Repository: kibae/onnxruntime-server Branch: main Commit: 60c55b0b7b90 Files: 97 Total size: 3.0 MB Directory structure: gitextract_clwri4nw/ ├── .clang-format ├── .github/ │ ├── actions/ │ │ ├── download-onnxruntime-linux.sh │ │ ├── download-onnxruntime-osx.sh │ │ └── download-onnxruntime-windows.sh │ ├── cache/ │ │ └── dependencies-apt/ │ │ └── .gitkeep │ ├── dependabot.yml │ └── workflows/ │ ├── cmake-linux.yml │ ├── cmake-macos.yml │ ├── cmake-windows.yml │ └── codeql.yml ├── .gitignore ├── CMakeLists.txt ├── LICENSE ├── README.md ├── cmake/ │ └── FindONNXRuntime.cmake ├── deploy/ │ ├── build-docker/ │ │ ├── README.md │ │ ├── VERSION │ │ ├── build.sh │ │ ├── docker-compose.yaml │ │ ├── docker-image-test.sh │ │ ├── download-onnxruntime.sh │ │ ├── linux-cpu.dockerfile │ │ ├── linux-cuda12.dockerfile │ │ └── linux-cuda13.dockerfile │ └── update-version.sh ├── docs/ │ ├── docker.md │ └── swagger/ │ ├── index.css │ ├── index.html │ ├── openapi.yaml │ ├── swagger-ui-bundle.js │ ├── swagger-ui-standalone-preset.js │ └── swagger-ui.css ├── download-onnxruntime-linux.sh ├── src/ │ ├── CMakeLists.txt │ ├── onnx/ │ │ ├── cuda/ │ │ │ ├── session_options.cpp │ │ │ └── session_options.hpp │ │ ├── execution/ │ │ │ ├── context.cpp │ │ │ └── input_value.cpp │ │ ├── providers.cpp │ │ ├── session.cpp │ │ ├── session_key.cpp │ │ ├── session_key_with_option.cpp │ │ ├── session_manager.cpp │ │ ├── value_info.cpp │ │ └── version.cpp │ ├── onnxruntime_server.hpp │ ├── standalone/ │ │ ├── CMakeLists.txt │ │ ├── main.cpp │ │ ├── model_bin_getter.hpp │ │ ├── standalone.cpp │ │ └── standalone.hpp │ ├── task/ │ │ ├── create_session.cpp │ │ ├── destroy_session.cpp │ │ ├── execute_session.cpp │ │ ├── get_session.cpp │ │ ├── list_session.cpp │ │ └── task.cpp │ ├── test/ │ │ ├── CMakeLists.txt │ │ ├── e2e/ │ │ │ ├── e2e_test_http_server.cpp │ │ │ ├── e2e_test_http_swagger.cpp │ │ │ ├── e2e_test_https_server.cpp │ │ │ └── e2e_test_tcp_server.cpp │ │ ├── test_common.hpp │ │ ├── test_lib_version.cpp │ │ └── unit/ │ │ ├── unit_test_context.cpp │ │ ├── unit_test_context_cuda.cpp │ │ └── unit_test_session.cpp │ ├── thread_pool.hpp │ ├── transport/ │ │ ├── http/ │ │ │ ├── http_server.cpp │ │ │ ├── http_server.hpp │ │ │ ├── http_session.cpp │ │ │ ├── http_session_base.cpp │ │ │ ├── https_server.cpp │ │ │ ├── https_session.cpp │ │ │ ├── swagger/ │ │ │ │ ├── document_bin_data.h │ │ │ │ ├── generate_swagger.sh │ │ │ │ ├── swagger_index_html.cpp │ │ │ │ └── swagger_openapi_yaml.cpp │ │ │ └── swagger_serve.cpp │ │ ├── server.cpp │ │ └── tcp/ │ │ ├── tcp_server.hpp │ │ └── tcp_session.cpp │ └── utils/ │ ├── aixlog.hpp │ ├── exceptions.hpp │ ├── json.hpp │ └── windows.h └── test/ ├── fixture/ │ ├── download-test-fixtures.sh │ └── sample/ │ ├── 1/ │ │ └── README.md │ └── 2/ │ └── README.md ├── http/ │ ├── http-client.env.json │ └── http_test.http ├── sample-onnx-generator/ │ ├── requirements.txt │ ├── sample-model1.py │ └── website_classification.py └── ssl/ ├── server-cert.pem ├── server-csr.pem └── server-key.pem ================================================ FILE CONTENTS ================================================ ================================================ FILE: .clang-format ================================================ --- Language: Cpp # BasedOnStyle: LLVM AccessModifierOffset: -2 AlignAfterOpenBracket: BlockIndent AlignArrayOfStructures: None AlignConsecutiveAssignments: Enabled: false AcrossEmptyLines: false AcrossComments: false AlignCompound: false PadOperators: true AlignConsecutiveBitFields: Enabled: false AcrossEmptyLines: false AcrossComments: false AlignCompound: false PadOperators: false AlignConsecutiveDeclarations: Enabled: false AcrossEmptyLines: false AcrossComments: false AlignCompound: false PadOperators: false AlignConsecutiveMacros: Enabled: false AcrossEmptyLines: false AcrossComments: false AlignCompound: false PadOperators: false AlignEscapedNewlines: Right AlignOperands: Align AlignTrailingComments: Kind: Always OverEmptyLines: 0 AllowAllArgumentsOnNextLine: true AllowAllParametersOfDeclarationOnNextLine: true AllowShortBlocksOnASingleLine: Never AllowShortCaseLabelsOnASingleLine: false AllowShortEnumsOnASingleLine: true AllowShortFunctionsOnASingleLine: None AllowShortIfStatementsOnASingleLine: Never AllowShortLambdasOnASingleLine: All AllowShortLoopsOnASingleLine: false AlwaysBreakAfterDefinitionReturnType: None AlwaysBreakAfterReturnType: None AlwaysBreakBeforeMultilineStrings: false AlwaysBreakTemplateDeclarations: MultiLine AttributeMacros: - 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foreach - Q_FOREACH - BOOST_FOREACH IfMacros: - KJ_IF_MAYBE IncludeBlocks: Preserve IncludeCategories: - Regex: '^"(llvm|llvm-c|clang|clang-c)/' Priority: 2 SortPriority: 0 CaseSensitive: false - Regex: '^(<|"(gtest|gmock|isl|json)/)' Priority: 3 SortPriority: 0 CaseSensitive: false - Regex: '.*' Priority: 1 SortPriority: 0 CaseSensitive: false IncludeIsMainRegex: '(Test)?$' IncludeIsMainSourceRegex: '' IndentAccessModifiers: false IndentCaseBlocks: false IndentCaseLabels: false IndentExternBlock: AfterExternBlock IndentGotoLabels: true IndentPPDirectives: None IndentRequiresClause: true IndentWidth: 4 IndentWrappedFunctionNames: false InsertBraces: false InsertNewlineAtEOF: true InsertTrailingCommas: None IntegerLiteralSeparator: Binary: 0 BinaryMinDigits: 0 Decimal: 0 DecimalMinDigits: 0 Hex: 0 HexMinDigits: 0 JavaScriptQuotes: Leave JavaScriptWrapImports: true KeepEmptyLinesAtTheStartOfBlocks: true LambdaBodyIndentation: Signature LineEnding: DeriveLF MacroBlockBegin: '' MacroBlockEnd: '' MaxEmptyLinesToKeep: 1 NamespaceIndentation: All ObjCBinPackProtocolList: Auto ObjCBlockIndentWidth: 2 ObjCBreakBeforeNestedBlockParam: true ObjCSpaceAfterProperty: false ObjCSpaceBeforeProtocolList: true PackConstructorInitializers: BinPack PenaltyBreakAssignment: 2 PenaltyBreakBeforeFirstCallParameter: 19 PenaltyBreakComment: 300 PenaltyBreakFirstLessLess: 120 PenaltyBreakOpenParenthesis: 0 PenaltyBreakString: 1000 PenaltyBreakTemplateDeclaration: 10 PenaltyExcessCharacter: 1000000 PenaltyIndentedWhitespace: 0 PenaltyReturnTypeOnItsOwnLine: 60 PointerAlignment: Right PPIndentWidth: -1 QualifierAlignment: Leave ReferenceAlignment: Pointer ReflowComments: true RemoveBracesLLVM: false RemoveSemicolon: false RequiresClausePosition: OwnLine RequiresExpressionIndentation: OuterScope SeparateDefinitionBlocks: Always ShortNamespaceLines: 1 SortIncludes: CaseSensitive SortJavaStaticImport: Before SortUsingDeclarations: LexicographicNumeric SpaceAfterCStyleCast: false SpaceAfterLogicalNot: false SpaceAfterTemplateKeyword: true SpaceAroundPointerQualifiers: Default SpaceBeforeAssignmentOperators: true SpaceBeforeCaseColon: false SpaceBeforeCpp11BracedList: false SpaceBeforeCtorInitializerColon: true SpaceBeforeInheritanceColon: true SpaceBeforeParens: ControlStatements SpaceBeforeParensOptions: AfterControlStatements: true AfterForeachMacros: true AfterFunctionDefinitionName: false AfterFunctionDeclarationName: false AfterIfMacros: true AfterOverloadedOperator: false AfterRequiresInClause: false AfterRequiresInExpression: false BeforeNonEmptyParentheses: false SpaceBeforeRangeBasedForLoopColon: true SpaceBeforeSquareBrackets: false SpaceInEmptyBlock: false SpaceInEmptyParentheses: false SpacesBeforeTrailingComments: 1 SpacesInAngles: Never SpacesInConditionalStatement: false SpacesInContainerLiterals: true SpacesInCStyleCastParentheses: false SpacesInLineCommentPrefix: Minimum: 1 Maximum: -1 SpacesInParentheses: false SpacesInSquareBrackets: false Standard: Latest StatementAttributeLikeMacros: - Q_EMIT StatementMacros: - Q_UNUSED - QT_REQUIRE_VERSION TabWidth: 4 UseTab: Always WhitespaceSensitiveMacros: - BOOST_PP_STRINGIZE - CF_SWIFT_NAME - NS_SWIFT_NAME - PP_STRINGIZE - STRINGIZE ... ================================================ FILE: .github/actions/download-onnxruntime-linux.sh ================================================ #!/usr/bin/env bash cd "$(dirname "$0")" || exit echo echo "Select onnxruntime version to download:" AUTH_HEADER="" if [ -n "$GITHUB_TOKEN" ]; then AUTH_HEADER="-H \"Authorization: Bearer $GITHUB_TOKEN\"" fi RAW_LIST=$(eval curl -s -H "Accept: application/vnd.github+json" \ -H "X-GitHub-Api-Version: 2022-11-28" \ $AUTH_HEADER \ https://api.github.com/repos/microsoft/onnxruntime/releases/latest \ | grep browser_download_url \ | grep -E "onnxruntime-linux-x64-([.0-9]+)tgz" \ | awk '{print $2}' \ | tr -d '"') item=${RAW_LIST[0]} FILENAME=$(basename "$item") echo echo "Downloading $item" echo wget -q "$item" sudo mkdir -p /usr/local/onnxruntime sudo tar vzxf "$FILENAME" -C /usr/local/onnxruntime --strip-components=1 sudo sh -c 'echo "/usr/local/onnxruntime/lib" > /etc/ld.so.conf.d/onnxruntime.conf' sudo ldconfig rm -f "$FILENAME" echo echo "Done" echo ================================================ FILE: .github/actions/download-onnxruntime-osx.sh ================================================ #!/usr/bin/env bash cd "$(dirname "$0")" || exit echo echo "Select onnxruntime version to download:" AUTH_HEADER="" if [ -n "$GITHUB_TOKEN" ]; then AUTH_HEADER="-H \"Authorization: Bearer $GITHUB_TOKEN\"" fi RAW_LIST=$(eval curl -s -H "Accept: application/vnd.github+json" \ -H "X-GitHub-Api-Version: 2022-11-28" \ $AUTH_HEADER \ https://api.github.com/repos/microsoft/onnxruntime/releases/latest \ | grep browser_download_url \ | grep -E "onnxruntime-osx-arm64-([.0-9]+)tgz" \ | awk '{print $2}' \ | tr -d '"') item=${RAW_LIST[0]} # check item is not empty if [ -z "$item" ]; then echo "Error: Could not find onnxruntime download link." exit 1 fi FILENAME=$(basename "$item") echo echo "Downloading $item" echo wget -q "$item" sudo mkdir -p /usr/local/onnxruntime sudo tar vzxf "$FILENAME" -C /usr/local/onnxruntime --strip-components=2 rm -f "$FILENAME" echo echo "Done" echo exit 0 ================================================ FILE: .github/actions/download-onnxruntime-windows.sh ================================================ #!/usr/bin/env bash cd "$(dirname "$0")" || exit echo echo "Select onnxruntime version to download:" RAW_LIST=$(curl -s -H "Accept: application/vnd.github+json" \ -H "X-GitHub-Api-Version: 2022-11-28" \ https://api.github.com/repos/microsoft/onnxruntime/releases/latest \ | grep browser_download_url \ | grep -E "onnxruntime-win-x64-([.0-9]+)zip" \ | awk '{print $2}' \ | tr -d '"') item=${RAW_LIST[0]} FILENAME=$(basename "$item") DIRNAME="${FILENAME%.zip}" echo echo "Downloading $item" echo curl -q --output "$FILENAME" -L "$item" unzip "$FILENAME" mv ${DIRNAME} C:/msys64/usr/local/onnxruntime ls -al C:/msys64/usr/local/onnxruntime rm -f "$FILENAME" echo echo "Done" echo ================================================ FILE: .github/cache/dependencies-apt/.gitkeep ================================================ ================================================ FILE: .github/dependabot.yml ================================================ # To get started with Dependabot version updates, you'll need to specify which # package ecosystems to update and where the package manifests are located. # Please see the documentation for all configuration options: # https://docs.github.com/code-security/dependabot/dependabot-version-updates/configuration-options-for-the-dependabot.yml-file version: 2 updates: - package-ecosystem: "cmake" # See documentation for possible values directory: "/" # Location of package manifests schedule: interval: "weekly" ================================================ FILE: .github/workflows/cmake-linux.yml ================================================ # See: https://github.com/actions/starter-workflows/blob/main/ci/cmake-single-platform.yml name: CMake on Linux permissions: contents: read pull-requests: write on: push: branches: [ "*" ] pull_request: branches: [ "*" ] jobs: prepare-asset: if: ${{ !contains(github.event.pull_request.labels.*.name, 'documentation') }} runs-on: ubuntu-latest steps: - uses: actions/checkout@v6 with: lfs: false - name: (Cache) Restore test fixtures id: cache-test-fixtures uses: actions/cache/restore@v5 with: path: test/fixture key: test-fixtures-v1 lookup-only: true - name: Download assets(models) if: steps.cache-test-fixtures.outputs.cache-hit != 'true' shell: bash run: | ./test/fixture/download-test-fixtures.sh - name: (Cache) Save test fixtures if: steps.cache-test-fixtures.outputs.cache-hit != 'true' uses: actions/cache/save@v5 with: path: test/fixture key: test-fixtures-v1 prepare-apt: if: ${{ !contains(github.event.pull_request.labels.*.name, 'documentation') }} runs-on: ${{ matrix.os }} strategy: fail-fast: false matrix: os: [ ubuntu-22.04, ubuntu-24.04 ] build_type: [ Debug ] steps: - uses: actions/checkout@v6 with: lfs: false - name: (Cache) Restore dependencies(apt) id: cache-dependencies-apt uses: actions/cache/restore@v5 with: path: .github/cache/dependencies-apt key: ${{ matrix.os }}-dependencies-apt-v1 lookup-only: true - name: Prepare container(apt download) shell: bash if: steps.cache-dependencies-apt.outputs.cache-hit != 'true' && (startsWith(matrix.os, 'debian-') || startsWith(matrix.os, 'ubuntu-')) run: | cat /etc/os-release sudo apt-get update -qq sudo apt-get install -yq --download-only build-essential clang cmake libboost-all-dev libssl-dev libgtest-dev cp /var/cache/apt/archives/*.deb .github/cache/dependencies-apt/ - name: (Cache) Save dependencies(apt) if: steps.cache-dependencies-apt.outputs.cache-hit != 'true' && (startsWith(matrix.os, 'debian-') || startsWith(matrix.os, 'ubuntu-')) uses: actions/cache/save@v5 with: path: .github/cache/dependencies-apt key: ${{ matrix.os }}-dependencies-apt-v1 build: runs-on: ${{ matrix.os }} needs: [ "prepare-asset", "prepare-apt" ] strategy: fail-fast: false matrix: os: [ ubuntu-22.04, ubuntu-24.04 ] c_compiler: [ gcc, clang ] build_type: [ Debug ] include: - c_compiler: gcc cpp_compiler: g++ - c_compiler: clang cpp_compiler: clang++ steps: - uses: actions/checkout@v6 with: lfs: false - name: (Cache) Restore dependencies(apt) id: cache-dependencies-apt uses: actions/cache/restore@v5 with: path: .github/cache/dependencies-apt key: ${{ matrix.os }}-dependencies-apt-v1 fail-on-cache-miss: true - name: Prepare container(apt) shell: bash if: startsWith(matrix.os, 'debian-') || startsWith(matrix.os, 'ubuntu-') run: | cat /etc/os-release sudo dpkg -i .github/cache/dependencies-apt/*.deb - name: Prepare container(onnxruntime) shell: bash run: | ./.github/actions/download-onnxruntime-linux.sh - name: Set reusable strings # Turn repeated input strings (such as the build output directory) into step outputs. These step outputs can be used throughout the workflow file. id: strings shell: bash run: | echo "build-output-dir=${{ github.workspace }}/build" >> "$GITHUB_OUTPUT" - name: Configure CMake # Configure CMake in a 'build' subdirectory. `CMAKE_BUILD_TYPE` is only required if you are using a single-configuration generator such as make. # See https://cmake.org/cmake/help/latest/variable/CMAKE_BUILD_TYPE.html?highlight=cmake_build_type run: > cmake -B ${{ steps.strings.outputs.build-output-dir }} -DCMAKE_CXX_COMPILER=${{ matrix.cpp_compiler }} -DCMAKE_C_COMPILER=${{ matrix.c_compiler }} -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} -S ${{ github.workspace }} - name: Build # Build your program with the given configuration. Note that --config is needed because the default Windows generator is a multi-config generator (Visual Studio generator). run: cmake --build ${{ steps.strings.outputs.build-output-dir }} --config ${{ matrix.build_type }} --parallel 4 - name: (Cache) Restore test fixtures uses: actions/cache/restore@v5 with: path: test/fixture key: test-fixtures-v1 fail-on-cache-miss: true - name: Test working-directory: ${{ steps.strings.outputs.build-output-dir }} # Execute tests defined by the CMake configuration. Note that --build-config is needed because the default Windows generator is a multi-config generator (Visual Studio generator). # See https://cmake.org/cmake/help/latest/manual/ctest.1.html for more detail run: ctest --extra-verbose --build-config ${{ matrix.build_type }} ================================================ FILE: .github/workflows/cmake-macos.yml ================================================ # See: https://github.com/actions/starter-workflows/blob/main/ci/cmake-single-platform.yml name: CMake on MacOS permissions: contents: read pull-requests: write on: push: branches: [ "*" ] pull_request: branches: [ "*" ] jobs: build: if: ${{ !contains(github.event.pull_request.labels.*.name, 'documentation') }} runs-on: ${{ matrix.os }} strategy: fail-fast: false matrix: os: [ macos-latest ] build_type: [ Debug ] c_compiler: [ clang ] include: - c_compiler: clang cpp_compiler: clang++ steps: - uses: actions/checkout@v6 with: lfs: false - name: Prepare container(homebrew) shell: bash run: | brew update HOMEBREW_NO_INSTALLED_DEPENDENTS_CHECK=1 HOMEBREW_NO_AUTO_UPDATE=1 brew install cmake boost openssl googletest ./.github/actions/download-onnxruntime-osx.sh || HOMEBREW_NO_INSTALLED_DEPENDENTS_CHECK=1 HOMEBREW_NO_AUTO_UPDATE=1 brew install onnxruntime - name: Set reusable strings # Turn repeated input strings (such as the build output directory) into step outputs. These step outputs can be used throughout the workflow file. id: strings shell: bash run: | echo "build-output-dir=${{ github.workspace }}/build" >> "$GITHUB_OUTPUT" - name: Configure CMake # Configure CMake in a 'build' subdirectory. `CMAKE_BUILD_TYPE` is only required if you are using a single-configuration generator such as make. # See https://cmake.org/cmake/help/latest/variable/CMAKE_BUILD_TYPE.html?highlight=cmake_build_type run: > cmake -B ${{ steps.strings.outputs.build-output-dir }} -DCMAKE_CXX_COMPILER=${{ matrix.cpp_compiler }} -DCMAKE_C_COMPILER=${{ matrix.c_compiler }} -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} -S ${{ github.workspace }} - name: Build # Build your program with the given configuration. Note that --config is needed because the default Windows generator is a multi-config generator (Visual Studio generator). run: cmake --build ${{ steps.strings.outputs.build-output-dir }} --config ${{ matrix.build_type }} --parallel 4 - name: (Cache) Restore test fixtures uses: actions/cache/restore@v5 with: path: test/fixture key: test-fixtures-v1 fail-on-cache-miss: true - name: Test working-directory: ${{ steps.strings.outputs.build-output-dir }} # Execute tests defined by the CMake configuration. Note that --build-config is needed because the default Windows generator is a multi-config generator (Visual Studio generator). # See https://cmake.org/cmake/help/latest/manual/ctest.1.html for more detail run: ctest --extra-verbose --build-config ${{ matrix.build_type }} ================================================ FILE: .github/workflows/cmake-windows.yml ================================================ # See: https://github.com/actions/starter-workflows/blob/main/ci/cmake-single-platform.yml name: CMake on Windows permissions: contents: read pull-requests: write on: push: branches: [ "*" ] pull_request: branches: [ "*" ] jobs: prepare-asset: if: ${{ !contains(github.event.pull_request.labels.*.name, 'documentation') }} runs-on: windows-latest steps: - uses: actions/checkout@v6 with: lfs: false - name: (Cache) Restore test fixtures id: cache-test-fixtures uses: actions/cache/restore@v5 with: path: test/fixture key: test-fixtures-windows-v1 lookup-only: true - name: Download assets(models) if: steps.cache-test-fixtures.outputs.cache-hit != 'true' shell: bash run: | ./test/fixture/download-test-fixtures.sh - name: (Cache) Save test fixtures if: steps.cache-test-fixtures.outputs.cache-hit != 'true' uses: actions/cache/save@v5 with: path: test/fixture key: test-fixtures-windows-v1 prepare-vcpkg: if: ${{ !contains(github.event.pull_request.labels.*.name, 'documentation') }} runs-on: windows-latest steps: - name: (Cache) Restore vcpkg cache id: cache-windows-vcpkg uses: actions/cache/restore@v5 with: path: C:\vcpkg\installed key: windows-vcpkg-v4 lookup-only: true - name: Install dependencies with vcpkg if: steps.cache-windows-vcpkg.outputs.cache-hit != 'true' run: | C:\vcpkg\vcpkg.exe install boost-serialization boost-system boost-filesystem boost-program-options boost-thread boost-asio boost-beast gtest - name: (Cache) Save vcpkg cache if: steps.cache-windows-vcpkg.outputs.cache-hit != 'true' uses: actions/cache/save@v5 with: path: C:\vcpkg\installed key: windows-vcpkg-v4 build: needs: [ "prepare-asset", "prepare-vcpkg" ] runs-on: windows-latest strategy: fail-fast: false matrix: build_type: [ Debug ] steps: - uses: actions/checkout@v6 with: lfs: false - name: (Cache) Restore vcpkg cache id: cache-windows-vcpkg uses: actions/cache/restore@v5 with: path: C:\vcpkg\installed key: windows-vcpkg-v4 fail-on-cache-miss: true - name: Install dependencies with MSYS2 run: | C:\msys64\usr\bin\pacman.exe -S --noconfirm mingw-w64-x86_64-pkg-config - name: Prepare container(onnxruntime) shell: bash run: | ./.github/actions/download-onnxruntime-windows.sh - name: Set reusable strings # Turn repeated input strings (such as the build output directory) into step outputs. These step outputs can be used throughout the workflow file. id: strings shell: bash run: | echo "build-output-dir=${{ github.workspace }}/build" >> "$GITHUB_OUTPUT" - name: Configure CMake # Configure CMake in a 'build' subdirectory. `CMAKE_BUILD_TYPE` is only required if you are using a single-configuration generator such as make. # See https://cmake.org/cmake/help/latest/variable/CMAKE_BUILD_TYPE.html?highlight=cmake_build_type run: > cmake -B ${{ steps.strings.outputs.build-output-dir }} -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} -DPKG_CONFIG_EXECUTABLE:FILEPATH=C:/msys64/mingw64/bin/pkg-config.exe -DCMAKE_TOOLCHAIN_FILE=C:/vcpkg/scripts/buildsystems/vcpkg.cmake -DVCPKG_FEATURE_FLAGS=binarycaching -S ${{ github.workspace }} - name: Build # Build your program with the given configuration. Note that --config is needed because the default Windows generator is a multi-config generator (Visual Studio generator). run: cmake --build ${{ steps.strings.outputs.build-output-dir }} --config ${{ matrix.build_type }} --parallel 4 - name: (Cache) Restore test fixtures uses: actions/cache/restore@v5 with: path: test/fixture key: test-fixtures-windows-v1 fail-on-cache-miss: true - name: Test working-directory: ${{ steps.strings.outputs.build-output-dir }} # Execute tests defined by the CMake configuration. Note that --build-config is needed because the default Windows generator is a multi-config generator (Visual Studio generator). # See https://cmake.org/cmake/help/latest/manual/ctest.1.html for more detail run: ctest --extra-verbose --build-config ${{ matrix.build_type }} ================================================ FILE: .github/workflows/codeql.yml ================================================ name: "CodeQL" on: push: branches: [ "main" ] pull_request: branches: [ "main" ] schedule: - cron: '18 0 * * 3' jobs: analyze: if: ${{ !contains(github.event.pull_request.labels.*.name, 'documentation') }} name: Analyze (${{ matrix.language }}) runs-on: ${{ (matrix.language == 'swift' && 'macos-latest') || 'ubuntu-latest' }} permissions: # required for all workflows security-events: write # required to fetch internal or private CodeQL packs packages: read # only required for workflows in private repositories actions: read contents: read strategy: fail-fast: false matrix: include: - language: c-cpp build-mode: autobuild steps: - name: Checkout repository uses: actions/checkout@v6 - name: Prepare container(onnxruntime) if: runner.os == 'Linux' shell: bash run: | ./.github/actions/download-onnxruntime-linux.sh - name: Prepare container(onnxruntime) if: runner.os == 'macOS' shell: bash run: | HOMEBREW_NO_INSTALLED_DEPENDENTS_CHECK=1 HOMEBREW_NO_AUTO_UPDATE=1 brew install cmake boost openssl googletest onnxruntime # Initializes the CodeQL tools for scanning. - name: Initialize CodeQL uses: github/codeql-action/init@v4 with: languages: ${{ matrix.language }} build-mode: ${{ matrix.build-mode }} - name: Perform CodeQL Analysis uses: github/codeql-action/analyze@v4 with: category: "/language:${{matrix.language}}" ================================================ FILE: .gitignore ================================================ .idea/ .claude/ cmake-build-debug*/ .claude/ CLAUDE.md *.onnx build/ Testing/ src/test/gen/ # python venv/ __pycache__/ *.py[cod] *$py.class /deploy/build-docker/out/ ================================================ FILE: CMakeLists.txt ================================================ cmake_minimum_required(VERSION 3.22.0) project(onnxruntime_server LANGUAGES CXX) set(CMAKE_CXX_STANDARD 17) add_subdirectory(src) enable_testing() ================================================ FILE: LICENSE ================================================ MIT License Copyright (c) 2023 Kibae Shin 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. ================================================ FILE: README.md ================================================ # ONNX Runtime Server [![ONNX Runtime](https://img.shields.io/github/v/release/microsoft/onnxruntime?filter=v1.26.0&label=ONNX%20Runtime)](https://github.com/microsoft/onnxruntime) [![CMake on Linux](https://github.com/kibae/onnxruntime-server/actions/workflows/cmake-linux.yml/badge.svg)](https://github.com/kibae/onnxruntime-server/actions/workflows/cmake-linux.yml) [![CMake on MacOS](https://github.com/kibae/onnxruntime-server/actions/workflows/cmake-macos.yml/badge.svg)](https://github.com/kibae/onnxruntime-server/actions/workflows/cmake-macos.yml) [![CMake on Windows](https://github.com/kibae/onnxruntime-server/actions/workflows/cmake-windows.yml/badge.svg)](https://github.com/kibae/onnxruntime-server/actions/workflows/cmake-windows.yml) [![CodeQL](https://github.com/kibae/onnxruntime-server/actions/workflows/codeql.yml/badge.svg)](https://github.com/kibae/onnxruntime-server/actions/workflows/codeql.yml) [![License](https://img.shields.io/github/license/kibae/onnxruntime-server)](https://github.com/kibae/onnxruntime-server/blob/main/LICENSE) - [ONNX: Open Neural Network Exchange](https://onnx.ai/) - **The ONNX Runtime Server is a server that provides TCP and HTTP/HTTPS REST APIs for ONNX inference.** - ONNX Runtime Server aims to provide simple, high-performance ML inference and a good developer experience. - If you have exported ML models trained in various environments as ONNX files, you can provide inference APIs without writing additional code or metadata. [Just place the ONNX files into the directory structure.](#run-the-server) - Each ONNX session, you can choose to use CPU or CUDA. - Analyze the input/output of ONNX models to provide type/shape information for your collaborators. - Built-in Swagger API documentation makes it easy for collaborators to test ML models through the API. ([API example](https://kibae.github.io/onnxruntime-server/swagger/)) - [Ready-to-run Docker images.](#docker) No build required. ---- - [Build ONNX Runtime Server](#build-onnx-runtime-server) - [Requirements](#requirements) - [Install ONNX Runtime](#install-onnx-runtime) - [Install dependencies](#install-dependencies) - [Compile and Install](#compile-and-install) - [Install via a package manager](#install-via-a-package-manager) - [Run the server](#run-the-server) - [Docker](#docker) - [API](#api) - [How to use](#how-to-use) ---- # Build ONNX Runtime Server ## Requirements - [ONNX Runtime](https://onnxruntime.ai/) - [Boost](https://www.boost.org/) - [CMake](https://cmake.org/), pkg-config - CUDA(*optional, for Nvidia GPU support*) - OpenSSL(*optional, for HTTPS*) ---- ## Install ONNX Runtime #### Linux - Use `download-onnxruntime-linux.sh` script - This script downloads the latest version of the binary and install to `/usr/local/onnxruntime`. - Also, add `/usr/local/onnxruntime/lib` to `/etc/ld.so.conf.d/onnxruntime.conf` and run `ldconfig`. - Or manually download binary from [ONNX Runtime Releases](https://github.com/microsoft/onnxruntime/releases). #### Mac OS ```shell brew install onnxruntime ``` ---- ## Install dependencies #### Ubuntu/Debian ```shell sudo apt install cmake pkg-config libboost-all-dev libssl-dev # optional, for running tests sudo apt install libgtest-dev ``` ##### (optional) CUDA support (CUDA 12.x/13.x, cuDNN 9.x) - Follow the instructions below to install the CUDA Toolkit and cuDNN. - [CUDA Toolkit Installation Guide](https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html) - [CUDA Download for Ubuntu](https://developer.nvidia.com/cuda-downloads?target_os=Linux&target_arch=x86_64&Distribution=Ubuntu&target_version=22.04&target_type=deb_network) ```shell # CUDA 12 sudo apt install cuda-toolkit-12 libcudnn9-dev-cuda-12 # CUDA 13 sudo apt install cuda-toolkit-13 libcudnn9-dev-cuda-13 # optional, for Nvidia GPU support with Docker sudo apt install nvidia-container-toolkit ``` #### Mac OS ```shell brew install cmake boost openssl ``` ---- ## Compile and Install ```shell cmake -B build -S . -DCMAKE_BUILD_TYPE=Release cmake --build build --parallel sudo cmake --install build --prefix /usr/local/onnxruntime-server ``` ---- # Install via a package manager | OS | Method | Command | |------------|--------|-----------------------------| | Arch Linux | AUR | `yay -S onnxruntime-server` | ---- # Run the server - **You must enter the path option(`--model-dir`) where the models are located.** - The onnx model files must be located in the following path: `${model_dir}/${model_name}/${model_version}/model.onnx` or `${model_dir}/${model_name}/${model_version}.onnx` | Files in `--model-dir` | Create session request body | Get/Execute session API URL path
(after created) | |--------------------------------------------------------------------------|-----------------------------------------------------|-------------------------------------------------------| | `model_name/model_version/model.onnx` or `model_name/model_version.onnx` | `{"model":"model_name", "version":"model_version"}` | `/api/sessions/model_name/model_version` | | `sample/v1/model.onnx` or `sample/v1.onnx` | `{"model":"sample", "version":"v1"}` | `/api/sessions/sample/v1` | | `sample/v2/model.onnx` or `sample/v2.onnx` | `{"model":"sample", "version":"v2"}` | `/api/sessions/sample/v2` | | `other/20200101/model.onnx` or `other/20200101.onnx` | `{"model":"other", "version":"20200101"}` | `/api/sessions/other/20200101` | - **You need to enable one of the following backends: TCP, HTTP, or HTTPS.** - If you want to use TCP, you must specify the `--tcp-port` option. - If you want to use HTTP, you must specify the `--http-port` option. - If you want to use HTTPS, you must specify the `--https-port`, `--https-cert` and `--https-key` options. - If you want to use Swagger, you must specify the `--swagger-url-path` option. - Use the `-h`, `--help` option to see a full list of options. - **All options can be set as environment variables.** This can be useful when operating in a container like Docker. - Normally, command-line options are prioritized over environment variables, but if the `ONNX_SERVER_CONFIG_PRIORITY=env` environment variable exists, environment variables have higher priority. Within a Docker image, environment variables have higher priority. ## Options | Option | Environment | Description | |---------------------------|-------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | `--workers` | `ONNX_SERVER_WORKERS` | Worker thread pool size.
Default: `4` | | `--request-payload-limit` | `ONNX_SERVER_REQUEST_PAYLOAD_LIMIT` | HTTP/HTTPS request payload size limit.
Default: 1024 * 1024 * 10(10MB)` | | `--model-dir` | `ONNX_SERVER_MODEL_DIR` | Model directory path
The onnx model files must be located in the following path:
`${model_dir}/${model_name}/${model_version}/model.onnx` or
`${model_dir}/${model_name}/${model_version}.onnx`
Default: `models` | | `--prepare-model` | `ONNX_SERVER_PREPARE_MODEL` | Pre-create some model sessions at server startup.

Format as a space-separated list of `model_name:model_version` or `model_name:model_version(opt1=val1, opt2=val2, ...)`. Option keys may use dotted notation to address nested groups (e.g. `cuda.device_id`, `session_options.intra_op_num_threads`). Repeating the `extensions` key accumulates a deduplicated array. Option entries that do not match the grammar are skipped silently rather than failing the whole list.

Examples:
- `model1:v1 model2:v9`
- `model1:v1(cuda=true) model2:v9(cuda=1)`
- `bert:v1(cuda.device_id=0, cuda.gpu_mem_limit=2147483648)`
- `bert:v1(session_options.intra_op_num_threads=4, session_options.graph_optimization_level=all)`
- `bert:v1(extensions=/usr/local/lib/libortextensions.so)` | ### Backend options | Option | Environment | Description | |----------------------|--------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | `--tcp-port` | `ONNX_SERVER_TCP_PORT` | Enable TCP backend and which port number to use. | | `--http-port` | `ONNX_SERVER_HTTP_PORT` | Enable HTTP backend and which port number to use. | | `--https-port` | `ONNX_SERVER_HTTPS_PORT` | Enable HTTPS backend and which port number to use. | | `--https-cert` | `ONNX_SERVER_HTTPS_CERT` | SSL Certification file path for HTTPS | | `--https-key` | `ONNX_SERVER_HTTPS_KEY` | SSL Private key file path for HTTPS | | `--swagger-url-path` | `ONNX_SERVER_SWAGGER_URL_PATH` | Enable Swagger API document for HTTP/HTTPS backend.
This value cannot start with "/api/" and "/health"
If not specified, swagger document not provided.
eg) /swagger or /api-docs | ### Log options | Option | Environment | Description | |---------------------|-------------------------------|-----------------------------------------------------------------------------| | `--log-level` | `ONNX_SERVER_LOG_LEVEL` | Log level(debug, info, warn, error, fatal) | | `--log-file` | `ONNX_SERVER_LOG_FILE` | Log file path.
If not specified, logs will be printed to stdout. | | `--access-log-file` | `ONNX_SERVER_ACCESS_LOG_FILE` | Access log file path.
If not specified, logs will be printed to stdout. | ---- # Docker - Docker hub: [kibaes/onnxruntime-server](https://hub.docker.com/r/kibaes/onnxruntime-server) - [ `1.26.0-linux-cuda13`](https://github.com/kibae/onnxruntime-server/blob/main/deploy/build-docker/linux-cuda13.dockerfile) amd64(CUDA 13.x, cuDNN 9.x) - [ `1.26.0-linux-cuda12`](https://github.com/kibae/onnxruntime-server/blob/main/deploy/build-docker/linux-cuda12.dockerfile) amd64(CUDA 12.x, cuDNN 9.x) - [ `1.26.0-linux-cpu`](https://github.com/kibae/onnxruntime-server/blob/main/deploy/build-docker/linux-cpu.dockerfile) amd64, arm64 ```shell DOCKER_IMAGE=kibaes/onnxruntime-server:1.26.0-linux-cuda13 # or 1.26.0-linux-cuda12 or 1.26.0-linux-cpu docker pull ${DOCKER_IMAGE} # simple http backend docker run --name onnxruntime_server_container -d --rm --gpus all \ -p 80:80 \ -v "/your_model_dir:/app/models" \ -v "/your_log_dir:/app/logs" \ -e "ONNX_SERVER_SWAGGER_URL_PATH=/api-docs" \ ${DOCKER_IMAGE} ``` - More information on using Docker images can be found here. - https://hub.docker.com/r/kibaes/onnxruntime-server - [docker-compose.yml](https://github.com/kibae/onnxruntime-server/blob/main/deploy/build-docker/docker-compose.yaml) example is available in the repository. ---- # API - [HTTP/HTTPS REST API](https://github.com/kibae/onnxruntime-server/wiki/REST-API(HTTP-HTTPS)) - API documentation (Swagger) is built in. If you want the server to serve swagger, add the `--swagger-url-path=/swagger/` option at launch. This must be used with the `--http-port` or `--https-port` option. ```shell ./onnxruntime_server --model-dir=YOUR_MODEL_DIR --http-port=8080 --swagger-url-path=/api-docs/ ``` - After running the server as above, you will be able to access the Swagger UI available at `http://localhost:8080/api-docs/`. - [Swagger Sample](https://kibae.github.io/onnxruntime-server/swagger/) - [TCP API](https://github.com/kibae/onnxruntime-server/wiki/TCP-API) ## ONNXRuntime Extensions Support To use the [onnxruntime-extensions](https://github.com/microsoft/onnxruntime-extensions) (Custom Ops Library), supply one or more library paths through the `extensions` array. The server registers each path with ORT in order and deduplicates entries. ```json { "model": "string", "version": "string", "option": { "cuda": ..., "extensions": [ "/absolute/path/to/libonnxruntime_extensions.so" ] } } ``` The legacy `ortextensions_path` (single string) is still accepted for backward compatibility; it is normalized into the `extensions` array on the server side and the response always echoes the normalized form. ## Session-level options The optional `session_options` object on a session-create request forwards the listed keys to the underlying onnxruntime `SessionOptions`. Only the JSON shape (types and our enum-string mapping) is validated on the server side; the actual value validation is delegated to ORT, and the response echoes only the values ORT accepted. ```json { "model": "string", "version": "string", "option": { "session_options": { "intra_op_num_threads": 4, "inter_op_num_threads": 1, "execution_mode": "sequential", "graph_optimization_level": "all", "enable_cpu_mem_arena": true, "enable_mem_pattern": true, "log_severity_level": 2, "logid": "my-model", "enable_profiling": false, "profile_file_prefix": "/var/log/onnx/profile-", "optimized_model_filepath": "/cache/optimized.onnx", "free_dimension_overrides": { "batch": 1 }, "config_entries": { "session.disable_prepacking": "1" } } } } ``` `config_entries` is round-tripped through `GetSessionConfigEntry`, so the response shows what ORT actually stored (string values; `true`/`42` become `"1"`/`"42"`). ## CUDA execution provider options When CUDA is enabled, the `cuda` field accepts either a boolean / integer (legacy shorthand) or an object that maps to [CUDA Execution Provider options](https://onnxruntime.ai/docs/execution-providers/CUDA-ExecutionProvider.html). The server forwards the object to ORT via `UpdateCUDAProviderOptions` in a single batched call (per-key calls trigger a sibling-reset quirk in ORT V2). If any key is rejected by ORT, session creation fails with the ORT error message identifying the offending key. The response is built from `GetCUDAProviderOptionsAsString` readback, so it reflects exactly what ORT stored. ```json { "model": "string", "version": "string", "option": { "cuda": { "device_id": 0, "gpu_mem_limit": 2147483648, "arena_extend_strategy": "kNextPowerOfTwo", "cudnn_conv_algo_search": "EXHAUSTIVE", "cudnn_conv_use_max_workspace": true, "do_copy_in_default_stream": true, "enable_cuda_graph": false } } } ``` Backward-compatible shortcuts: - `"cuda": true` — enable CUDA with all defaults (`device_id=0`). - `"cuda": 1` — enable CUDA on `device_id=1`. For more details on the session creation request, please refer to the [API documentation](https://kibae.github.io/onnxruntime-server/swagger/#/ONNX%20Runtime%20Session/createSession). ---- # How to use - A few things have been left out to help you get a rough idea of the usage flow. ## Simple usage examples ### Example of creating ONNX sessions at server startup ```mermaid %%{init: { 'sequence': {'noteAlign': 'left', 'mirrorActors': true} }}%% sequenceDiagram actor A as Administrator box rgb(0, 0, 0, 0.1) "ONNX Runtime Server" participant SD as Disk participant SP as Process end actor C as Client Note right of A: You have 3 models to serve. A ->> SD: copy model files to disk.
"/var/models/model_A/v1/model.onnx"
"/var/models/model_A/v2/model.onnx"
"/var/models/model_B/20201101/model.onnx" A ->> SP: Start server with --prepare-model option activate SP Note right of A: onnxruntime_server
--http-port=8080
--model-path=/var/models
--prepare-model="model_A:v1(cuda=0) model_A:v2(cuda=0)" SP -->> SD: Load model Note over SD, SP: Load model from
"/var/models/model_A/v1/model.onnx" SD -->> SP: Model binary activate SP SP -->> SP: Create
onnxruntime
session deactivate SP deactivate SP rect rgb(100, 100, 100, 0.3) Note over SD, C: Execute Session C ->> SP: Execute session request activate SP Note over SP, C: POST /api/sessions/model_A/v1
{
"x": [[1], [2], [3]],
"y": [[2], [3], [4]],
"z": [[3], [4], [5]]
} activate SP SP -->> SP: Execute
onnxruntime
session deactivate SP SP ->> C: Execute session response deactivate SP Note over SP, C: {
"output": [
[0.6492120623588562],
[0.7610487341880798],
[0.8728854656219482]
]
} end ``` ### Example of the client creating and running ONNX sessions ```mermaid %%{init: { 'sequence': {'noteAlign': 'left', 'mirrorActors': true} }}%% sequenceDiagram actor A as Administrator box rgb(0, 0, 0, 0.1) "ONNX Runtime Server" participant SD as Disk participant SP as Process end actor C as Client Note right of A: You have 3 models to serve. A ->> SD: copy model files to disk.
"/var/models/model_A/v1/model.onnx"
"/var/models/model_A/v2/model.onnx"
"/var/models/model_B/20201101/model.onnx" A ->> SP: Start server Note right of A: onnxruntime_server
--http-port=8080
--model-path=/var/models rect rgb(100, 100, 100, 0.3) Note over SD, C: Create Session C ->> SP: Create session request activate SP Note over SP, C: POST /api/sessions
{"model": "model_A", "version": "v1"} SP -->> SD: Load model Note over SD, SP: Load model from
"/var/models/model_A/v1/model.onnx" SD -->> SP: Model binary activate SP SP -->> SP: Create
onnxruntime
session deactivate SP SP ->> C: Create session response deactivate SP Note over SP, C: {
"model": "model_A",
"version": "v1",
"created_at": 1694228106,
"execution_count": 0,
"last_executed_at": 0,
"inputs": {
"x": "float32[-1,1]",
"y": "float32[-1,1]",
"z": "float32[-1,1]"
},
"outputs": {
"output": "float32[-1,1]"
}
} Note right of C: 👌 You can know the type and shape
of the input and output. end rect rgb(100, 100, 100, 0.3) Note over SD, C: Execute Session C ->> SP: Execute session request activate SP Note over SP, C: POST /api/sessions/model_A/v1
{
"x": [[1], [2], [3]],
"y": [[2], [3], [4]],
"z": [[3], [4], [5]]
} activate SP SP -->> SP: Execute
onnxruntime
session deactivate SP SP ->> C: Execute session response deactivate SP Note over SP, C: {
"output": [
[0.6492120623588562],
[0.7610487341880798],
[0.8728854656219482]
]
} end ``` ## Contributors ================================================ FILE: cmake/FindONNXRuntime.cmake ================================================ message(STATUS "Looking for ONNX Runtime") set(ONNX_RUNTIME_ROOT_DIR ENV ONNX_ROOT /usr/local/onnxruntime /usr /usr/local /opt/homebrew C:/msys64/usr/local/onnxruntime) set(ONNX_RUNTIME_INCLUDE_PATHS /usr/local/include/onnxruntime) set(MACOS_ONNX_RUNTIME_INCLUDE_PATHS /opt/homebrew/include/onnxruntime /opt/homebrew/include/onnxruntime/core/session /usr/local/include/onnxruntime/core/session) find_path(ONNX_RUNTIME_INCLUDE_DIRS onnxruntime_cxx_api.h PATHS ${ONNX_RUNTIME_ROOT_DIR} ${ONNX_RUNTIME_INCLUDE_PATHS} ${MACOS_ONNX_RUNTIME_INCLUDE_PATHS} PATH_SUFFIXES include include/onnxruntime) find_library(ONNX_RUNTIME_LIBRARY onnxruntime PATHS ${ONNX_RUNTIME_ROOT_DIR} PATH_SUFFIXES lib) find_library(ONNX_RUNTIME_CUDA_LIBRARY onnxruntime_providers_cuda PATHS ${ONNX_RUNTIME_LIBRARY} ${ONNX_RUNTIME_ROOT_DIR} PATH_SUFFIXES lib) if (ONNX_RUNTIME_LIBRARY) message(STATUS "Found ONNX Runtime include dir: ${ONNX_RUNTIME_INCLUDE_DIRS}") message(STATUS "Found ONNX Runtime library: ${ONNX_RUNTIME_LIBRARY}") get_filename_component(ONNX_RUNTIME_LIBRARY_DIRS ${ONNX_RUNTIME_LIBRARY} DIRECTORY) set(ONNX_RUNTIME_LIBRARY_DIRS "${ONNX_RUNTIME_LIBRARY_DIRS}" CACHE STRING "ONNX Runtime library directory") message(STATUS "Found ONNX Runtime library dir: ${ONNX_RUNTIME_LIBRARY_DIRS}") if (ONNX_RUNTIME_CUDA_LIBRARY) set(ONNX_RUNTIME_WITH_CUDA_PROVIDER TRUE CACHE BOOL "ONNX Runtime with CUDA provider") set(ONNX_RUNTIME_LIBRARIES ${ONNX_RUNTIME_LIBRARY} ${ONNX_RUNTIME_CUDA_LIBRARY} CACHE STRING "ONNX Runtime libraries") else () set(ONNX_RUNTIME_LIBRARIES ${ONNX_RUNTIME_LIBRARY} CACHE STRING "ONNX Runtime libraries") endif () endif () include(FindPackageHandleStandardArgs) if (ONNX_RUNTIME_WITH_CUDA_PROVIDER) find_package_handle_standard_args(ONNXRuntime DEFAULT_MSG ONNX_RUNTIME_INCLUDE_DIRS ONNX_RUNTIME_LIBRARY_DIRS ONNX_RUNTIME_LIBRARIES ONNX_RUNTIME_LIBRARY ONNX_RUNTIME_CUDA_LIBRARY) mark_as_advanced(ONNX_RUNTIME_INCLUDE_DIRS ONNX_RUNTIME_LIBRARY_DIRS ONNX_RUNTIME_LIBRARIES ONNX_RUNTIME_LIBRARY ONNX_RUNTIME_CUDA_LIBRARY) else () find_package_handle_standard_args(ONNXRuntime DEFAULT_MSG ONNX_RUNTIME_INCLUDE_DIRS ONNX_RUNTIME_LIBRARY_DIRS ONNX_RUNTIME_LIBRARIES ONNX_RUNTIME_LIBRARY) mark_as_advanced(ONNX_RUNTIME_INCLUDE_DIRS ONNX_RUNTIME_LIBRARY_DIRS ONNX_RUNTIME_LIBRARIES ONNX_RUNTIME_LIBRARY) endif () ================================================ FILE: deploy/build-docker/README.md ================================================ # Docker Build ## x64 with CUDA - [ONNX Runtime Binary](https://github.com/microsoft/onnxruntime/releases) v1.26.0(latest) supports CUDA 12/13, cuDNN 9. - Two CUDA variants are available: - `linux-cuda13`: Built on `nvidia/cuda:13.1.1-cudnn-devel-ubuntu24.04`, runtime based on `nvidia/cuda:13.1.1-cudnn-runtime-ubuntu24.04` - `linux-cuda12`: Built on `nvidia/cuda:12.9.1-cudnn-devel-ubuntu24.04`, runtime based on `nvidia/cuda:12.9.1-cudnn-runtime-ubuntu24.04` - Multi-stage build is used to keep the final image small (devel for building, runtime for the final image). - **We need to check this for each release of the ONNX Runtime binary.** ================================================ FILE: deploy/build-docker/VERSION ================================================ export VERSION=1.26.0 export IMAGE_PREFIX=kibaes/onnxruntime-server ================================================ FILE: deploy/build-docker/build.sh ================================================ #!/usr/bin/env bash cd "$(dirname "$0")" || exit source ./VERSION cd ../../ if [ "$1" != "--target=cuda" ]; then # ______ .______ __ __ # / || _ \ | | | | # | ,----'| |_) | | | | | # | | | ___/ | | | | # | `----.| | | `--' | # \______|| _| \______/ POSTFIX=linux-cpu IMAGE_NAME=${IMAGE_PREFIX}:${VERSION}-${POSTFIX} docker buildx build --platform linux/amd64 -t ${IMAGE_NAME} -f deploy/build-docker/${POSTFIX}.dockerfile --load . || exit 1 ./deploy/build-docker/docker-image-test.sh ${IMAGE_NAME} || exit 1 docker buildx build --platform linux/amd64,linux/arm64 -t ${IMAGE_NAME} -f deploy/build-docker/${POSTFIX}.dockerfile --push . || exit 1 fi if [ "$1" != "--target=cpu" ]; then # ______ __ __ _______ ___ ___ ___ __ _ _ # / || | | | | \ / \ \ \ / / / / | || | # | ,----'| | | | | .--. | / ^ \ _____\ V / / /_ | || |_ # | | | | | | | | | | / /_\ \ |______> < | '_ \ |__ _| # | `----.| `--' | | '--' | / _____ \ / . \ | (_) | | | # \______| \______/ |_______/ /__/ \__\ /__/ \__\ \___/ |_| # POSTFIX=linux-cuda11 # IMAGE_NAME=${IMAGE_PREFIX}:${VERSION}-${POSTFIX} # # docker buildx build --platform linux/amd64 -t ${IMAGE_NAME} -f deploy/build-docker/${POSTFIX}.dockerfile --load . || exit 1 # ./deploy/build-docker/docker-image-test.sh ${IMAGE_NAME} 1 || exit 1 # docker buildx build --platform linux/amd64 -t ${IMAGE_NAME} -f deploy/build-docker/${POSTFIX}.dockerfile --push . || exit 1 POSTFIX=linux-cuda12 IMAGE_NAME=${IMAGE_PREFIX}:${VERSION}-${POSTFIX} docker buildx build --platform linux/amd64 -t ${IMAGE_NAME} -f deploy/build-docker/${POSTFIX}.dockerfile --load . || exit 1 ./deploy/build-docker/docker-image-test.sh ${IMAGE_NAME} 1 || exit 1 docker buildx build --platform linux/amd64 -t ${IMAGE_NAME} -f deploy/build-docker/${POSTFIX}.dockerfile --push . || exit 1 POSTFIX=linux-cuda13 IMAGE_NAME=${IMAGE_PREFIX}:${VERSION}-${POSTFIX} docker buildx build --platform linux/amd64 -t ${IMAGE_NAME} -f deploy/build-docker/${POSTFIX}.dockerfile --load . || exit 1 ./deploy/build-docker/docker-image-test.sh ${IMAGE_NAME} 1 || exit 1 docker buildx build --platform linux/amd64 -t ${IMAGE_NAME} -f deploy/build-docker/${POSTFIX}.dockerfile --push . || exit 1 fi ================================================ FILE: deploy/build-docker/docker-compose.yaml ================================================ services: # Available environment variables can be found at # https://github.com/kibae/onnxruntime-server#run-the-server onnxruntime_server_simple: # After the docker container is up, you can use the REST API (http://localhost:8080). # API documentation will be available at http://localhost:8080/api-docs. image: kibaes/onnxruntime-server:1.26.0-linux-cuda13 # or 1.26.0-linux-cuda12 ports: - "8080:80" # for http backend volumes: # for model files # https://github.com/kibae/onnxruntime-server#run-the-server - /your_model_dir:/app/models # for log files - /your_log_dir:/app/logs environment: # for swagger(optional) - ONNX_SERVER_SWAGGER_URL_PATH=/api-docs deploy: resources: reservations: devices: - driver: nvidia count: 1 capabilities: [ gpu ] onnxruntime_server_advanced: # After the docker container is up, you can use the REST API (http://localhost, https://localhost). # API documentation will be available at http://localhost/api-docs. image: kibaes/onnxruntime-server:1.26.0-linux-cuda13 # or 1.26.0-linux-cuda12 ports: - "80:80" # for http backend - "443:443" # for https backend - "8001:8001" # for tcp backend. binary protocol volumes: # for model files # https://github.com/kibae/onnxruntime-server#run-the-server - /your_model_dir:/app/models # for log files - /your_log_dir:/app/logs # for cert files - /your_cert_dir:/app/certs environment: # for https backend - ONNX_SERVER_HTTPS_PORT=443 # https backend needs cert, key files - ONNX_SERVER_HTTPS_CERT=/app/certs/cert.pem - ONNX_SERVER_HTTPS_KEY=/app/certs/key.pem # for onnx session preparation - ONNX_SERVER_PREPARE_MODEL="model1:v1(cuda=true) model1:v2(cuda=0) model2:v2" # for swagger(optional) - ONNX_SERVER_SWAGGER_URL_PATH=/api-docs deploy: resources: reservations: devices: - driver: nvidia count: 1 capabilities: [ gpu ] ================================================ FILE: deploy/build-docker/docker-image-test.sh ================================================ #!/usr/bin/env bash cd "$(dirname "$0")" || exit source ./VERSION IMAGE_NAME=$1 IS_CUDA=$2 echo echo '.___________. _______ _______.___________.' echo '| || ____| / | |' echo '`---| |----`| |__ | (----`---| |----`' echo ' | | | __| \ \ | |' echo ' | | | |____.----) | | |' echo ' |__| |_______|_______/ |__|' echo echo ${IMAGE_NAME} echo echo docker stop docker_test || true docker rm docker_test || true docker run --name docker_test -d -p 8080:80 --gpus all -e "ONNX_SERVER_SWAGGER_URL_PATH=/api-docs" ${IMAGE_NAME} || exit 1 sleep 1; docker cp ../../test/fixture/sample docker_test:/app/models/ || exit 1 API_VERSION_RESULT=$(curl -s \ 'http://localhost:8080/api/version' \ -H 'accept: application/json' \ -H 'Content-Type: application/json' || exit 1) if [ "${API_VERSION_RESULT}" != "${VERSION}" ]; then echo "API version mismatch. Expected: ${VERSION}, Got: ${API_VERSION_RESULT}" exit 1 fi echo "ONNX Server Version: ${VERSION}" if [[ -v ${IS_CUDA} ]]; then curl -sX 'POST' \ 'http://localhost:8080/api/sessions' \ -H 'accept: application/json' \ -H 'Content-Type: application/json' \ -d '{"model": "sample", "version": "2", "option":{"cuda": true}}' | jq || exit 1 DEVICE_ID=$(curl -sX 'GET' \ 'http://localhost:8080/api/sessions/sample/2' \ -H 'accept: application/json' | jq '.option.cuda.device_id' || exit 1) if [ "${DEVICE_ID}" != "0" ]; then echo "CUDA is not available" exit 1 fi else curl -sX 'POST' \ 'http://localhost:8080/api/sessions' \ -H 'accept: application/json' \ -H 'Content-Type: application/json' \ -d '{"model": "sample", "version": "2"}' | jq || exit 1 ERROR=$(curl -sX 'GET' \ 'http://localhost:8080/api/sessions/sample/2' \ -H 'accept: application/json' | jq '.error' || exit 1) if [ "${ERROR}" != "null" ]; then echo ${ERROR} exit 1 fi fi curl -sX 'POST' \ 'http://localhost:8080/api/sessions/sample/2' \ 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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ] } ' | jq || exit 1 curl -sX 'GET' \ 'http://localhost:8080/api/sessions' \ -H 'accept: application/json' | jq || exit 1 echo echo '.______ ___ _______. _______.' echo '| _ \ / \ / | / |' echo '| |_) | / ^ \ | (----` | (----`' echo '| ___/ / /_\ \ \ \ \ \ ' echo '| | / _____ \ .----) | .----) | ' echo '| _| /__/ \__\ |_______/ |_______/ ' echo docker rm docker_test -f || true ================================================ FILE: deploy/build-docker/download-onnxruntime.sh ================================================ #!/usr/bin/env bash cd "$(dirname "$0")" || exit OS=$1 ARCH=$2 echo echo "Select onnxruntime version to download:" RAW_LIST=$(curl -s -H "Accept: application/vnd.github+json" \ -H "X-GitHub-Api-Version: 2022-11-28" \ https://api.github.com/repos/microsoft/onnxruntime/releases/latest \ | grep browser_download_url \ | grep -E "onnxruntime-${OS}-${ARCH}-([.0-9]+)tgz" \ | awk '{print $2}' \ | tr -d '"' \ | head -n 1) item=${RAW_LIST[0]} FILENAME=$(basename "$item") echo echo "Downloading $item" echo wget -q "$item" mkdir -p /usr/local/onnxruntime tar vzxf "$FILENAME" -C /usr/local/onnxruntime --strip-components=1 sh -c 'echo "/usr/local/onnxruntime/lib" > /etc/ld.so.conf.d/onnxruntime.conf' ldconfig rm -f "$FILENAME" echo echo "Done" echo ================================================ FILE: deploy/build-docker/linux-cpu.dockerfile ================================================ FROM ubuntu:24.04 AS builder RUN apt update && apt install -y curl wget git build-essential cmake pkg-config libboost-all-dev libssl-dev RUN mkdir -p /app/source WORKDIR /app/source COPY src /app/source/onnxruntime-server COPY cmake /app/source/onnxruntime-server/cmake COPY deploy/build-docker/download-onnxruntime.sh /app/source/onnxruntime-server/ WORKDIR /app/source/onnxruntime-server ARG TARGETPLATFORM RUN case ${TARGETPLATFORM} in \ "linux/amd64") ./download-onnxruntime.sh linux x64 ;; \ "linux/arm64") ./download-onnxruntime.sh linux aarch64 ;; \ esac RUN cmake -DBoost_USE_STATIC_LIBS=ON -DOPENSSL_USE_STATIC_LIBS=ON -B build -S . -DCMAKE_BUILD_TYPE=Release RUN cmake --build build --parallel 8 --target onnxruntime_server_standalone RUN cmake --install build --prefix /app/onnxruntime-server # target FROM ubuntu:24.04 AS target COPY --from=builder /app/onnxruntime-server /app COPY --from=builder /usr/local/onnxruntime /usr/local/onnxruntime WORKDIR /app RUN mkdir -p models logs certs ENV ONNX_SERVER_CONFIG_PRIORITY=env ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda/lib64:/usr/local/onnxruntime/lib ENTRYPOINT ["/app/bin/onnxruntime_server", "--model-dir", "models", "--log-file", "logs/app.log", "--access-log-file", "logs/access.log", "--tcp-port", "6432", "--http-port", "80"] ================================================ FILE: deploy/build-docker/linux-cuda12.dockerfile ================================================ FROM nvidia/cuda:12.9.1-cudnn-devel-ubuntu24.04 AS builder RUN apt update && apt install -y curl wget git build-essential cmake pkg-config libboost-all-dev libssl-dev RUN mkdir -p /app/source WORKDIR /app/source COPY src /app/source/onnxruntime-server COPY cmake /app/source/onnxruntime-server/cmake COPY deploy/build-docker/download-onnxruntime.sh /app/source/onnxruntime-server/ WORKDIR /app/source/onnxruntime-server ARG TARGETPLATFORM RUN case ${TARGETPLATFORM} in \ "linux/amd64") ./download-onnxruntime.sh linux x64-gpu ;; \ esac RUN cmake -DCUDA_SDK_ROOT_DIR=/usr/local/cuda-12 -DBoost_USE_STATIC_LIBS=ON -DOPENSSL_USE_STATIC_LIBS=ON -B build -S . -DCMAKE_BUILD_TYPE=Release RUN cmake --build build --parallel 8 --target onnxruntime_server_standalone RUN cmake --install build --prefix /app/onnxruntime-server # target FROM nvidia/cuda:12.9.1-cudnn-runtime-ubuntu24.04 AS target COPY --from=builder /app/onnxruntime-server /app COPY --from=builder /usr/local/onnxruntime /usr/local/onnxruntime WORKDIR /app RUN mkdir -p models logs certs ENV ONNX_SERVER_CONFIG_PRIORITY=env ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda-12/lib64:/usr/local/onnxruntime/lib ENTRYPOINT ["/app/bin/onnxruntime_server", "--model-dir", "models", "--log-file", "logs/app.log", "--access-log-file", "logs/access.log", "--tcp-port", "6432", "--http-port", "80"] ================================================ FILE: deploy/build-docker/linux-cuda13.dockerfile ================================================ FROM nvidia/cuda:13.1.1-cudnn-devel-ubuntu24.04 AS builder RUN apt update && apt install -y curl wget git build-essential cmake pkg-config libboost-all-dev libssl-dev RUN mkdir -p /app/source WORKDIR /app/source COPY src /app/source/onnxruntime-server COPY cmake /app/source/onnxruntime-server/cmake COPY deploy/build-docker/download-onnxruntime.sh /app/source/onnxruntime-server/ WORKDIR /app/source/onnxruntime-server ARG TARGETPLATFORM RUN case ${TARGETPLATFORM} in \ "linux/amd64") ./download-onnxruntime.sh linux x64-gpu_cuda13 ;; \ esac RUN cmake -DCUDA_SDK_ROOT_DIR=/usr/local/cuda-13 -DBoost_USE_STATIC_LIBS=ON -DOPENSSL_USE_STATIC_LIBS=ON -B build -S . -DCMAKE_BUILD_TYPE=Release RUN cmake --build build --parallel 8 --target onnxruntime_server_standalone RUN cmake --install build --prefix /app/onnxruntime-server # target FROM nvidia/cuda:13.1.1-cudnn-runtime-ubuntu24.04 AS target COPY --from=builder /app/onnxruntime-server /app COPY --from=builder /usr/local/onnxruntime /usr/local/onnxruntime WORKDIR /app RUN mkdir -p models logs certs ENV ONNX_SERVER_CONFIG_PRIORITY=env ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda-13/lib64:/usr/local/onnxruntime/lib ENTRYPOINT ["/app/bin/onnxruntime_server", "--model-dir", "models", "--log-file", "logs/app.log", "--access-log-file", "logs/access.log", "--tcp-port", "6432", "--http-port", "80"] ================================================ FILE: deploy/update-version.sh ================================================ #!/usr/bin/env bash cd "$(dirname "$0")/.." || exit FROM_VERSION=$1 TO_VERSION=$2 if [ -z "$FROM_VERSION" ] || [ -z "$TO_VERSION" ]; then echo "Usage: $0 " exit 1 fi FILES=( "README.md" "docs/docker.md" "docs/swagger/openapi.yaml" "deploy/build-docker/VERSION" "deploy/build-docker/docker-compose.yaml" "deploy/build-docker/README.md" "src/test/test_lib_version.cpp" ) pwd for file in "${FILES[@]}" do echo "Updating $file" sed -i "s/${FROM_VERSION}/${TO_VERSION}/g" "$file" done echo "Done" echo echo "Update docker hub page" echo "https://hub.docker.com/repository/docker/kibaes/onnxruntime-server/general" ================================================ FILE: docs/docker.md ================================================ # ONNX Runtime Server - **The ONNX Runtime Server is a server that provides TCP and HTTP/HTTPS REST APIs for ONNX inference.** - https://github.com/kibae/onnxruntime-server # Supported tags and respective Dockerfile links - [`1.26.0-linux-cuda13`](https://github.com/kibae/onnxruntime-server/blob/main/deploy/build-docker/linux-cuda13.dockerfile) amd64(CUDA 13.x, cuDNN 9.x) - [`1.26.0-linux-cuda12`](https://github.com/kibae/onnxruntime-server/blob/main/deploy/build-docker/linux-cuda12.dockerfile) amd64(CUDA 12.x, cuDNN 9.x) - [`1.26.0-linux-cpu`](https://github.com/kibae/onnxruntime-server/blob/main/deploy/build-docker/linux-cpu.dockerfile) amd64, arm64 # How to use this image - onnxruntime-server supports hardware acceleration with CUDA. To use the `--gpus all` option when running `docker run`, the `nvidia-container-toolkit` package must be installed on the host OS. ```shell sudo apt install nvidia-container-toolkit ``` - This example assumes that your onnx files are located in the `/your_model_dir` directory on the host OS. See [this document](https://github.com/kibae/onnxruntime-server#run-the-server) for paths and naming conventions for onnx files - `${model_dir}/${model_name}/${model_version}/model.onnx` - Available environment variables can be found at - https://github.com/kibae/onnxruntime-server#run-the-server ## General usage - After the docker container is up, you can use the REST API (http://localhost or https://localhost). - API documentation will be available at http://localhost/api-docs. ```shell DOCKER_IMAGE=kibaes/onnxruntime-server:1.26.0-linux-cuda13 # or 1.26.0-linux-cuda12 or 1.26.0-linux-cpu docker pull ${DOCKER_IMAGE} # simple http backend docker run --name onnxruntime_server_container -d --rm --gpus all \ -p 80:80 \ -v "/your_model_dir:/app/models" \ -v "/your_log_dir:/app/logs" \ -e "ONNX_SERVER_SWAGGER_URL_PATH=/api-docs" \ ${DOCKER_IMAGE} # with https backend. cert, key files must be located in the /your_cert_dir directory on the host OS. docker run --name onnxruntime_server_container -d --rm --gpus all \ -p 80:80 \ -p 443:443 \ -v "/your_model_dir:/app/models" \ -v "/your_log_dir:/app/logs" \ -v "/your_cert_dir:/app/certs" \ -e "ONNX_SERVER_SWAGGER_URL_PATH=/api-docs" \ -e "ONNX_SERVER_HTTPS_PORT=443" \ -e "ONNX_SERVER_HTTPS_CERT=/app/certs/cert.pem" \ -e "ONNX_SERVER_HTTPS_KEY=/app/certs/key.pem" \ ${DOCKER_IMAGE} ``` ## Using docker-compose - [docker-compose.yml](https://github.com/kibae/onnxruntime-server/blob/main/deploy/build-docker/docker-compose.yaml) example is available in the repository. ### Simple one for HTTP backend ```yaml services: # Available environment variables can be found at # https://github.com/kibae/onnxruntime-server#run-the-server onnxruntime_server_simple: # After the docker container is up, you can use the REST API (http://localhost:8080). # API documentation will be available at http://localhost:8080/api-docs. image: kibaes/onnxruntime-server:1.26.0-linux-cuda13 # or 1.26.0-linux-cuda12 ports: - "8080:80" # for http backend volumes: # for model files # https://github.com/kibae/onnxruntime-server#run-the-server - /your_model_dir:/app/models # for log files - /your_log_dir:/app/logs environment: # for swagger(optional) - ONNX_SERVER_SWAGGER_URL_PATH=/api-docs deploy: resources: reservations: devices: - driver: nvidia count: 1 capabilities: [ gpu ] ``` ### Advanced usage for HTTPS backend ```yaml services: # Available environment variables can be found at # https://github.com/kibae/onnxruntime-server#run-the-server onnxruntime_server_advanced: # After the docker container is up, you can use the REST API (http://localhost, https://localhost). # API documentation wl be available at http://localhost/api-docs. image: kibaes/onnxruntime-server:1.26.0-linux-cuda13 # or 1.26.0-linux-cuda12 ports: - "80:80" # for http backend - "443:443" # for https backend - "8001:8001" # for tcp backend. binary protocol volumes: # for model files # https://github.com/kibae/onnxruntime-server#run-the-server - /your_model_dir:/app/models # for log files - /your_log_dir:/app/logs # for cert files - /your_cert_dir:/app/certs environment: # for https backend - ONNX_SERVER_HTTPS_PORT=443 # https backend needs cert, key files - ONNX_SERVER_HTTPS_CERT=/app/certs/cert.pem - ONNX_SERVER_HTTPS_KEY=/app/certs/key.pem # for onnx session preparation - ONNX_SERVER_PREPARE_MODEL="model1:v1(cuda=true) model1:v2(cuda=0) model2:v2" # for swagger(optional) - ONNX_SERVER_SWAGGER_URL_PATH=/api-docs deploy: resources: reservations: devices: - driver: nvidia count: 1 capabilities: [ gpu ] ``` ================================================ FILE: docs/swagger/index.css ================================================ html { box-sizing: border-box; overflow: -moz-scrollbars-vertical; overflow-y: scroll; } *, *:before, *:after { box-sizing: inherit; } body { margin: 0; background: #fafafa; } ================================================ FILE: docs/swagger/index.html ================================================ Swagger UI
================================================ FILE: docs/swagger/openapi.yaml ================================================ openapi: 3.0.3 info: title: ONNX Runtime Server description: |- version: 1.26.0 externalDocs: description: ONNX Runtime Server url: https://github.com/kibae/onnxruntime-server tags: - name: ONNX Runtime Session paths: /api/sessions: get: tags: - ONNX Runtime Session summary: List sessions description: List all sessions operationId: listSessions responses: '200': description: OK content: application/json: schema: type: array items: $ref: '#/components/schemas/ONNXSession' post: tags: - ONNX Runtime Session summary: Create sessions description: Create a new session operationId: createSession requestBody: required: true description: option, option.input_shape, option.output_shape are optional content: application/json(simple, wo/option): schema: $ref: '#/components/schemas/ONNXSessionCreateRequestSimple' application/json(w/option): schema: $ref: '#/components/schemas/ONNXSessionCreateRequest' responses: '200': description: OK content: application/json: schema: type: array items: $ref: '#/components/schemas/ONNXSession' '400': description: Bad Request content: application/json: schema: $ref: '#/components/schemas/ONNXBadRequestError' '404': description: Not Found content: application/json: schema: $ref: '#/components/schemas/ONNXNotFoundError' '409': description: Conflict content: application/json: schema: $ref: '#/components/schemas/ONNXConflictError' '500': description: Internal Server Error content: application/json: schema: $ref: '#/components/schemas/ONNXRuntimeError' /api/sessions/{model}/{version}: get: tags: - ONNX Runtime Session summary: Get session description: Get a session operationId: getSession parameters: - name: model in: path description: Model name required: true schema: type: string - name: version in: path description: Model version required: true schema: type: string responses: '200': description: OK content: application/json: schema: $ref: '#/components/schemas/ONNXSession' '404': description: Not Found content: application/json: schema: $ref: '#/components/schemas/ONNXNotFoundError' post: tags: - ONNX Runtime Session summary: Execute session description: Execute a session operationId: executeSession parameters: - name: model in: path description: Model name required: true schema: type: string - name: version in: path description: Model version required: true schema: type: string requestBody: required: true content: application/json: schema: $ref: '#/components/schemas/ONNXSessionExecuteRequest' responses: '200': description: OK content: application/json: schema: $ref: '#/components/schemas/ONNXSessionExecuteResponse' '400': description: Bad Request content: application/json: schema: $ref: '#/components/schemas/ONNXBadRequestError' '404': description: Not Found content: application/json: schema: $ref: '#/components/schemas/ONNXNotFoundError' '500': description: Internal Server Error content: application/json: schema: $ref: '#/components/schemas/ONNXRuntimeError' delete: tags: - ONNX Runtime Session summary: Destroy session description: Destroy a session operationId: destroySession parameters: - name: model in: path description: Model name required: true schema: type: string - name: version in: path description: Model version required: true schema: type: string responses: '200': description: OK content: application/json: schema: type: boolean '404': description: Not Found content: application/json: schema: $ref: '#/components/schemas/ONNXNotFoundError' /api/version: get: tags: - ONNX Runtime summary: ONNX Runtime version description: Get ONNX Runtime version operationId: getONNXRuntimeVersion responses: '200': description: OK content: plain/text: schema: type: string example: 1.0.0 /health: get: tags: - Default summary: Health check description: Health check operationId: healthCheck responses: '200': description: OK content: plain/text: schema: type: string example: OK components: schemas: ONNXSession: type: object properties: model: type: string description: Model name nullable: false version: type: string description: Model version nullable: false created_at: type: number description: Timestamp when the session was created nullable: false last_executed_at: type: number description: Timestamp when the session was last executed nullable: false execution_count: type: integer description: Number of executions nullable: false inputs: type: object description: Input types nullable: false example: { "x": "float32[-1,1]", "y": "float32[-1,1]", "z": "float32[-1,1]" } outputs: type: object description: Output types nullable: false example: { "output": "float32[-1,1]" } option: $ref: '#/components/schemas/ONNXSessionOption' ONNXSessionOption: type: object description: | Normalized echo of the options applied to the session. The server only includes keys whose corresponding ORT calls succeeded; values reflect what ORT actually stored (read back via GetCUDAProviderOptionsAsString and GetSessionConfigEntry where applicable). nullable: true properties: cuda: nullable: true required: false oneOf: - type: boolean description: CUDA disabled (false) — present for backward compatibility. - $ref: '#/components/schemas/ONNXSessionOptionCUDA' extensions: type: array description: Registered onnxruntime-extensions library paths in registration order, deduplicated. required: false items: type: string example: - /absolute/path/to/libonnxruntime_extensions.so session_options: $ref: '#/components/schemas/ONNXSessionOptionsGroup' ONNXSessionOptionRequest: type: object nullable: true properties: cuda: nullable: false required: false oneOf: - type: boolean description: Enable CUDA with all defaults (device_id=0). - type: integer description: Enable CUDA on the given device_id. - $ref: '#/components/schemas/ONNXSessionOptionCUDA' input_shape: type: object description: Input shape overrides keyed by input name. nullable: false required: false example: { "x": [ 1, 1 ], "y": [ 1, 1 ], "z": [ 1, 1 ] } output_shape: type: object description: Output shape overrides keyed by output name. nullable: false required: false example: { "output": [ 1, 1 ] } extensions: type: array description: | One or more absolute paths to onnxruntime-extensions custom-ops libraries. Each path is registered with ORT in array order; duplicate paths are deduplicated. nullable: false required: false items: type: string example: - /absolute/path/to/libonnxruntime_extensions.so ortextensions_path: type: string description: | Deprecated alias for `extensions`. A single library path. The server normalizes it into the `extensions` array on input and the response always echoes the normalized form. deprecated: true nullable: false required: false example: /absolute/path/to/libonnxruntime_extensions.so session_options: $ref: '#/components/schemas/ONNXSessionOptionsGroup' ONNXSessionOptionCUDA: type: object description: | CUDA Execution Provider V2 options. The server forwards every supplied key to UpdateCUDAProviderOptions in a single batched call; if ORT rejects any key the whole session creation fails with the ORT error message. The response is built from GetCUDAProviderOptionsAsString readback, so it shows exactly what ORT stored (which may differ from the requested value if ORT normalized it). properties: device_id: type: integer description: CUDA device ID nullable: false gpu_mem_limit: type: integer description: Per-session GPU memory limit, in bytes. nullable: false arena_extend_strategy: type: string description: Arena extension strategy, e.g. "kNextPowerOfTwo" or "kSameAsRequested". nullable: false cudnn_conv_algo_search: type: string description: cuDNN convolution algorithm search policy. Accepted values are ORT-defined enum names. nullable: false cudnn_conv_use_max_workspace: type: boolean nullable: false do_copy_in_default_stream: type: boolean nullable: false enable_cuda_graph: type: boolean description: Capture and replay a CUDA graph (requires static input shapes). nullable: false tunable_op_enable: type: boolean nullable: false tunable_op_tuning_enable: type: boolean nullable: false cudnn_conv1d_pad_to_nc1d: type: boolean nullable: false additionalProperties: description: | Any additional CUDA Execution Provider V2 key understood by your ORT build is forwarded as-is. Refer to the ORT CUDA EP documentation for the full list of accepted keys. ONNXSessionOptionsGroup: type: object description: | Session-level options forwarded to onnxruntime SessionOptions. The server only validates JSON shape (types and our enum-string mapping); ORT decides whether the value itself is acceptable. Keys whose ORT setter throws are silently dropped from the echoed response. The `config_entries` object is round-tripped through GetSessionConfigEntry so the echo shows what ORT actually stored (always strings). nullable: false required: false properties: intra_op_num_threads: type: integer description: Number of threads used for parallelizing operators. 0 means ORT default. nullable: false inter_op_num_threads: type: integer description: Number of threads used for parallelizing the graph. 0 means ORT default. nullable: false execution_mode: type: string enum: [sequential, parallel] nullable: false graph_optimization_level: type: string enum: [disable, basic, extended, all] nullable: false enable_cpu_mem_arena: type: boolean nullable: false enable_mem_pattern: type: boolean nullable: false log_severity_level: type: integer description: ORT log severity level (0=verbose ... 4=fatal). nullable: false logid: type: string nullable: false enable_profiling: type: boolean description: Enable profiling. When true, profile_file_prefix must also be supplied. nullable: false profile_file_prefix: type: string nullable: false optimized_model_filepath: type: string description: Filepath where ORT writes the optimized model after graph transformations. nullable: false free_dimension_overrides: type: object description: Map of free dimension name to a fixed integer size. additionalProperties: type: integer nullable: false example: batch: 1 config_entries: type: object description: | Generic passthrough to AddSessionConfigEntry (e.g. "session.disable_prepacking"). Booleans and integers are stringified before being passed to ORT; values in the response are always strings (round-tripped through GetSessionConfigEntry). additionalProperties: oneOf: - type: string - type: boolean - type: integer nullable: false example: session.disable_prepacking: "1" ONNXSessionCreateRequest: type: object properties: model: type: string description: Model name required: true nullable: false version: type: string description: Model version required: true nullable: false option: required: false nullable: true $ref: '#/components/schemas/ONNXSessionOptionRequest' ONNXSessionCreateRequestSimple: type: object example: { "model": "string", "version": "string" } properties: model: type: string description: Model name required: true nullable: false version: type: string description: Model version required: true nullable: false option: required: false nullable: true $ref: '#/components/schemas/ONNXSessionOptionRequest' ONNXSessionExecuteRequest: type: object example: { "x": [ [ 1 ], [ 2 ], [ 3 ] ], "y": [ [ 2 ], [ 3 ], [ 4 ] ], "z": [ [ 3 ], [ 4 ], [ 5 ] ] } properties: input_name1: type: array description: Input data items: oneOf: - type: number - type: string input_name2: type: array description: Input data items: oneOf: - type: number - type: string ONNXSessionExecuteResponse: type: object example: { "output": [ [ 0.6492120623588562 ], [ 0.7610487341880798 ], [ 0.8728854656219482 ] ] } properties: output_name1: type: array description: Output data items: oneOf: - type: number - type: string output_name2: type: array description: Output data items: oneOf: - type: number - type: string ONNXError: type: object properties: error_type: type: string description: Error type nullable: false enum: - runtime_error - bad_request_error - not_found_error - conflict_error error: type: string description: Error message nullable: false ONNXBadRequestError: allOf: - $ref: '#/components/schemas/ONNXError' properties: error_type: type: string example: bad_request_error ONNXNotFoundError: allOf: - $ref: '#/components/schemas/ONNXError' properties: error_type: type: string example: not_found_error ONNXConflictError: allOf: - $ref: '#/components/schemas/ONNXError' properties: error_type: type: string example: conflict_error ONNXRuntimeError: allOf: - $ref: '#/components/schemas/ONNXError' properties: error_type: type: string example: runtime_error ================================================ FILE: docs/swagger/swagger-ui-bundle.js ================================================ /*! 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j=Number(s>>BigInt(32)&BigInt(4294967295));return i[u+3]=j,j>>=8,i[u+2]=j,j>>=8,i[u+1]=j,j>>=8,i[u]=j,u+8}function checkIEEE754(i,s,u,m,v,_){if(u+m>i.length)throw new RangeError("Index out of range");if(u<0)throw new RangeError("Index out of range")}function writeFloat(i,s,u,m,_){return s=+s,u>>>=0,_||checkIEEE754(i,0,u,4),v.write(i,s,u,m,23,4),u+4}function writeDouble(i,s,u,m,_){return s=+s,u>>>=0,_||checkIEEE754(i,0,u,8),v.write(i,s,u,m,52,8),u+8}Buffer.prototype.slice=function slice(i,s){const u=this.length;(i=~~i)<0?(i+=u)<0&&(i=0):i>u&&(i=u),(s=void 0===s?u:~~s)<0?(s+=u)<0&&(s=0):s>u&&(s=u),s>>=0,s>>>=0,u||checkOffset(i,s,this.length);let m=this[i],v=1,_=0;for(;++_>>=0,s>>>=0,u||checkOffset(i,s,this.length);let m=this[i+--s],v=1;for(;s>0&&(v*=256);)m+=this[i+--s]*v;return m},Buffer.prototype.readUint8=Buffer.prototype.readUInt8=function readUInt8(i,s){return i>>>=0,s||checkOffset(i,1,this.length),this[i]},Buffer.prototype.readUint16LE=Buffer.prototype.readUInt16LE=function readUInt16LE(i,s){return i>>>=0,s||checkOffset(i,2,this.length),this[i]|this[i+1]<<8},Buffer.prototype.readUint16BE=Buffer.prototype.readUInt16BE=function readUInt16BE(i,s){return i>>>=0,s||checkOffset(i,2,this.length),this[i]<<8|this[i+1]},Buffer.prototype.readUint32LE=Buffer.prototype.readUInt32LE=function readUInt32LE(i,s){return i>>>=0,s||checkOffset(i,4,this.length),(this[i]|this[i+1]<<8|this[i+2]<<16)+16777216*this[i+3]},Buffer.prototype.readUint32BE=Buffer.prototype.readUInt32BE=function readUInt32BE(i,s){return i>>>=0,s||checkOffset(i,4,this.length),16777216*this[i]+(this[i+1]<<16|this[i+2]<<8|this[i+3])},Buffer.prototype.readBigUInt64LE=defineBigIntMethod((function readBigUInt64LE(i){validateNumber(i>>>=0,"offset");const s=this[i],u=this[i+7];void 0!==s&&void 0!==u||boundsError(i,this.length-8);const m=s+256*this[++i]+65536*this[++i]+this[++i]*2**24,v=this[++i]+256*this[++i]+65536*this[++i]+u*2**24;return BigInt(m)+(BigInt(v)<>>=0,"offset");const s=this[i],u=this[i+7];void 0!==s&&void 0!==u||boundsError(i,this.length-8);const m=s*2**24+65536*this[++i]+256*this[++i]+this[++i],v=this[++i]*2**24+65536*this[++i]+256*this[++i]+u;return(BigInt(m)<>>=0,s>>>=0,u||checkOffset(i,s,this.length);let m=this[i],v=1,_=0;for(;++_=v&&(m-=Math.pow(2,8*s)),m},Buffer.prototype.readIntBE=function readIntBE(i,s,u){i>>>=0,s>>>=0,u||checkOffset(i,s,this.length);let m=s,v=1,_=this[i+--m];for(;m>0&&(v*=256);)_+=this[i+--m]*v;return v*=128,_>=v&&(_-=Math.pow(2,8*s)),_},Buffer.prototype.readInt8=function readInt8(i,s){return i>>>=0,s||checkOffset(i,1,this.length),128&this[i]?-1*(255-this[i]+1):this[i]},Buffer.prototype.readInt16LE=function readInt16LE(i,s){i>>>=0,s||checkOffset(i,2,this.length);const u=this[i]|this[i+1]<<8;return 32768&u?4294901760|u:u},Buffer.prototype.readInt16BE=function readInt16BE(i,s){i>>>=0,s||checkOffset(i,2,this.length);const u=this[i+1]|this[i]<<8;return 32768&u?4294901760|u:u},Buffer.prototype.readInt32LE=function readInt32LE(i,s){return i>>>=0,s||checkOffset(i,4,this.length),this[i]|this[i+1]<<8|this[i+2]<<16|this[i+3]<<24},Buffer.prototype.readInt32BE=function readInt32BE(i,s){return i>>>=0,s||checkOffset(i,4,this.length),this[i]<<24|this[i+1]<<16|this[i+2]<<8|this[i+3]},Buffer.prototype.readBigInt64LE=defineBigIntMethod((function readBigInt64LE(i){validateNumber(i>>>=0,"offset");const s=this[i],u=this[i+7];void 0!==s&&void 0!==u||boundsError(i,this.length-8);const m=this[i+4]+256*this[i+5]+65536*this[i+6]+(u<<24);return(BigInt(m)<>>=0,"offset");const s=this[i],u=this[i+7];void 0!==s&&void 0!==u||boundsError(i,this.length-8);const m=(s<<24)+65536*this[++i]+256*this[++i]+this[++i];return(BigInt(m)<>>=0,s||checkOffset(i,4,this.length),v.read(this,i,!0,23,4)},Buffer.prototype.readFloatBE=function readFloatBE(i,s){return i>>>=0,s||checkOffset(i,4,this.length),v.read(this,i,!1,23,4)},Buffer.prototype.readDoubleLE=function readDoubleLE(i,s){return i>>>=0,s||checkOffset(i,8,this.length),v.read(this,i,!0,52,8)},Buffer.prototype.readDoubleBE=function readDoubleBE(i,s){return i>>>=0,s||checkOffset(i,8,this.length),v.read(this,i,!1,52,8)},Buffer.prototype.writeUintLE=Buffer.prototype.writeUIntLE=function writeUIntLE(i,s,u,m){if(i=+i,s>>>=0,u>>>=0,!m){checkInt(this,i,s,u,Math.pow(2,8*u)-1,0)}let v=1,_=0;for(this[s]=255&i;++_>>=0,u>>>=0,!m){checkInt(this,i,s,u,Math.pow(2,8*u)-1,0)}let v=u-1,_=1;for(this[s+v]=255&i;--v>=0&&(_*=256);)this[s+v]=i/_&255;return s+u},Buffer.prototype.writeUint8=Buffer.prototype.writeUInt8=function writeUInt8(i,s,u){return i=+i,s>>>=0,u||checkInt(this,i,s,1,255,0),this[s]=255&i,s+1},Buffer.prototype.writeUint16LE=Buffer.prototype.writeUInt16LE=function writeUInt16LE(i,s,u){return i=+i,s>>>=0,u||checkInt(this,i,s,2,65535,0),this[s]=255&i,this[s+1]=i>>>8,s+2},Buffer.prototype.writeUint16BE=Buffer.prototype.writeUInt16BE=function writeUInt16BE(i,s,u){return i=+i,s>>>=0,u||checkInt(this,i,s,2,65535,0),this[s]=i>>>8,this[s+1]=255&i,s+2},Buffer.prototype.writeUint32LE=Buffer.prototype.writeUInt32LE=function writeUInt32LE(i,s,u){return i=+i,s>>>=0,u||checkInt(this,i,s,4,4294967295,0),this[s+3]=i>>>24,this[s+2]=i>>>16,this[s+1]=i>>>8,this[s]=255&i,s+4},Buffer.prototype.writeUint32BE=Buffer.prototype.writeUInt32BE=function writeUInt32BE(i,s,u){return i=+i,s>>>=0,u||checkInt(this,i,s,4,4294967295,0),this[s]=i>>>24,this[s+1]=i>>>16,this[s+2]=i>>>8,this[s+3]=255&i,s+4},Buffer.prototype.writeBigUInt64LE=defineBigIntMethod((function writeBigUInt64LE(i,s=0){return wrtBigUInt64LE(this,i,s,BigInt(0),BigInt("0xffffffffffffffff"))})),Buffer.prototype.writeBigUInt64BE=defineBigIntMethod((function writeBigUInt64BE(i,s=0){return wrtBigUInt64BE(this,i,s,BigInt(0),BigInt("0xffffffffffffffff"))})),Buffer.prototype.writeIntLE=function writeIntLE(i,s,u,m){if(i=+i,s>>>=0,!m){const m=Math.pow(2,8*u-1);checkInt(this,i,s,u,m-1,-m)}let v=0,_=1,j=0;for(this[s]=255&i;++v>0)-j&255;return s+u},Buffer.prototype.writeIntBE=function writeIntBE(i,s,u,m){if(i=+i,s>>>=0,!m){const m=Math.pow(2,8*u-1);checkInt(this,i,s,u,m-1,-m)}let v=u-1,_=1,j=0;for(this[s+v]=255&i;--v>=0&&(_*=256);)i<0&&0===j&&0!==this[s+v+1]&&(j=1),this[s+v]=(i/_>>0)-j&255;return s+u},Buffer.prototype.writeInt8=function writeInt8(i,s,u){return i=+i,s>>>=0,u||checkInt(this,i,s,1,127,-128),i<0&&(i=255+i+1),this[s]=255&i,s+1},Buffer.prototype.writeInt16LE=function writeInt16LE(i,s,u){return i=+i,s>>>=0,u||checkInt(this,i,s,2,32767,-32768),this[s]=255&i,this[s+1]=i>>>8,s+2},Buffer.prototype.writeInt16BE=function writeInt16BE(i,s,u){return i=+i,s>>>=0,u||checkInt(this,i,s,2,32767,-32768),this[s]=i>>>8,this[s+1]=255&i,s+2},Buffer.prototype.writeInt32LE=function writeInt32LE(i,s,u){return i=+i,s>>>=0,u||checkInt(this,i,s,4,2147483647,-2147483648),this[s]=255&i,this[s+1]=i>>>8,this[s+2]=i>>>16,this[s+3]=i>>>24,s+4},Buffer.prototype.writeInt32BE=function 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TypeError("argument should be a Buffer");if(u||(u=0),m||0===m||(m=this.length),s>=i.length&&(s=i.length),s||(s=0),m>0&&m=this.length)throw new RangeError("Index out of range");if(m<0)throw new RangeError("sourceEnd out of bounds");m>this.length&&(m=this.length),i.length-s>>=0,u=void 0===u?this.length:u>>>0,i||(i=0),"number"==typeof i)for(v=s;v=m+4;u-=3)s=`_${i.slice(u-3,u)}${s}`;return`${i.slice(0,u)}${s}`}function checkIntBI(i,s,u,m,v,_){if(i>u||i3?0===s||s===BigInt(0)?`>= 0${m} and < 2${m} ** ${8*(_+1)}${m}`:`>= -(2${m} ** ${8*(_+1)-1}${m}) and < 2 ** ${8*(_+1)-1}${m}`:`>= ${s}${m} and <= ${u}${m}`,new $.ERR_OUT_OF_RANGE("value",v,i)}!function checkBounds(i,s,u){validateNumber(s,"offset"),void 0!==i[s]&&void 0!==i[s+u]||boundsError(s,i.length-(u+1))}(m,v,_)}function validateNumber(i,s){if("number"!=typeof i)throw new $.ERR_INVALID_ARG_TYPE(s,"number",i)}function boundsError(i,s,u){if(Math.floor(i)!==i)throw validateNumber(i,u),new $.ERR_OUT_OF_RANGE(u||"offset","an 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ae=this.count;if(ee){if(!ie&&--ae0&&m=0&&i>>s&$;if(m>=this.array.length)return new VNode([],i);var v,_=0===m;if(s>0){var M=this.array[m];if((v=M&&M.removeBefore(i,s-j,u))===M&&_)return this}if(_&&!v)return this;var W=editableVNode(this,i);if(!_)for(var X=0;X>>s&$;if(v>=this.array.length)return this;if(s>0){var _=this.array[v];if((m=_&&_.removeAfter(i,s-j,u))===_&&v===this.array.length-1)return this}var M=editableVNode(this,i);return M.array.splice(v+1),m&&(M.array[v]=m),M};var rt,nt,ot={};function iterateList(i,s){var u=i._origin,m=i._capacity,v=getTailOffset(m),_=i._tail;return iterateNodeOrLeaf(i._root,i._level,0);function iterateNodeOrLeaf(i,s,u){return 0===s?iterateLeaf(i,u):iterateNode(i,s,u)}function iterateLeaf(i,j){var $=j===v?_&&_.array:i&&i.array,W=j>u?0:u-j,X=m-j;return X>M&&(X=M),function(){if(W===X)return ot;var i=s?--X:W++;return $&&$[i]}}function iterateNode(i,v,_){var $,W=i&&i.array,X=_>u?0:u-_>>v,Y=1+(m-_>>v);return Y>M&&(Y=M),function(){for(;;){if($){var 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i>>j<=M&&j.size>=2*_.size?(m=(v=j.filter((function(i,s){return void 0!==i&&$!==s}))).toKeyedSeq().map((function(i){return i[0]})).flip().toMap(),i.__ownerID&&(m.__ownerID=v.__ownerID=i.__ownerID)):(m=_.remove(s),v=$===j.size-1?j.pop():j.set($,void 0))}else if(X){if(u===j.get($)[1])return i;m=_,v=j.set($,[s,u])}else m=_.set(s,j.size),v=j.set(j.size,[s,u]);return i.__ownerID?(i.size=m.size,i._map=m,i._list=v,i.__hash=void 0,i):makeOrderedMap(m,v)}function ToKeyedSequence(i,s){this._iter=i,this._useKeys=s,this.size=i.size}function ToIndexedSequence(i){this._iter=i,this.size=i.size}function ToSetSequence(i){this._iter=i,this.size=i.size}function FromEntriesSequence(i){this._iter=i,this.size=i.size}function flipFactory(i){var s=makeSequence(i);return s._iter=i,s.size=i.size,s.flip=function(){return i},s.reverse=function(){var s=i.reverse.apply(this);return s.flip=function(){return i.reverse()},s},s.has=function(s){return i.includes(s)},s.includes=function(s){return i.has(s)},s.cacheResult=cacheResultThrough,s.__iterateUncached=function(s,u){var m=this;return i.__iterate((function(i,u){return!1!==s(u,i,m)}),u)},s.__iteratorUncached=function(s,u){if(s===ie){var m=i.__iterator(s,u);return new Iterator((function(){var i=m.next();if(!i.done){var s=i.value[0];i.value[0]=i.value[1],i.value[1]=s}return i}))}return i.__iterator(s===ee?Z:ee,u)},s}function mapFactory(i,s,u){var m=makeSequence(i);return m.size=i.size,m.has=function(s){return i.has(s)},m.get=function(m,v){var _=i.get(m,W);return _===W?v:s.call(u,_,m,i)},m.__iterateUncached=function(m,v){var _=this;return i.__iterate((function(i,v,j){return!1!==m(s.call(u,i,v,j),v,_)}),v)},m.__iteratorUncached=function(m,v){var _=i.__iterator(ie,v);return new Iterator((function(){var v=_.next();if(v.done)return v;var j=v.value,M=j[0];return iteratorValue(m,M,s.call(u,j[1],M,i),v)}))},m}function reverseFactory(i,s){var u=makeSequence(i);return u._iter=i,u.size=i.size,u.reverse=function(){return i},i.flip&&(u.flip=function(){var s=flipFactory(i);return s.reverse=function(){return i.flip()},s}),u.get=function(u,m){return i.get(s?u:-1-u,m)},u.has=function(u){return i.has(s?u:-1-u)},u.includes=function(s){return i.includes(s)},u.cacheResult=cacheResultThrough,u.__iterate=function(s,u){var m=this;return i.__iterate((function(i,u){return s(i,u,m)}),!u)},u.__iterator=function(s,u){return i.__iterator(s,!u)},u}function filterFactory(i,s,u,m){var v=makeSequence(i);return m&&(v.has=function(m){var v=i.get(m,W);return v!==W&&!!s.call(u,v,m,i)},v.get=function(m,v){var _=i.get(m,W);return _!==W&&s.call(u,_,m,i)?_:v}),v.__iterateUncached=function(v,_){var j=this,M=0;return i.__iterate((function(i,_,$){if(s.call(u,i,_,$))return M++,v(i,m?_:M-1,j)}),_),M},v.__iteratorUncached=function(v,_){var j=i.__iterator(ie,_),M=0;return new Iterator((function(){for(;;){var _=j.next();if(_.done)return _;var $=_.value,W=$[0],X=$[1];if(s.call(u,X,W,i))return iteratorValue(v,m?W:M++,X,_)}}))},v}function countByFactory(i,s,u){var m=Map().asMutable();return i.__iterate((function(v,_){m.update(s.call(u,v,_,i),0,(function(i){return i+1}))})),m.asImmutable()}function groupByFactory(i,s,u){var m=isKeyed(i),v=(isOrdered(i)?OrderedMap():Map()).asMutable();i.__iterate((function(_,j){v.update(s.call(u,_,j,i),(function(i){return(i=i||[]).push(m?[j,_]:_),i}))}));var _=iterableClass(i);return v.map((function(s){return reify(i,_(s))}))}function sliceFactory(i,s,u,m){var v=i.size;if(void 0!==s&&(s|=0),void 0!==u&&(u===1/0?u=v:u|=0),wholeSlice(s,u,v))return i;var _=resolveBegin(s,v),j=resolveEnd(u,v);if(_!=_||j!=j)return sliceFactory(i.toSeq().cacheResult(),s,u,m);var M,$=j-_;$==$&&(M=$<0?0:$);var W=makeSequence(i);return W.size=0===M?M:i.size&&M||void 0,!m&&isSeq(i)&&M>=0&&(W.get=function(s,u){return(s=wrapIndex(this,s))>=0&&sM)return iteratorDone();var i=v.next();return m||s===ee?i:iteratorValue(s,$-1,s===Z?void 0:i.value[1],i)}))},W}function takeWhileFactory(i,s,u){var m=makeSequence(i);return m.__iterateUncached=function(m,v){var _=this;if(v)return this.cacheResult().__iterate(m,v);var j=0;return i.__iterate((function(i,v,M){return s.call(u,i,v,M)&&++j&&m(i,v,_)})),j},m.__iteratorUncached=function(m,v){var _=this;if(v)return this.cacheResult().__iterator(m,v);var j=i.__iterator(ie,v),M=!0;return new Iterator((function(){if(!M)return iteratorDone();var i=j.next();if(i.done)return i;var v=i.value,$=v[0],W=v[1];return s.call(u,W,$,_)?m===ie?i:iteratorValue(m,$,W,i):(M=!1,iteratorDone())}))},m}function skipWhileFactory(i,s,u,m){var v=makeSequence(i);return v.__iterateUncached=function(v,_){var j=this;if(_)return this.cacheResult().__iterate(v,_);var M=!0,$=0;return i.__iterate((function(i,_,W){if(!M||!(M=s.call(u,i,_,W)))return $++,v(i,m?_:$-1,j)})),$},v.__iteratorUncached=function(v,_){var j=this;if(_)return this.cacheResult().__iterator(v,_);var M=i.__iterator(ie,_),$=!0,W=0;return new Iterator((function(){var i,_,X;do{if((i=M.next()).done)return m||v===ee?i:iteratorValue(v,W++,v===Z?void 0:i.value[1],i);var Y=i.value;_=Y[0],X=Y[1],$&&($=s.call(u,X,_,j))}while($);return v===ie?i:iteratorValue(v,_,X,i)}))},v}function concatFactory(i,s){var u=isKeyed(i),m=[i].concat(s).map((function(i){return isIterable(i)?u&&(i=KeyedIterable(i)):i=u?keyedSeqFromValue(i):indexedSeqFromValue(Array.isArray(i)?i:[i]),i})).filter((function(i){return 0!==i.size}));if(0===m.length)return i;if(1===m.length){var v=m[0];if(v===i||u&&isKeyed(v)||isIndexed(i)&&isIndexed(v))return v}var _=new ArraySeq(m);return u?_=_.toKeyedSeq():isIndexed(i)||(_=_.toSetSeq()),(_=_.flatten(!0)).size=m.reduce((function(i,s){if(void 0!==i){var u=s.size;if(void 0!==u)return i+u}}),0),_}function flattenFactory(i,s,u){var m=makeSequence(i);return m.__iterateUncached=function(m,v){var _=0,j=!1;function flatDeep(i,M){var $=this;i.__iterate((function(i,v){return(!s||M0}function zipWithFactory(i,s,u){var m=makeSequence(i);return m.size=new ArraySeq(u).map((function(i){return i.size})).min(),m.__iterate=function(i,s){for(var u,m=this.__iterator(ee,s),v=0;!(u=m.next()).done&&!1!==i(u.value,v++,this););return v},m.__iteratorUncached=function(i,m){var v=u.map((function(i){return i=Iterable(i),getIterator(m?i.reverse():i)})),_=0,j=!1;return new Iterator((function(){var u;return j||(u=v.map((function(i){return i.next()})),j=u.some((function(i){return i.done}))),j?iteratorDone():iteratorValue(i,_++,s.apply(null,u.map((function(i){return i.value}))))}))},m}function reify(i,s){return isSeq(i)?s:i.constructor(s)}function validateEntry(i){if(i!==Object(i))throw new TypeError("Expected [K, V] tuple: "+i)}function resolveSize(i){return assertNotInfinite(i.size),ensureSize(i)}function iterableClass(i){return isKeyed(i)?KeyedIterable:isIndexed(i)?IndexedIterable:SetIterable}function makeSequence(i){return Object.create((isKeyed(i)?KeyedSeq:isIndexed(i)?IndexedSeq:SetSeq).prototype)}function cacheResultThrough(){return this._iter.cacheResult?(this._iter.cacheResult(),this.size=this._iter.size,this):Seq.prototype.cacheResult.call(this)}function defaultComparator(i,s){return i>s?1:i=0;u--)s={value:arguments[u],next:s};return this.__ownerID?(this.size=i,this._head=s,this.__hash=void 0,this.__altered=!0,this):makeStack(i,s)},Stack.prototype.pushAll=function(i){if(0===(i=IndexedIterable(i)).size)return this;assertNotInfinite(i.size);var s=this.size,u=this._head;return i.reverse().forEach((function(i){s++,u={value:i,next:u}})),this.__ownerID?(this.size=s,this._head=u,this.__hash=void 0,this.__altered=!0,this):makeStack(s,u)},Stack.prototype.pop=function(){return this.slice(1)},Stack.prototype.unshift=function(){return this.push.apply(this,arguments)},Stack.prototype.unshiftAll=function(i){return this.pushAll(i)},Stack.prototype.shift=function(){return this.pop.apply(this,arguments)},Stack.prototype.clear=function(){return 0===this.size?this:this.__ownerID?(this.size=0,this._head=void 0,this.__hash=void 0,this.__altered=!0,this):emptyStack()},Stack.prototype.slice=function(i,s){if(wholeSlice(i,s,this.size))return this;var u=resolveBegin(i,this.size);if(resolveEnd(s,this.size)!==this.size)return IndexedCollection.prototype.slice.call(this,i,s);for(var m=this.size-u,v=this._head;u--;)v=v.next;return this.__ownerID?(this.size=m,this._head=v,this.__hash=void 0,this.__altered=!0,this):makeStack(m,v)},Stack.prototype.__ensureOwner=function(i){return i===this.__ownerID?this:i?makeStack(this.size,this._head,i,this.__hash):(this.__ownerID=i,this.__altered=!1,this)},Stack.prototype.__iterate=function(i,s){if(s)return this.reverse().__iterate(i);for(var u=0,m=this._head;m&&!1!==i(m.value,u++,this);)m=m.next;return u},Stack.prototype.__iterator=function(i,s){if(s)return this.reverse().__iterator(i);var u=0,m=this._head;return new Iterator((function(){if(m){var s=m.value;return m=m.next,iteratorValue(i,u++,s)}return iteratorDone()}))},Stack.isStack=isStack;var pt,ht="@@__IMMUTABLE_STACK__@@",dt=Stack.prototype;function makeStack(i,s,u,m){var v=Object.create(dt);return v.size=i,v._head=s,v.__ownerID=u,v.__hash=m,v.__altered=!1,v}function emptyStack(){return pt||(pt=makeStack(0))}function mixin(i,s){var keyCopier=function(u){i.prototype[u]=s[u]};return Object.keys(s).forEach(keyCopier),Object.getOwnPropertySymbols&&Object.getOwnPropertySymbols(s).forEach(keyCopier),i}dt[ht]=!0,dt.withMutations=He.withMutations,dt.asMutable=He.asMutable,dt.asImmutable=He.asImmutable,dt.wasAltered=He.wasAltered,Iterable.Iterator=Iterator,mixin(Iterable,{toArray:function(){assertNotInfinite(this.size);var i=new Array(this.size||0);return this.valueSeq().__iterate((function(s,u){i[u]=s})),i},toIndexedSeq:function(){return new ToIndexedSequence(this)},toJS:function(){return this.toSeq().map((function(i){return i&&"function"==typeof i.toJS?i.toJS():i})).__toJS()},toJSON:function(){return this.toSeq().map((function(i){return i&&"function"==typeof i.toJSON?i.toJSON():i})).__toJS()},toKeyedSeq:function(){return new ToKeyedSequence(this,!0)},toMap:function(){return Map(this.toKeyedSeq())},toObject:function(){assertNotInfinite(this.size);var i={};return this.__iterate((function(s,u){i[u]=s})),i},toOrderedMap:function(){return OrderedMap(this.toKeyedSeq())},toOrderedSet:function(){return OrderedSet(isKeyed(this)?this.valueSeq():this)},toSet:function(){return Set(isKeyed(this)?this.valueSeq():this)},toSetSeq:function(){return new ToSetSequence(this)},toSeq:function(){return isIndexed(this)?this.toIndexedSeq():isKeyed(this)?this.toKeyedSeq():this.toSetSeq()},toStack:function(){return Stack(isKeyed(this)?this.valueSeq():this)},toList:function(){return List(isKeyed(this)?this.valueSeq():this)},toString:function(){return"[Iterable]"},__toString:function(i,s){return 0===this.size?i+s:i+" "+this.toSeq().map(this.__toStringMapper).join(", ")+" "+s},concat:function(){return 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