023376396, 0.13855027, 0.07438716, -0.069991484, 0.20377779, 0.23929878, -0.040769435, 0.018832395, 0.005638609, -0.091848075, 0.027843866, 0.023744943, -0.06620523, -0.11678267, 0.0844119) * go_0(-1.0, 1.0); + result += mat4(0.0035854098, -0.08432094, -0.17799544, -0.10041983, 0.25605857, 0.021009786, 0.030499447, -0.09928291, 0.052178737, -0.08286175, -0.057888374, 0.024606042, 0.046342995, 0.13875343, 0.11279266, 0.19826262) * go_0(0.0, -1.0); + result += mat4(-0.016232021, -0.21539623, 0.0936961, 0.021143785, 0.094262615, 0.049040064, 0.40978724, 0.15347758, 0.08884813, -0.24887115, -0.14756748, -0.5020875, 0.112477, 0.1466549, -0.33418837, 0.5769466) * go_0(0.0, 0.0); + result += mat4(-0.16832942, -0.07354198, -0.12081261, -0.055348314, 0.39716053, 0.25583258, 0.09870877, 0.2151021, -0.025700683, -0.1801462, -0.04616654, -0.02782245, -0.054461803, -0.00042802413, -0.00163228, -0.004240747) * go_0(0.0, 1.0); + result += mat4(-0.05193433, -0.0018198475, -0.17647028, -0.19462106, 0.1538165, 0.054894235, 0.12183955, 0.07340974, -0.0019901982, 0.0357373, -0.07597063, -0.06681543, -0.00090057997, -0.053894397, -0.010301875, -0.16553953) * go_0(1.0, -1.0); + result += mat4(-0.30873474, -0.2836045, 0.057037193, -0.5016378, 0.11952749, 0.102353275, 0.2351629, -0.14635189, -0.019398788, -0.08776502, 0.021669978, -0.089918956, -0.2187901, -0.1180891, -0.049789533, -0.16109149) * go_0(1.0, 0.0); + result += mat4(-0.078335494, -0.08867304, 0.03349591, -0.1000293, -0.20235832, 0.22917585, -0.09905303, 0.08381748, 0.014350217, -0.14478815, -0.027479894, -0.026432173, -0.10309177, -0.09860884, -0.019177807, -0.06963025) * go_0(1.0, 1.0); + result += mat4(0.008169383, 0.12532842, -0.23369955, 0.077973194, 0.09076616, -0.021277165, 0.1721421, -0.26914293, -0.014729218, -0.023279984, -0.057670787, 0.003598546, -0.015225789, -0.0115396585, -0.26196182, -0.10724508) * go_1(-1.0, -1.0); + result += mat4(0.16542235, 0.06589374, 0.07410237, 0.26753154, -0.3356288, 0.3096256, 0.07112498, -0.0992165, 0.15020338, -0.11021673, 0.18803611, 0.12918204, 0.109007336, -0.031968266, 0.057093572, 0.035949256) * go_1(-1.0, 0.0); + result += mat4(0.065006174, 0.031055925, 0.0390232, -0.01678507, -0.21553491, 0.14171642, -0.19541772, -0.033691674, -0.06241631, 0.07497651, 0.024557155, 0.056778047, -0.060191352, -0.0261998, 0.07493729, -0.0699132) * go_1(-1.0, 1.0); + result += mat4(-0.008541382, 0.020270415, -0.027760057, -0.040962905, -0.26732433, 0.34379438, -0.23012447, 0.0051356517, -0.04059567, 0.0972959, 0.039965224, -0.14796777, -0.0016924662, -0.116963714, -0.026353523, -0.29799464) * go_1(0.0, -1.0); + result += mat4(0.03329303, -0.12663862, -0.0004959157, -0.11162377, 0.26238343, 0.43260252, -0.16504994, 0.10727678, -0.22505566, 0.43474057, 0.43304008, 0.05143919, 0.40494493, 0.08689636, -0.035733614, 0.25727916) * go_1(0.0, 0.0); + result += mat4(0.12175736, -0.014467151, -0.17461288, -0.18480565, -0.26439998, 0.307935, -0.058916792, -0.014292711, -0.0569471, 0.10751278, -0.04134206, 0.1847734, -0.07519831, -0.033909313, -0.05001451, -0.136606) * go_1(0.0, 1.0); + result += mat4(0.1424893, -0.026820501, 0.19645774, -0.0011315406, -0.14680974, 0.07662838, 0.21108222, 0.13260938, 0.17923595, -0.085527614, 0.08217639, 0.06579479, 0.05985784, -0.09016323, 0.11172888, 0.111903176) * go_1(1.0, -1.0); + result += mat4(0.19842595, 0.0093640275, 0.10433465, 0.13341904, -0.082806975, 0.22555825, -0.1315717, 0.11907785, 0.24012424, 0.47776055, 0.1835734, 0.17483878, 0.079803735, 0.01155073, -0.21146573, -0.16484722) * go_1(1.0, 0.0); + result += mat4(0.15064004, 0.021381427, 0.18301587, 0.21225913, 0.054995645, 0.03212186, 0.052798916, -0.048424408, 0.03609021, 0.0964704, -0.059469886, -0.05133066, -0.08157349, 0.051145166, -0.09107608, -0.1362262) * go_1(1.0, 1.0); + result += mat4(0.090521574, -0.014747857, -0.081675015, -0.118686825, 0.04848682, -0.033071827, 0.008534588, 0.023765508, 0.16849907, -0.21797262, -0.17049783, -0.07824179, -0.033794608, 0.052612655, 0.095820345, -0.07262317) * go_2(-1.0, -1.0); + result += mat4(0.22816367, -0.13772108, -0.036353834, -0.47638395, -0.0530902, 0.14089061, 0.076203234, 0.18006112, 0.121814854, -0.20750527, 0.08266107, -0.28634354, 0.14301859, -0.13458411, 0.00501663, -0.039783802) * go_2(-1.0, 0.0); + result += mat4(-0.103384845, -0.14389835, 0.08275834, -0.068423435, 0.22643796, -0.02966374, -0.2847584, 0.037081387, 0.02349005, -0.19353923, -0.00095957273, -0.13623689, -0.073120415, 0.03941467, 0.21864155, -0.014019576) * go_2(-1.0, 1.0); + result += mat4(-0.082576886, 0.17085212, 0.08971252, -0.04213377, -0.032548156, 0.022137715, 0.08399252, -0.0011743539, -0.09410863, -0.41728264, -0.20709297, -0.18933547, 0.027059928, 0.09743364, 0.2504647, -0.041173562) * go_2(0.0, -1.0); + result += mat4(-0.20924084, 0.291118, 0.029851688, 0.16953468, 0.02936709, 0.12213576, 0.22944322, 0.108747594, 0.0001881129, -0.27398208, -0.009702691, 0.15449248, -0.9472944, -0.26114875, -0.28161275, -0.3495961) * go_2(0.0, 0.0); + result += mat4(-0.12994622, -0.2758638, -0.1091727, -0.0968308, -0.14323105, 0.035175014, -0.08023811, 0.006023802, -0.031529594, -0.1486306, -0.3398172, -0.23240276, -0.29163983, 0.173475, 0.18809283, 0.22197202) * go_2(0.0, 1.0); + result += mat4(0.048254848, -0.083444916, -0.014334202, 0.060992356, -0.023099286, -0.09492961, 0.05592045, 0.0026059286, 0.08998117, -0.108810075, -0.053304546, 0.045926623, 0.068255246, 0.099023566, 0.01595483, 0.1336309) * go_2(1.0, -1.0); + result += mat4(0.21916585, 0.2837387, 0.14624594, 0.18843961, -0.06747584, 0.054924384, -0.082568415, 0.05011459, 0.014297759, -0.3884833, -0.054417178, -0.18970548, 0.088336475, -0.030646667, -0.2980552, -0.030035203) * go_2(1.0, 0.0); + result += mat4(-0.02748568, -0.011897529, -0.2370837, -0.016740574, -0.0282112, 0.050353892, -0.10761107, -0.00036999505, 0.037646662, -0.17742962, 0.06489219, -0.158852, -0.08016933, 0.07808515, -0.105895035, 0.079869986) * go_2(1.0, 1.0); + result += mat4(-0.0058994526, -0.037170693, 0.2574696, 0.06199102, -0.04497728, -0.10667442, -0.15183865, 0.0212881, -0.030842574, 0.073473394, 0.010764398, -0.00084518327, -0.03893014, -0.009649613, 0.07443129, 0.15108284) * go_3(-1.0, -1.0); + result += mat4(0.11325495, -0.096435815, -0.097331434, -0.049700152, -0.17231967, 0.047090057, -0.019111065, 0.104790315, -0.15004838, 0.13950798, 0.055996202, -0.070548095, 0.047154237, -0.007650949, -0.053611025, -0.012242293) * go_3(-1.0, 0.0); + result += mat4(0.12787002, -0.04958212, 0.053988468, 0.0017896162, 0.049493514, -0.009475431, -0.0022641935, 0.03933694, -0.005174597, 0.043754533, -0.1432976, 0.037084177, -0.04601288, -0.032077815, -0.059897035, 0.12584484) * go_3(-1.0, 1.0); + result += mat4(0.019409029, 0.10492923, 0.268368, 0.12597778, -0.17733063, -0.0085961, -0.27136415, -0.049664587, 0.012515404, -0.21444482, -0.39275557, -0.12297177, 0.06800057, 0.19228315, 0.06245887, 0.35772634) * go_3(0.0, -1.0); + result += mat4(-0.16317715, 0.2288402, -0.23235172, 0.22230752, -0.1646375, 0.13366091, 0.16681044, -0.17399235, 0.33997267, -0.3179832, -0.34756508, 0.39843196, -0.10748536, 0.322923, 0.23339489, 0.08684083) * go_3(0.0, 0.0); + result += mat4(0.02835275, 0.12314228, 0.24030593, 0.30856124, 0.055735108, -0.044914473, 0.0031432225, 0.07469899, 0.1778018, 0.107083894, -0.023706734, -0.15501897, 0.0943098, -0.034707237, -0.18622099, 0.05257965) * go_3(0.0, 1.0); + result += mat4(0.042839274, 0.12597966, 0.08979042, -0.0647561, -0.050434645, 0.049438696, -0.20008127, -0.05572608, 0.046238814, 0.12622325, -0.019017145, -0.13960391, -0.040050175, 0.14298008, -0.20270552, 0.13391526) * go_3(1.0, -1.0); + result += mat4(-0.0073277587, 0.10606624, -0.08940439, -0.09656414, 0.12387374, -0.0013147948, 0.23607181, -0.00037969893, 0.050353236, -0.17266603, 0.27796733, -0.09877832, 0.02711225, 0.096394345, 0.07457944, 0.21541388) * go_3(1.0, 0.0); + result += mat4(-0.18612787, -0.00027517386, -0.17136407, -0.06413671, 0.025629476, -0.04570916, 0.0008431566, -0.03419168, 0.08123608, 0.09465922, 0.11975521, 0.1269741, 0.08413221, 0.12125001, 0.04727287, 0.072378494) * go_3(1.0, 1.0); + result += vec4(0.04244928, -0.014280219, 0.017129054, -0.08807801); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_3_tf +//!BIND conv2d_3_tf1 +//!SAVE conv2d_4_tf1 +//!WIDTH conv2d_3_tf.w +//!HEIGHT conv2d_3_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_3_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_3_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_3_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_3_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.01973856, -0.05053795, 0.015545361, 0.10867395, 0.33441806, 0.14731607, 0.6793983, -0.21394718, -0.00846322, 0.09146322, -0.07427475, -0.078477465, -0.090998545, 0.133366, 0.105515696, -0.13784988) * go_0(-1.0, -1.0); + result += mat4(-0.05404873, 0.09784018, -0.1337389, -0.18082313, 0.13461179, -0.3816801, 0.12209786, 0.08176651, 0.10461896, -0.43315184, 0.017470734, 0.20423968, -0.03941875, -0.101959296, -0.09440259, 0.09154717) * go_0(-1.0, 0.0); + result += mat4(0.17229515, -0.06907825, -0.008382803, -0.16671611, -0.01576541, 0.03985307, 0.08209482, -0.11707446, -0.11793074, 0.13702396, -0.02013158, 0.07302033, -0.022301994, -0.11464677, 0.036753565, -0.093276784) * go_0(-1.0, 1.0); + result += mat4(-0.017650167, 0.009475923, -0.17856382, 0.15925962, 0.06434641, -0.15568036, 0.038135886, 0.18855911, -0.04427734, 0.1878215, 0.10856261, 0.0041275816, -0.12046199, 0.13610138, 0.3741596, -0.12934728) * go_0(0.0, -1.0); + result += mat4(-0.24631616, 0.0169485, -0.035534818, 0.37795424, -0.08546174, 0.07817259, 0.42897213, -0.47965595, -0.0146556785, -0.20510523, -0.18889453, 0.06476019, 0.1021008, -0.35398817, -0.031071864, -0.21416448) * go_0(0.0, 0.0); + result += mat4(0.32810766, 0.050585747, -0.17658374, -0.13881154, 0.16417882, -0.21286008, -0.106835455, -0.1722344, -0.14151084, 0.08962986, 0.057395387, -0.01623662, 0.02570415, 0.15626897, -0.12687978, 0.080729105) * go_0(0.0, 1.0); + result += mat4(-0.050597478, -0.018753758, -0.036346875, -0.017908493, 0.058593344, 0.008303028, 0.05254987, -0.06635018, -0.022532012, 0.029511122, 0.026682215, -0.054647952, 0.069466785, -0.08892492, 0.025351115, -0.023130694) * go_0(1.0, -1.0); + result += mat4(0.2412473, -0.16138165, -0.15117447, 0.11851003, -0.096868426, 0.082690425, 0.27923304, 0.11590443, 0.19363573, -0.15770023, -0.066793665, 0.011681678, 0.14037277, -0.112065665, -0.048159517, 0.009453693) * go_0(1.0, 0.0); + result += mat4(0.1580054, -0.0060506654, 0.05267837, -0.09178131, -0.09107123, 0.23191126, 0.21108283, -0.070422985, 0.024321035, 0.06131459, 0.066626504, 0.032481454, 0.044402298, 0.1390604, -0.14432502, 0.040869843) * go_0(1.0, 1.0); + result += mat4(0.10264861, 0.013504324, 0.012482852, -0.1781206, -0.12799414, -0.27026084, -0.123830505, 0.098105, -0.039127555, 0.09367889, 0.122323096, 0.1416734, 0.044763107, -0.21801683, -0.14018978, 0.17646866) * go_1(-1.0, -1.0); + result += mat4(0.017453065, 0.11498537, -0.10998983, -0.3116098, -0.3099762, 0.5024706, 0.051817298, 0.03170681, -0.18937826, 0.07946567, -0.11978771, -0.09523745, -0.0033551592, -0.11768945, 0.08932359, -0.06689581) * go_1(-1.0, 0.0); + result += mat4(0.1507582, -0.013266159, -0.073085934, -0.07252967, -0.06301927, -0.13218755, 0.12984878, -0.13678701, 0.023422396, 0.082123175, 0.006906731, -0.004018426, -0.15813835, 0.13711788, 0.016018609, 0.13443229) * go_1(-1.0, 1.0); + result += mat4(-0.06960673, 0.16156524, -0.1374069, -0.05803206, -0.077960715, -0.10676749, 0.26282015, 0.03521529, 0.058099385, -0.014738148, 0.0011174522, 0.24279532, -0.023991548, -0.108812414, -0.08886019, 0.20584475) * go_1(0.0, -1.0); + result += mat4(-0.08043308, 0.063343, 0.055290066, -0.15991378, -0.08096304, -0.23888679, 0.019161629, 0.38381267, 0.3672934, -0.119608454, -0.43623593, -0.46014485, -0.5323366, 0.1318621, 0.087373205, -0.05535459) * go_1(0.0, 0.0); + result += mat4(0.20640239, -0.1369444, -0.21677823, 0.08202178, 0.10515278, 0.06810837, 0.073207974, 0.23623931, 0.102422275, -0.05016664, -0.0039228587, -0.1810343, -0.2235563, -0.1246854, 0.1428113, -0.10609135) * go_1(0.0, 1.0); + result += mat4(-0.031941894, -0.08905056, 0.21501167, 0.11244667, -0.011811734, 0.21630247, 0.07589472, -0.040489636, -0.11824066, -0.11520391, -0.10075633, -0.035642453, 0.062144946, 0.0073282206, 0.14119269, -0.060479023) * go_1(1.0, -1.0); + result += mat4(-0.29382935, -0.056808118, 0.051812876, -0.061358813, -0.08344258, 0.124203674, 0.037964176, -0.01961274, -0.000951725, 0.50005037, -0.24176972, 0.06487161, -0.15469861, 0.04336187, 0.17826353, 0.040010225) * go_1(1.0, 0.0); + result += mat4(0.02044482, -0.0879271, -0.01053958, -0.31148303, 0.07497373, -0.11548258, -0.1666126, 0.02369657, -0.058044076, 0.010801491, -0.005933901, -0.08910467, 0.007953008, 0.03761974, -0.029501524, 0.16816042) * go_1(1.0, 1.0); + result += mat4(0.1779597, -0.10213089, 0.29942423, -0.016642543, -0.015537001, -0.04676146, 0.09585872, -0.0055750017, -0.014361908, -0.20667697, -0.11348746, 0.13081487, -0.10437329, 0.14328459, 0.11648822, -0.09163837) * go_2(-1.0, -1.0); + result += mat4(0.019033967, -0.12420627, -0.07748253, 0.43203858, -0.109799065, 0.07605535, 0.060791396, -0.24517195, -0.15674245, 0.21267459, 0.10665515, -0.073150024, -0.1358355, 0.0054066703, -0.16434059, -0.06031853) * go_2(-1.0, 0.0); + result += mat4(-0.18834068, 0.26840356, -0.12937617, 0.16103932, -0.0062331813, -0.13630053, -0.013911821, 0.022389365, -0.044232946, -0.056454606, 0.022426741, 0.18010215, 0.041900013, 0.03375041, -0.11376866, -0.010313381) * go_2(-1.0, 1.0); + result += mat4(0.12497669, -0.31161824, 0.097568035, 0.19443443, -0.05056519, -0.0031457904, 0.1055554, -0.083650924, 0.07630523, -0.34177595, -0.093093194, 0.20701368, -0.030962149, -0.054470222, -0.23853977, 0.004326528) * go_2(0.0, -1.0); + result += mat4(0.34370202, 0.085750066, -0.16071722, -0.54335934, -0.35595295, -0.050744478, -0.17405547, 0.008628697, -0.007086256, 0.23164117, 0.340156, 0.5475976, -0.15292351, 0.28019544, 0.038059216, 0.0044727) * go_2(0.0, 0.0); + result += mat4(-0.08231968, -0.0052294536, 0.07451547, 0.22278999, -0.3305531, 0.0017458396, 0.10818422, -0.21325395, -0.08807993, -0.110342845, 0.10082142, -0.051594347, 0.24192205, -0.18042035, -0.0095462985, -0.08757798) * go_2(0.0, 1.0); + result += mat4(0.096379586, 0.021887815, -0.05097233, -0.06797989, -0.026171045, 0.022944937, -0.015915364, 0.037667938, 0.17216732, -0.014889412, 0.07343887, 0.028236505, 0.0015047621, 0.1355103, -0.09918284, -0.07673695) * go_2(1.0, -1.0); + result += mat4(-0.25385055, 0.15163356, 0.0030003798, 0.18464413, 0.05611221, 0.099498056, -0.07128191, 0.042955168, 0.027493173, 0.07440157, 0.07814497, 0.096160784, 0.13571084, 0.056412842, -0.031997006, -0.16073681) * go_2(1.0, 0.0); + result += mat4(-0.21634746, 0.025153082, -0.064477116, 0.0005679147, -0.0029436245, 0.12794618, 0.024849026, 0.03018052, 0.11723976, 0.059955597, -0.013594654, 0.09091745, 0.04775348, 0.21260159, -0.07463213, -0.06727042) * go_2(1.0, 1.0); + result += mat4(-0.12166018, 0.024545137, 0.08611618, -0.17627168, 0.09042604, -0.14157623, -0.22147785, 0.09100581, 0.11078359, 0.031410985, -0.17170976, 0.09532806, -0.059569277, 0.09392676, 0.11784347, -0.21471368) * go_3(-1.0, -1.0); + result += mat4(0.1483187, -0.2217563, 0.12032977, 0.14932398, 0.27428308, -0.04568031, 0.12670338, 0.09586169, 0.06700745, 0.005126449, 0.0027694793, -0.033667028, 0.06447861, -0.08585174, -0.05509812, -0.11358761) * go_3(-1.0, 0.0); + result += mat4(-0.22750492, 0.032906335, -0.029479047, 0.11580199, -0.05812372, -0.032269973, 0.05219915, 0.041658226, 0.010897959, 0.065550454, 0.0076911976, -0.045743827, 0.11614996, -0.10393113, -0.0012606392, -0.034367524) * go_3(-1.0, 1.0); + result += mat4(0.09350742, 0.09561609, 0.3735968, 0.031685118, -0.042026598, 0.17006761, -0.3910107, 0.16984761, 0.25679177, 0.036610503, -0.13772772, 0.11101589, -0.1137049, 0.07211461, 0.18065079, -0.12324793) * go_3(0.0, -1.0); + result += mat4(-0.020749722, 0.14413361, -0.061903823, -0.21550268, 0.31306142, -0.11532895, 0.029482557, 0.03282164, -0.09800627, -0.20765196, 0.33030233, 0.075725295, 0.49252015, 0.042455837, -0.07264194, -0.10401895) * go_3(0.0, 0.0); + result += mat4(-0.22697076, -0.15738785, 0.09740376, -0.072098814, -0.06638972, 0.12336611, 0.0073687397, 0.048267826, 0.06717852, -0.027047804, -0.123397194, 0.17829034, 0.04215185, 0.066311836, -0.061742183, -0.046373066) * go_3(0.0, 1.0); + result += mat4(0.041311592, 0.2813485, 0.055084586, -0.01823069, 0.08105147, -0.087944716, -0.10135052, -0.02653456, 0.063169874, -0.1351186, 0.06722432, -0.016406318, 0.08666922, 0.0555909, 0.12086502, -0.17224412) * go_3(1.0, -1.0); + result += mat4(0.26026788, -0.18303715, 0.029279215, -0.12858874, 0.027197823, 0.0919464, 0.00849638, 0.10547888, -0.12952055, -0.14414985, 0.1903315, 0.05004528, -0.12657289, 0.038008716, -0.036606666, -0.054025438) * go_3(1.0, 0.0); + result += mat4(0.069167465, 0.2699947, -0.11137602, -0.05888806, -0.107324794, -0.07598601, 0.06042177, 0.0064530694, -0.039780665, -0.076666445, -0.00846108, -0.06165907, -0.06978219, -0.19108103, -0.040026028, -0.120319635) * go_3(1.0, 1.0); + result += vec4(-0.14375664, -0.0056876075, 0.052177623, 0.07152566); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_4_tf +//!BIND conv2d_4_tf1 +//!SAVE conv2d_5_tf +//!WIDTH conv2d_4_tf.w +//!HEIGHT conv2d_4_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_4_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_4_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_4_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_4_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.15667982, -0.31441393, 0.29112124, -0.15737213, 0.022372838, 0.10690639, -0.12019085, -0.051941186, -0.30367845, 0.02612279, 0.2372532, 0.2021648, -0.20481086, -0.003770439, 0.14981231, 0.066780254) * go_0(-1.0, -1.0); + result += mat4(0.03270688, -0.42270073, 0.044317324, 0.15907793, 0.14681059, -0.2934784, 0.24933252, -0.067273855, 0.07752533, -0.23194817, 0.0686707, 0.08999225, 0.121678345, -0.12916678, 0.012397381, 0.012315053) * go_0(-1.0, 0.0); + result += mat4(-0.10090412, -0.20792678, 0.11076032, -0.02938975, -0.1944187, -0.2003259, 0.04438032, 0.36946484, -0.019868722, -0.15830222, 0.042811528, 0.015641417, 0.113098525, 0.080257006, 0.011135628, -0.2877629) * go_0(-1.0, 1.0); + result += mat4(0.15482685, 0.06579119, 0.28301102, 0.23729764, 0.15990537, 0.4529694, 0.107880585, 0.10668121, -0.42430598, -0.2631025, 0.10513542, -0.036242936, -0.09827965, -0.0069260495, -0.11689201, -0.041436482) * go_0(0.0, -1.0); + result += mat4(0.08472191, -0.13051608, 0.047930017, 0.36831668, 0.1164478, 0.21384816, 0.22062506, 0.2094167, 0.48668453, 0.32302913, 0.36268055, -0.091801375, -0.079141125, -0.26613805, -0.16608004, 0.03810683) * go_0(0.0, 0.0); + result += mat4(-0.13474251, -0.04824603, 0.23303726, -0.116136365, 0.0056330245, 0.15829784, 0.0012259148, 0.12648389, 0.038680512, 0.05131116, 0.024099711, 0.4555406, 0.0035716395, 0.11633299, 0.094744846, -0.2457627) * go_0(0.0, 1.0); + result += mat4(-0.0576871, -0.04037522, 0.16857862, 0.0031084458, -0.027274646, -0.18154246, 0.13337846, 0.035422433, -0.0030749738, -0.17288287, 0.019983152, -0.31871706, -0.03280405, 0.06825421, -0.1563798, 0.05031885) * go_0(1.0, -1.0); + result += mat4(-0.066631876, 0.012560506, 0.1690693, -0.018248236, 0.0450104, 0.016296914, -0.14910112, -0.16191053, 0.5078224, -0.017615631, 0.15226597, -0.13373777, 0.20148668, 0.060258996, 0.13215344, 0.18430072) * go_0(1.0, 0.0); + result += mat4(0.12976126, -0.072738245, 0.053067926, 0.09752956, -0.04716214, 0.04136464, 0.014162617, -0.06621296, -0.09617736, 0.057469178, 0.01280261, -0.042976785, -0.12570308, 0.006027807, 0.031038594, 0.06569918) * go_0(1.0, 1.0); + result += mat4(-0.12655424, -0.41563693, -0.030971345, -0.06357555, -0.14121394, -0.15667427, 0.14398985, 0.05995984, 0.0821605, 0.12462943, 0.007492498, -0.0030187522, -0.22804567, -0.10487421, 0.13180672, -0.13978589) * go_1(-1.0, -1.0); + result += mat4(-0.075991526, 0.12352044, -0.17844258, 0.010614991, -0.18293494, 0.25009897, -0.080779895, 0.21548378, 0.22215544, 0.048670914, -0.057372037, 0.078176, 0.17490411, 0.004919551, 0.059619516, 0.12660357) * go_1(-1.0, 0.0); + result += mat4(-0.06282951, 0.10929357, 0.026720649, -0.15939257, 0.17107709, -0.04334904, -0.03047162, -0.101681694, 0.03118431, 0.19994627, 0.025729552, 0.035035726, -0.0012207883, -0.08618888, 0.061205562, 0.009940555) * go_1(-1.0, 1.0); + result += mat4(-0.23581573, 0.08002133, -0.15170844, 0.08872338, -0.25767094, -0.09273545, 0.18153891, 0.2544269, -0.084598936, -0.089766875, -0.14610913, 0.002247754, 0.1802837, -0.019625561, 0.30239686, -0.032793984) * go_1(0.0, -1.0); + result += mat4(0.5223286, 0.10347663, 0.4000593, 0.25440502, -0.07646958, -0.31940606, 0.053407036, -0.09356492, 0.2738851, 0.23945184, -0.2907089, -0.45822915, 0.13415676, 0.17187089, 0.08731114, -0.27670014) * go_1(0.0, 0.0); + result += mat4(0.059273496, -0.107137166, 0.12087539, 0.179237, -0.021209063, -0.02548005, 0.061256204, 0.033822674, 0.54491127, -0.2475085, 0.08055858, -0.4071213, -0.045093834, 0.07161349, 0.08219979, -0.31735933) * go_1(0.0, 1.0); + result += mat4(-0.29527053, 0.021469543, 0.07202354, -0.07103959, 0.03990857, 0.2490762, -0.19419849, -0.13916986, -0.05325315, 0.12922864, -0.041463424, -0.031249814, 0.073991664, -0.09723187, 0.35132217, 0.024760868) * go_1(1.0, -1.0); + result += mat4(0.09606787, -0.0951808, -0.0059865676, -0.052033573, -0.3118038, 0.4432636, -0.12943317, 0.09484738, 0.10621756, -0.10550469, 0.11264014, 0.1402276, -0.012679125, -0.08809835, 0.029994955, -0.15121669) * go_1(1.0, 0.0); + result += mat4(0.123397775, 0.048338536, -0.00975707, -0.103767075, -0.041053303, -0.07228534, 0.046792876, 0.0668788, 0.29554394, 0.012451002, 0.19568972, 0.112091154, 0.10882395, -0.0995439, 0.051324263, 0.24967718) * go_1(1.0, 1.0); + result += mat4(0.2699648, 0.17300771, -0.16056584, 0.1099392, 0.11674778, -0.19811755, 0.111880325, -0.06075038, -0.095849104, -0.04510651, -0.04180761, -0.0052786698, 0.11037549, -0.24115366, 0.018509468, -0.07819484) * go_2(-1.0, -1.0); + result += mat4(0.10981622, 0.044488225, 0.050722387, -0.3146652, -0.0013019707, -0.24084032, -0.10475088, 0.026944289, 0.1592903, 0.33087498, 0.061839584, -0.043863457, -0.06904603, -0.08635262, 0.088630445, -0.15485142) * go_2(-1.0, 0.0); + result += mat4(-0.06810522, 0.19927117, -0.08130387, 0.11612667, -0.015104349, -7.738651e-05, -0.06419643, -0.14813533, 0.026650215, 0.015038833, 0.08161237, 0.058321163, 0.015005185, -0.16189656, 0.024501886, 0.1927279) * go_2(-1.0, 1.0); + result += mat4(0.31858218, 0.11962043, -0.20560326, -0.13190113, 0.02138715, -0.057066392, -0.085771754, -0.124566585, 0.044749223, 0.13687828, 0.1195792, 0.14021616, 0.26204133, 0.05119197, -0.13980037, 0.050747477) * go_2(0.0, -1.0); + result += mat4(-0.21238558, -0.0734057, -0.2036023, -0.34308743, -0.29370925, 0.2393742, -0.37877437, 0.036869828, -0.17053255, -0.26900926, -0.23330869, 0.32902205, -0.4882585, 0.27430108, -0.033711653, 0.15501487) * go_2(0.0, 0.0); + result += mat4(0.23487025, 0.085289046, -0.14281847, 0.12543266, 0.15871634, -0.13858907, 0.14810285, -0.0239261, 0.1286852, 0.07754033, 0.01072327, -0.14313328, 0.05480442, -0.12195059, 0.11341822, 0.08224607) * go_2(0.0, 1.0); + result += mat4(0.19490337, 0.023521842, -0.24548791, 0.0035114093, -0.07937166, -0.07674376, 0.08365873, -0.003286068, 0.023862893, 0.009626835, 0.032829892, 0.0078141205, 0.053484406, -0.08297165, 0.09303188, 0.004273738) * go_2(1.0, -1.0); + result += mat4(-0.0032906602, 0.13636959, 0.027821168, 0.06270053, 0.024775786, -0.077529594, 0.03799126, 0.030000908, 0.031749167, 0.04360487, 0.004448846, -0.17835903, -0.30834544, 0.013150946, -0.13758293, -0.03296242) * go_2(1.0, 0.0); + result += mat4(-0.14166978, 0.034131095, 0.049779188, 0.09453289, -0.011406557, -0.07020709, -0.0031981543, -0.03443845, -0.00010218944, 0.0855161, -0.10951453, 0.042758763, 0.1718446, -0.1577923, 0.0410027, -0.04992991) * go_2(1.0, 1.0); + result += mat4(0.1219178, 0.105126485, -0.041097324, -0.08110963, -0.04857337, -0.11544925, -0.14572923, 0.092435546, 0.091857366, 0.15425235, -0.020324683, -0.05764375, -0.020458939, -0.10527823, -0.085554086, 0.16358297) * go_3(-1.0, -1.0); + result += mat4(-0.12372687, -0.009976829, 0.14252265, -0.1321053, -0.05965866, -0.1393898, -0.017603246, -0.02714342, -0.16824952, -0.23083204, -0.012299022, -0.06689838, -0.015830487, 0.21299921, -0.11637202, 0.0074968333) * go_3(-1.0, 0.0); + result += mat4(-0.01979935, -0.182785, -0.015397454, 0.14175794, -0.011465284, 0.11285164, -0.036115747, 0.07150463, -0.083641894, -0.10221778, -0.13871445, 0.099696055, 0.04603662, -0.06463785, -0.007984529, -0.0032940735) * go_3(-1.0, 1.0); + result += mat4(0.072830334, -0.057334073, 0.09086239, 0.13039105, 0.06350303, 0.17130788, -0.2181585, -0.09137403, -0.31397742, -0.019071499, -0.017274613, 0.13762084, 0.10195637, -0.021455176, 0.04011394, -0.08029658) * go_3(0.0, -1.0); + result += mat4(-0.26982597, -0.40265098, -0.4151411, 0.038557775, -0.095602125, 0.3503172, -0.029988842, -0.03484708, 0.095536314, -0.0030311556, 0.31589827, 0.52763534, -0.12629713, -0.24356791, 0.0059487303, 0.42298427) * go_3(0.0, 0.0); + result += mat4(0.054166105, 0.18827972, -0.081673265, -0.06720384, 0.09375001, 0.22173035, -0.14050071, 0.108400136, -0.15553835, -0.08716729, -0.037366748, 0.10971073, -0.02560103, -0.26702073, -0.05201882, 0.2432563) * go_3(0.0, 1.0); + result += mat4(0.16196893, 0.0889265, -0.09887943, -0.042956755, -0.054403376, -0.123823255, 0.045847844, 0.017027669, 0.00539936, -0.112265736, 0.050549984, -0.104931094, -0.06883012, -0.25745714, 0.11155538, -0.15363649) * go_3(1.0, -1.0); + result += mat4(-0.22157209, 0.18200903, -0.13290548, 0.026721261, -0.06066069, -0.18150693, 0.08768983, 0.037362453, -0.1073367, -0.070236765, -0.41223463, -0.168915, -0.15517351, -0.13949952, -0.13307643, -0.15935421) * go_3(1.0, 0.0); + result += mat4(-0.026589906, 0.0930502, 0.05195435, 0.06301585, -0.01107014, -0.019382332, 0.027223695, -0.004045145, -0.15238355, -0.0345132, 0.06355168, 0.0011230056, 0.16690113, 0.0017829507, -0.0023939044, -0.09471834) * go_3(1.0, 1.0); + result += vec4(0.024455175, 0.01669877, -0.066231176, 0.036848705); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_4_tf +//!BIND conv2d_4_tf1 +//!SAVE conv2d_5_tf1 +//!WIDTH conv2d_4_tf.w +//!HEIGHT conv2d_4_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_4_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_4_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_4_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_4_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.01763509, -0.17156707, -0.06841296, -0.026132878, -0.10600523, 0.11245994, 0.121395074, -0.09331501, 0.12764473, 0.0428028, -0.11837395, 0.2092563, -0.04357652, -0.0490096, 0.024701532, 0.10518723) * go_0(-1.0, -1.0); + result += mat4(-0.17130826, -0.31987694, -0.07639005, 0.21362033, 0.058639023, 0.066175915, -0.25344703, -0.07923442, -0.14766373, 0.040518284, -0.031103026, -0.040075514, -0.051108997, -0.28214613, -0.18504949, 0.27544948) * go_0(-1.0, 0.0); + result += mat4(0.030991005, -0.011353306, 0.15237464, 0.15458584, 0.1250524, 0.19959912, 0.14049476, 0.38410887, 0.07378578, -0.017728366, 0.0963528, -0.043756213, -0.039577194, -0.11800575, -0.08392266, -0.07599512) * go_0(-1.0, 1.0); + result += mat4(0.022089608, -0.027317125, 0.051330008, -0.0075439885, 0.021650828, -0.0009390209, -0.12043464, 0.049332134, -0.055557396, -0.053297505, -0.0918705, -0.13089466, -0.10994107, 0.072746456, 0.11496739, -0.05225977) * go_0(0.0, -1.0); + result += mat4(0.29730305, 0.26317745, 0.052159555, -0.32006654, 0.48288685, -0.049926184, -0.08091092, -0.13825637, -0.1485706, -0.288657, -0.41443697, 0.06856032, -0.23809211, -0.12953928, 0.4783034, -0.47557938) * go_0(0.0, 0.0); + result += mat4(0.026139118, -0.23031352, 0.04861487, 0.033556074, 0.2702056, 0.22802536, -0.15385233, 0.1664119, 0.18749923, 0.36927548, -0.011473684, -0.11771165, -0.16859052, -0.4513202, 0.12863952, 0.02482837) * go_0(0.0, 1.0); + result += mat4(0.0073229345, -0.061915245, 0.06710329, 0.0062416573, -0.00555983, 0.14592186, 0.11201052, -0.123630054, 0.32611257, -0.11279885, -0.059449438, 0.2891043, -0.10519016, 0.040108994, -0.012468261, 0.02083298) * go_0(1.0, -1.0); + result += mat4(-0.057483062, 0.08454755, -0.15529329, -0.12572923, 0.2600099, -0.02319978, -0.04037675, 0.11496361, 0.07728194, -0.12908956, -0.025529336, 0.112581626, 0.02971823, 0.11659056, -0.01298622, 0.017061908) * go_0(1.0, 0.0); + result += mat4(0.22417091, -0.00222947, 0.04980858, 0.12260437, -0.025507605, 0.042577885, 0.120813504, -0.048522256, -0.038494784, -0.0072195013, -0.23012944, -0.020850847, -0.078296244, -0.014830018, 0.19759563, -0.10000253) * go_0(1.0, 1.0); + result += mat4(-0.032090195, 0.023757193, -0.08989734, 0.14419042, 0.0112194475, -0.093776144, -0.020197887, 0.29295877, 0.06872183, 0.09511462, -0.03245769, -0.06504889, 0.05132126, 0.00399527, 0.075911656, 0.250893) * go_1(-1.0, -1.0); + result += mat4(-0.3418496, 0.25525784, 0.0018161442, 0.028484365, -0.17573346, -0.12457501, 0.18466166, 0.20209278, 0.10282706, 0.16353399, 0.025052028, -0.059714165, -0.055806916, -0.28651386, 0.112798095, 0.11624314) * go_1(-1.0, 0.0); + result += mat4(-0.018793896, 0.07500149, -0.01728254, -0.1726998, -0.13333, 0.09590344, -0.036537904, -0.11522523, 0.19445558, 0.22680458, 0.12061006, -0.06225618, 0.1127748, 0.28380096, -0.07099846, -0.007440302) * go_1(-1.0, 1.0); + result += mat4(-0.43887648, -0.10018577, -0.29267642, 0.12149727, -0.14333835, 0.04161915, 0.19442867, 0.16506511, 0.09655387, -0.0014398015, 0.13189743, -0.14068556, 0.049408, 0.0829072, 0.2950336, 0.36965907) * go_1(0.0, -1.0); + result += mat4(0.41486958, -0.023498302, -0.37900022, -0.31752598, 0.13758768, -0.18782206, -0.31358528, 0.3330786, -0.4039293, -0.06539036, 0.032599606, 0.10663507, -0.26369813, -0.17365438, 0.20723309, 0.1801556) * go_1(0.0, 0.0); + result += mat4(0.004117444, -0.14894462, 0.14915143, -0.047375835, -0.2609916, -0.10172324, -0.14925237, -0.33830285, 0.12131607, -0.18156646, -0.42382464, -0.052582145, 0.2329045, -0.4576963, 0.13756892, 0.055571318) * go_1(0.0, 1.0); + result += mat4(-0.31689477, 0.017058033, -0.01904924, -0.016893756, -0.011479519, 0.07316262, -0.07086077, 0.08923511, -0.08190091, -0.025866933, -0.06909204, -0.028601022, 0.023224542, 0.03082087, 0.2230426, -0.16713654) * go_1(1.0, -1.0); + result += mat4(0.13457374, 0.110913865, -0.1130815, -0.031438913, -0.55201167, 0.04831016, 0.25107765, -0.014003224, 0.19532952, 0.02062346, 0.04839241, 0.088673405, 0.30325848, -0.20222804, -0.085780576, 0.22512968) * go_1(1.0, 0.0); + result += mat4(0.076354, 0.021940092, -0.16170324, 0.0025543426, -0.0032400405, -0.0046705627, 0.06241069, -0.031247333, 0.098353796, 0.03723474, 0.22971998, -0.017877292, 0.119858086, 0.008041448, 0.2140585, 0.10343376) * go_1(1.0, 1.0); + result += mat4(0.08627595, 0.04532834, 0.027579082, -0.16222088, 0.15583228, -0.14371829, -0.07243855, -0.111895435, -0.14438897, -0.10250594, 0.0034202964, -0.066547595, -0.034390844, -0.021545287, 0.014540157, -0.10215731) * go_2(-1.0, -1.0); + result += mat4(0.19720152, 0.21534947, 0.1130938, -0.011730973, 0.013247983, -0.10344174, -0.1906514, -0.015767017, -0.020093633, -0.26487067, -0.005960781, -0.057149183, 0.030110173, 0.047692046, -0.19308545, -0.25292158) * go_2(-1.0, 0.0); + result += mat4(0.039498243, 0.053682897, -0.01844695, -0.017540915, 0.039454967, -0.27696076, 0.09503274, -0.038958035, 0.17321438, -0.036311295, 0.03123055, 0.02310311, 0.040591653, 0.0054627894, -0.03520426, -0.026101988) * go_2(-1.0, 1.0); + result += mat4(0.055991564, 0.06512919, -0.12532505, 0.024075158, -0.04926237, -0.11701171, 0.026792146, 0.013033238, -0.052847516, -0.01550091, -0.008442071, -0.077945165, -0.033220004, -0.13678443, -0.07040586, 0.121846326) * go_2(0.0, -1.0); + result += mat4(-0.19537796, -0.016634773, 0.10707109, -0.024361614, -0.16002733, -0.44066608, 0.16488662, 0.013152995, 0.22407806, 0.12854017, 0.19028598, -0.08379244, -0.05594235, -0.15909895, 0.511962, 0.39027596) * go_2(0.0, 0.0); + result += mat4(-0.032652248, 0.06004893, 0.011166194, 0.102761306, -0.035113614, -0.29961765, -0.013817978, 0.20938557, 0.08488225, -0.1118558, -0.0375328, -0.035511103, 0.0046933405, 0.20203683, -0.13552529, -0.12685429) * go_2(0.0, 1.0); + result += mat4(0.03054923, 0.08224908, -0.059128158, -0.02583655, -0.02133876, 0.0048713544, 0.10848829, 0.06324404, 0.028332822, -0.011002306, -0.027557913, -0.06072362, 0.1019048, -0.02587316, 0.08563405, -0.08119947) * go_2(1.0, -1.0); + result += mat4(-0.10568117, 0.1075248, 0.19379964, -0.14337265, 0.019374132, -0.0907804, -0.13827625, -0.03628561, 0.014735499, -0.026882607, -0.25948793, 0.034926686, -0.05988073, -0.22735636, 0.053511668, 0.04765336) * go_2(1.0, 0.0); + result += mat4(-0.029848114, 0.09183966, 0.084713496, 0.09422864, 0.069713995, -0.10584984, -0.020899031, 0.059645247, -0.075805016, -0.01828552, 0.06689195, -0.13804196, -0.023465823, -0.034038994, -0.12946706, 0.058709413) * go_2(1.0, 1.0); + result += mat4(0.061918218, 0.038984764, 0.013660938, -0.19340219, -0.014949839, 0.12946278, 0.12725051, 0.13429146, 0.05993008, -0.015394284, 0.011232483, 0.0344157, 0.022161875, -0.023923954, 0.061736204, 0.025963215) * go_3(-1.0, -1.0); + result += mat4(0.048136763, 0.03162042, -0.01967249, 0.06374493, 0.034645267, 0.22403605, 0.036197048, -0.06903216, -0.1024706, -0.0005459356, 0.049185563, 0.16309108, 0.07394778, 0.10351343, 0.28430694, -0.13531347) * go_3(-1.0, 0.0); + result += mat4(-0.14705071, -0.09458433, 0.03063114, 0.07901115, -0.11911086, -0.06428132, -0.013549552, -0.041342866, -0.20770676, -0.15104479, 0.054365363, -0.11652907, 0.05639815, 0.070518605, 0.0017846811, -0.00056205114) * go_3(-1.0, 1.0); + result += mat4(0.27148908, 0.07358356, 0.13644488, -0.13824654, 0.0112991175, -0.021521023, -0.10197379, 0.007816017, -0.13314332, 0.12318473, -0.043214846, -0.15759036, -0.19744353, -0.10267182, -0.28249928, 0.11233295) * go_3(0.0, -1.0); + result += mat4(-0.096474804, 0.17893109, 0.014679829, -0.21218887, -0.24170275, 0.10603527, 0.05375366, -0.059315052, 0.17087384, 0.13633691, -0.37958893, 0.43264794, 0.17829923, 0.06485103, -0.37551817, -0.22082718) * go_3(0.0, 0.0); + result += mat4(-0.30536333, -0.033212308, -0.25232, 0.11730442, -0.11176368, 0.26223183, -0.049025323, -0.01375941, -0.29028055, 0.16842811, -0.035684332, -0.4180911, -0.1611732, 0.07683385, -0.14263596, 0.17508087) * go_3(0.0, 1.0); + result += mat4(0.23580009, 0.025621435, -0.15757325, 0.008123166, -0.021905439, -0.02162503, -0.059497356, -0.01636353, 0.047654126, -0.084423855, -0.033733923, 0.0127116265, -0.059593942, -0.053935718, -0.050729543, 0.013887048) * go_3(1.0, -1.0); + result += mat4(-0.19232626, 0.07915767, -0.05909752, 0.007695347, 0.058876406, 0.057521783, -0.080253534, 0.2011056, -0.27965516, -0.08033169, -0.13025513, 0.12854645, 0.053400308, -0.18445957, -0.18463044, 0.27920377) * go_3(1.0, 0.0); + result += mat4(-0.061806213, -0.020037206, 0.003183183, -0.029844081, -0.039553937, 0.028905323, -0.11367984, -0.097321615, -0.10112643, 0.0039709485, -0.06020118, -0.23871279, -0.077974856, 0.05806996, -0.21440302, 0.11898043) * go_3(1.0, 1.0); + result += vec4(-0.023832673, 0.03702965, -0.04749135, -0.10982549); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_5_tf +//!BIND conv2d_5_tf1 +//!SAVE conv2d_6_tf +//!WIDTH conv2d_5_tf.w +//!HEIGHT conv2d_5_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_5_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_5_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_5_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_5_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.030931145, 0.013683292, -0.0650242, -0.028732346, 0.120067924, -0.029404473, 0.0038229884, -0.14631765, 0.041900825, -0.076596744, -0.11096378, -0.27100095, 0.0052598766, -0.05929686, -0.06816563, -0.086864315) * go_0(-1.0, -1.0); + result += mat4(-0.043620087, -0.16360405, 0.006527374, 0.15706524, 0.08338088, -0.19027525, 0.22595987, -0.054963548, 0.01825031, -0.03149212, 0.025471251, 0.06429379, -0.011633275, -0.079389006, -0.0030728737, 0.17345747) * go_0(-1.0, 0.0); + result += mat4(-0.011275288, -0.10668036, 0.05718997, 0.010336089, 0.33393976, -0.2029354, 0.075444475, -0.092244044, 0.07605498, 0.20125951, 0.10493973, -0.12306946, 0.03658231, 0.08233366, -0.12205888, -0.116969004) * go_0(-1.0, 1.0); + result += mat4(-0.0070305974, 0.105127215, 0.006041873, 0.26743913, 0.028119443, 0.14823505, -0.28344348, 0.12362866, -0.1215781, 0.08104382, 0.102011785, 0.085380934, 0.061244503, -0.06230063, -0.05353345, 0.1166729) * go_0(0.0, -1.0); + result += mat4(0.08945733, 0.4101902, -0.06404005, 0.040728435, 0.13076581, -0.20805469, -0.10897316, -0.14924604, 0.10090762, 0.015475414, 0.26346552, 0.12096677, -0.20199244, 0.2780031, 0.18515368, 0.35105625) * go_0(0.0, 0.0); + result += mat4(0.07463155, 0.26932517, -0.06768551, 0.10470878, -0.1423996, 0.013550665, -0.06167201, -0.1022994, -0.3107166, -0.15609552, 0.1695213, -0.1277181, 0.12582655, -0.1596128, 0.015612055, -0.19826376) * go_0(0.0, 1.0); + result += mat4(0.011745468, 0.006471601, 0.008110513, 0.025831396, 0.1272883, -0.221959, 0.11993834, -0.007903633, 0.009993582, -0.10170755, 0.026594637, -0.027883623, 0.030666083, -0.036415886, 0.007469573, 0.0674783) * go_0(1.0, -1.0); + result += mat4(-0.022760388, -0.10911659, -0.012589904, -0.046462692, 0.36987287, 0.71668935, -0.04466556, 0.12082762, 0.0026539841, 0.07070946, -0.00020439121, -0.13925348, 0.08672072, 0.20075354, -0.066352285, 0.14655356) * go_0(1.0, 0.0); + result += mat4(-0.081081845, -0.21956222, 0.06781787, -0.106362104, -0.03016425, -0.010460211, -0.009725996, -0.009805538, 0.07037355, 0.19254607, 0.038890257, 0.29580075, -0.10355764, 0.12613009, 0.02485986, -0.031927988) * go_0(1.0, 1.0); + result += mat4(-0.13882205, 0.21770848, 0.015392157, 0.010310204, 0.008225721, 0.07457836, 0.09984027, -0.25452816, 0.2193511, -0.22262146, -0.12950355, 0.026151875, 0.022114651, -0.030566849, 0.034688126, 0.03047327) * go_1(-1.0, -1.0); + result += mat4(0.0363441, 0.19290726, -0.1143055, 0.30871987, -0.05780708, 0.082128406, -0.115280904, 0.07636388, 0.48947453, -0.29715258, 0.146737, -0.3275992, -0.055972476, -0.09991753, 0.17435446, 0.10917291) * go_1(-1.0, 0.0); + result += mat4(0.026389305, 0.054523308, -0.028950177, 0.06913328, -0.18626037, 0.08829993, 0.10407121, 0.001246911, 0.103938825, -0.3117343, -0.045564886, 0.07316613, 0.0027089121, 0.099437356, -0.046500806, -0.0927284) * go_1(-1.0, 1.0); + result += mat4(0.051037624, -0.2068234, 0.061572235, -0.3345198, 0.16960172, -0.30289862, -0.002583443, 0.39312238, 0.08246557, 0.16374862, -0.31902805, -0.13205275, -0.032050006, 0.01670186, 0.13852347, 0.120012194) * go_1(0.0, -1.0); + result += mat4(-0.67096996, -0.06274476, 0.18575665, 0.80282855, 0.23201196, -0.0054729837, 0.050396994, -0.42014772, 0.34904522, 0.26281372, 0.24697208, 0.55475426, 0.49850988, -0.06581312, -0.0068906257, -0.15741143) * go_1(0.0, 0.0); + result += mat4(-0.04252036, -0.28224963, 0.009723064, 0.116357096, 0.2992567, -0.26702902, -0.05648925, 0.12729199, -0.37574205, 0.54211813, -0.25248805, -0.13023548, 0.18903324, -0.5182459, 0.0141203115, -0.19444294) * go_1(0.0, 1.0); + result += mat4(-0.0017735233, -0.010132458, -0.040924776, -0.13767008, 0.20757031, -0.06509882, -0.09756446, 0.018974079, 0.090851985, -0.010158765, -0.03999607, -0.12055641, 0.03629025, -0.018645551, -0.05506811, -0.014202848) * go_1(1.0, -1.0); + result += mat4(0.16203491, 0.011118734, -0.18486023, -0.024290733, -0.3673846, -0.20295864, 0.23055002, -0.1555852, -0.02706522, 0.03262891, 0.008724611, -0.03760652, -0.20946771, -0.01951837, 0.16955496, 0.11690098) * go_1(1.0, 0.0); + result += mat4(0.0783421, 0.22656651, -0.15715368, -0.024174158, 0.020260733, 0.032390315, -0.029133298, 0.086601086, 0.13871798, -0.12525433, 0.16097449, 0.058946393, 0.029865682, 0.08508385, 0.040569812, -0.09402932) * go_1(1.0, 1.0); + result += mat4(-0.05063873, 0.11269313, -0.057484943, -0.13579641, 0.047973365, -0.07103839, -0.07838756, -0.0028928046, -0.019466015, 0.018428024, 0.010016324, -0.057396665, -0.19495595, 0.034307264, -0.022888038, 0.08112259) * go_2(-1.0, -1.0); + result += mat4(-0.09790086, 0.10613111, 0.06611674, 0.19356097, -0.00073371036, -0.019078335, 0.076719105, -0.016212497, -0.3283475, -0.07547389, -0.08140701, 0.3185625, -0.25060275, 0.16820994, -0.123497784, 0.43272668) * go_2(-1.0, 0.0); + result += mat4(-0.06365342, 0.11186735, -0.17493224, -0.04207358, 0.0003117533, 0.034089327, -3.067692e-05, -0.03422754, 0.16267666, 0.054771993, 0.048384454, -0.041866794, 0.0036008756, 0.0021496525, 0.20258942, -0.06297619) * go_2(-1.0, 1.0); + result += mat4(0.03578836, 0.08763908, -0.22370125, -0.32465744, 0.019142643, 0.011316954, 0.17920344, 0.031633645, 0.03766343, -0.116487674, -0.05281752, -0.018965483, 0.049297336, -0.34511214, 0.42598158, 0.051361635) * go_2(0.0, -1.0); + result += mat4(0.26638633, -0.33628765, 0.04437907, 0.09616201, -0.020049393, 0.2560829, -0.027108455, 0.255752, 0.3666511, 0.052277412, -0.46667686, 0.48482272, 0.51302284, -0.06941614, -0.17967525, -0.07889891) * go_2(0.0, 0.0); + result += mat4(0.18503937, 0.088710256, 0.2083147, -0.20758459, -0.036416974, 0.018303726, 0.03729963, -0.035969947, -0.2685231, -0.42169708, -0.039593916, -0.02642618, 0.29050872, -0.25723743, -0.111259766, 0.15001127) * go_2(0.0, 1.0); + result += mat4(-0.026473878, -0.07241443, 0.022400148, -0.03214132, 0.0859297, -0.0036677981, -0.07039137, 0.03703108, 0.042322673, -0.01222808, -0.08151938, 0.033109214, -0.048737407, 0.25929528, -0.40535828, -0.123594694) * go_2(1.0, -1.0); + result += mat4(0.10233285, 0.22455986, -0.13368733, 0.033236265, -0.052114893, -0.11709317, 0.009709581, 0.19201641, -0.02973698, 0.032114245, -0.09771862, 0.085680574, 0.15827927, -0.15042172, 0.21833214, -0.13262676) * go_2(1.0, 0.0); + result += mat4(-0.08460587, -0.09473209, 0.019323658, -0.057233352, 0.0019434267, -0.14437936, 0.034232683, 0.0030602294, -0.023598112, 0.10692026, -0.09960999, 0.005887181, 0.014738836, -0.32473162, -0.10886747, -0.08365826) * go_2(1.0, 1.0); + result += mat4(0.10900178, 0.00080280803, -0.14009437, -0.053074867, -0.07811151, -0.03456029, -0.104943685, 0.016918905, -0.11335709, 0.079421654, 0.13481963, 0.037818357, -0.027339859, 0.05856774, -0.044562265, 0.03908084) * go_3(-1.0, -1.0); + result += mat4(0.07628258, -0.23815769, 0.2840278, -0.3541637, -0.044292126, -0.09310441, -0.1335055, -0.031899665, -0.11981227, 0.24012394, -0.041896038, -0.10168982, 0.20248915, -0.10036763, -0.044115108, 0.08520525) * go_3(-1.0, 0.0); + result += mat4(0.07234102, -0.119480744, -0.01401321, -0.025182616, -0.031284854, -0.050089385, 0.014808948, 0.038662236, -0.18539418, 0.017342187, 0.023812262, 0.13428104, 0.020824855, -0.07433546, 0.054307282, 0.08511016) * go_3(-1.0, 1.0); + result += mat4(-0.11046813, -0.04663274, 0.33497185, 0.023273284, -0.24681108, 0.116665915, 0.12045893, 0.13306482, -0.039098527, 0.04747061, 0.042796664, 0.053514794, 0.011861975, -0.048702, 0.008408589, -0.09497112) * go_3(0.0, -1.0); + result += mat4(0.34634927, 0.37973458, -0.79267627, -0.7362719, 0.35489878, -0.07635863, 0.24082923, -0.27480397, -0.3236968, -0.25523046, 0.05118527, -0.040529836, -0.6000509, 0.39020586, 0.27632973, 0.5141453) * go_3(0.0, 0.0); + result += mat4(0.16761221, -0.033125393, 0.00561569, 0.083019435, -0.101278506, 0.07810264, 0.12060661, 0.16048536, 0.14257826, -0.15996903, 0.018831912, -0.094429865, -0.22227801, 0.426937, -0.054677445, 0.05067348) * go_3(0.0, 1.0); + result += mat4(0.02233958, 0.02608942, -0.045318656, 0.06509929, 0.035911568, 0.025316885, 0.0840986, 0.08326237, 0.048455603, -0.13630742, 0.07230253, -0.047261715, -0.092630014, 0.04786565, 0.10354939, -0.07094341) * go_3(1.0, -1.0); + result += mat4(-0.1463382, -0.14900577, 0.2835977, -0.106733374, -0.11554754, -0.168429, -0.1411373, -0.20654152, -0.06388508, 0.039648015, 0.08543832, -0.13253337, 0.017264463, -0.06346233, -0.10823598, 0.067361064) * go_3(1.0, 0.0); + result += mat4(0.04419582, 0.039152585, 0.06222691, 0.05757103, 0.012084537, 0.051425997, -0.061130576, 0.16752882, 0.07497411, 0.13495837, -0.15585983, -0.02050144, -0.08555421, -0.09147339, 0.025115604, 0.05948922) * go_3(1.0, 1.0); + result += vec4(0.00590038, 0.03082865, 0.002111702, -0.03330112); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x3x3x16 +//!HOOK MAIN +//!BIND conv2d_5_tf +//!BIND conv2d_5_tf1 +//!SAVE conv2d_6_tf1 +//!WIDTH conv2d_5_tf.w +//!HEIGHT conv2d_5_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_5_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max((conv2d_5_tf1_texOff(vec2(x_off, y_off))), 0.0)) +#define go_2(x_off, y_off) (max(-(conv2d_5_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_3(x_off, y_off) (max(-(conv2d_5_tf1_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.009029573, 0.029218858, 0.029705316, -0.019268971, -0.0023235187, -0.072589695, 0.1424836, 0.09049359, 0.04342995, 0.18134294, 0.018145641, 0.14789368, 0.050923645, 0.06524081, 0.036812488, 0.11108108) * go_0(-1.0, -1.0); + result += mat4(-0.026506428, 0.016968496, 0.015961196, 0.010030791, -0.3141888, -0.06769598, -0.23920257, -0.031002127, -0.07351358, -0.19290134, -0.24282931, -0.18831016, -0.0928966, 0.075177215, -0.19699521, -0.05810917) * go_0(-1.0, 0.0); + result += mat4(-0.017991852, -0.079427645, 0.035970494, -0.017095685, -0.27197137, -0.20046075, 0.2616644, 0.021876303, -0.077394076, -0.04978692, 0.20363241, -0.013741705, -0.032103598, 0.14403099, 0.01442474, 0.048115995) * go_0(-1.0, 1.0); + result += mat4(-0.16939245, -0.001777, 0.026244136, -0.14122388, -0.056853324, 0.54357284, -0.19769607, -0.03187079, 0.04559263, -0.16048127, 0.12830622, 0.1442168, 0.006611398, -0.01618195, 0.012860053, -0.16539487) * go_0(0.0, -1.0); + result += mat4(0.13116026, -0.006161343, 0.7209969, 0.18338475, 0.3099777, 0.6500026, 0.3883795, -0.021434233, 0.31667513, 0.008917659, 0.14124091, -0.22335114, 0.12198921, -0.16449445, 0.08773425, 0.30054978) * go_0(0.0, 0.0); + result += mat4(-0.10413989, -0.10316161, 0.04342709, -0.021252686, 0.120892406, 0.37798002, -0.35963747, 0.021069285, 0.37587845, -0.08159587, 0.011139747, 0.2501104, -0.094568014, 0.037900843, -0.025109999, -0.030106556) * go_0(0.0, 1.0); + result += mat4(0.09680291, -0.040868275, 0.051731605, 0.089064725, -0.56098557, -0.38148618, -0.017037416, 0.08508287, -0.019247344, 0.019857002, -0.03512887, 0.031057188, -0.09648583, -0.04474188, 0.028748507, -0.11880965) * go_0(1.0, -1.0); + result += mat4(-0.010236943, 0.04257042, -0.08202597, -0.004203426, -0.26801527, -0.11716526, -0.017402772, -0.05819106, -0.13394608, 0.0234606, -0.15404865, -0.06801164, -0.0047627664, -0.1975249, 0.09420144, 0.23249897) * go_0(1.0, 0.0); + result += mat4(0.107361935, 0.07373787, 0.06242962, 0.05236332, -0.028867323, 0.025924044, -0.042526353, -0.0015729597, -0.1323144, -0.4040712, 0.023919407, -0.09535502, 0.049100045, 0.081110805, 0.08946112, 0.058505684) * go_0(1.0, 1.0); + result += mat4(0.13236825, -0.04468476, -0.04426802, 0.031087106, -0.09093992, -0.07470971, -0.01591504, 0.05924266, -0.21910913, 0.065537, -0.18358919, -0.02533145, -0.1512009, -0.04953928, 0.015540006, -0.0043442883) * go_1(-1.0, -1.0); + result += mat4(-0.14016777, -0.1086958, 0.16316028, 0.050777458, 0.23148167, 0.04944809, -0.10599886, -0.10447021, -0.40729257, -0.10926556, 0.069055155, 0.110635415, 0.108922414, -0.1716362, 0.10743909, -0.102534756) * go_1(-1.0, 0.0); + result += mat4(0.017795928, -0.066930935, 0.09396082, 0.092585504, 0.14223933, 0.059458215, 0.072033696, -0.04507726, -0.19956456, 0.1251282, -0.31733638, -0.10465904, 0.08546377, 0.048638333, 0.031372465, -0.08720661) * go_1(-1.0, 1.0); + result += mat4(0.108719654, -0.092161916, -0.014724377, 0.20068261, -0.24350016, 0.2113636, -0.07483714, -0.45665312, -0.25134233, 0.2753893, -0.11324696, -0.04472, 0.1576102, -0.045395147, 0.06013951, -0.12507361) * go_1(0.0, -1.0); + result += mat4(0.546225, -0.281897, 0.19477816, -0.116612464, -0.3145171, -0.41660902, 0.333625, 0.35902345, 0.48333502, 0.4662005, 0.10222491, -0.15314859, -0.3036888, 0.22849742, 0.20740797, 0.41399437) * go_1(0.0, 0.0); + result += mat4(0.007284074, 0.0393942, -0.31192186, -0.15687793, -0.289214, -0.015956698, -0.24718472, -0.1637855, -0.00765037, 0.26677555, 0.20215511, 0.37790874, -0.22096673, 0.25287116, -0.2446764, -0.13610223) * go_1(0.0, 1.0); + result += mat4(-0.16734968, 0.16721225, -0.053508647, -0.041097626, 0.062356673, 0.07812319, -0.263546, -0.39739034, 0.003389846, 0.12676363, -0.13175991, -0.19019242, -0.011847587, -0.007580052, -0.023946386, 0.046034034) * go_1(1.0, -1.0); + result += mat4(-0.17047611, 0.13298693, -0.07506747, -0.045542978, 0.33571973, 0.20192616, 0.30674616, 0.25668672, -0.24134545, 0.031693842, -0.009647641, 0.040534843, 0.03159419, -0.1100516, 0.11371316, 0.06098735) * go_1(1.0, 0.0); + result += mat4(-0.05518961, 0.19402988, -0.09646874, -0.059196774, -0.0073436056, -0.1381309, 0.06868669, 0.061328378, -0.1480867, -0.15774113, -0.022572191, 0.122521356, -0.04067007, -0.10145177, 0.13006335, -0.099452734) * go_1(1.0, 1.0); + result += mat4(0.06962972, 0.07768411, 0.021085173, 0.108355984, -0.03132525, 0.10220273, -0.11626593, -0.14104277, 0.018778645, -0.024237925, 0.048783034, 0.09074447, 0.4120426, -0.01948466, 0.073218934, 0.055681944) * go_2(-1.0, -1.0); + result += mat4(-0.22553118, -0.12923603, -0.22068842, -0.35037905, 0.005709937, -0.09528472, 0.08718399, 0.13200706, 0.17220478, 0.096844435, -0.30439013, -0.14122063, 0.15733318, -0.1014675, 0.33836862, 0.042193163) * go_2(-1.0, 0.0); + result += mat4(0.15826897, -0.034870047, 0.09295099, -0.17674965, -0.042326324, 0.06680338, -0.074267656, -0.0631393, -0.11267909, -0.19795708, 0.22005288, 0.35703793, 0.033995766, -0.12663686, -0.02449896, -0.123250045) * go_2(-1.0, 1.0); + result += mat4(0.021434195, 0.058398597, 0.04828315, -0.0016824572, -0.04291545, -0.0744907, -0.07698706, -0.15937585, -0.18852457, -0.17966963, 0.023800725, 0.025979731, -0.51412296, -0.018316887, -0.23076254, -0.12298674) * go_2(0.0, -1.0); + result += mat4(0.16054317, -0.0002730893, -0.54173076, -0.62443435, 0.04300197, -0.08529622, 0.15392275, 0.15742144, 0.025834514, -0.2800517, -0.17600477, 0.0020806703, -0.3010582, 0.45233512, 0.25595665, 0.103661336) * go_2(0.0, 0.0); + result += mat4(-0.024034392, -0.43800178, 0.28606912, -0.20908915, 0.078471914, -0.030501373, -0.059055753, 0.050494444, 0.063274644, -0.025071034, 0.17561312, -0.100698635, -0.25631955, 0.039981876, -0.18506624, 0.08366402) * go_2(0.0, 1.0); + result += mat4(-0.1413656, 0.03589635, -0.020917566, 0.017598262, 0.020156413, -0.018854238, 0.027228508, -0.03806087, -0.021715842, 0.071974196, -0.040065665, 0.08459291, -0.23530225, 0.16599682, -0.2772327, 0.10041177) * go_2(1.0, -1.0); + result += mat4(-0.055056706, 0.1286236, -0.11890451, -0.1790546, 0.16517544, -0.040448934, 0.12548013, 0.017075695, 0.07185459, -0.13236302, 0.19354409, 0.12767012, 0.31120765, 0.16378082, -0.036915366, -0.19724306) * go_2(1.0, 0.0); + result += mat4(-0.02225051, 0.033263147, 0.003279449, 0.08826271, -0.047833472, 6.574577e-05, 0.13721916, 0.04801998, -0.014958419, 0.08791209, -0.08076282, 0.024002168, -0.18028922, 0.23835851, -0.23309888, -0.119310364) * go_2(1.0, 1.0); + result += mat4(0.044960875, 0.18821983, 0.027640678, 0.013462449, 0.19011214, 0.21559924, -0.03329638, 0.07234414, 0.030880248, -0.11273214, 0.102028474, 0.12203351, 0.035855662, 0.008828778, 0.007218363, -0.012421797) * go_3(-1.0, -1.0); + result += mat4(-0.09450626, 0.025191775, -0.10738468, 0.16237053, 0.073676676, 0.12488881, -0.048748355, 0.007877263, 0.3572506, -0.07911043, 0.14684045, 0.0015310893, -0.33411503, -0.1151223, 0.004201752, 0.017775744) * go_3(-1.0, 0.0); + result += mat4(-0.10607509, -0.008143826, -0.08448629, -0.27557802, 0.0046665915, 0.008158659, 0.030826218, 0.020516023, 0.2333065, -0.017463414, -0.041772116, -0.03027809, -0.028166672, -0.080471426, 0.048199337, 0.08341059) * go_3(-1.0, 1.0); + result += mat4(-0.14640257, -0.18334304, -0.061674733, 0.0008892598, -0.2374775, -0.2721524, -0.040371176, 0.26362613, 0.19872928, -0.11246391, 0.0842288, 0.11188515, 0.0045209546, -0.04250933, -0.0738212, -0.069005966) * go_3(0.0, -1.0); + result += mat4(-0.08760266, 0.4816288, -0.21241407, 0.22734411, -0.1783721, -0.26842996, 0.099888, -0.2867675, 0.085521065, -0.3780281, -0.018543908, -0.039699722, 0.75688565, -0.5333645, 0.47567275, 0.09518891) * go_3(0.0, 0.0); + result += mat4(-0.04072665, 0.05998423, -0.48314768, -0.29495844, 0.10358383, -0.09816629, 0.028586809, -0.047708735, 0.008320228, 0.04089551, -0.18359782, -0.27615002, 0.12414414, -0.072417594, 0.25932562, 0.30268723) * go_3(0.0, 1.0); + result += mat4(0.14481631, 0.06484443, -0.09898657, -0.06553556, 0.25750044, -0.07265585, 0.12903488, -0.022347894, -0.04693863, -0.000107379274, 0.030295763, -0.0325354, 0.086214684, -0.021326948, 0.039682828, -0.034843277) * go_3(1.0, -1.0); + result += mat4(-0.031971477, -0.25145087, 0.03931631, 0.14262606, -0.06044626, 0.22820354, -0.10506207, 0.18064679, 0.0069641788, 0.01477993, -0.003626875, 0.118767865, 0.109416224, -0.002998205, 0.035680585, 0.07843882) * go_3(1.0, 0.0); + result += mat4(0.03375426, -0.059815384, 0.11632834, -0.12411481, 0.022583738, 0.02544465, -0.054889992, -0.07031964, -0.10140042, 0.16750422, -0.1448294, -0.09316004, 0.035582513, -0.026138382, -0.031955894, 0.040148776) * go_3(1.0, 1.0); + result += vec4(-0.03573331, 0.032919675, 0.011109369, 0.008329268); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x1x1x112 +//!HOOK MAIN +//!BIND conv2d_tf +//!BIND conv2d_tf1 +//!BIND conv2d_1_tf +//!BIND conv2d_1_tf1 +//!BIND conv2d_2_tf +//!BIND conv2d_2_tf1 +//!BIND conv2d_3_tf +//!BIND conv2d_3_tf1 +//!BIND conv2d_4_tf +//!BIND conv2d_4_tf1 +//!BIND conv2d_5_tf +//!BIND conv2d_5_tf1 +//!BIND conv2d_6_tf +//!BIND conv2d_6_tf1 +//!SAVE conv2d_last_tf +//!WIDTH conv2d_tf.w +//!HEIGHT conv2d_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define g_0 (max((conv2d_tf_tex(conv2d_tf_pos)), 0.0)) +#define g_1 (max((conv2d_tf1_tex(conv2d_tf1_pos)), 0.0)) +#define g_2 (max(-(conv2d_tf_tex(conv2d_tf_pos)), 0.0)) +#define g_3 (max(-(conv2d_tf1_tex(conv2d_tf1_pos)), 0.0)) +#define g_4 (max((conv2d_1_tf_tex(conv2d_1_tf_pos)), 0.0)) +#define g_5 (max((conv2d_1_tf1_tex(conv2d_1_tf1_pos)), 0.0)) +#define g_6 (max(-(conv2d_1_tf_tex(conv2d_1_tf_pos)), 0.0)) +#define g_7 (max(-(conv2d_1_tf1_tex(conv2d_1_tf1_pos)), 0.0)) +#define g_8 (max((conv2d_2_tf_tex(conv2d_2_tf_pos)), 0.0)) +#define g_9 (max((conv2d_2_tf1_tex(conv2d_2_tf1_pos)), 0.0)) +#define g_10 (max(-(conv2d_2_tf_tex(conv2d_2_tf_pos)), 0.0)) +#define g_11 (max(-(conv2d_2_tf1_tex(conv2d_2_tf1_pos)), 0.0)) +#define g_12 (max((conv2d_3_tf_tex(conv2d_3_tf_pos)), 0.0)) +#define g_13 (max((conv2d_3_tf1_tex(conv2d_3_tf1_pos)), 0.0)) +#define g_14 (max(-(conv2d_3_tf_tex(conv2d_3_tf_pos)), 0.0)) +#define g_15 (max(-(conv2d_3_tf1_tex(conv2d_3_tf1_pos)), 0.0)) +#define g_16 (max((conv2d_4_tf_tex(conv2d_4_tf_pos)), 0.0)) +#define g_17 (max((conv2d_4_tf1_tex(conv2d_4_tf1_pos)), 0.0)) +#define g_18 (max(-(conv2d_4_tf_tex(conv2d_4_tf_pos)), 0.0)) +#define g_19 (max(-(conv2d_4_tf1_tex(conv2d_4_tf1_pos)), 0.0)) +#define g_20 (max((conv2d_5_tf_tex(conv2d_5_tf_pos)), 0.0)) +#define g_21 (max((conv2d_5_tf1_tex(conv2d_5_tf1_pos)), 0.0)) +#define g_22 (max(-(conv2d_5_tf_tex(conv2d_5_tf_pos)), 0.0)) +#define g_23 (max(-(conv2d_5_tf1_tex(conv2d_5_tf1_pos)), 0.0)) +#define g_24 (max((conv2d_6_tf_tex(conv2d_6_tf_pos)), 0.0)) +#define g_25 (max((conv2d_6_tf1_tex(conv2d_6_tf1_pos)), 0.0)) +#define g_26 (max(-(conv2d_6_tf_tex(conv2d_6_tf_pos)), 0.0)) +#define g_27 (max(-(conv2d_6_tf1_tex(conv2d_6_tf1_pos)), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.11498094, -0.053904895, -0.11520678, -0.05479549, 0.028396055, 0.032767884, 0.052479446, 0.05257866, -0.25706592, -0.3454966, -0.24713765, -0.2854201, -0.10287636, 0.0023146886, -0.09190338, -0.011193905) * g_0; + result += mat4(-0.05461422, 0.008780496, -0.07738697, -0.032230727, -0.047554165, -0.025061952, -0.051897213, -0.009545297, -0.14548294, -0.15184018, -0.01313442, -0.015299784, -0.0007883845, -0.12866738, -0.15260352, -0.27081275) * g_1; + result += mat4(0.11007706, 0.035344437, 0.11020841, 0.0425353, 0.1613199, 0.18417408, 0.09274313, 0.11943135, 0.106862, 0.079875536, 0.0937752, 0.068030775, 0.029093558, -0.06441164, 0.06467169, -0.021989612) * g_2; + result += mat4(0.049548414, -0.012455486, 0.07185561, 0.021865537, 0.020969186, -0.03374196, -0.024260623, -0.07739141, 0.07164591, 0.12741035, 0.0379913, 0.076403245, 0.07049977, 0.0744538, 0.0062989634, 0.01818882) * g_3; + result += mat4(-0.12511204, -0.010836819, 0.13709816, 0.22472954, 0.21280868, -0.006484726, 0.17554289, -0.009977173, 0.078398876, 0.20698707, 0.13432744, 0.29740283, -0.24750128, -0.32757792, -0.19807857, -0.2537023) * g_4; + result += mat4(-0.27207088, -0.1385644, -0.2166476, -0.07687419, -0.20300622, -0.29678395, -0.13135734, -0.20851587, 0.0361364, 0.011243289, -0.06845459, -0.11796941, 0.11575868, 0.070215136, -0.10295678, -0.12281369) * g_5; + result += mat4(0.13619795, -0.0019436983, -0.12701888, -0.25933513, -0.20134166, 0.00062823144, -0.076756015, 0.11002947, 0.0059049693, -0.18756741, -0.0718802, -0.2589954, 0.23413423, 0.30107784, 0.14445266, 0.18920745) * g_6; + result += mat4(0.1494216, 0.0587532, 0.05478662, -0.039123338, 0.23322394, 0.29950607, 0.24384268, 0.27843767, -0.16094431, -0.04705998, -0.016345032, 0.028868208, -0.102872886, -0.04659664, 0.104105346, 0.14305067) * g_7; + result += mat4(-0.001037014, 0.010001526, -0.0052278573, 0.024779709, 0.06857274, 0.067640975, 0.085439384, 0.09242789, -0.066597246, -0.055928994, 0.0015658981, 0.016131008, -0.03524695, -0.018364554, -0.047754433, -0.014295886) * g_8; + result += mat4(-0.042207, 0.02835915, -0.1404656, -0.08563323, -0.030979915, -0.0673764, 0.10733943, 0.057902794, 0.00022424995, -0.0023634837, -0.10778953, -0.10202357, -0.020368295, -0.019088887, -0.06875738, -0.08504131) * g_9; + result += mat4(-0.00043458896, 0.00045652856, -0.02016843, -0.020062413, -0.08740103, -0.042085808, -0.10644177, -0.09226477, 0.11212161, -0.00048174805, 0.021872435, -0.05868698, 0.0333954, 0.058184672, 0.05532576, 0.07621587) * g_10; + result += mat4(0.054245148, 0.001020329, 0.09106849, 0.05303779, 0.009889632, 0.01309413, -0.09187347, -0.08618193, -0.011621187, 0.016222361, 0.061095525, 0.060885344, 0.078050986, 0.0111776795, 0.08829944, 0.032022282) * g_11; + result += mat4(0.01643529, 0.02285545, -0.03498564, 0.00769657, -0.0042474116, 0.015836312, -0.025771018, -0.0016368, -0.008897948, -0.012588166, -0.01416411, -0.003578984, 0.025991246, 0.021237152, 0.017450012, 0.025172485) * g_12; + result += mat4(0.014568868, 0.017796224, -0.036679734, -0.03138748, 0.019457601, -0.027607411, -0.004529679, -0.038048342, -0.054055385, -0.03876025, 0.041948095, 0.005869784, 0.02439633, 0.05177997, 0.016000897, 0.0057169925) * g_13; + result += mat4(-0.03021866, 0.017678728, -0.01371109, 0.013548159, -0.0038099394, -0.014066414, 0.028093752, 0.0027308422, -0.010615999, 0.012673458, -0.03028171, -0.016818244, -0.06530097, -0.018845048, -0.0072947564, -0.0038243714) * g_14; + result += mat4(-0.019006258, -0.007847591, 0.03690709, 0.06714211, 0.0073993434, -0.009766907, -0.0021441753, -0.01308625, 0.06658726, 0.06701995, -0.027305668, -0.016032105, -0.028976806, -0.0036668575, -0.0027825525, 0.0105632655) * g_15; + result += mat4(0.028945107, -0.0014701135, 0.048950657, -0.01923516, -0.0014054152, 0.002650635, -0.005300331, 0.004860559, 0.011158468, 0.005940625, -0.012095051, 0.0041518128, -0.020433836, -0.025870577, -0.0007547932, -0.026509356) * g_16; + result += mat4(-0.004545374, 0.04264545, 0.021741537, 0.029115127, 0.04225599, -0.0055392785, 0.026570829, -0.031795148, -0.008307126, 0.020176455, 0.010904648, 0.017765503, -0.10806103, -0.01776947, 0.00070428237, -0.06356262) * g_17; + result += mat4(-0.05663172, 0.05908046, -0.03837452, 0.06636983, -0.007960516, -0.06384041, 0.023125881, -0.030108837, 0.0038054318, -0.023263922, 0.020264054, -0.0062937695, 0.031630237, 0.020909082, 0.03594235, 0.035879835) * g_18; + result += mat4(-0.0050448794, 0.033650696, -0.002830413, 0.035174295, -0.024521282, 0.013054315, -0.020833842, 0.037953895, 0.08249671, 0.024239466, -0.012758333, -0.027316988, 0.051040914, 0.0005025873, 0.039778862, 0.0024668393) * g_19; + result += mat4(0.017232442, 0.022482058, 0.020233413, 0.024337437, 0.07986929, 0.06234036, 0.12662584, -0.05271183, -0.009718745, -0.0046989853, -0.0030333172, -0.04034237, -0.0113442, 0.022746231, -0.035293855, -0.009433693) * g_20; + result += mat4(0.015766997, 0.013647276, -0.029327558, 0.039106004, -0.010398323, -0.032851525, 0.02908329, -0.003789618, 0.12963496, 0.010851003, 0.1126276, -0.049255487, 0.06867432, 0.07970792, 0.017840397, -0.026481882) * g_21; + result += mat4(-0.058729574, -0.07886952, 0.033267397, 0.02755372, -0.0172006, 0.012404398, -0.0230168, -0.015059758, -0.09239916, -0.029533267, -0.043251917, 0.0035152994, 0.022931995, 0.101714484, -0.044946067, 0.094993) * g_22; + result += mat4(-0.04708704, -0.032475296, -0.03228093, -0.08810475, 0.013745045, 0.027828002, -0.031922746, 0.022986397, -0.061620213, -0.03694645, -0.055026993, 0.0031291894, -0.028799903, -0.0025357977, -0.03441407, 0.0028600092) * g_23; + result += mat4(0.058981724, -0.10447273, -0.088705614, 0.16546178, -0.023549391, -0.008831522, -0.018411588, 0.029640056, -0.068086684, -0.05414636, -0.029401174, 0.036180343, -0.031988926, -0.047249753, 0.008162177, 0.00548062) * g_24; + result += mat4(0.05287462, -0.030657746, 0.02821435, 0.037005343, 0.03534311, -0.15614955, 0.07085459, -0.11997641, -0.009156166, -0.021968868, -0.054147746, -0.07307657, -0.006428544, -0.017528288, 0.012614676, 0.037840024) * g_25; + result += mat4(-0.021977803, 0.047799855, 0.02660416, -0.07292106, 0.045195807, -0.0056674764, 0.10824326, -0.112114795, 0.1447127, -0.0119616175, 0.0011661504, -0.04553905, 0.13048342, 0.14574122, -0.105522245, -0.102792375) * g_26; + result += mat4(-0.16397473, 0.15785863, -0.06666504, -0.01682913, 0.06070918, 0.070222184, 0.037701584, 0.026657054, -0.0835267, -0.009457008, 0.13232987, 0.13508691, -0.056414206, -0.06818828, 0.079076104, 0.032249212) * g_27; + result += vec4(-0.10795144, -0.09953324, -0.055413827, -0.03875493); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x1x1x112 +//!HOOK MAIN +//!BIND conv2d_tf +//!BIND conv2d_tf1 +//!BIND conv2d_1_tf +//!BIND conv2d_1_tf1 +//!BIND conv2d_2_tf +//!BIND conv2d_2_tf1 +//!BIND conv2d_3_tf +//!BIND conv2d_3_tf1 +//!BIND conv2d_4_tf +//!BIND conv2d_4_tf1 +//!BIND conv2d_5_tf +//!BIND conv2d_5_tf1 +//!BIND conv2d_6_tf +//!BIND conv2d_6_tf1 +//!SAVE conv2d_last_tf1 +//!WIDTH conv2d_tf.w +//!HEIGHT conv2d_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define g_0 (max((conv2d_tf_tex(conv2d_tf_pos)), 0.0)) +#define g_1 (max((conv2d_tf1_tex(conv2d_tf1_pos)), 0.0)) +#define g_2 (max(-(conv2d_tf_tex(conv2d_tf_pos)), 0.0)) +#define g_3 (max(-(conv2d_tf1_tex(conv2d_tf1_pos)), 0.0)) +#define g_4 (max((conv2d_1_tf_tex(conv2d_1_tf_pos)), 0.0)) +#define g_5 (max((conv2d_1_tf1_tex(conv2d_1_tf1_pos)), 0.0)) +#define g_6 (max(-(conv2d_1_tf_tex(conv2d_1_tf_pos)), 0.0)) +#define g_7 (max(-(conv2d_1_tf1_tex(conv2d_1_tf1_pos)), 0.0)) +#define g_8 (max((conv2d_2_tf_tex(conv2d_2_tf_pos)), 0.0)) +#define g_9 (max((conv2d_2_tf1_tex(conv2d_2_tf1_pos)), 0.0)) +#define g_10 (max(-(conv2d_2_tf_tex(conv2d_2_tf_pos)), 0.0)) +#define g_11 (max(-(conv2d_2_tf1_tex(conv2d_2_tf1_pos)), 0.0)) +#define g_12 (max((conv2d_3_tf_tex(conv2d_3_tf_pos)), 0.0)) +#define g_13 (max((conv2d_3_tf1_tex(conv2d_3_tf1_pos)), 0.0)) +#define g_14 (max(-(conv2d_3_tf_tex(conv2d_3_tf_pos)), 0.0)) +#define g_15 (max(-(conv2d_3_tf1_tex(conv2d_3_tf1_pos)), 0.0)) +#define g_16 (max((conv2d_4_tf_tex(conv2d_4_tf_pos)), 0.0)) +#define g_17 (max((conv2d_4_tf1_tex(conv2d_4_tf1_pos)), 0.0)) +#define g_18 (max(-(conv2d_4_tf_tex(conv2d_4_tf_pos)), 0.0)) +#define g_19 (max(-(conv2d_4_tf1_tex(conv2d_4_tf1_pos)), 0.0)) +#define g_20 (max((conv2d_5_tf_tex(conv2d_5_tf_pos)), 0.0)) +#define g_21 (max((conv2d_5_tf1_tex(conv2d_5_tf1_pos)), 0.0)) +#define g_22 (max(-(conv2d_5_tf_tex(conv2d_5_tf_pos)), 0.0)) +#define g_23 (max(-(conv2d_5_tf1_tex(conv2d_5_tf1_pos)), 0.0)) +#define g_24 (max((conv2d_6_tf_tex(conv2d_6_tf_pos)), 0.0)) +#define g_25 (max((conv2d_6_tf1_tex(conv2d_6_tf1_pos)), 0.0)) +#define g_26 (max(-(conv2d_6_tf_tex(conv2d_6_tf_pos)), 0.0)) +#define g_27 (max(-(conv2d_6_tf1_tex(conv2d_6_tf1_pos)), 0.0)) +vec4 hook() { + vec4 result = mat4(0.024905335, -0.0020974763, 0.02695263, 0.00016802056, -0.024053082, -0.02133723, -0.031614035, -0.031826317, 0.120421864, 0.10555479, 0.08609448, 0.116875134, 0.046175968, 0.04224941, 0.059216674, 0.035143953) * g_0; + result += mat4(0.059397914, 0.016519934, 0.07189327, 0.047407165, 0.04808963, 0.02792908, 0.057017103, 0.034324065, 0.14228246, 0.11275426, 0.088058695, 0.059600517, 0.02063494, 0.052596953, 0.047207687, 0.08789091) * g_1; + result += mat4(-0.013453174, 0.008474715, -0.017593835, 0.009218917, 0.070580654, 0.040542338, 0.08812338, 0.074653216, -0.016356857, 0.015809007, -0.008739107, 0.0097674895, -0.018381525, -0.007775341, -0.040571664, -0.011188163) * g_2; + result += mat4(-0.026196122, -0.034825727, -0.042998232, -0.033436514, -0.01678153, -0.004592797, -0.010311677, 0.0008815291, -0.08899181, -0.10274026, -0.066960976, -0.082430154, -0.057137426, -0.07554528, -0.030993424, -0.050372377) * g_3; + result += mat4(0.022921838, -0.010479244, -0.050794605, -0.073633075, -0.053708922, 0.009594084, -0.071259, -0.01054356, 0.005165821, -0.08024963, -0.049251772, -0.09581235, 0.17995799, 0.09743011, 0.13533138, 0.11643848) * g_4; + result += mat4(0.09727046, 0.07292666, 0.06820908, 0.041535784, -0.0049705, 0.0048759184, -0.035702795, -0.015944308, -0.010730028, 0.018847652, 0.06466244, 0.086318985, -0.05661574, -0.040698618, 0.010839972, 0.0027009705) * g_5; + result += mat4(-0.04628466, 0.010060396, 0.02609333, 0.08664702, 0.057045907, 0.033591177, 0.02186063, -0.024303377, 0.006569828, 0.08025825, 0.016128821, 0.10180713, -0.12228169, -0.112990454, -0.078443415, -0.09126021) * g_6; + result += mat4(-0.12733299, -0.087755, -0.07374111, -0.044979006, -0.025347412, -0.004083168, 0.023782173, 0.02900392, -0.017815407, -0.041119996, -0.057978686, -0.13521095, 0.08364004, 0.06950181, 0.023554614, 0.008043734) * g_7; + result += mat4(0.009062775, -0.003570175, -0.007378757, -0.0018487388, 0.01145638, 0.05217187, -0.008250244, 0.008433307, -0.056756936, -0.044681005, -0.08096105, -0.08033185, -0.023784965, -0.01859799, 0.013042476, 0.021188647) * g_8; + result += mat4(-0.0071619656, -0.012498299, -0.05144986, -0.078112476, -0.034992415, -0.017038302, -0.04464615, -0.044504963, 0.024249, -0.004297534, 0.03674578, 0.03090718, 0.04698553, 0.008344952, 0.057619847, -0.0338724) * g_9; + result += mat4(-0.011845145, -0.0045043705, -1.6646482e-06, -0.0038495932, -0.01992515, 0.004827126, 0.019493148, 0.00862289, 0.10151322, 0.0021909082, 0.09940764, 0.03728846, 0.027824005, 0.04358071, 0.014909185, 0.036326095) * g_10; + result += mat4(0.022513246, 0.028257169, 0.0102195935, 0.03301329, 0.052253865, -0.0021944977, 0.08247392, 0.03256867, -0.040685873, -0.0052207555, -0.0451257, -0.054165114, 0.01647699, 0.0028809097, -0.015233776, -0.0008741886) * g_11; + result += mat4(0.017371105, 0.01597189, -0.052552313, -0.008554715, -0.0023150423, 0.006076517, -0.012868931, 0.0039361073, -0.007524978, -0.004284313, -0.021520883, -0.010327569, 0.02543678, 0.008725823, -0.0073885336, 0.005528395) * g_12; + result += mat4(0.019192757, 0.016561812, 0.0027538154, 0.0013078215, 0.007916496, -0.042525183, -0.013173432, -0.05265476, -0.062195376, -0.011255499, 0.020898128, 0.021532273, -0.001524097, 0.034835674, -0.004051403, -0.0292426) * g_13; + result += mat4(-0.049191684, -9.43322e-06, -0.009106849, 0.012845289, -0.019482708, -0.011163468, 0.0034011535, -0.007062845, -0.006469714, 0.03177786, -0.033006195, -0.0006813464, -0.053963087, 0.00085209147, 0.02734121, 0.034086403) * g_14; + result += mat4(-0.03232248, -0.004037002, -0.010319106, 0.030889064, 0.019604538, 0.0020888883, 0.010277864, 0.000661223, 0.057915937, 0.030683514, 0.00042533095, -0.013019287, -0.015896408, 0.0038484468, -0.0042103594, 0.02174542) * g_15; + result += mat4(0.032975145, 0.0011456647, 0.04913679, -0.017063798, 0.0117176045, 0.007440557, 0.0020480808, 0.009415731, 0.027573857, 0.015140836, -0.01679426, -0.006124731, -0.03206279, -0.029842237, -0.010428016, -0.028513178) * g_16; + result += mat4(-0.00506859, 0.055869613, 0.010164368, 0.027031485, 0.042289548, -0.0054258504, 0.032214936, -0.029970925, -0.0058315448, 0.022889478, 0.01681123, 0.02985076, -0.111186065, -0.02202099, 0.0030994313, -0.062343158) * g_17; + result += mat4(-0.060951103, 0.06079555, -0.0396464, 0.070911355, -0.011480358, -0.06803282, 0.01637355, -0.043100975, -0.00423709, -0.028337711, 0.021635853, 0.0014857082, 0.030084312, 0.018155476, 0.043694943, 0.038795974) * g_18; + result += mat4(-0.0060662925, 0.029721662, -0.008117774, 0.034551267, -0.024477571, 0.018841071, -0.027095588, 0.034495078, 0.082398005, 0.008998768, -0.016399248, -0.043801688, 0.05936684, 0.006066549, 0.045399766, 3.5319943e-05) * g_19; + result += mat4(0.019259382, 0.02494012, 0.029301709, 0.028329274, 0.09122267, 0.06900443, 0.1412115, -0.043169618, -0.01627418, -0.004989528, -0.0042651827, -0.04556752, -0.023623291, 0.013007996, -0.04483056, -0.015727345) * g_20; + result += mat4(0.016332543, 0.016384754, -0.030676385, 0.045312885, -0.0100853555, -0.032632045, 0.031514473, -0.0070776115, 0.13642761, 0.0023589598, 0.12214136, -0.062155515, 0.08240989, 0.08894205, 0.03325406, -0.016589595) * g_21; + result += mat4(-0.06494277, -0.08158925, 0.030425413, 0.019835634, -0.012624623, 0.013942616, -0.030527417, -0.021668324, -0.09444672, -0.033064254, -0.044167448, 0.0011024752, 0.03210801, 0.12662941, -0.03912534, 0.1112649) * g_22; + result += mat4(-0.04716062, -0.03751481, -0.031030515, -0.09067383, 0.0077815712, 0.02169541, -0.035285182, 0.02290573, -0.0704085, -0.03916127, -0.058103334, 0.004915147, -0.0333844, -0.011548617, -0.031151932, -0.00043817286) * g_23; + result += mat4(0.05976319, -0.107285, -0.097245865, 0.17706421, -0.021453341, -0.0047738464, -0.017621001, 0.033400454, -0.07225561, -0.05599672, -0.027600193, 0.038664024, -0.03762786, -0.052429967, 0.0104017975, 0.007116869) * g_24; + result += mat4(0.06014114, -0.029824806, 0.03209269, 0.04392036, 0.031300627, -0.16249833, 0.06878509, -0.12658615, -0.012383169, -0.025043553, -0.06527381, -0.08149099, -0.014006842, -0.018669648, 0.014510818, 0.042045828) * g_25; + result += mat4(-0.023342922, 0.047104675, 0.029629575, -0.082307704, 0.04035797, -0.0013049254, 0.11085582, -0.11031226, 0.14778149, -0.016699014, -0.00634342, -0.055320874, 0.14306462, 0.15896587, -0.110229075, -0.1069649) * g_26; + result += mat4(-0.17449625, 0.15787153, -0.06711028, -0.023110518, 0.06862914, 0.074063435, 0.042682912, 0.029800726, -0.08768606, -0.009814701, 0.14180017, 0.14780663, -0.05672417, -0.074305914, 0.07873489, 0.028458012) * g_27; + result += vec4(0.06026231, 0.040204916, 0.037672628, 0.023496555); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Conv-4x1x1x112 +//!HOOK MAIN +//!BIND conv2d_tf +//!BIND conv2d_tf1 +//!BIND conv2d_1_tf +//!BIND conv2d_1_tf1 +//!BIND conv2d_2_tf +//!BIND conv2d_2_tf1 +//!BIND conv2d_3_tf +//!BIND conv2d_3_tf1 +//!BIND conv2d_4_tf +//!BIND conv2d_4_tf1 +//!BIND conv2d_5_tf +//!BIND conv2d_5_tf1 +//!BIND conv2d_6_tf +//!BIND conv2d_6_tf1 +//!SAVE conv2d_last_tf2 +//!WIDTH conv2d_tf.w +//!HEIGHT conv2d_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define g_0 (max((conv2d_tf_tex(conv2d_tf_pos)), 0.0)) +#define g_1 (max((conv2d_tf1_tex(conv2d_tf1_pos)), 0.0)) +#define g_2 (max(-(conv2d_tf_tex(conv2d_tf_pos)), 0.0)) +#define g_3 (max(-(conv2d_tf1_tex(conv2d_tf1_pos)), 0.0)) +#define g_4 (max((conv2d_1_tf_tex(conv2d_1_tf_pos)), 0.0)) +#define g_5 (max((conv2d_1_tf1_tex(conv2d_1_tf1_pos)), 0.0)) +#define g_6 (max(-(conv2d_1_tf_tex(conv2d_1_tf_pos)), 0.0)) +#define g_7 (max(-(conv2d_1_tf1_tex(conv2d_1_tf1_pos)), 0.0)) +#define g_8 (max((conv2d_2_tf_tex(conv2d_2_tf_pos)), 0.0)) +#define g_9 (max((conv2d_2_tf1_tex(conv2d_2_tf1_pos)), 0.0)) +#define g_10 (max(-(conv2d_2_tf_tex(conv2d_2_tf_pos)), 0.0)) +#define g_11 (max(-(conv2d_2_tf1_tex(conv2d_2_tf1_pos)), 0.0)) +#define g_12 (max((conv2d_3_tf_tex(conv2d_3_tf_pos)), 0.0)) +#define g_13 (max((conv2d_3_tf1_tex(conv2d_3_tf1_pos)), 0.0)) +#define g_14 (max(-(conv2d_3_tf_tex(conv2d_3_tf_pos)), 0.0)) +#define g_15 (max(-(conv2d_3_tf1_tex(conv2d_3_tf1_pos)), 0.0)) +#define g_16 (max((conv2d_4_tf_tex(conv2d_4_tf_pos)), 0.0)) +#define g_17 (max((conv2d_4_tf1_tex(conv2d_4_tf1_pos)), 0.0)) +#define g_18 (max(-(conv2d_4_tf_tex(conv2d_4_tf_pos)), 0.0)) +#define g_19 (max(-(conv2d_4_tf1_tex(conv2d_4_tf1_pos)), 0.0)) +#define g_20 (max((conv2d_5_tf_tex(conv2d_5_tf_pos)), 0.0)) +#define g_21 (max((conv2d_5_tf1_tex(conv2d_5_tf1_pos)), 0.0)) +#define g_22 (max(-(conv2d_5_tf_tex(conv2d_5_tf_pos)), 0.0)) +#define g_23 (max(-(conv2d_5_tf1_tex(conv2d_5_tf1_pos)), 0.0)) +#define g_24 (max((conv2d_6_tf_tex(conv2d_6_tf_pos)), 0.0)) +#define g_25 (max((conv2d_6_tf1_tex(conv2d_6_tf1_pos)), 0.0)) +#define g_26 (max(-(conv2d_6_tf_tex(conv2d_6_tf_pos)), 0.0)) +#define g_27 (max(-(conv2d_6_tf1_tex(conv2d_6_tf1_pos)), 0.0)) +vec4 hook() { + vec4 result = mat4(0.1765669, 0.14268716, 0.19186598, 0.15799578, 0.016374417, 0.018578433, 0.0039475, 0.0046772263, 0.39840183, 0.36909792, 0.35409746, 0.37422222, -0.108508386, -0.1331279, -0.10336035, -0.14776541) * g_0; + result += mat4(-0.057757027, -0.14071062, -0.025283009, -0.09397916, -0.09031894, -0.14219165, -0.08299535, -0.13970287, -0.12259208, -0.14382727, -0.22002274, -0.25016093, -0.048906635, 0.06620249, 0.016965045, 0.1295978) * g_1; + result += mat4(-0.16748372, -0.13718611, -0.18565705, -0.15029612, -0.080749065, -0.09955825, 0.032431383, 0.023855643, -0.2748885, -0.23232168, -0.29121292, -0.26405892, 0.16556135, 0.18657646, 0.1424068, 0.18855052) * g_2; + result += mat4(0.10960496, 0.10851629, 0.095003806, 0.11053746, 0.09885307, 0.14437789, 0.13191165, 0.17365928, 0.16558935, 0.15473324, 0.21136154, 0.19976667, -0.07267957, -0.11469687, -0.029134216, -0.06817615) * g_3; + result += mat4(0.10202856, 0.04216857, -0.03959349, -0.09849683, -0.1576996, -0.049997438, -0.1579918, -0.058789205, 0.029792828, -0.07311781, -0.045432188, -0.11312683, 0.24257647, 0.16204113, 0.17869382, 0.16024388) * g_4; + result += mat4(0.17193612, 0.12692013, 0.13177487, 0.0796725, 0.0797928, 0.08952722, -0.012468046, 0.011071511, -0.068559825, -0.024852324, 0.0526428, 0.07917346, -0.085534215, -0.09591339, 0.04615827, 0.024577664) * g_5; + result += mat4(-0.14653449, -0.067267366, -0.002524394, 0.086243175, 0.13660401, 0.08039592, 0.09179008, 0.022573143, -0.024744196, 0.09120211, 0.017654825, 0.14114714, -0.16093308, -0.14538004, -0.09950235, -0.111152865) * g_6; + result += mat4(-0.188637, -0.12968326, -0.1200479, -0.06537649, -0.12589337, -0.106242515, -0.02788782, -0.025949068, 0.04948153, 0.02222735, -0.025291357, -0.12379292, 0.11074645, 0.11902375, -0.00056989543, -0.0024386419) * g_7; + result += mat4(0.018286629, 0.0072215167, 0.00037828335, 0.0047001047, 0.011478272, 0.041745186, -0.015742473, -0.002282524, -0.03440817, -0.02196847, -0.07838253, -0.07993771, -0.010155526, -0.017590692, 0.027141469, 0.029741213) * g_8; + result += mat4(0.016512005, 0.004950637, -0.0238836, -0.05587327, -0.03164328, -0.009499985, -0.059880238, -0.061794154, 0.023154303, -0.013266373, 0.04701534, 0.0415862, 0.06357814, 0.033057794, 0.08389772, 0.00035060212) * g_9; + result += mat4(-0.016403968, -0.012538788, -0.0015746636, -0.004771009, -0.021361275, -0.009695242, 0.020548422, -0.0024130535, 0.07796766, -0.01516671, 0.09961382, 0.042754963, 0.017363647, 0.03729065, -0.004795824, 0.01550197) * g_10; + result += mat4(-0.0028093113, 0.011869523, -0.02216933, 0.011177349, 0.033342455, -0.021146454, 0.07830085, 0.032490104, -0.03281833, 0.0060484232, -0.04081057, -0.04945058, -0.0056189033, -0.010636801, -0.041949317, -0.025739705) * g_11; + result += mat4(0.012979897, 0.016758928, -0.049062215, -0.0035748442, 0.0085972, 0.0036381132, -0.0055621094, 0.0041307937, -0.0008907763, -0.0034079372, -0.025680453, -0.015531803, 0.012816766, 0.009977763, -0.016416566, 0.0034859509) * g_12; + result += mat4(0.021753248, 0.016452711, 0.009833835, 0.0065052663, 0.0014061348, -0.046160888, -0.0132271005, -0.05051269, -0.05746351, -0.0012690664, 0.017191738, 0.018192926, -0.008879476, 0.026354216, -0.012801991, -0.029587373) * g_13; + result += mat4(-0.04220692, -0.0015560482, -0.0019648245, 0.013402305, -0.018259782, -0.0036008905, 0.0035650074, -0.0019178417, 0.00051580026, 0.027355857, -0.017914988, 0.004937948, -0.046335887, 0.00013612259, 0.030293299, 0.030688645) * g_14; + result += mat4(-0.036683388, -0.0031274238, -0.026074665, 0.021684237, 0.022639066, 0.0022493738, 0.011508554, -0.0006385944, 0.04890418, 0.020119468, 0.004167364, -0.008356099, -0.008598796, 0.0089028, -0.0029575853, 0.016687104) * g_15; + result += mat4(0.027207986, 0.0011099194, 0.042383645, -0.015179333, 0.014744431, 0.006148344, 0.005165422, 0.0070196544, 0.030286826, 0.016620956, -0.01611366, -0.00667594, -0.029524863, -0.024751091, -0.013321004, -0.025199674) * g_16; + result += mat4(0.0027477827, 0.054622147, 0.010154094, 0.025437292, 0.031773083, -0.01055473, 0.022864206, -0.029010754, -0.0029999653, 0.025018329, 0.015316208, 0.027188798, -0.10096525, -0.017268656, 0.0012529213, -0.062078856) * g_17; + result += mat4(-0.053670805, 0.057336535, -0.037418038, 0.06443577, -0.016027879, -0.058168363, 0.007034215, -0.03390141, -0.0019346164, -0.027947908, 0.021723913, -0.0018286633, 0.030507812, 0.018293543, 0.042917266, 0.033528328) * g_18; + result += mat4(-0.004559579, 0.029667616, -0.001870353, 0.0378995, -0.017147437, 0.020192018, -0.021574946, 0.031568103, 0.07487145, 0.0032376775, -0.018893708, -0.041981626, 0.054478757, 0.0061423797, 0.041280247, 0.000878061) * g_19; + result += mat4(0.017076394, 0.023647636, 0.029403262, 0.029923365, 0.08866472, 0.060613394, 0.1314274, -0.04490231, -0.016304834, -0.0062647443, -0.0031828512, -0.03989252, -0.024330825, 0.00741213, -0.04075287, -0.01615817) * g_20; + result += mat4(0.017866978, 0.017720113, -0.02846163, 0.040761847, -0.0063438355, -0.02347501, 0.029564403, -0.0029562064, 0.12505588, -0.0073986333, 0.11250363, -0.06179967, 0.07854423, 0.08546533, 0.034743227, -0.010757377) * g_21; + result += mat4(-0.06416677, -0.08344284, 0.030138884, 0.017635904, -0.012087523, 0.014205202, -0.03221233, -0.023834767, -0.091186255, -0.028958676, -0.04724334, 0.00013161585, 0.027391518, 0.1249978, -0.045047652, 0.10737729) * g_22; + result += mat4(-0.04326348, -0.03543181, -0.029558217, -0.08582413, 0.007812453, 0.014296562, -0.028779754, 0.018517692, -0.063755795, -0.036619596, -0.050809663, 0.005431336, -0.029205568, -0.011827915, -0.031110523, -0.005648626) * g_23; + result += mat4(0.05499293, -0.10000709, -0.0943537, 0.16143042, -0.019952895, -0.0039807972, -0.014841254, 0.0320363, -0.065173544, -0.049425576, -0.023904482, 0.03759679, -0.03207411, -0.047782745, 0.01352581, 0.008140566) * g_24; + result += mat4(0.055923894, -0.025134467, 0.029583648, 0.04096879, 0.027551858, -0.14995384, 0.06467113, -0.11633077, -0.01563784, -0.026909819, -0.06292879, -0.078409635, -0.009081105, -0.015533088, 0.019585673, 0.04334208) * g_25; + result += mat4(-0.021717606, 0.042464726, 0.02743202, -0.07388838, 0.03460472, 0.0038285658, 0.099842004, -0.098247, 0.13276267, -0.020793032, -0.008603039, -0.051913783, 0.12959045, 0.14735717, -0.10888226, -0.10263746) * g_26; + result += mat4(-0.16819532, 0.141579, -0.062480718, -0.021918943, 0.06348125, 0.06849444, 0.03888676, 0.027375204, -0.08194279, -0.012574497, 0.13523251, 0.13739482, -0.047547445, -0.058767617, 0.07009549, 0.028136581) * g_27; + result += vec4(0.069033325, 0.040207114, 0.027286075, 0.0065334598); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(VL)-Depth-to-Space +//!HOOK MAIN +//!BIND MAIN +//!BIND conv2d_last_tf +//!BIND conv2d_last_tf1 +//!BIND conv2d_last_tf2 +//!SAVE MAIN +//!WIDTH conv2d_last_tf.w 2 * +//!HEIGHT conv2d_last_tf.h 2 * +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +vec4 hook() { + vec2 f0 = fract(conv2d_last_tf_pos * conv2d_last_tf_size); + ivec2 i0 = ivec2(f0 * vec2(2.0)); + float c0 = conv2d_last_tf_tex((vec2(0.5) - f0) * conv2d_last_tf_pt + conv2d_last_tf_pos)[i0.y * 2 + i0.x]; + vec2 f1 = fract(conv2d_last_tf1_pos * conv2d_last_tf1_size); + ivec2 i1 = ivec2(f1 * vec2(2.0)); + float c1 = conv2d_last_tf1_tex((vec2(0.5) - f1) * conv2d_last_tf1_pt + conv2d_last_tf1_pos)[i1.y * 2 + i1.x]; + vec2 f2 = fract(conv2d_last_tf2_pos * conv2d_last_tf2_size); + ivec2 i2 = ivec2(f2 * vec2(2.0)); + float c2 = conv2d_last_tf2_tex((vec2(0.5) - f2) * conv2d_last_tf2_pt + conv2d_last_tf2_pos)[i2.y * 2 + i2.x]; + float c3 = c2; + return vec4(c0, c1, c2, c3) + MAIN_tex(MAIN_pos); +} + +// This is free and unencumbered software released into the public domain. + +// Anyone is free to copy, modify, publish, use, compile, sell, or +// distribute this software, either in source code form or as a compiled +// binary, for any purpose, commercial or non-commercial, and by any +// means. + +// In jurisdictions that recognize copyright laws, the author or authors +// of this software dedicate any and all copyright interest in the +// software to the public domain. We make this dedication for the benefit +// of the public at large and to the detriment of our heirs and +// successors. We intend this dedication to be an overt act of +// relinquishment in perpetuity of all present and future rights to this +// software under copyright law. + +// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, +// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF +// MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. +// IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR +// OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, +// ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR +// OTHER DEALINGS IN THE SOFTWARE. + +// For more information, please refer to + +//!DESC Anime4K-v4.0-AutoDownscalePre-x2 +//!HOOK MAIN +//!BIND HOOKED +//!BIND NATIVE +//!WHEN OUTPUT.w NATIVE.w / 2.0 < OUTPUT.h NATIVE.h / 2.0 < * OUTPUT.w NATIVE.w / 1.2 > OUTPUT.h NATIVE.h / 1.2 > * * +//!WIDTH OUTPUT.w +//!HEIGHT OUTPUT.h + +vec4 hook() { + return HOOKED_tex(HOOKED_pos); +} + +// This is free and unencumbered software released into the public domain. + +// Anyone is free to copy, modify, publish, use, compile, sell, or +// distribute this software, either in source code form or as a compiled +// binary, for any purpose, commercial or non-commercial, and by any +// means. + +// In jurisdictions that recognize copyright laws, the author or authors +// of this software dedicate any and all copyright interest in the +// software to the public domain. We make this dedication for the benefit +// of the public at large and to the detriment of our heirs and +// successors. We intend this dedication to be an overt act of +// relinquishment in perpetuity of all present and future rights to this +// software under copyright law. + +// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, +// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF +// MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. +// IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR +// OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, +// ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR +// OTHER DEALINGS IN THE SOFTWARE. + +// For more information, please refer to + +//!DESC Anime4K-v3.2-AutoDownscalePre-x4 +//!HOOK MAIN +//!BIND HOOKED +//!BIND NATIVE +//!WHEN OUTPUT.w NATIVE.w / 4.0 < OUTPUT.h NATIVE.h / 4.0 < * OUTPUT.w NATIVE.w / 2.4 > OUTPUT.h NATIVE.h / 2.4 > * * +//!WIDTH OUTPUT.w 2 / +//!HEIGHT OUTPUT.h 2 / + +vec4 hook() { + return HOOKED_tex(HOOKED_pos); +} + +// MIT License + +// Copyright (c) 2019-2021 bloc97 +// All rights reserved. + +// Permission is hereby granted, free of charge, to any person obtaining a copy +// of this software and associated documentation files (the "Software"), to deal +// in the Software without restriction, including without limitation the rights +// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +// copies of the Software, and to permit persons to whom the Software is +// furnished to do so, subject to the following conditions: + +// The above copyright notice and this permission notice shall be included in all +// copies or substantial portions of the Software. + +// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +// SOFTWARE. + +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(M)-Conv-4x3x3x3 +//!HOOK MAIN +//!BIND MAIN +//!SAVE conv2d_tf +//!WIDTH MAIN.w +//!HEIGHT MAIN.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (MAIN_texOff(vec2(x_off, y_off))) +vec4 hook() { + vec4 result = mat4(-0.010995803, 0.077095956, -0.043992598, 0.06048717, 0.1164834, -0.11689607, 0.072985925, -0.078805886, 0.01182932, 0.054985743, -0.09018186, 0.044907484, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, -1.0); + result += mat4(0.1813623, -0.14752422, 0.025720436, -0.17639883, 0.15697388, 0.10445984, -0.1843076, 0.5264643, 0.047516696, -0.097305484, 0.09740847, -0.29619336, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, 0.0); + result += mat4(-0.014534763, 0.09486465, 0.046173926, 0.039391946, 0.09609376, -0.060574662, 0.042200956, -0.3269777, 0.051006425, 0.059818447, 0.04366627, 0.17699827, 0.0, 0.0, 0.0, 0.0) * go_0(-1.0, 1.0); + result += mat4(0.04268535, -0.08152529, 0.10577459, -0.036936995, -0.051562306, 0.054872766, 0.09194519, 0.0025066638, -0.01073954, 0.00064474024, 0.10038221, 0.02131141, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, -1.0); + result += mat4(-0.51751363, -0.40028602, 0.3469574, 0.5933738, -0.91357684, -0.67692596, 0.57815677, 0.39809322, -0.16341521, -0.27169713, 0.12232366, 0.4318641, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, 0.0); + result += mat4(0.12601124, -0.06263236, -0.45907676, -0.41514075, 0.3330334, -0.1929565, -0.6333532, -0.6552794, -0.045809917, 0.046351526, -0.26173338, -0.30252662, 0.0, 0.0, 0.0, 0.0) * go_0(0.0, 1.0); + result += mat4(0.0030332592, 0.012103107, 0.010537323, -0.02038607, 0.095558085, 0.097704545, 0.083433494, 0.026790185, 0.01943357, -0.061712462, -0.00015703632, -0.032268334, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, -1.0); + result += mat4(0.016870102, 0.5215812, -0.11525501, 0.027527615, -0.09045733, 0.61310345, -0.1575268, 0.1905386, 0.020172214, 0.3503187, -0.08209157, -0.051328037, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, 0.0); + result += mat4(0.005494087, -0.010656317, 0.07682753, -0.08116042, -0.03934524, 0.16589017, 0.101483546, -0.066603065, 0.03494657, -0.07885597, 0.074227594, 0.0016264897, 0.0, 0.0, 0.0, 0.0) * go_0(1.0, 1.0); + result += vec4(0.014463938, -0.0031906287, 0.007015422, -0.003888468); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(M)-Conv-4x3x3x8 +//!HOOK MAIN +//!BIND conv2d_tf +//!SAVE conv2d_1_tf +//!WIDTH conv2d_tf.w +//!HEIGHT conv2d_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max(-(conv2d_tf_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.08532478, -0.14302494, -0.017921071, -0.0032664281, -0.09841952, 0.024187077, 0.10701477, 0.14110753, -0.05714981, -0.10897174, 0.073803626, 0.103992954, 0.07914382, 0.032193683, -0.18346278, -0.09723936) * go_0(-1.0, -1.0); + result += mat4(-0.034482613, -0.10742312, -0.047286414, -0.08641124, -0.33896688, -0.036533825, -0.48337597, 0.034040943, -0.13598205, -0.080917805, 0.08540263, -0.012667689, -0.009171425, -0.120026454, -0.20536867, -0.032149274) * go_0(-1.0, 0.0); + result += mat4(0.18687321, 0.066278316, 0.024327392, 0.08816582, -0.08017908, 0.09488853, 0.26018232, -0.101504356, 0.17487666, 0.31057635, 0.14785016, -0.09622089, -0.07537452, -0.13844088, -0.05810814, 0.09907489) * go_0(-1.0, 1.0); + result += mat4(-0.04183032, 0.15207712, 0.005002397, 0.32277516, -0.16169126, -0.119836345, -0.04068436, -0.096728764, 0.11943901, 0.1789597, -0.20412198, 0.19009817, 0.36630696, 0.06946421, -0.5254373, -0.11896399) * go_0(0.0, -1.0); + result += mat4(-0.31916487, -0.98911583, 1.0728644, -0.39280394, 0.33458877, -0.17325239, -0.645045, -0.28524077, -0.14512783, 0.24996442, -0.09837877, 0.05468934, 0.31559715, -0.020504637, -0.026724018, 0.24507573) * go_0(0.0, 0.0); + result += mat4(-0.23759829, -0.08530173, -0.16665787, -0.22463752, 0.109896734, 0.13446991, -0.049552456, -0.02385489, -0.01245375, 0.3833208, 0.05758832, 0.1528937, 0.0501858, -0.19651426, 0.0076587177, -0.03297025) * go_0(0.0, 1.0); + result += mat4(0.14554465, -0.01826686, 0.10284085, -0.19152659, -0.017585073, -0.05511482, 0.06362406, 0.023924058, -0.0018977845, -0.103172876, 0.03287086, -0.20085956, 0.36062446, 0.10749464, -0.20984372, 0.018256644) * go_0(1.0, -1.0); + result += mat4(-0.005534592, 0.3709197, -0.18287498, 0.1720451, 0.030155553, -0.023265475, 0.0058617783, -0.031765483, 0.037328955, -0.2730994, 0.35090837, -0.3269043, -0.028477207, 0.32756507, -0.15989502, 0.12158258) * go_0(1.0, 0.0); + result += mat4(0.10873739, 0.19583772, 0.060394943, 0.09410379, -0.04739245, 0.026561242, 0.022990001, 0.1093272, -0.01071349, -0.022938967, -0.046423864, 0.2385325, -0.0319821, 0.046962265, 0.09081178, -0.11001857) * go_0(1.0, 1.0); + result += mat4(0.13012704, 0.112289295, 0.030790284, -0.050499484, 0.11784853, 0.08107028, -0.07556717, -0.15643, 0.015249331, 0.015299608, 0.07748125, 0.054485757, 0.044857923, 0.12161275, -0.048292994, -0.033995003) * go_1(-1.0, -1.0); + result += mat4(0.12931514, 0.15114146, 0.070513315, 0.11246343, 0.4142387, 0.213479, -0.5439916, 0.07776645, 0.13109331, 0.2021147, 0.25932786, -0.22157331, 0.02377734, -0.014970623, -0.1943276, 0.18440372) * go_1(-1.0, 0.0); + result += mat4(-0.22365458, -0.19829084, -0.06881161, -0.06468993, 0.17202774, 0.0048758537, -0.09235021, 0.18941896, 0.064125344, -0.09067088, 0.09748182, 0.13561936, -0.05876288, -0.0122420965, -0.054380875, -0.17743628) * go_1(-1.0, 1.0); + result += mat4(0.18582906, -0.09263032, -0.08210888, -0.20515606, 0.11484005, 0.08557595, 0.0009253741, -0.051202174, -0.18535301, -0.1529345, -0.13092944, 0.03770747, -0.020947013, 0.19187425, -0.15494856, -0.048979875) * go_1(0.0, -1.0); + result += mat4(-0.38131633, 0.4278787, 0.19763695, 0.27655518, -0.08711912, 0.07374453, -0.064803004, 0.5983854, 0.2361923, -0.057221692, -0.37138999, -0.24259573, 0.13890724, 0.25706333, -0.54021406, 0.08095518) * go_1(0.0, 0.0); + result += mat4(0.0991328, -0.022651536, -0.029148921, -0.009812537, -0.09523686, -0.15704902, 0.052389514, 0.21561539, 0.1950314, -0.08572602, 0.0016523858, 0.14125621, -0.030999828, 0.12009709, 0.0373512, -0.105043754) * go_1(0.0, 1.0); + result += mat4(-0.11251988, 0.12106985, 0.011923068, 0.3662747, 0.004800994, 0.017972551, 0.004761366, -0.07934206, -0.13755941, -0.022852683, 0.1502225, 0.009758547, -0.16964264, 0.00984782, 0.07855833, 0.035730787) * go_1(1.0, -1.0); + result += mat4(0.01964957, -0.27226487, 0.033933397, -0.117632054, -0.009058229, 0.047830686, -0.01125145, 0.136628, 0.0056388285, 0.3028781, -0.12286517, 0.23498532, -0.009319075, -0.444048, 0.16174883, -0.06367683) * go_1(1.0, 0.0); + result += mat4(0.02343933, -0.010915871, -0.058680378, -0.21886891, -0.010750894, -0.06671997, 0.0602906, -0.07903071, 0.066891186, 0.06650588, 0.14362891, -0.101870626, 0.02264628, -0.06940821, -0.077616625, 0.110911585) * go_1(1.0, 1.0); + result += vec4(0.032014452, -0.020821465, 0.0826416, -0.002838458); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(M)-Conv-4x3x3x8 +//!HOOK MAIN +//!BIND conv2d_1_tf +//!SAVE conv2d_2_tf +//!WIDTH conv2d_1_tf.w +//!HEIGHT conv2d_1_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_1_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max(-(conv2d_1_tf_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.06963679, -0.07560548, -0.069522075, 0.0038078027, -0.08002613, 0.13671301, 0.084461786, -0.039376218, 0.19136548, -0.123174496, 0.26566333, -0.16583005, -0.18664864, -0.023539122, -0.21928434, -0.026818147) * go_0(-1.0, -1.0); + result += mat4(0.16660932, -0.18558703, 0.37230486, 0.118128106, -0.14098641, 0.14659132, -0.22217897, 0.12952235, -0.4139033, -0.04308319, 0.12885277, -0.17986743, -0.23556231, -0.08351981, -0.43240538, 0.019033253) * go_0(-1.0, 0.0); + result += mat4(-0.18008037, -0.04448665, 0.011906908, -0.023056917, 0.18136618, -0.04723555, -0.0050158803, -0.14823224, -0.2105281, 0.023047728, -0.14040631, -0.03178526, -0.13477588, -0.01820428, 0.058358394, 0.23792502) * go_0(-1.0, 1.0); + result += mat4(0.07363309, -0.061728477, 0.03573137, -0.0050971056, -0.012813505, -0.17236637, 0.1697835, 0.055788577, -0.22263195, 0.10324512, 0.58971673, -0.4872246, -0.1555681, 0.032747746, -0.096495196, 0.070196226) * go_0(0.0, -1.0); + result += mat4(0.14174286, 0.099460006, -0.088765986, 0.58350676, -0.025177564, -0.46004987, 0.37007022, -0.11437029, -0.5164534, -0.60465246, 0.38859612, -0.32846406, 0.050266482, -0.20334712, 0.18316261, -0.19327633) * go_0(0.0, 0.0); + result += mat4(-0.09377763, -0.0012762006, -0.028991895, -0.26523829, 0.20173682, 0.037923716, -0.03174243, 0.07103378, -0.10764164, -0.30752546, 0.20556998, -0.1892279, 0.08115748, -0.023550175, -0.07627362, 0.11746628) * go_0(0.0, 1.0); + result += mat4(-0.06998859, -0.017997518, 0.069938794, -0.14943017, -0.14179112, 0.16643842, -0.110231474, 0.08895815, -0.24074875, 0.3277253, -0.07435203, -0.23452802, 0.039962552, -0.07145652, -0.022511544, -0.04571222) * go_0(1.0, -1.0); + result += mat4(-0.059785757, -0.23771374, -0.030571314, 0.25222278, 0.106601834, 0.34398326, 0.14511436, -0.03867526, -0.38982397, -0.11944689, 0.12997924, -0.13079585, 0.005729482, 0.012653905, -0.063693404, 0.09632285) * go_0(1.0, 0.0); + result += mat4(-0.04933823, 0.0547175, 0.050636575, -0.10060694, 0.1344485, 0.19752938, -0.100068115, -0.028829506, -0.14096203, -0.079092234, 0.092109434, 0.011606209, -0.04052607, -0.008347507, 0.06956573, -0.028109524) * go_0(1.0, 1.0); + result += mat4(0.21918017, -0.11115073, 0.2262453, -0.06889667, -0.11256312, -0.07438075, -0.088454485, 0.13672407, -0.06905764, 0.08128395, 0.016103368, 0.050190717, 0.09691516, 0.05845721, 0.4886816, 0.041121427) * go_1(-1.0, -1.0); + result += mat4(-0.3449472, 0.09711974, -0.13881907, -0.018265123, 0.27855873, -0.07030004, 0.29545054, 0.37216932, 0.08657718, 0.099066615, -0.10574013, -0.17667885, -0.14855732, -0.11351448, 0.66945946, 0.11312157) * go_1(-1.0, 0.0); + result += mat4(0.2526151, -0.04594331, -0.06606611, 0.09104881, 0.06857995, -0.075284235, -0.17664689, 0.21578754, 0.0696524, 0.09142951, 0.080997564, -0.0682772, -0.0011445724, -0.11736295, 0.2519232, -0.101926275) * go_1(-1.0, 1.0); + result += mat4(-0.12913518, 0.058357026, 0.195421, -0.15651494, 0.2877076, 0.0033844314, -0.07831594, 0.052855384, -0.031295884, 0.03301088, -0.18408822, 0.06732994, 0.23742151, -0.12568143, 0.22810535, -0.11545694) * go_1(0.0, -1.0); + result += mat4(-0.49203303, -0.22656603, 0.1723193, -0.51250046, -0.09742038, 0.758559, -0.3387505, -0.6193586, 0.14136684, 0.27679884, -0.050113205, 0.31041816, -0.36475047, -0.48746544, 0.3233227, 0.4579754) * go_1(0.0, 0.0); + result += mat4(0.46636763, 0.1507748, -0.2581362, 0.15413165, -0.17160143, 0.14256273, -0.074575804, -0.099299066, -0.0017214464, 0.13778336, -0.07378213, -0.15489665, -0.10533715, -0.0011083825, 0.39584312, 0.0023906573) * go_1(0.0, 1.0); + result += mat4(0.026959421, -0.06391859, 0.0034752619, 0.14521928, -0.0010877338, -0.032619733, 0.005375293, -0.018952755, 0.03381545, -0.007652831, 0.034141563, 0.046016496, 0.11219674, 0.030913852, 0.077403754, 0.17192438) * go_1(1.0, -1.0); + result += mat4(0.040326044, 0.17290725, -0.1220239, -0.09594783, -0.025229257, 0.17913155, -0.26623353, -0.033396784, -0.03075146, 0.009143897, -0.0136083895, -0.13886899, 0.075683735, -0.11584183, 0.22182357, 0.19350322) * go_1(1.0, 0.0); + result += mat4(0.15726025, -0.10215694, -0.060057458, 0.26487043, -0.04075552, -0.016496127, 0.0015382086, 0.108562306, 0.026795091, 0.0441233, -0.08754318, -0.0460157, 0.048422016, 0.14107347, 0.07986661, 0.1047697) * go_1(1.0, 1.0); + result += vec4(0.0766796, 0.08115133, -0.05703058, 0.14025708); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(M)-Conv-4x3x3x8 +//!HOOK MAIN +//!BIND conv2d_2_tf +//!SAVE conv2d_3_tf +//!WIDTH conv2d_2_tf.w +//!HEIGHT conv2d_2_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_2_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max(-(conv2d_2_tf_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.18038331, 0.21830973, -0.10019419, -0.022745568, -0.14944611, -0.15669158, 0.46361133, -0.07289843, 0.02976627, -0.09000817, 0.113060996, 0.05635241, 0.012762965, -0.022688959, 0.01629751, 0.061114635) * go_0(-1.0, -1.0); + result += mat4(0.024338024, -0.10004009, -0.13709056, -0.0851965, 0.23927099, -0.024349794, -0.16574804, 0.084686354, -0.047885604, 0.09688507, -0.12733915, 0.06980246, 0.11480734, 0.014669346, -0.07505829, 0.04676309) * go_0(-1.0, 0.0); + result += mat4(0.054203495, 0.011881634, -0.036115017, -0.0686298, -0.13682245, -0.15678032, 0.057050128, -0.03368558, 0.13011025, 0.033391044, -0.09841339, -0.027057761, -0.18701133, 0.20852546, -0.13660902, 0.0005817616) * go_0(-1.0, 1.0); + result += mat4(-0.08077834, 0.35952288, -0.07647382, -0.0033230998, 0.13929126, -0.09155619, 0.14128102, 0.16005981, 0.18161216, -0.09485738, 0.0029118075, 0.052682754, 0.03242074, 0.08299826, 0.073796146, -0.06446532) * go_0(0.0, -1.0); + result += mat4(-0.36655015, 0.4606936, 0.19073649, 0.31655258, -0.006838053, -0.579939, 0.089126326, -0.14021218, -0.3437716, 0.16714323, 0.17705944, -0.22418492, -0.3883696, -0.2302651, 0.2581861, 0.21983066) * go_0(0.0, 0.0); + result += mat4(0.0992383, -0.014257871, -0.023896435, 0.19868234, 0.0408007, 0.07995299, 0.16102871, -0.11668251, 0.22458278, -0.05587917, 0.19373615, -0.016202094, -0.25106144, 0.15634494, 0.11624891, -0.2930768) * go_0(0.0, 1.0); + result += mat4(0.024616942, 0.36248252, -0.14779098, -0.019894283, -0.007111256, 0.010641561, -0.09541178, 0.21236233, 0.009501827, 0.08132797, -0.13983901, 0.027207611, 0.038444366, -0.013995817, -0.16242191, 0.03294123) * go_0(1.0, -1.0); + result += mat4(0.0131698875, -0.18124102, -0.13503514, -0.06099072, 0.07422735, -0.20906176, -0.049005672, 0.08739405, -0.031758767, -0.1978915, 0.23094437, 0.54512614, 0.21338555, -0.011205669, -0.23727885, -0.29533875) * go_0(1.0, 0.0); + result += mat4(-0.0010255767, -0.07168225, -0.033568826, 0.22161655, -0.087293416, 0.11350447, 0.13653576, 0.061226424, -0.13074352, 0.058425818, 0.038460605, 0.2749964, -0.012814839, 0.085885845, -0.038151987, -0.17960808) * go_0(1.0, 1.0); + result += mat4(0.19728905, -0.040724937, -0.18270236, 0.046735186, 0.03507326, 0.119867206, -0.12691991, 0.18119748, -0.052895024, 0.11348764, -0.043787055, 0.004703516, 0.006752757, -0.06939761, -0.009801806, -0.075640485) * go_1(-1.0, -1.0); + result += mat4(0.051735226, 0.1732299, -0.10672899, 0.0320877, -0.4913656, 0.2102274, 0.43920282, 0.059108034, 0.08349019, -0.16517872, 0.15436842, -0.1075667, 0.022741623, -0.26693836, 0.3645307, 0.017874828) * go_1(-1.0, 0.0); + result += mat4(0.034464058, 0.014929155, 0.054227423, 0.14167373, -0.0023630706, -0.08904212, 0.11918041, -0.034539603, 0.06048089, -0.06807333, 0.14447778, 0.035260547, 0.09979546, -0.1924939, 0.14596114, -0.12069667) * go_1(-1.0, 1.0); + result += mat4(-0.04427228, -0.23673469, 0.010357103, -0.2907043, -0.06845721, -0.078984015, 0.06867713, -0.058163825, -0.12154615, 0.08430951, 0.1922373, 0.030108064, -0.43081748, -0.38715646, -0.022240646, -0.15403675) * go_1(0.0, -1.0); + result += mat4(0.46885306, -0.33421394, -0.6695223, -0.41841158, 0.30317923, 0.24244753, -0.1047785, -0.18656285, 0.06261881, -0.4405616, 0.24233986, 0.40070608, 0.81440526, 0.11305212, -0.8826317, -0.023478031) * go_1(0.0, 0.0); + result += mat4(-0.07879348, -0.024378026, -0.041883785, -0.17030984, 0.23229122, -0.011237109, 0.12058088, 0.20766267, -0.36519575, 0.09599417, -0.1271098, 0.06990154, 0.21161246, 0.041002538, -0.36046275, 0.007304667) * go_1(0.0, 1.0); + result += mat4(0.10873893, 0.003872542, -0.13476561, -0.036068805, -0.054637462, 0.02304618, 0.04707738, -0.2856381, 0.07124422, 0.010866545, 0.20484549, -0.008342406, -0.43660247, -0.041055538, 0.33536008, -0.060022205) * go_1(1.0, -1.0); + result += mat4(0.1966458, 0.0016302796, -0.25712642, -0.09639119, -0.006955351, 0.10882133, 0.1107341, 0.062697805, -0.1074494, 0.17361663, 0.6429869, -0.39846307, -0.26302996, 0.048710946, 0.40387508, 0.4299715) * go_1(1.0, 0.0); + result += mat4(0.18948616, 0.24086732, -0.064474985, -0.11069709, 0.1279659, -0.13438123, -0.028438117, 0.125883, 0.018153818, -0.21942288, 0.020390838, -0.22797634, -0.10821287, -0.17175092, 0.122016855, 0.20699544) * go_1(1.0, 1.0); + result += vec4(-0.05101961, -0.060740646, -0.024465766, 0.058471628); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(M)-Conv-4x3x3x8 +//!HOOK MAIN +//!BIND conv2d_3_tf +//!SAVE conv2d_4_tf +//!WIDTH conv2d_3_tf.w +//!HEIGHT conv2d_3_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_3_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max(-(conv2d_3_tf_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.14533128, 0.07266841, 0.13238011, -0.23328504, 0.031516243, 0.058471266, -0.06394412, 0.090752736, -0.0042359144, 0.12357294, -0.04377495, 0.0011743477, 0.05412243, -0.08146249, 0.04002749, -0.032876283) * go_0(-1.0, -1.0); + result += mat4(-0.036972385, -0.15238069, -0.3453321, -0.36025128, 0.07597202, -0.02368151, -0.3889606, 0.34607083, 0.3133179, -0.21712309, -0.4210954, 0.21450534, 0.15226828, 0.25326282, 0.45327064, -0.3350824) * go_0(-1.0, 0.0); + result += mat4(0.019018406, -0.33060563, -0.092601225, 0.14970545, 0.1441509, -0.19228427, -0.032771986, 0.26331595, 0.052981265, -0.06627376, -0.08634131, 0.038706224, 0.13403937, -4.4842476e-05, 0.049002815, -0.12719193) * go_0(-1.0, 1.0); + result += mat4(0.17527401, -0.0035254909, -0.047959115, -0.4526988, -0.07510284, 0.0013256798, -0.07539148, 0.24220634, -0.08708839, -0.14494033, -0.17085724, -0.099797316, 0.0068515535, -0.08918779, 0.27164719, -0.1702649) * go_0(0.0, -1.0); + result += mat4(0.31848368, 0.48983255, -0.44140294, -0.65174145, -0.004199057, 0.19494705, 0.5196497, -0.027118586, 0.032509074, -0.23900363, -0.14489244, 0.36314297, -0.23168536, -0.20960593, 0.61471456, 0.12401275) * go_0(0.0, 0.0); + result += mat4(-0.24317405, 0.21560913, 0.15564032, 0.11606844, -0.15039803, -0.59578896, 0.14100945, -0.026194477, 0.37237462, -0.49472088, -0.15215331, -0.38820064, -0.25089455, -0.29643852, -0.09513793, 0.019779462) * go_0(0.0, 1.0); + result += mat4(0.12498539, 0.0710632, -0.25012368, -0.2272255, -0.08647026, 0.12277892, 0.011025097, -0.12168395, -0.13489573, 0.016708186, -0.15583871, -0.057124946, 0.1216943, 0.019803725, 0.06952334, -0.032985855) * go_0(1.0, -1.0); + result += mat4(0.28794885, 0.33783793, -0.14469545, -0.081780486, -0.50320613, -0.067601606, -0.06847453, -0.021648854, -0.34295765, 0.15071863, -0.06619896, -0.084465064, 0.31909832, 0.015414661, 0.14930317, -0.11295768) * go_0(1.0, 0.0); + result += mat4(0.24530606, 0.25526014, 0.09971985, -0.07749641, -0.2361951, -0.07997673, 0.03617294, 0.02959561, -0.4498983, -0.014073485, -0.20587012, 0.06396779, 0.1262825, 0.027433183, 0.14469334, 0.011538011) * go_0(1.0, 1.0); + result += mat4(-0.038572453, -0.023108613, -0.039481267, -0.012160024, -0.004521989, -0.028665857, 0.04295255, 0.10580258, 0.05439479, -0.072261885, 0.11030243, 0.08934696, 0.09133867, 0.017547369, 0.097613186, 0.05491059) * go_1(-1.0, -1.0); + result += mat4(-0.09972817, 0.057730395, 0.12665828, 0.32861367, -0.16186063, 0.0745509, 0.2394045, -0.08687853, -0.034404907, -0.05843572, 0.0684561, -0.1355754, 0.19248672, -0.60372186, 0.12583947, 0.4388962) * go_1(-1.0, 0.0); + result += mat4(0.10341107, 0.061113223, 0.08773817, -0.082504354, -0.16612078, 0.2681751, 0.019737698, -0.17122322, -0.135949, 0.3048101, 0.087803006, 0.11373851, 0.013192192, -0.27022064, 0.35529897, -0.15321451) * go_1(-1.0, 1.0); + result += mat4(-0.032835662, 0.11123062, -0.11322452, -0.17300649, 0.04680824, 0.12849288, 0.17269878, -0.048671383, 0.05189037, -0.009078046, 0.22105052, 0.013008137, -0.009738674, 0.15391739, 0.20969556, 0.14189166) * go_1(0.0, -1.0); + result += mat4(-0.47377753, 0.3038031, 0.18604809, 0.1931698, -0.2964668, -0.12287907, -0.7107761, 0.26619422, -0.33923018, 0.19200724, 0.013786281, -0.17496964, 0.079325035, -0.3694445, 0.0054486147, -0.33018264) * go_1(0.0, 0.0); + result += mat4(0.14903802, -0.028043179, 1.5238678e-05, 0.021232028, 0.16025065, 0.14746875, -0.22831628, -0.12177345, 0.038778774, 0.32188168, -0.042017702, 0.27155936, 0.17920609, 0.04099755, 0.28527525, 0.074623376) * go_1(0.0, 1.0); + result += mat4(0.057019282, -0.112741895, 0.030361209, 0.14567861, 0.056265317, -0.01573537, -0.06707608, 0.016657263, 0.09829025, -0.026795063, 0.023042196, 0.09438241, -0.025483066, -0.052787006, 0.19730279, 0.021218104) * go_1(1.0, -1.0); + result += mat4(0.19868211, -0.01531125, 0.108596824, -0.035456363, 0.0033609823, 0.057961613, -0.013726211, 0.101742364, 0.33357215, 0.14468077, 0.29711527, -0.24662566, -0.119014986, -0.1899639, 0.11246697, -0.0035374009) * go_1(1.0, 0.0); + result += mat4(-0.05602109, -0.15539522, 0.010730943, 0.057116497, -0.02037749, 0.084210664, -0.028235348, 0.10574697, 0.056925274, 0.07922333, -0.090088, 0.1615985, -0.0044301567, -0.089945644, 0.024176618, -0.041844133) * go_1(1.0, 1.0); + result += vec4(0.0015292584, -0.043625206, -0.09429898, -0.06280405); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(M)-Conv-4x3x3x8 +//!HOOK MAIN +//!BIND conv2d_4_tf +//!SAVE conv2d_5_tf +//!WIDTH conv2d_4_tf.w +//!HEIGHT conv2d_4_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_4_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max(-(conv2d_4_tf_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(0.06051604, -0.028152643, -0.21418124, 0.13032125, 0.42565975, -0.09571944, -0.34494513, 0.30004, -0.073245734, -0.028659137, 0.0032105136, -0.05009555, -0.048971225, 0.04814533, 0.002843805, -0.046224426) * go_0(-1.0, -1.0); + result += mat4(-0.07495975, 0.018714864, 0.21229684, -0.13614887, 0.79988647, -0.0697328, 0.38232988, 0.24165109, 0.25947478, -0.0009418982, -0.17369923, 0.10007766, 0.024117598, 0.028611807, 0.15090801, -0.06344829) * go_0(-1.0, 0.0); + result += mat4(-0.07982219, 0.0900347, 0.007609254, -0.0034791247, 0.013611781, -0.13560618, 0.09685799, 0.06276075, 0.134693, -0.14370437, -0.25175703, -0.0016138123, -0.0075672898, -0.13325731, -0.061100446, 0.0059743375) * go_0(-1.0, 1.0); + result += mat4(-0.039018434, -0.19668463, -0.43018532, 0.31886247, 0.4965479, 0.114569925, 0.19110382, 0.27343535, 0.0707728, -0.11877004, -0.25827697, 0.37012872, 0.1474777, 0.07056952, -0.14965728, 0.061595406) * go_0(0.0, -1.0); + result += mat4(0.506543, -0.16268773, 0.455319, -0.0702646, 0.70102173, -0.14041683, 0.70184857, 0.4817842, -0.3389246, -0.14463086, 0.13763213, -1.1259074, 0.47722015, 0.38352612, -0.04293366, -0.5604627) * go_0(0.0, 0.0); + result += mat4(0.17606944, 0.15897374, 0.13499324, 0.29241478, -0.032824475, 0.11128662, -0.22204424, -0.051803727, 0.013195331, -0.42040786, -0.3950585, 0.70745844, 0.38646924, -0.19080774, -0.15171832, -0.10742828) * go_0(0.0, 1.0); + result += mat4(-0.039278325, 0.18421806, -0.044948544, 0.07902063, -0.2149251, 0.09913459, -0.09743655, -0.26899317, -0.002695496, -0.07554527, -0.22373366, 0.17830558, -0.047994815, -0.06789183, -0.06755918, -0.104452066) * go_0(1.0, -1.0); + result += mat4(-0.0493473, -0.30411786, -0.056439694, -0.06582185, -0.21309847, 0.100670904, -0.22966193, -0.045954112, 0.12728062, -0.25081897, -0.094699375, -0.4036555, 0.060854495, -0.64373237, -0.21522263, -0.6683476) * go_0(1.0, 0.0); + result += mat4(0.063481025, 0.11744312, -0.043330096, 0.33817932, -0.06679828, -0.23207302, -0.10188898, -0.10590511, 0.058780864, 0.047292337, -0.11834696, 0.10076128, -0.036641665, 0.30200714, -0.0002892557, -0.10303763) * go_0(1.0, 1.0); + result += mat4(-0.10842604, 0.042055763, 0.29702973, -0.07409644, -0.030164458, -0.012098744, -0.06396587, -0.08787527, 0.051854923, 0.12997511, 0.11468497, 0.15022379, 0.007814715, 0.014517445, 0.025484756, 0.01078619) * go_1(-1.0, -1.0); + result += mat4(-0.29229385, 0.040265664, -0.15376821, 0.075579196, -0.05593569, -0.045405343, 0.12099204, 0.1571252, 0.17841713, 0.04673325, 0.14550509, 0.08603346, -0.049786013, 0.06121843, -0.16273825, -0.13857752) * go_1(-1.0, 0.0); + result += mat4(0.06903744, 0.2628764, -0.13582836, -0.35678583, -0.13821034, -0.019381443, -0.19570538, -0.09298511, 0.08965436, 0.09745909, 0.20055099, 0.024967568, 0.08144204, 0.004633625, 0.12809834, -0.009431525) * go_1(-1.0, 1.0); + result += mat4(0.09784006, 0.010729353, 0.046643205, -0.110926524, -0.21556224, 0.00016300633, 0.122175336, 0.15004392, 0.013864355, 0.24767809, 0.13865592, 0.0155424485, -0.1450483, -0.15688781, -0.06195043, -0.13745981) * go_1(0.0, -1.0); + result += mat4(0.018991318, 0.55401963, 0.11709872, -0.028442185, -0.46035343, -0.10215539, -0.60193926, 0.47882316, -0.23346989, 0.037200127, 0.22814943, -0.08231696, -0.36430013, -0.011152757, 0.48752213, 0.29796222) * go_1(0.0, 0.0); + result += mat4(-0.07258066, -0.023222538, 0.23230423, -0.30317304, 0.03942911, -0.06899803, 0.23778579, 0.07418621, -0.17443737, 0.33387753, 0.007354842, -0.123447575, -0.1745315, 0.11071779, -0.11949625, -0.22832453) * go_1(0.0, 1.0); + result += mat4(-0.024909232, -0.0308135, 0.12170621, -0.13298757, 0.045828197, -0.1532345, -0.06633672, 0.23591088, 0.04964077, 0.14091493, 0.038343724, -0.029780807, 0.05762822, -0.048930667, -0.02434709, 0.07109019) * go_1(1.0, -1.0); + result += mat4(-0.16039175, 0.3004474, -0.17278233, 0.13677922, 0.18838613, 0.15054552, 0.32901475, -0.1288333, 0.26378244, -0.05119892, 0.34533516, 0.25180495, 0.19452183, 0.0843233, -0.08029368, 0.39877903) * go_1(1.0, 0.0); + result += mat4(-0.07097129, -0.26492423, -0.055032317, -0.093516104, -0.11795062, 0.04086253, -0.07989471, 0.059686553, 0.09378249, 0.45851848, 0.2510942, 0.19599153, 0.019765077, -0.02920918, -0.04125142, -0.13859107) * go_1(1.0, 1.0); + result += vec4(0.04400571, -0.04015565, 0.0140529545, 0.05474095); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(M)-Conv-4x3x3x8 +//!HOOK MAIN +//!BIND conv2d_5_tf +//!SAVE conv2d_6_tf +//!WIDTH conv2d_5_tf.w +//!HEIGHT conv2d_5_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define go_0(x_off, y_off) (max((conv2d_5_tf_texOff(vec2(x_off, y_off))), 0.0)) +#define go_1(x_off, y_off) (max(-(conv2d_5_tf_texOff(vec2(x_off, y_off))), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.014236042, -0.0031431736, -0.1551387, 0.12515116, -0.28528872, 0.36161992, 0.15750743, -0.17111474, 0.13792591, -0.0657419, -0.17471549, 0.14650472, 0.034169197, -0.019157575, 0.23520657, -0.20358163) * go_0(-1.0, -1.0); + result += mat4(0.02015035, 0.12993371, 0.11199667, -0.09854378, 0.5001741, 0.03462961, 0.24919736, 0.08505297, -0.20902094, -0.24141377, -0.15360375, 0.049974803, -0.037157424, -0.048510186, 0.20106035, -0.118480384) * go_0(-1.0, 0.0); + result += mat4(0.086798504, -0.009607818, 0.034812123, -0.005187592, 0.0351509, 0.021755, -0.04996161, -0.041231696, 0.0020545553, 0.015730752, -0.07507172, 0.018597523, -0.02393343, 0.07624775, 0.03892451, -0.0025574185) * go_0(-1.0, 1.0); + result += mat4(0.035725456, 0.06809103, 0.51926994, -0.39983147, -0.16402833, -0.1243394, -0.25922915, 0.28285915, 0.15959994, -0.2351732, 0.2650535, -0.30193794, -0.11468332, 0.050777763, -0.51894253, 0.4408367) * go_0(0.0, -1.0); + result += mat4(-0.27042082, 0.22243942, 0.14902467, 0.38428563, 0.46612173, 0.5169912, -0.22330502, -0.11300288, -0.36141354, 0.0668681, 0.2984152, 0.1275798, -0.24121419, 0.2952039, -0.45109174, -0.3822957) * go_0(0.0, 0.0); + result += mat4(0.26543504, -0.05742226, -0.052103903, -0.013124308, -0.14358385, -0.04024543, 0.07665455, -0.012301872, -0.18752757, -0.03913891, 0.038205814, -0.006583095, -0.25550908, -0.25725332, -0.12454206, -0.0058936924) * go_0(0.0, 1.0); + result += mat4(-0.0018946569, 0.019746022, -0.13080788, 0.11450627, -0.013743845, -0.027179785, -0.14425103, 0.07109661, 0.023703793, 0.086905524, 0.03151253, 0.0132474145, 0.041018624, 0.04548913, 0.2718715, -0.20008296) * go_0(1.0, -1.0); + result += mat4(-0.076830454, 0.11652955, 0.5068201, -0.3082819, 0.058615055, -0.006765798, -0.057522714, 0.049981344, -0.006897243, -0.21763432, 0.16896053, -0.21176189, -0.061227098, 0.03566485, 0.08901554, -0.050980624) * go_0(1.0, 0.0); + result += mat4(0.02327798, 0.07662976, 0.034811985, -0.03238033, -0.0021881019, -0.030997375, -0.069672935, 0.04040273, -0.1217442, 0.104173124, 0.09862539, 0.020557549, -0.022286594, 0.10287763, -0.021694934, 0.07542515) * go_0(1.0, 1.0); + result += mat4(0.124069154, -0.08579466, -0.07816314, 0.11332851, -0.034682628, -0.11038275, 0.04750615, -0.096100725, 0.039588403, -0.15149672, -0.05529172, 0.034304325, -0.022520235, -0.05023852, -0.2674731, 0.21886522) * go_1(-1.0, -1.0); + result += mat4(-0.1948599, -0.14946899, -0.39548838, 0.18042913, -0.007919619, 0.19826505, 0.23789087, 0.009140256, 0.11857748, 0.18215668, 0.13606293, -0.09209675, -0.080678545, -0.020431137, -0.07728839, -0.051353537) * go_1(-1.0, 0.0); + result += mat4(-0.07616472, -0.0032800382, -0.045657665, -0.039144326, -0.37786487, -0.08877774, 0.053579114, -0.070886396, 0.011311804, 0.107276045, 0.013236154, 0.009832061, 0.08292063, 0.12258811, 0.0005569043, -0.009806432) * go_1(-1.0, 1.0); + result += mat4(-0.28062925, 0.15946878, -0.1021801, -0.06471589, -0.26999477, 0.21230288, -0.14243907, 0.2555922, -0.09608517, 0.26339412, 0.20891234, -0.23538485, 0.33958244, -0.12569186, 0.43289876, -0.33462036) * go_1(0.0, -1.0); + result += mat4(0.16265294, 0.2625464, -0.34452894, 0.2233622, 0.13850005, -0.42999864, -0.5385177, -0.11035979, 0.51662, -0.78238726, -0.09422375, 0.83759475, 0.44468537, 0.14301361, 0.108906105, 1.1596143) * go_1(0.0, 0.0); + result += mat4(-0.73757625, -0.12369605, 0.23523071, 0.006587637, -0.15445381, 0.22757277, 0.052819528, 0.10183905, -0.07912228, -0.16998893, -0.13360223, 0.014348178, -0.17778571, -0.41047302, 0.10241381, -0.08526306) * go_1(0.0, 1.0); + result += mat4(0.14712952, 0.048995696, 0.05299946, -0.06817572, 0.1498064, -0.079825334, 0.40354064, -0.31789717, -0.1998377, 0.00955295, -0.32318407, 0.30898204, -0.039571725, -0.026203401, -0.16292085, 0.08574385) * go_1(1.0, -1.0); + result += mat4(-0.6353329, -0.56000775, -0.17279743, 0.18198174, -0.19555812, 0.056538377, 0.34365895, -0.07799055, 0.19011354, -0.13952748, 0.029196098, -0.19596763, -0.069196045, -0.17402656, 0.07948411, -0.016226962) * go_1(1.0, 0.0); + result += mat4(0.25592864, 0.083498634, -0.28515807, 0.10789751, 0.0043962947, 0.07085363, 0.048724182, -0.025131436, -0.0049440865, -0.033094388, -0.032935806, 0.04266025, 0.20026933, 0.0927841, -0.006839351, -0.013012285) * go_1(1.0, 1.0); + result += vec4(0.02021373, 0.0014037411, 0.0012718709, 0.017278494); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(M)-Conv-4x1x1x56 +//!HOOK MAIN +//!BIND conv2d_tf +//!BIND conv2d_1_tf +//!BIND conv2d_2_tf +//!BIND conv2d_3_tf +//!BIND conv2d_4_tf +//!BIND conv2d_5_tf +//!BIND conv2d_6_tf +//!SAVE conv2d_last_tf +//!WIDTH conv2d_tf.w +//!HEIGHT conv2d_tf.h +//!COMPONENTS 4 +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +#define g_0 (max((conv2d_tf_tex(conv2d_tf_pos)), 0.0)) +#define g_1 (max(-(conv2d_tf_tex(conv2d_tf_pos)), 0.0)) +#define g_2 (max((conv2d_1_tf_tex(conv2d_1_tf_pos)), 0.0)) +#define g_3 (max(-(conv2d_1_tf_tex(conv2d_1_tf_pos)), 0.0)) +#define g_4 (max((conv2d_2_tf_tex(conv2d_2_tf_pos)), 0.0)) +#define g_5 (max(-(conv2d_2_tf_tex(conv2d_2_tf_pos)), 0.0)) +#define g_6 (max((conv2d_3_tf_tex(conv2d_3_tf_pos)), 0.0)) +#define g_7 (max(-(conv2d_3_tf_tex(conv2d_3_tf_pos)), 0.0)) +#define g_8 (max((conv2d_4_tf_tex(conv2d_4_tf_pos)), 0.0)) +#define g_9 (max(-(conv2d_4_tf_tex(conv2d_4_tf_pos)), 0.0)) +#define g_10 (max((conv2d_5_tf_tex(conv2d_5_tf_pos)), 0.0)) +#define g_11 (max(-(conv2d_5_tf_tex(conv2d_5_tf_pos)), 0.0)) +#define g_12 (max((conv2d_6_tf_tex(conv2d_6_tf_pos)), 0.0)) +#define g_13 (max(-(conv2d_6_tf_tex(conv2d_6_tf_pos)), 0.0)) +vec4 hook() { + vec4 result = mat4(-0.0067711817, 0.08160003, 0.0247279, 0.03084815, -0.026977416, -0.02120602, -0.025078611, -0.029852165, -0.011627478, -0.012742972, 0.022736797, -0.0028815821, -0.007515677, 0.0172887, -0.023259213, 0.009608947) * g_0; + result += mat4(-0.028660107, -0.014015208, -0.027838672, -0.013171922, 0.0029435428, 0.027047642, -0.017478354, 0.022834882, -0.037572853, -0.0034044068, -0.0149029335, -0.013362301, 0.009827443, -0.015742151, -0.0074795415, -0.0022266617) * g_1; + result += mat4(-0.07579662, -0.039754186, -0.066026606, -0.046816852, 0.1099032, 0.043956704, 0.073109835, 0.04680284, -0.06896613, -0.008838632, -0.044584926, -0.01319039, -0.0021152915, -0.04503326, 0.027061926, -0.028334105) * g_2; + result += mat4(0.15458213, 0.059769996, 0.09327123, -0.028782733, 0.023459995, -0.15390377, -0.13432898, -0.1127775, 0.072764635, -0.0020463336, 0.034736466, -0.0012086042, -0.05847183, -0.029952323, 0.052969377, 0.09590908) * g_3; + result += mat4(-0.07476772, -0.016574614, 0.04131183, 0.017335678, 0.009654406, 0.072183535, -0.002266456, 0.086873695, 9.310129e-05, 0.0056416965, -0.004188391, 0.023132093, -0.05183336, -0.025825873, -0.03684392, -0.0075729224) * g_4; + result += mat4(0.00878842, 0.03869637, -0.035759524, 0.003345386, -0.064184256, -0.034568302, -0.06672922, -0.0686381, -0.06794392, -0.10685906, 0.04679947, -0.012535639, 0.006932529, -0.007783515, 0.109123886, 0.13804391) * g_5; + result += mat4(-0.03160699, 0.050473, -0.09030729, 0.0649397, 0.11466501, 0.17912874, -0.0081851315, 0.052244574, 0.051632743, 0.061941486, 0.06546816, 0.12174249, -0.05104755, -0.018193979, -0.032196652, -0.035292786) * g_6; + result += mat4(0.013612735, -0.0024100312, -0.068611205, -0.07369285, -0.019647537, -0.066944756, -0.010012875, -0.06785739, -0.062246565, -0.087313406, -0.044278186, -0.09368995, 0.052555013, 0.13604961, 0.05645059, 0.08763303) * g_7; + result += mat4(0.04218486, -0.05028401, 0.059086576, -0.03545452, 0.027737848, 0.0043074046, 0.0011001764, -0.073026665, -0.04094988, 0.044061556, -0.009812515, 0.06841999, -0.06612581, 0.037223976, -0.07759491, -0.04356598) * g_8; + result += mat4(-0.027558247, 0.014248466, -0.019813016, -0.058107473, -0.016717663, -0.020424338, 0.0053625097, -0.009917319, 0.013678771, 0.0113340765, 0.0061787106, -0.036083996, -0.020179711, -0.011310535, 0.054827053, -0.0008278952) * g_9; + result += mat4(0.028690035, -0.012079616, 0.11931408, -0.048533775, 0.069336995, 0.0049852817, 0.013774468, 0.035233382, -0.07384821, 0.0003354423, -0.0059171803, -0.04503906, 0.08727279, 0.005138857, -0.17724465, 0.055782065) * g_10; + result += mat4(-0.20744391, 0.24348328, -0.3145766, 0.17026486, -0.022870807, -0.01648648, -0.05912279, -0.012555373, -0.066004686, 0.03182394, 0.16285324, -0.1221846, -0.31816196, 0.007928748, 0.43180224, -0.015949022) * g_11; + result += mat4(0.16363169, 0.14781676, -0.2377973, -0.1571377, -0.09038187, 0.0046504294, 0.033955004, -0.051421452, 0.046735536, 0.006827522, -0.121338, 0.12671822, 0.15833299, -0.1858712, -0.1942371, 0.17336044) * g_12; + result += mat4(-0.018145572, -0.015550516, 0.044410378, 0.046016492, 0.084021375, 0.05327457, -0.008270992, -0.045435544, 0.07185879, -0.131923, 0.26721445, -0.26745328, -0.07093472, 0.042701527, 0.13793674, -0.095621444) * g_13; + result += vec4(0.016836504, 0.010161949, 0.021351453, 0.01278978); + return result; +} +//!DESC Anime4K-v3.2-Upscale-CNN-x2-(M)-Depth-to-Space +//!HOOK MAIN +//!BIND MAIN +//!BIND conv2d_last_tf +//!SAVE MAIN +//!WIDTH conv2d_last_tf.w 2 * +//!HEIGHT conv2d_last_tf.h 2 * +//!WHEN OUTPUT.w MAIN.w / 1.200 > OUTPUT.h MAIN.h / 1.200 > * +vec4 hook() { + vec2 f0 = fract(conv2d_last_tf_pos * conv2d_last_tf_size); + ivec2 i0 = ivec2(f0 * vec2(2.0)); + float c0 = conv2d_last_tf_tex((vec2(0.5) - f0) * conv2d_last_tf_pt + conv2d_last_tf_pos)[i0.y * 2 + i0.x]; + float c1 = c0; + float c2 = c1; + float c3 = c2; + return vec4(c0, c1, c2, c3) + MAIN_tex(MAIN_pos); +} + diff --git a/models/realesr-animevideov3-x2.bin b/models/realesr-animevideov3-x2.bin new file mode 100644 index 0000000..2069105 Binary files /dev/null and b/models/realesr-animevideov3-x2.bin differ diff --git a/models/realesr-animevideov3-x2.param b/models/realesr-animevideov3-x2.param new file mode 100644 index 0000000..42e7748 --- /dev/null +++ b/models/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 diff --git a/models/realesr-animevideov3-x3.bin b/models/realesr-animevideov3-x3.bin new file mode 100644 index 0000000..2069105 Binary files /dev/null and b/models/realesr-animevideov3-x3.bin differ diff --git a/models/realesr-animevideov3-x3.param b/models/realesr-animevideov3-x3.param new file mode 100644 index 0000000..bf47185 --- /dev/null +++ b/models/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 diff --git a/models/realesr-animevideov3-x4.bin b/models/realesr-animevideov3-x4.bin new file mode 100644 index 0000000..2069105 Binary files /dev/null and b/models/realesr-animevideov3-x4.bin differ diff --git a/models/realesr-animevideov3-x4.param b/models/realesr-animevideov3-x4.param new file mode 100644 index 0000000..5b922cc --- /dev/null +++ b/models/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 diff --git a/models/realesrgan-plus-anime-x4.bin b/models/realesrgan-plus-anime-x4.bin new file mode 100644 index 0000000..95201b7 Binary files /dev/null and b/models/realesrgan-plus-anime-x4.bin differ diff --git a/models/realesrgan-plus-anime-x4.param b/models/realesrgan-plus-anime-x4.param new file mode 100644 index 0000000..6c98f9a --- /dev/null +++ b/models/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 diff --git a/models/realesrgan-plus-x4.bin b/models/realesrgan-plus-x4.bin new file mode 100644 index 0000000..5cea947 Binary files /dev/null and b/models/realesrgan-plus-x4.bin differ diff --git a/models/realesrgan-plus-x4.param b/models/realesrgan-plus-x4.param new file mode 100644 index 0000000..d14d62e --- /dev/null +++ b/models/realesrgan-plus-x4.param @@ -0,0 +1,1001 @@ +7767517 +999 1782 +Input input.1 0 1 data +Convolution Conv_0 1 1 data 703 0=64 1=3 4=1 5=1 6=1728 +Split splitncnn_0 1 8 703 703_splitncnn_0 703_splitncnn_1 703_splitncnn_2 703_splitncnn_3 703_splitncnn_4 703_splitncnn_5 703_splitncnn_6 703_splitncnn_7 +Convolution Conv_1 1 1 703_splitncnn_7 705 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_1 1 4 705 705_splitncnn_0 705_splitncnn_1 705_splitncnn_2 705_splitncnn_3 +Concat Concat_3 2 1 703_splitncnn_6 705_splitncnn_3 706 +Convolution Conv_4 1 1 706 708 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_2 1 3 708 708_splitncnn_0 708_splitncnn_1 708_splitncnn_2 +Concat Concat_6 3 1 703_splitncnn_5 705_splitncnn_2 708_splitncnn_2 709 +Convolution Conv_7 1 1 709 711 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_3 1 2 711 711_splitncnn_0 711_splitncnn_1 +Concat Concat_9 4 1 703_splitncnn_4 705_splitncnn_1 708_splitncnn_1 711_splitncnn_1 712 +Convolution Conv_10 1 1 712 714 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_12 5 1 703_splitncnn_3 705_splitncnn_0 708_splitncnn_0 711_splitncnn_0 714 715 +Convolution Conv_13 1 1 715 716 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_16 2 1 716 703_splitncnn_2 719 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_4 1 6 719 719_splitncnn_0 719_splitncnn_1 719_splitncnn_2 719_splitncnn_3 719_splitncnn_4 719_splitncnn_5 +Convolution Conv_17 1 1 719_splitncnn_5 721 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_5 1 4 721 721_splitncnn_0 721_splitncnn_1 721_splitncnn_2 721_splitncnn_3 +Concat Concat_19 2 1 719_splitncnn_4 721_splitncnn_3 722 +Convolution Conv_20 1 1 722 724 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_6 1 3 724 724_splitncnn_0 724_splitncnn_1 724_splitncnn_2 +Concat Concat_22 3 1 719_splitncnn_3 721_splitncnn_2 724_splitncnn_2 725 +Convolution Conv_23 1 1 725 727 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_7 1 2 727 727_splitncnn_0 727_splitncnn_1 +Concat Concat_25 4 1 719_splitncnn_2 721_splitncnn_1 724_splitncnn_1 727_splitncnn_1 728 +Convolution Conv_26 1 1 728 730 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_28 5 1 719_splitncnn_1 721_splitncnn_0 724_splitncnn_0 727_splitncnn_0 730 731 +Convolution Conv_29 1 1 731 732 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_32 2 1 732 719_splitncnn_0 735 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_8 1 6 735 735_splitncnn_0 735_splitncnn_1 735_splitncnn_2 735_splitncnn_3 735_splitncnn_4 735_splitncnn_5 +Convolution Conv_33 1 1 735_splitncnn_5 737 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_9 1 4 737 737_splitncnn_0 737_splitncnn_1 737_splitncnn_2 737_splitncnn_3 +Concat Concat_35 2 1 735_splitncnn_4 737_splitncnn_3 738 +Convolution Conv_36 1 1 738 740 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_10 1 3 740 740_splitncnn_0 740_splitncnn_1 740_splitncnn_2 +Concat Concat_38 3 1 735_splitncnn_3 737_splitncnn_2 740_splitncnn_2 741 +Convolution Conv_39 1 1 741 743 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_11 1 2 743 743_splitncnn_0 743_splitncnn_1 +Concat Concat_41 4 1 735_splitncnn_2 737_splitncnn_1 740_splitncnn_1 743_splitncnn_1 744 +Convolution Conv_42 1 1 744 746 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_44 5 1 735_splitncnn_1 737_splitncnn_0 740_splitncnn_0 743_splitncnn_0 746 747 +Convolution Conv_45 1 1 747 748 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_48 2 1 748 735_splitncnn_0 751 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_51 2 1 751 703_splitncnn_1 754 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_12 1 7 754 754_splitncnn_0 754_splitncnn_1 754_splitncnn_2 754_splitncnn_3 754_splitncnn_4 754_splitncnn_5 754_splitncnn_6 +Convolution Conv_52 1 1 754_splitncnn_6 756 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_13 1 4 756 756_splitncnn_0 756_splitncnn_1 756_splitncnn_2 756_splitncnn_3 +Concat Concat_54 2 1 754_splitncnn_5 756_splitncnn_3 757 +Convolution Conv_55 1 1 757 759 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_14 1 3 759 759_splitncnn_0 759_splitncnn_1 759_splitncnn_2 +Concat Concat_57 3 1 754_splitncnn_4 756_splitncnn_2 759_splitncnn_2 760 +Convolution Conv_58 1 1 760 762 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_15 1 2 762 762_splitncnn_0 762_splitncnn_1 +Concat Concat_60 4 1 754_splitncnn_3 756_splitncnn_1 759_splitncnn_1 762_splitncnn_1 763 +Convolution Conv_61 1 1 763 765 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_63 5 1 754_splitncnn_2 756_splitncnn_0 759_splitncnn_0 762_splitncnn_0 765 766 +Convolution Conv_64 1 1 766 767 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_67 2 1 767 754_splitncnn_1 770 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_16 1 6 770 770_splitncnn_0 770_splitncnn_1 770_splitncnn_2 770_splitncnn_3 770_splitncnn_4 770_splitncnn_5 +Convolution Conv_68 1 1 770_splitncnn_5 772 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_17 1 4 772 772_splitncnn_0 772_splitncnn_1 772_splitncnn_2 772_splitncnn_3 +Concat Concat_70 2 1 770_splitncnn_4 772_splitncnn_3 773 +Convolution Conv_71 1 1 773 775 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_18 1 3 775 775_splitncnn_0 775_splitncnn_1 775_splitncnn_2 +Concat Concat_73 3 1 770_splitncnn_3 772_splitncnn_2 775_splitncnn_2 776 +Convolution Conv_74 1 1 776 778 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_19 1 2 778 778_splitncnn_0 778_splitncnn_1 +Concat Concat_76 4 1 770_splitncnn_2 772_splitncnn_1 775_splitncnn_1 778_splitncnn_1 779 +Convolution Conv_77 1 1 779 781 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_79 5 1 770_splitncnn_1 772_splitncnn_0 775_splitncnn_0 778_splitncnn_0 781 782 +Convolution Conv_80 1 1 782 783 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_83 2 1 783 770_splitncnn_0 786 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_20 1 6 786 786_splitncnn_0 786_splitncnn_1 786_splitncnn_2 786_splitncnn_3 786_splitncnn_4 786_splitncnn_5 +Convolution Conv_84 1 1 786_splitncnn_5 788 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_21 1 4 788 788_splitncnn_0 788_splitncnn_1 788_splitncnn_2 788_splitncnn_3 +Concat Concat_86 2 1 786_splitncnn_4 788_splitncnn_3 789 +Convolution Conv_87 1 1 789 791 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_22 1 3 791 791_splitncnn_0 791_splitncnn_1 791_splitncnn_2 +Concat Concat_89 3 1 786_splitncnn_3 788_splitncnn_2 791_splitncnn_2 792 +Convolution Conv_90 1 1 792 794 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_23 1 2 794 794_splitncnn_0 794_splitncnn_1 +Concat Concat_92 4 1 786_splitncnn_2 788_splitncnn_1 791_splitncnn_1 794_splitncnn_1 795 +Convolution Conv_93 1 1 795 797 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_95 5 1 786_splitncnn_1 788_splitncnn_0 791_splitncnn_0 794_splitncnn_0 797 798 +Convolution Conv_96 1 1 798 799 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_99 2 1 799 786_splitncnn_0 802 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_102 2 1 802 754_splitncnn_0 805 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_24 1 7 805 805_splitncnn_0 805_splitncnn_1 805_splitncnn_2 805_splitncnn_3 805_splitncnn_4 805_splitncnn_5 805_splitncnn_6 +Convolution Conv_103 1 1 805_splitncnn_6 807 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_25 1 4 807 807_splitncnn_0 807_splitncnn_1 807_splitncnn_2 807_splitncnn_3 +Concat Concat_105 2 1 805_splitncnn_5 807_splitncnn_3 808 +Convolution Conv_106 1 1 808 810 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_26 1 3 810 810_splitncnn_0 810_splitncnn_1 810_splitncnn_2 +Concat Concat_108 3 1 805_splitncnn_4 807_splitncnn_2 810_splitncnn_2 811 +Convolution Conv_109 1 1 811 813 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_27 1 2 813 813_splitncnn_0 813_splitncnn_1 +Concat Concat_111 4 1 805_splitncnn_3 807_splitncnn_1 810_splitncnn_1 813_splitncnn_1 814 +Convolution Conv_112 1 1 814 816 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_114 5 1 805_splitncnn_2 807_splitncnn_0 810_splitncnn_0 813_splitncnn_0 816 817 +Convolution Conv_115 1 1 817 818 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_118 2 1 818 805_splitncnn_1 821 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_28 1 6 821 821_splitncnn_0 821_splitncnn_1 821_splitncnn_2 821_splitncnn_3 821_splitncnn_4 821_splitncnn_5 +Convolution Conv_119 1 1 821_splitncnn_5 823 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_29 1 4 823 823_splitncnn_0 823_splitncnn_1 823_splitncnn_2 823_splitncnn_3 +Concat Concat_121 2 1 821_splitncnn_4 823_splitncnn_3 824 +Convolution Conv_122 1 1 824 826 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_30 1 3 826 826_splitncnn_0 826_splitncnn_1 826_splitncnn_2 +Concat Concat_124 3 1 821_splitncnn_3 823_splitncnn_2 826_splitncnn_2 827 +Convolution Conv_125 1 1 827 829 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_31 1 2 829 829_splitncnn_0 829_splitncnn_1 +Concat Concat_127 4 1 821_splitncnn_2 823_splitncnn_1 826_splitncnn_1 829_splitncnn_1 830 +Convolution Conv_128 1 1 830 832 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_130 5 1 821_splitncnn_1 823_splitncnn_0 826_splitncnn_0 829_splitncnn_0 832 833 +Convolution Conv_131 1 1 833 834 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_134 2 1 834 821_splitncnn_0 837 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_32 1 6 837 837_splitncnn_0 837_splitncnn_1 837_splitncnn_2 837_splitncnn_3 837_splitncnn_4 837_splitncnn_5 +Convolution Conv_135 1 1 837_splitncnn_5 839 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_33 1 4 839 839_splitncnn_0 839_splitncnn_1 839_splitncnn_2 839_splitncnn_3 +Concat Concat_137 2 1 837_splitncnn_4 839_splitncnn_3 840 +Convolution Conv_138 1 1 840 842 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_34 1 3 842 842_splitncnn_0 842_splitncnn_1 842_splitncnn_2 +Concat Concat_140 3 1 837_splitncnn_3 839_splitncnn_2 842_splitncnn_2 843 +Convolution Conv_141 1 1 843 845 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_35 1 2 845 845_splitncnn_0 845_splitncnn_1 +Concat Concat_143 4 1 837_splitncnn_2 839_splitncnn_1 842_splitncnn_1 845_splitncnn_1 846 +Convolution Conv_144 1 1 846 848 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_146 5 1 837_splitncnn_1 839_splitncnn_0 842_splitncnn_0 845_splitncnn_0 848 849 +Convolution Conv_147 1 1 849 850 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_150 2 1 850 837_splitncnn_0 853 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_153 2 1 853 805_splitncnn_0 856 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_36 1 7 856 856_splitncnn_0 856_splitncnn_1 856_splitncnn_2 856_splitncnn_3 856_splitncnn_4 856_splitncnn_5 856_splitncnn_6 +Convolution Conv_154 1 1 856_splitncnn_6 858 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_37 1 4 858 858_splitncnn_0 858_splitncnn_1 858_splitncnn_2 858_splitncnn_3 +Concat Concat_156 2 1 856_splitncnn_5 858_splitncnn_3 859 +Convolution Conv_157 1 1 859 861 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_38 1 3 861 861_splitncnn_0 861_splitncnn_1 861_splitncnn_2 +Concat Concat_159 3 1 856_splitncnn_4 858_splitncnn_2 861_splitncnn_2 862 +Convolution Conv_160 1 1 862 864 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_39 1 2 864 864_splitncnn_0 864_splitncnn_1 +Concat Concat_162 4 1 856_splitncnn_3 858_splitncnn_1 861_splitncnn_1 864_splitncnn_1 865 +Convolution Conv_163 1 1 865 867 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_165 5 1 856_splitncnn_2 858_splitncnn_0 861_splitncnn_0 864_splitncnn_0 867 868 +Convolution Conv_166 1 1 868 869 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_169 2 1 869 856_splitncnn_1 872 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_40 1 6 872 872_splitncnn_0 872_splitncnn_1 872_splitncnn_2 872_splitncnn_3 872_splitncnn_4 872_splitncnn_5 +Convolution Conv_170 1 1 872_splitncnn_5 874 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_41 1 4 874 874_splitncnn_0 874_splitncnn_1 874_splitncnn_2 874_splitncnn_3 +Concat Concat_172 2 1 872_splitncnn_4 874_splitncnn_3 875 +Convolution Conv_173 1 1 875 877 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_42 1 3 877 877_splitncnn_0 877_splitncnn_1 877_splitncnn_2 +Concat Concat_175 3 1 872_splitncnn_3 874_splitncnn_2 877_splitncnn_2 878 +Convolution Conv_176 1 1 878 880 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_43 1 2 880 880_splitncnn_0 880_splitncnn_1 +Concat Concat_178 4 1 872_splitncnn_2 874_splitncnn_1 877_splitncnn_1 880_splitncnn_1 881 +Convolution Conv_179 1 1 881 883 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_181 5 1 872_splitncnn_1 874_splitncnn_0 877_splitncnn_0 880_splitncnn_0 883 884 +Convolution Conv_182 1 1 884 885 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_185 2 1 885 872_splitncnn_0 888 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_44 1 6 888 888_splitncnn_0 888_splitncnn_1 888_splitncnn_2 888_splitncnn_3 888_splitncnn_4 888_splitncnn_5 +Convolution Conv_186 1 1 888_splitncnn_5 890 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_45 1 4 890 890_splitncnn_0 890_splitncnn_1 890_splitncnn_2 890_splitncnn_3 +Concat Concat_188 2 1 888_splitncnn_4 890_splitncnn_3 891 +Convolution Conv_189 1 1 891 893 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_46 1 3 893 893_splitncnn_0 893_splitncnn_1 893_splitncnn_2 +Concat Concat_191 3 1 888_splitncnn_3 890_splitncnn_2 893_splitncnn_2 894 +Convolution Conv_192 1 1 894 896 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_47 1 2 896 896_splitncnn_0 896_splitncnn_1 +Concat Concat_194 4 1 888_splitncnn_2 890_splitncnn_1 893_splitncnn_1 896_splitncnn_1 897 +Convolution Conv_195 1 1 897 899 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_197 5 1 888_splitncnn_1 890_splitncnn_0 893_splitncnn_0 896_splitncnn_0 899 900 +Convolution Conv_198 1 1 900 901 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_201 2 1 901 888_splitncnn_0 904 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_204 2 1 904 856_splitncnn_0 907 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_48 1 7 907 907_splitncnn_0 907_splitncnn_1 907_splitncnn_2 907_splitncnn_3 907_splitncnn_4 907_splitncnn_5 907_splitncnn_6 +Convolution Conv_205 1 1 907_splitncnn_6 909 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_49 1 4 909 909_splitncnn_0 909_splitncnn_1 909_splitncnn_2 909_splitncnn_3 +Concat Concat_207 2 1 907_splitncnn_5 909_splitncnn_3 910 +Convolution Conv_208 1 1 910 912 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_50 1 3 912 912_splitncnn_0 912_splitncnn_1 912_splitncnn_2 +Concat Concat_210 3 1 907_splitncnn_4 909_splitncnn_2 912_splitncnn_2 913 +Convolution Conv_211 1 1 913 915 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_51 1 2 915 915_splitncnn_0 915_splitncnn_1 +Concat Concat_213 4 1 907_splitncnn_3 909_splitncnn_1 912_splitncnn_1 915_splitncnn_1 916 +Convolution Conv_214 1 1 916 918 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_216 5 1 907_splitncnn_2 909_splitncnn_0 912_splitncnn_0 915_splitncnn_0 918 919 +Convolution Conv_217 1 1 919 920 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_220 2 1 920 907_splitncnn_1 923 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_52 1 6 923 923_splitncnn_0 923_splitncnn_1 923_splitncnn_2 923_splitncnn_3 923_splitncnn_4 923_splitncnn_5 +Convolution Conv_221 1 1 923_splitncnn_5 925 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_53 1 4 925 925_splitncnn_0 925_splitncnn_1 925_splitncnn_2 925_splitncnn_3 +Concat Concat_223 2 1 923_splitncnn_4 925_splitncnn_3 926 +Convolution Conv_224 1 1 926 928 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_54 1 3 928 928_splitncnn_0 928_splitncnn_1 928_splitncnn_2 +Concat Concat_226 3 1 923_splitncnn_3 925_splitncnn_2 928_splitncnn_2 929 +Convolution Conv_227 1 1 929 931 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_55 1 2 931 931_splitncnn_0 931_splitncnn_1 +Concat Concat_229 4 1 923_splitncnn_2 925_splitncnn_1 928_splitncnn_1 931_splitncnn_1 932 +Convolution Conv_230 1 1 932 934 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_232 5 1 923_splitncnn_1 925_splitncnn_0 928_splitncnn_0 931_splitncnn_0 934 935 +Convolution Conv_233 1 1 935 936 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_236 2 1 936 923_splitncnn_0 939 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_56 1 6 939 939_splitncnn_0 939_splitncnn_1 939_splitncnn_2 939_splitncnn_3 939_splitncnn_4 939_splitncnn_5 +Convolution Conv_237 1 1 939_splitncnn_5 941 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_57 1 4 941 941_splitncnn_0 941_splitncnn_1 941_splitncnn_2 941_splitncnn_3 +Concat Concat_239 2 1 939_splitncnn_4 941_splitncnn_3 942 +Convolution Conv_240 1 1 942 944 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_58 1 3 944 944_splitncnn_0 944_splitncnn_1 944_splitncnn_2 +Concat Concat_242 3 1 939_splitncnn_3 941_splitncnn_2 944_splitncnn_2 945 +Convolution Conv_243 1 1 945 947 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_59 1 2 947 947_splitncnn_0 947_splitncnn_1 +Concat Concat_245 4 1 939_splitncnn_2 941_splitncnn_1 944_splitncnn_1 947_splitncnn_1 948 +Convolution Conv_246 1 1 948 950 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_248 5 1 939_splitncnn_1 941_splitncnn_0 944_splitncnn_0 947_splitncnn_0 950 951 +Convolution Conv_249 1 1 951 952 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_252 2 1 952 939_splitncnn_0 955 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_255 2 1 955 907_splitncnn_0 958 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_60 1 7 958 958_splitncnn_0 958_splitncnn_1 958_splitncnn_2 958_splitncnn_3 958_splitncnn_4 958_splitncnn_5 958_splitncnn_6 +Convolution Conv_256 1 1 958_splitncnn_6 960 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_61 1 4 960 960_splitncnn_0 960_splitncnn_1 960_splitncnn_2 960_splitncnn_3 +Concat Concat_258 2 1 958_splitncnn_5 960_splitncnn_3 961 +Convolution Conv_259 1 1 961 963 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_62 1 3 963 963_splitncnn_0 963_splitncnn_1 963_splitncnn_2 +Concat Concat_261 3 1 958_splitncnn_4 960_splitncnn_2 963_splitncnn_2 964 +Convolution Conv_262 1 1 964 966 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_63 1 2 966 966_splitncnn_0 966_splitncnn_1 +Concat Concat_264 4 1 958_splitncnn_3 960_splitncnn_1 963_splitncnn_1 966_splitncnn_1 967 +Convolution Conv_265 1 1 967 969 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_267 5 1 958_splitncnn_2 960_splitncnn_0 963_splitncnn_0 966_splitncnn_0 969 970 +Convolution Conv_268 1 1 970 971 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_271 2 1 971 958_splitncnn_1 974 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_64 1 6 974 974_splitncnn_0 974_splitncnn_1 974_splitncnn_2 974_splitncnn_3 974_splitncnn_4 974_splitncnn_5 +Convolution Conv_272 1 1 974_splitncnn_5 976 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_65 1 4 976 976_splitncnn_0 976_splitncnn_1 976_splitncnn_2 976_splitncnn_3 +Concat Concat_274 2 1 974_splitncnn_4 976_splitncnn_3 977 +Convolution Conv_275 1 1 977 979 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_66 1 3 979 979_splitncnn_0 979_splitncnn_1 979_splitncnn_2 +Concat Concat_277 3 1 974_splitncnn_3 976_splitncnn_2 979_splitncnn_2 980 +Convolution Conv_278 1 1 980 982 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_67 1 2 982 982_splitncnn_0 982_splitncnn_1 +Concat Concat_280 4 1 974_splitncnn_2 976_splitncnn_1 979_splitncnn_1 982_splitncnn_1 983 +Convolution Conv_281 1 1 983 985 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_283 5 1 974_splitncnn_1 976_splitncnn_0 979_splitncnn_0 982_splitncnn_0 985 986 +Convolution Conv_284 1 1 986 987 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_287 2 1 987 974_splitncnn_0 990 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_68 1 6 990 990_splitncnn_0 990_splitncnn_1 990_splitncnn_2 990_splitncnn_3 990_splitncnn_4 990_splitncnn_5 +Convolution Conv_288 1 1 990_splitncnn_5 992 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_69 1 4 992 992_splitncnn_0 992_splitncnn_1 992_splitncnn_2 992_splitncnn_3 +Concat Concat_290 2 1 990_splitncnn_4 992_splitncnn_3 993 +Convolution Conv_291 1 1 993 995 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_70 1 3 995 995_splitncnn_0 995_splitncnn_1 995_splitncnn_2 +Concat Concat_293 3 1 990_splitncnn_3 992_splitncnn_2 995_splitncnn_2 996 +Convolution Conv_294 1 1 996 998 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_71 1 2 998 998_splitncnn_0 998_splitncnn_1 +Concat Concat_296 4 1 990_splitncnn_2 992_splitncnn_1 995_splitncnn_1 998_splitncnn_1 999 +Convolution Conv_297 1 1 999 1001 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_299 5 1 990_splitncnn_1 992_splitncnn_0 995_splitncnn_0 998_splitncnn_0 1001 1002 +Convolution Conv_300 1 1 1002 1003 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_303 2 1 1003 990_splitncnn_0 1006 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_306 2 1 1006 958_splitncnn_0 1009 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_72 1 7 1009 1009_splitncnn_0 1009_splitncnn_1 1009_splitncnn_2 1009_splitncnn_3 1009_splitncnn_4 1009_splitncnn_5 1009_splitncnn_6 +Convolution Conv_307 1 1 1009_splitncnn_6 1011 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_73 1 4 1011 1011_splitncnn_0 1011_splitncnn_1 1011_splitncnn_2 1011_splitncnn_3 +Concat Concat_309 2 1 1009_splitncnn_5 1011_splitncnn_3 1012 +Convolution Conv_310 1 1 1012 1014 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_74 1 3 1014 1014_splitncnn_0 1014_splitncnn_1 1014_splitncnn_2 +Concat Concat_312 3 1 1009_splitncnn_4 1011_splitncnn_2 1014_splitncnn_2 1015 +Convolution Conv_313 1 1 1015 1017 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_75 1 2 1017 1017_splitncnn_0 1017_splitncnn_1 +Concat Concat_315 4 1 1009_splitncnn_3 1011_splitncnn_1 1014_splitncnn_1 1017_splitncnn_1 1018 +Convolution Conv_316 1 1 1018 1020 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_318 5 1 1009_splitncnn_2 1011_splitncnn_0 1014_splitncnn_0 1017_splitncnn_0 1020 1021 +Convolution Conv_319 1 1 1021 1022 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_322 2 1 1022 1009_splitncnn_1 1025 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_76 1 6 1025 1025_splitncnn_0 1025_splitncnn_1 1025_splitncnn_2 1025_splitncnn_3 1025_splitncnn_4 1025_splitncnn_5 +Convolution Conv_323 1 1 1025_splitncnn_5 1027 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_77 1 4 1027 1027_splitncnn_0 1027_splitncnn_1 1027_splitncnn_2 1027_splitncnn_3 +Concat Concat_325 2 1 1025_splitncnn_4 1027_splitncnn_3 1028 +Convolution Conv_326 1 1 1028 1030 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_78 1 3 1030 1030_splitncnn_0 1030_splitncnn_1 1030_splitncnn_2 +Concat Concat_328 3 1 1025_splitncnn_3 1027_splitncnn_2 1030_splitncnn_2 1031 +Convolution Conv_329 1 1 1031 1033 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_79 1 2 1033 1033_splitncnn_0 1033_splitncnn_1 +Concat Concat_331 4 1 1025_splitncnn_2 1027_splitncnn_1 1030_splitncnn_1 1033_splitncnn_1 1034 +Convolution Conv_332 1 1 1034 1036 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_334 5 1 1025_splitncnn_1 1027_splitncnn_0 1030_splitncnn_0 1033_splitncnn_0 1036 1037 +Convolution Conv_335 1 1 1037 1038 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_338 2 1 1038 1025_splitncnn_0 1041 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_80 1 6 1041 1041_splitncnn_0 1041_splitncnn_1 1041_splitncnn_2 1041_splitncnn_3 1041_splitncnn_4 1041_splitncnn_5 +Convolution Conv_339 1 1 1041_splitncnn_5 1043 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_81 1 4 1043 1043_splitncnn_0 1043_splitncnn_1 1043_splitncnn_2 1043_splitncnn_3 +Concat Concat_341 2 1 1041_splitncnn_4 1043_splitncnn_3 1044 +Convolution Conv_342 1 1 1044 1046 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_82 1 3 1046 1046_splitncnn_0 1046_splitncnn_1 1046_splitncnn_2 +Concat Concat_344 3 1 1041_splitncnn_3 1043_splitncnn_2 1046_splitncnn_2 1047 +Convolution Conv_345 1 1 1047 1049 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_83 1 2 1049 1049_splitncnn_0 1049_splitncnn_1 +Concat Concat_347 4 1 1041_splitncnn_2 1043_splitncnn_1 1046_splitncnn_1 1049_splitncnn_1 1050 +Convolution Conv_348 1 1 1050 1052 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_350 5 1 1041_splitncnn_1 1043_splitncnn_0 1046_splitncnn_0 1049_splitncnn_0 1052 1053 +Convolution Conv_351 1 1 1053 1054 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_354 2 1 1054 1041_splitncnn_0 1057 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_357 2 1 1057 1009_splitncnn_0 1060 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_84 1 7 1060 1060_splitncnn_0 1060_splitncnn_1 1060_splitncnn_2 1060_splitncnn_3 1060_splitncnn_4 1060_splitncnn_5 1060_splitncnn_6 +Convolution Conv_358 1 1 1060_splitncnn_6 1062 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_85 1 4 1062 1062_splitncnn_0 1062_splitncnn_1 1062_splitncnn_2 1062_splitncnn_3 +Concat Concat_360 2 1 1060_splitncnn_5 1062_splitncnn_3 1063 +Convolution Conv_361 1 1 1063 1065 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_86 1 3 1065 1065_splitncnn_0 1065_splitncnn_1 1065_splitncnn_2 +Concat Concat_363 3 1 1060_splitncnn_4 1062_splitncnn_2 1065_splitncnn_2 1066 +Convolution Conv_364 1 1 1066 1068 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_87 1 2 1068 1068_splitncnn_0 1068_splitncnn_1 +Concat Concat_366 4 1 1060_splitncnn_3 1062_splitncnn_1 1065_splitncnn_1 1068_splitncnn_1 1069 +Convolution Conv_367 1 1 1069 1071 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_369 5 1 1060_splitncnn_2 1062_splitncnn_0 1065_splitncnn_0 1068_splitncnn_0 1071 1072 +Convolution Conv_370 1 1 1072 1073 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_373 2 1 1073 1060_splitncnn_1 1076 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_88 1 6 1076 1076_splitncnn_0 1076_splitncnn_1 1076_splitncnn_2 1076_splitncnn_3 1076_splitncnn_4 1076_splitncnn_5 +Convolution Conv_374 1 1 1076_splitncnn_5 1078 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_89 1 4 1078 1078_splitncnn_0 1078_splitncnn_1 1078_splitncnn_2 1078_splitncnn_3 +Concat Concat_376 2 1 1076_splitncnn_4 1078_splitncnn_3 1079 +Convolution Conv_377 1 1 1079 1081 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_90 1 3 1081 1081_splitncnn_0 1081_splitncnn_1 1081_splitncnn_2 +Concat Concat_379 3 1 1076_splitncnn_3 1078_splitncnn_2 1081_splitncnn_2 1082 +Convolution Conv_380 1 1 1082 1084 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_91 1 2 1084 1084_splitncnn_0 1084_splitncnn_1 +Concat Concat_382 4 1 1076_splitncnn_2 1078_splitncnn_1 1081_splitncnn_1 1084_splitncnn_1 1085 +Convolution Conv_383 1 1 1085 1087 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_385 5 1 1076_splitncnn_1 1078_splitncnn_0 1081_splitncnn_0 1084_splitncnn_0 1087 1088 +Convolution Conv_386 1 1 1088 1089 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_389 2 1 1089 1076_splitncnn_0 1092 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_92 1 6 1092 1092_splitncnn_0 1092_splitncnn_1 1092_splitncnn_2 1092_splitncnn_3 1092_splitncnn_4 1092_splitncnn_5 +Convolution Conv_390 1 1 1092_splitncnn_5 1094 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_93 1 4 1094 1094_splitncnn_0 1094_splitncnn_1 1094_splitncnn_2 1094_splitncnn_3 +Concat Concat_392 2 1 1092_splitncnn_4 1094_splitncnn_3 1095 +Convolution Conv_393 1 1 1095 1097 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_94 1 3 1097 1097_splitncnn_0 1097_splitncnn_1 1097_splitncnn_2 +Concat Concat_395 3 1 1092_splitncnn_3 1094_splitncnn_2 1097_splitncnn_2 1098 +Convolution Conv_396 1 1 1098 1100 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_95 1 2 1100 1100_splitncnn_0 1100_splitncnn_1 +Concat Concat_398 4 1 1092_splitncnn_2 1094_splitncnn_1 1097_splitncnn_1 1100_splitncnn_1 1101 +Convolution Conv_399 1 1 1101 1103 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_401 5 1 1092_splitncnn_1 1094_splitncnn_0 1097_splitncnn_0 1100_splitncnn_0 1103 1104 +Convolution Conv_402 1 1 1104 1105 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_405 2 1 1105 1092_splitncnn_0 1108 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_408 2 1 1108 1060_splitncnn_0 1111 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_96 1 7 1111 1111_splitncnn_0 1111_splitncnn_1 1111_splitncnn_2 1111_splitncnn_3 1111_splitncnn_4 1111_splitncnn_5 1111_splitncnn_6 +Convolution Conv_409 1 1 1111_splitncnn_6 1113 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_97 1 4 1113 1113_splitncnn_0 1113_splitncnn_1 1113_splitncnn_2 1113_splitncnn_3 +Concat Concat_411 2 1 1111_splitncnn_5 1113_splitncnn_3 1114 +Convolution Conv_412 1 1 1114 1116 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_98 1 3 1116 1116_splitncnn_0 1116_splitncnn_1 1116_splitncnn_2 +Concat Concat_414 3 1 1111_splitncnn_4 1113_splitncnn_2 1116_splitncnn_2 1117 +Convolution Conv_415 1 1 1117 1119 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_99 1 2 1119 1119_splitncnn_0 1119_splitncnn_1 +Concat Concat_417 4 1 1111_splitncnn_3 1113_splitncnn_1 1116_splitncnn_1 1119_splitncnn_1 1120 +Convolution Conv_418 1 1 1120 1122 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_420 5 1 1111_splitncnn_2 1113_splitncnn_0 1116_splitncnn_0 1119_splitncnn_0 1122 1123 +Convolution Conv_421 1 1 1123 1124 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_424 2 1 1124 1111_splitncnn_1 1127 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_100 1 6 1127 1127_splitncnn_0 1127_splitncnn_1 1127_splitncnn_2 1127_splitncnn_3 1127_splitncnn_4 1127_splitncnn_5 +Convolution Conv_425 1 1 1127_splitncnn_5 1129 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_101 1 4 1129 1129_splitncnn_0 1129_splitncnn_1 1129_splitncnn_2 1129_splitncnn_3 +Concat Concat_427 2 1 1127_splitncnn_4 1129_splitncnn_3 1130 +Convolution Conv_428 1 1 1130 1132 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_102 1 3 1132 1132_splitncnn_0 1132_splitncnn_1 1132_splitncnn_2 +Concat Concat_430 3 1 1127_splitncnn_3 1129_splitncnn_2 1132_splitncnn_2 1133 +Convolution Conv_431 1 1 1133 1135 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_103 1 2 1135 1135_splitncnn_0 1135_splitncnn_1 +Concat Concat_433 4 1 1127_splitncnn_2 1129_splitncnn_1 1132_splitncnn_1 1135_splitncnn_1 1136 +Convolution Conv_434 1 1 1136 1138 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_436 5 1 1127_splitncnn_1 1129_splitncnn_0 1132_splitncnn_0 1135_splitncnn_0 1138 1139 +Convolution Conv_437 1 1 1139 1140 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_440 2 1 1140 1127_splitncnn_0 1143 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_104 1 6 1143 1143_splitncnn_0 1143_splitncnn_1 1143_splitncnn_2 1143_splitncnn_3 1143_splitncnn_4 1143_splitncnn_5 +Convolution Conv_441 1 1 1143_splitncnn_5 1145 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_105 1 4 1145 1145_splitncnn_0 1145_splitncnn_1 1145_splitncnn_2 1145_splitncnn_3 +Concat Concat_443 2 1 1143_splitncnn_4 1145_splitncnn_3 1146 +Convolution Conv_444 1 1 1146 1148 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_106 1 3 1148 1148_splitncnn_0 1148_splitncnn_1 1148_splitncnn_2 +Concat Concat_446 3 1 1143_splitncnn_3 1145_splitncnn_2 1148_splitncnn_2 1149 +Convolution Conv_447 1 1 1149 1151 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_107 1 2 1151 1151_splitncnn_0 1151_splitncnn_1 +Concat Concat_449 4 1 1143_splitncnn_2 1145_splitncnn_1 1148_splitncnn_1 1151_splitncnn_1 1152 +Convolution Conv_450 1 1 1152 1154 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_452 5 1 1143_splitncnn_1 1145_splitncnn_0 1148_splitncnn_0 1151_splitncnn_0 1154 1155 +Convolution Conv_453 1 1 1155 1156 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_456 2 1 1156 1143_splitncnn_0 1159 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_459 2 1 1159 1111_splitncnn_0 1162 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_108 1 7 1162 1162_splitncnn_0 1162_splitncnn_1 1162_splitncnn_2 1162_splitncnn_3 1162_splitncnn_4 1162_splitncnn_5 1162_splitncnn_6 +Convolution Conv_460 1 1 1162_splitncnn_6 1164 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_109 1 4 1164 1164_splitncnn_0 1164_splitncnn_1 1164_splitncnn_2 1164_splitncnn_3 +Concat Concat_462 2 1 1162_splitncnn_5 1164_splitncnn_3 1165 +Convolution Conv_463 1 1 1165 1167 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_110 1 3 1167 1167_splitncnn_0 1167_splitncnn_1 1167_splitncnn_2 +Concat Concat_465 3 1 1162_splitncnn_4 1164_splitncnn_2 1167_splitncnn_2 1168 +Convolution Conv_466 1 1 1168 1170 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_111 1 2 1170 1170_splitncnn_0 1170_splitncnn_1 +Concat Concat_468 4 1 1162_splitncnn_3 1164_splitncnn_1 1167_splitncnn_1 1170_splitncnn_1 1171 +Convolution Conv_469 1 1 1171 1173 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_471 5 1 1162_splitncnn_2 1164_splitncnn_0 1167_splitncnn_0 1170_splitncnn_0 1173 1174 +Convolution Conv_472 1 1 1174 1175 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_475 2 1 1175 1162_splitncnn_1 1178 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_112 1 6 1178 1178_splitncnn_0 1178_splitncnn_1 1178_splitncnn_2 1178_splitncnn_3 1178_splitncnn_4 1178_splitncnn_5 +Convolution Conv_476 1 1 1178_splitncnn_5 1180 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_113 1 4 1180 1180_splitncnn_0 1180_splitncnn_1 1180_splitncnn_2 1180_splitncnn_3 +Concat Concat_478 2 1 1178_splitncnn_4 1180_splitncnn_3 1181 +Convolution Conv_479 1 1 1181 1183 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_114 1 3 1183 1183_splitncnn_0 1183_splitncnn_1 1183_splitncnn_2 +Concat Concat_481 3 1 1178_splitncnn_3 1180_splitncnn_2 1183_splitncnn_2 1184 +Convolution Conv_482 1 1 1184 1186 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_115 1 2 1186 1186_splitncnn_0 1186_splitncnn_1 +Concat Concat_484 4 1 1178_splitncnn_2 1180_splitncnn_1 1183_splitncnn_1 1186_splitncnn_1 1187 +Convolution Conv_485 1 1 1187 1189 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_487 5 1 1178_splitncnn_1 1180_splitncnn_0 1183_splitncnn_0 1186_splitncnn_0 1189 1190 +Convolution Conv_488 1 1 1190 1191 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_491 2 1 1191 1178_splitncnn_0 1194 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_116 1 6 1194 1194_splitncnn_0 1194_splitncnn_1 1194_splitncnn_2 1194_splitncnn_3 1194_splitncnn_4 1194_splitncnn_5 +Convolution Conv_492 1 1 1194_splitncnn_5 1196 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_117 1 4 1196 1196_splitncnn_0 1196_splitncnn_1 1196_splitncnn_2 1196_splitncnn_3 +Concat Concat_494 2 1 1194_splitncnn_4 1196_splitncnn_3 1197 +Convolution Conv_495 1 1 1197 1199 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_118 1 3 1199 1199_splitncnn_0 1199_splitncnn_1 1199_splitncnn_2 +Concat Concat_497 3 1 1194_splitncnn_3 1196_splitncnn_2 1199_splitncnn_2 1200 +Convolution Conv_498 1 1 1200 1202 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_119 1 2 1202 1202_splitncnn_0 1202_splitncnn_1 +Concat Concat_500 4 1 1194_splitncnn_2 1196_splitncnn_1 1199_splitncnn_1 1202_splitncnn_1 1203 +Convolution Conv_501 1 1 1203 1205 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_503 5 1 1194_splitncnn_1 1196_splitncnn_0 1199_splitncnn_0 1202_splitncnn_0 1205 1206 +Convolution Conv_504 1 1 1206 1207 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_507 2 1 1207 1194_splitncnn_0 1210 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_510 2 1 1210 1162_splitncnn_0 1213 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_120 1 7 1213 1213_splitncnn_0 1213_splitncnn_1 1213_splitncnn_2 1213_splitncnn_3 1213_splitncnn_4 1213_splitncnn_5 1213_splitncnn_6 +Convolution Conv_511 1 1 1213_splitncnn_6 1215 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_121 1 4 1215 1215_splitncnn_0 1215_splitncnn_1 1215_splitncnn_2 1215_splitncnn_3 +Concat Concat_513 2 1 1213_splitncnn_5 1215_splitncnn_3 1216 +Convolution Conv_514 1 1 1216 1218 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_122 1 3 1218 1218_splitncnn_0 1218_splitncnn_1 1218_splitncnn_2 +Concat Concat_516 3 1 1213_splitncnn_4 1215_splitncnn_2 1218_splitncnn_2 1219 +Convolution Conv_517 1 1 1219 1221 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_123 1 2 1221 1221_splitncnn_0 1221_splitncnn_1 +Concat Concat_519 4 1 1213_splitncnn_3 1215_splitncnn_1 1218_splitncnn_1 1221_splitncnn_1 1222 +Convolution Conv_520 1 1 1222 1224 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_522 5 1 1213_splitncnn_2 1215_splitncnn_0 1218_splitncnn_0 1221_splitncnn_0 1224 1225 +Convolution Conv_523 1 1 1225 1226 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_526 2 1 1226 1213_splitncnn_1 1229 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_124 1 6 1229 1229_splitncnn_0 1229_splitncnn_1 1229_splitncnn_2 1229_splitncnn_3 1229_splitncnn_4 1229_splitncnn_5 +Convolution Conv_527 1 1 1229_splitncnn_5 1231 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_125 1 4 1231 1231_splitncnn_0 1231_splitncnn_1 1231_splitncnn_2 1231_splitncnn_3 +Concat Concat_529 2 1 1229_splitncnn_4 1231_splitncnn_3 1232 +Convolution Conv_530 1 1 1232 1234 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_126 1 3 1234 1234_splitncnn_0 1234_splitncnn_1 1234_splitncnn_2 +Concat Concat_532 3 1 1229_splitncnn_3 1231_splitncnn_2 1234_splitncnn_2 1235 +Convolution Conv_533 1 1 1235 1237 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_127 1 2 1237 1237_splitncnn_0 1237_splitncnn_1 +Concat Concat_535 4 1 1229_splitncnn_2 1231_splitncnn_1 1234_splitncnn_1 1237_splitncnn_1 1238 +Convolution Conv_536 1 1 1238 1240 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_538 5 1 1229_splitncnn_1 1231_splitncnn_0 1234_splitncnn_0 1237_splitncnn_0 1240 1241 +Convolution Conv_539 1 1 1241 1242 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_542 2 1 1242 1229_splitncnn_0 1245 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_128 1 6 1245 1245_splitncnn_0 1245_splitncnn_1 1245_splitncnn_2 1245_splitncnn_3 1245_splitncnn_4 1245_splitncnn_5 +Convolution Conv_543 1 1 1245_splitncnn_5 1247 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_129 1 4 1247 1247_splitncnn_0 1247_splitncnn_1 1247_splitncnn_2 1247_splitncnn_3 +Concat Concat_545 2 1 1245_splitncnn_4 1247_splitncnn_3 1248 +Convolution Conv_546 1 1 1248 1250 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_130 1 3 1250 1250_splitncnn_0 1250_splitncnn_1 1250_splitncnn_2 +Concat Concat_548 3 1 1245_splitncnn_3 1247_splitncnn_2 1250_splitncnn_2 1251 +Convolution Conv_549 1 1 1251 1253 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_131 1 2 1253 1253_splitncnn_0 1253_splitncnn_1 +Concat Concat_551 4 1 1245_splitncnn_2 1247_splitncnn_1 1250_splitncnn_1 1253_splitncnn_1 1254 +Convolution Conv_552 1 1 1254 1256 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_554 5 1 1245_splitncnn_1 1247_splitncnn_0 1250_splitncnn_0 1253_splitncnn_0 1256 1257 +Convolution Conv_555 1 1 1257 1258 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_558 2 1 1258 1245_splitncnn_0 1261 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_561 2 1 1261 1213_splitncnn_0 1264 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_132 1 7 1264 1264_splitncnn_0 1264_splitncnn_1 1264_splitncnn_2 1264_splitncnn_3 1264_splitncnn_4 1264_splitncnn_5 1264_splitncnn_6 +Convolution Conv_562 1 1 1264_splitncnn_6 1266 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_133 1 4 1266 1266_splitncnn_0 1266_splitncnn_1 1266_splitncnn_2 1266_splitncnn_3 +Concat Concat_564 2 1 1264_splitncnn_5 1266_splitncnn_3 1267 +Convolution Conv_565 1 1 1267 1269 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_134 1 3 1269 1269_splitncnn_0 1269_splitncnn_1 1269_splitncnn_2 +Concat Concat_567 3 1 1264_splitncnn_4 1266_splitncnn_2 1269_splitncnn_2 1270 +Convolution Conv_568 1 1 1270 1272 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_135 1 2 1272 1272_splitncnn_0 1272_splitncnn_1 +Concat Concat_570 4 1 1264_splitncnn_3 1266_splitncnn_1 1269_splitncnn_1 1272_splitncnn_1 1273 +Convolution Conv_571 1 1 1273 1275 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_573 5 1 1264_splitncnn_2 1266_splitncnn_0 1269_splitncnn_0 1272_splitncnn_0 1275 1276 +Convolution Conv_574 1 1 1276 1277 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_577 2 1 1277 1264_splitncnn_1 1280 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_136 1 6 1280 1280_splitncnn_0 1280_splitncnn_1 1280_splitncnn_2 1280_splitncnn_3 1280_splitncnn_4 1280_splitncnn_5 +Convolution Conv_578 1 1 1280_splitncnn_5 1282 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_137 1 4 1282 1282_splitncnn_0 1282_splitncnn_1 1282_splitncnn_2 1282_splitncnn_3 +Concat Concat_580 2 1 1280_splitncnn_4 1282_splitncnn_3 1283 +Convolution Conv_581 1 1 1283 1285 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_138 1 3 1285 1285_splitncnn_0 1285_splitncnn_1 1285_splitncnn_2 +Concat Concat_583 3 1 1280_splitncnn_3 1282_splitncnn_2 1285_splitncnn_2 1286 +Convolution Conv_584 1 1 1286 1288 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_139 1 2 1288 1288_splitncnn_0 1288_splitncnn_1 +Concat Concat_586 4 1 1280_splitncnn_2 1282_splitncnn_1 1285_splitncnn_1 1288_splitncnn_1 1289 +Convolution Conv_587 1 1 1289 1291 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_589 5 1 1280_splitncnn_1 1282_splitncnn_0 1285_splitncnn_0 1288_splitncnn_0 1291 1292 +Convolution Conv_590 1 1 1292 1293 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_593 2 1 1293 1280_splitncnn_0 1296 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_140 1 6 1296 1296_splitncnn_0 1296_splitncnn_1 1296_splitncnn_2 1296_splitncnn_3 1296_splitncnn_4 1296_splitncnn_5 +Convolution Conv_594 1 1 1296_splitncnn_5 1298 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_141 1 4 1298 1298_splitncnn_0 1298_splitncnn_1 1298_splitncnn_2 1298_splitncnn_3 +Concat Concat_596 2 1 1296_splitncnn_4 1298_splitncnn_3 1299 +Convolution Conv_597 1 1 1299 1301 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_142 1 3 1301 1301_splitncnn_0 1301_splitncnn_1 1301_splitncnn_2 +Concat Concat_599 3 1 1296_splitncnn_3 1298_splitncnn_2 1301_splitncnn_2 1302 +Convolution Conv_600 1 1 1302 1304 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_143 1 2 1304 1304_splitncnn_0 1304_splitncnn_1 +Concat Concat_602 4 1 1296_splitncnn_2 1298_splitncnn_1 1301_splitncnn_1 1304_splitncnn_1 1305 +Convolution Conv_603 1 1 1305 1307 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_605 5 1 1296_splitncnn_1 1298_splitncnn_0 1301_splitncnn_0 1304_splitncnn_0 1307 1308 +Convolution Conv_606 1 1 1308 1309 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_609 2 1 1309 1296_splitncnn_0 1312 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_612 2 1 1312 1264_splitncnn_0 1315 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_144 1 7 1315 1315_splitncnn_0 1315_splitncnn_1 1315_splitncnn_2 1315_splitncnn_3 1315_splitncnn_4 1315_splitncnn_5 1315_splitncnn_6 +Convolution Conv_613 1 1 1315_splitncnn_6 1317 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_145 1 4 1317 1317_splitncnn_0 1317_splitncnn_1 1317_splitncnn_2 1317_splitncnn_3 +Concat Concat_615 2 1 1315_splitncnn_5 1317_splitncnn_3 1318 +Convolution Conv_616 1 1 1318 1320 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_146 1 3 1320 1320_splitncnn_0 1320_splitncnn_1 1320_splitncnn_2 +Concat Concat_618 3 1 1315_splitncnn_4 1317_splitncnn_2 1320_splitncnn_2 1321 +Convolution Conv_619 1 1 1321 1323 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_147 1 2 1323 1323_splitncnn_0 1323_splitncnn_1 +Concat Concat_621 4 1 1315_splitncnn_3 1317_splitncnn_1 1320_splitncnn_1 1323_splitncnn_1 1324 +Convolution Conv_622 1 1 1324 1326 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_624 5 1 1315_splitncnn_2 1317_splitncnn_0 1320_splitncnn_0 1323_splitncnn_0 1326 1327 +Convolution Conv_625 1 1 1327 1328 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_628 2 1 1328 1315_splitncnn_1 1331 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_148 1 6 1331 1331_splitncnn_0 1331_splitncnn_1 1331_splitncnn_2 1331_splitncnn_3 1331_splitncnn_4 1331_splitncnn_5 +Convolution Conv_629 1 1 1331_splitncnn_5 1333 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_149 1 4 1333 1333_splitncnn_0 1333_splitncnn_1 1333_splitncnn_2 1333_splitncnn_3 +Concat Concat_631 2 1 1331_splitncnn_4 1333_splitncnn_3 1334 +Convolution Conv_632 1 1 1334 1336 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_150 1 3 1336 1336_splitncnn_0 1336_splitncnn_1 1336_splitncnn_2 +Concat Concat_634 3 1 1331_splitncnn_3 1333_splitncnn_2 1336_splitncnn_2 1337 +Convolution Conv_635 1 1 1337 1339 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_151 1 2 1339 1339_splitncnn_0 1339_splitncnn_1 +Concat Concat_637 4 1 1331_splitncnn_2 1333_splitncnn_1 1336_splitncnn_1 1339_splitncnn_1 1340 +Convolution Conv_638 1 1 1340 1342 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_640 5 1 1331_splitncnn_1 1333_splitncnn_0 1336_splitncnn_0 1339_splitncnn_0 1342 1343 +Convolution Conv_641 1 1 1343 1344 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_644 2 1 1344 1331_splitncnn_0 1347 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_152 1 6 1347 1347_splitncnn_0 1347_splitncnn_1 1347_splitncnn_2 1347_splitncnn_3 1347_splitncnn_4 1347_splitncnn_5 +Convolution Conv_645 1 1 1347_splitncnn_5 1349 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_153 1 4 1349 1349_splitncnn_0 1349_splitncnn_1 1349_splitncnn_2 1349_splitncnn_3 +Concat Concat_647 2 1 1347_splitncnn_4 1349_splitncnn_3 1350 +Convolution Conv_648 1 1 1350 1352 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_154 1 3 1352 1352_splitncnn_0 1352_splitncnn_1 1352_splitncnn_2 +Concat Concat_650 3 1 1347_splitncnn_3 1349_splitncnn_2 1352_splitncnn_2 1353 +Convolution Conv_651 1 1 1353 1355 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_155 1 2 1355 1355_splitncnn_0 1355_splitncnn_1 +Concat Concat_653 4 1 1347_splitncnn_2 1349_splitncnn_1 1352_splitncnn_1 1355_splitncnn_1 1356 +Convolution Conv_654 1 1 1356 1358 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_656 5 1 1347_splitncnn_1 1349_splitncnn_0 1352_splitncnn_0 1355_splitncnn_0 1358 1359 +Convolution Conv_657 1 1 1359 1360 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_660 2 1 1360 1347_splitncnn_0 1363 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_663 2 1 1363 1315_splitncnn_0 1366 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_156 1 7 1366 1366_splitncnn_0 1366_splitncnn_1 1366_splitncnn_2 1366_splitncnn_3 1366_splitncnn_4 1366_splitncnn_5 1366_splitncnn_6 +Convolution Conv_664 1 1 1366_splitncnn_6 1368 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_157 1 4 1368 1368_splitncnn_0 1368_splitncnn_1 1368_splitncnn_2 1368_splitncnn_3 +Concat Concat_666 2 1 1366_splitncnn_5 1368_splitncnn_3 1369 +Convolution Conv_667 1 1 1369 1371 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_158 1 3 1371 1371_splitncnn_0 1371_splitncnn_1 1371_splitncnn_2 +Concat Concat_669 3 1 1366_splitncnn_4 1368_splitncnn_2 1371_splitncnn_2 1372 +Convolution Conv_670 1 1 1372 1374 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_159 1 2 1374 1374_splitncnn_0 1374_splitncnn_1 +Concat Concat_672 4 1 1366_splitncnn_3 1368_splitncnn_1 1371_splitncnn_1 1374_splitncnn_1 1375 +Convolution Conv_673 1 1 1375 1377 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_675 5 1 1366_splitncnn_2 1368_splitncnn_0 1371_splitncnn_0 1374_splitncnn_0 1377 1378 +Convolution Conv_676 1 1 1378 1379 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_679 2 1 1379 1366_splitncnn_1 1382 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_160 1 6 1382 1382_splitncnn_0 1382_splitncnn_1 1382_splitncnn_2 1382_splitncnn_3 1382_splitncnn_4 1382_splitncnn_5 +Convolution Conv_680 1 1 1382_splitncnn_5 1384 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_161 1 4 1384 1384_splitncnn_0 1384_splitncnn_1 1384_splitncnn_2 1384_splitncnn_3 +Concat Concat_682 2 1 1382_splitncnn_4 1384_splitncnn_3 1385 +Convolution Conv_683 1 1 1385 1387 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_162 1 3 1387 1387_splitncnn_0 1387_splitncnn_1 1387_splitncnn_2 +Concat Concat_685 3 1 1382_splitncnn_3 1384_splitncnn_2 1387_splitncnn_2 1388 +Convolution Conv_686 1 1 1388 1390 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_163 1 2 1390 1390_splitncnn_0 1390_splitncnn_1 +Concat Concat_688 4 1 1382_splitncnn_2 1384_splitncnn_1 1387_splitncnn_1 1390_splitncnn_1 1391 +Convolution Conv_689 1 1 1391 1393 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_691 5 1 1382_splitncnn_1 1384_splitncnn_0 1387_splitncnn_0 1390_splitncnn_0 1393 1394 +Convolution Conv_692 1 1 1394 1395 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_695 2 1 1395 1382_splitncnn_0 1398 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_164 1 6 1398 1398_splitncnn_0 1398_splitncnn_1 1398_splitncnn_2 1398_splitncnn_3 1398_splitncnn_4 1398_splitncnn_5 +Convolution Conv_696 1 1 1398_splitncnn_5 1400 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_165 1 4 1400 1400_splitncnn_0 1400_splitncnn_1 1400_splitncnn_2 1400_splitncnn_3 +Concat Concat_698 2 1 1398_splitncnn_4 1400_splitncnn_3 1401 +Convolution Conv_699 1 1 1401 1403 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_166 1 3 1403 1403_splitncnn_0 1403_splitncnn_1 1403_splitncnn_2 +Concat Concat_701 3 1 1398_splitncnn_3 1400_splitncnn_2 1403_splitncnn_2 1404 +Convolution Conv_702 1 1 1404 1406 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_167 1 2 1406 1406_splitncnn_0 1406_splitncnn_1 +Concat Concat_704 4 1 1398_splitncnn_2 1400_splitncnn_1 1403_splitncnn_1 1406_splitncnn_1 1407 +Convolution Conv_705 1 1 1407 1409 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_707 5 1 1398_splitncnn_1 1400_splitncnn_0 1403_splitncnn_0 1406_splitncnn_0 1409 1410 +Convolution Conv_708 1 1 1410 1411 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_711 2 1 1411 1398_splitncnn_0 1414 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_714 2 1 1414 1366_splitncnn_0 1417 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_168 1 7 1417 1417_splitncnn_0 1417_splitncnn_1 1417_splitncnn_2 1417_splitncnn_3 1417_splitncnn_4 1417_splitncnn_5 1417_splitncnn_6 +Convolution Conv_715 1 1 1417_splitncnn_6 1419 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_169 1 4 1419 1419_splitncnn_0 1419_splitncnn_1 1419_splitncnn_2 1419_splitncnn_3 +Concat Concat_717 2 1 1417_splitncnn_5 1419_splitncnn_3 1420 +Convolution Conv_718 1 1 1420 1422 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_170 1 3 1422 1422_splitncnn_0 1422_splitncnn_1 1422_splitncnn_2 +Concat Concat_720 3 1 1417_splitncnn_4 1419_splitncnn_2 1422_splitncnn_2 1423 +Convolution Conv_721 1 1 1423 1425 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_171 1 2 1425 1425_splitncnn_0 1425_splitncnn_1 +Concat Concat_723 4 1 1417_splitncnn_3 1419_splitncnn_1 1422_splitncnn_1 1425_splitncnn_1 1426 +Convolution Conv_724 1 1 1426 1428 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_726 5 1 1417_splitncnn_2 1419_splitncnn_0 1422_splitncnn_0 1425_splitncnn_0 1428 1429 +Convolution Conv_727 1 1 1429 1430 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_730 2 1 1430 1417_splitncnn_1 1433 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_172 1 6 1433 1433_splitncnn_0 1433_splitncnn_1 1433_splitncnn_2 1433_splitncnn_3 1433_splitncnn_4 1433_splitncnn_5 +Convolution Conv_731 1 1 1433_splitncnn_5 1435 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_173 1 4 1435 1435_splitncnn_0 1435_splitncnn_1 1435_splitncnn_2 1435_splitncnn_3 +Concat Concat_733 2 1 1433_splitncnn_4 1435_splitncnn_3 1436 +Convolution Conv_734 1 1 1436 1438 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_174 1 3 1438 1438_splitncnn_0 1438_splitncnn_1 1438_splitncnn_2 +Concat Concat_736 3 1 1433_splitncnn_3 1435_splitncnn_2 1438_splitncnn_2 1439 +Convolution Conv_737 1 1 1439 1441 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_175 1 2 1441 1441_splitncnn_0 1441_splitncnn_1 +Concat Concat_739 4 1 1433_splitncnn_2 1435_splitncnn_1 1438_splitncnn_1 1441_splitncnn_1 1442 +Convolution Conv_740 1 1 1442 1444 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_742 5 1 1433_splitncnn_1 1435_splitncnn_0 1438_splitncnn_0 1441_splitncnn_0 1444 1445 +Convolution Conv_743 1 1 1445 1446 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_746 2 1 1446 1433_splitncnn_0 1449 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_176 1 6 1449 1449_splitncnn_0 1449_splitncnn_1 1449_splitncnn_2 1449_splitncnn_3 1449_splitncnn_4 1449_splitncnn_5 +Convolution Conv_747 1 1 1449_splitncnn_5 1451 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_177 1 4 1451 1451_splitncnn_0 1451_splitncnn_1 1451_splitncnn_2 1451_splitncnn_3 +Concat Concat_749 2 1 1449_splitncnn_4 1451_splitncnn_3 1452 +Convolution Conv_750 1 1 1452 1454 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_178 1 3 1454 1454_splitncnn_0 1454_splitncnn_1 1454_splitncnn_2 +Concat Concat_752 3 1 1449_splitncnn_3 1451_splitncnn_2 1454_splitncnn_2 1455 +Convolution Conv_753 1 1 1455 1457 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_179 1 2 1457 1457_splitncnn_0 1457_splitncnn_1 +Concat Concat_755 4 1 1449_splitncnn_2 1451_splitncnn_1 1454_splitncnn_1 1457_splitncnn_1 1458 +Convolution Conv_756 1 1 1458 1460 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_758 5 1 1449_splitncnn_1 1451_splitncnn_0 1454_splitncnn_0 1457_splitncnn_0 1460 1461 +Convolution Conv_759 1 1 1461 1462 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_762 2 1 1462 1449_splitncnn_0 1465 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_765 2 1 1465 1417_splitncnn_0 1468 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_180 1 7 1468 1468_splitncnn_0 1468_splitncnn_1 1468_splitncnn_2 1468_splitncnn_3 1468_splitncnn_4 1468_splitncnn_5 1468_splitncnn_6 +Convolution Conv_766 1 1 1468_splitncnn_6 1470 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_181 1 4 1470 1470_splitncnn_0 1470_splitncnn_1 1470_splitncnn_2 1470_splitncnn_3 +Concat Concat_768 2 1 1468_splitncnn_5 1470_splitncnn_3 1471 +Convolution Conv_769 1 1 1471 1473 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_182 1 3 1473 1473_splitncnn_0 1473_splitncnn_1 1473_splitncnn_2 +Concat Concat_771 3 1 1468_splitncnn_4 1470_splitncnn_2 1473_splitncnn_2 1474 +Convolution Conv_772 1 1 1474 1476 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_183 1 2 1476 1476_splitncnn_0 1476_splitncnn_1 +Concat Concat_774 4 1 1468_splitncnn_3 1470_splitncnn_1 1473_splitncnn_1 1476_splitncnn_1 1477 +Convolution Conv_775 1 1 1477 1479 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_777 5 1 1468_splitncnn_2 1470_splitncnn_0 1473_splitncnn_0 1476_splitncnn_0 1479 1480 +Convolution Conv_778 1 1 1480 1481 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_781 2 1 1481 1468_splitncnn_1 1484 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_184 1 6 1484 1484_splitncnn_0 1484_splitncnn_1 1484_splitncnn_2 1484_splitncnn_3 1484_splitncnn_4 1484_splitncnn_5 +Convolution Conv_782 1 1 1484_splitncnn_5 1486 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_185 1 4 1486 1486_splitncnn_0 1486_splitncnn_1 1486_splitncnn_2 1486_splitncnn_3 +Concat Concat_784 2 1 1484_splitncnn_4 1486_splitncnn_3 1487 +Convolution Conv_785 1 1 1487 1489 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_186 1 3 1489 1489_splitncnn_0 1489_splitncnn_1 1489_splitncnn_2 +Concat Concat_787 3 1 1484_splitncnn_3 1486_splitncnn_2 1489_splitncnn_2 1490 +Convolution Conv_788 1 1 1490 1492 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_187 1 2 1492 1492_splitncnn_0 1492_splitncnn_1 +Concat Concat_790 4 1 1484_splitncnn_2 1486_splitncnn_1 1489_splitncnn_1 1492_splitncnn_1 1493 +Convolution Conv_791 1 1 1493 1495 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_793 5 1 1484_splitncnn_1 1486_splitncnn_0 1489_splitncnn_0 1492_splitncnn_0 1495 1496 +Convolution Conv_794 1 1 1496 1497 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_797 2 1 1497 1484_splitncnn_0 1500 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_188 1 6 1500 1500_splitncnn_0 1500_splitncnn_1 1500_splitncnn_2 1500_splitncnn_3 1500_splitncnn_4 1500_splitncnn_5 +Convolution Conv_798 1 1 1500_splitncnn_5 1502 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_189 1 4 1502 1502_splitncnn_0 1502_splitncnn_1 1502_splitncnn_2 1502_splitncnn_3 +Concat Concat_800 2 1 1500_splitncnn_4 1502_splitncnn_3 1503 +Convolution Conv_801 1 1 1503 1505 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_190 1 3 1505 1505_splitncnn_0 1505_splitncnn_1 1505_splitncnn_2 +Concat Concat_803 3 1 1500_splitncnn_3 1502_splitncnn_2 1505_splitncnn_2 1506 +Convolution Conv_804 1 1 1506 1508 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_191 1 2 1508 1508_splitncnn_0 1508_splitncnn_1 +Concat Concat_806 4 1 1500_splitncnn_2 1502_splitncnn_1 1505_splitncnn_1 1508_splitncnn_1 1509 +Convolution Conv_807 1 1 1509 1511 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_809 5 1 1500_splitncnn_1 1502_splitncnn_0 1505_splitncnn_0 1508_splitncnn_0 1511 1512 +Convolution Conv_810 1 1 1512 1513 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_813 2 1 1513 1500_splitncnn_0 1516 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_816 2 1 1516 1468_splitncnn_0 1519 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_192 1 7 1519 1519_splitncnn_0 1519_splitncnn_1 1519_splitncnn_2 1519_splitncnn_3 1519_splitncnn_4 1519_splitncnn_5 1519_splitncnn_6 +Convolution Conv_817 1 1 1519_splitncnn_6 1521 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_193 1 4 1521 1521_splitncnn_0 1521_splitncnn_1 1521_splitncnn_2 1521_splitncnn_3 +Concat Concat_819 2 1 1519_splitncnn_5 1521_splitncnn_3 1522 +Convolution Conv_820 1 1 1522 1524 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_194 1 3 1524 1524_splitncnn_0 1524_splitncnn_1 1524_splitncnn_2 +Concat Concat_822 3 1 1519_splitncnn_4 1521_splitncnn_2 1524_splitncnn_2 1525 +Convolution Conv_823 1 1 1525 1527 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_195 1 2 1527 1527_splitncnn_0 1527_splitncnn_1 +Concat Concat_825 4 1 1519_splitncnn_3 1521_splitncnn_1 1524_splitncnn_1 1527_splitncnn_1 1528 +Convolution Conv_826 1 1 1528 1530 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_828 5 1 1519_splitncnn_2 1521_splitncnn_0 1524_splitncnn_0 1527_splitncnn_0 1530 1531 +Convolution Conv_829 1 1 1531 1532 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_832 2 1 1532 1519_splitncnn_1 1535 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_196 1 6 1535 1535_splitncnn_0 1535_splitncnn_1 1535_splitncnn_2 1535_splitncnn_3 1535_splitncnn_4 1535_splitncnn_5 +Convolution Conv_833 1 1 1535_splitncnn_5 1537 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_197 1 4 1537 1537_splitncnn_0 1537_splitncnn_1 1537_splitncnn_2 1537_splitncnn_3 +Concat Concat_835 2 1 1535_splitncnn_4 1537_splitncnn_3 1538 +Convolution Conv_836 1 1 1538 1540 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_198 1 3 1540 1540_splitncnn_0 1540_splitncnn_1 1540_splitncnn_2 +Concat Concat_838 3 1 1535_splitncnn_3 1537_splitncnn_2 1540_splitncnn_2 1541 +Convolution Conv_839 1 1 1541 1543 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_199 1 2 1543 1543_splitncnn_0 1543_splitncnn_1 +Concat Concat_841 4 1 1535_splitncnn_2 1537_splitncnn_1 1540_splitncnn_1 1543_splitncnn_1 1544 +Convolution Conv_842 1 1 1544 1546 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_844 5 1 1535_splitncnn_1 1537_splitncnn_0 1540_splitncnn_0 1543_splitncnn_0 1546 1547 +Convolution Conv_845 1 1 1547 1548 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_848 2 1 1548 1535_splitncnn_0 1551 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_200 1 6 1551 1551_splitncnn_0 1551_splitncnn_1 1551_splitncnn_2 1551_splitncnn_3 1551_splitncnn_4 1551_splitncnn_5 +Convolution Conv_849 1 1 1551_splitncnn_5 1553 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_201 1 4 1553 1553_splitncnn_0 1553_splitncnn_1 1553_splitncnn_2 1553_splitncnn_3 +Concat Concat_851 2 1 1551_splitncnn_4 1553_splitncnn_3 1554 +Convolution Conv_852 1 1 1554 1556 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_202 1 3 1556 1556_splitncnn_0 1556_splitncnn_1 1556_splitncnn_2 +Concat Concat_854 3 1 1551_splitncnn_3 1553_splitncnn_2 1556_splitncnn_2 1557 +Convolution Conv_855 1 1 1557 1559 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_203 1 2 1559 1559_splitncnn_0 1559_splitncnn_1 +Concat Concat_857 4 1 1551_splitncnn_2 1553_splitncnn_1 1556_splitncnn_1 1559_splitncnn_1 1560 +Convolution Conv_858 1 1 1560 1562 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_860 5 1 1551_splitncnn_1 1553_splitncnn_0 1556_splitncnn_0 1559_splitncnn_0 1562 1563 +Convolution Conv_861 1 1 1563 1564 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_864 2 1 1564 1551_splitncnn_0 1567 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_867 2 1 1567 1519_splitncnn_0 1570 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_204 1 7 1570 1570_splitncnn_0 1570_splitncnn_1 1570_splitncnn_2 1570_splitncnn_3 1570_splitncnn_4 1570_splitncnn_5 1570_splitncnn_6 +Convolution Conv_868 1 1 1570_splitncnn_6 1572 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_205 1 4 1572 1572_splitncnn_0 1572_splitncnn_1 1572_splitncnn_2 1572_splitncnn_3 +Concat Concat_870 2 1 1570_splitncnn_5 1572_splitncnn_3 1573 +Convolution Conv_871 1 1 1573 1575 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_206 1 3 1575 1575_splitncnn_0 1575_splitncnn_1 1575_splitncnn_2 +Concat Concat_873 3 1 1570_splitncnn_4 1572_splitncnn_2 1575_splitncnn_2 1576 +Convolution Conv_874 1 1 1576 1578 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_207 1 2 1578 1578_splitncnn_0 1578_splitncnn_1 +Concat Concat_876 4 1 1570_splitncnn_3 1572_splitncnn_1 1575_splitncnn_1 1578_splitncnn_1 1579 +Convolution Conv_877 1 1 1579 1581 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_879 5 1 1570_splitncnn_2 1572_splitncnn_0 1575_splitncnn_0 1578_splitncnn_0 1581 1582 +Convolution Conv_880 1 1 1582 1583 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_883 2 1 1583 1570_splitncnn_1 1586 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_208 1 6 1586 1586_splitncnn_0 1586_splitncnn_1 1586_splitncnn_2 1586_splitncnn_3 1586_splitncnn_4 1586_splitncnn_5 +Convolution Conv_884 1 1 1586_splitncnn_5 1588 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_209 1 4 1588 1588_splitncnn_0 1588_splitncnn_1 1588_splitncnn_2 1588_splitncnn_3 +Concat Concat_886 2 1 1586_splitncnn_4 1588_splitncnn_3 1589 +Convolution Conv_887 1 1 1589 1591 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_210 1 3 1591 1591_splitncnn_0 1591_splitncnn_1 1591_splitncnn_2 +Concat Concat_889 3 1 1586_splitncnn_3 1588_splitncnn_2 1591_splitncnn_2 1592 +Convolution Conv_890 1 1 1592 1594 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_211 1 2 1594 1594_splitncnn_0 1594_splitncnn_1 +Concat Concat_892 4 1 1586_splitncnn_2 1588_splitncnn_1 1591_splitncnn_1 1594_splitncnn_1 1595 +Convolution Conv_893 1 1 1595 1597 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_895 5 1 1586_splitncnn_1 1588_splitncnn_0 1591_splitncnn_0 1594_splitncnn_0 1597 1598 +Convolution Conv_896 1 1 1598 1599 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_899 2 1 1599 1586_splitncnn_0 1602 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_212 1 6 1602 1602_splitncnn_0 1602_splitncnn_1 1602_splitncnn_2 1602_splitncnn_3 1602_splitncnn_4 1602_splitncnn_5 +Convolution Conv_900 1 1 1602_splitncnn_5 1604 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_213 1 4 1604 1604_splitncnn_0 1604_splitncnn_1 1604_splitncnn_2 1604_splitncnn_3 +Concat Concat_902 2 1 1602_splitncnn_4 1604_splitncnn_3 1605 +Convolution Conv_903 1 1 1605 1607 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_214 1 3 1607 1607_splitncnn_0 1607_splitncnn_1 1607_splitncnn_2 +Concat Concat_905 3 1 1602_splitncnn_3 1604_splitncnn_2 1607_splitncnn_2 1608 +Convolution Conv_906 1 1 1608 1610 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_215 1 2 1610 1610_splitncnn_0 1610_splitncnn_1 +Concat Concat_908 4 1 1602_splitncnn_2 1604_splitncnn_1 1607_splitncnn_1 1610_splitncnn_1 1611 +Convolution Conv_909 1 1 1611 1613 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_911 5 1 1602_splitncnn_1 1604_splitncnn_0 1607_splitncnn_0 1610_splitncnn_0 1613 1614 +Convolution Conv_912 1 1 1614 1615 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_915 2 1 1615 1602_splitncnn_0 1618 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_918 2 1 1618 1570_splitncnn_0 1621 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_216 1 7 1621 1621_splitncnn_0 1621_splitncnn_1 1621_splitncnn_2 1621_splitncnn_3 1621_splitncnn_4 1621_splitncnn_5 1621_splitncnn_6 +Convolution Conv_919 1 1 1621_splitncnn_6 1623 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_217 1 4 1623 1623_splitncnn_0 1623_splitncnn_1 1623_splitncnn_2 1623_splitncnn_3 +Concat Concat_921 2 1 1621_splitncnn_5 1623_splitncnn_3 1624 +Convolution Conv_922 1 1 1624 1626 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_218 1 3 1626 1626_splitncnn_0 1626_splitncnn_1 1626_splitncnn_2 +Concat Concat_924 3 1 1621_splitncnn_4 1623_splitncnn_2 1626_splitncnn_2 1627 +Convolution Conv_925 1 1 1627 1629 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_219 1 2 1629 1629_splitncnn_0 1629_splitncnn_1 +Concat Concat_927 4 1 1621_splitncnn_3 1623_splitncnn_1 1626_splitncnn_1 1629_splitncnn_1 1630 +Convolution Conv_928 1 1 1630 1632 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_930 5 1 1621_splitncnn_2 1623_splitncnn_0 1626_splitncnn_0 1629_splitncnn_0 1632 1633 +Convolution Conv_931 1 1 1633 1634 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_934 2 1 1634 1621_splitncnn_1 1637 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_220 1 6 1637 1637_splitncnn_0 1637_splitncnn_1 1637_splitncnn_2 1637_splitncnn_3 1637_splitncnn_4 1637_splitncnn_5 +Convolution Conv_935 1 1 1637_splitncnn_5 1639 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_221 1 4 1639 1639_splitncnn_0 1639_splitncnn_1 1639_splitncnn_2 1639_splitncnn_3 +Concat Concat_937 2 1 1637_splitncnn_4 1639_splitncnn_3 1640 +Convolution Conv_938 1 1 1640 1642 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_222 1 3 1642 1642_splitncnn_0 1642_splitncnn_1 1642_splitncnn_2 +Concat Concat_940 3 1 1637_splitncnn_3 1639_splitncnn_2 1642_splitncnn_2 1643 +Convolution Conv_941 1 1 1643 1645 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_223 1 2 1645 1645_splitncnn_0 1645_splitncnn_1 +Concat Concat_943 4 1 1637_splitncnn_2 1639_splitncnn_1 1642_splitncnn_1 1645_splitncnn_1 1646 +Convolution Conv_944 1 1 1646 1648 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_946 5 1 1637_splitncnn_1 1639_splitncnn_0 1642_splitncnn_0 1645_splitncnn_0 1648 1649 +Convolution Conv_947 1 1 1649 1650 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_950 2 1 1650 1637_splitncnn_0 1653 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_224 1 6 1653 1653_splitncnn_0 1653_splitncnn_1 1653_splitncnn_2 1653_splitncnn_3 1653_splitncnn_4 1653_splitncnn_5 +Convolution Conv_951 1 1 1653_splitncnn_5 1655 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_225 1 4 1655 1655_splitncnn_0 1655_splitncnn_1 1655_splitncnn_2 1655_splitncnn_3 +Concat Concat_953 2 1 1653_splitncnn_4 1655_splitncnn_3 1656 +Convolution Conv_954 1 1 1656 1658 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_226 1 3 1658 1658_splitncnn_0 1658_splitncnn_1 1658_splitncnn_2 +Concat Concat_956 3 1 1653_splitncnn_3 1655_splitncnn_2 1658_splitncnn_2 1659 +Convolution Conv_957 1 1 1659 1661 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_227 1 2 1661 1661_splitncnn_0 1661_splitncnn_1 +Concat Concat_959 4 1 1653_splitncnn_2 1655_splitncnn_1 1658_splitncnn_1 1661_splitncnn_1 1662 +Convolution Conv_960 1 1 1662 1664 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_962 5 1 1653_splitncnn_1 1655_splitncnn_0 1658_splitncnn_0 1661_splitncnn_0 1664 1665 +Convolution Conv_963 1 1 1665 1666 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_966 2 1 1666 1653_splitncnn_0 1669 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_969 2 1 1669 1621_splitncnn_0 1672 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_228 1 7 1672 1672_splitncnn_0 1672_splitncnn_1 1672_splitncnn_2 1672_splitncnn_3 1672_splitncnn_4 1672_splitncnn_5 1672_splitncnn_6 +Convolution Conv_970 1 1 1672_splitncnn_6 1674 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_229 1 4 1674 1674_splitncnn_0 1674_splitncnn_1 1674_splitncnn_2 1674_splitncnn_3 +Concat Concat_972 2 1 1672_splitncnn_5 1674_splitncnn_3 1675 +Convolution Conv_973 1 1 1675 1677 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_230 1 3 1677 1677_splitncnn_0 1677_splitncnn_1 1677_splitncnn_2 +Concat Concat_975 3 1 1672_splitncnn_4 1674_splitncnn_2 1677_splitncnn_2 1678 +Convolution Conv_976 1 1 1678 1680 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_231 1 2 1680 1680_splitncnn_0 1680_splitncnn_1 +Concat Concat_978 4 1 1672_splitncnn_3 1674_splitncnn_1 1677_splitncnn_1 1680_splitncnn_1 1681 +Convolution Conv_979 1 1 1681 1683 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_981 5 1 1672_splitncnn_2 1674_splitncnn_0 1677_splitncnn_0 1680_splitncnn_0 1683 1684 +Convolution Conv_982 1 1 1684 1685 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_985 2 1 1685 1672_splitncnn_1 1688 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_232 1 6 1688 1688_splitncnn_0 1688_splitncnn_1 1688_splitncnn_2 1688_splitncnn_3 1688_splitncnn_4 1688_splitncnn_5 +Convolution Conv_986 1 1 1688_splitncnn_5 1690 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_233 1 4 1690 1690_splitncnn_0 1690_splitncnn_1 1690_splitncnn_2 1690_splitncnn_3 +Concat Concat_988 2 1 1688_splitncnn_4 1690_splitncnn_3 1691 +Convolution Conv_989 1 1 1691 1693 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_234 1 3 1693 1693_splitncnn_0 1693_splitncnn_1 1693_splitncnn_2 +Concat Concat_991 3 1 1688_splitncnn_3 1690_splitncnn_2 1693_splitncnn_2 1694 +Convolution Conv_992 1 1 1694 1696 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_235 1 2 1696 1696_splitncnn_0 1696_splitncnn_1 +Concat Concat_994 4 1 1688_splitncnn_2 1690_splitncnn_1 1693_splitncnn_1 1696_splitncnn_1 1697 +Convolution Conv_995 1 1 1697 1699 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_997 5 1 1688_splitncnn_1 1690_splitncnn_0 1693_splitncnn_0 1696_splitncnn_0 1699 1700 +Convolution Conv_998 1 1 1700 1701 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1001 2 1 1701 1688_splitncnn_0 1704 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_236 1 6 1704 1704_splitncnn_0 1704_splitncnn_1 1704_splitncnn_2 1704_splitncnn_3 1704_splitncnn_4 1704_splitncnn_5 +Convolution Conv_1002 1 1 1704_splitncnn_5 1706 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_237 1 4 1706 1706_splitncnn_0 1706_splitncnn_1 1706_splitncnn_2 1706_splitncnn_3 +Concat Concat_1004 2 1 1704_splitncnn_4 1706_splitncnn_3 1707 +Convolution Conv_1005 1 1 1707 1709 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_238 1 3 1709 1709_splitncnn_0 1709_splitncnn_1 1709_splitncnn_2 +Concat Concat_1007 3 1 1704_splitncnn_3 1706_splitncnn_2 1709_splitncnn_2 1710 +Convolution Conv_1008 1 1 1710 1712 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_239 1 2 1712 1712_splitncnn_0 1712_splitncnn_1 +Concat Concat_1010 4 1 1704_splitncnn_2 1706_splitncnn_1 1709_splitncnn_1 1712_splitncnn_1 1713 +Convolution Conv_1011 1 1 1713 1715 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_1013 5 1 1704_splitncnn_1 1706_splitncnn_0 1709_splitncnn_0 1712_splitncnn_0 1715 1716 +Convolution Conv_1014 1 1 1716 1717 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1017 2 1 1717 1704_splitncnn_0 1720 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_1020 2 1 1720 1672_splitncnn_0 1723 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_240 1 7 1723 1723_splitncnn_0 1723_splitncnn_1 1723_splitncnn_2 1723_splitncnn_3 1723_splitncnn_4 1723_splitncnn_5 1723_splitncnn_6 +Convolution Conv_1021 1 1 1723_splitncnn_6 1725 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_241 1 4 1725 1725_splitncnn_0 1725_splitncnn_1 1725_splitncnn_2 1725_splitncnn_3 +Concat Concat_1023 2 1 1723_splitncnn_5 1725_splitncnn_3 1726 +Convolution Conv_1024 1 1 1726 1728 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_242 1 3 1728 1728_splitncnn_0 1728_splitncnn_1 1728_splitncnn_2 +Concat Concat_1026 3 1 1723_splitncnn_4 1725_splitncnn_2 1728_splitncnn_2 1729 +Convolution Conv_1027 1 1 1729 1731 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_243 1 2 1731 1731_splitncnn_0 1731_splitncnn_1 +Concat Concat_1029 4 1 1723_splitncnn_3 1725_splitncnn_1 1728_splitncnn_1 1731_splitncnn_1 1732 +Convolution Conv_1030 1 1 1732 1734 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_1032 5 1 1723_splitncnn_2 1725_splitncnn_0 1728_splitncnn_0 1731_splitncnn_0 1734 1735 +Convolution Conv_1033 1 1 1735 1736 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1036 2 1 1736 1723_splitncnn_1 1739 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_244 1 6 1739 1739_splitncnn_0 1739_splitncnn_1 1739_splitncnn_2 1739_splitncnn_3 1739_splitncnn_4 1739_splitncnn_5 +Convolution Conv_1037 1 1 1739_splitncnn_5 1741 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_245 1 4 1741 1741_splitncnn_0 1741_splitncnn_1 1741_splitncnn_2 1741_splitncnn_3 +Concat Concat_1039 2 1 1739_splitncnn_4 1741_splitncnn_3 1742 +Convolution Conv_1040 1 1 1742 1744 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_246 1 3 1744 1744_splitncnn_0 1744_splitncnn_1 1744_splitncnn_2 +Concat Concat_1042 3 1 1739_splitncnn_3 1741_splitncnn_2 1744_splitncnn_2 1745 +Convolution Conv_1043 1 1 1745 1747 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_247 1 2 1747 1747_splitncnn_0 1747_splitncnn_1 +Concat Concat_1045 4 1 1739_splitncnn_2 1741_splitncnn_1 1744_splitncnn_1 1747_splitncnn_1 1748 +Convolution Conv_1046 1 1 1748 1750 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_1048 5 1 1739_splitncnn_1 1741_splitncnn_0 1744_splitncnn_0 1747_splitncnn_0 1750 1751 +Convolution Conv_1049 1 1 1751 1752 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1052 2 1 1752 1739_splitncnn_0 1755 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_248 1 6 1755 1755_splitncnn_0 1755_splitncnn_1 1755_splitncnn_2 1755_splitncnn_3 1755_splitncnn_4 1755_splitncnn_5 +Convolution Conv_1053 1 1 1755_splitncnn_5 1757 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_249 1 4 1757 1757_splitncnn_0 1757_splitncnn_1 1757_splitncnn_2 1757_splitncnn_3 +Concat Concat_1055 2 1 1755_splitncnn_4 1757_splitncnn_3 1758 +Convolution Conv_1056 1 1 1758 1760 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_250 1 3 1760 1760_splitncnn_0 1760_splitncnn_1 1760_splitncnn_2 +Concat Concat_1058 3 1 1755_splitncnn_3 1757_splitncnn_2 1760_splitncnn_2 1761 +Convolution Conv_1059 1 1 1761 1763 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_251 1 2 1763 1763_splitncnn_0 1763_splitncnn_1 +Concat Concat_1061 4 1 1755_splitncnn_2 1757_splitncnn_1 1760_splitncnn_1 1763_splitncnn_1 1764 +Convolution Conv_1062 1 1 1764 1766 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_1064 5 1 1755_splitncnn_1 1757_splitncnn_0 1760_splitncnn_0 1763_splitncnn_0 1766 1767 +Convolution Conv_1065 1 1 1767 1768 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1068 2 1 1768 1755_splitncnn_0 1771 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_1071 2 1 1771 1723_splitncnn_0 1774 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_252 1 7 1774 1774_splitncnn_0 1774_splitncnn_1 1774_splitncnn_2 1774_splitncnn_3 1774_splitncnn_4 1774_splitncnn_5 1774_splitncnn_6 +Convolution Conv_1072 1 1 1774_splitncnn_6 1776 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_253 1 4 1776 1776_splitncnn_0 1776_splitncnn_1 1776_splitncnn_2 1776_splitncnn_3 +Concat Concat_1074 2 1 1774_splitncnn_5 1776_splitncnn_3 1777 +Convolution Conv_1075 1 1 1777 1779 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_254 1 3 1779 1779_splitncnn_0 1779_splitncnn_1 1779_splitncnn_2 +Concat Concat_1077 3 1 1774_splitncnn_4 1776_splitncnn_2 1779_splitncnn_2 1780 +Convolution Conv_1078 1 1 1780 1782 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_255 1 2 1782 1782_splitncnn_0 1782_splitncnn_1 +Concat Concat_1080 4 1 1774_splitncnn_3 1776_splitncnn_1 1779_splitncnn_1 1782_splitncnn_1 1783 +Convolution Conv_1081 1 1 1783 1785 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_1083 5 1 1774_splitncnn_2 1776_splitncnn_0 1779_splitncnn_0 1782_splitncnn_0 1785 1786 +Convolution Conv_1084 1 1 1786 1787 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1087 2 1 1787 1774_splitncnn_1 1790 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_256 1 6 1790 1790_splitncnn_0 1790_splitncnn_1 1790_splitncnn_2 1790_splitncnn_3 1790_splitncnn_4 1790_splitncnn_5 +Convolution Conv_1088 1 1 1790_splitncnn_5 1792 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_257 1 4 1792 1792_splitncnn_0 1792_splitncnn_1 1792_splitncnn_2 1792_splitncnn_3 +Concat Concat_1090 2 1 1790_splitncnn_4 1792_splitncnn_3 1793 +Convolution Conv_1091 1 1 1793 1795 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_258 1 3 1795 1795_splitncnn_0 1795_splitncnn_1 1795_splitncnn_2 +Concat Concat_1093 3 1 1790_splitncnn_3 1792_splitncnn_2 1795_splitncnn_2 1796 +Convolution Conv_1094 1 1 1796 1798 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_259 1 2 1798 1798_splitncnn_0 1798_splitncnn_1 +Concat Concat_1096 4 1 1790_splitncnn_2 1792_splitncnn_1 1795_splitncnn_1 1798_splitncnn_1 1799 +Convolution Conv_1097 1 1 1799 1801 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_1099 5 1 1790_splitncnn_1 1792_splitncnn_0 1795_splitncnn_0 1798_splitncnn_0 1801 1802 +Convolution Conv_1100 1 1 1802 1803 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1103 2 1 1803 1790_splitncnn_0 1806 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_260 1 6 1806 1806_splitncnn_0 1806_splitncnn_1 1806_splitncnn_2 1806_splitncnn_3 1806_splitncnn_4 1806_splitncnn_5 +Convolution Conv_1104 1 1 1806_splitncnn_5 1808 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_261 1 4 1808 1808_splitncnn_0 1808_splitncnn_1 1808_splitncnn_2 1808_splitncnn_3 +Concat Concat_1106 2 1 1806_splitncnn_4 1808_splitncnn_3 1809 +Convolution Conv_1107 1 1 1809 1811 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_262 1 3 1811 1811_splitncnn_0 1811_splitncnn_1 1811_splitncnn_2 +Concat Concat_1109 3 1 1806_splitncnn_3 1808_splitncnn_2 1811_splitncnn_2 1812 +Convolution Conv_1110 1 1 1812 1814 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_263 1 2 1814 1814_splitncnn_0 1814_splitncnn_1 +Concat Concat_1112 4 1 1806_splitncnn_2 1808_splitncnn_1 1811_splitncnn_1 1814_splitncnn_1 1815 +Convolution Conv_1113 1 1 1815 1817 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_1115 5 1 1806_splitncnn_1 1808_splitncnn_0 1811_splitncnn_0 1814_splitncnn_0 1817 1818 +Convolution Conv_1116 1 1 1818 1819 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1119 2 1 1819 1806_splitncnn_0 1822 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_1122 2 1 1822 1774_splitncnn_0 1825 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_264 1 7 1825 1825_splitncnn_0 1825_splitncnn_1 1825_splitncnn_2 1825_splitncnn_3 1825_splitncnn_4 1825_splitncnn_5 1825_splitncnn_6 +Convolution Conv_1123 1 1 1825_splitncnn_6 1827 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_265 1 4 1827 1827_splitncnn_0 1827_splitncnn_1 1827_splitncnn_2 1827_splitncnn_3 +Concat Concat_1125 2 1 1825_splitncnn_5 1827_splitncnn_3 1828 +Convolution Conv_1126 1 1 1828 1830 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_266 1 3 1830 1830_splitncnn_0 1830_splitncnn_1 1830_splitncnn_2 +Concat Concat_1128 3 1 1825_splitncnn_4 1827_splitncnn_2 1830_splitncnn_2 1831 +Convolution Conv_1129 1 1 1831 1833 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_267 1 2 1833 1833_splitncnn_0 1833_splitncnn_1 +Concat Concat_1131 4 1 1825_splitncnn_3 1827_splitncnn_1 1830_splitncnn_1 1833_splitncnn_1 1834 +Convolution Conv_1132 1 1 1834 1836 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_1134 5 1 1825_splitncnn_2 1827_splitncnn_0 1830_splitncnn_0 1833_splitncnn_0 1836 1837 +Convolution Conv_1135 1 1 1837 1838 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1138 2 1 1838 1825_splitncnn_1 1841 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_268 1 6 1841 1841_splitncnn_0 1841_splitncnn_1 1841_splitncnn_2 1841_splitncnn_3 1841_splitncnn_4 1841_splitncnn_5 +Convolution Conv_1139 1 1 1841_splitncnn_5 1843 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_269 1 4 1843 1843_splitncnn_0 1843_splitncnn_1 1843_splitncnn_2 1843_splitncnn_3 +Concat Concat_1141 2 1 1841_splitncnn_4 1843_splitncnn_3 1844 +Convolution Conv_1142 1 1 1844 1846 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_270 1 3 1846 1846_splitncnn_0 1846_splitncnn_1 1846_splitncnn_2 +Concat Concat_1144 3 1 1841_splitncnn_3 1843_splitncnn_2 1846_splitncnn_2 1847 +Convolution Conv_1145 1 1 1847 1849 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_271 1 2 1849 1849_splitncnn_0 1849_splitncnn_1 +Concat Concat_1147 4 1 1841_splitncnn_2 1843_splitncnn_1 1846_splitncnn_1 1849_splitncnn_1 1850 +Convolution Conv_1148 1 1 1850 1852 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_1150 5 1 1841_splitncnn_1 1843_splitncnn_0 1846_splitncnn_0 1849_splitncnn_0 1852 1853 +Convolution Conv_1151 1 1 1853 1854 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1154 2 1 1854 1841_splitncnn_0 1857 0=1 -23301=2,2.000000e-01,1.000000e+00 +Split splitncnn_272 1 6 1857 1857_splitncnn_0 1857_splitncnn_1 1857_splitncnn_2 1857_splitncnn_3 1857_splitncnn_4 1857_splitncnn_5 +Convolution Conv_1155 1 1 1857_splitncnn_5 1859 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01 +Split splitncnn_273 1 4 1859 1859_splitncnn_0 1859_splitncnn_1 1859_splitncnn_2 1859_splitncnn_3 +Concat Concat_1157 2 1 1857_splitncnn_4 1859_splitncnn_3 1860 +Convolution Conv_1158 1 1 1860 1862 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01 +Split splitncnn_274 1 3 1862 1862_splitncnn_0 1862_splitncnn_1 1862_splitncnn_2 +Concat Concat_1160 3 1 1857_splitncnn_3 1859_splitncnn_2 1862_splitncnn_2 1863 +Convolution Conv_1161 1 1 1863 1865 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Split splitncnn_275 1 2 1865 1865_splitncnn_0 1865_splitncnn_1 +Concat Concat_1163 4 1 1857_splitncnn_2 1859_splitncnn_1 1862_splitncnn_1 1865_splitncnn_1 1866 +Convolution Conv_1164 1 1 1866 1868 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01 +Concat Concat_1166 5 1 1857_splitncnn_1 1859_splitncnn_0 1862_splitncnn_0 1865_splitncnn_0 1868 1869 +Convolution Conv_1167 1 1 1869 1870 0=64 1=3 4=1 5=1 6=110592 +Eltwise Add_1170 2 1 1870 1857_splitncnn_0 1873 0=1 -23301=2,2.000000e-01,1.000000e+00 +Eltwise Add_1173 2 1 1873 1825_splitncnn_0 1876 0=1 -23301=2,2.000000e-01,1.000000e+00 +Convolution Conv_1174 1 1 1876 1877 0=64 1=3 4=1 5=1 6=36864 +BinaryOp Add_1175 2 1 703_splitncnn_0 1877 1878 +Interp Resize_1177 1 1 1878 1883 0=1 1=2.000000e+00 2=2.000000e+00 +Convolution Conv_1178 1 1 1883 1885 0=64 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Interp Resize_1181 1 1 1885 1890 0=1 1=2.000000e+00 2=2.000000e+00 +Convolution Conv_1182 1 1 1890 1892 0=64 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Convolution Conv_1184 1 1 1892 1894 0=64 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01 +Convolution Conv_1186 1 1 1894 output 0=3 1=3 4=1 5=1 6=1728 diff --git a/pdm.lock b/pdm.lock deleted file mode 100644 index dec29c4..0000000 --- a/pdm.lock +++ /dev/null @@ -1,765 +0,0 @@ -# This file is @generated by PDM. -# It is not intended for manual editing. - -[metadata] -groups = ["default", "realsr", "anime4k", "realcugan", "waifu2x", "all", "format", "lint", "rife", "srmd"] -strategy = ["cross_platform", 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+0,0 @@ -[project] -name = "video2x" -description = "A video/image upscaling and frame interpolation framework" -readme = "README.md" -requires-python = ">=3.9" -license = { text = "AGPL-3.0-or-later" } -keywords = [ - "super-resolution", - "upscaling", - "neural-network", - "machine-learning", -] -authors = [{ name = "K4YT3X", email = "i@k4yt3x.com" }] -classifiers = [ - "Environment :: Console", - "Intended Audience :: Developers", - "Intended Audience :: End Users/Desktop", - "License :: OSI Approved :: GNU Affero General Public License v3", - "Operating System :: OS Independent", - "Programming Language :: Python :: 3", - "Programming Language :: Python :: 3.9", - "Programming Language :: Python :: 3.10", - "Programming Language :: Python :: 3.11", - "Programming Language :: Python :: 3.12", - "Programming Language :: Python", - "Topic :: Multimedia :: Video", - "Topic :: Scientific/Engineering :: Artificial Intelligence", - "Topic :: Scientific/Engineering :: Image Processing", -] -dependencies = [ - "ffmpeg-python>=0.2.0", - "loguru>=0.6.0", - "opencv-python>=4.9.0.80", - "pillow>=9.1.0", - "pynput>=1.7.6", - "rich>=12.0.0", - "numpy>=1.26.4", -] -dynamic = ["version"] - -[project.optional-dependencies] -all = [ - "waifu2x-ncnn-vulkan-python>=1.0.4", - "srmd-ncnn-vulkan-python>=1.0.2", - "realsr-ncnn-vulkan-python>=1.0.6", - "rife-ncnn-vulkan-python>=1.2.1", - "realcugan-ncnn-vulkan-python>=1.0.2", - "anime4k-python>=1.1.3", -] -waifu2x = ["waifu2x-ncnn-vulkan-python>=1.0.4"] -srmd = ["srmd-ncnn-vulkan-python>=1.0.2"] -realsr = ["realsr-ncnn-vulkan-python>=1.0.6"] -rife = ["rife-ncnn-vulkan-python>=1.2.1"] -realcugan = ["realcugan-ncnn-vulkan-python>=1.0.2"] -anime4k = ["anime4k-python>=1.1.3"] - -[project.urls] -homepage = "https://github.com/k4yt3x/video2x/" -documentation = "https://github.com/k4yt3x/video2x/wiki" -repository = "https://github.com/k4yt3x/video2x.git" -changelog = "https://github.com/k4yt3x/video2x/releases" - -[project.scripts] -video2x = "video2x:main" - -[tool.isort] -profile = "black" - -[tool.pdm] -version = { source = "file", path = "video2x/__init__.py" } - -[tool.pdm.dev-dependencies] -lint = [ - "flake8>=6.1.0", - "flake8-black>=0.3.6", - "flake8-isort>=6.0.0", - "pylint>=2.17.5", - "pylint-venv>=3.0.2", -] -format = ["black>=23.7.0", "isort>=5.12.0"] - -[build-system] -requires = ["pdm-backend"] -build-backend = "pdm.backend" diff --git a/scripts/download_anime4k_glsl.py b/scripts/download_anime4k_glsl.py new file mode 100755 index 0000000..288a169 --- /dev/null +++ b/scripts/download_anime4k_glsl.py @@ -0,0 +1,46 @@ +#!/usr/bin/python +# -*- coding: utf-8 -*- +import shutil +from pathlib import Path + +import requests + +ANIME4K_COMMIT = "master" +GITHUB_GLSL_ROOT = ( + f"https://raw.githubusercontent.com/bloc97/Anime4K/{ANIME4K_COMMIT}/glsl" +) +SHADERS_DIR = Path(__file__).parent.parent / "data" + + +def download_and_combine_files(): + + modes = { + "ModeA": [ + f"{GITHUB_GLSL_ROOT}/Restore/Anime4K_Clamp_Highlights.glsl", + f"{GITHUB_GLSL_ROOT}/Restore/Anime4K_Restore_CNN_VL.glsl", + f"{GITHUB_GLSL_ROOT}/Upscale/Anime4K_Upscale_CNN_x2_VL.glsl", + f"{GITHUB_GLSL_ROOT}/Upscale/Anime4K_AutoDownscalePre_x2.glsl", + f"{GITHUB_GLSL_ROOT}/Upscale/Anime4K_AutoDownscalePre_x4.glsl", + f"{GITHUB_GLSL_ROOT}/Upscale/Anime4K_Upscale_CNN_x2_M.glsl", + ] + } + + for mode in modes: + file_contents = "" + for file in modes[mode]: + response = requests.get(file, timeout=5) + response.raise_for_status() + file_contents += response.text + "\n" + + with (SHADERS_DIR / Path(f"Anime4K_{mode}.glsl")).open("w") as output_file: + output_file.write(file_contents) + + +if __name__ == "__main__": + # clear shaders directory + if SHADERS_DIR.exists(): + shutil.rmtree(SHADERS_DIR) + SHADERS_DIR.mkdir(exist_ok=True) + + # download and combine shaders + download_and_combine_files() diff --git a/scripts/run-interactive-container.sh b/scripts/run-interactive-container.sh deleted file mode 100755 index 1b569b0..0000000 --- a/scripts/run-interactive-container.sh +++ /dev/null @@ -1,19 +0,0 @@ -#!/bin/sh -# mount the current (video2x repo root) directory into a container -# with drivers installed so the code can be debugged in the container -# this one launches an interactive shell instead of Python - -set -euo pipefail - -sudo podman run -it --rm \ - --gpus all -v /dev/dri:/dev/dri \ - -v $PWD:/host \ - -m 15g \ - --cpus 0.9 \ - -v $HOME/projects/media2x/video2x:/video2x \ - -e PYTHONPATH=/video2x \ - -e PYTHONDONTWRITEBYTECODE=1 \ - --entrypoint=/bin/bash \ - ghcr.io/k4yt3x/video2x:5.0.0-beta4-cuda - -# alias upscale='python3 -m video2x -i /host/input-large.mp4 -o /host/output-large.mp4 -p3 upscale -h 1440 -d waifu2x -n3' diff --git a/scripts/run-source-in-container.sh b/scripts/run-source-in-container.sh deleted file mode 100755 index b2c9033..0000000 --- a/scripts/run-source-in-container.sh +++ /dev/null @@ -1,19 +0,0 @@ -#!/bin/sh -# mount the current (video2x repo root) directory into a container -# with drivers installed so the code can be debugged in the container - -set -euo pipefail - -sudo podman run -it --rm \ - --gpus all -v /dev/dri:/dev/dri \ - -v $PWD:/host \ - -m 15g \ - --cpus 0.9 \ - -v $HOME/projects/media2x/video2x:/video2x \ - -e PYTHONPATH=/video2x \ - -e PYTHONDONTWRITEBYTECODE=1 \ - ghcr.io/k4yt3x/video2x:5.0.0-beta4-cuda \ - -i data/input.mp4 -o data/output.mp4 \ - -p3 \ - upscale \ - -h 1440 -a waifu2x -n3 diff --git a/src/conversions.cpp b/src/conversions.cpp new file mode 100644 index 0000000..21ff5d3 --- /dev/null +++ b/src/conversions.cpp @@ -0,0 +1,202 @@ +#include + +// FFmpeg includes +extern "C" { +#include +#include +#include +} + +// ncnn includes +#include + +#include "conversions.h" + +// Convert AVFrame format +AVFrame *convert_avframe_pix_fmt(AVFrame *src_frame, AVPixelFormat pix_fmt) { + AVFrame *dst_frame = av_frame_alloc(); + if (dst_frame == nullptr) { + fprintf(stderr, "Failed to allocate destination AVFrame.\n"); + return nullptr; + } + + dst_frame->format = pix_fmt; + dst_frame->width = src_frame->width; + dst_frame->height = src_frame->height; + + // Allocate memory for the converted frame + if (av_frame_get_buffer(dst_frame, 32) < 0) { + fprintf(stderr, "Failed to allocate memory for AVFrame.\n"); + av_frame_free(&dst_frame); + return nullptr; + } + + // Create a SwsContext for pixel format conversion + SwsContext *sws_ctx = sws_getContext( + src_frame->width, + src_frame->height, + static_cast(src_frame->format), + dst_frame->width, + dst_frame->height, + pix_fmt, + SWS_BILINEAR, + nullptr, + nullptr, + nullptr + ); + + if (sws_ctx == nullptr) { + fprintf(stderr, "Failed to initialize swscale context.\n"); + av_frame_free(&dst_frame); + return nullptr; + } + + // Perform the conversion + sws_scale( + sws_ctx, + src_frame->data, + src_frame->linesize, + 0, + src_frame->height, + dst_frame->data, + dst_frame->linesize + ); + + // Clean up + sws_freeContext(sws_ctx); + + return dst_frame; +} + +// Convert AVFrame to ncnn::Mat by copying the data +ncnn::Mat avframe_to_ncnn_mat(AVFrame *frame) { + AVFrame *converted_frame = nullptr; + + // Convert to BGR24 format if necessary + if (frame->format != AV_PIX_FMT_BGR24) { + converted_frame = convert_avframe_pix_fmt(frame, AV_PIX_FMT_BGR24); + if (!converted_frame) { + fprintf(stderr, "Failed to convert AVFrame to BGR24.\n"); + return ncnn::Mat(); // Return an empty ncnn::Mat on failure + } + } else { + converted_frame = frame; // If the frame is already in BGR24, use it directly + } + + // Allocate a new ncnn::Mat and copy the data + int width = converted_frame->width; + int height = converted_frame->height; + ncnn::Mat ncnn_image = ncnn::Mat(width, height, (size_t)3, 3); // BGR has 3 channels + + // Manually copy the pixel data from AVFrame to the new ncnn::Mat + const uint8_t *src_data = converted_frame->data[0]; + for (int y = 0; y < height; y++) { + uint8_t *dst_row = ncnn_image.row(y); + const uint8_t *src_row = src_data + y * converted_frame->linesize[0]; + memcpy(dst_row, src_row, width * 3); // Copy 3 channels (BGR) per pixel + } + + // If we allocated a converted frame, free it + if (converted_frame != frame) { + av_frame_free(&converted_frame); + } + + return ncnn_image; +} + +// Convert ncnn::Mat to AVFrame with a specified pixel format (this part is unchanged) +AVFrame *ncnn_mat_to_avframe(const ncnn::Mat &mat, AVPixelFormat pix_fmt) { + int ret; + + // Step 1: Allocate a destination AVFrame for the specified pixel format + AVFrame *dst_frame = av_frame_alloc(); + if (!dst_frame) { + fprintf(stderr, "Failed to allocate destination AVFrame.\n"); + return nullptr; + } + + dst_frame->format = pix_fmt; + dst_frame->width = mat.w; + dst_frame->height = mat.h; + + // Allocate memory for the frame buffer + if (av_frame_get_buffer(dst_frame, 32) < 0) { + fprintf(stderr, "Failed to allocate memory for destination AVFrame.\n"); + av_frame_free(&dst_frame); + return nullptr; + } + + // Step 2: Convert ncnn::Mat to BGR AVFrame + AVFrame *bgr_frame = av_frame_alloc(); + if (!bgr_frame) { + fprintf(stderr, "Failed to allocate intermediate BGR AVFrame.\n"); + av_frame_free(&dst_frame); + return nullptr; + } + + bgr_frame->format = AV_PIX_FMT_BGR24; + bgr_frame->width = mat.w; + bgr_frame->height = mat.h; + + // Allocate memory for the intermediate BGR frame + if (av_frame_get_buffer(bgr_frame, 32) < 0) { + fprintf(stderr, "Failed to allocate memory for BGR AVFrame.\n"); + av_frame_free(&dst_frame); + av_frame_free(&bgr_frame); + return nullptr; + } + + // Copy data from ncnn::Mat to the BGR AVFrame + // mat.to_pixels(bgr_frame->data[0], ncnn::Mat::PIXEL_BGR); + + // Manually copy the pixel data from ncnn::Mat to the BGR AVFrame + for (int y = 0; y < mat.h; y++) { + uint8_t *dst_row = bgr_frame->data[0] + y * bgr_frame->linesize[0]; + const uint8_t *src_row = mat.row(y); + memcpy(dst_row, src_row, mat.w * 3); // Copy 3 channels (BGR) per pixel + } + + // Step 3: Convert the BGR frame to the desired pixel format + SwsContext *sws_ctx = sws_getContext( + bgr_frame->width, + bgr_frame->height, + AV_PIX_FMT_BGR24, + dst_frame->width, + dst_frame->height, + pix_fmt, + SWS_BILINEAR, + nullptr, + nullptr, + nullptr + ); + + if (sws_ctx == nullptr) { + fprintf(stderr, "Failed to initialize swscale context.\n"); + av_frame_free(&bgr_frame); + av_frame_free(&dst_frame); + return nullptr; + } + + // Perform the conversion + ret = sws_scale( + sws_ctx, + bgr_frame->data, + bgr_frame->linesize, + 0, + bgr_frame->height, + dst_frame->data, + dst_frame->linesize + ); + + // Clean up + sws_freeContext(sws_ctx); + av_frame_free(&bgr_frame); + + if (ret != dst_frame->height) { + fprintf(stderr, "Failed to convert BGR AVFrame to destination pixel format.\n"); + av_frame_free(&dst_frame); + return nullptr; + } + + return dst_frame; +} diff --git a/src/decoder.cpp b/src/decoder.cpp new file mode 100644 index 0000000..0b37794 --- /dev/null +++ b/src/decoder.cpp @@ -0,0 +1,79 @@ +#include +#include +#include + +extern "C" { +#include +#include +#include +#include +#include +#include +#include +#include +} + +int init_decoder( + const char *input_filename, + AVFormatContext **fmt_ctx, + AVCodecContext **dec_ctx, + int *video_stream_index +) { + AVFormatContext *ifmt_ctx = NULL; + AVCodecContext *codec_ctx = NULL; + int ret; + + if ((ret = avformat_open_input(&ifmt_ctx, input_filename, NULL, NULL)) < 0) { + fprintf(stderr, "Could not open input file '%s'\n", input_filename); + return ret; + } + + if ((ret = avformat_find_stream_info(ifmt_ctx, NULL)) < 0) { + fprintf(stderr, "Failed to retrieve input stream information\n"); + return ret; + } + + // Find the first video stream + ret = av_find_best_stream(ifmt_ctx, AVMEDIA_TYPE_VIDEO, -1, -1, NULL, 0); + if (ret < 0) { + fprintf(stderr, "Could not find video stream in the input, aborting\n"); + return ret; + } + + int stream_index = ret; + AVStream *video_stream = ifmt_ctx->streams[stream_index]; + + // Set up the decoder + const AVCodec *dec = avcodec_find_decoder(video_stream->codecpar->codec_id); + if (!dec) { + fprintf(stderr, "Failed to find decoder for stream #%u\n", stream_index); + return AVERROR_DECODER_NOT_FOUND; + } + + codec_ctx = avcodec_alloc_context3(dec); + if (!codec_ctx) { + fprintf(stderr, "Failed to allocate the decoder context\n"); + return AVERROR(ENOMEM); + } + + if ((ret = avcodec_parameters_to_context(codec_ctx, video_stream->codecpar)) < 0) { + fprintf(stderr, "Failed to copy decoder parameters to input decoder context\n"); + return ret; + } + + // Set decoder time base and frame rate + codec_ctx->time_base = video_stream->time_base; + codec_ctx->pkt_timebase = video_stream->time_base; + codec_ctx->framerate = av_guess_frame_rate(ifmt_ctx, video_stream, NULL); + + if ((ret = avcodec_open2(codec_ctx, dec, NULL)) < 0) { + fprintf(stderr, "Failed to open decoder for stream #%u\n", stream_index); + return ret; + } + + *fmt_ctx = ifmt_ctx; + *dec_ctx = codec_ctx; + *video_stream_index = stream_index; + + return 0; +} diff --git a/src/encoder.cpp b/src/encoder.cpp new file mode 100644 index 0000000..40abc8d --- /dev/null +++ b/src/encoder.cpp @@ -0,0 +1,206 @@ +#include +#include +#include + +extern "C" { +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +} + +#include "conversions.h" +#include "libvideo2x.h" + +int init_encoder( + const char *output_filename, + AVFormatContext **ofmt_ctx, + AVCodecContext **enc_ctx, + AVCodecContext *dec_ctx, + EncoderConfig *encoder_config +) { + AVFormatContext *fmt_ctx = NULL; + AVCodecContext *codec_ctx = NULL; + int ret; + + avformat_alloc_output_context2(&fmt_ctx, NULL, NULL, output_filename); + if (!fmt_ctx) { + fprintf(stderr, "Could not create output context\n"); + return AVERROR_UNKNOWN; + } + + // Create a new video stream + const AVCodec *enc = avcodec_find_encoder(encoder_config->codec); + if (!enc) { + fprintf(stderr, "Necessary encoder not found\n"); + return AVERROR_ENCODER_NOT_FOUND; + } + + AVStream *out_stream = avformat_new_stream(fmt_ctx, NULL); + if (!out_stream) { + fprintf(stderr, "Failed allocating output stream\n"); + return AVERROR_UNKNOWN; + } + + codec_ctx = avcodec_alloc_context3(enc); + if (!codec_ctx) { + fprintf(stderr, "Failed to allocate the encoder context\n"); + return AVERROR(ENOMEM); + } + + // Set encoding parameters + codec_ctx->height = encoder_config->output_height; + codec_ctx->width = encoder_config->output_width; + codec_ctx->sample_aspect_ratio = dec_ctx->sample_aspect_ratio; + codec_ctx->pix_fmt = encoder_config->pix_fmt; + codec_ctx->time_base = av_inv_q(dec_ctx->framerate); + + if (codec_ctx->time_base.num == 0 || codec_ctx->time_base.den == 0) { + codec_ctx->time_base = av_inv_q(av_guess_frame_rate(fmt_ctx, out_stream, NULL)); + } + + // Set the bit rate and other encoder parameters if needed + codec_ctx->bit_rate = encoder_config->bit_rate; + codec_ctx->gop_size = 60; // Keyframe interval + codec_ctx->max_b_frames = 3; // B-frames + codec_ctx->keyint_min = 60; // Maximum GOP size + + char crf_str[16]; + snprintf(crf_str, sizeof(crf_str), "%.f", encoder_config->crf); + if (encoder_config->codec == AV_CODEC_ID_H264 || encoder_config->codec == AV_CODEC_ID_HEVC) { + av_opt_set(codec_ctx->priv_data, "crf", crf_str, 0); + av_opt_set(codec_ctx->priv_data, "preset", encoder_config->preset, 0); + } + + if (fmt_ctx->oformat->flags & AVFMT_GLOBALHEADER) { + codec_ctx->flags |= AV_CODEC_FLAG_GLOBAL_HEADER; + } + + if ((ret = avcodec_open2(codec_ctx, enc, NULL)) < 0) { + fprintf(stderr, "Cannot open video encoder\n"); + return ret; + } + + ret = avcodec_parameters_from_context(out_stream->codecpar, codec_ctx); + if (ret < 0) { + fprintf(stderr, "Failed to copy encoder parameters to output stream\n"); + return ret; + } + + out_stream->time_base = codec_ctx->time_base; + + // Open the output file + if (!(fmt_ctx->oformat->flags & AVFMT_NOFILE)) { + ret = avio_open(&fmt_ctx->pb, output_filename, AVIO_FLAG_WRITE); + if (ret < 0) { + fprintf(stderr, "Could not open output file '%s'\n", output_filename); + return ret; + } + } + + *ofmt_ctx = fmt_ctx; + *enc_ctx = codec_ctx; + + return 0; +} + +int encode_and_write_frame(AVFrame *frame, AVCodecContext *enc_ctx, AVFormatContext *ofmt_ctx) { + int ret; + + // Convert the frame to the encoder's pixel format if needed + if (frame->format != enc_ctx->pix_fmt) { + AVFrame *converted_frame = convert_avframe_pix_fmt(frame, enc_ctx->pix_fmt); + if (!converted_frame) { + fprintf(stderr, "Error converting frame to encoder's pixel format\n"); + return AVERROR_EXTERNAL; + } + + converted_frame->pts = frame->pts; + frame = converted_frame; + } + + AVPacket *enc_pkt = av_packet_alloc(); + if (!enc_pkt) { + fprintf(stderr, "Could not allocate AVPacket\n"); + return AVERROR(ENOMEM); + } + + ret = avcodec_send_frame(enc_ctx, frame); + if (ret < 0) { + fprintf(stderr, "Error sending frame to encoder\n"); + av_packet_free(&enc_pkt); + return ret; + } + + while (ret >= 0) { + ret = avcodec_receive_packet(enc_ctx, enc_pkt); + if (ret == AVERROR(EAGAIN) || ret == AVERROR_EOF) { + av_packet_unref(enc_pkt); + break; + } else if (ret < 0) { + fprintf(stderr, "Error during encoding\n"); + av_packet_free(&enc_pkt); + return ret; + } + + // Rescale packet timestamps + av_packet_rescale_ts(enc_pkt, enc_ctx->time_base, ofmt_ctx->streams[0]->time_base); + enc_pkt->stream_index = ofmt_ctx->streams[0]->index; + + // Write the packet + ret = av_interleaved_write_frame(ofmt_ctx, enc_pkt); + av_packet_unref(enc_pkt); + if (ret < 0) { + fprintf(stderr, "Error muxing packet\n"); + av_packet_free(&enc_pkt); + return ret; + } + } + + av_packet_free(&enc_pkt); + return 0; +} + +int flush_encoder(AVCodecContext *enc_ctx, AVFormatContext *ofmt_ctx) { + int ret; + AVPacket *enc_pkt = av_packet_alloc(); + if (!enc_pkt) { + fprintf(stderr, "Could not allocate AVPacket\n"); + return AVERROR(ENOMEM); + } + + ret = avcodec_send_frame(enc_ctx, NULL); + while (ret >= 0) { + ret = avcodec_receive_packet(enc_ctx, enc_pkt); + if (ret == AVERROR(EAGAIN) || ret == AVERROR_EOF) { + av_packet_unref(enc_pkt); + break; + } else if (ret < 0) { + fprintf(stderr, "Error during encoding\n"); + av_packet_free(&enc_pkt); + return ret; + } + + // Rescale packet timestamps + av_packet_rescale_ts(enc_pkt, enc_ctx->time_base, ofmt_ctx->streams[0]->time_base); + enc_pkt->stream_index = ofmt_ctx->streams[0]->index; + + // Write the packet + ret = av_interleaved_write_frame(ofmt_ctx, enc_pkt); + av_packet_unref(enc_pkt); + if (ret < 0) { + fprintf(stderr, "Error muxing packet\n"); + av_packet_free(&enc_pkt); + return ret; + } + } + + av_packet_free(&enc_pkt); + return 0; +} diff --git a/src/fsutils.cpp b/src/fsutils.cpp new file mode 100644 index 0000000..0dd7ce8 --- /dev/null +++ b/src/fsutils.cpp @@ -0,0 +1,94 @@ +#include + +#if _WIN32 +#include +#include +#else +#include +#include +#endif + +#include "fsutils.h" + +#if _WIN32 +std::filesystem::path get_executable_directory() { + std::vector filepath(MAX_PATH); + + // Get the executable path, expanding the buffer if necessary + DWORD size = GetModuleFileNameW(NULL, filepath.data(), static_cast(filepath.size())); + if (size == 0) { + fprintf(stderr, "Error getting executable path: %lu\n", GetLastError()); + return std::filesystem::path(); + } + + // Resize the buffer if necessary + while (size >= filepath.size()) { + filepath.resize(filepath.size() * 2); + size = GetModuleFileNameW(NULL, filepath.data(), static_cast(filepath.size())); + if (size == 0) { + fprintf(stderr, "Error getting executable path: %lu\n", GetLastError()); + return std::filesystem::path(); + } + } + + // Create a std::filesystem::path from the filepath and return its parent path + std::filesystem::path execpath(filepath.data()); + return execpath.parent_path(); +} +#else // _WIN32 +std::filesystem::path get_executable_directory() { + std::error_code ec; + std::filesystem::path filepath = std::filesystem::read_symlink("/proc/self/exe", ec); + + if (ec) { + fprintf(stderr, "Error reading /proc/self/exe: %s\n", ec.message().c_str()); + return std::filesystem::path(); + } + + return filepath.parent_path(); +} +#endif // _WIN32 + +bool filepath_is_readable(const std::filesystem::path &path) { +#if _WIN32 + FILE *fp = _wfopen(path.c_str(), L"rb"); +#else // _WIN32 + FILE *fp = fopen(path.c_str(), "rb"); +#endif // _WIN32 + if (!fp) { + return false; + } + + fclose(fp); + return true; +} + +std::filesystem::path find_resource_file(const std::filesystem::path &path) { + if (filepath_is_readable(path)) { + return path; + } + + if (filepath_is_readable(std::filesystem::path("/usr/share/video2x/") / path)) { + return std::filesystem::path("/usr/share/video2x/") / path; + } + + return get_executable_directory() / path; +} + +std::string path_to_string(const std::filesystem::path &path) { +#if _WIN32 + std::wstring wide_path = path.wstring(); + int buffer_size = + WideCharToMultiByte(CP_UTF8, 0, wide_path.c_str(), -1, nullptr, 0, nullptr, nullptr); + if (buffer_size == 0) { + return std::string(); + } + std::vector buffer(buffer_size); + WideCharToMultiByte( + CP_UTF8, 0, wide_path.c_str(), -1, buffer.data(), buffer_size, nullptr, nullptr + ); + return std::string(buffer.data()); +#else + return path.string(); +#endif +} diff --git a/src/getopt.c b/src/getopt.c new file mode 100644 index 0000000..3542ded --- /dev/null +++ b/src/getopt.c @@ -0,0 +1,249 @@ +/* + * Copyright (c) 1987, 1993, 1994, 1996 + * The Regents of the University of California. All rights reserved. + * + * Redistribution and use in source and binary forms, with or without + * modification, are permitted provided that the following conditions + * are met: + * 1. Redistributions of source code must retain the above copyright + * notice, this list of conditions and the following disclaimer. + * 2. Redistributions in binary form must reproduce the above copyright + * notice, this list of conditions and the following disclaimer in the + * documentation and/or other materials provided with the distribution. + * 3. Neither the names of the copyright holders nor the names of its + * contributors may be used to endorse or promote products derived from + * this software without specific prior written permission. + * + * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS ``AS + * IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, + * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR + * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE REGENTS OR CONTRIBUTORS BE + * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR + * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF + * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS + * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN + * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) + * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE + * POSSIBILITY OF SUCH DAMAGE. + */ +#include +#include +#include +#include + +#include "getopt.h" + +/* +extern int opterr; +extern int optind; +extern int optopt; +extern int optreset; +extern char *optarg; +*/ + +int opterr = 1; /* if error message should be printed */ +int optind = 1; /* index into parent argv vector */ +int optopt = 0; /* character checked for validity */ +int optreset = 0; /* reset getopt */ +char *optarg = NULL; /* argument associated with option */ + +#ifndef __P +#define __P(x) x +#endif +#define _DIAGASSERT(x) assert(x) + +static char *__progname __P((char *)); +int getopt_internal __P((int, char *const *, const char *)); + +static char *__progname(char *nargv0) { + char *tmp; + + _DIAGASSERT(nargv0 != NULL); + + tmp = strrchr(nargv0, '/'); + if (tmp) { + tmp++; + } else { + tmp = nargv0; + } + return (tmp); +} + +#define BADCH (int)'?' +#define BADARG (int)':' +#define EMSG "" + +/* + * getopt -- + * Parse argc/argv argument vector. + */ +int getopt_internal(int nargc, char *const *nargv, const char *ostr) { + static char *place = EMSG; /* option letter processing */ + char *oli; /* option letter list index */ + + _DIAGASSERT(nargv != NULL); + _DIAGASSERT(ostr != NULL); + + if (optreset || !*place) { /* update scanning pointer */ + optreset = 0; + if (optind >= nargc || *(place = nargv[optind]) != '-') { + place = EMSG; + return (-1); + } + if (place[1] && *++place == '-') { /* found "--" */ + /* ++optind; */ + place = EMSG; + return (-2); + } + } /* option letter okay? */ + if ((optopt = (int)*place++) == (int)':' || !(oli = strchr(ostr, optopt))) { + /* + * if the user didn't specify '-' as an option, + * assume it means -1. + */ + if (optopt == (int)'-') { + return (-1); + } + if (!*place) { + ++optind; + } + if (opterr && *ostr != ':') { + (void)fprintf(stderr, "%s: illegal option -- %c\n", __progname(nargv[0]), optopt); + } + return (BADCH); + } + if (*++oli != ':') { /* don't need argument */ + optarg = NULL; + if (!*place) { + ++optind; + } + } else { /* need an argument */ + if (*place) { /* no white space */ + optarg = place; + } else if (nargc <= ++optind) { /* no arg */ + place = EMSG; + if ((opterr) && (*ostr != ':')) { + (void)fprintf( + stderr, "%s: option requires an argument -- %c\n", __progname(nargv[0]), optopt + ); + } + return (BADARG); + } else { /* white space */ + optarg = nargv[optind]; + } + place = EMSG; + ++optind; + } + return (optopt); /* dump back option letter */ +} + +#if 0 +/* + * getopt -- + * Parse argc/argv argument vector. + */ +int +getopt2(nargc, nargv, ostr) + int nargc; + char * const *nargv; + const char *ostr; +{ + int retval; + + if ((retval = getopt_internal(nargc, nargv, ostr)) == -2) { + retval = -1; + ++optind; + } + return(retval); +} +#endif + +/* + * getopt_long -- + * Parse argc/argv argument vector. + */ +int getopt_long( + int nargc, + char **nargv, + const char *options, + const struct option *long_options, + int *index +) { + int retval; + + _DIAGASSERT(nargv != NULL); + _DIAGASSERT(options != NULL); + _DIAGASSERT(long_options != NULL); + /* index may be NULL */ + + if ((retval = getopt_internal(nargc, nargv, options)) == -2) { + char *current_argv = nargv[optind++] + 2, *has_equal; + int i, match = -1; + size_t current_argv_len; + + if (*current_argv == '\0') { + return (-1); + } + if ((has_equal = strchr(current_argv, '=')) != NULL) { + current_argv_len = has_equal - current_argv; + has_equal++; + } else { + current_argv_len = strlen(current_argv); + } + + for (i = 0; long_options[i].name; i++) { + if (strncmp(current_argv, long_options[i].name, current_argv_len)) { + continue; + } + + if (strlen(long_options[i].name) == current_argv_len) { + match = i; + break; + } + if (match == -1) { + match = i; + } + } + if (match != -1) { + if (long_options[match].has_arg == required_argument || + long_options[match].has_arg == optional_argument) { + if (has_equal) { + optarg = has_equal; + } else { + optarg = nargv[optind++]; + } + } + if ((long_options[match].has_arg == required_argument) && (optarg == NULL)) { + /* + * Missing argument, leading : + * indicates no error should be generated + */ + if ((opterr) && (*options != ':')) { + (void)fprintf( + stderr, + "%s: option requires an argument -- %s\n", + __progname(nargv[0]), + current_argv + ); + } + return (BADARG); + } + } else { /* No matching argument */ + if ((opterr) && (*options != ':')) { + (void + )fprintf(stderr, "%s: illegal option -- %s\n", __progname(nargv[0]), current_argv); + } + return (BADCH); + } + if (long_options[match].flag) { + *long_options[match].flag = long_options[match].val; + retval = 0; + } else { + retval = long_options[match].val; + } + if (index) { + *index = match; + } + } + return (retval); +} diff --git a/src/libplacebo.cpp b/src/libplacebo.cpp new file mode 100644 index 0000000..7981192 --- /dev/null +++ b/src/libplacebo.cpp @@ -0,0 +1,161 @@ +#include +#include +#include + +extern "C" { +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +} + +#include "fsutils.h" + +int init_libplacebo( + AVFilterGraph **filter_graph, + AVFilterContext **buffersrc_ctx, + AVFilterContext **buffersink_ctx, + AVBufferRef **device_ctx, + AVCodecContext *dec_ctx, + int output_width, + int output_height, + const std::filesystem::path &shader_path +) { + char args[512]; + int ret; + + // Initialize the Vulkan hardware device + AVBufferRef *hw_device_ctx = av_hwdevice_ctx_alloc(AV_HWDEVICE_TYPE_VULKAN); + ret = av_hwdevice_ctx_create(&hw_device_ctx, AV_HWDEVICE_TYPE_VULKAN, NULL, NULL, 0); + if (ret < 0) { + fprintf(stderr, "Unable to initialize Vulkan device\n"); + return ret; + } + + AVFilterGraph *graph = avfilter_graph_alloc(); + if (!graph) { + fprintf(stderr, "Unable to create filter graph.\n"); + return AVERROR(ENOMEM); + } + + // Create buffer source + const AVFilter *buffersrc = avfilter_get_by_name("buffer"); + snprintf( + args, + sizeof(args), + "video_size=%dx%d:pix_fmt=%d:time_base=%d/%d:frame_rate=%d/%d:" + "pixel_aspect=%d/%d:colorspace=%d", + dec_ctx->width, + dec_ctx->height, + dec_ctx->pix_fmt, + dec_ctx->time_base.num, + dec_ctx->time_base.den, + dec_ctx->framerate.num, + dec_ctx->framerate.den, + dec_ctx->sample_aspect_ratio.num, + dec_ctx->sample_aspect_ratio.den, + dec_ctx->colorspace + ); + + ret = avfilter_graph_create_filter(buffersrc_ctx, buffersrc, "in", args, NULL, graph); + if (ret < 0) { + fprintf(stderr, "Cannot create buffer source\n"); + av_buffer_unref(&hw_device_ctx); + avfilter_graph_free(&graph); + return ret; + } + + AVFilterContext *last_filter = *buffersrc_ctx; + + // Create the libplacebo filter + const AVFilter *libplacebo_filter = avfilter_get_by_name("libplacebo"); + if (!libplacebo_filter) { + fprintf(stderr, "Filter 'libplacebo' not found\n"); + av_buffer_unref(&hw_device_ctx); + avfilter_graph_free(&graph); + return AVERROR_FILTER_NOT_FOUND; + } + + // Convert the shader path to a string since filter args is const char * + std::string shader_path_string = path_to_string(shader_path); + +#ifdef _WIN32 + // libplacebo does not recognize the Windows '\\' path separator + std::replace(shader_path_string.begin(), shader_path_string.end(), '\\', '/'); +#endif + + // Prepare the filter arguments + char filter_args[512]; + snprintf( + filter_args, + sizeof(filter_args), + "w=%d:h=%d:upscaler=ewa_lanczos:custom_shader_path=%s", + output_width, + output_height, + shader_path_string.c_str() + ); + + AVFilterContext *libplacebo_ctx; + ret = avfilter_graph_create_filter( + &libplacebo_ctx, libplacebo_filter, "libplacebo", filter_args, NULL, graph + ); + if (ret < 0) { + fprintf(stderr, "Cannot create libplacebo filter\n"); + av_buffer_unref(&hw_device_ctx); + avfilter_graph_free(&graph); + return ret; + } + + // Set the hardware device context to Vulkan + libplacebo_ctx->hw_device_ctx = av_buffer_ref(hw_device_ctx); + + // Link buffersrc to libplacebo + ret = avfilter_link(last_filter, 0, libplacebo_ctx, 0); + if (ret < 0) { + fprintf(stderr, "Error connecting buffersrc to libplacebo filter\n"); + av_buffer_unref(&hw_device_ctx); + avfilter_graph_free(&graph); + return ret; + } + + last_filter = libplacebo_ctx; + + // Create buffer sink + const AVFilter *buffersink = avfilter_get_by_name("buffersink"); + ret = avfilter_graph_create_filter(buffersink_ctx, buffersink, "out", NULL, NULL, graph); + if (ret < 0) { + fprintf(stderr, "Cannot create buffer sink\n"); + av_buffer_unref(&hw_device_ctx); + avfilter_graph_free(&graph); + return ret; + } + + // Link libplacebo to buffersink + ret = avfilter_link(last_filter, 0, *buffersink_ctx, 0); + if (ret < 0) { + fprintf(stderr, "Error connecting libplacebo filter to buffersink\n"); + av_buffer_unref(&hw_device_ctx); + avfilter_graph_free(&graph); + return ret; + } + + // Configure the filter graph + ret = avfilter_graph_config(graph, NULL); + if (ret < 0) { + fprintf(stderr, "Error configuring the filter graph\n"); + av_buffer_unref(&hw_device_ctx); + avfilter_graph_free(&graph); + return ret; + } + + *filter_graph = graph; + *device_ctx = hw_device_ctx; + return 0; +} diff --git a/src/libplacebo_filter.cpp b/src/libplacebo_filter.cpp new file mode 100644 index 0000000..b1758bd --- /dev/null +++ b/src/libplacebo_filter.cpp @@ -0,0 +1,139 @@ +#include + +extern "C" { +#include +#include +#include +#include +} + +#include "fsutils.h" +#include "libplacebo.h" +#include "libplacebo_filter.h" + +LibplaceboFilter::LibplaceboFilter(int width, int height, const std::filesystem::path &shader_path) + : filter_graph(nullptr), + buffersrc_ctx(nullptr), + buffersink_ctx(nullptr), + device_ctx(nullptr), + output_width(width), + output_height(height), + shader_path(std::move(shader_path)) {} + +LibplaceboFilter::~LibplaceboFilter() { + if (buffersrc_ctx) { + avfilter_free(buffersrc_ctx); + buffersrc_ctx = nullptr; + } + if (buffersink_ctx) { + avfilter_free(buffersink_ctx); + buffersink_ctx = nullptr; + } + if (device_ctx) { + av_buffer_unref(&device_ctx); + device_ctx = nullptr; + } + if (filter_graph) { + avfilter_graph_free(&filter_graph); + filter_graph = nullptr; + } +} + +int LibplaceboFilter::init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx) { + // Construct the shader path + std::filesystem::path shader_full_path; + if (filepath_is_readable(shader_path)) { + // If the shader path is directly readable, use it + shader_full_path = shader_path; + } else { + // Construct the fallback path using std::filesystem + shader_full_path = + find_resource_file(std::filesystem::path("models") / (shader_path.string() + ".glsl")); + } + + // Save the output time base + output_time_base = enc_ctx->time_base; + + return init_libplacebo( + &filter_graph, + &buffersrc_ctx, + &buffersink_ctx, + &device_ctx, + dec_ctx, + output_width, + output_height, + shader_full_path + ); +} + +AVFrame *LibplaceboFilter::process_frame(AVFrame *input_frame) { + int ret; + + // Get the filtered frame + AVFrame *output_frame = av_frame_alloc(); + if (output_frame == nullptr) { + fprintf(stderr, "Failed to allocate output frame\n"); + return nullptr; + } + + // Feed the frame to the filter graph + ret = av_buffersrc_add_frame(buffersrc_ctx, input_frame); + if (ret < 0) { + fprintf(stderr, "Error while feeding the filter graph\n"); + return nullptr; + } + + ret = av_buffersink_get_frame(buffersink_ctx, output_frame); + if (ret < 0) { + av_frame_free(&output_frame); + if (ret != AVERROR(EAGAIN) && ret != AVERROR_EOF) { + char errbuf[AV_ERROR_MAX_STRING_SIZE]; + av_strerror(ret, errbuf, sizeof(errbuf)); + fprintf(stderr, "Error getting frame from filter graph: %s\n", errbuf); + return nullptr; + } + return (AVFrame *)-1; + } + + // Rescale PTS to encoder's time base + output_frame->pts = + av_rescale_q(output_frame->pts, buffersink_ctx->inputs[0]->time_base, output_time_base); + + // Return the processed frame to the caller + return output_frame; +} + +int LibplaceboFilter::flush(std::vector &processed_frames) { + int ret = av_buffersrc_add_frame(buffersrc_ctx, nullptr); // Signal EOF to the filter graph + if (ret < 0) { + fprintf(stderr, "Error while flushing filter graph\n"); + return ret; + } + + // Retrieve all remaining frames from the filter graph + while (1) { + AVFrame *filt_frame = av_frame_alloc(); + if (filt_frame == nullptr) { + return AVERROR(ENOMEM); + } + + ret = av_buffersink_get_frame(buffersink_ctx, filt_frame); + if (ret == AVERROR(EAGAIN) || ret == AVERROR_EOF) { + av_frame_free(&filt_frame); + break; + } + if (ret < 0) { + av_frame_free(&filt_frame); + return ret; + } + + // Rescale PTS to encoder's time base + filt_frame->pts = + av_rescale_q(filt_frame->pts, buffersink_ctx->inputs[0]->time_base, output_time_base); + + // Add to processed frames + processed_frames.push_back(filt_frame); + } + + return 0; +} diff --git a/src/libvideo2x.cpp b/src/libvideo2x.cpp new file mode 100644 index 0000000..181d9e2 --- /dev/null +++ b/src/libvideo2x.cpp @@ -0,0 +1,327 @@ +#include +#include +#include +#include + +// FFmpeg headers +extern "C" { +#include +#include +} + +#include "decoder.h" +#include "encoder.h" +#include "filter.h" +#include "libplacebo_filter.h" +#include "libvideo2x.h" +#include "realesrgan_filter.h" + +// Function to process frames using the selected filter (same as before) +int process_frames( + ProcessingStatus *status, + AVFormatContext *fmt_ctx, + AVFormatContext *ofmt_ctx, + AVCodecContext *dec_ctx, + AVCodecContext *enc_ctx, + Filter *filter, + int video_stream_index +) { + int ret; + AVPacket packet; + std::vector flushed_frames; + char errbuf[AV_ERROR_MAX_STRING_SIZE]; + + // Get the total number of frames in the video + AVStream *video_stream = fmt_ctx->streams[video_stream_index]; + status->total_frames = video_stream->nb_frames; + + // If nb_frames is not set, calculate total frames using duration and frame rate + if (status->total_frames == 0) { + int64_t duration = video_stream->duration; + AVRational frame_rate = video_stream->avg_frame_rate; + if (duration != AV_NOPTS_VALUE && frame_rate.num != 0 && frame_rate.den != 0) { + status->total_frames = duration * frame_rate.num / frame_rate.den; + } + } + + // Get start time + status->start_time = time(NULL); + if (status->start_time == -1) { + perror("time"); + } + + AVFrame *frame = av_frame_alloc(); + if (frame == nullptr) { + ret = AVERROR(ENOMEM); + goto end; + } + + // Read frames from the input file + while (1) { + ret = av_read_frame(fmt_ctx, &packet); + if (ret < 0) { + break; // End of file or error + } + + if (packet.stream_index == video_stream_index) { + // Send the packet to the decoder + ret = avcodec_send_packet(dec_ctx, &packet); + if (ret < 0) { + av_strerror(ret, errbuf, sizeof(errbuf)); + fprintf(stderr, "Error sending packet to decoder: %s\n", errbuf); + av_packet_unref(&packet); + goto end; + } + + // Receive and process frames from the decoder + while (1) { + ret = avcodec_receive_frame(dec_ctx, frame); + if (ret == AVERROR(EAGAIN) || ret == AVERROR_EOF) { + break; + } else if (ret < 0) { + av_strerror(ret, errbuf, sizeof(errbuf)); + fprintf(stderr, "Error decoding video frame: %s\n", errbuf); + goto end; + } + + // Process the frame using the selected filter + AVFrame *processed_frame = filter->process_frame(frame); + if (processed_frame != nullptr && processed_frame != (AVFrame *)-1) { + // Encode and write the processed frame + ret = encode_and_write_frame(processed_frame, enc_ctx, ofmt_ctx); + if (ret < 0) { + av_strerror(ret, errbuf, sizeof(errbuf)); + fprintf(stderr, "Error encoding/writing frame: %s\n", errbuf); + av_frame_free(&processed_frame); + goto end; + } + + av_frame_free(&processed_frame); + status->processed_frames++; + } else if (processed_frame != (AVFrame *)-1) { + fprintf(stderr, "Error processing frame\n"); + goto end; + } + + av_frame_unref(frame); + + // Print the processing status + printf( + "\r[Video2X] Processing frame %ld/%ld (%.2f%%); time elapsed: %lds", + status->processed_frames, + status->total_frames, + status->processed_frames * 100.0 / status->total_frames, + time(NULL) - status->start_time + ); + fflush(stdout); + } + } + av_packet_unref(&packet); + } + + // Print a newline after processing all frames + printf("\n"); + + // Flush the filter + ret = filter->flush(flushed_frames); + if (ret < 0) { + av_strerror(ret, errbuf, sizeof(errbuf)); + fprintf(stderr, "Error flushing filter: %s\n", errbuf); + goto end; + } + + // Encode and write all flushed frames + for (AVFrame *&flushed_frame : flushed_frames) { + ret = encode_and_write_frame(flushed_frame, enc_ctx, ofmt_ctx); + if (ret < 0) { + av_strerror(ret, errbuf, sizeof(errbuf)); + fprintf(stderr, "Error encoding/writing flushed frame: %s\n", errbuf); + av_frame_free(&flushed_frame); + flushed_frame = nullptr; + goto end; + } + av_frame_free(&flushed_frame); + flushed_frame = nullptr; + } + + // Flush the encoder + ret = flush_encoder(enc_ctx, ofmt_ctx); + if (ret < 0) { + av_strerror(ret, errbuf, sizeof(errbuf)); + fprintf(stderr, "Error flushing encoder: %s\n", errbuf); + goto end; + } + +end: + av_frame_free(&frame); + // Free any flushed frames not yet freed + for (AVFrame *flushed_frame : flushed_frames) { + if (flushed_frame) { + av_frame_free(&flushed_frame); + } + } + return ret; +} + +// Cleanup helper function +void cleanup( + AVFormatContext *fmt_ctx, + AVFormatContext *ofmt_ctx, + AVCodecContext *dec_ctx, + AVCodecContext *enc_ctx, + Filter *filter +) { + if (filter) { + delete filter; + } + if (dec_ctx) { + avcodec_free_context(&dec_ctx); + } + if (enc_ctx) { + avcodec_free_context(&enc_ctx); + } + if (fmt_ctx) { + avformat_close_input(&fmt_ctx); + } + if (ofmt_ctx && !(ofmt_ctx->oformat->flags & AVFMT_NOFILE)) { + avio_closep(&ofmt_ctx->pb); + } + if (ofmt_ctx) { + avformat_free_context(ofmt_ctx); + } +} + +// Main function to process the video +extern "C" int process_video( + const char *input_filename, + const char *output_filename, + const FilterConfig *filter_config, + EncoderConfig *encoder_config, + ProcessingStatus *status +) { + AVFormatContext *fmt_ctx = nullptr; + AVFormatContext *ofmt_ctx = nullptr; + AVCodecContext *dec_ctx = nullptr; + AVCodecContext *enc_ctx = nullptr; + Filter *filter = nullptr; + int video_stream_index = -1; + int ret = 0; // Initialize ret with 0 to assume success + + // Initialize input + if (init_decoder(input_filename, &fmt_ctx, &dec_ctx, &video_stream_index) < 0) { + fprintf(stderr, "Failed to initialize decoder\n"); + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + return 1; + } + + // Initialize output based on Libplacebo or RealESRGAN configuration + int output_width = 0, output_height = 0; + switch (filter_config->filter_type) { + case FILTER_LIBPLACEBO: + output_width = filter_config->config.libplacebo.output_width; + output_height = filter_config->config.libplacebo.output_height; + break; + case FILTER_REALESRGAN: + // Calculate the output dimensions based on the scaling factor + output_width = dec_ctx->width * filter_config->config.realesrgan.scaling_factor; + output_height = dec_ctx->height * filter_config->config.realesrgan.scaling_factor; + } + + // Initialize output encoder + encoder_config->output_width = output_width; + encoder_config->output_height = output_height; + if (init_encoder(output_filename, &ofmt_ctx, &enc_ctx, dec_ctx, encoder_config) < 0) { + fprintf(stderr, "Failed to initialize encoder\n"); + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + return 1; + } + + // Write the output file header + if (avformat_write_header(ofmt_ctx, NULL) < 0) { + fprintf(stderr, "Error occurred when opening output file\n"); + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + return 1; + } + + // Create and initialize the appropriate filter + switch (filter_config->filter_type) { + case FILTER_LIBPLACEBO: { + const auto &config = filter_config->config.libplacebo; + + // Validate shader path + if (!config.shader_path) { + fprintf(stderr, "Shader path must be provided for the libplacebo filter\n"); + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + return 1; + } + + // Validate output dimensions + if (config.output_width <= 0 || config.output_height <= 0) { + fprintf(stderr, "Output dimensions must be provided for the libplacebo filter\n"); + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + return 1; + } + + filter = new LibplaceboFilter( + config.output_width, config.output_height, std::filesystem::path(config.shader_path) + ); + break; + } + case FILTER_REALESRGAN: { + const auto &config = filter_config->config.realesrgan; + + // Validate model name + if (!config.model) { + fprintf(stderr, "Model name must be provided for the RealESRGAN filter\n"); + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + return 1; + } + + // Validate scaling factor + if (config.scaling_factor <= 0) { + fprintf(stderr, "Scaling factor must be provided for the RealESRGAN filter\n"); + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + return 1; + } + + filter = new RealesrganFilter( + config.gpuid, config.tta_mode, config.scaling_factor, config.model + ); + break; + } + default: + fprintf(stderr, "Unknown filter type\n"); + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + return 1; + } + + // Initialize the filter + if (filter->init(dec_ctx, enc_ctx) < 0) { + fprintf(stderr, "Failed to initialize filter\n"); + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + return 1; + } + + // Process frames + if ((ret = + process_frames(status, fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter, video_stream_index) + ) < 0) { + fprintf(stderr, "Error processing frames\n"); + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + return 1; + } + + // Write the output file trailer + av_write_trailer(ofmt_ctx); + + // Cleanup before returning + cleanup(fmt_ctx, ofmt_ctx, dec_ctx, enc_ctx, filter); + + if (ret < 0 && ret != AVERROR_EOF) { + char errbuf[AV_ERROR_MAX_STRING_SIZE]; + av_strerror(ret, errbuf, sizeof(errbuf)); + fprintf(stderr, "Error occurred: %s\n", errbuf); + return 1; + } + return 0; +} diff --git a/src/realesrgan_filter.cpp b/src/realesrgan_filter.cpp new file mode 100644 index 0000000..7ccc2dc --- /dev/null +++ b/src/realesrgan_filter.cpp @@ -0,0 +1,129 @@ +#include +#include +#include +#include + +extern "C" { +#include +#include +#include +} + +#include "conversions.h" +#include "fsutils.h" +#include "realesrgan.h" +#include "realesrgan_filter.h" + +RealesrganFilter::RealesrganFilter( + int gpuid, + bool tta_mode, + int scaling_factor, + const char *model, + const std::filesystem::path custom_model_param_path, + const std::filesystem::path custom_model_bin_path +) + : realesrgan(nullptr), + gpuid(gpuid), + tta_mode(tta_mode), + scaling_factor(scaling_factor), + model(model), + custom_model_param_path(std::move(custom_model_param_path)), + custom_model_bin_path(std::move(custom_model_bin_path)) {} + +RealesrganFilter::~RealesrganFilter() { + if (realesrgan) { + delete realesrgan; + realesrgan = nullptr; + } +} + +int RealesrganFilter::init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx) { + // Construct the model paths using std::filesystem + std::filesystem::path model_param_path; + std::filesystem::path model_bin_path; + + if (model) { + // Find the model paths by model name if provided + model_param_path = std::filesystem::path("models") / + (std::string(model) + "-x" + std::to_string(scaling_factor) + ".param"); + model_bin_path = std::filesystem::path("models") / + (std::string(model) + "-x" + std::to_string(scaling_factor) + ".bin"); + } else if (!custom_model_param_path.empty() && !custom_model_bin_path.empty()) { + // Use the custom model paths if provided + model_param_path = custom_model_param_path; + model_bin_path = custom_model_bin_path; + } else { + // Neither model name nor custom model paths provided + fprintf(stderr, "Model or model paths must be provided for RealESRGAN filter\n"); + return -1; + } + + // Get the full paths using a function that possibly modifies or validates the path + std::filesystem::path model_param_full_path = find_resource_file(model_param_path); + std::filesystem::path model_bin_full_path = find_resource_file(model_bin_path); + + // Create a new RealESRGAN instance + realesrgan = new RealESRGAN(gpuid, tta_mode); + + // Store the time bases + input_time_base = dec_ctx->time_base; + output_time_base = enc_ctx->time_base; + output_pix_fmt = enc_ctx->pix_fmt; + + // Load the model + if (realesrgan->load(model_param_full_path, model_bin_full_path) != 0) { + fprintf(stderr, "Failed to load RealESRGAN model\n"); + return -1; + } + + // Set RealESRGAN parameters + realesrgan->scale = scaling_factor; + realesrgan->prepadding = 10; + + // Calculate tilesize based on GPU heap budget + uint32_t heap_budget = ncnn::get_gpu_device(gpuid)->get_heap_budget(); + if (heap_budget > 1900) { + realesrgan->tilesize = 200; + } else if (heap_budget > 550) { + realesrgan->tilesize = 100; + } else if (heap_budget > 190) { + realesrgan->tilesize = 64; + } else { + realesrgan->tilesize = 32; + } + + return 0; +} + +AVFrame *RealesrganFilter::process_frame(AVFrame *input_frame) { + // Convert the input frame to RGB24 + ncnn::Mat input_mat = avframe_to_ncnn_mat(input_frame); + if (input_mat.empty()) { + fprintf(stderr, "Failed to convert AVFrame to ncnn::Mat\n"); + return nullptr; + } + + // Allocate space for ouptut ncnn::Mat + int output_width = input_mat.w * realesrgan->scale; + int output_height = input_mat.h * realesrgan->scale; + ncnn::Mat output_mat = ncnn::Mat(output_width, output_height, (size_t)3, 3); + + if (realesrgan->process(input_mat, output_mat) != 0) { + fprintf(stderr, "RealESRGAN processing failed\n"); + return nullptr; + } + + // Convert ncnn::Mat to AVFrame + AVFrame *output_frame = ncnn_mat_to_avframe(output_mat, output_pix_fmt); + + // Rescale PTS to encoder's time base + output_frame->pts = av_rescale_q(input_frame->pts, input_time_base, output_time_base); + + // Return the processed frame to the caller + return output_frame; +} + +int RealesrganFilter::flush(std::vector &processed_frames) { + // No special flushing needed for RealESRGAN + return 0; +} diff --git a/src/video2x.c b/src/video2x.c new file mode 100644 index 0000000..8ae077c --- /dev/null +++ b/src/video2x.c @@ -0,0 +1,325 @@ +#include +#include +#include + +#include +#include + +#include + +#include "getopt.h" + +const char *VIDEO2X_VERSION = "6.0.0"; + +// Define command line options +static struct option long_options[] = { + // General options + {"input", required_argument, NULL, 'i'}, + {"output", required_argument, NULL, 'o'}, + {"filter", required_argument, NULL, 'f'}, + {"version", no_argument, NULL, 'v'}, + {"help", no_argument, NULL, 0}, + + // Encoder options + {"codec", required_argument, NULL, 'c'}, + {"preset", required_argument, NULL, 'p'}, + {"pixfmt", required_argument, NULL, 'x'}, + {"bitrate", required_argument, NULL, 'b'}, + {"crf", required_argument, NULL, 'q'}, + + // Libplacebo options + {"shader", required_argument, NULL, 's'}, + {"width", required_argument, NULL, 'w'}, + {"height", required_argument, NULL, 'h'}, + + // RealESRGAN options + {"gpuid", required_argument, NULL, 'g'}, + {"model", required_argument, NULL, 'm'}, + {"scale", required_argument, NULL, 'r'}, + {0, 0, 0, 0} +}; + +// Structure to hold parsed arguments +struct arguments { + // General options + const char *input_filename; + const char *output_filename; + const char *filter_type; + + // Encoder options + const char *codec; + const char *pix_fmt; + const char *preset; + int64_t bitrate; + float crf; + + // libplacebo options + const char *shader_path; + int output_width; + int output_height; + + // RealESRGAN options + int gpuid; + const char *model; + int scaling_factor; +}; + +const char *valid_models[] = { + "realesrgan-plus", + "realesrgan-plus-anime", + "realesr-animevideov3", +}; + +int is_valid_realesrgan_model(const char *model) { + if (!model) { + return 0; + } + for (int i = 0; i < sizeof(valid_models) / sizeof(valid_models[0]); i++) { + if (strcmp(model, valid_models[i]) == 0) { + return 1; + } + } + return 0; +} + +void print_help() { + printf("Usage: video2x [OPTIONS]\n"); + printf("\nGeneral Options:\n"); + printf(" -i, --input Input video file path\n"); + printf(" -o, --output Output video file path\n"); + printf(" -f, --filter Filter to use: 'libplacebo' or 'realesrgan'\n"); + printf(" -v, --version Print program version\n"); + printf(" --help Display this help page\n"); + + printf("\nEncoder Options (Optional):\n"); + printf(" -c, --codec Output codec (default: libx264)\n"); + printf(" -p, --preset Encoder preset (default: veryslow)\n"); + printf(" -x, --pixfmt Output pixel format (default: yuv420p)\n"); + printf(" -b, --bitrate Bitrate in bits per second (default: 2000000)\n"); + printf(" -q, --crf Constant Rate Factor (default: 17.0)\n"); + + printf("\nlibplacebo Options:\n"); + printf(" -s, --shader Name or path to custom GLSL shader file\n"); + printf(" -w, --width Output width\n"); + printf(" -h, --height Output height\n"); + + printf("\nRealESRGAN Options:\n"); + printf(" -g, --gpuid Vulkan GPU ID (default: 0)\n"); + printf(" -m, --model Name of the model to use\n"); + printf(" -r, --scale Scaling factor (2, 3, or 4)\n"); +} + +void parse_arguments(int argc, char **argv, struct arguments *arguments) { + int option_index = 0; + int c; + + // Default argument values + arguments->input_filename = NULL; + arguments->output_filename = NULL; + arguments->filter_type = NULL; + + // Encoder options + arguments->codec = "libx264"; + arguments->preset = "veryslow"; + arguments->pix_fmt = "yuv420p"; + arguments->bitrate = 2 * 1000 * 1000; + arguments->crf = 17.0; + + // libplacebo options + arguments->shader_path = NULL; + arguments->output_width = 0; + arguments->output_height = 0; + + // RealESRGAN options + arguments->gpuid = 0; + arguments->model = NULL; + arguments->scaling_factor = 0; + + while ((c = getopt_long(argc, argv, "i:o:f:c:x:p:b:q:s:w:h:r:m:v", long_options, &option_index) + ) != -1) { + switch (c) { + case 'i': + arguments->input_filename = optarg; + break; + case 'o': + arguments->output_filename = optarg; + break; + case 'f': + arguments->filter_type = optarg; + break; + case 'c': + arguments->codec = optarg; + break; + case 'x': + arguments->pix_fmt = optarg; + break; + case 'p': + arguments->preset = optarg; + break; + case 'b': + arguments->bitrate = strtoll(optarg, NULL, 10); + if (arguments->bitrate <= 0) { + fprintf(stderr, "Error: Invalid bitrate specified.\n"); + exit(1); + } + break; + case 'q': + arguments->crf = atof(optarg); + if (arguments->crf < 0.0 || arguments->crf > 51.0) { + fprintf(stderr, "Error: CRF must be between 0 and 51.\n"); + exit(1); + } + break; + case 's': + arguments->shader_path = optarg; + break; + case 'w': + arguments->output_width = atoi(optarg); + if (arguments->output_width <= 0) { + fprintf(stderr, "Error: Output width must be greater than 0.\n"); + exit(1); + } + break; + case 'h': + arguments->output_height = atoi(optarg); + if (arguments->output_height <= 0) { + fprintf(stderr, "Error: Output height must be greater than 0.\n"); + exit(1); + } + break; + case 'g': + arguments->gpuid = atoi(optarg); + break; + case 'm': + arguments->model = optarg; + if (!is_valid_realesrgan_model(arguments->model)) { + fprintf( + stderr, + "Error: Invalid model specified. Must be 'realesrgan-plus', 'realesrgan-plus-anime', or 'realesr-animevideov3'.\n" + ); + exit(1); + } + break; + case 'r': + arguments->scaling_factor = atoi(optarg); + if (arguments->scaling_factor != 2 && arguments->scaling_factor != 3 && + arguments->scaling_factor != 4) { + fprintf(stderr, "Error: Scaling factor must be 2, 3, or 4.\n"); + exit(1); + } + break; + case 'v': + printf("video2x %s\n", VIDEO2X_VERSION); + exit(0); + case 0: // Long-only options without short equivalents (e.g., help) + if (strcmp(long_options[option_index].name, "help") == 0) { + print_help(); + exit(0); + } + break; + default: + fprintf(stderr, "Invalid options provided.\n"); + exit(1); + } + } + + // Check for required arguments + if (!arguments->input_filename || !arguments->output_filename) { + fprintf(stderr, "Error: Input and output files are required.\n"); + exit(1); + } + + if (!arguments->filter_type) { + fprintf(stderr, "Error: Filter type is required (libplacebo or realesrgan).\n"); + exit(1); + } + + if (strcmp(arguments->filter_type, "libplacebo") == 0) { + if (!arguments->shader_path || arguments->output_width == 0 || + arguments->output_height == 0) { + fprintf( + stderr, + "Error: For libplacebo, shader name/path (-s), width (-w), and height (-e) are required.\n" + ); + exit(1); + } + } else if (strcmp(arguments->filter_type, "realesrgan") == 0) { + if (arguments->scaling_factor == 0 || !arguments->model) { + fprintf( + stderr, "Error: For realesrgan, scaling factor (-r) and model (-m) are required.\n" + ); + exit(1); + } + } +} + +int main(int argc, char **argv) { + struct arguments arguments; + parse_arguments(argc, argv, &arguments); + + // Setup filter configurations based on the parsed arguments + struct FilterConfig filter_config; + if (strcmp(arguments.filter_type, "libplacebo") == 0) { + filter_config.filter_type = FILTER_LIBPLACEBO; + filter_config.config.libplacebo.output_width = arguments.output_width; + filter_config.config.libplacebo.output_height = arguments.output_height; + filter_config.config.libplacebo.shader_path = arguments.shader_path; + } else if (strcmp(arguments.filter_type, "realesrgan") == 0) { + filter_config.filter_type = FILTER_REALESRGAN; + filter_config.config.realesrgan.gpuid = arguments.gpuid; + filter_config.config.realesrgan.tta_mode = 0; + filter_config.config.realesrgan.scaling_factor = arguments.scaling_factor; + filter_config.config.realesrgan.model = arguments.model; + } else { + fprintf(stderr, "Error: Invalid filter type specified.\n"); + return 1; + } + + // Parse codec to AVCodec + const AVCodec *codec = avcodec_find_encoder_by_name(arguments.codec); + if (!codec) { + fprintf(stderr, "Error: Codec '%s' not found.\n", arguments.codec); + return 1; + } + + // Parse pixel format to AVPixelFormat + enum AVPixelFormat pix_fmt = av_get_pix_fmt(arguments.pix_fmt); + if (pix_fmt == AV_PIX_FMT_NONE) { + fprintf(stderr, "Error: Invalid pixel format '%s'.\n", arguments.pix_fmt); + return 1; + } + + // Setup encoder configuration + struct EncoderConfig encoder_config = { + .output_width = 0, // To be filled by libvideo2x + .output_height = 0, // To be filled by libvideo2x + .codec = codec->id, + .pix_fmt = pix_fmt, + .preset = arguments.preset, + .bit_rate = arguments.bitrate, + .crf = arguments.crf, + }; + + // Setup struct to store processing status + struct ProcessingStatus status = {0}; + + // Process the video + if (process_video( + arguments.input_filename, + arguments.output_filename, + &filter_config, + &encoder_config, + &status + )) { + fprintf(stderr, "Video processing failed.\n"); + return 1; + } + + // Print processing summary + printf("====== Video2X Processing summary ======\n"); + printf("Video file processed: %s\n", arguments.input_filename); + printf("Total frames processed: %ld\n", status.processed_frames); + printf("Total time taken: %lds\n", time(NULL) - status.start_time); + printf("Output written to: %s\n", arguments.output_filename); + return 0; +} diff --git a/tests/data/test_image.png b/tests/data/test_image.png deleted file mode 100644 index 324cd81..0000000 Binary files a/tests/data/test_image.png and /dev/null differ diff --git a/tests/data/test_image_ref.png b/tests/data/test_image_ref.png deleted file mode 100644 index e28a4f6..0000000 Binary files a/tests/data/test_image_ref.png and /dev/null differ diff --git a/tests/test_upscaler.py b/tests/test_upscaler.py deleted file mode 100644 index e378300..0000000 --- a/tests/test_upscaler.py +++ /dev/null @@ -1,49 +0,0 @@ -#!/usr/bin/python -# -*- coding: utf-8 -*- - -from pathlib import Path - -import utils -from PIL import Image - -from video2x import Upscaler, Video2X - - -def test_upscaling(): - video2x = Video2X() - - output_path = Path("tests/data/test_video_output.mp4") - - video2x.upscale( - Path("tests/data/test_video.mp4"), - output_path, - None, - 720, - 3, - 5, - 0, - "waifu2x", - ) - output_path.unlink() - - -def test_upscale_image(): - # initialize upscaler instance - upscaler = Upscaler() - - image = Image.open("tests/data/test_image.png") - upscaled_image = upscaler.upscale_image(image, 1680, 960, "waifu2x", 3) - reference_image = Image.open("tests/data/test_image_ref.png") - assert utils.get_image_diff(upscaled_image, reference_image) < 0.5 - - -def test_get_scaling_tasks(): - dimensions = [320, 240, 3840, 2160] - - for algorithm, correct_answer in [ - ("waifu2x", [2, 2, 2, 2]), - ["srmd", [3, 4]], - ("realsr", [4, 4]), - ("realcugan", [3, 4]), - ]: - assert Upscaler._get_scaling_tasks(*dimensions, algorithm) == correct_answer diff --git a/tests/utils.py b/tests/utils.py deleted file mode 100644 index 88c289c..0000000 --- a/tests/utils.py +++ /dev/null @@ -1,18 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- - -from PIL import Image, ImageChops, ImageStat - - -def get_image_diff(image0: Image.Image, image1: Image.Image) -> float: - """ - calculate the percentage of differences between two images - - :param image0 Image.Image: the first frame - :param image1 Image.Image: the second frame - :rtype float: the percent difference between the two images - """ - difference = ImageChops.difference(image0, image1) - difference_stat = ImageStat.Stat(difference) - percent_diff = sum(difference_stat.mean) / (len(difference_stat.mean) * 255) * 100 - return percent_diff diff --git a/third_party/libreal_esrgan_ncnn_vulkan b/third_party/libreal_esrgan_ncnn_vulkan new file mode 160000 index 0000000..790b146 --- /dev/null +++ b/third_party/libreal_esrgan_ncnn_vulkan @@ -0,0 +1 @@ +Subproject commit 790b1468acfcbfe6476febee9210cad7ba72e3f7 diff --git a/third_party/ncnn b/third_party/ncnn new file mode 160000 index 0000000..9b5f6a3 --- /dev/null +++ b/third_party/ncnn @@ -0,0 +1 @@ +Subproject commit 9b5f6a39b4a4962accaad58caa771487f61f732a diff --git a/video2x/__init__.py b/video2x/__init__.py deleted file mode 100755 index 30f1cfd..0000000 --- a/video2x/__init__.py +++ /dev/null @@ -1,32 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- -""" -Copyright (C) 2018-2024 K4YT3X and contributors. - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU Affero General Public License as -published by the Free Software Foundation, either version 3 of the -License, or (at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU Affero General Public License for more details. - -You should have received a copy of the GNU Affero General Public License -along with this program. If not, see . - -Name: Package Init -Author: K4YT3X -""" - -# version assignment has to precede imports to -# prevent setup.cfg from producing import errors -__version__ = "5.0.0-beta7" - -# flake8: noqa -# let flake8 ignore this file to avoid F401 warnings -# generated by the following lines -from .interpolator import Interpolator -from .upscaler import Upscaler -from .video2x import Video2X diff --git a/video2x/__main__.py b/video2x/__main__.py deleted file mode 100755 index 22174df..0000000 --- a/video2x/__main__.py +++ /dev/null @@ -1,232 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- -""" -Copyright (C) 2018-2024 K4YT3X and contributors. - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU Affero General Public License as -published by the Free Software Foundation, either version 3 of the -License, or (at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU Affero General Public License for more details. - -You should have received a copy of the GNU Affero General Public License -along with this program. If not, see . - -Name: Package Main -Author: K4YT3X -""" - -import argparse -import os -import pathlib -import sys - -from loguru import logger -from rich import print as rich_print - -from . import __version__ -from .video2x import LOGURU_FORMAT, Video2X - -LEGAL_INFO = f"""Video2X\t\t{__version__} -Author:\t\tK4YT3X -License:\tGNU AGPL v3 -Github Page:\thttps://github.com/k4yt3x/video2x -Contact:\ti@k4yt3x.com""" - -# algorithms available for upscaling tasks -UPSCALING_ALGORITHMS = ["waifu2x", "srmd", "realsr", "realcugan", "anime4k"] - -# algorithms available for frame interpolation tasks -INTERPOLATION_ALGORITHMS = ["rife"] - - -def parse_arguments() -> argparse.Namespace: - """ - parse command line arguments - - :rtype argparse.Namespace: command parsing results - """ - parser = argparse.ArgumentParser( - prog="video2x", - formatter_class=argparse.ArgumentDefaultsHelpFormatter, - ) - parser.add_argument( - "--version", help="show version information and exit", action="store_true" - ) - parser.add_argument( - "-i", - "--input", - type=pathlib.Path, - help="input file/directory path", - required=True, - ) - parser.add_argument( - "-o", - "--output", - type=pathlib.Path, - help="output file/directory path", - required=True, - ) - parser.add_argument( - "-p", "--processes", type=int, help="number of processes to launch", default=1 - ) - parser.add_argument( - "-l", - "--loglevel", - choices=["trace", "debug", "info", "success", "warning", "error", "critical"], - default="info", - ) - - # upscaler arguments - action = parser.add_subparsers( - help="action to perform", dest="action", required=True - ) - - upscale = action.add_parser( - "upscale", - help="upscale a file", - formatter_class=argparse.ArgumentDefaultsHelpFormatter, - add_help=False, - ) - upscale.add_argument( - "--help", action="help", help="show this help message and exit" - ) - upscale.add_argument("-w", "--width", type=int, help="output width") - upscale.add_argument("-h", "--height", type=int, help="output height") - upscale.add_argument("-n", "--noise", type=int, help="denoise level", default=3) - upscale.add_argument( - "-a", - "--algorithm", - choices=UPSCALING_ALGORITHMS, - help="algorithm to use for upscaling", - default=UPSCALING_ALGORITHMS[0], - ) - upscale.add_argument( - "-t", - "--threshold", - type=float, - help=( - "skip if the percent difference between two adjacent frames is below this" - " value; set to 0 to process all frames" - ), - default=0, - ) - - # interpolator arguments - interpolate = action.add_parser( - "interpolate", - help="interpolate frames for file", - formatter_class=argparse.ArgumentDefaultsHelpFormatter, - add_help=False, - ) - interpolate.add_argument( - "--help", action="help", help="show this help message and exit" - ) - interpolate.add_argument( - "-a", - "--algorithm", - choices=INTERPOLATION_ALGORITHMS, - help="algorithm to use for upscaling", - default=INTERPOLATION_ALGORITHMS[0], - ) - interpolate.add_argument( - "-t", - "--threshold", - type=float, - help=( - "skip if the percent difference between two adjacent frames exceeds this" - " value; set to 100 to interpolate all frames" - ), - default=5, - ) - - return parser.parse_args() - - -def main() -> int: - """ - command line entrypoint for direct CLI invocation - - :rtype int: 0 if completed successfully, else other int - """ - - try: - # display version and lawful informaition - if "--version" in sys.argv: - rich_print(LEGAL_INFO) - return 0 - - # parse command line arguments - args = parse_arguments() - - # check input/output file paths - if not args.input.exists(): - logger.critical(f"Cannot find input file: {args.input}") - return 1 - if not args.input.is_file(): - logger.critical("Input path is not a file") - return 1 - if not args.output.parent.exists(): - logger.critical(f"Output directory does not exist: {args.output.parent}") - return 1 - - # set logger level - if os.environ.get("LOGURU_LEVEL") is None: - os.environ["LOGURU_LEVEL"] = args.loglevel.upper() - - # remove default handler - logger.remove() - - # add new sink with custom handler - logger.add(sys.stderr, colorize=True, format=LOGURU_FORMAT) - - # print package version and copyright notice - logger.opt(colors=True).info(f"Video2X {__version__}") - logger.opt(colors=True).info( - "Copyright (C) 2018-2024 K4YT3X and contributors." - ) - - # initialize video2x object - video2x = Video2X() - - if args.action == "upscale": - video2x.upscale( - args.input, - args.output, - args.width, - args.height, - args.noise, - args.processes, - args.threshold, - args.algorithm, - ) - - elif args.action == "interpolate": - video2x.interpolate( - args.input, - args.output, - args.processes, - args.threshold, - args.algorithm, - ) - - # don't print the traceback for manual terminations - except KeyboardInterrupt: - return 2 - - except Exception as error: - logger.exception(error) - return 1 - - # if no exceptions were produced - else: - logger.success("Processing completed successfully") - return 0 - - -if __name__ == "__main__": - sys.exit(main()) diff --git a/video2x/decoder.py b/video2x/decoder.py deleted file mode 100755 index 0fbe1fb..0000000 --- a/video2x/decoder.py +++ /dev/null @@ -1,170 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- -""" -Copyright (C) 2018-2024 K4YT3X and contributors. - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU Affero General Public License as -published by the Free Software Foundation, either version 3 of the -License, or (at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU Affero General Public License for more details. - -You should have received a copy of the GNU Affero General Public License -along with this program. If not, see . - -Name: Video Decoder -Author: K4YT3X -""" - -import contextlib -import os -import pathlib -import signal -import subprocess -from multiprocessing import Queue -from queue import Full -from threading import Thread - -import ffmpeg -from PIL import Image - -from .pipe_printer import PipePrinter - -# map Loguru log levels to FFmpeg log levels -LOGURU_FFMPEG_LOGLEVELS = { - "trace": "trace", - "debug": "debug", - "info": "info", - "success": "info", - "warning": "warning", - "error": "error", - "critical": "fatal", -} - - -class VideoDecoder: - """ - A video decoder that generates frames read from FFmpeg. - - :param input_path pathlib.Path: the input file's path - :param input_width int: the input file's width - :param input_height int: the input file's height - :param frame_rate float: the input file's frame rate - :param pil_ignore_max_image_pixels bool: setting this to True - disables PIL's "possible DDoS" warning - """ - - def __init__( - self, - input_path: pathlib.Path, - input_width: int, - input_height: int, - frame_rate: float, - pil_ignore_max_image_pixels: bool = True, - ) -> None: - self.input_path = input_path - self.input_width = input_width - self.input_height = input_height - - # this disables the "possible DDoS" warning - if pil_ignore_max_image_pixels is True: - Image.MAX_IMAGE_PIXELS = None - - self.decoder = subprocess.Popen( - ffmpeg.compile( - ffmpeg.input(input_path, r=frame_rate)["v"] - .output("pipe:1", format="rawvideo", pix_fmt="rgb24") - .global_args("-hide_banner") - .global_args("-nostats") - .global_args("-nostdin") - .global_args( - "-loglevel", - LOGURU_FFMPEG_LOGLEVELS.get( - os.environ.get("LOGURU_LEVEL", "INFO").lower() - ), - ), - overwrite_output=True, - ), - env=dict(AV_LOG_FORCE_COLOR="TRUE", **os.environ), - stdin=subprocess.DEVNULL, - stdout=subprocess.PIPE, - stderr=subprocess.PIPE, - ) - - # start the PIPE printer to start printing FFmpeg logs - self.pipe_printer = PipePrinter(self.decoder.stderr) - self.pipe_printer.start() - - def __iter__(self): - # continue yielding while FFmpeg continues to produce output - # it is possible to use := for this block to be more concise - # but it is purposefully avoided to remain compatible with Python 3.7 - buffer = self.decoder.stdout.read(3 * self.input_width * self.input_height) - - while len(buffer) > 0: - # convert raw bytes into image object - frame = Image.frombytes( - "RGB", (self.input_width, self.input_height), buffer - ) - - # return this frame - yield frame - - # read the next frame - buffer = self.decoder.stdout.read(3 * self.input_width * self.input_height) - - # automatically self-join and clean up after iterations are done - self.join() - - def kill(self): - self.decoder.send_signal(signal.SIGKILL) - - def join(self): - # close PIPEs to prevent process from getting stuck - self.decoder.stdout.close() - self.decoder.stderr.close() - - # wait for process to exit - self.decoder.wait() - - # wait for PIPE printer to exit - self.pipe_printer.stop() - self.pipe_printer.join() - - -class VideoDecoderThread(Thread): - def __init__( - self, tasks_queue: Queue, decoder: VideoDecoder, processing_settings: tuple - ): - super().__init__() - - self.tasks_queue = tasks_queue - self.decoder = decoder - self.processing_settings = processing_settings - self.running = False - - def run(self): - self.running = True - previous_frame = None - for frame_index, frame in enumerate(self.decoder): - while True: - # check for the stop signal - if self.running is False: - self.decoder.join() - return - - with contextlib.suppress(Full): - self.tasks_queue.put( - (frame_index, previous_frame, frame, self.processing_settings), - timeout=0.1, - ) - break - - previous_frame = frame - - def stop(self): - self.running = False diff --git a/video2x/encoder.py b/video2x/encoder.py deleted file mode 100755 index 586bc3e..0000000 --- a/video2x/encoder.py +++ /dev/null @@ -1,146 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- -""" -Copyright (C) 2018-2024 K4YT3X and contributors. - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU Affero General Public License as -published by the Free Software Foundation, either version 3 of the -License, or (at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU Affero General Public License for more details. - -You should have received a copy of the GNU Affero General Public License -along with this program. If not, see . - -Name: Video Encoder -Author: K4YT3X -""" - -import os -import pathlib -import signal -import subprocess - -import ffmpeg -from PIL import Image - -from .pipe_printer import PipePrinter - -# map Loguru log levels to FFmpeg log levels -LOGURU_FFMPEG_LOGLEVELS = { - "trace": "trace", - "debug": "debug", - "info": "info", - "success": "info", - "warning": "warning", - "error": "error", - "critical": "fatal", -} - - -class VideoEncoder: - def __init__( - self, - input_path: pathlib.Path, - frame_rate: float, - output_path: pathlib.Path, - output_width: int, - output_height: int, - copy_audio: bool = True, - copy_subtitle: bool = True, - copy_data: bool = False, - copy_attachments: bool = False, - ) -> None: - # create FFmpeg input for the original input video - original = ffmpeg.input(input_path) - - # define frames as input - frames = ffmpeg.input( - "pipe:0", - format="rawvideo", - pix_fmt="rgb24", - s=f"{output_width}x{output_height}", - r=frame_rate, - ) - - # copy additional streams from original file - # https://ffmpeg.org/ffmpeg.html#Stream-specifiers-1 - additional_streams = [ - # original["1:v?"], - original["a?"] if copy_audio is True else None, - original["s?"] if copy_subtitle is True else None, - original["d?"] if copy_data is True else None, - original["t?"] if copy_attachments is True else None, - ] - - # run FFmpeg and produce final output - self.encoder = subprocess.Popen( - ffmpeg.compile( - ffmpeg.output( - frames, - *[s for s in additional_streams if s is not None], - str(output_path), - vcodec="libx264", - scodec="copy", - pix_fmt="yuv420p", - crf=17, - preset="veryslow", - # acodec="libfdk_aac", - # cutoff=18000, - r=frame_rate, - map_metadata=1, - metadata="comment=Processed with Video2X", - ) - .global_args("-hide_banner") - .global_args("-nostats") - .global_args( - "-loglevel", - LOGURU_FFMPEG_LOGLEVELS.get( - os.environ.get("LOGURU_LEVEL", "INFO").lower() - ), - ), - overwrite_output=True, - ), - env=dict(AV_LOG_FORCE_COLOR="TRUE", **os.environ), - stdin=subprocess.PIPE, - stderr=subprocess.PIPE, - ) - - # start the PIPE printer to start printing FFmpeg logs - self.pipe_printer = PipePrinter(self.encoder.stderr) - self.pipe_printer.start() - - def kill(self): - self.encoder.send_signal(signal.SIGKILL) - - def write(self, frame: Image.Image) -> None: - """ - write a frame into FFmpeg encoder's STDIN - - :param frame Image.Image: the Image object to use for writing - """ - self.encoder.stdin.write(frame.tobytes()) - - def join(self) -> None: - """ - signal the encoder that all frames have been sent and the FFmpeg - should be instructed to wrap-up the processing - """ - # flush the remaining data in STDIN and STDERR - self.encoder.stdin.flush() - self.encoder.stderr.flush() - - # close PIPEs to prevent process from getting stuck - self.encoder.stdin.close() - self.encoder.stderr.close() - - # wait for process to exit - self.encoder.wait() - - # wait for PIPE printer to exit - self.pipe_printer.stop() - self.pipe_printer.join() diff --git a/video2x/interpolator.py b/video2x/interpolator.py deleted file mode 100755 index d9a5edb..0000000 --- a/video2x/interpolator.py +++ /dev/null @@ -1,100 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- -""" -Copyright (C) 2018-2024 K4YT3X and contributors. - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU Affero General Public License as -published by the Free Software Foundation, either version 3 of the -License, or (at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU Affero General Public License for more details. - -You should have received a copy of the GNU Affero General Public License -along with this program. If not, see . - -Name: Interpolator -Author: K4YT3X -""" - -import time -from importlib import import_module - -from loguru import logger -from PIL import ImageChops, ImageStat - -from .processor import Processor - - -class Interpolator: - ALGORITHM_CLASSES = {"rife": "rife_ncnn_vulkan_python.rife_ncnn_vulkan.Rife"} - - processor_objects = {} - - def interpolate_image(self, image0, image1, difference_threshold, algorithm): - difference = ImageChops.difference(image0, image1) - difference_stat = ImageStat.Stat(difference) - difference_ratio = ( - sum(difference_stat.mean) / (len(difference_stat.mean) * 255) * 100 - ) - - if difference_ratio < difference_threshold: - processor_object = self.processor_objects.get(algorithm) - - if processor_object is None: - module_name, class_name = self.ALGORITHM_CLASSES[algorithm].rsplit( - ".", 1 - ) - processor_module = import_module(module_name) - processor_class = getattr(processor_module, class_name) - processor_object = processor_class(0) - self.processor_objects[algorithm] = processor_object - - interpolated_image = processor_object.process(image0, image1) - - else: - interpolated_image = image0 - - return interpolated_image - - -class InterpolatorProcessor(Processor, Interpolator): - def process(self) -> None: - task = self.tasks_queue.get() - while task is not None: - try: - if self.pause_flag.value is True: - time.sleep(0.1) - continue - - ( - frame_index, - image0, - image1, - (difference_threshold, algorithm), - ) = task - - if image0 is None: - task = self.tasks_queue.get() - continue - - interpolated_image = self.interpolate_image( - image0, image1, difference_threshold, algorithm - ) - - if frame_index == 1: - self.processed_frames[0] = image0 - self.processed_frames[frame_index * 2 - 1] = interpolated_image - self.processed_frames[frame_index * 2] = image1 - - task = self.tasks_queue.get() - - except (SystemExit, KeyboardInterrupt): - break - - except Exception as error: - logger.exception(error) - break diff --git a/video2x/pipe_printer.py b/video2x/pipe_printer.py deleted file mode 100755 index c9e3946..0000000 --- a/video2x/pipe_printer.py +++ /dev/null @@ -1,61 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- -""" -Copyright (C) 2018-2024 K4YT3X and contributors. - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU Affero General Public License as -published by the Free Software Foundation, either version 3 of the -License, or (at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU Affero General Public License for more details. - -You should have received a copy of the GNU Affero General Public License -along with this program. If not, see . - -Name: PIPE Printer -Author: K4YT3X -""" - -import os -import sys -import threading -import time -from typing import IO - - -class PipePrinter(threading.Thread): - def __init__(self, stderr: IO[bytes]) -> None: - threading.Thread.__init__(self) - self.stderr = stderr - self.running = False - - # set read mode to non-blocking - os.set_blocking(self.stderr.fileno(), False) - - def _print_output(self) -> None: - output = self.stderr.read() - if output is not None and len(output) != 0: - print(output.decode(), file=sys.stderr) - - def run(self) -> None: - self.running = True - - # keep printing contents in the PIPE - while self.running is True: - time.sleep(0.5) - - try: - self._print_output() - - # pipe closed - except ValueError: - break - - return super().run() - - def stop(self) -> None: - self.running = False diff --git a/video2x/processor.py b/video2x/processor.py deleted file mode 100755 index 4db621e..0000000 --- a/video2x/processor.py +++ /dev/null @@ -1,67 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- -""" -Copyright (C) 2018-2024 K4YT3X and contributors. - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU Affero General Public License as -published by the Free Software Foundation, either version 3 of the -License, or (at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU Affero General Public License for more details. - -You should have received a copy of the GNU Affero General Public License -along with this program. If not, see . - -Name: Processor Abstract Class -Author: K4YT3X -""" - -from abc import ABC, abstractmethod -from multiprocessing import Queue -from multiprocessing.managers import DictProxy -from multiprocessing.sharedctypes import Synchronized - -from PIL import Image, ImageChops, ImageStat - - -class Processor(ABC): - def __init__( - self, tasks_queue: Queue, processed_frames: DictProxy, pause_flag: Synchronized - ) -> None: - self.tasks_queue = tasks_queue - self.processed_frames = processed_frames - self.pause_flag = pause_flag - - @abstractmethod - def process(self): - raise NotImplementedError - - @staticmethod - def get_image_diff(image0: Image.Image, image1: Image.Image) -> float: - """ - get the percentage difference between two images - - :param image0 Image.Image: the image to compare - :param image1 Image.Image: the image to compare against - :rtype float: precentage difference between two frames - """ - difference_stat = ImageStat.Stat(ImageChops.difference(image0, image1)) - return sum(difference_stat.mean) / (len(difference_stat.mean) * 255) * 100 - - """ - def run( - self, - ) -> None: - self.running = True - while self.running is True: - self.process() - self.running = False - return super().run() - - def stop(self, _signal_number, _frame) -> None: - self.running = False - """ diff --git a/video2x/upscaler.py b/video2x/upscaler.py deleted file mode 100755 index f6177d6..0000000 --- a/video2x/upscaler.py +++ /dev/null @@ -1,202 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- -""" -Copyright (C) 2018-2024 K4YT3X and contributors. - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU Affero General Public License as -published by the Free Software Foundation, either version 3 of the -License, or (at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU Affero General Public License for more details. - -You should have received a copy of the GNU Affero General Public License -along with this program. If not, see . - -Name: Upscaler -Author: K4YT3X -""" - -import math -import time -from importlib import import_module - -from PIL import Image - -from .processor import Processor - - -class Upscaler: - # fixed scaling ratios supported by the algorithms - # that only support certain fixed scale ratios - ALGORITHM_FIXED_SCALING_RATIOS = { - "anime4k": [-1], - "realcugan": [1, 2, 3, 4], - "realsr": [4], - "srmd": [2, 3, 4], - "waifu2x": [1, 2], - } - - ALGORITHM_CLASSES = { - "anime4k": "anime4k_python.Anime4K", - "realcugan": "realcugan_ncnn_vulkan_python.Realcugan", - "realsr": "realsr_ncnn_vulkan_python.Realsr", - "srmd": "srmd_ncnn_vulkan_python.Srmd", - "waifu2x": "waifu2x_ncnn_vulkan_python.Waifu2x", - } - - processor_objects = {} - - @staticmethod - def _get_scaling_tasks( - input_width: int, - input_height: int, - output_width: int, - output_height: int, - algorithm: str, - ) -> list: - """ - Get the required tasks for upscaling the image until it is larger than - or equal to the desired output dimensions. For example, SRMD only supports - 2x, 3x, and 4x, so upsclaing an image from 320x240 to 3840x2160 will - require the SRMD to run 3x then 4x. In this case, this function will - return [3, 4]. - - :param input_width int: input image width - :param input_height int: input image height - :param output_width int: desired output image width - :param output_height int: desired output image size - :param algorithm str: upsclaing algorithm - :rtype list: the list of upsclaing tasks required - """ - # calculate required minimum scale ratio - output_scale = max(output_width / input_width, output_height / input_height) - - # select the optimal algorithm scaling ratio to use - supported_scaling_ratios = sorted( - Upscaler.ALGORITHM_FIXED_SCALING_RATIOS[algorithm] - ) - - remaining_scaling_ratio = math.ceil(output_scale) - - # if the scaling ratio is 1.0 - # apply the smallest scaling ratio available - if remaining_scaling_ratio == 1: - return [supported_scaling_ratios[0]] - - # if the processor supports arbitrary scales - # return only one job - if supported_scaling_ratios[0] == -1: - return [remaining_scaling_ratio] - - scaling_jobs = [] - while remaining_scaling_ratio > 1: - for ratio in supported_scaling_ratios: - if ratio >= remaining_scaling_ratio: - scaling_jobs.append(ratio) - remaining_scaling_ratio /= ratio - break - - else: - found = False - for i in supported_scaling_ratios: - for j in supported_scaling_ratios: - if i * j >= remaining_scaling_ratio: - scaling_jobs.extend([i, j]) - remaining_scaling_ratio /= i * j - found = True - break - if found is True: - break - - if found is False: - scaling_jobs.append(supported_scaling_ratios[-1]) - remaining_scaling_ratio /= supported_scaling_ratios[-1] - return scaling_jobs - - def upscale_image( - self, - image: Image.Image, - output_width: int, - output_height: int, - algorithm: str, - noise: int, - ) -> Image.Image: - """ - upscale an image - - :param image Image.Image: the image to upscale - :param output_width int: the desired output width - :param output_height int: the desired output height - :param algorithm str: the algorithm to use - :param noise int: the noise level (available only for some algorithms) - :rtype Image.Image: the upscaled image - """ - width, height = image.size - - for task in self._get_scaling_tasks( - width, height, output_width, output_height, algorithm - ): - # select a processor object with the required settings - # create a new object if none are available - processor_object = self.processor_objects.get((algorithm, task)) - if processor_object is None: - module_name, class_name = self.ALGORITHM_CLASSES[algorithm].rsplit( - ".", 1 - ) - processor_module = import_module(module_name) - processor_class = getattr(processor_module, class_name) - processor_object = processor_class(noise=noise, scale=task) - self.processor_objects[(algorithm, task)] = processor_object - - # process the image with the selected algorithm - image = processor_object.process(image) - - # downscale the image to the desired output size and - # save the image to disk - return image.resize((output_width, output_height), Image.Resampling.LANCZOS) - - -class UpscalerProcessor(Processor, Upscaler): - def process(self) -> None: - task = self.tasks_queue.get() - while task is not None: - try: - if self.pause_flag.value is True: - time.sleep(0.1) - continue - - # unpack the task's values - ( - frame_index, - previous_frame, - current_frame, - (output_width, output_height, algorithm, noise, threshold), - ) = task - - # calculate the %diff between the current frame and the previous frame - difference_ratio = 0 - if previous_frame is not None: - difference_ratio = self.get_image_diff( - previous_frame, current_frame - ) - - # if the difference is lower than threshold, skip this frame - if difference_ratio < threshold: - # make the current image the same as the previous result - self.processed_frames[frame_index] = True - - # if the difference is greater than threshold - # process this frame - else: - self.processed_frames[frame_index] = self.upscale_image( - current_frame, output_width, output_height, algorithm, noise - ) - - task = self.tasks_queue.get() - - except KeyboardInterrupt: - break diff --git a/video2x/video2x.py b/video2x/video2x.py deleted file mode 100755 index eb3b863..0000000 --- a/video2x/video2x.py +++ /dev/null @@ -1,462 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- -r""" -Copyright (C) 2018-2024 K4YT3X and contributors. - -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU Affero General Public License as -published by the Free Software Foundation, either version 3 of the -License, or (at your option) any later version. - -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU Affero General Public License for more details. - -You should have received a copy of the GNU Affero General Public License -along with this program. If not, see . - -__ __ _ _ ___ __ __ -\ \ / / (_) | | |__ \ \ \ / / - \ \ / / _ __| | ___ ___ ) | \ V / - \ \/ / | | / _` | / _ \ / _ \ / / > < - \ / | | | (_| | | __/ | (_) | / /_ / . \ - \/ |_| \__,_| \___| \___/ |____| /_/ \_\ - - -Name: Video2X -Author: K4YT3X -Maintainer: BrianPetkovsek -Maintainer: SAT3LL -Maintainer: 28598519a -""" - -import ctypes -import math -import signal -import sys -import time -from enum import Enum -from importlib import import_module -from multiprocessing import Manager, Pool, Queue, Value -from pathlib import Path -from typing import Callable, Optional - -import cv2 -import ffmpeg -from loguru import logger -from rich.console import Console -from rich.file_proxy import FileProxy -from rich.progress import ( - BarColumn, - Progress, - ProgressColumn, - Task, - TimeElapsedColumn, - TimeRemainingColumn, -) -from rich.text import Text - -from video2x.processor import Processor - -from . import __version__ -from .decoder import VideoDecoder, VideoDecoderThread -from .encoder import VideoEncoder -from .interpolator import Interpolator, InterpolatorProcessor -from .upscaler import Upscaler, UpscalerProcessor - -# for desktop environments only -# if pynput can be loaded, enable global pause hotkey support -try: - from pynput.keyboard import HotKey, Listener -except ImportError: - ENABLE_HOTKEY = False -else: - ENABLE_HOTKEY = True - -# format string for Loguru loggers -LOGURU_FORMAT = ( - "{time:HH:mm:ss.SSSSSS!UTC} | " - "{level: <8} | " - "{message}" -) - - -class ProcessingSpeedColumn(ProgressColumn): - """Custom progress bar column that displays the processing speed""" - - def render(self, task: Task) -> Text: - speed = task.finished_speed or task.speed - return Text( - f"{round(speed, 2) if isinstance(speed, float) else '?'} FPS", - style="progress.data.speed", - ) - - -class ProcessingMode(Enum): - UPSCALE = {"label": "Upscaling", "processor": UpscalerProcessor} - INTERPOLATE = {"label": "Interpolating", "processor": InterpolatorProcessor} - - -class Video2X: - """ - Video2X class - - provides two vital functions: - - upscale: perform upscaling on a file - - interpolate: perform motion interpolation on a file - """ - - def __init__(self, progress_callback: Optional[Callable] = None) -> None: - self.version = __version__ - self.progress_callback = progress_callback - - @staticmethod - def _get_video_info(path: Path) -> tuple: - """ - get video file information with FFmpeg - - :param path Path: video file path - :raises RuntimeError: raised when video stream isn't found - """ - # probe video file info - logger.info("Reading input video information") - for stream in ffmpeg.probe(path)["streams"]: - if stream["codec_type"] == "video": - video_info = stream - break - else: - raise RuntimeError("unable to find video stream") - - # get total number of frames to be processed - capture = cv2.VideoCapture(str(path)) - - # check if file is opened successfully - if not capture.isOpened(): - raise RuntimeError("OpenCV has failed to open the input file") - - total_frames = int(capture.get(cv2.CAP_PROP_FRAME_COUNT)) - frame_rate = capture.get(cv2.CAP_PROP_FPS) - - return video_info["width"], video_info["height"], total_frames, frame_rate - - def _run( - self, - input_path: Path, - width: int, - height: int, - total_frames: int, - frame_rate: float, - output_path: Path, - output_width: int, - output_height: int, - mode: ProcessingMode, - processes: int, - processing_settings: tuple, - ) -> None: - # process by directly invoking the - # if the selected algorithm does not support frameserving - if mode == ProcessingMode.UPSCALE: - standalone_processor_path: str = Upscaler.ALGORITHM_CLASSES[ - processing_settings[2] - ] - module_name, class_name = standalone_processor_path.rsplit(".", 1) - processor_module = import_module(module_name) - standalone_processor = getattr(processor_module, class_name) - if getattr(standalone_processor, "process", None) is None: - logger.warning("No progress bar available for this processor") - standalone_processor().process_video( - input_path, - output_path, - width, - height, - output_width=output_width, - output_height=output_height, - ) - return - # elif mode == ProcessingMode.INTERPOLATE: - else: - standalone_processor_path: str = Interpolator.ALGORITHM_CLASSES[ - processing_settings[1] - ] - module_name, class_name = standalone_processor_path.rsplit(".", 1) - processor_module = import_module(module_name) - standalone_processor = getattr(processor_module, class_name) - if getattr(standalone_processor, "process", None) is None: - logger.warning("No progress bar available for this processor") - standalone_processor().process_video( - input_path, output_path, frame_rate=frame_rate - ) - return - - # record original STDOUT and STDERR for restoration - original_stdout = sys.stdout - original_stderr = sys.stderr - - # create console for rich's Live display - console = Console() - - # redirect STDOUT and STDERR to console - sys.stdout = FileProxy(console, sys.stdout) - sys.stderr = FileProxy(console, sys.stderr) - - # re-add Loguru to point to the new STDERR - logger.remove() - logger.add(sys.stderr, colorize=True, format=LOGURU_FORMAT) - - # TODO: add docs - tasks_queue = Queue(maxsize=processes * 10) - processed_frames = Manager().dict() - pause_flag = Value(ctypes.c_bool, False) - - # set up and start decoder thread - logger.info("Starting video decoder") - decoder = VideoDecoder( - input_path, - width, - height, - frame_rate, - ) - decoder_thread = VideoDecoderThread(tasks_queue, decoder, processing_settings) - decoder_thread.start() - - # set up and start encoder thread - logger.info("Starting video encoder") - encoder = VideoEncoder( - input_path, - frame_rate * 2 if mode == ProcessingMode.INTERPOLATE else frame_rate, - output_path, - output_width, - output_height, - ) - - # create a pool of processor processes to process the queue - processor: Processor = mode.value["processor"]( - tasks_queue, processed_frames, pause_flag - ) - processor_pool = Pool(processes, processor.process) - - # create progress bar - self.progress = Progress( - "[progress.description]{task.description}", - BarColumn(complete_style="blue", finished_style="green"), - "[progress.percentage]{task.percentage:>3.0f}%", - "[color(240)]({task.completed}/{task.total})", - ProcessingSpeedColumn(), - TimeElapsedColumn(), - "<", - TimeRemainingColumn(), - console=console, - speed_estimate_period=300.0, - disable=True, - ) - task = self.progress.add_task( - f"[cyan]{mode.value['label']}", total=total_frames - ) - - def _toggle_pause(_signal_number: int = -1, _frame=None): - # allow the closure to modify external immutable flag - nonlocal pause_flag - - # print console messages and update the progress bar's status - if pause_flag.value is False: - self.progress.update( - task, description=f"[cyan]{mode.value['label']} (paused)" - ) - self.progress.stop_task(task) - logger.warning("Processing paused, press Ctrl+Alt+V again to resume") - - # the lock is already acquired - elif pause_flag.value is True: - self.progress.update(task, description=f"[cyan]{mode.value['label']}") - logger.warning("Resuming processing") - self.progress.start_task(task) - - # invert the flag - with pause_flag.get_lock(): - pause_flag.value = not pause_flag.value - - # allow sending SIGUSR1 to pause/resume processing - signal.signal(signal.SIGUSR1, _toggle_pause) - - # enable global pause hotkey if it's supported - if ENABLE_HOTKEY is True: - # create global pause hotkey - pause_hotkey = HotKey(HotKey.parse("++v"), _toggle_pause) - - # create global keyboard input listener - keyboard_listener = Listener( - on_press=( - lambda key: pause_hotkey.press(keyboard_listener.canonical(key)) - ), - on_release=( - lambda key: pause_hotkey.release(keyboard_listener.canonical(key)) - ), - ) - - # start monitoring global key presses - keyboard_listener.start() - - # a temporary variable that stores the exception - exceptions = [] - - try: - # let the context manager automatically stop the progress bar - with self.progress: - frame_index = 0 - while frame_index < total_frames: - current_frame = processed_frames.get(frame_index) - - if pause_flag.value is True or current_frame is None: - time.sleep(0.1) - continue - - # show the progress bar after the processing starts - # reduces speed estimation inaccuracies and print overlaps - if frame_index == 0: - self.progress.disable = False - self.progress.start() - - if current_frame is True: - encoder.write(processed_frames.get(frame_index - 1)) - - else: - encoder.write(current_frame) - - if frame_index > 0: - del processed_frames[frame_index - 1] - - self.progress.update(task, completed=frame_index + 1) - if self.progress_callback is not None: - self.progress_callback(frame_index + 1, total_frames) - frame_index += 1 - - # if SIGTERM is received or ^C is pressed - except (SystemExit, KeyboardInterrupt) as error: - logger.warning("Exit signal received, exiting gracefully") - logger.warning("Press ^C again to force terminate") - exceptions.append(error) - - except Exception as error: - logger.exception(error) - exceptions.append(error) - - else: - logger.info("Processing has completed") - logger.info("Writing video trailer") - - finally: - # stop keyboard listener - if ENABLE_HOTKEY is True: - keyboard_listener.stop() - keyboard_listener.join() - - # if errors have occurred, kill the FFmpeg processes - if len(exceptions) > 0: - decoder.kill() - encoder.kill() - - # stop the decoder - decoder_thread.stop() - decoder_thread.join() - - # clear queue and signal processors to exit - # multiprocessing.Queue has no Queue.queue.clear - while tasks_queue.empty() is not True: - tasks_queue.get() - for _ in range(processes): - tasks_queue.put(None) - - # close and join the process pool - processor_pool.close() - processor_pool.join() - - # stop the encoder - encoder.join() - - # restore original STDOUT and STDERR - sys.stdout = original_stdout - sys.stderr = original_stderr - - # re-add Loguru to point to the restored STDERR - logger.remove() - logger.add(sys.stderr, colorize=True, format=LOGURU_FORMAT) - - # raise the first collected error - if len(exceptions) > 0: - raise exceptions[0] - - def upscale( - self, - input_path: Path, - output_path: Path, - output_width: int, - output_height: int, - noise: int, - processes: int, - threshold: float, - algorithm: str, - ) -> None: - # get basic video information - width, height, total_frames, frame_rate = self._get_video_info(input_path) - - # automatically calculate output width and height if only one is given - if output_width == 0 or output_width is None: - output_width = output_height / height * width - - elif output_height == 0 or output_width is None: - output_height = output_width / width * height - - # sanitize output width and height to be divisible by 2 - output_width = int(math.ceil(output_width / 2.0) * 2) - output_height = int(math.ceil(output_height / 2.0) * 2) - - # start processing - self._run( - input_path, - width, - height, - total_frames, - frame_rate, - output_path, - output_width, - output_height, - ProcessingMode.UPSCALE, - processes, - ( - output_width, - output_height, - algorithm, - noise, - threshold, - ), - ) - - def interpolate( - self, - input_path: Path, - output_path: Path, - processes: int, - threshold: float, - algorithm: str, - ) -> None: - # get video basic information - width, height, original_frames, frame_rate = self._get_video_info(input_path) - - # calculate the number of total output frames - total_frames = original_frames * 2 - 1 - - # start processing - self._run( - input_path, - width, - height, - total_frames, - frame_rate, - output_path, - width, - height, - ProcessingMode.INTERPOLATE, - processes, - (threshold, algorithm), - )