diff --git a/.devops/cpu.Dockerfile b/.devops/cpu.Dockerfile index 522ee8147..8d020f16c 100644 --- a/.devops/cpu.Dockerfile +++ b/.devops/cpu.Dockerfile @@ -2,10 +2,6 @@ ARG UBUNTU_VERSION=22.04 FROM ubuntu:$UBUNTU_VERSION AS build -ARG TARGETARCH - -ARG GGML_CPU_ARM_ARCH=armv8-a - RUN apt-get update && \ apt-get install -y build-essential git cmake libcurl4-openssl-dev @@ -13,14 +9,7 @@ WORKDIR /app COPY . . -RUN if [ "$TARGETARCH" = "amd64" ]; then \ - cmake -S . -B build -DCMAKE_BUILD_TYPE=Release -DLLAMA_CURL=ON -DGGML_NATIVE=OFF -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON; \ - elif [ "$TARGETARCH" = "arm64" ]; then \ - cmake -S . -B build -DCMAKE_BUILD_TYPE=Release -DLLAMA_CURL=ON -DGGML_NATIVE=OFF -DGGML_CPU_ARM_ARCH=${GGML_CPU_ARM_ARCH}; \ - else \ - echo "Unsupported architecture"; \ - exit 1; \ - fi && \ +RUN cmake -S . -B build -DGGML_BACKEND_DL=ON -DGGML_NATIVE=OFF -DGGML_CPU_ALL_VARIANTS=ON -DLLAMA_CURL=ON -DCMAKE_BUILD_TYPE=Release && \ cmake --build build -j $(nproc) RUN mkdir -p /app/lib && \ diff --git a/.devops/tools.sh b/.devops/tools.sh index 41a6b1e55..9a86e6ea0 100755 --- a/.devops/tools.sh +++ b/.devops/tools.sh @@ -13,13 +13,9 @@ elif [[ "$arg1" == '--quantize' || "$arg1" == '-q' ]]; then exec ./llama-quantize "$@" elif [[ "$arg1" == '--run' || "$arg1" == '-r' ]]; then exec ./llama-cli "$@" -elif [[ "$arg1" == '--bench' || "$arg1" == '-b' ]]; then - exec ./llama-bench "$@" -elif [[ "$arg1" == '--perplexity' || "$arg1" == '-p' ]]; then - exec ./llama-perplexity "$@" elif [[ "$arg1" == '--all-in-one' || "$arg1" == '-a' ]]; then echo "Converting PTH to GGML..." - for i in $(ls $1/$2/ggml-model-f16.bin*); do + for i in `ls $1/$2/ggml-model-f16.bin*`; do if [ -f "${i/f16/q4_0}" ]; then echo "Skip model quantization, it already exists: ${i/f16/q4_0}" else @@ -34,10 +30,6 @@ else echo "Available commands: " echo " --run (-r): Run a model previously converted into ggml" echo " ex: -m /models/7B/ggml-model-q4_0.bin -p \"Building a website can be done in 10 simple steps:\" -n 512" - echo " --bench (-b): Benchmark the performance of the inference for various parameters." - echo " ex: -m model.gguf" - echo " --perplexity (-p): Measure the perplexity of a model over a given text." - echo " ex: -m model.gguf -f file.txt" echo " --convert (-c): Convert a llama model into ggml" echo " ex: --outtype f16 \"/models/7B/\" " echo " --quantize (-q): Optimize with quantization process ggml" diff --git a/.devops/vulkan.Dockerfile b/.devops/vulkan.Dockerfile index 9064f3838..cfc2162e3 100644 --- a/.devops/vulkan.Dockerfile +++ b/.devops/vulkan.Dockerfile @@ -1,4 +1,4 @@ -ARG UBUNTU_VERSION=24.04 +ARG UBUNTU_VERSION=jammy FROM ubuntu:$UBUNTU_VERSION AS build @@ -7,7 +7,7 @@ RUN apt update && apt install -y git build-essential cmake wget # Install Vulkan SDK and cURL RUN wget -qO - https://packages.lunarg.com/lunarg-signing-key-pub.asc | apt-key add - && \ - wget -qO /etc/apt/sources.list.d/lunarg-vulkan-noble.list https://packages.lunarg.com/vulkan/lunarg-vulkan-noble.list && \ + wget -qO /etc/apt/sources.list.d/lunarg-vulkan-jammy.list https://packages.lunarg.com/vulkan/lunarg-vulkan-jammy.list && \ apt update -y && \ apt-get install -y vulkan-sdk libcurl4-openssl-dev curl @@ -34,7 +34,7 @@ RUN mkdir -p /app/full \ FROM ubuntu:$UBUNTU_VERSION AS base RUN apt-get update \ - && apt-get install -y libgomp1 curl libvulkan-dev \ + && apt-get install -y libgomp1 curl\ && apt autoremove -y \ && apt clean -y \ && rm -rf /tmp/* /var/tmp/* \ @@ -55,9 +55,8 @@ RUN apt-get update \ git \ python3 \ python3-pip \ - python3-wheel \ - && pip install --break-system-packages --upgrade setuptools \ - && pip install --break-system-packages -r requirements.txt \ + && pip install --upgrade pip setuptools wheel \ + && pip install -r requirements.txt \ && apt autoremove -y \ && apt clean -y \ && rm -rf /tmp/* /var/tmp/* \ diff --git a/.editorconfig b/.editorconfig index 5d63d0a51..eac38a15f 100644 --- a/.editorconfig +++ b/.editorconfig @@ -40,11 +40,3 @@ indent_style = tab [examples/cvector-generator/*.txt] trim_trailing_whitespace = unset insert_final_newline = unset - -[models/templates/*.jinja] -indent_style = unset -indent_size = unset -end_of_line = unset -charset = unset -trim_trailing_whitespace = unset -insert_final_newline = unset diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 6841ba589..fe3b2cdfa 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -10,10 +10,10 @@ on: push: branches: - master - paths: ['.github/workflows/build.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m', '**/*.metal', '**/*.comp'] + paths: ['.github/workflows/build.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m', '**/*.metal'] pull_request: types: [opened, synchronize, reopened] - paths: ['.github/workflows/build.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m', '**/*.metal', '**/*.comp'] + paths: ['.github/workflows/build.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m', '**/*.metal'] concurrency: group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} @@ -43,12 +43,6 @@ jobs: with: fetch-depth: 0 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: macOS-latest-cmake-arm64 - evict-old-files: 1d - - name: Dependencies id: depends continue-on-error: true @@ -59,14 +53,15 @@ jobs: id: cmake_build run: | sysctl -a - cmake -B build \ - -DCMAKE_BUILD_RPATH="@loader_path" \ + mkdir build + cd build + cmake .. \ -DLLAMA_FATAL_WARNINGS=ON \ -DLLAMA_CURL=ON \ -DGGML_METAL_USE_BF16=ON \ -DGGML_METAL_EMBED_LIBRARY=ON \ -DGGML_RPC=ON - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) + cmake --build . --config Release -j $(sysctl -n hw.logicalcpu) - name: Test id: cmake_test @@ -112,12 +107,6 @@ jobs: with: fetch-depth: 0 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: macOS-latest-cmake-x64 - evict-old-files: 1d - - name: Dependencies id: depends continue-on-error: true @@ -131,7 +120,6 @@ jobs: # Metal is disabled due to intermittent failures with Github runners not having a GPU: # https://github.com/ggerganov/llama.cpp/actions/runs/8635935781/job/23674807267#step:5:2313 cmake -B build \ - -DCMAKE_BUILD_RPATH="@loader_path" \ -DLLAMA_FATAL_WARNINGS=ON \ -DLLAMA_CURL=ON \ -DGGML_METAL=OFF \ @@ -172,8 +160,8 @@ jobs: path: llama-${{ steps.tag.outputs.name }}-bin-macos-x64.zip name: llama-bin-macos-x64.zip - ubuntu-cpu-cmake: - runs-on: ubuntu-22.04 + ubuntu-latest-cmake: + runs-on: ubuntu-latest steps: - name: Clone @@ -182,12 +170,6 @@ jobs: with: fetch-depth: 0 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: ubuntu-cpu-cmake - evict-old-files: 1d - - name: Dependencies id: depends run: | @@ -197,11 +179,10 @@ jobs: - name: Build id: cmake_build run: | - cmake -B build \ - -DLLAMA_FATAL_WARNINGS=ON \ - -DLLAMA_CURL=ON \ - -DGGML_RPC=ON - cmake --build build --config Release -j $(nproc) + mkdir build + cd build + cmake .. -DLLAMA_FATAL_WARNINGS=ON -DLLAMA_CURL=ON -DGGML_RPC=ON + cmake --build . --config Release -j $(nproc) - name: Test id: cmake_test @@ -263,12 +244,6 @@ jobs: id: checkout uses: actions/checkout@v4 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: ubuntu-latest-cmake-sanitizer-${{ matrix.sanitizer }} - evict-old-files: 1d - - name: Dependencies id: depends run: | @@ -279,52 +254,19 @@ jobs: id: cmake_build if: ${{ matrix.sanitizer != 'THREAD' }} run: | - cmake -B build \ - -DLLAMA_FATAL_WARNINGS=ON \ - -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ - -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} - cmake --build build --config ${{ matrix.build_type }} -j $(nproc) + mkdir build + cd build + cmake .. -DLLAMA_FATAL_WARNINGS=ON -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} + cmake --build . --config ${{ matrix.build_type }} -j $(nproc) - name: Build (no OpenMP) id: cmake_build_no_openmp if: ${{ matrix.sanitizer == 'THREAD' }} - run: | - cmake -B build \ - -DLLAMA_FATAL_WARNINGS=ON \ - -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ - -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ - -DGGML_OPENMP=OFF - cmake --build build --config ${{ matrix.build_type }} -j $(nproc) - - - name: Test - id: cmake_test - run: | - cd build - ctest -L main --verbose --timeout 900 - - ubuntu-latest-llguidance: - runs-on: ubuntu-latest - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v4 - - - name: Dependencies - id: depends - run: | - sudo apt-get update - sudo apt-get install build-essential - - - name: Build - id: cmake_build run: | mkdir build cd build - cmake .. \ - -DLLAMA_FATAL_WARNINGS=ON \ - -DLLAMA_LLGUIDANCE=ON - cmake --build . --config Release -j $(nproc) + cmake .. -DLLAMA_FATAL_WARNINGS=ON -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} -DGGML_OPENMP=OFF + cmake --build . --config ${{ matrix.build_type }} -j $(nproc) - name: Test id: cmake_test @@ -342,12 +284,6 @@ jobs: id: checkout uses: actions/checkout@v4 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: ubuntu-latest-cmake-rpc - evict-old-files: 1d - - name: Dependencies id: depends run: | @@ -357,9 +293,10 @@ jobs: - name: Build id: cmake_build run: | - cmake -B build \ - -DGGML_RPC=ON - cmake --build build --config Release -j $(nproc) + mkdir build + cd build + cmake -DGGML_RPC=ON .. + cmake --build . --config Release -j $(nproc) - name: Test id: cmake_test @@ -375,12 +312,6 @@ jobs: id: checkout uses: actions/checkout@v4 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: ubuntu-22-cmake-vulkan - evict-old-files: 1d - - name: Dependencies id: depends run: | @@ -392,16 +323,16 @@ jobs: - name: Build id: cmake_build run: | - cmake -B build \ - -DGGML_VULKAN=ON - cmake --build build --config Release -j $(nproc) + mkdir build + cd build + cmake -DGGML_VULKAN=ON .. + cmake --build . --config Release -j $(nproc) - name: Test id: cmake_test run: | cd build - # This is using llvmpipe and runs slower than other backends - ctest -L main --verbose --timeout 1800 + ctest -L main --verbose --timeout 900 ubuntu-22-cmake-hip: runs-on: ubuntu-22.04 @@ -418,27 +349,16 @@ jobs: sudo apt-get update sudo apt-get install -y build-essential git cmake rocblas-dev hipblas-dev - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: ubuntu-22-cmake-hip - evict-old-files: 1d - - name: Build with native CMake HIP support id: cmake_build run: | - cmake -B build -S . \ - -DCMAKE_HIP_COMPILER="$(hipconfig -l)/clang" \ - -DGGML_HIP=ON + cmake -B build -S . -DCMAKE_HIP_COMPILER="$(hipconfig -l)/clang" -DGGML_HIP=ON cmake --build build --config Release -j $(nproc) - name: Build with legacy HIP support id: cmake_build_legacy_hip run: | - cmake -B build2 -S . \ - -DCMAKE_C_COMPILER=hipcc \ - -DCMAKE_CXX_COMPILER=hipcc \ - -DGGML_HIP=ON + cmake -B build2 -S . -DCMAKE_C_COMPILER=hipcc -DCMAKE_CXX_COMPILER=hipcc -DGGML_HIP=ON cmake --build build2 --config Release -j $(nproc) ubuntu-22-cmake-musa: @@ -456,17 +376,10 @@ jobs: apt-get update apt-get install -y build-essential git cmake libcurl4-openssl-dev - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: ubuntu-22-cmake-musa - evict-old-files: 1d - - name: Build with native CMake MUSA support id: cmake_build run: | - cmake -B build -S . \ - -DGGML_MUSA=ON + cmake -B build -S . -DGGML_MUSA=ON cmake --build build --config Release -j $(nproc) ubuntu-22-cmake-sycl: @@ -501,21 +414,14 @@ jobs: id: checkout uses: actions/checkout@v4 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: ubuntu-22-cmake-sycl - evict-old-files: 1d - - name: Build id: cmake_build run: | source /opt/intel/oneapi/setvars.sh - cmake -B build \ - -DGGML_SYCL=ON \ - -DCMAKE_C_COMPILER=icx \ - -DCMAKE_CXX_COMPILER=icpx - cmake --build build --config Release -j $(nproc) + mkdir build + cd build + cmake -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx .. + cmake --build . --config Release -j $(nproc) ubuntu-22-cmake-sycl-fp16: runs-on: ubuntu-22.04 @@ -549,22 +455,47 @@ jobs: id: checkout uses: actions/checkout@v4 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: ubuntu-22-cmake-sycl-fp16 - evict-old-files: 1d - - name: Build id: cmake_build run: | source /opt/intel/oneapi/setvars.sh - cmake -B build \ - -DGGML_SYCL=ON \ - -DCMAKE_C_COMPILER=icx \ - -DCMAKE_CXX_COMPILER=icpx \ - -DGGML_SYCL_F16=ON - cmake --build build --config Release -j $(nproc) + mkdir build + cd build + cmake -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DGGML_SYCL_F16=ON .. + cmake --build . --config Release -j $(nproc) + + # TODO: build with GGML_METAL=OFF because test-backend-ops fail on "Apple Paravirtual device" and I don't know + # how to debug it. + # ref: https://github.com/ggerganov/llama.cpp/actions/runs/7132125951/job/19422043567?pr=4359#step:5:6584 + # would be great if we fix these + macOS-latest-cmake: + runs-on: macos-latest + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v4 + + - name: Dependencies + id: depends + continue-on-error: true + run: | + brew update + + - name: Build + id: cmake_build + run: | + sysctl -a + mkdir build + cd build + cmake -DLLAMA_FATAL_WARNINGS=ON -DGGML_METAL=OFF .. + cmake --build . --config Release -j $(sysctl -n hw.logicalcpu) + + - name: Test + id: cmake_test + run: | + cd build + ctest -L main --verbose --timeout 900 macOS-latest-cmake-ios: runs-on: macos-latest @@ -574,12 +505,6 @@ jobs: id: checkout uses: actions/checkout@v4 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: macOS-latest-cmake-ios - evict-old-files: 1d - - name: Dependencies id: depends continue-on-error: true @@ -590,7 +515,9 @@ jobs: id: cmake_build run: | sysctl -a - cmake -B build -G Xcode \ + mkdir build + cd build + cmake -G Xcode .. \ -DGGML_METAL_USE_BF16=ON \ -DGGML_METAL_EMBED_LIBRARY=ON \ -DLLAMA_BUILD_EXAMPLES=OFF \ @@ -599,7 +526,7 @@ jobs: -DCMAKE_SYSTEM_NAME=iOS \ -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \ -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO + cmake --build . --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO macOS-latest-cmake-tvos: runs-on: macos-latest @@ -609,12 +536,6 @@ jobs: id: checkout uses: actions/checkout@v4 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: macOS-latest-cmake-tvos - evict-old-files: 1d - - name: Dependencies id: depends continue-on-error: true @@ -625,7 +546,9 @@ jobs: id: cmake_build run: | sysctl -a - cmake -B build -G Xcode \ + mkdir build + cd build + cmake -G Xcode .. \ -DGGML_METAL_USE_BF16=ON \ -DGGML_METAL_EMBED_LIBRARY=ON \ -DLLAMA_BUILD_EXAMPLES=OFF \ @@ -634,7 +557,7 @@ jobs: -DCMAKE_SYSTEM_NAME=tvOS \ -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \ -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO + cmake --build . --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO macOS-latest-swift: runs-on: macos-latest @@ -648,12 +571,6 @@ jobs: id: checkout uses: actions/checkout@v4 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: macOS-latest-swift - evict-old-files: 1d - - name: Dependencies id: depends continue-on-error: true @@ -664,15 +581,17 @@ jobs: id: cmake_build run: | sysctl -a - cmake -B build -G Xcode \ + mkdir build + cd build + cmake -G Xcode .. \ -DGGML_METAL_USE_BF16=ON \ -DGGML_METAL_EMBED_LIBRARY=ON \ -DLLAMA_BUILD_EXAMPLES=OFF \ -DLLAMA_BUILD_TESTS=OFF \ -DLLAMA_BUILD_SERVER=OFF \ -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) - sudo cmake --install build --config Release + cmake --build . --config Release -j $(sysctl -n hw.logicalcpu) + sudo cmake --install . --config Release - name: xcodebuild for swift package id: xcodebuild @@ -693,13 +612,6 @@ jobs: - name: Clone uses: actions/checkout@v4 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: windows-msys2 - variant: sccache - evict-old-files: 1d - - name: Setup ${{ matrix.sys }} uses: msys2/setup-msys2@v2 with: @@ -707,7 +619,6 @@ jobs: msystem: ${{matrix.sys}} install: >- base-devel - git mingw-w64-${{matrix.env}}-toolchain mingw-w64-${{matrix.env}}-cmake mingw-w64-${{matrix.env}}-openblas @@ -768,13 +679,6 @@ jobs: with: fetch-depth: 0 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: windows-latest-cmake-${{ matrix.build }} - variant: sccache - evict-old-files: 1d - - name: Clone Kompute submodule id: clone_kompute if: ${{ matrix.build == 'kompute-x64' }} @@ -814,19 +718,21 @@ jobs: run: | git clone https://github.com/KhronosGroup/OpenCL-Headers cd OpenCL-Headers - cmake -B build ` + mkdir build && cd build + cmake .. ` -DBUILD_TESTING=OFF ` -DOPENCL_HEADERS_BUILD_TESTING=OFF ` -DOPENCL_HEADERS_BUILD_CXX_TESTS=OFF ` -DCMAKE_INSTALL_PREFIX="$env:RUNNER_TEMP/opencl-arm64-release" - cmake --build build --target install + cmake --build . --target install git clone https://github.com/KhronosGroup/OpenCL-ICD-Loader cd OpenCL-ICD-Loader - cmake -B build-arm64-release ` + mkdir build-arm64-release && cd build-arm64-release + cmake .. ` -A arm64 ` -DCMAKE_PREFIX_PATH="$env:RUNNER_TEMP/opencl-arm64-release" ` -DCMAKE_INSTALL_PREFIX="$env:RUNNER_TEMP/opencl-arm64-release" - cmake --build build-arm64-release --target install --config release + cmake --build . --target install --config release - name: Build id: cmake_build @@ -911,8 +817,6 @@ jobs: - name: Clone id: checkout uses: actions/checkout@v4 - with: - fetch-depth: 0 - name: Install dependencies env: @@ -921,21 +825,9 @@ jobs: apt update apt install -y cmake build-essential ninja-build libgomp1 git - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: ubuntu-latest-cmake-cuda - evict-old-files: 1d - - name: Build with CMake run: | - cmake -S . -B build -G Ninja \ - -DCMAKE_BUILD_TYPE=Release \ - -DCMAKE_CUDA_ARCHITECTURES=89-real \ - -DCMAKE_EXE_LINKER_FLAGS=-Wl,--allow-shlib-undefined \ - -DLLAMA_FATAL_WARNINGS=ON \ - -DGGML_NATIVE=OFF \ - -DGGML_CUDA=ON + cmake -S . -B build -G Ninja -DCMAKE_BUILD_TYPE=Release -DGGML_NATIVE=OFF -DGGML_CUDA=ON -DCMAKE_CUDA_ARCHITECTURES=89-real -DCMAKE_EXE_LINKER_FLAGS=-Wl,--allow-shlib-undefined -DLLAMA_FATAL_WARNINGS=ON cmake --build build windows-2019-cmake-cuda: @@ -953,13 +845,6 @@ jobs: with: fetch-depth: 0 - - name: Install ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: ${{ github.job }}-${{ matrix.cuda }}-${{ matrix.build }} - variant: sccache - evict-old-files: 1d - - name: Install Cuda Toolkit 11.7 if: ${{ matrix.cuda == '11.7' }} run: | @@ -1016,6 +901,11 @@ jobs: echo "CUDA_PATH=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8 echo "CUDA_PATH_V12_4=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8 + - name: Install ccache + uses: hendrikmuhs/ccache-action@v1.2 + with: + key: ${{ github.job }}-${{ matrix.cuda }}-${{ matrix.build }} + - name: Install Ninja id: install_ninja run: | @@ -1026,11 +916,7 @@ jobs: shell: cmd run: | call "C:\Program Files (x86)\Microsoft Visual Studio\2019\Enterprise\VC\Auxiliary\Build\vcvars64.bat" - cmake -S . -B build -G "Ninja Multi-Config" ^ - -DLLAMA_BUILD_SERVER=ON ^ - -DGGML_NATIVE=OFF ^ - -DGGML_CUDA=ON ^ - -DGGML_RPC=ON + cmake -S . -B build -G "Ninja Multi-Config" -DGGML_NATIVE=OFF -DLLAMA_BUILD_SERVER=ON -DGGML_CUDA=ON -DGGML_RPC=ON set /A NINJA_JOBS=%NUMBER_OF_PROCESSORS%-1 cmake --build build --config Release -j %NINJA_JOBS% -t ggml cmake --build build --config Release @@ -1095,13 +981,6 @@ jobs: with: fetch-depth: 0 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: windows-latest-cmake-sycl - variant: sccache - evict-old-files: 1d - - name: Install run: | scripts/install-oneapi.bat $WINDOWS_BASEKIT_URL $WINDOWS_DPCPP_MKL @@ -1181,22 +1060,16 @@ jobs: & 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' --version - name: Install ccache - uses: hendrikmuhs/ccache-action@v1.2.16 + uses: hendrikmuhs/ccache-action@v1.2 with: key: ${{ github.job }} - evict-old-files: 1d - name: Build id: cmake_build run: | $env:HIP_PATH=$(Resolve-Path 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | split-path | split-path) $env:CMAKE_PREFIX_PATH="${env:HIP_PATH}" - cmake -G "Unix Makefiles" -B build -S . ` - -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" ` - -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" ` - -DCMAKE_BUILD_TYPE=Release ` - -DGGML_HIP=ON ` - -DGGML_RPC=ON + cmake -G "Unix Makefiles" -B build -S . -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" -DGGML_HIP=ON -DCMAKE_BUILD_TYPE=Release -DGGML_RPC=ON cmake --build build -j ${env:NUMBER_OF_PROCESSORS} windows-latest-cmake-hip-release: @@ -1214,12 +1087,6 @@ jobs: with: fetch-depth: 0 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: windows-latest-cmake-hip-release - evict-old-files: 1d - - name: Install id: depends run: | @@ -1240,13 +1107,7 @@ jobs: run: | $env:HIP_PATH=$(Resolve-Path 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | split-path | split-path) $env:CMAKE_PREFIX_PATH="${env:HIP_PATH}" - cmake -G "Unix Makefiles" -B build -S . ` - -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" ` - -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" ` - -DCMAKE_BUILD_TYPE=Release ` - -DAMDGPU_TARGETS=${{ matrix.gpu_target }} ` - -DGGML_HIP=ON ` - -DGGML_RPC=ON + cmake -G "Unix Makefiles" -B build -S . -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" -DGGML_HIP=ON -DCMAKE_BUILD_TYPE=Release -DAMDGPU_TARGETS=${{ matrix.gpu_target }} -DGGML_RPC=ON cmake --build build -j ${env:NUMBER_OF_PROCESSORS} md "build\bin\rocblas\library\" cp "${env:HIP_PATH}\bin\hipblas.dll" "build\bin\" @@ -1288,7 +1149,9 @@ jobs: id: cmake_build run: | sysctl -a - cmake -B build -G Xcode \ + mkdir build + cd build + cmake -G Xcode .. \ -DGGML_METAL_USE_BF16=ON \ -DGGML_METAL_EMBED_LIBRARY=ON \ -DLLAMA_BUILD_EXAMPLES=OFF \ @@ -1297,8 +1160,8 @@ jobs: -DCMAKE_SYSTEM_NAME=iOS \ -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \ -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml - cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO - sudo cmake --install build --config Release + cmake --build . --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO + sudo cmake --install . --config Release - name: xcodebuild for swift package id: xcodebuild @@ -1315,12 +1178,6 @@ jobs: - name: Clone uses: actions/checkout@v4 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: android-build - evict-old-files: 1d - - name: Set up JDK uses: actions/setup-java@v3 with: @@ -1344,7 +1201,8 @@ jobs: runs-on: ubuntu-latest needs: - - ubuntu-cpu-cmake + - ubuntu-latest-cmake + - macOS-latest-cmake - windows-latest-cmake - windows-2019-cmake-cuda - windows-latest-cmake-hip-release @@ -1358,12 +1216,6 @@ jobs: with: fetch-depth: 0 - - name: ccache - uses: hendrikmuhs/ccache-action@v1.2.16 - with: - key: release - evict-old-files: 1d - - name: Determine tag name id: tag shell: bash @@ -1609,37 +1461,3 @@ jobs: # popd # emcmake cmake . -DCMAKE_BUILD_TYPE=${{ matrix.build }} # make - - openEuler-latest-cmake-cann: - if: ${{ github.event_name != 'pull_request' || contains(github.event.pull_request.labels.*.name, 'Ascend NPU') }} - defaults: - run: - shell: bash -el {0} - runs-on: ubuntu-24.04-arm - strategy: - matrix: - cann: - - '8.0.rc3.beta1-910b-openeuler22.03-py3.10' - device: - - 'ascend910b3' - build: - - 'Release' - container: ascendai/cann:${{ matrix.cann }} - steps: - - name: Checkout - uses: actions/checkout@v4 - - - name: Dependencies - run: | - yum update -y - yum install -y git gcc gcc-c++ make cmake - - - name: Build - run: | - export LD_LIBRARY_PATH=${ASCEND_TOOLKIT_HOME}/lib64:${ASCEND_TOOLKIT_HOME}/$(uname -m)-linux/devlib/:${LD_LIBRARY_PATH} - - cmake -S . -B build \ - -DCMAKE_BUILD_TYPE=${{ matrix.build }} \ - -DGGML_CANN=on \ - -DSOC_TYPE=${{ matrix.device }} - cmake --build build -j $(nproc) diff --git a/.github/workflows/close-issue.yml b/.github/workflows/close-issue.yml index 276a217d4..f63860d14 100644 --- a/.github/workflows/close-issue.yml +++ b/.github/workflows/close-issue.yml @@ -17,7 +17,7 @@ jobs: steps: - uses: actions/stale@v5 with: - exempt-issue-labels: "refactor,help wanted,good first issue,research,bug,roadmap" + exempt-issue-labels: "refactor,help wanted,good first issue,research,bug" days-before-issue-stale: 30 days-before-issue-close: 14 stale-issue-label: "stale" diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml index 6955a7dc8..d71f1eb38 100644 --- a/.github/workflows/docker.yml +++ b/.github/workflows/docker.yml @@ -28,11 +28,10 @@ jobs: push_to_registry: name: Push Docker image to Docker Hub - runs-on: ubuntu-22.04 + runs-on: ubuntu-latest env: COMMIT_SHA: ${{ github.sha }} strategy: - fail-fast: false matrix: config: # Multi-stage build diff --git a/.github/workflows/server.yml b/.github/workflows/server.yml index 3a29107d0..ed1c357a5 100644 --- a/.github/workflows/server.yml +++ b/.github/workflows/server.yml @@ -81,36 +81,13 @@ jobs: with: node-version: '22.11.0' - - name: WebUI - Install dependencies - id: webui_lint - run: | - cd examples/server/webui - npm ci - - - name: WebUI - Check code format - id: webui_format - run: | - git config --global --add safe.directory $(realpath .) - cd examples/server/webui - git status - - npm run format - git status - modified_files="$(git status -s)" - echo "Modified files: ${modified_files}" - if [ -n "${modified_files}" ]; then - echo "Files do not follow coding style. To fix: npm run format" - echo "${modified_files}" - exit 1 - fi - - name: Verify bundled index.html id: verify_server_index_html run: | git config --global --add safe.directory $(realpath .) cd examples/server/webui git status - + npm ci npm run build git status modified_files="$(git status -s)" @@ -228,7 +205,7 @@ jobs: run: | cd examples/server/tests $env:PYTHONIOENCODING = ":replace" - pytest -v -x -m "not slow" + pytest -v -x - name: Slow tests id: server_integration_tests_slow diff --git a/AUTHORS b/AUTHORS index 6796b2941..2eb60806a 100644 --- a/AUTHORS +++ b/AUTHORS @@ -1,4 +1,4 @@ -# date: Tue Feb 4 13:04:05 EET 2025 +# date: Thu Nov 28 20:46:15 EET 2024 # this file is auto-generated by scripts/gen-authors.sh 0cc4m @@ -20,8 +20,6 @@ Adithya Balaji AdithyanI Adrian Adrian Hesketh -Adrien Gallouët -Adrien Gallouët Ahmad Tameem <113388789+Tameem-10xE@users.noreply.github.com> Ahmet Zeer AidanBeltonS <87009434+AidanBeltonS@users.noreply.github.com> @@ -57,7 +55,6 @@ Ananta Bastola Anas Ahouzi <112881240+aahouzi@users.noreply.github.com> András Salamon Andreas (Andi) Kunar -Andreas Kieslinger <47689530+aendk@users.noreply.github.com> Andrei Andrew Canis Andrew Downing @@ -94,17 +91,13 @@ Ben Siraphob Ben Williams Benjamin Findley <39356821+Kartoffelsaft@users.noreply.github.com> Benjamin Lecaillon <84293038+blecaillon@users.noreply.github.com> -Benson Wong Bernat Vadell -Bernhard M. Wiedemann Bert Wagner -Billel Mokeddem Bingan <70050083+binganao@users.noreply.github.com> Bjarke Viksøe <164612031+bviksoe@users.noreply.github.com> Bodo Graumann Bono Lv Borislav Stanimirov -Borislav Stanimirov Branden Butler Brandon Squizzato <35474886+bsquizz@users.noreply.github.com> Brian @@ -124,7 +117,6 @@ Casey Primozic Casey Primozic CausalLM <148736309+CausalLM@users.noreply.github.com> Cebtenzzre -CentricStorm Chad Brewbaker Changyeon Kim Chao Jiang @@ -139,15 +131,12 @@ Chris Kuehl Christian Demsar Christian Demsar Christian Falch <875252+chrfalch@users.noreply.github.com> -Christian Kastner Christian Kögler Christian Köhnenkamp Christian Zhou-Zheng <59622928+christianazinn@users.noreply.github.com> -Christopher Nielsen <62156882+mascguy@users.noreply.github.com> Clark Saben <76020733+csaben@users.noreply.github.com> Clint Herron Conrad Kramer -Corentin REGAL CrispStrobe <154636388+CrispStrobe@users.noreply.github.com> Csaba Kecskemeti Cuong Trinh Manh @@ -187,7 +176,6 @@ Dibakar Gope Didzis Gosko Diego Devesa Diogo Teles Sant'Anna -Djip007 <3705339+Djip007@users.noreply.github.com> Djip007 Don Mahurin DooWoong Lee (David) @@ -205,7 +193,6 @@ Edward Taylor Elaine Elbios <141279586+Elbios@users.noreply.github.com> Elton Kola -Emreerdog <34742675+Emreerdog@users.noreply.github.com> Engininja2 <139037756+Engininja2@users.noreply.github.com> Equim Eric Curtin @@ -246,7 +233,6 @@ Fred Douglas <43351173+fredlas@users.noreply.github.com> Frederik Vogel Gabe Goodhart Gabe Goodhart -Gaetan Bisson GainLee Galunid Gary Linscott @@ -263,7 +249,6 @@ Guillaume "Vermeille" Sanchez Guillaume Wenzek Guoliang Hua <32868157+nbcsm@users.noreply.github.com> Guoteng <32697156+SolenoidWGT@users.noreply.github.com> -Guspan Tanadi <36249910+guspan-tanadi@users.noreply.github.com> Gustavo Rocha Dias <91472747+gustrd@users.noreply.github.com> Haggai Nuchi Halalaluyafail3 <55773281+Halalaluyafail3@users.noreply.github.com> @@ -274,13 +259,11 @@ Haoxiang Fei Harald Fernengel Hatsune Miku <129688334+at8u@users.noreply.github.com> HatsuneMikuUwU33 <173229399+HatsuneMikuUwU33@users.noreply.github.com> -Haus1 Henk Poley Henri Vasserman Henrik Forstén Herman Semenov Hesen Peng -HimariO Hoang Nguyen Hong Bo PENG Hongyu Ouyang <96765450+casavaca@users.noreply.github.com> @@ -297,7 +280,6 @@ Icecream95 Ido S IgnacioFDM Igor Okulist -Ihar Hrachyshka Ikko Eltociear Ashimine Ilya Kurdyukov <59548320+ilyakurdyukov@users.noreply.github.com> Ionoclast Laboratories @@ -307,14 +289,12 @@ Ivan Ivan Filipov <159561759+vanaka11@users.noreply.github.com> Ivan Komarov Ivan Stepanov -JFLFY2255 JH23X <165871467+JH23X@users.noreply.github.com> Jack Mousseau Jack Mousseau JackJollimore <130917767+JackJollimore@users.noreply.github.com> Jaeden Amero Jaemin Son -Jafar Uruç Jag Chadha Jakub N James A Capozzoli <157492257+jac-jim@users.noreply.github.com> @@ -335,7 +315,6 @@ Jeffrey Morgan Jeffrey Quesnelle Jeroen Mostert Jesse Jojo Johnson -Jett Janiak Jeximo Jhen-Jie Hong Jiahao Li @@ -364,7 +343,6 @@ Josh Ramer Joyce Juan Calderon-Perez <835733+gaby@users.noreply.github.com> Judd -Juk Armstrong <69222624+jukofyork@users.noreply.github.com> Julius Arkenberg Jun Hee Yoo Jun Jie <71215065+junnjiee16@users.noreply.github.com> @@ -379,7 +357,6 @@ Justine Tunney Juuso Alasuutari KASR Kamil Tomšík -Karol Kontny <82021046+kkontny@users.noreply.github.com> Karsten Weiss Karthick Karthik Kumar Viswanathan <195178+guilt@users.noreply.github.com> @@ -399,7 +376,6 @@ Kolen Cheung Konstantin Herud Konstantin Zhuravlyov Kunshang Ji -Kyle Bruene Kyle Liang Kyle Mistele Kylin <56434533+KyL0N@users.noreply.github.com> @@ -418,7 +394,6 @@ Liu Jia LoganDark Loïc Carrère LostRuins <39025047+LostRuins@users.noreply.github.com> -LostRuins Concedo <39025047+LostRuins@users.noreply.github.com> Luciano Luo Tian Lyle Dean @@ -448,7 +423,6 @@ MasterYi1024 <39848311+MasterYi1024@users.noreply.github.com> Mateusz Charytoniuk Matheus C. França Matheus Gabriel Alves Silva -Mathieu Baudier Mathieu Geli Mathieu Nayrolles Mathijs Henquet @@ -470,7 +444,6 @@ Meng, Hengyu Mengqing Cao Merrick Christensen Michael Coppola -Michael Engel Michael Francis Michael Hueschen Michael Kesper @@ -479,9 +452,7 @@ Michael Podvitskiy Michael Potter Michael de Gans Michaël de Vries -Michał Moskal Michał Tuszyński -Michelle Tan <41475767+MichelleTanPY@users.noreply.github.com> Mihai Mike Mikko Juola @@ -506,7 +477,6 @@ Neo Zhang <14088817+arthw@users.noreply.github.com> Neo Zhang Neo Zhang Jianyu Neuman Vong -NeverLucky <92274250+nvrxq@users.noreply.github.com> Nexes the Old <124105151+Nexesenex@users.noreply.github.com> Nexesenex <124105151+Nexesenex@users.noreply.github.com> Niall Coates <1349685+Niall-@users.noreply.github.com> @@ -514,15 +484,11 @@ Nicholai Tukanov Nico Bosshard Nicolai Weitkemper Nicolás Pérez -Nicolò Scipione Nigel Bosch -Nikita Sarychev <42014488+sARY77@users.noreply.github.com> Niklas Korz NikolaiLyssogor <59844691+NikolaiLyssogor@users.noreply.github.com> -Nikolaos Pothitos Nikolas <127742645+nneubacher@users.noreply.github.com> Nindaleth -Nuno OSecret <135510162+OLSecret@users.noreply.github.com> Oleksandr Nikitin Oleksii Maryshchenko @@ -538,7 +504,6 @@ Pavel Zloi Pavol Rusnak Paweł Wodnicki <151604+32bitmicro@users.noreply.github.com> Pedro Cuenca -Peter Peter Sugihara Phil H <5756783+phiharri@users.noreply.github.com> Philip Taron @@ -564,12 +529,9 @@ Rand Xie Randall Fitzgerald Random Fly Reinforce-II -Rémy Oudompheng Ren Xuancheng Rene Leonhardt <65483435+reneleonhardt@users.noreply.github.com> -Reza Kakhki RhinoDevel -Riccardo Orlando Riceball LEE Rich Dougherty Richard Kiss @@ -582,8 +544,6 @@ Riley Stewart Rinne Rinne Robert Brisita <986796+rbrisita@users.noreply.github.com> -Robert Collins -Robert Ormandi <52251610+ormandi@users.noreply.github.com> Robert Sung-wook Shin Robey Holderith Robyn @@ -599,9 +559,7 @@ Roni Ronny Brendel Ronsor Rowan Hart -Ruan <47767371+ruanych@users.noreply.github.com> Ruchira Hasaranga -Rudi Servo Ruixin Huang <18860020911@163.com> Rune <43761327+Rune-AI@users.noreply.github.com> RunningLeon @@ -665,14 +623,12 @@ Steven Roussey Steward Garcia <57494570+FSSRepo@users.noreply.github.com> StrangeBytesDev <141275258+StrangeBytesDev@users.noreply.github.com> Suaj Carrot <72162667+SuajCarrot@users.noreply.github.com> -Sukriti Sharma SuperUserNameMan Sutou Kouhei Tai Duc Nguyen Taikono-Himazin Tameem <113388789+AhmadTameem@users.noreply.github.com> Tamotsu Takahashi -Tei Home Thái Hoàng Tâm <75922889+RoyalHeart@users.noreply.github.com> Thatcher Chamberlin Theia Vogel @@ -684,7 +640,6 @@ Tim Miller Tim Wang Timmy Knight Timothy Cronin <40186632+4imothy@users.noreply.github.com> -Ting Lou Ting Lou Ting Sun Tobias Lütke @@ -706,7 +661,6 @@ Uzo Nweke Vaibhav Srivastav Val Kharitonov Valentin Konovalov -Valentin Mamedov <45292985+Inf1delis@users.noreply.github.com> Valentyn Bezshapkin <61702053+valentynbez@users.noreply.github.com> Vali Malinoiu <0x4139@gmail.com> Victor Nogueira @@ -719,17 +673,13 @@ Vladimir Malyutin Vladimir Zorin VoidIsVoid <343750470@qq.com> Volodymyr Vitvitskyi <72226+signalpillar@users.noreply.github.com> -Wang Qin <37098874+wangqin0@users.noreply.github.com> -Wang Ran (汪然) WangHaoranRobin <56047610+WangHaoranRobin@users.noreply.github.com> Weird Constructor Welby Seely Wentai Zhang WillCorticesAI <150854901+WillCorticesAI@users.noreply.github.com> William Tambellini -William Tambellini Willy Tarreau -Woof Dog <197125663+woof-dog@users.noreply.github.com> Wouter <9594229+DifferentialityDevelopment@users.noreply.github.com> Wu Jian Ping Wu Jian Ping @@ -742,7 +692,6 @@ Xie Yanbo Xingchen Song(宋星辰) Xinpeng Dou <81913537+Dou-Git@users.noreply.github.com> Xuan Son Nguyen -Xuan-Son Nguyen Yaiko Yann Follet <131855179+YannFollet@users.noreply.github.com> Yaroslav @@ -753,9 +702,7 @@ Yoshi Suhara Yoshi Suhara Younes Belkada <49240599+younesbelkada@users.noreply.github.com> Yueh-Po Peng <94939112+y10ab1@users.noreply.github.com> -Yüg Yui -Yun Dou Yuri Khrustalev Yusuf Kağan Hanoğlu Yuval Peled <31162840+Yuval-Peled@users.noreply.github.com> @@ -767,23 +714,18 @@ Zhang Peiyuan Zheng.Deng <32841220+dengzheng-cloud@users.noreply.github.com> Zhenwei Jin <109658203+kylo5aby@users.noreply.github.com> Zhiyuan Li -Zhiyuan Li ZhouYuChen Ziad Ben Hadj-Alouane Ziang Wu <97337387+ZiangWu-77@users.noreply.github.com> Zsapi a-n-n-a-l-e-e <150648636+a-n-n-a-l-e-e@users.noreply.github.com> -a3sh <38979186+A3shTnT@users.noreply.github.com> adel boussaken afrideva <95653597+afrideva@users.noreply.github.com> -ag2s20150909 <19373730+ag2s20150909@users.noreply.github.com> agray3 akawrykow <142945436+akawrykow@users.noreply.github.com> -alek3y <44779186+alek3y@users.noreply.github.com> alexpinel <93524949+alexpinel@users.noreply.github.com> alonfaraj alwqx -amd-dwang amd-lalithnc amritahs-ibm andrijdavid @@ -795,7 +737,6 @@ arch-btw <57669023+arch-btw@users.noreply.github.com> arcrank ardfork <134447697+ardfork@users.noreply.github.com> arlo-phoenix <140345165+arlo-phoenix@users.noreply.github.com> -aryantandon01 <80969509+aryantandon01@users.noreply.github.com> at8u <129688334+at8u@users.noreply.github.com> automaticcat awatuna <23447591+awatuna@users.noreply.github.com> @@ -810,14 +751,12 @@ bryanSwk <93190252+bryanSwk@users.noreply.github.com> bsilvereagle bssrdf byte-6174 <88070277+byte-6174@users.noreply.github.com> -cduk <19917266+cduk@users.noreply.github.com> cebtenzzre chaihahaha chiranko <96988916+chiranko@users.noreply.github.com> clibdev <52199778+clibdev@users.noreply.github.com> clyang cocktailpeanut <121128867+cocktailpeanut@users.noreply.github.com> -codezjx coezbek comex compilade <113953597+compilade@users.noreply.github.com> @@ -841,17 +780,14 @@ drbh ds5t5 <145942675+ds5t5@users.noreply.github.com> dylan eastriver -ebraminio ebraminio eiery <19350831+eiery@users.noreply.github.com> eric8607242 fairydreaming <166155368+fairydreaming@users.noreply.github.com> fengerhu1 <2748250768@qq.com> -fj-y-saito <85871716+fj-y-saito@users.noreply.github.com> fraxy-v <65565042+fraxy-v@users.noreply.github.com> github-actions[bot] gliptic -gn64 goerch grahameth <96447521+grahameth@users.noreply.github.com> gtygo @@ -876,12 +812,10 @@ icppWorld <124377669+icppWorld@users.noreply.github.com> igarnier intelmatt <61025942+intelmatt@users.noreply.github.com> iohub -issixx <46835150+issixx@users.noreply.github.com> jacobi petrucciani <8117202+jpetrucciani@users.noreply.github.com> jaime-m-p <167997752+jaime-m-p@users.noreply.github.com> jameswu2014 <545426914@qq.com> jdomke <28772296+jdomke@users.noreply.github.com> -jiahao su jiez <373447296@qq.com> jneem joecryptotoo <80373433+joecryptotoo@users.noreply.github.com> @@ -894,7 +828,6 @@ junchao-loongson <68935141+junchao-loongson@users.noreply.github.com> jwj7140 <32943891+jwj7140@users.noreply.github.com> k.h.lai kaizau -kallewoof kalomaze <66376113+kalomaze@users.noreply.github.com> kang katsu560 <118887472+katsu560@users.noreply.github.com> @@ -902,7 +835,6 @@ kchro3 <62481661+kchro3@users.noreply.github.com> khimaros kiltyj klosax <131523366+klosax@users.noreply.github.com> -krystiancha kunal-vaishnavi <115581922+kunal-vaishnavi@users.noreply.github.com> kunnis kuronekosaiko @@ -915,8 +847,6 @@ ldwang le.chang leejet leo-pony -lexasub -lhez limitedAtonement liuwei-git <14815172+liuwei-git@users.noreply.github.com> lon <114724657+longregen@users.noreply.github.com> @@ -925,13 +855,10 @@ ltoniazzi <61414566+ltoniazzi@users.noreply.github.com> luoyu-intel m3ndax maddes8cht <55592906+maddes8cht@users.noreply.github.com> -mahorozte <41834471+mahorozte@users.noreply.github.com> makomk manikbhandari maor-ps <154728172+maor-ps@users.noreply.github.com> -mashdragon <122402293+mashdragon@users.noreply.github.com> matiaslin <45382001+matiaslin@users.noreply.github.com> -matt23654 matteo mdrokz mgroeber9110 <45620825+mgroeber9110@users.noreply.github.com> @@ -941,7 +868,6 @@ mmyjona momonga <115213907+mmnga@users.noreply.github.com> momonga <146910567+mmngays@users.noreply.github.com> moritzbrantner <31051084+moritzbrantner@users.noreply.github.com> -musoles <135031143+musoles@users.noreply.github.com> mzcu nanahi <130121847+na-na-hi@users.noreply.github.com> ngc92 <7938269+ngc92@users.noreply.github.com> @@ -959,7 +885,6 @@ oobabooga <112222186+oobabooga@users.noreply.github.com> opparco ostix360 <55257054+ostix360@users.noreply.github.com> pculliton -peidaqi pengxin99 perserk piDack <104877312+piDack@users.noreply.github.com> @@ -967,12 +892,10 @@ pmysl postmasters pudepiedj qingfengfenga <41416092+qingfengfenga@users.noreply.github.com> -qingy1337 qouoq qunash rabidcopy rankaiyx -redbeard rhjdvsgsgks <26178113+rhjdvsgsgks@users.noreply.github.com> rhuddleston rimoliga <53384203+rimoliga@users.noreply.github.com> @@ -989,7 +912,6 @@ sjxx <63994076+ylsdamxssjxxdd@users.noreply.github.com> slaren <2141330+slaren@users.noreply.github.com> slaren snadampal <87143774+snadampal@users.noreply.github.com> -someone13574 <81528246+someone13574@users.noreply.github.com> standby24x7 staviq stduhpf @@ -1009,7 +931,6 @@ uint256_t uint256_t unbounded uvos -uvos valiray <133289098+valiray@users.noreply.github.com> vb vik @@ -1030,7 +951,6 @@ xaedes xctan xloem <0xloem@gmail.com> yangli2 -ymcki <84055651+ymcki@users.noreply.github.com> yuiseki yuri@FreeBSD zakkor @@ -1043,5 +963,4 @@ zrm 杨朱 · Kiki 源文雨 <41315874+fumiama@users.noreply.github.com> 蕭澧邦 <45505768+shou692199@users.noreply.github.com> -谢乃闻 Нияз Гарифзянов <112617865+garrnizon@users.noreply.github.com> diff --git a/CMakeLists.txt b/CMakeLists.txt index 7b2a1845e..42caed486 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -16,7 +16,6 @@ endif() list(APPEND CMAKE_MODULE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/cmake/") set(CMAKE_RUNTIME_OUTPUT_DIRECTORY ${CMAKE_BINARY_DIR}/bin) -set(CMAKE_LIBRARY_OUTPUT_DIRECTORY ${CMAKE_BINARY_DIR}/bin) if (CMAKE_SOURCE_DIR STREQUAL CMAKE_CURRENT_SOURCE_DIR) set(LLAMA_STANDALONE ON) @@ -50,8 +49,6 @@ endif() if (MSVC) add_compile_options("$<$:/utf-8>") add_compile_options("$<$:/utf-8>") - add_compile_options("$<$:/bigobj>") - add_compile_options("$<$:/bigobj>") endif() # @@ -80,7 +77,6 @@ option(LLAMA_BUILD_SERVER "llama: build server example" ${LLAMA_STANDALONE}) # 3rd party libs option(LLAMA_CURL "llama: use libcurl to download model from an URL" OFF) -option(LLAMA_LLGUIDANCE "llama-common: include LLGuidance library for structured output in common utils" OFF) # Required for relocatable CMake package include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/build-info.cmake) @@ -189,14 +185,27 @@ set(LLAMA_INCLUDE_INSTALL_DIR ${CMAKE_INSTALL_INCLUDEDIR} CACHE PATH "Location o set(LLAMA_LIB_INSTALL_DIR ${CMAKE_INSTALL_LIBDIR} CACHE PATH "Location of library files") set(LLAMA_BIN_INSTALL_DIR ${CMAKE_INSTALL_BINDIR} CACHE PATH "Location of binary files") +# At the moment some compile definitions are placed within the ggml/src +# directory but not exported on the `ggml` target. This could be improved by +# determining _precisely_ which defines are necessary for the llama-config +# package. +# +set(GGML_TRANSIENT_DEFINES) +get_target_property(GGML_DIRECTORY ggml SOURCE_DIR) +get_directory_property(GGML_DIR_DEFINES DIRECTORY ${GGML_DIRECTORY} COMPILE_DEFINITIONS) +if (GGML_DIR_DEFINES) + list(APPEND GGML_TRANSIENT_DEFINES ${GGML_DIR_DEFINES}) +endif() +get_target_property(GGML_TARGET_DEFINES ggml COMPILE_DEFINITIONS) +if (GGML_TARGET_DEFINES) + list(APPEND GGML_TRANSIENT_DEFINES ${GGML_TARGET_DEFINES}) +endif() +get_target_property(GGML_LINK_LIBRARIES ggml LINK_LIBRARIES) +# all public headers set(LLAMA_PUBLIC_HEADERS ${CMAKE_CURRENT_SOURCE_DIR}/include/llama.h ${CMAKE_CURRENT_SOURCE_DIR}/include/llama-cpp.h) - -set_target_properties(llama - PROPERTIES - PUBLIC_HEADER "${LLAMA_PUBLIC_HEADERS}") - +set_target_properties(llama PROPERTIES PUBLIC_HEADER "${LLAMA_PUBLIC_HEADERS}") install(TARGETS llama LIBRARY PUBLIC_HEADER) configure_package_config_file( @@ -233,4 +242,4 @@ configure_file(cmake/llama.pc.in @ONLY) install(FILES "${CMAKE_CURRENT_BINARY_DIR}/llama.pc" - DESTINATION ${CMAKE_INSTALL_LIBDIR}/pkgconfig) + DESTINATION lib/pkgconfig) diff --git a/Makefile b/Makefile index dc3de3cb1..19ae0d5f1 100644 --- a/Makefile +++ b/Makefile @@ -52,7 +52,6 @@ TEST_TARGETS = \ tests/test-arg-parser \ tests/test-autorelease \ tests/test-backend-ops \ - tests/test-chat \ tests/test-chat-template \ tests/test-double-float \ tests/test-grammar-integration \ @@ -596,7 +595,7 @@ ifdef GGML_RPC OBJ_GGML_EXT += ggml/src/ggml-rpc.o endif # GGML_RPC -OBJ_CUDA_TMPL = $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/template-instances/fattn-mma*.cu)) +OBJ_CUDA_TMPL = $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/template-instances/fattn-wmma*.cu)) OBJ_CUDA_TMPL += $(patsubst %.cu,%.o,$(wildcard ggml/src/ggml-cuda/template-instances/mmq*.cu)) ifdef GGML_CUDA_FA_ALL_QUANTS @@ -984,7 +983,6 @@ OBJ_COMMON = \ $(DIR_COMMON)/ngram-cache.o \ $(DIR_COMMON)/sampling.o \ $(DIR_COMMON)/speculative.o \ - $(DIR_COMMON)/chat.o \ $(DIR_COMMON)/build-info.o \ $(DIR_COMMON)/json-schema-to-grammar.o @@ -1363,11 +1361,7 @@ llama-server: \ examples/server/httplib.h \ examples/server/index.html.hpp \ examples/server/loading.html.hpp \ - common/chat.cpp \ - common/chat.hpp \ - common/chat-template.hpp \ common/json.hpp \ - common/minja.hpp \ $(OBJ_ALL) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h %.hpp $<,$^) -Iexamples/server $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) $(LWINSOCK2) @@ -1475,11 +1469,6 @@ tests/test-json-schema-to-grammar: tests/test-json-schema-to-grammar.cpp \ $(CXX) $(CXXFLAGS) -Iexamples/server -c $< -o $(call GET_OBJ_FILE, $<) $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) -tests/test-chat: tests/test-chat.cpp \ - $(OBJ_ALL) - $(CXX) $(CXXFLAGS) -Iexamples/server -c $< -o $(call GET_OBJ_FILE, $<) - $(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS) - tests/test-opt: tests/test-opt.cpp \ $(OBJ_GGML) $(CXX) $(CXXFLAGS) -c $< -o $(call GET_OBJ_FILE, $<) diff --git a/README.md b/README.md index 11f3d0286..784669ce1 100644 --- a/README.md +++ b/README.md @@ -16,11 +16,7 @@ Inference of Meta's [LLaMA](https://arxiv.org/abs/2302.13971) model (and others) ## Hot topics -- **How to use [MTLResidencySet](https://developer.apple.com/documentation/metal/mtlresidencyset?language=objc) to keep the GPU memory active?** https://github.com/ggerganov/llama.cpp/pull/11427 -- **VS Code extension for FIM completions:** https://github.com/ggml-org/llama.vscode -- Universal tool call support in `llama-server`: https://github.com/ggerganov/llama.cpp/pull/9639 -- Vim/Neovim plugin for FIM completions: https://github.com/ggml-org/llama.vim -- Introducing GGUF-my-LoRA https://github.com/ggerganov/llama.cpp/discussions/10123 +- **Introducing GGUF-my-LoRA** https://github.com/ggerganov/llama.cpp/discussions/10123 - Hugging Face Inference Endpoints now support GGUF out of the box! https://github.com/ggerganov/llama.cpp/discussions/9669 - Hugging Face GGUF editor: [discussion](https://github.com/ggerganov/llama.cpp/discussions/9268) | [tool](https://huggingface.co/spaces/CISCai/gguf-editor) @@ -96,7 +92,7 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo - [x] [Bitnet b1.58 models](https://huggingface.co/1bitLLM) - [x] [Flan T5](https://huggingface.co/models?search=flan-t5) - [x] [Open Elm models](https://huggingface.co/collections/apple/openelm-instruct-models-6619ad295d7ae9f868b759ca) -- [x] [ChatGLM3-6b](https://huggingface.co/THUDM/chatglm3-6b) + [ChatGLM4-9b](https://huggingface.co/THUDM/glm-4-9b) + [GLMEdge-1.5b](https://huggingface.co/THUDM/glm-edge-1.5b-chat) + [GLMEdge-4b](https://huggingface.co/THUDM/glm-edge-4b-chat) +- [x] [ChatGLM3-6b](https://huggingface.co/THUDM/chatglm3-6b) + [ChatGLM4-9b](https://huggingface.co/THUDM/glm-4-9b) - [x] [SmolLM](https://huggingface.co/collections/HuggingFaceTB/smollm-6695016cad7167254ce15966) - [x] [EXAONE-3.0-7.8B-Instruct](https://huggingface.co/LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct) - [x] [FalconMamba Models](https://huggingface.co/collections/tiiuae/falconmamba-7b-66b9a580324dd1598b0f6d4a) @@ -117,7 +113,6 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo - [x] [Mini CPM](https://huggingface.co/models?search=MiniCPM) - [x] [Moondream](https://huggingface.co/vikhyatk/moondream2) - [x] [Bunny](https://github.com/BAAI-DCAI/Bunny) -- [x] [GLM-EDGE](https://huggingface.co/models?search=glm-edge) - [x] [Qwen2-VL](https://huggingface.co/collections/Qwen/qwen2-vl-66cee7455501d7126940800d) @@ -136,7 +131,6 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo - Rust (more features): [edgenai/llama_cpp-rs](https://github.com/edgenai/llama_cpp-rs) - Rust (nicer API): [mdrokz/rust-llama.cpp](https://github.com/mdrokz/rust-llama.cpp) - Rust (more direct bindings): [utilityai/llama-cpp-rs](https://github.com/utilityai/llama-cpp-rs) -- Rust (automated build from crates.io): [ShelbyJenkins/llm_client](https://github.com/ShelbyJenkins/llm_client) - C#/.NET: [SciSharp/LLamaSharp](https://github.com/SciSharp/LLamaSharp) - C#/VB.NET (more features - community license): [LM-Kit.NET](https://docs.lm-kit.com/lm-kit-net/index.html) - Scala 3: [donderom/llm4s](https://github.com/donderom/llm4s) @@ -189,7 +183,6 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo - [ramalama](https://github.com/containers/ramalama) (MIT) - [semperai/amica](https://github.com/semperai/amica) (MIT) - [withcatai/catai](https://github.com/withcatai/catai) (MIT) -- [Autopen](https://github.com/blackhole89/autopen) (GPL) @@ -426,7 +419,7 @@ To learn more about model quantization, [read this documentation](examples/quant -[^1]: [examples/perplexity/README.md](./examples/perplexity/README.md) +[^1]: [examples/perplexity/README.md](examples/perplexity/README.md) [^2]: [https://huggingface.co/docs/transformers/perplexity](https://huggingface.co/docs/transformers/perplexity) ## [`llama-bench`](examples/llama-bench) diff --git a/cmake/llama-config.cmake.in b/cmake/llama-config.cmake.in index 90cbec5b6..5c55bc6b8 100644 --- a/cmake/llama-config.cmake.in +++ b/cmake/llama-config.cmake.in @@ -3,13 +3,159 @@ set(LLAMA_BUILD_COMMIT @LLAMA_BUILD_COMMIT@) set(LLAMA_BUILD_NUMBER @LLAMA_BUILD_NUMBER@) set(LLAMA_SHARED_LIB @BUILD_SHARED_LIBS@) +set(GGML_STATIC @GGML_STATIC@) +set(GGML_NATIVE @GGML_NATIVE@) +set(GGML_LTO @GGML_LTO@) +set(GGML_CCACHE @GGML_CCACHE@) +set(GGML_AVX @GGML_AVX@) +set(GGML_AVX2 @GGML_AVX2@) +set(GGML_AVX512 @GGML_AVX512@) +set(GGML_AVX512_VBMI @GGML_AVX512_VBMI@) +set(GGML_AVX512_VNNI @GGML_AVX512_VNNI@) +set(GGML_AVX512_BF16 @GGML_AVX512_BF16@) +set(GGML_AMX_TILE @GGML_AMX_TILE@) +set(GGML_AMX_INT8 @GGML_AMX_INT8@) +set(GGML_AMX_BF16 @GGML_AMX_BF16@) +set(GGML_FMA @GGML_FMA@) +set(GGML_LASX @GGML_LASX@) +set(GGML_LSX @GGML_LSX@) +set(GGML_RVV @GGML_RVV@) +set(GGML_SVE @GGML_SVE@) + +set(GGML_ACCELERATE @GGML_ACCELERATE@) +set(GGML_OPENMP @GGML_OPENMP@) +set(GGML_CPU_HBM @GGML_CPU_HBM@) +set(GGML_BLAS_VENDOR @GGML_BLAS_VENDOR@) + +set(GGML_CUDA_FORCE_MMQ @GGML_CUDA_FORCE_MMQ@) +set(GGML_CUDA_FORCE_CUBLAS @GGML_CUDA_FORCE_CUBLAS@) +set(GGML_CUDA_F16 @GGML_CUDA_F16@) +set(GGML_CUDA_PEER_MAX_BATCH_SIZE @GGML_CUDA_PEER_MAX_BATCH_SIZE@) +set(GGML_CUDA_NO_PEER_COPY @GGML_CUDA_NO_PEER_COPY@) +set(GGML_CUDA_NO_VMM @GGML_CUDA_NO_VMM@) +set(GGML_CUDA_FA_ALL_QUANTS @GGML_CUDA_FA_ALL_QUANTS@) +set(GGML_CUDA_GRAPHS @GGML_CUDA_GRAPHS@) + +set(GGML_HIP_UMA @GGML_HIP_UMA@) + +set(GGML_VULKAN_CHECK_RESULTS @GGML_VULKAN_CHECK_RESULTS@) +set(GGML_VULKAN_DEBUG @GGML_VULKAN_DEBUG@) +set(GGML_VULKAN_MEMORY_DEBUG @GGML_VULKAN_MEMORY_DEBUG@) +set(GGML_VULKAN_SHADER_DEBUG_INFO @GGML_VULKAN_SHADER_DEBUG_INFO@) +set(GGML_VULKAN_PERF @GGML_VULKAN_PERF@) +set(GGML_VULKAN_VALIDATE @GGML_VULKAN_VALIDATE@) +set(GGML_VULKAN_RUN_TESTS @GGML_VULKAN_RUN_TESTS@) + +set(GGML_METAL_USE_BF16 @GGML_METAL_USE_BF16@) +set(GGML_METAL_NDEBUG @GGML_METAL_NDEBUG@) +set(GGML_METAL_SHADER_DEBUG @GGML_METAL_SHADER_DEBUG@) +set(GGML_METAL_EMBED_LIBRARY @GGML_METAL_EMBED_LIBRARY@) +set(GGML_METAL_MACOSX_VERSION_MIN @GGML_METAL_MACOSX_VERSION_MIN@) +set(GGML_METAL_STD @GGML_METAL_STD@) + +set(GGML_SYCL_F16 @GGML_SYCL_F16@) +set(GGML_SYCL_TARGET @GGML_SYCL_TARGET@) +set(GGML_SYCL_DEVICE_ARCH @GGML_SYCL_DEVICE_ARCH@) + + @PACKAGE_INIT@ set_and_check(LLAMA_INCLUDE_DIR "@PACKAGE_LLAMA_INCLUDE_INSTALL_DIR@") set_and_check(LLAMA_LIB_DIR "@PACKAGE_LLAMA_LIB_INSTALL_DIR@") set_and_check(LLAMA_BIN_DIR "@PACKAGE_LLAMA_BIN_INSTALL_DIR@") -find_package(ggml REQUIRED HINTS ${LLAMA_LIB_DIR}/cmake) +find_package(Threads REQUIRED) + +set(_llama_transient_defines "@GGML_TRANSIENT_DEFINES@") +set(_llama_link_deps "") +set(_llama_link_opts "") +foreach(_ggml_lib ggml ggml-base) + string(REPLACE "-" "_" _ggml_lib_var "${_ggml_lib}_LIBRARY") + find_library(${_ggml_lib_var} ${_ggml_lib} + REQUIRED + HINTS ${LLAMA_LIB_DIR} + NO_CMAKE_FIND_ROOT_PATH + ) + list(APPEND _llama_link_deps "${${_ggml_lib_var}}") + message(STATUS "Found ${${_ggml_lib_var}}") +endforeach() + +foreach(backend amx blas cann cpu cuda hip kompute metal musa rpc sycl vulkan) + string(TOUPPER "GGML_${backend}" backend_id) + set(_ggml_lib "ggml-${backend}") + string(REPLACE "-" "_" _ggml_lib_var "${_ggml_lib}_LIBRARY") + + find_library(${_ggml_lib_var} ${_ggml_lib} + HINTS ${LLAMA_LIB_DIR} + NO_CMAKE_FIND_ROOT_PATH + ) + if(${_ggml_lib_var}) + list(APPEND _llama_link_deps "${${_ggml_lib_var}}") + set(${backend_id} ON) + message(STATUS "Found backend ${${_ggml_lib_var}}") + else() + set(${backend_id} OFF) + endif() +endforeach() + +if (NOT LLAMA_SHARED_LIB) + if (APPLE AND GGML_ACCELERATE) + find_library(ACCELERATE_FRAMEWORK Accelerate REQUIRED) + list(APPEND _llama_link_deps ${ACCELERATE_FRAMEWORK}) + endif() + + if (GGML_OPENMP) + find_package(OpenMP REQUIRED) + list(APPEND _llama_link_deps OpenMP::OpenMP_C OpenMP::OpenMP_CXX) + endif() + + if (GGML_CPU_HBM) + find_library(memkind memkind REQUIRED) + list(APPEND _llama_link_deps memkind) + endif() + + if (GGML_BLAS) + find_package(BLAS REQUIRED) + list(APPEND _llama_link_deps ${BLAS_LIBRARIES}) + list(APPEND _llama_link_opts ${BLAS_LINKER_FLAGS}) + endif() + + if (GGML_CUDA) + find_package(CUDAToolkit REQUIRED) + endif() + + if (GGML_METAL) + find_library(FOUNDATION_LIBRARY Foundation REQUIRED) + find_library(METAL_FRAMEWORK Metal REQUIRED) + find_library(METALKIT_FRAMEWORK MetalKit REQUIRED) + list(APPEND _llama_link_deps ${FOUNDATION_LIBRARY} + ${METAL_FRAMEWORK} ${METALKIT_FRAMEWORK}) + endif() + + if (GGML_VULKAN) + find_package(Vulkan REQUIRED) + list(APPEND _llama_link_deps Vulkan::Vulkan) + endif() + + if (GGML_HIP) + find_package(hip REQUIRED) + find_package(hipblas REQUIRED) + find_package(rocblas REQUIRED) + list(APPEND _llama_link_deps hip::host roc::rocblas roc::hipblas) + endif() + + if (GGML_SYCL) + find_package(DNNL) + if (${DNNL_FOUND} AND GGML_SYCL_TARGET STREQUAL "INTEL") + list(APPEND _llama_link_deps DNNL::dnnl) + endif() + if (WIN32) + find_package(IntelSYCL REQUIRED) + find_package(MKL REQUIRED) + list(APPEND _llama_link_deps IntelSYCL::SYCL_CXX MKL::MKL MKL::MKL_SYCL) + endif() + endif() +endif() find_library(llama_LIBRARY llama REQUIRED @@ -21,10 +167,12 @@ add_library(llama UNKNOWN IMPORTED) set_target_properties(llama PROPERTIES INTERFACE_INCLUDE_DIRECTORIES "${LLAMA_INCLUDE_DIR}" - INTERFACE_LINK_LIBRARIES "ggml::ggml;ggml::ggml-base;" + INTERFACE_LINK_LIBRARIES "${_llama_link_deps}" + INTERFACE_LINK_OPTIONS "${_llama_link_opts}" + INTERFACE_COMPILE_DEFINITIONS "${_llama_transient_defines}" IMPORTED_LINK_INTERFACE_LANGUAGES "CXX" IMPORTED_LOCATION "${llama_LIBRARY}" - INTERFACE_COMPILE_FEATURES c_std_90 - POSITION_INDEPENDENT_CODE ON) + INTERFACE_COMPILE_FEATURES cxx_std_11 + POSITION_INDEPENDENT_CODE ON ) check_required_components(Llama) diff --git a/cmake/llama.pc.in b/cmake/llama.pc.in index 6fb58b5f6..0b2b6bcfa 100644 --- a/cmake/llama.pc.in +++ b/cmake/llama.pc.in @@ -1,10 +1,10 @@ prefix=@CMAKE_INSTALL_PREFIX@ -exec_prefix=@CMAKE_INSTALL_PREFIX@ -libdir=@CMAKE_INSTALL_FULL_LIBDIR@ -includedir=@CMAKE_INSTALL_FULL_INCLUDEDIR@ +exec_prefix=${prefix} +libdir=${exec_prefix}/lib +includedir=${prefix}/include Name: llama Description: Port of Facebook's LLaMA model in C/C++ -Version: @LLAMA_INSTALL_VERSION@ -Libs: -L${libdir} -lggml -lggml-base -lllama +Version: @PROJECT_VERSION@ +Libs: -L${libdir} -lggml -lggml-base -lllama Cflags: -I${includedir} diff --git a/common/CMakeLists.txt b/common/CMakeLists.txt index e61015d2a..df1cdf9a5 100644 --- a/common/CMakeLists.txt +++ b/common/CMakeLists.txt @@ -56,19 +56,14 @@ add_library(${TARGET} STATIC arg.cpp arg.h base64.hpp - chat.cpp - chat.hpp - chat-template.hpp common.cpp common.h console.cpp console.h json-schema-to-grammar.cpp json.hpp - llguidance.cpp log.cpp log.h - minja.hpp ngram-cache.cpp ngram-cache.h sampling.cpp @@ -92,33 +87,6 @@ if (LLAMA_CURL) set(LLAMA_COMMON_EXTRA_LIBS ${LLAMA_COMMON_EXTRA_LIBS} ${CURL_LIBRARY}) endif () -if (LLAMA_LLGUIDANCE) - include(ExternalProject) - set(LLGUIDANCE_SRC ${CMAKE_BINARY_DIR}/llguidance/source) - set(LLGUIDANCE_PATH ${LLGUIDANCE_SRC}/target/release) - ExternalProject_Add(llguidance_ext - GIT_REPOSITORY https://github.com/guidance-ai/llguidance - # v0.6.12: - GIT_TAG ced1c9023d47ec194fa977932d35ce65c2ebfc09 - PREFIX ${CMAKE_BINARY_DIR}/llguidance - SOURCE_DIR ${LLGUIDANCE_SRC} - BUILD_IN_SOURCE TRUE - CONFIGURE_COMMAND "" - BUILD_COMMAND cargo build --release - INSTALL_COMMAND "" - BUILD_BYPRODUCTS ${LLGUIDANCE_PATH}/libllguidance.a ${LLGUIDANCE_PATH}/llguidance.h - UPDATE_COMMAND "" - ) - target_compile_definitions(${TARGET} PUBLIC LLAMA_USE_LLGUIDANCE) - - add_library(llguidance STATIC IMPORTED) - set_target_properties(llguidance PROPERTIES IMPORTED_LOCATION ${LLGUIDANCE_PATH}/libllguidance.a) - add_dependencies(llguidance llguidance_ext) - - target_include_directories(${TARGET} PRIVATE ${LLGUIDANCE_PATH}) - set(LLAMA_COMMON_EXTRA_LIBS ${LLAMA_COMMON_EXTRA_LIBS} llguidance) -endif () - target_include_directories(${TARGET} PUBLIC .) target_compile_features (${TARGET} PUBLIC cxx_std_17) target_link_libraries (${TARGET} PRIVATE ${LLAMA_COMMON_EXTRA_LIBS} PUBLIC llama Threads::Threads) diff --git a/common/arg.cpp b/common/arg.cpp index 152f671ab..126970950 100644 --- a/common/arg.cpp +++ b/common/arg.cpp @@ -325,14 +325,6 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context throw std::invalid_argument("error: either --embedding or --reranking can be specified, but not both"); } - if (!params.chat_template.empty() && !common_chat_verify_template(params.chat_template, params.use_jinja)) { - throw std::runtime_error(string_format( - "error: the supplied chat template is not supported: %s%s\n", - params.chat_template.c_str(), - params.use_jinja ? "" : "\nnote: llama.cpp was started without --jinja, we only support commonly used templates" - )); - } - return true; } @@ -877,7 +869,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.warmup = false; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_EMBEDDING})); + ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER})); add_opt(common_arg( {"--spm-infill"}, string_format( @@ -1465,28 +1457,15 @@ common_params_context common_params_parser_init(common_params & params, llama_ex {"--list-devices"}, "print list of available devices and exit", [](common_params &) { - std::vector rpc_devices; - std::vector all_devices; + printf("Available devices:\n"); for (size_t i = 0; i < ggml_backend_dev_count(); ++i) { auto * dev = ggml_backend_dev_get(i); if (ggml_backend_dev_type(dev) == GGML_BACKEND_DEVICE_TYPE_GPU) { - ggml_backend_reg_t reg = ggml_backend_dev_backend_reg(dev); - if (ggml_backend_reg_name(reg) == std::string("RPC")) { - rpc_devices.push_back(dev); - } else { - all_devices.push_back(dev); - } + size_t free, total; + ggml_backend_dev_memory(dev, &free, &total); + printf(" %s: %s (%zu MiB, %zu MiB free)\n", ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), total / 1024 / 1024, free / 1024 / 1024); } } - // insert RPC devices in front - all_devices.insert(all_devices.begin(), rpc_devices.begin(), rpc_devices.end()); - printf("Available devices:\n"); - for (size_t i = 0; i < all_devices.size(); ++i) { - auto * dev = all_devices[i]; - size_t free, total; - ggml_backend_dev_memory(dev, &free, &total); - printf(" %s: %s (%zu MiB, %zu MiB free)\n", ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), total / 1024 / 1024, free / 1024 / 1024); - } exit(0); } )); @@ -1968,44 +1947,24 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } } ).set_examples({LLAMA_EXAMPLE_SERVER})); - add_opt(common_arg( - {"--jinja"}, - "use jinja template for chat (default: disabled)", - [](common_params & params) { - params.use_jinja = true; - } - ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MAIN}).set_env("LLAMA_ARG_JINJA")); add_opt(common_arg( {"--chat-template"}, "JINJA_TEMPLATE", string_format( "set custom jinja chat template (default: template taken from model's metadata)\n" "if suffix/prefix are specified, template will be disabled\n" - "only commonly used templates are accepted (unless --jinja is set before this flag):\n" "list of built-in templates:\n%s", list_builtin_chat_templates().c_str() ), [](common_params & params, const std::string & value) { + if (!common_chat_verify_template(value)) { + throw std::runtime_error(string_format( + "error: the supplied chat template is not supported: %s\n" + "note: llama.cpp does not use jinja parser, we only support commonly used templates\n", + value.c_str() + )); + } params.chat_template = value; } ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CHAT_TEMPLATE")); - add_opt(common_arg( - {"--chat-template-file"}, "JINJA_TEMPLATE_FILE", - string_format( - "set custom jinja chat template file (default: template taken from model's metadata)\n" - "if suffix/prefix are specified, template will be disabled\n" - "only commonly used templates are accepted (unless --jinja is set before this flag):\n" - "list of built-in templates:\n%s", list_builtin_chat_templates().c_str() - ), - [](common_params & params, const std::string & value) { - std::ifstream file(value); - if (!file) { - throw std::runtime_error(string_format("error: failed to open file '%s'\n", value.c_str())); - } - std::copy( - std::istreambuf_iterator(file), - std::istreambuf_iterator(), - std::back_inserter(params.chat_template)); - } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CHAT_TEMPLATE_FILE")); add_opt(common_arg( {"-sps", "--slot-prompt-similarity"}, "SIMILARITY", string_format("how much the prompt of a request must match the prompt of a slot in order to use that slot (default: %.2f, 0.0 = disabled)\n", params.slot_prompt_similarity), @@ -2324,47 +2283,5 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } ).set_examples({LLAMA_EXAMPLE_TTS})); - add_opt(common_arg( - {"--embd-bge-small-en-default"}, - string_format("use default bge-small-en-v1.5 model (note: can download weights from the internet)"), - [](common_params & params) { - params.hf_repo = "ggml-org/bge-small-en-v1.5-Q8_0-GGUF"; - params.hf_file = "bge-small-en-v1.5-q8_0.gguf"; - params.pooling_type = LLAMA_POOLING_TYPE_NONE; - params.embd_normalize = 2; - params.n_ctx = 512; - params.verbose_prompt = true; - params.embedding = true; - } - ).set_examples({LLAMA_EXAMPLE_EMBEDDING, LLAMA_EXAMPLE_SERVER})); - - add_opt(common_arg( - {"--embd-e5-small-en-default"}, - string_format("use default e5-small-v2 model (note: can download weights from the internet)"), - [](common_params & params) { - params.hf_repo = "ggml-org/e5-small-v2-Q8_0-GGUF"; - params.hf_file = "e5-small-v2-q8_0.gguf"; - params.pooling_type = LLAMA_POOLING_TYPE_NONE; - params.embd_normalize = 2; - params.n_ctx = 512; - params.verbose_prompt = true; - params.embedding = true; - } - ).set_examples({LLAMA_EXAMPLE_EMBEDDING, LLAMA_EXAMPLE_SERVER})); - - add_opt(common_arg( - {"--embd-gte-small-default"}, - string_format("use default gte-small model (note: can download weights from the internet)"), - [](common_params & params) { - params.hf_repo = "ggml-org/gte-small-Q8_0-GGUF"; - params.hf_file = "gte-small-q8_0.gguf"; - params.pooling_type = LLAMA_POOLING_TYPE_NONE; - params.embd_normalize = 2; - params.n_ctx = 512; - params.verbose_prompt = true; - params.embedding = true; - } - ).set_examples({LLAMA_EXAMPLE_EMBEDDING, LLAMA_EXAMPLE_SERVER})); - return ctx_arg; } diff --git a/common/chat-template.hpp b/common/chat-template.hpp deleted file mode 100644 index 882ba41bd..000000000 --- a/common/chat-template.hpp +++ /dev/null @@ -1,529 +0,0 @@ -/* - Copyright 2024 Google LLC - - Use of this source code is governed by an MIT-style - license that can be found in the LICENSE file or at - https://opensource.org/licenses/MIT. -*/ -// SPDX-License-Identifier: MIT -#pragma once - -#include "minja.hpp" -#include -#include -#include - -using json = nlohmann::ordered_json; - -namespace minja { - -struct chat_template_caps { - bool supports_tools = false; - bool supports_tool_calls = false; - bool supports_tool_responses = false; - bool supports_system_role = false; - bool supports_parallel_tool_calls = false; - bool supports_tool_call_id = false; - // meta-llama/Llama-3.1-8B-Instruct expects arguments to be an object. - // Most other templates (and OpenAI's API) expect the arguments object to be stringified. - bool requires_object_arguments = false; - // CohereForAI/c4ai-command-r-plus simple variant - bool requires_non_null_content = false; - // MiniMaxAI/MiniMax-Text-01 special - bool requires_typed_content = false; -}; - -struct chat_template_inputs { - nlohmann::ordered_json messages; - nlohmann::ordered_json tools; - bool add_generation_prompt = true; - nlohmann::ordered_json extra_context; - std::chrono::system_clock::time_point now = std::chrono::system_clock::now(); -}; - -struct chat_template_options { - bool apply_polyfills = true; - bool use_bos_token = true; - bool use_eos_token = true; - bool define_strftime_now = true; - - bool polyfill_tools = true; - bool polyfill_tool_call_examples = true; - bool polyfill_tool_calls = true; - bool polyfill_tool_responses = true; - bool polyfill_system_role = true; - bool polyfill_object_arguments = true; - bool polyfill_typed_content = true; -}; - -class chat_template { - - private: - chat_template_caps caps_; - std::string source_; - std::string bos_token_; - std::string eos_token_; - std::shared_ptr template_root_; - std::string tool_call_example_; - - std::string try_raw_render( - const nlohmann::ordered_json & messages, - const nlohmann::ordered_json & tools, - bool add_generation_prompt, - const nlohmann::ordered_json & extra_context = nlohmann::ordered_json()) const - { - try { - chat_template_inputs inputs; - inputs.messages = messages; - inputs.tools = tools; - inputs.add_generation_prompt = add_generation_prompt; - inputs.extra_context = extra_context; - // Use fixed date for tests - inputs.now = std::chrono::system_clock::from_time_t(0); - - chat_template_options opts; - opts.apply_polyfills = false; - - auto prompt = apply(inputs, opts); - // fprintf(stderr, "try_raw_render: %s\n", prompt.c_str()); - return prompt; - } catch (const std::exception & e) { - // fprintf(stderr, "try_raw_render error: %s\n", e.what()); - return ""; - } - } - - public: - - chat_template(const std::string & source, const std::string & bos_token, const std::string & eos_token) - : source_(source), bos_token_(bos_token), eos_token_(eos_token) - { - template_root_ = minja::Parser::parse(source_, { - /* .trim_blocks = */ true, - /* .lstrip_blocks = */ true, - /* .keep_trailing_newline = */ false, - }); - - auto contains = [](const std::string & haystack, const std::string & needle) { - return haystack.find(needle) != std::string::npos; - }; - - const std::string user_needle = ""; - const std::string sys_needle = ""; - const json dummy_str_user_msg = {{"role", "user"}, {"content", user_needle}}; - const json dummy_typed_user_msg = {{"role", "user"}, {"content", json::array({{{"type", "text"}, {"text", user_needle}}})}}; - - caps_.requires_typed_content = - !contains(try_raw_render(json::array({dummy_str_user_msg}), {}, false), user_needle) - && contains(try_raw_render(json::array({dummy_typed_user_msg}), {}, false), user_needle); - - const auto dummy_user_msg = caps_.requires_typed_content - ? dummy_typed_user_msg - : dummy_str_user_msg; - const json needle_system_msg = { - {"role", "system"}, - {"content", caps_.requires_typed_content ? json::array({{{"type", "text"}, {"text", sys_needle}}}) : json(sys_needle)}, - }; - - caps_.supports_system_role = contains(try_raw_render({needle_system_msg, dummy_user_msg,}, {}, false), sys_needle); - - auto out = try_raw_render(json::array({ - dummy_user_msg - }), json::array({ - { - {"name", "some_tool"}, - {"type", "function"}, - {"function", { - {"name", "some_tool"}, - {"description", "Some tool."}, - {"parameters", { - {"type", "object"}, - {"properties", { - {"arg", { - {"type", "string"}, - {"description", "Some argument."}, - }}, - }}, - {"required", json::array({ "arg" })}, - }}, - }}, - }, - }), false); - caps_.supports_tools = contains(out, "some_tool"); - - auto make_tool_calls_msg = [&](const json & tool_calls) { - return json { - {"role", "assistant"}, - {"content", nullptr}, - {"tool_calls", tool_calls}, - }; - }; - auto make_tool_call = [](const std::string & tool_name, const json & arguments) { - return json { - {"id", "call_1___"}, - {"type", "function"}, - {"function", { - {"arguments", arguments}, - {"name", tool_name}, - }}, - }; - }; - const json dummy_args_obj {{"argument_needle", "print('Hello, World!')"}}; - - // Note: the arguments are rendered in both cases, but may be double-escaped, which we don't want. - out = try_raw_render(json::array({ - dummy_user_msg, - make_tool_calls_msg(json::array({make_tool_call("ipython", dummy_args_obj.dump())})), - }), {}, false); - auto tool_call_renders_str_arguments = contains(out, "\"argument_needle\":") || contains(out, "'argument_needle':"); - out = try_raw_render(json::array({ - dummy_user_msg, - make_tool_calls_msg(json::array({make_tool_call("ipython", dummy_args_obj)})), - }), {}, false); - auto tool_call_renders_obj_arguments = contains(out, "\"argument_needle\":") || contains(out, "'argument_needle':"); - - caps_.supports_tool_calls = tool_call_renders_str_arguments || tool_call_renders_obj_arguments; - caps_.requires_object_arguments = !tool_call_renders_str_arguments && tool_call_renders_obj_arguments; - auto out_empty = try_raw_render(json::array({dummy_user_msg, {{"role", "assistant"}, {"content", ""}}}), {}, false); - auto out_null = try_raw_render(json::array({dummy_user_msg, {{"role", "assistant"}, {"content", nullptr}}}), {}, false); - caps_.requires_non_null_content = contains(out_empty, user_needle) && !contains(out_null, user_needle); - - if (caps_.supports_tool_calls) { - auto dummy_args = caps_.requires_object_arguments ? dummy_args_obj : json(dummy_args_obj.dump()); - auto tc1 = make_tool_call("test_tool1", dummy_args); - auto tc2 = make_tool_call("test_tool2", dummy_args); - auto out = try_raw_render(json::array({ - dummy_user_msg, - make_tool_calls_msg(json::array({tc1, tc2})), - }), {}, false); - caps_.supports_parallel_tool_calls = contains(out, "test_tool1") && contains(out, "test_tool2"); - - out = try_raw_render(json::array({ - dummy_user_msg, - make_tool_calls_msg(json::array({tc1})), - { - {"role", "tool"}, - {"name", "test_tool1"}, - {"content", "Some response!"}, - {"tool_call_id", "call_911_"}, - } - }), {}, false); - caps_.supports_tool_responses = contains(out, "Some response!"); - caps_.supports_tool_call_id = contains(out, "call_911_"); - } - - try { - if (!caps_.supports_tools) { - const json user_msg { - {"role", "user"}, - {"content", "Hey"}, - }; - const json args { - {"arg1", "some_value"}, - }; - const json tool_call_msg { - {"role", "assistant"}, - {"content", nullptr}, - {"tool_calls", json::array({ - { - // TODO: detect if requires numerical id or fixed length == 6 like Nemo - {"id", "call_1___"}, - {"type", "function"}, - {"function", { - {"name", "tool_name"}, - {"arguments", (caps_.requires_object_arguments ? args : json(minja::Value(args).dump(-1, /* to_json= */ true)))}, - }}, - }, - })}, - }; - std::string prefix, full; - { - chat_template_inputs inputs; - inputs.messages = json::array({user_msg}); - inputs.add_generation_prompt = true; - prefix = apply(inputs); - } - { - chat_template_inputs inputs; - inputs.messages = json::array({user_msg, tool_call_msg}); - inputs.add_generation_prompt = false; - full = apply(inputs); - } - auto eos_pos_last = full.rfind(eos_token_); - if (eos_pos_last == prefix.size() - eos_token_.size() || - (full[full.size() - 1] == '\n' && (eos_pos_last == full.size() - eos_token_.size() - 1))) { - full = full.substr(0, eos_pos_last); - } - size_t common_prefix_length = 0; - for (size_t i = 0; i < prefix.size() && i < full.size(); ++i) { - if (prefix[i] != full[i]) { - break; - } - if (prefix[i] == '<') { - // DeepSeek R1's template (as of 20250209) adds a trailing if add_generation_prompt, - // but it removes thinking tags for past messages. - // The prefix and full strings diverge at vs. <｜tool▁calls▁begin｜>, we avoid consuming the leading <. - continue; - } - common_prefix_length = i + 1; - } - auto example = full.substr(common_prefix_length); - if (example.find("tool_name") == std::string::npos && example.find("some_value") == std::string::npos) { - fprintf(stderr, "Failed to infer a tool call example (possible template bug)\n"); - } else { - tool_call_example_ = example; - } - } - } catch (const std::exception & e) { - fprintf(stderr, "Failed to generate tool call example: %s\n", e.what()); - } - } - - const std::string & source() const { return source_; } - const std::string & bos_token() const { return bos_token_; } - const std::string & eos_token() const { return eos_token_; } - const chat_template_caps & original_caps() const { return caps_; } - - // Deprecated, please use the form with chat_template_inputs and chat_template_options - std::string apply( - const nlohmann::ordered_json & messages, - const nlohmann::ordered_json & tools, - bool add_generation_prompt, - const nlohmann::ordered_json & extra_context = nlohmann::ordered_json(), - bool apply_polyfills = true) - { - fprintf(stderr, "[%s] Deprecated!\n", __func__); - chat_template_inputs inputs; - inputs.messages = messages; - inputs.tools = tools; - inputs.add_generation_prompt = add_generation_prompt; - inputs.extra_context = extra_context; - inputs.now = std::chrono::system_clock::now(); - - chat_template_options opts; - opts.apply_polyfills = apply_polyfills; - - return apply(inputs, opts); - } - - std::string apply( - const chat_template_inputs & inputs, - const chat_template_options & opts = chat_template_options()) const - { - json actual_messages; - - auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); - auto has_tool_calls = false; - auto has_tool_responses = false; - auto has_string_content = false; - for (const auto & message : inputs.messages) { - if (message.contains("tool_calls") && !message["tool_calls"].is_null()) { - has_tool_calls = true; - } - if (message.contains("role") && message["role"] == "tool") { - has_tool_responses = true; - } - if (message.contains("content") && message["content"].is_string()) { - has_string_content = true; - } - } - - auto polyfill_system_role = opts.polyfill_system_role && !caps_.supports_system_role; - auto polyfill_tools = opts.polyfill_tools && has_tools && !caps_.supports_tools; - auto polyfill_tool_call_example = polyfill_tools && opts.polyfill_tool_call_examples; - auto polyfill_tool_calls = opts.polyfill_tool_calls && has_tool_calls && !caps_.supports_tool_calls; - auto polyfill_tool_responses = opts.polyfill_tool_responses && has_tool_responses && !caps_.supports_tool_responses; - auto polyfill_object_arguments = opts.polyfill_object_arguments && has_tool_calls && caps_.requires_object_arguments; - auto polyfill_typed_content = opts.polyfill_typed_content && has_string_content && caps_.requires_typed_content; - - auto needs_polyfills = opts.apply_polyfills && (false - || polyfill_system_role - || polyfill_tools - || polyfill_tool_calls - || polyfill_tool_responses - || polyfill_object_arguments - || polyfill_typed_content - ); - - if (needs_polyfills) { - actual_messages = json::array(); - - auto add_message = [&](const json & msg) { - if (polyfill_typed_content && msg.contains("content") && !msg.at("content").is_null() && msg.at("content").is_string()) { - actual_messages.push_back({ - {"role", msg.at("role")}, - {"content", {{ - {"type", "text"}, - {"text", msg.at("content")}, - }}}, - }); - } else { - actual_messages.push_back(msg); - } - }; - - std::string pending_system; - auto flush_sys = [&]() { - if (!pending_system.empty()) { - add_message({ - {"role", "user"}, - {"content", pending_system}, - }); - pending_system.clear(); - } - }; - - json adjusted_messages; - if (polyfill_tools) { - adjusted_messages = add_system(inputs.messages, - "You can call any of the following tools to satisfy the user's requests: " + minja::Value(inputs.tools).dump(2, /* to_json= */ true) + - (!polyfill_tool_call_example || tool_call_example_.empty() ? "" : "\n\nExample tool call syntax:\n\n" + tool_call_example_ + "\n\n")); - } else { - adjusted_messages = inputs.messages; - } - - for (const auto & message_ : adjusted_messages) { - auto message = message_; - if (!message.contains("role") || !message.contains("content")) { - throw std::runtime_error("message must have 'role' and 'content' fields: " + message.dump()); - } - std::string role = message.at("role"); - - if (message.contains("tool_calls")) { - if (polyfill_object_arguments || polyfill_tool_calls) { - for (auto & tool_call : message.at("tool_calls")) { - if (tool_call["type"] == "function") { - auto & function = tool_call.at("function"); - auto & arguments = function.at("arguments"); - if (arguments.is_string()) { - try { - arguments = json::parse(arguments.get()); - } catch (const std::exception & ecvt) { - fprintf(stderr, "Failed to parse arguments: %s\n", ecvt.what()); - } - } - } - } - } - if (polyfill_tool_calls) { - auto content = message.at("content"); - auto tool_calls = json::array(); - for (const auto & tool_call : message.at("tool_calls")) { - if (tool_call.at("type") != "function") { - continue; - } - const auto & function = tool_call.at("function"); - auto tc = json { - {"name", function.at("name")}, - {"arguments", function.at("arguments")}, - }; - if (tool_call.contains("id")) { - tc["id"] = tool_call["id"]; - } - tool_calls.push_back(tc); - } - auto obj = json { - {"tool_calls", tool_calls}, - }; - if (!content.is_null() && content != "") { - obj["content"] = content; - } - message["content"] = obj.dump(2); - message.erase("tool_calls"); - } - } - if (polyfill_tool_responses && role == "tool") { - message["role"] = "user"; - auto obj = json { - {"tool_response", { - {"content", message.at("content")}, - }}, - }; - if (message.contains("name")) { - obj["tool_response"]["name"] = message.at("name"); - } - if (message.contains("tool_call_id")) { - obj["tool_response"]["tool_call_id"] = message.at("tool_call_id"); - } - message["content"] = obj.dump(2); - message.erase("name"); - } - - if (!message["content"].is_null() && polyfill_system_role) { - std::string content = message.at("content"); - if (role == "system") { - if (!pending_system.empty()) pending_system += "\n"; - pending_system += content; - continue; - } else { - if (role == "user") { - if (!pending_system.empty()) { - message["content"] = pending_system + (content.empty() ? "" : "\n" + content); - pending_system.clear(); - } - } else { - flush_sys(); - } - } - } - add_message(message); - } - flush_sys(); - } else { - actual_messages = inputs.messages; - } - - auto context = minja::Context::make(json({ - {"messages", actual_messages}, - {"add_generation_prompt", inputs.add_generation_prompt}, - })); - context->set("bos_token", opts.use_bos_token ? bos_token_ : ""); - context->set("eos_token", opts.use_eos_token ? eos_token_ : ""); - if (opts.define_strftime_now) { - auto now = inputs.now; - context->set("strftime_now", Value::callable([now](const std::shared_ptr &, minja::ArgumentsValue & args) { - args.expectArgs("strftime_now", {1, 1}, {0, 0}); - auto format = args.args[0].get(); - - auto time = std::chrono::system_clock::to_time_t(now); - auto local_time = *std::localtime(&time); - std::ostringstream ss; - ss << std::put_time(&local_time, format.c_str()); - return ss.str(); - })); - } - if (!inputs.tools.is_null()) { - context->set("tools", minja::Value(inputs.tools)); - } - if (!inputs.extra_context.is_null()) { - for (auto & kv : inputs.extra_context.items()) { - context->set(kv.key(), minja::Value(kv.value())); - } - } - - auto ret = template_root_->render(context); - // fprintf(stderr, "actual_messages: %s\n", actual_messages.dump(2).c_str()); - // fprintf(stderr, "apply: %s\n\n", ret.c_str()); - return ret; - } - - static nlohmann::ordered_json add_system(const nlohmann::ordered_json & messages, const std::string & system_prompt) { - json messages_with_system = messages; - - if (messages_with_system.size() > 0 && messages_with_system[0].at("role") == "system") { - std::string existing_system = messages_with_system.at(0).at("content"); - messages_with_system[0] = json { - {"role", "system"}, - {"content", existing_system + "\n\n" + system_prompt}, - }; - } else { - messages_with_system.insert(messages_with_system.begin(), json { - {"role", "system"}, - {"content", system_prompt}, - }); - } - return messages_with_system; - } -}; - -} // namespace minja diff --git a/common/chat.cpp b/common/chat.cpp deleted file mode 100644 index ef1c6fb3d..000000000 --- a/common/chat.cpp +++ /dev/null @@ -1,966 +0,0 @@ -#include "chat.hpp" -#include "chat-template.hpp" -#include "json-schema-to-grammar.h" -#include "log.h" -#include "minja.hpp" - -std::string common_chat_format_name(common_chat_format format) { - switch (format) { - case COMMON_CHAT_FORMAT_CONTENT_ONLY: return "Content-only"; - case COMMON_CHAT_FORMAT_GENERIC: return "Generic"; - case COMMON_CHAT_FORMAT_MISTRAL_NEMO: return "Mistral Nemo"; - case COMMON_CHAT_FORMAT_LLAMA_3_X: return "Llama 3.x"; - case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS: return "Llama 3.x with builtin tools"; - case COMMON_CHAT_FORMAT_DEEPSEEK_R1: return "DeepSeek R1"; - case COMMON_CHAT_FORMAT_FIREFUNCTION_V2: return "FireFunction v2"; - case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2: return "Functionary v3.2"; - case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1: return "Functionary v3.1 Llama 3.1"; - case COMMON_CHAT_FORMAT_HERMES_2_PRO: return "Hermes 2 Pro"; - case COMMON_CHAT_FORMAT_COMMAND_R7B: return "Command R7B"; - default: - throw std::runtime_error("Unknown chat format"); - } -} - -const common_grammar_options grammar_options { - /* .dotall = */ false, - /* .compact_spaces = */ false, - // /* .compact_spaces = */ true, -}; - -static bool parse_json(std::string::const_iterator & it, const std::string::const_iterator & end, json & out) { - // // https://json.nlohmann.me/features/parsing/sax_interface/ - struct json_error_locator : public nlohmann::json_sax { - std::size_t position; - bool found_error; - - json_error_locator() : position(0), found_error(false) {} - - bool parse_error(std::size_t position, const std::string &, const json::exception &) override { - this->position = position - 1; - this->found_error = true; - return false; - } - bool null() override { return true; } - bool boolean(bool) override { return true; } - bool number_integer(number_integer_t) override { return true; } - bool number_unsigned(number_unsigned_t) override { return true; } - bool number_float(number_float_t, const string_t &) override { return true; } - bool string(string_t &) override { return true; } - bool binary(binary_t &) override { return true; } - bool start_object(std::size_t) override { return true; } - bool key(string_t &) override { return true; } - bool end_object() override { return true; } - bool start_array(std::size_t) override { return true; } - bool end_array() override { return true; } - }; - json_error_locator err_loc; - json::sax_parse(it, end, &err_loc); - - std::string::const_iterator temptative_end; - if (err_loc.found_error) { - temptative_end = it + err_loc.position; - } else { - temptative_end = end; - } - std::string json_sub {it, temptative_end}; - try { - out = json::parse(json_sub); - it = temptative_end; - return true; - } catch (const std::exception &) { - return false; - } -} - - -/** - * Takes a prefix regex that must have 1 group to capture the function name, a closing suffix, and expects json parameters in between. - * Aggregates the prefix, suffix and in-between text into the content. - */ -static common_chat_msg parse_json_tool_calls( - const std::string& input, - const std::optional & trigger_opt, - const std::regex & function_regex, - const std::regex & close_regex) { - std::smatch match; - - common_chat_msg result; - result.role = "assistant"; - - - auto end = input.end(); - auto it = input.begin(); - - if (trigger_opt) { - if (!std::regex_search(it, end, match, *trigger_opt)) { - result.content = input; - return result; - } - result.content = match.prefix().str(); - it = match.suffix().first; - } - - while (it != end) { - std::sregex_iterator rend; - std::sregex_iterator rit(it, end, function_regex); - if (rit == rend) { - fprintf(stderr, "No more tool calls found\n"); - result.content += std::string(it, end); - break; - } - auto name = rit->str(1); - result.content += std::string(it, rit->prefix().second); - it = rit->suffix().first; - - json arguments; - if (!parse_json(it, end, arguments)) { - throw std::runtime_error("Failed to parse json tool call arguments"); - } - if (!std::regex_search(it, end, match, close_regex)) { - throw std::runtime_error("Malformed input, missing closing pattern"); - } - it = match.suffix().first; - result.tool_calls.push_back({name, arguments.is_string() ? arguments.get() : arguments.dump(), /* id= */ ""}); - } - return result; -} - -static common_chat_msg parse_prefixed_json_tool_call_array(const std::string& input, const std::string & prefix, size_t rstrip_prefix = 0) { - auto content_end = input.find(prefix); - size_t tc_start = std::string::npos; - - common_chat_msg result; - result.role = "assistant"; - const auto process_tool_calls = [&](const json & tool_calls) { - for (const auto & tool_call : tool_calls) { - const auto & arguments = tool_call["arguments"]; - result.tool_calls.push_back({ - tool_call["name"], - arguments.is_string() ? arguments.get() : arguments.dump(), - tool_call.contains("id") ? tool_call["id"] : "", - }); - } - }; - if (content_end == std::string::npos) { - result.content = input; - } else { - tc_start = content_end + prefix.size() - rstrip_prefix; - result.content = input.substr(0, content_end); - auto tool_calls = json::parse(input.substr(tc_start)); - process_tool_calls(tool_calls); - } - return result; -} - -static void foreach_function(const json & tools, const std::function & fn) { - for (const auto & tool : tools) { - if (!tool.contains("type") || tool["type"] != "function" || !tool.contains("function")) { - LOG_INF("Skipping tool without function: %s", tool.dump(2).c_str()); - continue; - } - fn(tool); - } -} - -static std::string apply( - const common_chat_template & tmpl, - const nlohmann::ordered_json & messages, - const nlohmann::ordered_json & tools, - bool add_generation_prompt, - const nlohmann::ordered_json & extra_context = nlohmann::ordered_json()) -{ - minja::chat_template_inputs tmpl_inputs; - tmpl_inputs.messages = messages; - tmpl_inputs.tools = tools; - tmpl_inputs.add_generation_prompt = add_generation_prompt; - tmpl_inputs.extra_context = extra_context; - // TODO: add flag to control date/time, if only for testing purposes. - // tmpl_inputs.now = std::chrono::system_clock::now(); - - minja::chat_template_options tmpl_opts; - tmpl_opts.use_bos_token = false; - tmpl_opts.use_eos_token = false; - - return tmpl.apply(tmpl_inputs, tmpl_opts); -} - -static common_chat_params common_chat_params_init_generic(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) { - common_chat_params data; - - auto tool_call_schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool["function"]; - auto tool_schema = json { - {"type", "object"}, - {"properties", { - {"name", { - {"type", "string"}, - {"const", function["name"]}, - }}, - {"arguments", function["parameters"]}, - }}, - {"required", json::array({"name", "arguments"})}, - }; - if (function.contains("description")) { - tool_schema["description"] = function["description"]; - } - if (inputs.parallel_tool_calls) { - tool_schema["properties"]["id"] = { - {"type", "string"}, - {"minLength", 4}, - }; - tool_schema["required"].push_back("id"); - } - tool_call_schemas.emplace_back(tool_schema); - }); - const auto tool_call = - inputs.parallel_tool_calls - ? json { - {"type", "object"}, - {"properties", { - {"tool_calls", { - {"type", "array"}, - {"items", tool_call_schemas.size() == 1 ? tool_call_schemas[0] : json { - {"anyOf", tool_call_schemas}, - }}, - {"minItems", 1}, - }}, - }}, - {"required", json::array({"tool_calls"})}, - } - : json { - {"type", "object"}, - {"properties", { - {"tool_call", tool_call_schemas.size() == 1 ? tool_call_schemas[0] : json { - {"anyOf", tool_call_schemas}, - }}, - }}, - {"required", json::array({"tool_call"})}, - }; - const auto schema = - inputs.tool_choice != "required" - ? json { - {"anyOf", json::array({ - tool_call, - { - {"type", "object"}, - {"properties", { - {"response", inputs.json_schema.is_null() - ? json {{"type", "string"}} - : inputs.json_schema - }, - }}, - {"required", json::array({"response"})}, - }, - })} - } - : tool_call; - - data.grammar_lazy = false; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - builder.add_schema("root", schema); - }, grammar_options); - - auto tweaked_messages = common_chat_template::add_system( - inputs.messages, - "Respond in JSON format, either with `tool_call` (a request to call tools) or with `response` reply to the user's request"); - - data.prompt = apply(tmpl, tweaked_messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt); - data.format = COMMON_CHAT_FORMAT_GENERIC; - return data; -} -static common_chat_msg common_chat_parse_generic(const std::string & input) { - json data = json::parse(input); - common_chat_msg result; - result.role = "assistant"; - if (data.contains("tool_calls")) { - for (const auto & tool_call : data["tool_calls"]) { - result.tool_calls.push_back({ - tool_call["name"], - tool_call["arguments"].dump(), - tool_call.contains("id") ? tool_call["id"] : "", - }); - } - } else if (data.contains("tool_call")) { - result.tool_calls.push_back({ - data["tool_call"]["name"], - data["tool_call"]["arguments"].dump(), - /* id= */ "", - }); - } else if (data.contains("response")) { - const auto & response = data["response"]; - result.content = response.is_string() ? response.get() : response.dump(2); - } - return result; -} - -static common_chat_params common_chat_params_init_mistral_nemo(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) { - common_chat_params data; - data.grammar_lazy = inputs.tool_choice != "required"; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool["function"]; - schemas.push_back({ - {"type", "object"}, - {"properties", { - // Important note: the model is probably trained to take a JSON stringified arguments value. - // It's hard to constrain that for now (while reusing the JSON schema conversion), so we're just expecting a plain object. - {"name", { - {"type", "string"}, - {"const", function["name"]}, - }}, - {"arguments", function["parameters"]}, - {"id", { - {"type", "string"}, - // Nemo's template expects a 9-character alphanumeric ID. - {"pattern", "^[a-zA-Z0-9]{9}$"}, - }}, - }}, - {"required", json::array({"name", "arguments", "id"})}, - }); - }); - auto schema = json { - {"type", "array"}, - {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}}, - {"minItems", 1}, - }; - if (!inputs.parallel_tool_calls) { - schema["maxItems"] = 1; - } - builder.add_rule("root", "\"[TOOL_CALLS]\" " + builder.add_schema("tool_calls", schema)); - }, grammar_options); - data.grammar_triggers.push_back({"[TOOL_CALLS]", /* .at_start = */ true}); - data.prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt); - data.format = COMMON_CHAT_FORMAT_MISTRAL_NEMO; - return data; -} -static common_chat_msg common_chat_parse_mistral_nemo(const std::string & input) { - return parse_prefixed_json_tool_call_array(input, "[TOOL_CALLS]"); -} - -static common_chat_params common_chat_params_init_command_r7b(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) { - common_chat_params data; - data.grammar_lazy = inputs.tool_choice != "required"; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool["function"]; - schemas.push_back({ - {"type", "object"}, - {"properties", { - {"tool_call_id", { - {"type", "string"}, - // Command-R's template expects an integer string. - {"pattern", "^[0-9]{1,10}$"}, - }}, - {"tool_name", { - {"type", "string"}, - {"const", function["name"]}, - }}, - {"parameters", function["parameters"]}, - }}, - {"required", json::array({"tool_call_id", "tool_name", "parameters"})}, - }); - }); - auto schema = json { - {"type", "array"}, - {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}}, - {"minItems", 1}, - }; - if (!inputs.parallel_tool_calls) { - schema["maxItems"] = 1; - } - builder.add_rule("root", "\"<|START_ACTION|>\" " + builder.add_schema("tool_calls", schema) + " \"<|END_ACTION|>\""); - }, grammar_options); - data.grammar_triggers.push_back({"<|START_ACTION|>", /* .at_start = */ false}); - data.preserved_tokens = { - "<|START_RESPONSE|>", - "<|END_RESPONSE|>", - "<|START_THINKING|>", - "<|END_THINKING|>", - "<|END_ACTION|>", - }; - data.prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt); - data.format = COMMON_CHAT_FORMAT_COMMAND_R7B; - return data; -} -static common_chat_msg common_chat_parse_command_r7b(const std::string & input) { - static std::regex response_regex("<\\|START_RESPONSE\\|>([\\s\\S\\n\\r]*?)<\\|END_RESPONSE\\|>"); - static std::regex thought_action_regex("<\\|START_THINKING\\|>([\\s\\S\\n\\r]*?)<\\|END_THINKING\\|><\\|START_ACTION\\|>([\\s\\S\\n\\r]*?)<\\|END_ACTION\\|>"); - std::smatch match; - - common_chat_msg result; - result.role = "assistant"; - if (std::regex_match(input, match, response_regex)) { - result.content = match[1].str(); - } else if (std::regex_match(input, match, thought_action_regex)) { - result.tool_plan = match[1].str(); - auto actions_str = match[2].str(); - auto actions = json::parse(actions_str); - for (const auto & action : actions) { - result.tool_calls.push_back({ - /* .name = */ action["tool_name"], - /* .arguments = */ action["parameters"].dump(), - /* .id = */ action["tool_call_id"], - }); - } - } else { - LOG_ERR("Failed to parse command_r output"); - result.content = input; - } - return result; -} - -static void expect_tool_parameters(const std::string & name, const json & parameters, const std::vector & expected_properties) { - if (!parameters.is_object() || !parameters.contains("type") || parameters["type"] != "object" || !parameters.contains("properties") || !parameters.contains("required")) { - throw std::runtime_error("Parameters of tool " + name + " must be an object w/ required properties"); - } - const auto & parameters_properties = parameters.at("properties"); - const auto & parameters_required = parameters.at("required"); - for (const auto & prop : expected_properties) { - if (!parameters_properties.contains(prop)) { - throw std::runtime_error("Parameters of tool " + name + " is missing property: " + prop); - } - if (std::find(parameters_required.begin(), parameters_required.end(), json(prop)) == parameters_required.end()) { - throw std::runtime_error("Parameters of tool " + name + " must have property marked as required: " + prop); - } - } - if (parameters_properties.size() != expected_properties.size()) { - throw std::runtime_error("Parameters of tool " + name + " must only have these properties:" + string_join(expected_properties, ", ")); - } -} - -static common_chat_params common_chat_params_init_llama_3_1_tool_calls(const common_chat_template & tmpl, const struct common_chat_inputs & inputs, bool allow_python_tag_builtin_tools) { - auto builtin_tools = json::array(); - common_chat_params data; - data.grammar_lazy = inputs.tool_choice != "required"; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - - auto handle_builtin_tool = [&](const std::string & name, const json & parameters) { - if (name == "wolfram_alpha") { - // https://github.com/meta-llama/llama-stack/blob/main/llama_stack/providers/remote/tool_runtime/wolfram_alpha/wolfram_alpha.py - expect_tool_parameters(name, parameters, {"query"}); - } else if (name == "web_search" || name == "brave_search") { - // https://github.com/meta-llama/llama-stack/blob/main/llama_stack/providers/remote/tool_runtime/brave_search/brave_search.py - expect_tool_parameters(name, parameters, {"query"}); - } else if (name == "python" || name == "code_interpreter") { - // https://github.com/meta-llama/llama-stack/blob/main/llama_stack/providers/inline/tool_runtime/code_interpreter/code_interpreter.py - expect_tool_parameters(name, parameters, {"code"}); - } else { - return false; - } - - std::vector kvs; - for (const auto & [key, value] : parameters.at("properties").items()) { - kvs.push_back("\"" + key + "=\" " + builder.add_schema(name + "-args-" + key, value)); - } - - tool_rules.push_back( - builder.add_rule( - name + "-call", - "\"<|python_tag|>" + name + ".call(\" " + string_join(kvs, " \", \" ") + " \")\"")); - builtin_tools.push_back(name); - - return true; - }; - - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool["function"]; - std::string name = function["name"]; - auto parameters = function["parameters"]; - builder.resolve_refs(parameters); - - // https://github.com/meta-llama/llama-stack/tree/main/llama_stack/providers/remote/tool_runtime - if (allow_python_tag_builtin_tools) { - handle_builtin_tool(name, parameters); - } - tool_rules.push_back( - builder.add_rule( - name + "-call", - "\"{\" space " - "( \"\\\"type\\\":\" space \"\\\"function\\\",\" space )? " - "\"\\\"name\\\": \\\"" + name + "\\\", \\\"parameters\\\": \" " + - builder.add_schema(name + "-args", parameters) + - " \"}\"")); - data.grammar_triggers.push_back({"{\"name\": \"" + name + "\"", /* .at_start = */ true}); - }); - data.grammar_triggers.push_back({"{\"name\":", /* .at_start = */ true}); - data.grammar_triggers.push_back({"{\n \"name\":", /* .at_start = */ true}); - data.grammar_triggers.push_back({"{\n \"name\":", /* .at_start = */ true}); - data.grammar_triggers.push_back({"{\"type\": \"function\"", /* .at_start = */ true}); - data.grammar_triggers.push_back({"{\n \"type\": \"function\"", /* .at_start = */ true}); - data.grammar_triggers.push_back({"{\n \"type\": \"function\"", /* .at_start = */ true}); - if (!builtin_tools.empty()) { - data.grammar_triggers.push_back({"<|python_tag|>", /* .at_start = */ false}); - } - builder.add_rule("root", string_join(tool_rules, " | ")); - }, grammar_options); - data.additional_stops.push_back("<|eom_id|>"); - data.prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt, { - {"tools_in_user_message", false}, - {"builtin_tools", builtin_tools.empty() ? json() : builtin_tools}, - }); - data.format = allow_python_tag_builtin_tools && !builtin_tools.empty() - ? COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS - : COMMON_CHAT_FORMAT_LLAMA_3_X; - return data; -} -static common_chat_msg common_chat_parse_llama_3_1(const std::string & input, bool with_builtin_tools = false) { - // TODO: tighten & simplify the parser, don't accept leading text context. - static std::regex function_regex("\\{[\\s\\n\\r]*(?:\"type\"[\\s\\n\\r]*:[\\s\\n\\r]*\"function\"[\\s\\n\\r]*,[\\s\\n\\r]*|[\\s\\n\\r]*)\"name\"[\\s\\n\\r]*:[\\s\\n\\r]*\"([^\"]+)\"[\\s\\n\\r]*,[\\s\\n\\r]*\"parameters\": "); - static std::regex close_regex("\\}"); - static std::regex builtin_call_regex("<\\|python_tag\\|>([^.(]+)\\.call\\((.*)\\)"); - - if (with_builtin_tools) { - std::smatch match; - if (std::regex_match(input, match, builtin_call_regex)) { - auto name = match[1].str(); - auto raw_args = match[2].str(); - - // TODO: if/when builtin tools start accepting more than 1 argument, use parse_json for real parsing. - auto it_eq = raw_args.find('='); - auto arg_name = raw_args.substr(0, it_eq); - auto arg_value_str = raw_args.substr(it_eq + 1); - auto arg_value = json::parse(arg_value_str); - - return { - /* .role = */ "assistant", - /* .content = */ match.prefix().str(), - /* .tool_calls = */ { - { - /* .name = */ match[1], - /* .arguments = */ (json { - {arg_name, arg_value}, - }).dump(), - /* .id = */ "", - }, - }, - }; - } - } - return parse_json_tool_calls(input, std::nullopt, function_regex, close_regex); -} - -static common_chat_params common_chat_params_init_deepseek_r1(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) { - common_chat_params data; - data.grammar_lazy = inputs.tool_choice != "required"; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool["function"]; - std::string name = function["name"]; - auto parameters = function["parameters"]; - auto args_rule = builder.add_schema(name + "-args", parameters); - tool_rules.push_back(builder.add_rule(name + "-call", - "\"<｜tool▁call▁begin｜>function<｜tool▁sep｜>" + name + "\\n```json\\n\" " + args_rule + " \"```<｜tool▁call▁end｜>\"")); - }); - data.grammar_triggers.push_back({"<｜tool▁calls▁begin｜>", /* .at_start = */ false}); - data.preserved_tokens = { - "<｜tool▁sep｜>", - "<｜tool▁call▁end｜>", - }; - builder.add_rule("root", "\"<｜tool▁calls▁begin｜>\" (" + string_join(tool_rules, " | ") + ")" + (inputs.parallel_tool_calls ? "*" : "") + " space"); - }, grammar_options); - auto prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt); - data.prompt = prompt; - data.format = COMMON_CHAT_FORMAT_DEEPSEEK_R1; - return data; -} -static common_chat_msg common_chat_parse_deepseek_r1(const std::string & input) { - static std::regex trigger_regex("<｜tool▁calls▁begin｜>"); - static std::regex function_regex("<｜tool▁call▁begin｜>function<｜tool▁sep｜>([^\n]+)\n```json\n"); - static std::regex close_regex("```<｜tool▁call▁end｜>"); - return parse_json_tool_calls(input, trigger_regex, function_regex, close_regex); -} - -static common_chat_params common_chat_params_init_firefunction_v2(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) { - fprintf(stderr, "%s\n", __func__); - common_chat_params data; - data.prompt = apply(tmpl, inputs.messages, /* tools= */ nullptr, inputs.add_generation_prompt, { - {"datetime", "Jan 29 2025 13:00:00 GMT"}, - {"functions", json(inputs.tools.empty() ? "" : inputs.tools.dump(2))}, - }); - if (!inputs.tools.is_null() && !inputs.tools.empty()) { - data.grammar_lazy = inputs.tool_choice != "required"; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - auto schemas = json::array(); - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool["function"]; - schemas.push_back({ - {"type", "object"}, - {"properties", { - {"name", { - {"type", "string"}, - {"const", function["name"]}, - }}, - {"arguments", function["parameters"]}, - }}, - {"required", json::array({"name", "arguments", "id"})}, - }); - }); - auto schema = json { - {"type", "array"}, - {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}}, - {"minItems", 1}, - }; - if (!inputs.parallel_tool_calls) { - schema["maxItems"] = 1; - } - builder.add_rule("root", "\" functools\"? " + builder.add_schema("tool_calls", schema)); - }, grammar_options); - data.grammar_triggers.push_back({" functools[", /* .at_start = */ false}); - data.format = COMMON_CHAT_FORMAT_FIREFUNCTION_V2; - } else { - data.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - } - return data; -} -static common_chat_msg common_chat_parse_firefunction_v2(const std::string & input) { - return parse_prefixed_json_tool_call_array(input, " functools[", /* rstrip_prefix= */ 1); -} - -static common_chat_params common_chat_params_init_functionary_v3_2(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) { - // >>>all\nlet's call functions>>>fn1\n{"arg1": 1...}\n>>>fn2\n{"arg1": 1...}... - // Using ">>>f1\n", ">>>f2\n"... as trigger words for the grammar - common_chat_params data; - data.prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt); - data.format = COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2; - if (!inputs.tools.is_null() && !inputs.tools.empty()) { - data.grammar_lazy = inputs.tool_choice != "required"; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector first_tool_rules; - std::vector subsequent_tool_rules; - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool["function"]; - std::string name = function["name"]; - auto parameters = function["parameters"]; - auto args_rule = builder.add_schema(name + "-args", parameters); - first_tool_rules.push_back(builder.add_rule(name + "-call", "\"" + name + "\\n\" " + args_rule)); - subsequent_tool_rules.push_back(builder.add_rule(name + "-call2", "\">>>" + name + "\\n\" " + args_rule)); - data.grammar_triggers.push_back({name, /* .at_start = */ true}); - data.grammar_triggers.push_back({">>>" + name, /* .at_start = */ false}); - }); - auto first_rule = first_tool_rules.empty() ? "" : builder.add_rule("first_tool_call", string_join(first_tool_rules, " | ")) + " space"; - if (inputs.parallel_tool_calls) { - auto subsequent_rule = builder.add_rule("subsequent_tool_call", string_join(subsequent_tool_rules, " | ")) + " space"; - builder.add_rule("root", first_rule + " (" + subsequent_rule + ")*"); - } else { - builder.add_rule("root", first_rule); - } - - }, grammar_options); - } - return data; -} - -static bool consume(std::string::const_iterator & it, const std::string::const_iterator & end, const std::string & expected) { - auto expected_it = expected.begin(); - auto tmp_it = it; - while (tmp_it != end && expected_it != expected.end() && *tmp_it == *expected_it) { - ++tmp_it; - ++expected_it; - } - if (expected_it == expected.end()) { - it = tmp_it; - return true; - } - return false; -} - -static common_chat_msg common_chat_parse_functionary_v3_2(const std::string & input) { - static std::regex function_regex(R"((?:>>>)?(\w+)\n)"); - static std::regex close_regex(R"($|(?=>>>))"); - - std::string content; - auto it = input.begin(); - const auto end = input.end(); - - if (consume(it, end, "all\n")) { - std::smatch match; - if (std::regex_search(it, end, match, function_regex)) { - auto fun_it = match.prefix().second; - content = std::string(it, fun_it); - it = fun_it; - } else { - common_chat_msg res; - res.role = "assistant"; - res.content = std::string(it, end); - return res; - } - } - // TODO: tighten & simplify. - try { - auto res = parse_json_tool_calls(std::string(it, end), std::nullopt, function_regex, close_regex); - res.content = content + res.content; - return res; - } catch (const std::exception & e) { - LOG_ERR("Failed to parse functionary v3.2 input: %s\n", e.what()); - common_chat_msg res; - res.role = "assistant"; - res.content = input; - return res; - } -} - -static common_chat_params common_chat_params_init_functionary_v3_1_llama_3_1(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) { - // https://github.com/MeetKai/functionary/blob/main/tests/prompt_test_v3-llama3.1.txt - common_chat_params data; - json tools = inputs.tools.is_null() ? inputs.tools : json::array(); - std::string python_code_argument_name; - auto has_raw_python = false; - - data.grammar_lazy = inputs.tool_choice != "required"; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool["function"]; - const auto & parameters = function["parameters"]; - std::string name = function["name"]; - if (name == "python" || name == "ipython") { - if (!parameters.contains("type")) { - throw std::runtime_error("Missing type in python tool"); - } - has_raw_python = true; - auto type = parameters.at("type"); - if (type == "object") { - auto properties = parameters.at("properties"); - for (auto it = properties.begin(); it != properties.end(); ++it) { - if (it.value().at("type") == "string") { - if (!python_code_argument_name.empty()) { - throw std::runtime_error("Multiple string arguments found in python tool"); - } - python_code_argument_name = it.key(); - } - } - if (python_code_argument_name.empty()) { - throw std::runtime_error("No string argument found in python tool"); - } - } else if (type != "string") { - throw std::runtime_error("Invalid type in python tool: " + type.dump()); - } - } - tool_rules.push_back(builder.add_rule(name + "-call", "\"\" " + builder.add_schema(name + "-args", parameters) + " \"\" space")); - }); - if (has_raw_python) { - tool_rules.push_back(builder.add_rule("python-call", "\"<|python_tag|>\" .*")); - data.grammar_triggers.push_back({"<|python_tag|>", /* .at_start = */ false}); - } - auto tool_call = builder.add_rule("tool_call", string_join(tool_rules, " | ")) + " space"; - builder.add_rule("root", inputs.parallel_tool_calls ? "(" + tool_call + ")+" : tool_call); - data.grammar_triggers.push_back({"([\s\S\n]*)$)"); - std::smatch match; - if (std::regex_search(input, match, python_tag_regex)) { - auto code = match[1].str(); - return { - /* .role = */ "assistant", - /* .content = */ match.prefix().str(), - /* .tool_calls = */ { - { - /* .name = */ "python", - /* .arguments = */ (json {{"code", code}}).dump(), - /* .id = */ "", - }, - } - }; - } - static std::regex function_regex(R"()"); - static std::regex close_regex(R"()"); - // TODO: tighten & simplify. - return parse_json_tool_calls(input, std::nullopt, function_regex, close_regex); -} - -static common_chat_params common_chat_params_init_hermes_2_pro(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) { - common_chat_params data; - // (content)?({"name": "foo", "arguments": {"a": 1}})* - data.grammar_lazy = inputs.tool_choice != "required"; - data.grammar = build_grammar([&](const common_grammar_builder & builder) { - std::vector tool_rules; - foreach_function(inputs.tools, [&](const json & tool) { - const auto & function = tool["function"]; - std::string name = function["name"]; - auto parameters = function["parameters"]; - builder.resolve_refs(parameters); - tool_rules.push_back(builder.add_schema(name + "-call", { - {"type", "object"}, - {"properties", json { - {"name", json {{"const", name}}}, - {"arguments", parameters}, - }}, - {"required", json::array({"name", "arguments"})}, - })); - }); - auto tool_call = "\"\" space " + builder.add_rule("tool_call", string_join(tool_rules, " | ")) + " \"\" space"; - builder.add_rule("root", inputs.parallel_tool_calls ? "(" + tool_call + ")+" : tool_call); - data.grammar_triggers.push_back({"", /* .at_start = */ false}); - data.preserved_tokens = { "" }; - }, grammar_options); - - data.prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt); - data.format = COMMON_CHAT_FORMAT_HERMES_2_PRO; - return data; -} -static common_chat_msg common_chat_parse_hermes_2_pro(const std::string & input) { - try { - std::regex start_pattern(R"([\n\s]*)"); - std::regex middle_pattern(R"([\n\s]*[\n\s]*)"); - std::regex end_pattern(R"([\n\s]*[\n\s]*$)"); - - auto end = input.end(); - std::sregex_iterator rend; - std::sregex_iterator rit(input.begin(), end, start_pattern); - if (rit == rend) { - return { - /* .role = */ "assistant", - /* .content = */ input, - /* .tool_calls = */ {}, - }; - } - - common_chat_msg result; - result.role = "assistant"; - result.content = rit->prefix(); - - auto it = rit->suffix().first; - while (it != end) { - json call; - if (!parse_json(it, end, call)) { - throw std::runtime_error("Failed to parse json tool call"); - } - const auto & arguments = call["arguments"]; - result.tool_calls.push_back({ - call["name"], - arguments.dump(), - // arguments.is_string() ? arguments.get() : arguments.dump(), - /* id= */ "", - }); - rit = {it, end, middle_pattern}; - if (rit != rend) { - it = rit->suffix().first; - } else { - rit = {it, end, end_pattern}; - if (rit == rend) { - throw std::runtime_error("Malformed input, missing "); - } - break; - } - } - return result; - } catch (const std::exception & e) { - return { - /* .role = */ "assistant", - /* .content = */ input, - /* .tool_calls = */ {}, - }; - } -} - -static common_chat_params common_chat_params_init_without_tools(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) { - common_chat_params data; - data.prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt); - data.format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - data.grammar_lazy = false; - if (!inputs.json_schema.is_null()) { - if (!inputs.grammar.empty()) { - throw std::runtime_error("Either \"json_schema\" or \"grammar\" can be specified, but not both"); - } - data.grammar = json_schema_to_grammar(inputs.json_schema); - } else { - data.grammar = inputs.grammar.empty(); - } - return data; -} - -common_chat_params common_chat_params_init(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) { - auto has_tools = !inputs.tools.is_null() && inputs.tool_choice != "none"; - LOG_DBG("[%s] has_tools=%s\n", __func__, has_tools ? "true" : "false"); - - if (has_tools && !inputs.grammar.empty()) { - throw std::runtime_error("Cannot specify grammar with tools"); - } - - const auto & src = tmpl.source(); - if (src.find(">>>all") != std::string::npos) { - // Functionary prepends "all\n" to plain content outputs, so we use the parser no matter when - return common_chat_params_init_functionary_v3_2(tmpl, inputs); - } - if (src.find(" functools[") != std::string::npos) { - // Firefunction v2 requires datetime and functions in the context, even w/o tools. - return common_chat_params_init_firefunction_v2(tmpl, inputs); - } - - if (!has_tools) { - return common_chat_params_init_without_tools(tmpl, inputs); - } - - if (src.find("") != std::string::npos) { - return common_chat_params_init_hermes_2_pro(tmpl, inputs); - } - if (src.find("<|start_header_id|>") != std::string::npos - && src.find("ipython<|end_header_id|>") != std::string::npos) { - auto allow_python_tag_builtin_tools = src.find("<|python_tag|>") != std::string::npos; - return common_chat_params_init_llama_3_1_tool_calls(tmpl, inputs, allow_python_tag_builtin_tools); - } - if (src.find("<｜tool▁calls▁begin｜>") != std::string::npos) { - return common_chat_params_init_deepseek_r1(tmpl, inputs); - } - if (src.find("[TOOL_CALLS]") != std::string::npos) { - return common_chat_params_init_mistral_nemo(tmpl, inputs); - } - if (src.find("<|END_THINKING|><|START_ACTION|>") != std::string::npos) { - return common_chat_params_init_command_r7b(tmpl, inputs); - } - return common_chat_params_init_generic(tmpl, inputs); -} - -static common_chat_msg common_chat_parse_content_only(const std::string & input) { - return { - /* .role = */ "assistant", - /* .content = */ input, - /* .tool_calls = */ {}, - }; -} - -common_chat_msg common_chat_parse(const std::string & input, common_chat_format format) { - switch (format) { - case COMMON_CHAT_FORMAT_CONTENT_ONLY: - return common_chat_parse_content_only(input); - case COMMON_CHAT_FORMAT_GENERIC: - return common_chat_parse_generic(input); - case COMMON_CHAT_FORMAT_MISTRAL_NEMO: - return common_chat_parse_mistral_nemo(input); - case COMMON_CHAT_FORMAT_LLAMA_3_X: - return common_chat_parse_llama_3_1(input); - case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS: - return common_chat_parse_llama_3_1(input, /* with_builtin_tools= */ true); - case COMMON_CHAT_FORMAT_DEEPSEEK_R1: - return common_chat_parse_deepseek_r1(input); - case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2: - return common_chat_parse_functionary_v3_2(input); - case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1: - return common_chat_parse_functionary_v3_1_llama_3_1(input); - case COMMON_CHAT_FORMAT_HERMES_2_PRO: - return common_chat_parse_hermes_2_pro(input); - case COMMON_CHAT_FORMAT_FIREFUNCTION_V2: - return common_chat_parse_firefunction_v2(input); - case COMMON_CHAT_FORMAT_COMMAND_R7B: - return common_chat_parse_command_r7b(input); - default: - throw std::runtime_error("Unsupported format: " + common_chat_format_name(format)); - } -} diff --git a/common/chat.hpp b/common/chat.hpp deleted file mode 100644 index 33e64a430..000000000 --- a/common/chat.hpp +++ /dev/null @@ -1,52 +0,0 @@ -// Chat support (incl. tool call grammar constraining & output parsing) w/ generic & custom template handlers. - -#pragma once - -#include "common.h" -#include -#include -#include -#include - -using json = nlohmann::ordered_json; - -struct common_chat_inputs { - json messages; - json tools; - json tool_choice; - json json_schema; - bool parallel_tool_calls; - bool stream; - std::string grammar; - bool add_generation_prompt = true; -}; - -enum common_chat_format { - COMMON_CHAT_FORMAT_CONTENT_ONLY, - COMMON_CHAT_FORMAT_GENERIC, - COMMON_CHAT_FORMAT_MISTRAL_NEMO, - COMMON_CHAT_FORMAT_LLAMA_3_X, - COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS, - COMMON_CHAT_FORMAT_DEEPSEEK_R1, - COMMON_CHAT_FORMAT_FIREFUNCTION_V2, - COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2, - COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1, - COMMON_CHAT_FORMAT_HERMES_2_PRO, - COMMON_CHAT_FORMAT_COMMAND_R7B, - - COMMON_CHAT_FORMAT_COUNT, // Not a format, just the # formats -}; - -struct common_chat_params { - common_chat_format format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - json prompt; - std::string grammar; - bool grammar_lazy = false; - std::vector grammar_triggers; - std::vector preserved_tokens; - std::vector additional_stops; -}; - -struct common_chat_params common_chat_params_init(const common_chat_template & tmpl, const struct common_chat_inputs & params); -std::string common_chat_format_name(common_chat_format format); -common_chat_msg common_chat_parse( const std::string & input, common_chat_format format); diff --git a/common/common.cpp b/common/common.cpp index 8661e164a..451826d5d 100644 --- a/common/common.cpp +++ b/common/common.cpp @@ -12,8 +12,6 @@ #include "json.hpp" #include "json-schema-to-grammar.h" #include "llama.h" -#include "chat.hpp" -#include "chat-template.hpp" #include #include @@ -485,48 +483,6 @@ void string_replace_all(std::string & s, const std::string & search, const std:: s = std::move(builder); } -std::string string_join(const std::vector & values, const std::string & separator) { - std::ostringstream result; - for (size_t i = 0; i < values.size(); ++i) { - if (i > 0) { - result << separator; - } - result << values[i]; - } - return result.str(); -} - -std::vector string_split(const std::string & str, const std::string & delimiter) { - std::vector parts; - size_t start = 0; - size_t end = str.find(delimiter); - - while (end != std::string::npos) { - parts.push_back(str.substr(start, end - start)); - start = end + delimiter.length(); - end = str.find(delimiter, start); - } - - parts.push_back(str.substr(start)); - - return parts; -} - -std::string string_repeat(const std::string & str, size_t n) { - if (n == 0) { - return ""; - } - - std::string result; - result.reserve(str.length() * n); - - for (size_t i = 0; i < n; ++i) { - result += str; - } - - return result; -} - std::string string_from(bool value) { return value ? "true" : "false"; } @@ -1772,80 +1728,67 @@ std::string common_detokenize(const struct llama_vocab * vocab, const std::vecto // Chat template utils // -bool common_chat_verify_template(const std::string & tmpl, bool use_jinja) { - if (use_jinja) { - try { - auto chat_template = common_chat_template(tmpl, "", ""); - common_chat_inputs inputs; - inputs.messages = json::array({{ - {"role", "user"}, - {"content", "test"}, - }}); - common_chat_params_init(chat_template, inputs); - return true; - } catch (const std::exception & e) { - LOG_ERR("%s: failed to apply template: %s\n", __func__, e.what()); - return false; - } - } +std::string common_get_builtin_chat_template(const struct llama_model * model) { + const char * ptr_tmpl = llama_model_chat_template(model); + return ptr_tmpl == nullptr ? "" : ptr_tmpl; +} + +bool common_chat_verify_template(const std::string & tmpl) { llama_chat_message chat[] = {{"user", "test"}}; const int res = llama_chat_apply_template(tmpl.c_str(), chat, 1, true, nullptr, 0); return res >= 0; } -std::string common_chat_apply_template( - const common_chat_template & tmpl, +std::string common_chat_apply_template(const struct llama_model * model, + const std::string & tmpl, const std::vector & msgs, - bool add_ass, - bool use_jinja) { - if (use_jinja) { - auto messages = json::array(); - for (const auto & msg : msgs) { - messages.push_back({{"role", msg.role}, {"content", msg.content}}); - } - common_chat_inputs inputs; - inputs.messages = messages; - inputs.add_generation_prompt = add_ass; - return common_chat_params_init(tmpl, inputs).prompt; - } - + bool add_ass) { int alloc_size = 0; + bool fallback = false; // indicate if we must fallback to default chatml std::vector chat; for (const auto & msg : msgs) { chat.push_back({msg.role.c_str(), msg.content.c_str()}); alloc_size += (msg.role.size() + msg.content.size()) * 1.25; } + const char * ptr_tmpl = tmpl.empty() ? llama_model_chat_template(model) : tmpl.c_str(); std::vector buf(alloc_size); // run the first time to get the total output length - int32_t res = llama_chat_apply_template(tmpl.source().c_str(), chat.data(), chat.size(), add_ass, buf.data(), buf.size()); + int32_t res = llama_chat_apply_template(ptr_tmpl, chat.data(), chat.size(), add_ass, buf.data(), buf.size()); // error: chat template is not supported if (res < 0) { - // if the custom "tmpl" is not supported, we throw an error - // this is a bit redundant (for good), since we're not sure if user validated the custom template with llama_chat_verify_template() - throw std::runtime_error("this custom template is not supported"); + if (ptr_tmpl != nullptr) { + // if the custom "tmpl" is not supported, we throw an error + // this is a bit redundant (for good), since we're not sure if user validated the custom template with llama_chat_verify_template() + throw std::runtime_error("this custom template is not supported"); + } + + // If the built-in template is not supported, we default to chatml + res = llama_chat_apply_template("chatml", chat.data(), chat.size(), add_ass, buf.data(), buf.size()); + fallback = true; } // if it turns out that our buffer is too small, we resize it if ((size_t) res > buf.size()) { buf.resize(res); - res = llama_chat_apply_template(tmpl.source().c_str(), chat.data(), chat.size(), add_ass, buf.data(), buf.size()); + res = llama_chat_apply_template( + fallback ? "chatml" : ptr_tmpl, + chat.data(), chat.size(), add_ass, buf.data(), buf.size()); } std::string formatted_chat(buf.data(), res); return formatted_chat; } -std::string common_chat_format_single( - const common_chat_template & tmpl, +std::string common_chat_format_single(const struct llama_model * model, + const std::string & tmpl, const std::vector & past_msg, const common_chat_msg & new_msg, - bool add_ass, - bool use_jinja) { + bool add_ass) { std::ostringstream ss; - auto fmt_past_msg = past_msg.empty() ? "" : common_chat_apply_template(tmpl, past_msg, false, use_jinja); + auto fmt_past_msg = past_msg.empty() ? "" : common_chat_apply_template(model, tmpl, past_msg, false); std::vector chat_new(past_msg); // if the past_msg ends with a newline, we must preserve it in the formatted version if (add_ass && !fmt_past_msg.empty() && fmt_past_msg.back() == '\n') { @@ -1853,87 +1796,21 @@ std::string common_chat_format_single( }; // format chat with new_msg chat_new.push_back(new_msg); - auto fmt_new_msg = common_chat_apply_template(tmpl, chat_new, add_ass, use_jinja); + auto fmt_new_msg = common_chat_apply_template(model, tmpl, chat_new, add_ass); // get the diff part ss << fmt_new_msg.substr(fmt_past_msg.size(), fmt_new_msg.size() - fmt_past_msg.size()); return ss.str(); } -std::string common_chat_format_example(const common_chat_template & tmpl, bool use_jinja) { +std::string common_chat_format_example(const struct llama_model * model, + const std::string & tmpl) { std::vector msgs = { - {"system", "You are a helpful assistant", {}}, - {"user", "Hello", {}}, - {"assistant", "Hi there", {}}, - {"user", "How are you?", {}}, + {"system", "You are a helpful assistant"}, + {"user", "Hello"}, + {"assistant", "Hi there"}, + {"user", "How are you?"}, }; - return common_chat_apply_template(tmpl, msgs, true, use_jinja); -} - -#define CHATML_TEMPLATE_SRC \ - "{%- for message in messages -%}\n" \ - " {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>\n' -}}\n" \ - "{%- endfor -%}\n" \ - "{%- if add_generation_prompt -%}\n" \ - " {{- '<|im_start|>assistant\n' -}}\n" \ - "{%- endif -%}" - -common_chat_templates common_chat_templates_from_model(const struct llama_model * model, const std::string & chat_template_override) -{ - std::string default_template_src; - std::string template_tool_use_src; - - bool has_explicit_template = !chat_template_override.empty(); - if (chat_template_override.empty()) { - auto str = llama_model_chat_template(model, /* name */ nullptr); - if (str) { - default_template_src = str; - has_explicit_template = true; - } - str = llama_model_chat_template(model, /* name */ "tool_use"); - if (str) { - template_tool_use_src = str; - has_explicit_template = true; - } - } else { - default_template_src = chat_template_override; - } - if (default_template_src.empty() || default_template_src == "chatml") { - if (!template_tool_use_src.empty()) { - default_template_src = template_tool_use_src; - } else { - default_template_src = CHATML_TEMPLATE_SRC; - } - } - auto vocab = llama_model_get_vocab(model); - const auto get_token = [&](llama_token token, const char * name, const char * jinja_variable_name) { - if (token == LLAMA_TOKEN_NULL) { - if (default_template_src.find(jinja_variable_name) != std::string::npos - || template_tool_use_src.find(jinja_variable_name) != std::string::npos) { - LOG_WRN("%s: warning: vocab does not have a %s token, jinja template won't work as intended.\n", __func__, name); - } - return std::string(); - } else { - return common_token_to_piece(vocab, token, true); - } - }; - auto token_bos = get_token(llama_vocab_bos(vocab), "BOS", "bos_token"); - auto token_eos = get_token(llama_vocab_eos(vocab), "EOS", "eos_token"); - try { - return { - has_explicit_template, - std::make_unique(default_template_src, token_bos, token_eos), - template_tool_use_src.empty() - ? nullptr - : std::make_unique(template_tool_use_src, token_bos, token_eos), - }; - } catch (const std::exception & e) { - LOG_ERR("%s: failed to parse chat template: %s\n", __func__, e.what()); - return { - has_explicit_template, - std::make_unique(CHATML_TEMPLATE_SRC, token_bos, token_eos), - nullptr, - }; - } + return common_chat_apply_template(model, tmpl, msgs, true); } // diff --git a/common/common.h b/common/common.h index b208d0c7e..b2709c044 100644 --- a/common/common.h +++ b/common/common.h @@ -4,7 +4,6 @@ #include "llama-cpp.h" -#include #include #include #include @@ -110,11 +109,6 @@ enum common_conversation_mode { COMMON_CONVERSATION_MODE_AUTO = 2, }; -struct common_grammar_trigger { - std::string word; - bool at_start; -}; - // sampling parameters struct common_params_sampling { uint32_t seed = LLAMA_DEFAULT_SEED; // the seed used to initialize llama_sampler @@ -160,11 +154,7 @@ struct common_params_sampling { COMMON_SAMPLER_TYPE_TEMPERATURE, }; - std::string grammar; // optional BNF-like grammar to constrain sampling - bool grammar_lazy = false; - std::vector grammar_trigger_words; // optional trigger words to trigger lazy grammar - std::vector grammar_trigger_tokens; // optional trigger tokens to trigger lazy grammar and print trigger special tokens. - std::set preserved_tokens; + std::string grammar; // optional BNF-like grammar to constrain sampling std::vector logit_bias; // logit biases to apply @@ -344,7 +334,6 @@ struct common_params { std::string hostname = "127.0.0.1"; std::string public_path = ""; // NOLINT std::string chat_template = ""; // NOLINT - bool use_jinja = false; // NOLINT bool enable_chat_template = true; std::vector api_keys; @@ -439,10 +428,6 @@ std::string string_format(const char * fmt, ...); std::string string_strip(const std::string & str); std::string string_get_sortable_timestamp(); -std::string string_join(const std::vector & values, const std::string & separator); -std::vector string_split(const std::string & str, const std::string & delimiter); -std::string string_repeat(const std::string & str, size_t n); - void string_replace_all(std::string & s, const std::string & search, const std::string & replace); template @@ -612,57 +597,36 @@ std::string common_detokenize( // Chat template utils // -struct common_tool_call { - std::string name; - std::string arguments; - std::string id; -}; - // same with llama_chat_message, but uses std::string struct common_chat_msg { std::string role; std::string content; - std::vector tool_calls; - std::string tool_plan = ""; }; +// Get the built-in chat template for the model. Return empty string if not present. +std::string common_get_builtin_chat_template(const struct llama_model * model); + // Check if the template supplied via "--chat-template" is supported or not. Returns true if it's valid -bool common_chat_verify_template(const std::string & tmpl, bool use_jinja); - -namespace minja { - class chat_template; -} - -typedef minja::chat_template common_chat_template; - -struct common_chat_templates { - bool has_explicit_template; // Model had builtin template or template overridde was specified. - std::unique_ptr template_default; // always set (defaults to chatml) - std::unique_ptr template_tool_use; -}; +bool common_chat_verify_template(const std::string & tmpl); // CPP wrapper for llama_chat_apply_template // If the built-in template is not supported, we default to chatml // If the custom "tmpl" is not supported, we throw an error -std::string common_chat_apply_template( - const common_chat_template & tmpl, +std::string common_chat_apply_template(const struct llama_model * model, + const std::string & tmpl, const std::vector & chat, - bool add_ass, - bool use_jinja); + bool add_ass); // Format single message, while taking into account the position of that message in chat history -std::string common_chat_format_single( - const common_chat_template & tmpl, +std::string common_chat_format_single(const struct llama_model * model, + const std::string & tmpl, const std::vector & past_msg, const common_chat_msg & new_msg, - bool add_ass, - bool use_jinja); + bool add_ass); // Returns an example of formatted chat -std::string common_chat_format_example( - const common_chat_template & tmpl, bool use_jinja); - -common_chat_templates common_chat_templates_from_model(const struct llama_model * model, const std::string & chat_template_override); +std::string common_chat_format_example(const struct llama_model * model, + const std::string & tmpl); // // KV cache utils diff --git a/common/json-schema-to-grammar.cpp b/common/json-schema-to-grammar.cpp index 3ebcc3d9f..dadc18c8b 100644 --- a/common/json-schema-to-grammar.cpp +++ b/common/json-schema-to-grammar.cpp @@ -1,6 +1,4 @@ #include "json-schema-to-grammar.h" -#include "common.h" - #include #include #include @@ -13,6 +11,11 @@ using json = nlohmann::ordered_json; +template +static std::string join(Iterator begin, Iterator end, const std::string & separator); + +static std::string repeat(const std::string & str, size_t n); + static std::string build_repetition(const std::string & item_rule, int min_items, int max_items, const std::string & separator_rule = "") { auto has_max = max_items != std::numeric_limits::max(); @@ -125,8 +128,8 @@ static void _build_min_max_int(int min_value, int max_value, std::stringstream & if (sub_len > 0) { auto from_sub = from.substr(i + 1); auto to_sub = to.substr(i + 1); - auto sub_zeros = string_repeat("0", sub_len); - auto sub_nines = string_repeat("9", sub_len); + auto sub_zeros = repeat("0", sub_len); + auto sub_nines = repeat("9", sub_len); auto to_reached = false; out << "("; @@ -185,8 +188,8 @@ static void _build_min_max_int(int min_value, int max_value, std::stringstream & auto max_digits = max_s.length(); for (auto digits = min_digits; digits < max_digits; digits++) { - uniform_range(min_s, string_repeat("9", digits)); - min_s = "1" + string_repeat("0", digits); + uniform_range(min_s, repeat("9", digits)); + min_s = "1" + repeat("0", digits); out << " | "; } uniform_range(min_s, max_s); @@ -315,6 +318,49 @@ std::unordered_map GRAMMAR_LITERAL_ESCAPES = { std::unordered_set NON_LITERAL_SET = {'|', '.', '(', ')', '[', ']', '{', '}', '*', '+', '?'}; std::unordered_set ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = {'^', '$', '.', '[', ']', '(', ')', '|', '{', '}', '*', '+', '?'}; +template +std::string join(Iterator begin, Iterator end, const std::string & separator) { + std::ostringstream result; + if (begin != end) { + result << *begin; + for (Iterator it = begin + 1; it != end; ++it) { + result << separator << *it; + } + } + return result.str(); +} + +static std::vector split(const std::string & str, const std::string & delimiter) { + std::vector tokens; + size_t start = 0; + size_t end = str.find(delimiter); + + while (end != std::string::npos) { + tokens.push_back(str.substr(start, end - start)); + start = end + delimiter.length(); + end = str.find(delimiter, start); + } + + tokens.push_back(str.substr(start)); + + return tokens; +} + +static std::string repeat(const std::string & str, size_t n) { + if (n == 0) { + return ""; + } + + std::string result; + result.reserve(str.length() * n); + + for (size_t i = 0; i < n; ++i) { + result += str; + } + + return result; +} + static std::string replacePattern(const std::string & input, const std::regex & regex, const std::function & replacement) { std::smatch match; std::string result; @@ -343,7 +389,6 @@ static std::string format_literal(const std::string & literal) { class SchemaConverter { private: - friend std::string build_grammar(const std::function & cb, const common_grammar_options & options); std::function _fetch_json; bool _dotall; std::map _rules; @@ -373,7 +418,7 @@ private: for (size_t i = 0; i < alt_schemas.size(); i++) { rules.push_back(visit(alt_schemas[i], name + (name.empty() ? "alternative-" : "-") + std::to_string(i))); } - return string_join(rules, " | "); + return join(rules.begin(), rules.end(), " | "); } std::string _visit_pattern(const std::string & pattern, const std::string & name) { @@ -436,7 +481,7 @@ private: for (const auto & item : ret) { results.push_back(to_rule(item)); } - return std::make_pair(string_join(results, " "), false); + return std::make_pair(join(results.begin(), results.end(), " "), false); }; while (i < length) { @@ -494,7 +539,7 @@ private: } curly_brackets += '}'; i++; - auto nums = string_split(curly_brackets.substr(1, curly_brackets.length() - 2), ","); + auto nums = split(curly_brackets.substr(1, curly_brackets.length() - 2), ","); int min_times = 0; int max_times = std::numeric_limits::max(); try { @@ -764,11 +809,10 @@ private: public: SchemaConverter( const std::function & fetch_json, - bool dotall, - bool compact_spaces) + bool dotall) : _fetch_json(fetch_json), _dotall(dotall) { - _rules["space"] = compact_spaces ? "\" \"?" : SPACE_RULE; + _rules["space"] = SPACE_RULE; } void resolve_refs(json & schema, const std::string & url) { @@ -810,7 +854,7 @@ public: return; } std::string pointer = ref.substr(ref.find('#') + 1); - std::vector tokens = string_split(pointer, "/"); + std::vector tokens = split(pointer, "/"); for (size_t i = 1; i < tokens.size(); ++i) { std::string sel = tokens[i]; if (target.is_null() || !target.contains(sel)) { @@ -861,7 +905,7 @@ public: for (const auto & v : schema["enum"]) { enum_values.push_back(_generate_constant_rule(v)); } - return _add_rule(rule_name, "(" + string_join(enum_values, " | ") + ") space"); + return _add_rule(rule_name, "(" + join(enum_values.begin(), enum_values.end(), " | ") + ") space"); } else if ((schema_type.is_null() || schema_type == "object") && (schema.contains("properties") || (schema.contains("additionalProperties") && schema["additionalProperties"] != true))) { @@ -975,10 +1019,10 @@ public: void check_errors() { if (!_errors.empty()) { - throw std::runtime_error("JSON schema conversion failed:\n" + string_join(_errors, "\n")); + throw std::runtime_error("JSON schema conversion failed:\n" + join(_errors.begin(), _errors.end(), "\n")); } if (!_warnings.empty()) { - fprintf(stderr, "WARNING: JSON schema conversion was incomplete: %s\n", string_join(_warnings, "; ").c_str()); + fprintf(stderr, "WARNING: JSON schema conversion was incomplete: %s\n", join(_warnings.begin(), _warnings.end(), "; ").c_str()); } } @@ -991,35 +1035,11 @@ public: } }; -std::string json_schema_to_grammar(const json & schema, bool force_gbnf) { -#ifdef LLAMA_USE_LLGUIDANCE - if (!force_gbnf) { - return "%llguidance {}\nstart: %json " + schema.dump(); - } -#else - (void)force_gbnf; -#endif // LLAMA_USE_LLGUIDANCE - return build_grammar([&](const common_grammar_builder & callbacks) { - auto copy = schema; - callbacks.resolve_refs(copy); - callbacks.add_schema("", copy); - }); -} - -std::string build_grammar(const std::function & cb, const common_grammar_options & options) { - SchemaConverter converter([&](const std::string &) { return json(); }, options.dotall, options.compact_spaces); - common_grammar_builder builder { - /* .add_rule = */ [&](const std::string & name, const std::string & rule) { - return converter._add_rule(name, rule); - }, - /* .add_schema = */ [&](const std::string & name, const nlohmann::ordered_json & schema) { - return converter.visit(schema, name == "root" ? "" : name); - }, - /* .resolve_refs = */ [&](nlohmann::ordered_json & schema) { - converter.resolve_refs(schema, ""); - } - }; - cb(builder); +std::string json_schema_to_grammar(const json & schema) { + SchemaConverter converter([](const std::string &) { return json::object(); }, /* dotall= */ false); + auto copy = schema; + converter.resolve_refs(copy, "input"); + converter.visit(copy, ""); converter.check_errors(); return converter.format_grammar(); } diff --git a/common/json-schema-to-grammar.h b/common/json-schema-to-grammar.h index 62a3b0a44..41623b346 100644 --- a/common/json-schema-to-grammar.h +++ b/common/json-schema-to-grammar.h @@ -5,18 +5,4 @@ #define JSON_ASSERT GGML_ASSERT #include "json.hpp" -std::string json_schema_to_grammar(const nlohmann::ordered_json & schema, - bool force_gbnf = false); - -struct common_grammar_builder { - std::function add_rule; - std::function add_schema; - std::function resolve_refs; -}; - -struct common_grammar_options { - bool dotall = false; - bool compact_spaces = false; -}; - -std::string build_grammar(const std::function & cb, const common_grammar_options & options = {}); +std::string json_schema_to_grammar(const nlohmann::ordered_json& schema); diff --git a/common/llguidance.cpp b/common/llguidance.cpp deleted file mode 100644 index 2feeb93c8..000000000 --- a/common/llguidance.cpp +++ /dev/null @@ -1,270 +0,0 @@ -#include "sampling.h" -#include "log.h" - -#ifdef LLAMA_USE_LLGUIDANCE - -# include "llguidance.h" -# include - -struct llama_sampler_llg { - const llama_vocab * vocab; - std::string grammar_kind; - std::string grammar_data; - LlgTokenizer * tokenizer; - LlgConstraint * grammar; - LlgMaskResult llg_res; - bool has_llg_res; -}; - -static LlgConstraint * llama_sampler_llg_new(LlgTokenizer * tokenizer, const char * grammar_kind, - const char * grammar_data) { - LlgConstraintInit cinit; - llg_constraint_init_set_defaults(&cinit, tokenizer); - const char * log_level = getenv("LLGUIDANCE_LOG_LEVEL"); - if (log_level && *log_level) { - cinit.log_stderr_level = atoi(log_level); - } - auto c = llg_new_constraint_any(&cinit, grammar_kind, grammar_data); - if (llg_get_error(c)) { - LOG_ERR("llg error: %s\n", llg_get_error(c)); - llg_free_constraint(c); - return nullptr; - } - return c; -} - -static const char * llama_sampler_llg_name(const llama_sampler * /*smpl*/) { - return "llguidance"; -} - -static void llama_sampler_llg_accept_impl(llama_sampler * smpl, llama_token token) { - auto * ctx = (llama_sampler_llg *) smpl->ctx; - if (ctx->grammar) { - LlgCommitResult res; - llg_commit_token(ctx->grammar, token, &res); - ctx->has_llg_res = false; - } -} - -static void llama_sampler_llg_apply(llama_sampler * smpl, llama_token_data_array * cur_p) { - auto * ctx = (llama_sampler_llg *) smpl->ctx; - if (ctx->grammar) { - if (!ctx->has_llg_res) { - if (llg_compute_mask(ctx->grammar, &ctx->llg_res) == 0) { - ctx->has_llg_res = true; - } else { - LOG_ERR("llg error: %s\n", llg_get_error(ctx->grammar)); - llg_free_constraint(ctx->grammar); - ctx->grammar = nullptr; - } - } - if (ctx->has_llg_res) { - if (ctx->llg_res.is_stop) { - for (size_t i = 0; i < cur_p->size; ++i) { - if (!llama_vocab_is_eog(ctx->vocab, cur_p->data[i].id)) { - cur_p->data[i].logit = -INFINITY; - } - } - } else { - const uint32_t * mask = ctx->llg_res.sample_mask; - for (size_t i = 0; i < cur_p->size; ++i) { - auto token = cur_p->data[i].id; - if ((mask[token / 32] & (1 << (token % 32))) == 0) { - cur_p->data[i].logit = -INFINITY; - } - } - } - } - } -} - -static void llama_sampler_llg_reset(llama_sampler * smpl) { - auto * ctx = (llama_sampler_llg *) smpl->ctx; - if (!ctx->grammar) { - return; - } - - auto * grammar_new = llama_sampler_llg_new(ctx->tokenizer, ctx->grammar_kind.c_str(), ctx->grammar_data.c_str()); - llg_free_constraint(ctx->grammar); - ctx->grammar = grammar_new; - ctx->has_llg_res = false; -} - -static llama_sampler * llama_sampler_llg_clone(const llama_sampler * smpl) { - const auto * ctx = (const llama_sampler_llg *) smpl->ctx; - - auto * result = llama_sampler_init_llg(ctx->vocab, nullptr, nullptr); - - // copy the state - { - auto * result_ctx = (llama_sampler_llg *) result->ctx; - - if (ctx->grammar) { - result_ctx->grammar_kind = ctx->grammar_kind; - result_ctx->grammar_data = ctx->grammar_data; - result_ctx->grammar = llg_clone_constraint(ctx->grammar); - result_ctx->tokenizer = llg_clone_tokenizer(ctx->tokenizer); - } - } - - return result; -} - -static void llama_sampler_llg_free(llama_sampler * smpl) { - const auto * ctx = (llama_sampler_llg *) smpl->ctx; - - if (ctx->grammar) { - llg_free_constraint(ctx->grammar); - llg_free_tokenizer(ctx->tokenizer); - } - - delete ctx; -} - -static llama_sampler_i llama_sampler_llg_i = { - /* .name = */ llama_sampler_llg_name, - /* .accept = */ llama_sampler_llg_accept_impl, - /* .apply = */ llama_sampler_llg_apply, - /* .reset = */ llama_sampler_llg_reset, - /* .clone = */ llama_sampler_llg_clone, - /* .free = */ llama_sampler_llg_free, -}; - -static size_t llama_sampler_llg_tokenize_fn(const void * user_data, const uint8_t * bytes, size_t bytes_len, - uint32_t * output_tokens, size_t output_tokens_len) { - const llama_vocab * vocab = (const llama_vocab *) user_data; - int r = 0; - try { - r = llama_tokenize(vocab, (const char *) bytes, bytes_len, (int32_t *) output_tokens, output_tokens_len, false, - true); - } catch (const std::exception & e) { - GGML_ABORT("llama_tokenize failed: %s\n", e.what()); - } - if (r < 0) { - return -r; - } - return r; -} - -static LlgTokenizer * llama_sampler_llg_new_tokenizer(const llama_vocab * vocab) { - // TODO store the tokenizer in the vocab somehow - static const llama_vocab * vocab_cache; - static LlgTokenizer * tokenizer_cache; - - if (vocab_cache == vocab) { - return llg_clone_tokenizer(tokenizer_cache); - } - - auto tok_eos = llama_vocab_eot(vocab); - if (tok_eos == LLAMA_TOKEN_NULL) { - tok_eos = llama_vocab_eos(vocab); - } - - size_t vocab_size = llama_vocab_n_tokens(vocab); - - auto token_lens = new uint32_t[vocab_size]; - // we typically have ~7 bytes per token; let's go on the safe side here - auto token_bytes_size = vocab_size * 16 + 1024 * 1024; - auto token_bytes = new uint8_t[token_bytes_size]; - - size_t offset = 0; - for (size_t i = 0; i < vocab_size; i++) { - size_t max_token = 1024; - if (token_bytes_size - offset < max_token) { - GGML_ABORT("token_bytes buffer too small\n"); - } - - llama_token token = i; - auto dp = (char *) token_bytes + offset; - auto size = llama_detokenize(vocab, &token, 1, dp, max_token, false, false); - if (size < 0) { - GGML_ABORT("llama_detokenize failed\n"); - } - if (size == 0) { - size = llama_detokenize(vocab, &token, 1, dp + 1, max_token - 1, false, true); - if (size < 0) { - GGML_ABORT("llama_detokenize failed\n"); - } - if (size != 0) { - *dp = '\xff'; // special token prefix marker - size += 1; - } - } - - token_lens[i] = size; - offset += size; - } - - LlgTokenizerInit tinit = { - /* .vocab_size = */ (uint32_t) vocab_size, - /* .tok_eos = */ (uint32_t) tok_eos, - /* .token_lens = */ token_lens, - /* .token_bytes = */ token_bytes, - /* .tokenizer_json = */ nullptr, - /* .tokenize_assumes_string = */ true, - /* .tokenize_fn = */ llama_sampler_llg_tokenize_fn, - /* .use_approximate_greedy_tokenize_fn = */ false, - /* .tokenize_user_data = */ vocab, - }; - - char error_buffer[1024]; - LlgTokenizer * tokenizer = llg_new_tokenizer(&tinit, error_buffer, sizeof(error_buffer)); - - delete[] token_bytes; - delete[] token_lens; - - if (tokenizer == nullptr) { - LOG_ERR("llg tokenizer error: %s\n", error_buffer); - return tokenizer; - } - - if (tokenizer_cache) { - llg_free_tokenizer(tokenizer_cache); - } - vocab_cache = vocab; - tokenizer_cache = tokenizer; - - return llg_clone_tokenizer(tokenizer_cache); -} - -llama_sampler * llama_sampler_init_llg(const llama_vocab * vocab, const char * grammar_kind, - const char * grammar_data) { - auto * ctx = new llama_sampler_llg; - - if (grammar_kind != nullptr && grammar_kind[0] != '\0') { - auto tokenizer = llama_sampler_llg_new_tokenizer(vocab); - *ctx = { - /* .vocab = */ vocab, - /* .grammar_kind = */ grammar_kind, - /* .grammar_data = */ grammar_data, - /* .tokenizer = */ tokenizer, - /* .grammar = */ llama_sampler_llg_new(tokenizer, grammar_kind, grammar_data), - /* .llg_res = */ {}, - /* .has_llg_res = */ false, - }; - } else { - *ctx = { - /* .vocab = */ vocab, - /* .grammar_kind = */ {}, - /* .grammar_data = */ {}, - /* .tokenizer = */ nullptr, - /* .grammar = */ nullptr, - /* .llg_res = */ {}, - /* .has_llg_res = */ false, - }; - } - - return llama_sampler_init( - /* .iface = */ &llama_sampler_llg_i, - /* .ctx = */ ctx - ); -} - -#else - -llama_sampler * llama_sampler_init_llg(const llama_vocab *, const char *, const char *) { - LOG_WRN("llguidance (cmake -DLLAMA_LLGUIDANCE=ON) is not enabled"); - return nullptr; -} - -#endif // LLAMA_USE_LLGUIDANCE diff --git a/common/log.cpp b/common/log.cpp index 4bfbecf15..04c7c0ed1 100644 --- a/common/log.cpp +++ b/common/log.cpp @@ -14,6 +14,16 @@ void common_log_set_verbosity_thold(int verbosity) { common_log_verbosity_thold = verbosity; } +#define LOG_COL_DEFAULT "\033[0m" +#define LOG_COL_BOLD "\033[1m" +#define LOG_COL_RED "\033[31m" +#define LOG_COL_GREEN "\033[32m" +#define LOG_COL_YELLOW "\033[33m" +#define LOG_COL_BLUE "\033[34m" +#define LOG_COL_MAGENTA "\033[35m" +#define LOG_COL_CYAN "\033[36m" +#define LOG_COL_WHITE "\033[37m" + static int64_t t_us() { return std::chrono::duration_cast(std::chrono::system_clock::now().time_since_epoch()).count(); } @@ -196,7 +206,6 @@ public: vsnprintf(entry.msg.data(), entry.msg.size(), ss.str().c_str(), args_copy); } #endif - va_end(args_copy); } entry.level = level; diff --git a/common/log.h b/common/log.h index 4ebc6314b..66605cc69 100644 --- a/common/log.h +++ b/common/log.h @@ -2,17 +2,6 @@ #include "ggml.h" // for ggml_log_level -#define LOG_CLR_TO_EOL "\033[K\r" -#define LOG_COL_DEFAULT "\033[0m" -#define LOG_COL_BOLD "\033[1m" -#define LOG_COL_RED "\033[31m" -#define LOG_COL_GREEN "\033[32m" -#define LOG_COL_YELLOW "\033[33m" -#define LOG_COL_BLUE "\033[34m" -#define LOG_COL_MAGENTA "\033[35m" -#define LOG_COL_CYAN "\033[36m" -#define LOG_COL_WHITE "\033[37m" - #ifndef __GNUC__ # define LOG_ATTRIBUTE_FORMAT(...) #elif defined(__MINGW32__) diff --git a/common/minja.hpp b/common/minja.hpp deleted file mode 100644 index c58dd66e0..000000000 --- a/common/minja.hpp +++ /dev/null @@ -1,2883 +0,0 @@ -/* - Copyright 2024 Google LLC - - Use of this source code is governed by an MIT-style - license that can be found in the LICENSE file or at - https://opensource.org/licenses/MIT. -*/ -// SPDX-License-Identifier: MIT -#pragma once - -#include -#include -#include -#include -#include -#include -#include -#include -#include - -using json = nlohmann::ordered_json; - -namespace minja { - -class Context; - -struct Options { - bool trim_blocks; // removes the first newline after a block - bool lstrip_blocks; // removes leading whitespace on the line of the block - bool keep_trailing_newline; // don't remove last newline -}; - -struct ArgumentsValue; - -inline std::string normalize_newlines(const std::string & s) { -#ifdef _WIN32 - static const std::regex nl_regex("\r\n"); - return std::regex_replace(s, nl_regex, "\n"); -#else - return s; -#endif -} - -/* Values that behave roughly like in Python. */ -class Value : public std::enable_shared_from_this { -public: - using CallableType = std::function &, ArgumentsValue &)>; - using FilterType = std::function &, ArgumentsValue &)>; - -private: - using ObjectType = nlohmann::ordered_map; // Only contains primitive keys - using ArrayType = std::vector; - - std::shared_ptr array_; - std::shared_ptr object_; - std::shared_ptr callable_; - json primitive_; - - Value(const std::shared_ptr & array) : array_(array) {} - Value(const std::shared_ptr & object) : object_(object) {} - Value(const std::shared_ptr & callable) : object_(std::make_shared()), callable_(callable) {} - - /* Python-style string repr */ - static void dump_string(const json & primitive, std::ostringstream & out, char string_quote = '\'') { - if (!primitive.is_string()) throw std::runtime_error("Value is not a string: " + primitive.dump()); - auto s = primitive.dump(); - if (string_quote == '"' || s.find('\'') != std::string::npos) { - out << s; - return; - } - // Reuse json dump, just changing string quotes - out << string_quote; - for (size_t i = 1, n = s.size() - 1; i < n; ++i) { - if (s[i] == '\\' && s[i + 1] == '"') { - out << '"'; - i++; - } else if (s[i] == string_quote) { - out << '\\' << string_quote; - } else { - out << s[i]; - } - } - out << string_quote; - } - void dump(std::ostringstream & out, int indent = -1, int level = 0, bool to_json = false) const { - auto print_indent = [&](int level) { - if (indent > 0) { - out << "\n"; - for (int i = 0, n = level * indent; i < n; ++i) out << ' '; - } - }; - auto print_sub_sep = [&]() { - out << ','; - if (indent < 0) out << ' '; - else print_indent(level + 1); - }; - - auto string_quote = to_json ? '"' : '\''; - - if (is_null()) out << "null"; - else if (array_) { - out << "["; - print_indent(level + 1); - for (size_t i = 0; i < array_->size(); ++i) { - if (i) print_sub_sep(); - (*array_)[i].dump(out, indent, level + 1, to_json); - } - print_indent(level); - out << "]"; - } else if (object_) { - out << "{"; - print_indent(level + 1); - for (auto begin = object_->begin(), it = begin; it != object_->end(); ++it) { - if (it != begin) print_sub_sep(); - if (it->first.is_string()) { - dump_string(it->first, out, string_quote); - } else { - out << string_quote << it->first.dump() << string_quote; - } - out << ": "; - it->second.dump(out, indent, level + 1, to_json); - } - print_indent(level); - out << "}"; - } else if (callable_) { - throw std::runtime_error("Cannot dump callable to JSON"); - } else if (is_boolean() && !to_json) { - out << (this->to_bool() ? "True" : "False"); - } else if (is_string() && !to_json) { - dump_string(primitive_, out, string_quote); - } else { - out << primitive_.dump(); - } - } - -public: - Value() {} - Value(const bool& v) : primitive_(v) {} - Value(const int64_t & v) : primitive_(v) {} - Value(const double& v) : primitive_(v) {} - Value(const std::nullptr_t &) {} - Value(const std::string & v) : primitive_(v) {} - Value(const char * v) : primitive_(std::string(v)) {} - - Value(const json & v) { - if (v.is_object()) { - auto object = std::make_shared(); - for (auto it = v.begin(); it != v.end(); ++it) { - (*object)[it.key()] = it.value(); - } - object_ = std::move(object); - } else if (v.is_array()) { - auto array = std::make_shared(); - for (const auto& item : v) { - array->push_back(Value(item)); - } - array_ = array; - } else { - primitive_ = v; - } - } - - std::vector keys() { - if (!object_) throw std::runtime_error("Value is not an object: " + dump()); - std::vector res; - for (const auto& item : *object_) { - res.push_back(item.first); - } - return res; - } - - size_t size() const { - if (is_object()) return object_->size(); - if (is_array()) return array_->size(); - if (is_string()) return primitive_.get().length(); - throw std::runtime_error("Value is not an array or object: " + dump()); - } - - static Value array(const std::vector values = {}) { - auto array = std::make_shared(); - for (const auto& item : values) { - array->push_back(item); - } - return Value(array); - } - static Value object(const std::shared_ptr object = std::make_shared()) { - return Value(object); - } - static Value callable(const CallableType & callable) { - return Value(std::make_shared(callable)); - } - - void insert(size_t index, const Value& v) { - if (!array_) - throw std::runtime_error("Value is not an array: " + dump()); - array_->insert(array_->begin() + index, v); - } - void push_back(const Value& v) { - if (!array_) - throw std::runtime_error("Value is not an array: " + dump()); - array_->push_back(v); - } - Value pop(const Value& index) { - if (is_array()) { - if (array_->empty()) - throw std::runtime_error("pop from empty list"); - if (index.is_null()) { - auto ret = array_->back(); - array_->pop_back(); - return ret; - } else if (!index.is_number_integer()) { - throw std::runtime_error("pop index must be an integer: " + index.dump()); - } else { - auto i = index.get(); - if (i < 0 || i >= static_cast(array_->size())) - throw std::runtime_error("pop index out of range: " + index.dump()); - auto it = array_->begin() + (i < 0 ? array_->size() + i : i); - auto ret = *it; - array_->erase(it); - return ret; - } - } else if (is_object()) { - if (!index.is_hashable()) - throw std::runtime_error("Unashable type: " + index.dump()); - auto it = object_->find(index.primitive_); - if (it == object_->end()) - throw std::runtime_error("Key not found: " + index.dump()); - auto ret = it->second; - object_->erase(it); - return ret; - } else { - throw std::runtime_error("Value is not an array or object: " + dump()); - } - } - Value get(const Value& key) { - if (array_) { - if (!key.is_number_integer()) { - return Value(); - } - auto index = key.get(); - return array_->at(index < 0 ? array_->size() + index : index); - } else if (object_) { - if (!key.is_hashable()) throw std::runtime_error("Unashable type: " + dump()); - auto it = object_->find(key.primitive_); - if (it == object_->end()) return Value(); - return it->second; - } - return Value(); - } - void set(const Value& key, const Value& value) { - if (!object_) throw std::runtime_error("Value is not an object: " + dump()); - if (!key.is_hashable()) throw std::runtime_error("Unashable type: " + dump()); - (*object_)[key.primitive_] = value; - } - Value call(const std::shared_ptr & context, ArgumentsValue & args) const { - if (!callable_) throw std::runtime_error("Value is not callable: " + dump()); - return (*callable_)(context, args); - } - - bool is_object() const { return !!object_; } - bool is_array() const { return !!array_; } - bool is_callable() const { return !!callable_; } - bool is_null() const { return !object_ && !array_ && primitive_.is_null() && !callable_; } - bool is_boolean() const { return primitive_.is_boolean(); } - bool is_number_integer() const { return primitive_.is_number_integer(); } - bool is_number_float() const { return primitive_.is_number_float(); } - bool is_number() const { return primitive_.is_number(); } - bool is_string() const { return primitive_.is_string(); } - bool is_iterable() const { return is_array() || is_object() || is_string(); } - - bool is_primitive() const { return !array_ && !object_ && !callable_; } - bool is_hashable() const { return is_primitive(); } - - bool empty() const { - if (is_null()) - throw std::runtime_error("Undefined value or reference"); - if (is_string()) return primitive_.empty(); - if (is_array()) return array_->empty(); - if (is_object()) return object_->empty(); - return false; - } - - void for_each(const std::function & callback) const { - if (is_null()) - throw std::runtime_error("Undefined value or reference"); - if (array_) { - for (auto& item : *array_) { - callback(item); - } - } else if (object_) { - for (auto & item : *object_) { - Value key(item.first); - callback(key); - } - } else if (is_string()) { - for (char c : primitive_.get()) { - auto val = Value(std::string(1, c)); - callback(val); - } - } else { - throw std::runtime_error("Value is not iterable: " + dump()); - } - } - - bool to_bool() const { - if (is_null()) return false; - if (is_boolean()) return get(); - if (is_number()) return get() != 0; - if (is_string()) return !get().empty(); - if (is_array()) return !empty(); - return true; - } - - int64_t to_int() const { - if (is_null()) return 0; - if (is_boolean()) return get() ? 1 : 0; - if (is_number()) return static_cast(get()); - if (is_string()) { - try { - return std::stol(get()); - } catch (const std::exception &) { - return 0; - } - } - return 0; - } - - bool operator<(const Value & other) const { - if (is_null()) - throw std::runtime_error("Undefined value or reference"); - if (is_number() && other.is_number()) return get() < other.get(); - if (is_string() && other.is_string()) return get() < other.get(); - throw std::runtime_error("Cannot compare values: " + dump() + " < " + other.dump()); - } - bool operator>=(const Value & other) const { return !(*this < other); } - - bool operator>(const Value & other) const { - if (is_null()) - throw std::runtime_error("Undefined value or reference"); - if (is_number() && other.is_number()) return get() > other.get(); - if (is_string() && other.is_string()) return get() > other.get(); - throw std::runtime_error("Cannot compare values: " + dump() + " > " + other.dump()); - } - bool operator<=(const Value & other) const { return !(*this > other); } - - bool operator==(const Value & other) const { - if (callable_ || other.callable_) { - if (callable_.get() != other.callable_.get()) return false; - } - if (array_) { - if (!other.array_) return false; - if (array_->size() != other.array_->size()) return false; - for (size_t i = 0; i < array_->size(); ++i) { - if (!(*array_)[i].to_bool() || !(*other.array_)[i].to_bool() || (*array_)[i] != (*other.array_)[i]) return false; - } - return true; - } else if (object_) { - if (!other.object_) return false; - if (object_->size() != other.object_->size()) return false; - for (const auto& item : *object_) { - if (!item.second.to_bool() || !other.object_->count(item.first) || item.second != other.object_->at(item.first)) return false; - } - return true; - } else { - return primitive_ == other.primitive_; - } - } - bool operator!=(const Value & other) const { return !(*this == other); } - - bool contains(const char * key) const { return contains(std::string(key)); } - bool contains(const std::string & key) const { - if (array_) { - return false; - } else if (object_) { - return object_->find(key) != object_->end(); - } else { - throw std::runtime_error("contains can only be called on arrays and objects: " + dump()); - } - } - bool contains(const Value & value) const { - if (is_null()) - throw std::runtime_error("Undefined value or reference"); - if (array_) { - for (const auto& item : *array_) { - if (item.to_bool() && item == value) return true; - } - return false; - } else if (object_) { - if (!value.is_hashable()) throw std::runtime_error("Unashable type: " + value.dump()); - return object_->find(value.primitive_) != object_->end(); - } else { - throw std::runtime_error("contains can only be called on arrays and objects: " + dump()); - } - } - void erase(size_t index) { - if (!array_) throw std::runtime_error("Value is not an array: " + dump()); - array_->erase(array_->begin() + index); - } - void erase(const std::string & key) { - if (!object_) throw std::runtime_error("Value is not an object: " + dump()); - object_->erase(key); - } - const Value& at(const Value & index) const { - return const_cast(this)->at(index); - } - Value& at(const Value & index) { - if (!index.is_hashable()) throw std::runtime_error("Unashable type: " + dump()); - if (is_array()) return array_->at(index.get()); - if (is_object()) return object_->at(index.primitive_); - throw std::runtime_error("Value is not an array or object: " + dump()); - } - const Value& at(size_t index) const { - return const_cast(this)->at(index); - } - Value& at(size_t index) { - if (is_null()) - throw std::runtime_error("Undefined value or reference"); - if (is_array()) return array_->at(index); - if (is_object()) return object_->at(index); - throw std::runtime_error("Value is not an array or object: " + dump()); - } - - template - T get(const std::string & key, T default_value) const { - if (!contains(key)) return default_value; - return at(key).get(); - } - - template - T get() const { - if (is_primitive()) return primitive_.get(); - throw std::runtime_error("get not defined for this value type: " + dump()); - } - - std::string dump(int indent=-1, bool to_json=false) const { - std::ostringstream out; - dump(out, indent, 0, to_json); - return out.str(); - } - - Value operator-() const { - if (is_number_integer()) - return -get(); - else - return -get(); - } - std::string to_str() const { - if (is_string()) return get(); - if (is_number_integer()) return std::to_string(get()); - if (is_number_float()) return std::to_string(get()); - if (is_boolean()) return get() ? "True" : "False"; - if (is_null()) return "None"; - return dump(); - } - Value operator+(const Value& rhs) const { - if (is_string() || rhs.is_string()) { - return to_str() + rhs.to_str(); - } else if (is_number_integer() && rhs.is_number_integer()) { - return get() + rhs.get(); - } else if (is_array() && rhs.is_array()) { - auto res = Value::array(); - for (const auto& item : *array_) res.push_back(item); - for (const auto& item : *rhs.array_) res.push_back(item); - return res; - } else { - return get() + rhs.get(); - } - } - Value operator-(const Value& rhs) const { - if (is_number_integer() && rhs.is_number_integer()) - return get() - rhs.get(); - else - return get() - rhs.get(); - } - Value operator*(const Value& rhs) const { - if (is_string() && rhs.is_number_integer()) { - std::ostringstream out; - for (int64_t i = 0, n = rhs.get(); i < n; ++i) { - out << to_str(); - } - return out.str(); - } - else if (is_number_integer() && rhs.is_number_integer()) - return get() * rhs.get(); - else - return get() * rhs.get(); - } - Value operator/(const Value& rhs) const { - if (is_number_integer() && rhs.is_number_integer()) - return get() / rhs.get(); - else - return get() / rhs.get(); - } - Value operator%(const Value& rhs) const { - return get() % rhs.get(); - } -}; - -struct ArgumentsValue { - std::vector args; - std::vector> kwargs; - - bool has_named(const std::string & name) { - for (const auto & p : kwargs) { - if (p.first == name) return true; - } - return false; - } - - Value get_named(const std::string & name) { - for (const auto & [key, value] : kwargs) { - if (key == name) return value; - } - return Value(); - } - - bool empty() { - return args.empty() && kwargs.empty(); - } - - void expectArgs(const std::string & method_name, const std::pair & pos_count, const std::pair & kw_count) { - if (args.size() < pos_count.first || args.size() > pos_count.second || kwargs.size() < kw_count.first || kwargs.size() > kw_count.second) { - std::ostringstream out; - out << method_name << " must have between " << pos_count.first << " and " << pos_count.second << " positional arguments and between " << kw_count.first << " and " << kw_count.second << " keyword arguments"; - throw std::runtime_error(out.str()); - } - } -}; - -template <> -inline json Value::get() const { - if (is_primitive()) return primitive_; - if (is_null()) return json(); - if (array_) { - std::vector res; - for (const auto& item : *array_) { - res.push_back(item.get()); - } - return res; - } - if (object_) { - json res = json::object(); - for (const auto& [key, value] : *object_) { - if (key.is_string()) { - res[key.get()] = value.get(); - } else if (key.is_primitive()) { - res[key.dump()] = value.get(); - } else { - throw std::runtime_error("Invalid key type for conversion to JSON: " + key.dump()); - } - } - if (is_callable()) { - res["__callable__"] = true; - } - return res; - } - throw std::runtime_error("get not defined for this value type: " + dump()); -} - -} // namespace minja - -namespace std { - template <> - struct hash { - size_t operator()(const minja::Value & v) const { - if (!v.is_hashable()) - throw std::runtime_error("Unsupported type for hashing: " + v.dump()); - return std::hash()(v.get()); - } - }; -} // namespace std - -namespace minja { - -static std::string error_location_suffix(const std::string & source, size_t pos) { - auto get_line = [&](size_t line) { - auto start = source.begin(); - for (size_t i = 1; i < line; ++i) { - start = std::find(start, source.end(), '\n') + 1; - } - auto end = std::find(start, source.end(), '\n'); - return std::string(start, end); - }; - auto start = source.begin(); - auto end = source.end(); - auto it = start + pos; - auto line = std::count(start, it, '\n') + 1; - auto max_line = std::count(start, end, '\n') + 1; - auto col = pos - std::string(start, it).rfind('\n'); - std::ostringstream out; - out << " at row " << line << ", column " << col << ":\n"; - if (line > 1) out << get_line(line - 1) << "\n"; - out << get_line(line) << "\n"; - out << std::string(col - 1, ' ') << "^\n"; - if (line < max_line) out << get_line(line + 1) << "\n"; - - return out.str(); -} - -class Context : public std::enable_shared_from_this { - protected: - Value values_; - std::shared_ptr parent_; - public: - Context(Value && values, const std::shared_ptr & parent = nullptr) : values_(std::move(values)), parent_(parent) { - if (!values_.is_object()) throw std::runtime_error("Context values must be an object: " + values_.dump()); - } - virtual ~Context() {} - - static std::shared_ptr builtins(); - static std::shared_ptr make(Value && values, const std::shared_ptr & parent = builtins()); - - std::vector keys() { - return values_.keys(); - } - virtual Value get(const Value & key) { - if (values_.contains(key)) return values_.at(key); - if (parent_) return parent_->get(key); - return Value(); - } - virtual Value & at(const Value & key) { - if (values_.contains(key)) return values_.at(key); - if (parent_) return parent_->at(key); - throw std::runtime_error("Undefined variable: " + key.dump()); - } - virtual bool contains(const Value & key) { - if (values_.contains(key)) return true; - if (parent_) return parent_->contains(key); - return false; - } - virtual void set(const Value & key, const Value & value) { - values_.set(key, value); - } -}; - -struct Location { - std::shared_ptr source; - size_t pos; -}; - -class Expression { -protected: - virtual Value do_evaluate(const std::shared_ptr & context) const = 0; -public: - using Parameters = std::vector>>; - - Location location; - - Expression(const Location & location) : location(location) {} - virtual ~Expression() = default; - - Value evaluate(const std::shared_ptr & context) const { - try { - return do_evaluate(context); - } catch (const std::exception & e) { - std::ostringstream out; - out << e.what(); - if (location.source) out << error_location_suffix(*location.source, location.pos); - throw std::runtime_error(out.str()); - } - } -}; - -class VariableExpr : public Expression { - std::string name; -public: - VariableExpr(const Location & location, const std::string& n) - : Expression(location), name(n) {} - std::string get_name() const { return name; } - Value do_evaluate(const std::shared_ptr & context) const override { - if (!context->contains(name)) { - return Value(); - } - return context->at(name); - } -}; - -static void destructuring_assign(const std::vector & var_names, const std::shared_ptr & context, Value& item) { - if (var_names.size() == 1) { - Value name(var_names[0]); - context->set(name, item); - } else { - if (!item.is_array() || item.size() != var_names.size()) { - throw std::runtime_error("Mismatched number of variables and items in destructuring assignment"); - } - for (size_t i = 0; i < var_names.size(); ++i) { - context->set(var_names[i], item.at(i)); - } - } -} - -enum SpaceHandling { Keep, Strip, StripSpaces, StripNewline }; - -class TemplateToken { -public: - enum class Type { Text, Expression, If, Else, Elif, EndIf, For, EndFor, Generation, EndGeneration, Set, EndSet, Comment, Macro, EndMacro, Filter, EndFilter, Break, Continue }; - - static std::string typeToString(Type t) { - switch (t) { - case Type::Text: return "text"; - case Type::Expression: return "expression"; - case Type::If: return "if"; - case Type::Else: return "else"; - case Type::Elif: return "elif"; - case Type::EndIf: return "endif"; - case Type::For: return "for"; - case Type::EndFor: return "endfor"; - case Type::Set: return "set"; - case Type::EndSet: return "endset"; - case Type::Comment: return "comment"; - case Type::Macro: return "macro"; - case Type::EndMacro: return "endmacro"; - case Type::Filter: return "filter"; - case Type::EndFilter: return "endfilter"; - case Type::Generation: return "generation"; - case Type::EndGeneration: return "endgeneration"; - case Type::Break: return "break"; - case Type::Continue: return "continue"; - } - return "Unknown"; - } - - TemplateToken(Type type, const Location & location, SpaceHandling pre, SpaceHandling post) : type(type), location(location), pre_space(pre), post_space(post) {} - virtual ~TemplateToken() = default; - - Type type; - Location location; - SpaceHandling pre_space = SpaceHandling::Keep; - SpaceHandling post_space = SpaceHandling::Keep; -}; - -struct TextTemplateToken : public TemplateToken { - std::string text; - TextTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post, const std::string& t) : TemplateToken(Type::Text, location, pre, post), text(t) {} -}; - -struct ExpressionTemplateToken : public TemplateToken { - std::shared_ptr expr; - ExpressionTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post, std::shared_ptr && e) : TemplateToken(Type::Expression, location, pre, post), expr(std::move(e)) {} -}; - -struct IfTemplateToken : public TemplateToken { - std::shared_ptr condition; - IfTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post, std::shared_ptr && c) : TemplateToken(Type::If, location, pre, post), condition(std::move(c)) {} -}; - -struct ElifTemplateToken : public TemplateToken { - std::shared_ptr condition; - ElifTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post, std::shared_ptr && c) : TemplateToken(Type::Elif, location, pre, post), condition(std::move(c)) {} -}; - -struct ElseTemplateToken : public TemplateToken { - ElseTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post) : TemplateToken(Type::Else, location, pre, post) {} -}; - -struct EndIfTemplateToken : public TemplateToken { - EndIfTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post) : TemplateToken(Type::EndIf, location, pre, post) {} -}; - -struct MacroTemplateToken : public TemplateToken { - std::shared_ptr name; - Expression::Parameters params; - MacroTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post, std::shared_ptr && n, Expression::Parameters && p) - : TemplateToken(Type::Macro, location, pre, post), name(std::move(n)), params(std::move(p)) {} -}; - -struct EndMacroTemplateToken : public TemplateToken { - EndMacroTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post) : TemplateToken(Type::EndMacro, location, pre, post) {} -}; - -struct FilterTemplateToken : public TemplateToken { - std::shared_ptr filter; - FilterTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post, std::shared_ptr && filter) - : TemplateToken(Type::Filter, location, pre, post), filter(std::move(filter)) {} -}; - -struct EndFilterTemplateToken : public TemplateToken { - EndFilterTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post) : TemplateToken(Type::EndFilter, location, pre, post) {} -}; - -struct ForTemplateToken : public TemplateToken { - std::vector var_names; - std::shared_ptr iterable; - std::shared_ptr condition; - bool recursive; - ForTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post, const std::vector & vns, std::shared_ptr && iter, - std::shared_ptr && c, bool r) - : TemplateToken(Type::For, location, pre, post), var_names(vns), iterable(std::move(iter)), condition(std::move(c)), recursive(r) {} -}; - -struct EndForTemplateToken : public TemplateToken { - EndForTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post) : TemplateToken(Type::EndFor, location, pre, post) {} -}; - -struct GenerationTemplateToken : public TemplateToken { - GenerationTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post) : TemplateToken(Type::Generation, location, pre, post) {} -}; - -struct EndGenerationTemplateToken : public TemplateToken { - EndGenerationTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post) : TemplateToken(Type::EndGeneration, location, pre, post) {} -}; - -struct SetTemplateToken : public TemplateToken { - std::string ns; - std::vector var_names; - std::shared_ptr value; - SetTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post, const std::string & ns, const std::vector & vns, std::shared_ptr && v) - : TemplateToken(Type::Set, location, pre, post), ns(ns), var_names(vns), value(std::move(v)) {} -}; - -struct EndSetTemplateToken : public TemplateToken { - EndSetTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post) : TemplateToken(Type::EndSet, location, pre, post) {} -}; - -struct CommentTemplateToken : public TemplateToken { - std::string text; - CommentTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post, const std::string& t) : TemplateToken(Type::Comment, location, pre, post), text(t) {} -}; - -enum class LoopControlType { Break, Continue }; - -class LoopControlException : public std::runtime_error { -public: - LoopControlType control_type; - LoopControlException(const std::string & message, LoopControlType control_type) : std::runtime_error(message), control_type(control_type) {} - LoopControlException(LoopControlType control_type) - : std::runtime_error((control_type == LoopControlType::Continue ? "continue" : "break") + std::string(" outside of a loop")), - control_type(control_type) {} -}; - -struct LoopControlTemplateToken : public TemplateToken { - LoopControlType control_type; - LoopControlTemplateToken(const Location & location, SpaceHandling pre, SpaceHandling post, LoopControlType control_type) : TemplateToken(Type::Break, location, pre, post), control_type(control_type) {} -}; - -class TemplateNode { - Location location_; -protected: - virtual void do_render(std::ostringstream & out, const std::shared_ptr & context) const = 0; - -public: - TemplateNode(const Location & location) : location_(location) {} - void render(std::ostringstream & out, const std::shared_ptr & context) const { - try { - do_render(out, context); - } catch (const LoopControlException & e) { - // TODO: make stack creation lazy. Only needed if it was thrown outside of a loop. - std::ostringstream err; - err << e.what(); - if (location_.source) err << error_location_suffix(*location_.source, location_.pos); - throw LoopControlException(err.str(), e.control_type); - } catch (const std::exception & e) { - std::ostringstream err; - err << e.what(); - if (location_.source) err << error_location_suffix(*location_.source, location_.pos); - throw std::runtime_error(err.str()); - } - } - const Location & location() const { return location_; } - virtual ~TemplateNode() = default; - std::string render(const std::shared_ptr & context) const { - std::ostringstream out; - render(out, context); - return out.str(); - } -}; - -class SequenceNode : public TemplateNode { - std::vector> children; -public: - SequenceNode(const Location & location, std::vector> && c) - : TemplateNode(location), children(std::move(c)) {} - void do_render(std::ostringstream & out, const std::shared_ptr & context) const override { - for (const auto& child : children) child->render(out, context); - } -}; - -class TextNode : public TemplateNode { - std::string text; -public: - TextNode(const Location & location, const std::string& t) : TemplateNode(location), text(t) {} - void do_render(std::ostringstream & out, const std::shared_ptr &) const override { - out << text; - } -}; - -class ExpressionNode : public TemplateNode { - std::shared_ptr expr; -public: - ExpressionNode(const Location & location, std::shared_ptr && e) : TemplateNode(location), expr(std::move(e)) {} - void do_render(std::ostringstream & out, const std::shared_ptr & context) const override { - if (!expr) throw std::runtime_error("ExpressionNode.expr is null"); - auto result = expr->evaluate(context); - if (result.is_string()) { - out << result.get(); - } else if (result.is_boolean()) { - out << (result.get() ? "True" : "False"); - } else if (!result.is_null()) { - out << result.dump(); - } - } -}; - -class IfNode : public TemplateNode { - std::vector, std::shared_ptr>> cascade; -public: - IfNode(const Location & location, std::vector, std::shared_ptr>> && c) - : TemplateNode(location), cascade(std::move(c)) {} - void do_render(std::ostringstream & out, const std::shared_ptr & context) const override { - for (const auto& branch : cascade) { - auto enter_branch = true; - if (branch.first) { - enter_branch = branch.first->evaluate(context).to_bool(); - } - if (enter_branch) { - if (!branch.second) throw std::runtime_error("IfNode.cascade.second is null"); - branch.second->render(out, context); - return; - } - } - } -}; - -class LoopControlNode : public TemplateNode { - LoopControlType control_type_; - public: - LoopControlNode(const Location & location, LoopControlType control_type) : TemplateNode(location), control_type_(control_type) {} - void do_render(std::ostringstream &, const std::shared_ptr &) const override { - throw LoopControlException(control_type_); - } -}; - -class ForNode : public TemplateNode { - std::vector var_names; - std::shared_ptr iterable; - std::shared_ptr condition; - std::shared_ptr body; - bool recursive; - std::shared_ptr else_body; -public: - ForNode(const Location & location, std::vector && var_names, std::shared_ptr && iterable, - std::shared_ptr && condition, std::shared_ptr && body, bool recursive, std::shared_ptr && else_body) - : TemplateNode(location), var_names(var_names), iterable(std::move(iterable)), condition(std::move(condition)), body(std::move(body)), recursive(recursive), else_body(std::move(else_body)) {} - - void do_render(std::ostringstream & out, const std::shared_ptr & context) const override { - // https://jinja.palletsprojects.com/en/3.0.x/templates/#for - if (!iterable) throw std::runtime_error("ForNode.iterable is null"); - if (!body) throw std::runtime_error("ForNode.body is null"); - - auto iterable_value = iterable->evaluate(context); - Value::CallableType loop_function; - - std::function visit = [&](Value& iter) { - auto filtered_items = Value::array(); - if (!iter.is_null()) { - if (!iterable_value.is_iterable()) { - throw std::runtime_error("For loop iterable must be iterable: " + iterable_value.dump()); - } - iterable_value.for_each([&](Value & item) { - destructuring_assign(var_names, context, item); - if (!condition || condition->evaluate(context).to_bool()) { - filtered_items.push_back(item); - } - }); - } - if (filtered_items.empty()) { - if (else_body) { - else_body->render(out, context); - } - } else { - auto loop = recursive ? Value::callable(loop_function) : Value::object(); - loop.set("length", (int64_t) filtered_items.size()); - - size_t cycle_index = 0; - loop.set("cycle", Value::callable([&](const std::shared_ptr &, ArgumentsValue & args) { - if (args.args.empty() || !args.kwargs.empty()) { - throw std::runtime_error("cycle() expects at least 1 positional argument and no named arg"); - } - auto item = args.args[cycle_index]; - cycle_index = (cycle_index + 1) % args.args.size(); - return item; - })); - auto loop_context = Context::make(Value::object(), context); - loop_context->set("loop", loop); - for (size_t i = 0, n = filtered_items.size(); i < n; ++i) { - auto & item = filtered_items.at(i); - destructuring_assign(var_names, loop_context, item); - loop.set("index", (int64_t) i + 1); - loop.set("index0", (int64_t) i); - loop.set("revindex", (int64_t) (n - i)); - loop.set("revindex0", (int64_t) (n - i - 1)); - loop.set("length", (int64_t) n); - loop.set("first", i == 0); - loop.set("last", i == (n - 1)); - loop.set("previtem", i > 0 ? filtered_items.at(i - 1) : Value()); - loop.set("nextitem", i < n - 1 ? filtered_items.at(i + 1) : Value()); - try { - body->render(out, loop_context); - } catch (const LoopControlException & e) { - if (e.control_type == LoopControlType::Break) break; - if (e.control_type == LoopControlType::Continue) continue; - } - } - } - }; - - if (recursive) { - loop_function = [&](const std::shared_ptr &, ArgumentsValue & args) { - if (args.args.size() != 1 || !args.kwargs.empty() || !args.args[0].is_array()) { - throw std::runtime_error("loop() expects exactly 1 positional iterable argument"); - } - auto & items = args.args[0]; - visit(items); - return Value(); - }; - } - - visit(iterable_value); - } -}; - -class MacroNode : public TemplateNode { - std::shared_ptr name; - Expression::Parameters params; - std::shared_ptr body; - std::unordered_map named_param_positions; -public: - MacroNode(const Location & location, std::shared_ptr && n, Expression::Parameters && p, std::shared_ptr && b) - : TemplateNode(location), name(std::move(n)), params(std::move(p)), body(std::move(b)) { - for (size_t i = 0; i < params.size(); ++i) { - const auto & name = params[i].first; - if (!name.empty()) { - named_param_positions[name] = i; - } - } - } - void do_render(std::ostringstream &, const std::shared_ptr & macro_context) const override { - if (!name) throw std::runtime_error("MacroNode.name is null"); - if (!body) throw std::runtime_error("MacroNode.body is null"); - auto callable = Value::callable([&](const std::shared_ptr & context, ArgumentsValue & args) { - auto call_context = macro_context; - std::vector param_set(params.size(), false); - for (size_t i = 0, n = args.args.size(); i < n; i++) { - auto & arg = args.args[i]; - if (i >= params.size()) throw std::runtime_error("Too many positional arguments for macro " + name->get_name()); - param_set[i] = true; - auto & param_name = params[i].first; - call_context->set(param_name, arg); - } - for (auto & [arg_name, value] : args.kwargs) { - auto it = named_param_positions.find(arg_name); - if (it == named_param_positions.end()) throw std::runtime_error("Unknown parameter name for macro " + name->get_name() + ": " + arg_name); - - call_context->set(arg_name, value); - param_set[it->second] = true; - } - // Set default values for parameters that were not passed - for (size_t i = 0, n = params.size(); i < n; i++) { - if (!param_set[i] && params[i].second != nullptr) { - auto val = params[i].second->evaluate(context); - call_context->set(params[i].first, val); - } - } - return body->render(call_context); - }); - macro_context->set(name->get_name(), callable); - } -}; - -class FilterNode : public TemplateNode { - std::shared_ptr filter; - std::shared_ptr body; - -public: - FilterNode(const Location & location, std::shared_ptr && f, std::shared_ptr && b) - : TemplateNode(location), filter(std::move(f)), body(std::move(b)) {} - - void do_render(std::ostringstream & out, const std::shared_ptr & context) const override { - if (!filter) throw std::runtime_error("FilterNode.filter is null"); - if (!body) throw std::runtime_error("FilterNode.body is null"); - auto filter_value = filter->evaluate(context); - if (!filter_value.is_callable()) { - throw std::runtime_error("Filter must be a callable: " + filter_value.dump()); - } - std::string rendered_body = body->render(context); - - ArgumentsValue filter_args = {{Value(rendered_body)}, {}}; - auto result = filter_value.call(context, filter_args); - out << result.to_str(); - } -}; - -class SetNode : public TemplateNode { - std::string ns; - std::vector var_names; - std::shared_ptr value; -public: - SetNode(const Location & location, const std::string & ns, const std::vector & vns, std::shared_ptr && v) - : TemplateNode(location), ns(ns), var_names(vns), value(std::move(v)) {} - void do_render(std::ostringstream &, const std::shared_ptr & context) const override { - if (!value) throw std::runtime_error("SetNode.value is null"); - if (!ns.empty()) { - if (var_names.size() != 1) { - throw std::runtime_error("Namespaced set only supports a single variable name"); - } - auto & name = var_names[0]; - auto ns_value = context->get(ns); - if (!ns_value.is_object()) throw std::runtime_error("Namespace '" + ns + "' is not an object"); - ns_value.set(name, this->value->evaluate(context)); - } else { - auto val = value->evaluate(context); - destructuring_assign(var_names, context, val); - } - } -}; - -class SetTemplateNode : public TemplateNode { - std::string name; - std::shared_ptr template_value; -public: - SetTemplateNode(const Location & location, const std::string & name, std::shared_ptr && tv) - : TemplateNode(location), name(name), template_value(std::move(tv)) {} - void do_render(std::ostringstream &, const std::shared_ptr & context) const override { - if (!template_value) throw std::runtime_error("SetTemplateNode.template_value is null"); - Value value { template_value->render(context) }; - context->set(name, value); - } -}; - -class IfExpr : public Expression { - std::shared_ptr condition; - std::shared_ptr then_expr; - std::shared_ptr else_expr; -public: - IfExpr(const Location & location, std::shared_ptr && c, std::shared_ptr && t, std::shared_ptr && e) - : Expression(location), condition(std::move(c)), then_expr(std::move(t)), else_expr(std::move(e)) {} - Value do_evaluate(const std::shared_ptr & context) const override { - if (!condition) throw std::runtime_error("IfExpr.condition is null"); - if (!then_expr) throw std::runtime_error("IfExpr.then_expr is null"); - if (condition->evaluate(context).to_bool()) { - return then_expr->evaluate(context); - } - if (else_expr) { - return else_expr->evaluate(context); - } - return nullptr; - } -}; - -class LiteralExpr : public Expression { - Value value; -public: - LiteralExpr(const Location & location, const Value& v) - : Expression(location), value(v) {} - Value do_evaluate(const std::shared_ptr &) const override { return value; } -}; - -class ArrayExpr : public Expression { - std::vector> elements; -public: - ArrayExpr(const Location & location, std::vector> && e) - : Expression(location), elements(std::move(e)) {} - Value do_evaluate(const std::shared_ptr & context) const override { - auto result = Value::array(); - for (const auto& e : elements) { - if (!e) throw std::runtime_error("Array element is null"); - result.push_back(e->evaluate(context)); - } - return result; - } -}; - -class DictExpr : public Expression { - std::vector, std::shared_ptr>> elements; -public: - DictExpr(const Location & location, std::vector, std::shared_ptr>> && e) - : Expression(location), elements(std::move(e)) {} - Value do_evaluate(const std::shared_ptr & context) const override { - auto result = Value::object(); - for (const auto& [key, value] : elements) { - if (!key) throw std::runtime_error("Dict key is null"); - if (!value) throw std::runtime_error("Dict value is null"); - result.set(key->evaluate(context), value->evaluate(context)); - } - return result; - } -}; - -class SliceExpr : public Expression { -public: - std::shared_ptr start, end; - SliceExpr(const Location & location, std::shared_ptr && s, std::shared_ptr && e) - : Expression(location), start(std::move(s)), end(std::move(e)) {} - Value do_evaluate(const std::shared_ptr &) const override { - throw std::runtime_error("SliceExpr not implemented"); - } -}; - -class SubscriptExpr : public Expression { - std::shared_ptr base; - std::shared_ptr index; -public: - SubscriptExpr(const Location & location, std::shared_ptr && b, std::shared_ptr && i) - : Expression(location), base(std::move(b)), index(std::move(i)) {} - Value do_evaluate(const std::shared_ptr & context) const override { - if (!base) throw std::runtime_error("SubscriptExpr.base is null"); - if (!index) throw std::runtime_error("SubscriptExpr.index is null"); - auto target_value = base->evaluate(context); - if (auto slice = dynamic_cast(index.get())) { - auto start = slice->start ? slice->start->evaluate(context).get() : 0; - auto end = slice->end ? slice->end->evaluate(context).get() : (int64_t) target_value.size(); - if (target_value.is_string()) { - std::string s = target_value.get(); - if (start < 0) start = s.size() + start; - if (end < 0) end = s.size() + end; - return s.substr(start, end - start); - } else if (target_value.is_array()) { - if (start < 0) start = target_value.size() + start; - if (end < 0) end = target_value.size() + end; - auto result = Value::array(); - for (auto i = start; i < end; ++i) { - result.push_back(target_value.at(i)); - } - return result; - } else { - throw std::runtime_error(target_value.is_null() ? "Cannot subscript null" : "Subscripting only supported on arrays and strings"); - } - } else { - auto index_value = index->evaluate(context); - if (target_value.is_null()) { - if (auto t = dynamic_cast(base.get())) { - throw std::runtime_error("'" + t->get_name() + "' is " + (context->contains(t->get_name()) ? "null" : "not defined")); - } - throw std::runtime_error("Trying to access property '" + index_value.dump() + "' on null!"); - } - return target_value.get(index_value); - } - } -}; - -class UnaryOpExpr : public Expression { -public: - enum class Op { Plus, Minus, LogicalNot, Expansion, ExpansionDict }; - std::shared_ptr expr; - Op op; - UnaryOpExpr(const Location & location, std::shared_ptr && e, Op o) - : Expression(location), expr(std::move(e)), op(o) {} - Value do_evaluate(const std::shared_ptr & context) const override { - if (!expr) throw std::runtime_error("UnaryOpExpr.expr is null"); - auto e = expr->evaluate(context); - switch (op) { - case Op::Plus: return e; - case Op::Minus: return -e; - case Op::LogicalNot: return !e.to_bool(); - case Op::Expansion: - case Op::ExpansionDict: - throw std::runtime_error("Expansion operator is only supported in function calls and collections"); - - } - throw std::runtime_error("Unknown unary operator"); - } -}; - -class BinaryOpExpr : public Expression { -public: - enum class Op { StrConcat, Add, Sub, Mul, MulMul, Div, DivDiv, Mod, Eq, Ne, Lt, Gt, Le, Ge, And, Or, In, NotIn, Is, IsNot }; -private: - std::shared_ptr left; - std::shared_ptr right; - Op op; -public: - BinaryOpExpr(const Location & location, std::shared_ptr && l, std::shared_ptr && r, Op o) - : Expression(location), left(std::move(l)), right(std::move(r)), op(o) {} - Value do_evaluate(const std::shared_ptr & context) const override { - if (!left) throw std::runtime_error("BinaryOpExpr.left is null"); - if (!right) throw std::runtime_error("BinaryOpExpr.right is null"); - auto l = left->evaluate(context); - - auto do_eval = [&](const Value & l) -> Value { - if (op == Op::Is || op == Op::IsNot) { - auto t = dynamic_cast(right.get()); - if (!t) throw std::runtime_error("Right side of 'is' operator must be a variable"); - - auto eval = [&]() { - const auto & name = t->get_name(); - if (name == "none") return l.is_null(); - if (name == "boolean") return l.is_boolean(); - if (name == "integer") return l.is_number_integer(); - if (name == "float") return l.is_number_float(); - if (name == "number") return l.is_number(); - if (name == "string") return l.is_string(); - if (name == "mapping") return l.is_object(); - if (name == "iterable") return l.is_iterable(); - if (name == "sequence") return l.is_array(); - if (name == "defined") return !l.is_null(); - throw std::runtime_error("Unknown type for 'is' operator: " + name); - }; - auto value = eval(); - return Value(op == Op::Is ? value : !value); - } - - if (op == Op::And) { - if (!l.to_bool()) return Value(false); - return right->evaluate(context).to_bool(); - } else if (op == Op::Or) { - if (l.to_bool()) return l; - return right->evaluate(context); - } - - auto r = right->evaluate(context); - switch (op) { - case Op::StrConcat: return l.to_str() + r.to_str(); - case Op::Add: return l + r; - case Op::Sub: return l - r; - case Op::Mul: return l * r; - case Op::Div: return l / r; - case Op::MulMul: return std::pow(l.get(), r.get()); - case Op::DivDiv: return l.get() / r.get(); - case Op::Mod: return l.get() % r.get(); - case Op::Eq: return l == r; - case Op::Ne: return l != r; - case Op::Lt: return l < r; - case Op::Gt: return l > r; - case Op::Le: return l <= r; - case Op::Ge: return l >= r; - case Op::In: return (r.is_array() || r.is_object()) && r.contains(l); - case Op::NotIn: return !(r.is_array() && r.contains(l)); - default: break; - } - throw std::runtime_error("Unknown binary operator"); - }; - - if (l.is_callable()) { - return Value::callable([l, do_eval](const std::shared_ptr & context, ArgumentsValue & args) { - auto ll = l.call(context, args); - return do_eval(ll); //args[0].second); - }); - } else { - return do_eval(l); - } - } -}; - -struct ArgumentsExpression { - std::vector> args; - std::vector>> kwargs; - - ArgumentsValue evaluate(const std::shared_ptr & context) const { - ArgumentsValue vargs; - for (const auto& arg : this->args) { - if (auto un_expr = std::dynamic_pointer_cast(arg)) { - if (un_expr->op == UnaryOpExpr::Op::Expansion) { - auto array = un_expr->expr->evaluate(context); - if (!array.is_array()) { - throw std::runtime_error("Expansion operator only supported on arrays"); - } - array.for_each([&](Value & value) { - vargs.args.push_back(value); - }); - continue; - } else if (un_expr->op == UnaryOpExpr::Op::ExpansionDict) { - auto dict = un_expr->expr->evaluate(context); - if (!dict.is_object()) { - throw std::runtime_error("ExpansionDict operator only supported on objects"); - } - dict.for_each([&](const Value & key) { - vargs.kwargs.push_back({key.get(), dict.at(key)}); - }); - continue; - } - } - vargs.args.push_back(arg->evaluate(context)); - } - for (const auto& [name, value] : this->kwargs) { - vargs.kwargs.push_back({name, value->evaluate(context)}); - } - return vargs; - } -}; - -static std::string strip(const std::string & s) { - auto start = s.find_first_not_of(" \t\n\r"); - if (start == std::string::npos) return ""; - auto end = s.find_last_not_of(" \t\n\r"); - return s.substr(start, end - start + 1); -} - -static std::string capitalize(const std::string & s) { - if (s.empty()) return s; - auto result = s; - result[0] = std::toupper(result[0]); - return result; -} - -static std::string html_escape(const std::string & s) { - std::string result; - result.reserve(s.size()); - for (const auto & c : s) { - switch (c) { - case '&': result += "&"; break; - case '<': result += "<"; break; - case '>': result += ">"; break; - case '"': result += """; break; - case '\'': result += "'"; break; - default: result += c; break; - } - } - return result; -} - -class MethodCallExpr : public Expression { - std::shared_ptr object; - std::shared_ptr method; - ArgumentsExpression args; -public: - MethodCallExpr(const Location & location, std::shared_ptr && obj, std::shared_ptr && m, ArgumentsExpression && a) - : Expression(location), object(std::move(obj)), method(std::move(m)), args(std::move(a)) {} - Value do_evaluate(const std::shared_ptr & context) const override { - if (!object) throw std::runtime_error("MethodCallExpr.object is null"); - if (!method) throw std::runtime_error("MethodCallExpr.method is null"); - auto obj = object->evaluate(context); - auto vargs = args.evaluate(context); - if (obj.is_null()) { - throw std::runtime_error("Trying to call method '" + method->get_name() + "' on null"); - } - if (obj.is_array()) { - if (method->get_name() == "append") { - vargs.expectArgs("append method", {1, 1}, {0, 0}); - obj.push_back(vargs.args[0]); - return Value(); - } else if (method->get_name() == "pop") { - vargs.expectArgs("pop method", {0, 1}, {0, 0}); - return obj.pop(vargs.args.empty() ? Value() : vargs.args[0]); - } else if (method->get_name() == "insert") { - vargs.expectArgs("insert method", {2, 2}, {0, 0}); - auto index = vargs.args[0].get(); - if (index < 0 || index > (int64_t) obj.size()) throw std::runtime_error("Index out of range for insert method"); - obj.insert(index, vargs.args[1]); - return Value(); - } - } else if (obj.is_object()) { - if (method->get_name() == "items") { - vargs.expectArgs("items method", {0, 0}, {0, 0}); - auto result = Value::array(); - for (const auto& key : obj.keys()) { - result.push_back(Value::array({key, obj.at(key)})); - } - return result; - } else if (method->get_name() == "pop") { - vargs.expectArgs("pop method", {1, 1}, {0, 0}); - return obj.pop(vargs.args[0]); - } else if (method->get_name() == "get") { - vargs.expectArgs("get method", {1, 2}, {0, 0}); - auto key = vargs.args[0]; - if (vargs.args.size() == 1) { - return obj.contains(key) ? obj.at(key) : Value(); - } else { - return obj.contains(key) ? obj.at(key) : vargs.args[1]; - } - } else if (obj.contains(method->get_name())) { - auto callable = obj.at(method->get_name()); - if (!callable.is_callable()) { - throw std::runtime_error("Property '" + method->get_name() + "' is not callable"); - } - return callable.call(context, vargs); - } - } else if (obj.is_string()) { - auto str = obj.get(); - if (method->get_name() == "strip") { - vargs.expectArgs("strip method", {0, 0}, {0, 0}); - return Value(strip(str)); - } else if (method->get_name() == "capitalize") { - vargs.expectArgs("capitalize method", {0, 0}, {0, 0}); - return Value(capitalize(str)); - } else if (method->get_name() == "endswith") { - vargs.expectArgs("endswith method", {1, 1}, {0, 0}); - auto suffix = vargs.args[0].get(); - return suffix.length() <= str.length() && std::equal(suffix.rbegin(), suffix.rend(), str.rbegin()); - } else if (method->get_name() == "title") { - vargs.expectArgs("title method", {0, 0}, {0, 0}); - auto res = str; - for (size_t i = 0, n = res.size(); i < n; ++i) { - if (i == 0 || std::isspace(res[i - 1])) res[i] = std::toupper(res[i]); - else res[i] = std::tolower(res[i]); - } - return res; - } - } - throw std::runtime_error("Unknown method: " + method->get_name()); - } -}; - -class CallExpr : public Expression { -public: - std::shared_ptr object; - ArgumentsExpression args; - CallExpr(const Location & location, std::shared_ptr && obj, ArgumentsExpression && a) - : Expression(location), object(std::move(obj)), args(std::move(a)) {} - Value do_evaluate(const std::shared_ptr & context) const override { - if (!object) throw std::runtime_error("CallExpr.object is null"); - auto obj = object->evaluate(context); - if (!obj.is_callable()) { - throw std::runtime_error("Object is not callable: " + obj.dump(2)); - } - auto vargs = args.evaluate(context); - return obj.call(context, vargs); - } -}; - -class FilterExpr : public Expression { - std::vector> parts; -public: - FilterExpr(const Location & location, std::vector> && p) - : Expression(location), parts(std::move(p)) {} - Value do_evaluate(const std::shared_ptr & context) const override { - Value result; - bool first = true; - for (const auto& part : parts) { - if (!part) throw std::runtime_error("FilterExpr.part is null"); - if (first) { - first = false; - result = part->evaluate(context); - } else { - if (auto ce = dynamic_cast(part.get())) { - auto target = ce->object->evaluate(context); - ArgumentsValue args = ce->args.evaluate(context); - args.args.insert(args.args.begin(), result); - result = target.call(context, args); - } else { - auto callable = part->evaluate(context); - ArgumentsValue args; - args.args.insert(args.args.begin(), result); - result = callable.call(context, args); - } - } - } - return result; - } - - void prepend(std::shared_ptr && e) { - parts.insert(parts.begin(), std::move(e)); - } -}; - -class Parser { -private: - using CharIterator = std::string::const_iterator; - - std::shared_ptr template_str; - CharIterator start, end, it; - Options options; - - Parser(const std::shared_ptr& template_str, const Options & options) : template_str(template_str), options(options) { - if (!template_str) throw std::runtime_error("Template string is null"); - start = it = this->template_str->begin(); - end = this->template_str->end(); - } - - bool consumeSpaces(SpaceHandling space_handling = SpaceHandling::Strip) { - if (space_handling == SpaceHandling::Strip) { - while (it != end && std::isspace(*it)) ++it; - } - return true; - } - - std::unique_ptr parseString() { - auto doParse = [&](char quote) -> std::unique_ptr { - if (it == end || *it != quote) return nullptr; - std::string result; - bool escape = false; - for (++it; it != end; ++it) { - if (escape) { - escape = false; - switch (*it) { - case 'n': result += '\n'; break; - case 'r': result += '\r'; break; - case 't': result += '\t'; break; - case 'b': result += '\b'; break; - case 'f': result += '\f'; break; - case '\\': result += '\\'; break; - default: - if (*it == quote) { - result += quote; - } else { - result += *it; - } - break; - } - } else if (*it == '\\') { - escape = true; - } else if (*it == quote) { - ++it; - return std::make_unique(std::move(result)); - } else { - result += *it; - } - } - return nullptr; - }; - - consumeSpaces(); - if (it == end) return nullptr; - if (*it == '"') return doParse('"'); - if (*it == '\'') return doParse('\''); - return nullptr; - } - - json parseNumber(CharIterator& it, const CharIterator& end) { - auto before = it; - consumeSpaces(); - auto start = it; - bool hasDecimal = false; - bool hasExponent = false; - - if (it != end && (*it == '-' || *it == '+')) ++it; - - while (it != end) { - if (std::isdigit(*it)) { - ++it; - } else if (*it == '.') { - if (hasDecimal) throw std::runtime_error("Multiple decimal points"); - hasDecimal = true; - ++it; - } else if (it != start && (*it == 'e' || *it == 'E')) { - if (hasExponent) throw std::runtime_error("Multiple exponents"); - hasExponent = true; - ++it; - } else { - break; - } - } - if (start == it) { - it = before; - return json(); // No valid characters found - } - - std::string str(start, it); - try { - return json::parse(str); - } catch (json::parse_error& e) { - throw std::runtime_error("Failed to parse number: '" + str + "' (" + std::string(e.what()) + ")"); - return json(); - } - } - - /** integer, float, bool, string */ - std::shared_ptr parseConstant() { - auto start = it; - consumeSpaces(); - if (it == end) return nullptr; - if (*it == '"' || *it == '\'') { - auto str = parseString(); - if (str) return std::make_shared(*str); - } - static std::regex prim_tok(R"(true\b|True\b|false\b|False\b|None\b)"); - auto token = consumeToken(prim_tok); - if (!token.empty()) { - if (token == "true" || token == "True") return std::make_shared(true); - if (token == "false" || token == "False") return std::make_shared(false); - if (token == "None") return std::make_shared(nullptr); - throw std::runtime_error("Unknown constant token: " + token); - } - - auto number = parseNumber(it, end); - if (!number.is_null()) return std::make_shared(number); - - it = start; - return nullptr; - } - - class expression_parsing_error : public std::runtime_error { - const CharIterator it; - public: - expression_parsing_error(const std::string & message, const CharIterator & it) - : std::runtime_error(message), it(it) {} - size_t get_pos(const CharIterator & begin) const { - return std::distance(begin, it); - } - }; - - bool peekSymbols(const std::vector & symbols) const { - for (const auto & symbol : symbols) { - if (std::distance(it, end) >= (int64_t) symbol.size() && std::string(it, it + symbol.size()) == symbol) { - return true; - } - } - return false; - } - - std::vector consumeTokenGroups(const std::regex & regex, SpaceHandling space_handling = SpaceHandling::Strip) { - auto start = it; - consumeSpaces(space_handling); - std::smatch match; - if (std::regex_search(it, end, match, regex) && match.position() == 0) { - it += match[0].length(); - std::vector ret; - for (size_t i = 0, n = match.size(); i < n; ++i) { - ret.push_back(match[i].str()); - } - return ret; - } - it = start; - return {}; - } - std::string consumeToken(const std::regex & regex, SpaceHandling space_handling = SpaceHandling::Strip) { - auto start = it; - consumeSpaces(space_handling); - std::smatch match; - if (std::regex_search(it, end, match, regex) && match.position() == 0) { - it += match[0].length(); - return match[0].str(); - } - it = start; - return ""; - } - - std::string consumeToken(const std::string & token, SpaceHandling space_handling = SpaceHandling::Strip) { - auto start = it; - consumeSpaces(space_handling); - if (std::distance(it, end) >= (int64_t) token.size() && std::string(it, it + token.size()) == token) { - it += token.size(); - return token; - } - it = start; - return ""; - } - - std::shared_ptr parseExpression(bool allow_if_expr = true) { - auto left = parseLogicalOr(); - if (it == end) return left; - - if (!allow_if_expr) return left; - - static std::regex if_tok(R"(if\b)"); - if (consumeToken(if_tok).empty()) { - return left; - } - - auto location = get_location(); - auto [condition, else_expr] = parseIfExpression(); - return std::make_shared(location, std::move(condition), std::move(left), std::move(else_expr)); - } - - Location get_location() const { - return {template_str, (size_t) std::distance(start, it)}; - } - - std::pair, std::shared_ptr> parseIfExpression() { - auto condition = parseLogicalOr(); - if (!condition) throw std::runtime_error("Expected condition expression"); - - static std::regex else_tok(R"(else\b)"); - std::shared_ptr else_expr; - if (!consumeToken(else_tok).empty()) { - else_expr = parseExpression(); - if (!else_expr) throw std::runtime_error("Expected 'else' expression"); - } - return std::pair(std::move(condition), std::move(else_expr)); - } - - std::shared_ptr parseLogicalOr() { - auto left = parseLogicalAnd(); - if (!left) throw std::runtime_error("Expected left side of 'logical or' expression"); - - static std::regex or_tok(R"(or\b)"); - auto location = get_location(); - while (!consumeToken(or_tok).empty()) { - auto right = parseLogicalAnd(); - if (!right) throw std::runtime_error("Expected right side of 'or' expression"); - left = std::make_shared(location, std::move(left), std::move(right), BinaryOpExpr::Op::Or); - } - return left; - } - - std::shared_ptr parseLogicalNot() { - static std::regex not_tok(R"(not\b)"); - auto location = get_location(); - - if (!consumeToken(not_tok).empty()) { - auto sub = parseLogicalNot(); - if (!sub) throw std::runtime_error("Expected expression after 'not' keyword"); - return std::make_shared(location, std::move(sub), UnaryOpExpr::Op::LogicalNot); - } - return parseLogicalCompare(); - } - - std::shared_ptr parseLogicalAnd() { - auto left = parseLogicalNot(); - if (!left) throw std::runtime_error("Expected left side of 'logical and' expression"); - - static std::regex and_tok(R"(and\b)"); - auto location = get_location(); - while (!consumeToken(and_tok).empty()) { - auto right = parseLogicalNot(); - if (!right) throw std::runtime_error("Expected right side of 'and' expression"); - left = std::make_shared(location, std::move(left), std::move(right), BinaryOpExpr::Op::And); - } - return left; - } - - std::shared_ptr parseLogicalCompare() { - auto left = parseStringConcat(); - if (!left) throw std::runtime_error("Expected left side of 'logical compare' expression"); - - static std::regex compare_tok(R"(==|!=|<=?|>=?|in\b|is\b|not\s+in\b)"); - static std::regex not_tok(R"(not\b)"); - std::string op_str; - while (!(op_str = consumeToken(compare_tok)).empty()) { - auto location = get_location(); - if (op_str == "is") { - auto negated = !consumeToken(not_tok).empty(); - - auto identifier = parseIdentifier(); - if (!identifier) throw std::runtime_error("Expected identifier after 'is' keyword"); - - return std::make_shared( - left->location, - std::move(left), std::move(identifier), - negated ? BinaryOpExpr::Op::IsNot : BinaryOpExpr::Op::Is); - } - auto right = parseStringConcat(); - if (!right) throw std::runtime_error("Expected right side of 'logical compare' expression"); - BinaryOpExpr::Op op; - if (op_str == "==") op = BinaryOpExpr::Op::Eq; - else if (op_str == "!=") op = BinaryOpExpr::Op::Ne; - else if (op_str == "<") op = BinaryOpExpr::Op::Lt; - else if (op_str == ">") op = BinaryOpExpr::Op::Gt; - else if (op_str == "<=") op = BinaryOpExpr::Op::Le; - else if (op_str == ">=") op = BinaryOpExpr::Op::Ge; - else if (op_str == "in") op = BinaryOpExpr::Op::In; - else if (op_str.substr(0, 3) == "not") op = BinaryOpExpr::Op::NotIn; - else throw std::runtime_error("Unknown comparison operator: " + op_str); - left = std::make_shared(get_location(), std::move(left), std::move(right), op); - } - return left; - } - - Expression::Parameters parseParameters() { - consumeSpaces(); - if (consumeToken("(").empty()) throw std::runtime_error("Expected opening parenthesis in param list"); - - Expression::Parameters result; - - while (it != end) { - if (!consumeToken(")").empty()) { - return result; - } - auto expr = parseExpression(); - if (!expr) throw std::runtime_error("Expected expression in call args"); - - if (auto ident = dynamic_cast(expr.get())) { - if (!consumeToken("=").empty()) { - auto value = parseExpression(); - if (!value) throw std::runtime_error("Expected expression in for named arg"); - result.emplace_back(ident->get_name(), std::move(value)); - } else { - result.emplace_back(ident->get_name(), nullptr); - } - } else { - result.emplace_back(std::string(), std::move(expr)); - } - if (consumeToken(",").empty()) { - if (consumeToken(")").empty()) { - throw std::runtime_error("Expected closing parenthesis in call args"); - } - return result; - } - } - throw std::runtime_error("Expected closing parenthesis in call args"); - } - - ArgumentsExpression parseCallArgs() { - consumeSpaces(); - if (consumeToken("(").empty()) throw std::runtime_error("Expected opening parenthesis in call args"); - - ArgumentsExpression result; - - while (it != end) { - if (!consumeToken(")").empty()) { - return result; - } - auto expr = parseExpression(); - if (!expr) throw std::runtime_error("Expected expression in call args"); - - if (auto ident = dynamic_cast(expr.get())) { - if (!consumeToken("=").empty()) { - auto value = parseExpression(); - if (!value) throw std::runtime_error("Expected expression in for named arg"); - result.kwargs.emplace_back(ident->get_name(), std::move(value)); - } else { - result.args.emplace_back(std::move(expr)); - } - } else { - result.args.emplace_back(std::move(expr)); - } - if (consumeToken(",").empty()) { - if (consumeToken(")").empty()) { - throw std::runtime_error("Expected closing parenthesis in call args"); - } - return result; - } - } - throw std::runtime_error("Expected closing parenthesis in call args"); - } - - std::shared_ptr parseIdentifier() { - static std::regex ident_regex(R"((?!(?:not|is|and|or|del)\b)[a-zA-Z_]\w*)"); - auto location = get_location(); - auto ident = consumeToken(ident_regex); - if (ident.empty()) - return nullptr; - return std::make_shared(location, ident); - } - - std::shared_ptr parseStringConcat() { - auto left = parseMathPow(); - if (!left) throw std::runtime_error("Expected left side of 'string concat' expression"); - - static std::regex concat_tok(R"(~(?!\}))"); - if (!consumeToken(concat_tok).empty()) { - auto right = parseLogicalAnd(); - if (!right) throw std::runtime_error("Expected right side of 'string concat' expression"); - left = std::make_shared(get_location(), std::move(left), std::move(right), BinaryOpExpr::Op::StrConcat); - } - return left; - } - - std::shared_ptr parseMathPow() { - auto left = parseMathPlusMinus(); - if (!left) throw std::runtime_error("Expected left side of 'math pow' expression"); - - while (!consumeToken("**").empty()) { - auto right = parseMathPlusMinus(); - if (!right) throw std::runtime_error("Expected right side of 'math pow' expression"); - left = std::make_shared(get_location(), std::move(left), std::move(right), BinaryOpExpr::Op::MulMul); - } - return left; - } - - std::shared_ptr parseMathPlusMinus() { - static std::regex plus_minus_tok(R"(\+|-(?![}%#]\}))"); - - auto left = parseMathMulDiv(); - if (!left) throw std::runtime_error("Expected left side of 'math plus/minus' expression"); - std::string op_str; - while (!(op_str = consumeToken(plus_minus_tok)).empty()) { - auto right = parseMathMulDiv(); - if (!right) throw std::runtime_error("Expected right side of 'math plus/minus' expression"); - auto op = op_str == "+" ? BinaryOpExpr::Op::Add : BinaryOpExpr::Op::Sub; - left = std::make_shared(get_location(), std::move(left), std::move(right), op); - } - return left; - } - - std::shared_ptr parseMathMulDiv() { - auto left = parseMathUnaryPlusMinus(); - if (!left) throw std::runtime_error("Expected left side of 'math mul/div' expression"); - - static std::regex mul_div_tok(R"(\*\*?|//?|%(?!\}))"); - std::string op_str; - while (!(op_str = consumeToken(mul_div_tok)).empty()) { - auto right = parseMathUnaryPlusMinus(); - if (!right) throw std::runtime_error("Expected right side of 'math mul/div' expression"); - auto op = op_str == "*" ? BinaryOpExpr::Op::Mul - : op_str == "**" ? BinaryOpExpr::Op::MulMul - : op_str == "/" ? BinaryOpExpr::Op::Div - : op_str == "//" ? BinaryOpExpr::Op::DivDiv - : BinaryOpExpr::Op::Mod; - left = std::make_shared(get_location(), std::move(left), std::move(right), op); - } - - if (!consumeToken("|").empty()) { - auto expr = parseMathMulDiv(); - if (auto filter = dynamic_cast(expr.get())) { - filter->prepend(std::move(left)); - return expr; - } else { - std::vector> parts; - parts.emplace_back(std::move(left)); - parts.emplace_back(std::move(expr)); - return std::make_shared(get_location(), std::move(parts)); - } - } - return left; - } - - std::shared_ptr call_func(const std::string & name, ArgumentsExpression && args) const { - return std::make_shared(get_location(), std::make_shared(get_location(), name), std::move(args)); - } - - std::shared_ptr parseMathUnaryPlusMinus() { - static std::regex unary_plus_minus_tok(R"(\+|-(?![}%#]\}))"); - auto op_str = consumeToken(unary_plus_minus_tok); - auto expr = parseExpansion(); - if (!expr) throw std::runtime_error("Expected expr of 'unary plus/minus/expansion' expression"); - - if (!op_str.empty()) { - auto op = op_str == "+" ? UnaryOpExpr::Op::Plus : UnaryOpExpr::Op::Minus; - return std::make_shared(get_location(), std::move(expr), op); - } - return expr; - } - - std::shared_ptr parseExpansion() { - static std::regex expansion_tok(R"(\*\*?)"); - auto op_str = consumeToken(expansion_tok); - auto expr = parseValueExpression(); - if (op_str.empty()) return expr; - if (!expr) throw std::runtime_error("Expected expr of 'expansion' expression"); - return std::make_shared(get_location(), std::move(expr), op_str == "*" ? UnaryOpExpr::Op::Expansion : UnaryOpExpr::Op::ExpansionDict); - } - - std::shared_ptr parseValueExpression() { - auto parseValue = [&]() -> std::shared_ptr { - auto location = get_location(); - auto constant = parseConstant(); - if (constant) return std::make_shared(location, *constant); - - static std::regex null_regex(R"(null\b)"); - if (!consumeToken(null_regex).empty()) return std::make_shared(location, Value()); - - auto identifier = parseIdentifier(); - if (identifier) return identifier; - - auto braced = parseBracedExpressionOrArray(); - if (braced) return braced; - - auto array = parseArray(); - if (array) return array; - - auto dictionary = parseDictionary(); - if (dictionary) return dictionary; - - throw std::runtime_error("Expected value expression"); - }; - - auto value = parseValue(); - - while (it != end && consumeSpaces() && peekSymbols({ "[", "." })) { - if (!consumeToken("[").empty()) { - std::shared_ptr index; - if (!consumeToken(":").empty()) { - auto slice_end = parseExpression(); - index = std::make_shared(slice_end->location, nullptr, std::move(slice_end)); - } else { - auto slice_start = parseExpression(); - if (!consumeToken(":").empty()) { - consumeSpaces(); - if (peekSymbols({ "]" })) { - index = std::make_shared(slice_start->location, std::move(slice_start), nullptr); - } else { - auto slice_end = parseExpression(); - index = std::make_shared(slice_start->location, std::move(slice_start), std::move(slice_end)); - } - } else { - index = std::move(slice_start); - } - } - if (!index) throw std::runtime_error("Empty index in subscript"); - if (consumeToken("]").empty()) throw std::runtime_error("Expected closing bracket in subscript"); - - value = std::make_shared(value->location, std::move(value), std::move(index)); - } else if (!consumeToken(".").empty()) { - auto identifier = parseIdentifier(); - if (!identifier) throw std::runtime_error("Expected identifier in subscript"); - - consumeSpaces(); - if (peekSymbols({ "(" })) { - auto callParams = parseCallArgs(); - value = std::make_shared(identifier->location, std::move(value), std::move(identifier), std::move(callParams)); - } else { - auto key = std::make_shared(identifier->location, Value(identifier->get_name())); - value = std::make_shared(identifier->location, std::move(value), std::move(key)); - } - } - consumeSpaces(); - } - - if (peekSymbols({ "(" })) { - auto location = get_location(); - auto callParams = parseCallArgs(); - value = std::make_shared(location, std::move(value), std::move(callParams)); - } - return value; - } - - std::shared_ptr parseBracedExpressionOrArray() { - if (consumeToken("(").empty()) return nullptr; - - auto expr = parseExpression(); - if (!expr) throw std::runtime_error("Expected expression in braced expression"); - - if (!consumeToken(")").empty()) { - return expr; // Drop the parentheses - } - - std::vector> tuple; - tuple.emplace_back(std::move(expr)); - - while (it != end) { - if (consumeToken(",").empty()) throw std::runtime_error("Expected comma in tuple"); - auto next = parseExpression(); - if (!next) throw std::runtime_error("Expected expression in tuple"); - tuple.push_back(std::move(next)); - - if (!consumeToken(")").empty()) { - return std::make_shared(get_location(), std::move(tuple)); - } - } - throw std::runtime_error("Expected closing parenthesis"); - } - - std::shared_ptr parseArray() { - if (consumeToken("[").empty()) return nullptr; - - std::vector> elements; - if (!consumeToken("]").empty()) { - return std::make_shared(get_location(), std::move(elements)); - } - auto first_expr = parseExpression(); - if (!first_expr) throw std::runtime_error("Expected first expression in array"); - elements.push_back(std::move(first_expr)); - - while (it != end) { - if (!consumeToken(",").empty()) { - auto expr = parseExpression(); - if (!expr) throw std::runtime_error("Expected expression in array"); - elements.push_back(std::move(expr)); - } else if (!consumeToken("]").empty()) { - return std::make_shared(get_location(), std::move(elements)); - } else { - throw std::runtime_error("Expected comma or closing bracket in array"); - } - } - throw std::runtime_error("Expected closing bracket"); - } - - std::shared_ptr parseDictionary() { - if (consumeToken("{").empty()) return nullptr; - - std::vector, std::shared_ptr>> elements; - if (!consumeToken("}").empty()) { - return std::make_shared(get_location(), std::move(elements)); - } - - auto parseKeyValuePair = [&]() { - auto key = parseExpression(); - if (!key) throw std::runtime_error("Expected key in dictionary"); - if (consumeToken(":").empty()) throw std::runtime_error("Expected colon betweek key & value in dictionary"); - auto value = parseExpression(); - if (!value) throw std::runtime_error("Expected value in dictionary"); - elements.emplace_back(std::pair(std::move(key), std::move(value))); - }; - - parseKeyValuePair(); - - while (it != end) { - if (!consumeToken(",").empty()) { - parseKeyValuePair(); - } else if (!consumeToken("}").empty()) { - return std::make_shared(get_location(), std::move(elements)); - } else { - throw std::runtime_error("Expected comma or closing brace in dictionary"); - } - } - throw std::runtime_error("Expected closing brace"); - } - - SpaceHandling parsePreSpace(const std::string& s) const { - if (s == "-") - return SpaceHandling::Strip; - return SpaceHandling::Keep; - } - - SpaceHandling parsePostSpace(const std::string& s) const { - if (s == "-") return SpaceHandling::Strip; - return SpaceHandling::Keep; - } - - using TemplateTokenVector = std::vector>; - using TemplateTokenIterator = TemplateTokenVector::const_iterator; - - std::vector parseVarNames() { - static std::regex varnames_regex(R"(((?:\w+)(?:\s*,\s*(?:\w+))*)\s*)"); - - std::vector group; - if ((group = consumeTokenGroups(varnames_regex)).empty()) throw std::runtime_error("Expected variable names"); - std::vector varnames; - std::istringstream iss(group[1]); - std::string varname; - while (std::getline(iss, varname, ',')) { - varnames.push_back(strip(varname)); - } - return varnames; - } - - std::runtime_error unexpected(const TemplateToken & token) const { - return std::runtime_error("Unexpected " + TemplateToken::typeToString(token.type) - + error_location_suffix(*template_str, token.location.pos)); - } - std::runtime_error unterminated(const TemplateToken & token) const { - return std::runtime_error("Unterminated " + TemplateToken::typeToString(token.type) - + error_location_suffix(*template_str, token.location.pos)); - } - - TemplateTokenVector tokenize() { - static std::regex comment_tok(R"(\{#([-~]?)([\s\S]*?)([-~]?)#\})"); - static std::regex expr_open_regex(R"(\{\{([-~])?)"); - static std::regex block_open_regex(R"(^\{%([-~])?\s*)"); - static std::regex block_keyword_tok(R"((if|else|elif|endif|for|endfor|generation|endgeneration|set|endset|block|endblock|macro|endmacro|filter|endfilter|break|continue)\b)"); - static std::regex non_text_open_regex(R"(\{\{|\{%|\{#)"); - static std::regex expr_close_regex(R"(\s*([-~])?\}\})"); - static std::regex block_close_regex(R"(\s*([-~])?%\})"); - - TemplateTokenVector tokens; - std::vector group; - std::string text; - std::smatch match; - - try { - while (it != end) { - auto location = get_location(); - - if (!(group = consumeTokenGroups(comment_tok, SpaceHandling::Keep)).empty()) { - auto pre_space = parsePreSpace(group[1]); - auto content = group[2]; - auto post_space = parsePostSpace(group[3]); - tokens.push_back(std::make_unique(location, pre_space, post_space, content)); - } else if (!(group = consumeTokenGroups(expr_open_regex, SpaceHandling::Keep)).empty()) { - auto pre_space = parsePreSpace(group[1]); - auto expr = parseExpression(); - - if ((group = consumeTokenGroups(expr_close_regex)).empty()) { - throw std::runtime_error("Expected closing expression tag"); - } - - auto post_space = parsePostSpace(group[1]); - tokens.push_back(std::make_unique(location, pre_space, post_space, std::move(expr))); - } else if (!(group = consumeTokenGroups(block_open_regex, SpaceHandling::Keep)).empty()) { - auto pre_space = parsePreSpace(group[1]); - - std::string keyword; - - auto parseBlockClose = [&]() -> SpaceHandling { - if ((group = consumeTokenGroups(block_close_regex)).empty()) throw std::runtime_error("Expected closing block tag"); - return parsePostSpace(group[1]); - }; - - if ((keyword = consumeToken(block_keyword_tok)).empty()) throw std::runtime_error("Expected block keyword"); - - if (keyword == "if") { - auto condition = parseExpression(); - if (!condition) throw std::runtime_error("Expected condition in if block"); - - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space, std::move(condition))); - } else if (keyword == "elif") { - auto condition = parseExpression(); - if (!condition) throw std::runtime_error("Expected condition in elif block"); - - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space, std::move(condition))); - } else if (keyword == "else") { - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space)); - } else if (keyword == "endif") { - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space)); - } else if (keyword == "for") { - static std::regex recursive_tok(R"(recursive\b)"); - static std::regex if_tok(R"(if\b)"); - - auto varnames = parseVarNames(); - static std::regex in_tok(R"(in\b)"); - if (consumeToken(in_tok).empty()) throw std::runtime_error("Expected 'in' keyword in for block"); - auto iterable = parseExpression(/* allow_if_expr = */ false); - if (!iterable) throw std::runtime_error("Expected iterable in for block"); - - std::shared_ptr condition; - if (!consumeToken(if_tok).empty()) { - condition = parseExpression(); - } - auto recursive = !consumeToken(recursive_tok).empty(); - - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space, std::move(varnames), std::move(iterable), std::move(condition), recursive)); - } else if (keyword == "endfor") { - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space)); - } else if (keyword == "generation") { - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space)); - } else if (keyword == "endgeneration") { - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space)); - } else if (keyword == "set") { - static std::regex namespaced_var_regex(R"((\w+)\s*\.\s*(\w+))"); - - std::string ns; - std::vector var_names; - std::shared_ptr value; - if (!(group = consumeTokenGroups(namespaced_var_regex)).empty()) { - ns = group[1]; - var_names.push_back(group[2]); - - if (consumeToken("=").empty()) throw std::runtime_error("Expected equals sign in set block"); - - value = parseExpression(); - if (!value) throw std::runtime_error("Expected value in set block"); - } else { - var_names = parseVarNames(); - - if (!consumeToken("=").empty()) { - value = parseExpression(); - if (!value) throw std::runtime_error("Expected value in set block"); - } - } - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space, ns, var_names, std::move(value))); - } else if (keyword == "endset") { - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space)); - } else if (keyword == "macro") { - auto macroname = parseIdentifier(); - if (!macroname) throw std::runtime_error("Expected macro name in macro block"); - auto params = parseParameters(); - - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space, std::move(macroname), std::move(params))); - } else if (keyword == "endmacro") { - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space)); - } else if (keyword == "filter") { - auto filter = parseExpression(); - if (!filter) throw std::runtime_error("Expected expression in filter block"); - - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space, std::move(filter))); - } else if (keyword == "endfilter") { - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space)); - } else if (keyword == "break" || keyword == "continue") { - auto post_space = parseBlockClose(); - tokens.push_back(std::make_unique(location, pre_space, post_space, keyword == "break" ? LoopControlType::Break : LoopControlType::Continue)); - } else { - throw std::runtime_error("Unexpected block: " + keyword); - } - } else if (std::regex_search(it, end, match, non_text_open_regex)) { - if (!match.position()) { - if (match[0] != "{#") - throw std::runtime_error("Internal error: Expected a comment"); - throw std::runtime_error("Missing end of comment tag"); - } - auto text_end = it + match.position(); - text = std::string(it, text_end); - it = text_end; - tokens.push_back(std::make_unique(location, SpaceHandling::Keep, SpaceHandling::Keep, text)); - } else { - text = std::string(it, end); - it = end; - tokens.push_back(std::make_unique(location, SpaceHandling::Keep, SpaceHandling::Keep, text)); - } - } - return tokens; - } catch (const std::exception & e) { - throw std::runtime_error(e.what() + error_location_suffix(*template_str, std::distance(start, it))); - } - } - - std::shared_ptr parseTemplate( - const TemplateTokenIterator & begin, - TemplateTokenIterator & it, - const TemplateTokenIterator & end, - bool fully = false) const { - std::vector> children; - while (it != end) { - const auto start = it; - const auto & token = *(it++); - if (auto if_token = dynamic_cast(token.get())) { - std::vector, std::shared_ptr>> cascade; - cascade.emplace_back(std::move(if_token->condition), parseTemplate(begin, it, end)); - - while (it != end && (*it)->type == TemplateToken::Type::Elif) { - auto elif_token = dynamic_cast((*(it++)).get()); - cascade.emplace_back(std::move(elif_token->condition), parseTemplate(begin, it, end)); - } - - if (it != end && (*it)->type == TemplateToken::Type::Else) { - cascade.emplace_back(nullptr, parseTemplate(begin, ++it, end)); - } - if (it == end || (*(it++))->type != TemplateToken::Type::EndIf) { - throw unterminated(**start); - } - children.emplace_back(std::make_shared(token->location, std::move(cascade))); - } else if (auto for_token = dynamic_cast(token.get())) { - auto body = parseTemplate(begin, it, end); - auto else_body = std::shared_ptr(); - if (it != end && (*it)->type == TemplateToken::Type::Else) { - else_body = parseTemplate(begin, ++it, end); - } - if (it == end || (*(it++))->type != TemplateToken::Type::EndFor) { - throw unterminated(**start); - } - children.emplace_back(std::make_shared(token->location, std::move(for_token->var_names), std::move(for_token->iterable), std::move(for_token->condition), std::move(body), for_token->recursive, std::move(else_body))); - } else if (dynamic_cast(token.get())) { - auto body = parseTemplate(begin, it, end); - if (it == end || (*(it++))->type != TemplateToken::Type::EndGeneration) { - throw unterminated(**start); - } - // Treat as a no-op, as our scope is templates for inference, not training (`{% generation %}` wraps generated tokens for masking). - children.emplace_back(std::move(body)); - } else if (auto text_token = dynamic_cast(token.get())) { - SpaceHandling pre_space = (it - 1) != begin ? (*(it - 2))->post_space : SpaceHandling::Keep; - SpaceHandling post_space = it != end ? (*it)->pre_space : SpaceHandling::Keep; - - auto text = text_token->text; - if (post_space == SpaceHandling::Strip) { - static std::regex trailing_space_regex(R"(\s+$)"); - text = std::regex_replace(text, trailing_space_regex, ""); - } else if (options.lstrip_blocks && it != end) { - auto i = text.size(); - while (i > 0 && (text[i - 1] == ' ' || text[i - 1] == '\t')) i--; - if ((i == 0 && (it - 1) == begin) || (i > 0 && text[i - 1] == '\n')) { - text.resize(i); - } - } - if (pre_space == SpaceHandling::Strip) { - static std::regex leading_space_regex(R"(^\s+)"); - text = std::regex_replace(text, leading_space_regex, ""); - } else if (options.trim_blocks && (it - 1) != begin && !dynamic_cast((*(it - 2)).get())) { - if (text.length() > 0 && text[0] == '\n') { - text.erase(0, 1); - } - } - if (it == end && !options.keep_trailing_newline) { - auto i = text.size(); - if (i > 0 && text[i - 1] == '\n') { - i--; - if (i > 0 && text[i - 1] == '\r') i--; - text.resize(i); - } - } - children.emplace_back(std::make_shared(token->location, text)); - } else if (auto expr_token = dynamic_cast(token.get())) { - children.emplace_back(std::make_shared(token->location, std::move(expr_token->expr))); - } else if (auto set_token = dynamic_cast(token.get())) { - if (set_token->value) { - children.emplace_back(std::make_shared(token->location, set_token->ns, set_token->var_names, std::move(set_token->value))); - } else { - auto value_template = parseTemplate(begin, it, end); - if (it == end || (*(it++))->type != TemplateToken::Type::EndSet) { - throw unterminated(**start); - } - if (!set_token->ns.empty()) throw std::runtime_error("Namespaced set not supported in set with template value"); - if (set_token->var_names.size() != 1) throw std::runtime_error("Structural assignment not supported in set with template value"); - auto & name = set_token->var_names[0]; - children.emplace_back(std::make_shared(token->location, name, std::move(value_template))); - } - } else if (auto macro_token = dynamic_cast(token.get())) { - auto body = parseTemplate(begin, it, end); - if (it == end || (*(it++))->type != TemplateToken::Type::EndMacro) { - throw unterminated(**start); - } - children.emplace_back(std::make_shared(token->location, std::move(macro_token->name), std::move(macro_token->params), std::move(body))); - } else if (auto filter_token = dynamic_cast(token.get())) { - auto body = parseTemplate(begin, it, end); - if (it == end || (*(it++))->type != TemplateToken::Type::EndFilter) { - throw unterminated(**start); - } - children.emplace_back(std::make_shared(token->location, std::move(filter_token->filter), std::move(body))); - } else if (dynamic_cast(token.get())) { - // Ignore comments - } else if (auto ctrl_token = dynamic_cast(token.get())) { - children.emplace_back(std::make_shared(token->location, ctrl_token->control_type)); - } else if (dynamic_cast(token.get()) - || dynamic_cast(token.get()) - || dynamic_cast(token.get()) - || dynamic_cast(token.get()) - || dynamic_cast(token.get()) - || dynamic_cast(token.get()) - || dynamic_cast(token.get()) - || dynamic_cast(token.get())) { - it--; // unconsume the token - break; // exit the loop - } else { - throw unexpected(**(it-1)); - } - } - if (fully && it != end) { - throw unexpected(**it); - } - if (children.empty()) { - return std::make_shared(Location { template_str, 0 }, std::string()); - } else if (children.size() == 1) { - return std::move(children[0]); - } else { - return std::make_shared(children[0]->location(), std::move(children)); - } - } - -public: - - static std::shared_ptr parse(const std::string& template_str, const Options & options) { - Parser parser(std::make_shared(normalize_newlines(template_str)), options); - auto tokens = parser.tokenize(); - TemplateTokenIterator begin = tokens.begin(); - auto it = begin; - TemplateTokenIterator end = tokens.end(); - return parser.parseTemplate(begin, it, end, /* full= */ true); - } -}; - -static Value simple_function(const std::string & fn_name, const std::vector & params, const std::function &, Value & args)> & fn) { - std::map named_positions; - for (size_t i = 0, n = params.size(); i < n; i++) named_positions[params[i]] = i; - - return Value::callable([=](const std::shared_ptr & context, ArgumentsValue & args) -> Value { - auto args_obj = Value::object(); - std::vector provided_args(params.size()); - for (size_t i = 0, n = args.args.size(); i < n; i++) { - auto & arg = args.args[i]; - if (i < params.size()) { - args_obj.set(params[i], arg); - provided_args[i] = true; - } else { - throw std::runtime_error("Too many positional params for " + fn_name); - } - } - for (auto & [name, value] : args.kwargs) { - auto named_pos_it = named_positions.find(name); - if (named_pos_it == named_positions.end()) { - throw std::runtime_error("Unknown argument " + name + " for function " + fn_name); - } - provided_args[named_pos_it->second] = true; - args_obj.set(name, value); - } - return fn(context, args_obj); - }); -} - -inline std::shared_ptr Context::builtins() { - auto globals = Value::object(); - - globals.set("raise_exception", simple_function("raise_exception", { "message" }, [](const std::shared_ptr &, Value & args) -> Value { - throw std::runtime_error(args.at("message").get()); - })); - globals.set("tojson", simple_function("tojson", { "value", "indent" }, [](const std::shared_ptr &, Value & args) { - return Value(args.at("value").dump(args.get("indent", -1), /* tojson= */ true)); - })); - globals.set("items", simple_function("items", { "object" }, [](const std::shared_ptr &, Value & args) { - auto items = Value::array(); - if (args.contains("object")) { - auto & obj = args.at("object"); - if (obj.is_string()) { - auto json_obj = json::parse(obj.get()); - for (const auto & kv : json_obj.items()) { - items.push_back(Value::array({kv.key(), kv.value()})); - } - } else if (!obj.is_null()) { - for (auto & key : obj.keys()) { - items.push_back(Value::array({key, obj.at(key)})); - } - } - } - return items; - })); - globals.set("last", simple_function("last", { "items" }, [](const std::shared_ptr &, Value & args) { - auto items = args.at("items"); - if (!items.is_array()) throw std::runtime_error("object is not a list"); - if (items.size() == 0) return Value(); - return items.at(items.size() - 1); - })); - globals.set("trim", simple_function("trim", { "text" }, [](const std::shared_ptr &, Value & args) { - auto & text = args.at("text"); - return text.is_null() ? text : Value(strip(text.get())); - })); - globals.set("lower", simple_function("lower", { "text" }, [](const std::shared_ptr &, Value & args) { - auto text = args.at("text"); - if (text.is_null()) return text; - std::string res; - auto str = text.get(); - std::transform(str.begin(), str.end(), std::back_inserter(res), ::tolower); - return Value(res); - })); - globals.set("default", Value::callable([=](const std::shared_ptr &, ArgumentsValue & args) { - args.expectArgs("default", {2, 3}, {0, 1}); - auto & value = args.args[0]; - auto & default_value = args.args[1]; - bool boolean = false; - if (args.args.size() == 3) { - boolean = args.args[2].get(); - } else { - Value bv = args.get_named("boolean"); - if (!bv.is_null()) { - boolean = bv.get(); - } - } - return boolean ? (value.to_bool() ? value : default_value) : value.is_null() ? default_value : value; - })); - auto escape = simple_function("escape", { "text" }, [](const std::shared_ptr &, Value & args) { - return Value(html_escape(args.at("text").get())); - }); - globals.set("e", escape); - globals.set("escape", escape); - globals.set("joiner", simple_function("joiner", { "sep" }, [](const std::shared_ptr &, Value & args) { - auto sep = args.get("sep", ""); - auto first = std::make_shared(true); - return simple_function("", {}, [sep, first](const std::shared_ptr &, const Value &) -> Value { - if (*first) { - *first = false; - return ""; - } - return sep; - }); - return Value(html_escape(args.at("text").get())); - })); - globals.set("count", simple_function("count", { "items" }, [](const std::shared_ptr &, Value & args) { - return Value((int64_t) args.at("items").size()); - })); - globals.set("dictsort", simple_function("dictsort", { "value" }, [](const std::shared_ptr &, Value & args) { - if (args.size() != 1) throw std::runtime_error("dictsort expects exactly 1 argument (TODO: fix implementation)"); - auto & value = args.at("value"); - auto keys = value.keys(); - std::sort(keys.begin(), keys.end()); - auto res = Value::array(); - for (auto & key : keys) { - res.push_back(Value::array({key, value.at(key)})); - } - return res; - })); - globals.set("join", simple_function("join", { "items", "d" }, [](const std::shared_ptr &, Value & args) { - auto do_join = [](Value & items, const std::string & sep) { - if (!items.is_array()) throw std::runtime_error("object is not iterable: " + items.dump()); - std::ostringstream oss; - auto first = true; - for (size_t i = 0, n = items.size(); i < n; ++i) { - if (first) first = false; - else oss << sep; - oss << items.at(i).to_str(); - } - return Value(oss.str()); - }; - auto sep = args.get("d", ""); - if (args.contains("items")) { - auto & items = args.at("items"); - return do_join(items, sep); - } else { - return simple_function("", {"items"}, [sep, do_join](const std::shared_ptr &, Value & args) { - auto & items = args.at("items"); - if (!items.to_bool() || !items.is_array()) throw std::runtime_error("join expects an array for items, got: " + items.dump()); - return do_join(items, sep); - }); - } - })); - globals.set("namespace", Value::callable([=](const std::shared_ptr &, ArgumentsValue & args) { - auto ns = Value::object(); - args.expectArgs("namespace", {0, 0}, {0, (std::numeric_limits::max)()}); - for (auto & [name, value] : args.kwargs) { - ns.set(name, value); - } - return ns; - })); - auto equalto = simple_function("equalto", { "expected", "actual" }, [](const std::shared_ptr &, Value & args) -> Value { - return args.at("actual") == args.at("expected"); - }); - globals.set("equalto", equalto); - globals.set("==", equalto); - globals.set("length", simple_function("length", { "items" }, [](const std::shared_ptr &, Value & args) -> Value { - auto & items = args.at("items"); - return (int64_t) items.size(); - })); - globals.set("safe", simple_function("safe", { "value" }, [](const std::shared_ptr &, Value & args) -> Value { - return args.at("value").to_str(); - })); - globals.set("string", simple_function("string", { "value" }, [](const std::shared_ptr &, Value & args) -> Value { - return args.at("value").to_str(); - })); - globals.set("int", simple_function("int", { "value" }, [](const std::shared_ptr &, Value & args) -> Value { - return args.at("value").to_int(); - })); - globals.set("list", simple_function("list", { "items" }, [](const std::shared_ptr &, Value & args) -> Value { - auto & items = args.at("items"); - if (!items.is_array()) throw std::runtime_error("object is not iterable"); - return items; - })); - globals.set("unique", simple_function("unique", { "items" }, [](const std::shared_ptr &, Value & args) -> Value { - auto & items = args.at("items"); - if (!items.is_array()) throw std::runtime_error("object is not iterable"); - std::unordered_set seen; - auto result = Value::array(); - for (size_t i = 0, n = items.size(); i < n; i++) { - auto pair = seen.insert(items.at(i)); - if (pair.second) { - result.push_back(items.at(i)); - } - } - return result; - })); - auto make_filter = [](const Value & filter, Value & extra_args) -> Value { - return simple_function("", { "value" }, [=](const std::shared_ptr & context, Value & args) { - auto & value = args.at("value"); - ArgumentsValue actual_args; - actual_args.args.emplace_back(value); - for (size_t i = 0, n = extra_args.size(); i < n; i++) { - actual_args.args.emplace_back(extra_args.at(i)); - } - return filter.call(context, actual_args); - }); - }; - auto select_or_reject = [make_filter](bool is_select) { - return Value::callable([=](const std::shared_ptr & context, ArgumentsValue & args) { - args.expectArgs(is_select ? "select" : "reject", {2, (std::numeric_limits::max)()}, {0, 0}); - auto & items = args.args[0]; - if (items.is_null()) - return Value::array(); - if (!items.is_array()) throw std::runtime_error("object is not iterable: " + items.dump()); - - auto filter_fn = context->get(args.args[1]); - if (filter_fn.is_null()) throw std::runtime_error("Undefined filter: " + args.args[1].dump()); - - auto filter_args = Value::array(); - for (size_t i = 2, n = args.args.size(); i < n; i++) { - filter_args.push_back(args.args[i]); - } - auto filter = make_filter(filter_fn, filter_args); - - auto res = Value::array(); - for (size_t i = 0, n = items.size(); i < n; i++) { - auto & item = items.at(i); - ArgumentsValue filter_args; - filter_args.args.emplace_back(item); - auto pred_res = filter.call(context, filter_args); - if (pred_res.to_bool() == (is_select ? true : false)) { - res.push_back(item); - } - } - return res; - }); - }; - globals.set("select", select_or_reject(/* is_select= */ true)); - globals.set("reject", select_or_reject(/* is_select= */ false)); - globals.set("map", Value::callable([=](const std::shared_ptr & context, ArgumentsValue & args) { - auto res = Value::array(); - if (args.args.size() == 1 && - ((args.has_named("attribute") && args.kwargs.size() == 1) || (args.has_named("default") && args.kwargs.size() == 2))) { - auto & items = args.args[0]; - auto attr_name = args.get_named("attribute"); - auto default_value = args.get_named("default"); - for (size_t i = 0, n = items.size(); i < n; i++) { - auto & item = items.at(i); - auto attr = item.get(attr_name); - res.push_back(attr.is_null() ? default_value : attr); - } - } else if (args.kwargs.empty() && args.args.size() >= 2) { - auto fn = context->get(args.args[1]); - if (fn.is_null()) throw std::runtime_error("Undefined filter: " + args.args[1].dump()); - ArgumentsValue filter_args { {Value()}, {} }; - for (size_t i = 2, n = args.args.size(); i < n; i++) { - filter_args.args.emplace_back(args.args[i]); - } - for (size_t i = 0, n = args.args[0].size(); i < n; i++) { - auto & item = args.args[0].at(i); - filter_args.args[0] = item; - res.push_back(fn.call(context, filter_args)); - } - } else { - throw std::runtime_error("Invalid or unsupported arguments for map"); - } - return res; - })); - globals.set("indent", simple_function("indent", { "text", "indent", "first" }, [](const std::shared_ptr &, Value & args) { - auto text = args.at("text").get(); - auto first = args.get("first", false); - std::string out; - std::string indent(args.get("indent", 0), ' '); - std::istringstream iss(text); - std::string line; - auto is_first = true; - while (std::getline(iss, line, '\n')) { - auto needs_indent = !is_first || first; - if (is_first) is_first = false; - else out += "\n"; - if (needs_indent) out += indent; - out += line; - } - if (!text.empty() && text.back() == '\n') out += "\n"; - return out; - })); - auto select_or_reject_attr = [](bool is_select) { - return Value::callable([=](const std::shared_ptr & context, ArgumentsValue & args) { - args.expectArgs(is_select ? "selectattr" : "rejectattr", {2, (std::numeric_limits::max)()}, {0, 0}); - auto & items = args.args[0]; - if (items.is_null()) - return Value::array(); - if (!items.is_array()) throw std::runtime_error("object is not iterable: " + items.dump()); - auto attr_name = args.args[1].get(); - - bool has_test = false; - Value test_fn; - ArgumentsValue test_args {{Value()}, {}}; - if (args.args.size() >= 3) { - has_test = true; - test_fn = context->get(args.args[2]); - if (test_fn.is_null()) throw std::runtime_error("Undefined test: " + args.args[2].dump()); - for (size_t i = 3, n = args.args.size(); i < n; i++) { - test_args.args.emplace_back(args.args[i]); - } - test_args.kwargs = args.kwargs; - } - - auto res = Value::array(); - for (size_t i = 0, n = items.size(); i < n; i++) { - auto & item = items.at(i); - auto attr = item.get(attr_name); - if (has_test) { - test_args.args[0] = attr; - if (test_fn.call(context, test_args).to_bool() == (is_select ? true : false)) { - res.push_back(item); - } - } else { - res.push_back(attr); - } - } - return res; - }); - }; - globals.set("selectattr", select_or_reject_attr(/* is_select= */ true)); - globals.set("rejectattr", select_or_reject_attr(/* is_select= */ false)); - globals.set("range", Value::callable([=](const std::shared_ptr &, ArgumentsValue & args) { - std::vector startEndStep(3); - std::vector param_set(3); - if (args.args.size() == 1) { - startEndStep[1] = args.args[0].get(); - param_set[1] = true; - } else { - for (size_t i = 0; i < args.args.size(); i++) { - auto & arg = args.args[i]; - auto v = arg.get(); - startEndStep[i] = v; - param_set[i] = true; - } - } - for (auto & [name, value] : args.kwargs) { - size_t i; - if (name == "start") i = 0; - else if (name == "end") i = 1; - else if (name == "step") i = 2; - else throw std::runtime_error("Unknown argument " + name + " for function range"); - - if (param_set[i]) { - throw std::runtime_error("Duplicate argument " + name + " for function range"); - } - startEndStep[i] = value.get(); - param_set[i] = true; - } - if (!param_set[1]) { - throw std::runtime_error("Missing required argument 'end' for function range"); - } - int64_t start = param_set[0] ? startEndStep[0] : 0; - int64_t end = startEndStep[1]; - int64_t step = param_set[2] ? startEndStep[2] : 1; - - auto res = Value::array(); - if (step > 0) { - for (int64_t i = start; i < end; i += step) { - res.push_back(Value(i)); - } - } else { - for (int64_t i = start; i > end; i += step) { - res.push_back(Value(i)); - } - } - return res; - })); - - return std::make_shared(std::move(globals)); -} - -inline std::shared_ptr Context::make(Value && values, const std::shared_ptr & parent) { - return std::make_shared(values.is_null() ? Value::object() : std::move(values), parent); -} - -} // namespace minja diff --git a/common/sampling.cpp b/common/sampling.cpp index e4b21ca10..7241ac321 100644 --- a/common/sampling.cpp +++ b/common/sampling.cpp @@ -151,30 +151,9 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, co lparams.no_perf = params.no_perf; - std::vector trigger_words; - trigger_words.reserve(params.grammar_trigger_words.size()); - for (const auto & str : params.grammar_trigger_words) { - trigger_words.push_back(str.word.c_str()); - } - - struct llama_sampler * grmr; - if (params.grammar.compare(0, 11, "%llguidance") == 0) { -#ifdef LLAMA_USE_LLGUIDANCE - grmr = llama_sampler_init_llg(vocab, "lark", params.grammar.c_str()); -#else - GGML_ABORT("llguidance (cmake -DLLAMA_LLGUIDANCE=ON) is not enabled"); -#endif // LLAMA_USE_LLGUIDANCE - } else { - grmr = params.grammar_lazy - ? llama_sampler_init_grammar_lazy(vocab, params.grammar.c_str(), "root", - trigger_words.data(), trigger_words.size(), - params.grammar_trigger_tokens.data(), params.grammar_trigger_tokens.size()) - : llama_sampler_init_grammar(vocab, params.grammar.c_str(), "root"); - } - auto * result = new common_sampler { /* .params = */ params, - /* .grmr = */ grmr, + /* .grmr = */ llama_sampler_init_grammar(vocab, params.grammar.c_str(), "root"), /* .chain = */ llama_sampler_chain_init(lparams), /* .prev = */ ring_buffer(std::max(32, params.n_prev)), /* .cur = */ {}, diff --git a/common/sampling.h b/common/sampling.h index 2064421db..348911b18 100644 --- a/common/sampling.h +++ b/common/sampling.h @@ -102,6 +102,3 @@ std::string common_sampler_type_to_str(enum common_sampler_type cnstr); std::vector common_sampler_types_from_names(const std::vector & names, bool allow_alt_names); std::vector common_sampler_types_from_chars(const std::string & chars); - -llama_sampler * llama_sampler_init_llg(const llama_vocab * vocab, - const char * grammar_kind, const char * grammar_data); diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 018a2a588..63b54a9cf 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -648,7 +648,7 @@ class Model: if chkhsh == "7967bfa498ade6b757b064f31e964dddbb80f8f9a4d68d4ba7998fcf281c531a": # ref: https://huggingface.co/jinaai/jina-embeddings-v2-base-code res = "jina-v2-code" - if chkhsh == "b6e8e1518dc4305be2fe39c313ed643381c4da5db34a98f6a04c093f8afbe99b" or chkhsh == "81d72c7348a9f0ebe86f23298d37debe0a5e71149e29bd283904c02262b27516": + if chkhsh == "b6e8e1518dc4305be2fe39c313ed643381c4da5db34a98f6a04c093f8afbe99b": # ref: https://huggingface.co/THUDM/glm-4-9b-chat res = "chatglm-bpe" if chkhsh == "7fc505bd3104ca1083b150b17d088b59534ede9bde81f0dd2090967d7fe52cee": @@ -4513,7 +4513,7 @@ class JaisModel(Model): self.gguf_writer.add_max_alibi_bias(self.max_alibi_bias) -@Model.register("GlmForCausalLM", "ChatGLMModel", "ChatGLMForConditionalGeneration") +@Model.register("ChatGLMModel", "ChatGLMForConditionalGeneration") class ChatGLMModel(Model): model_arch = gguf.MODEL_ARCH.CHATGLM @@ -4619,15 +4619,47 @@ class ChatGLMModel(Model): from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained(dir_model, trust_remote_code=True) - vocab_size = hparams.get("padded_vocab_size",hparams["vocab_size"]) + vocab_size = hparams["padded_vocab_size"] assert max(tokenizer.get_vocab().values()) < vocab_size - tokens, toktypes, tokpre = self.get_vocab_base() + tokpre = self.get_vocab_base_pre(tokenizer) + + merges = [] + vocab = {} + mergeable_ranks = tokenizer.mergeable_ranks + for token, rank in mergeable_ranks.items(): + vocab[ChatGLMModel.token_bytes_to_string(token)] = rank + if len(token) == 1: + continue + merged = ChatGLMModel.bpe(mergeable_ranks, token, max_rank=rank) + assert len(merged) >= 2 and len(merged) <= 7 + merges.append(' '.join(map(ChatGLMModel.token_bytes_to_string, merged))) + + # for this kind of tokenizer, added_vocab is not a subset of vocab, so they need to be combined + added_vocab = tokenizer.get_added_vocab() + reverse_vocab = {id_ : encoded_tok for encoded_tok, id_ in {**vocab, **added_vocab}.items()} + + for i in range(vocab_size): + if i not in reverse_vocab: + tokens.append(f"[PAD{i}]") + toktypes.append(gguf.TokenType.UNUSED) + elif reverse_vocab[i] in added_vocab: + tokens.append(reverse_vocab[i]) + if tokenizer.added_tokens_decoder[i].special: + toktypes.append(gguf.TokenType.CONTROL) + else: + toktypes.append(gguf.TokenType.USER_DEFINED) + else: + tokens.append(reverse_vocab[i]) + toktypes.append(gguf.TokenType.NORMAL) + self.gguf_writer.add_tokenizer_model("gpt2") self.gguf_writer.add_tokenizer_pre(tokpre) self.gguf_writer.add_token_list(tokens) self.gguf_writer.add_token_types(toktypes) - special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True) + + special_vocab = gguf.SpecialVocab(dir_model, load_merges=False) + special_vocab.merges = merges # only add special tokens when they were not already loaded from config.json special_vocab._set_special_token("eos", tokenizer.get_added_vocab()["<|endoftext|>"]) special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|user|>"]) @@ -4638,20 +4670,16 @@ class ChatGLMModel(Model): def set_gguf_parameters(self): n_embed = self.hparams.get("hidden_size", self.hparams.get("n_embed")) n_head = self.hparams.get("n_head", self.hparams.get("num_attention_heads")) - n_head_kv = self.hparams.get("multi_query_group_num", self.hparams.get("num_key_value_heads", n_head)) + n_head_kv = self.hparams.get("multi_query_group_num", n_head) self.gguf_writer.add_context_length(self.hparams.get("seq_length", n_embed)) self.gguf_writer.add_embedding_length(n_embed) - self.gguf_writer.add_feed_forward_length(self.hparams.get("ffn_hidden_size", self.hparams.get("intermediate_size", 4 * n_embed))) - self.gguf_writer.add_block_count(self.hparams.get("num_layers", self.hparams["num_hidden_layers"])) + self.gguf_writer.add_feed_forward_length(self.hparams.get("ffn_hidden_size", 4 * n_embed)) + self.gguf_writer.add_block_count(self.hparams["num_layers"]) self.gguf_writer.add_head_count(n_head) self.gguf_writer.add_head_count_kv(n_head_kv) - self.gguf_writer.add_layer_norm_rms_eps(self.hparams.get("layernorm_epsilon",1e-5)) + self.gguf_writer.add_layer_norm_rms_eps(self.hparams["layernorm_epsilon"]) self.gguf_writer.add_file_type(self.ftype) - if "attention_dim" in self.hparams: - rope_dim = self.hparams["attention_dim"] - else: - rope_dim = self.hparams["hidden_size"] // self.hparams["num_attention_heads"] - self.gguf_writer.add_rope_dimension_count(int(rope_dim * self.hparams.get("partial_rotary_factor", 0.5))) + self.gguf_writer.add_rope_dimension_count(64) self.gguf_writer.add_add_bos_token(False) rope_freq = 10000 if "rope_ratio" in self.hparams: @@ -4661,7 +4689,7 @@ class ChatGLMModel(Model): def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: del bid # unused - if name.endswith(".rotary_pos_emb.inv_freq") or name.startswith("model.vision."): + if name.endswith(".rotary_pos_emb.inv_freq"): return [] name = name.removeprefix("transformer.") diff --git a/docs/backend/SYCL.md b/docs/backend/SYCL.md index 89ddbd669..8d8312e91 100644 --- a/docs/backend/SYCL.md +++ b/docs/backend/SYCL.md @@ -133,7 +133,7 @@ The docker build option is currently limited to *intel GPU* targets. ### Build image ```sh # Using FP16 -docker build -t llama-cpp-sycl --build-arg="GGML_SYCL_F16=ON" --target light -f .devops/intel.Dockerfile . +docker build -t llama-cpp-sycl --build-arg="GGML_SYCL_F16=ON" -f .devops/llama-cli-intel.Dockerfile . ``` *Notes*: diff --git a/docs/build.md b/docs/build.md index afb7a0402..3b0d2211d 100644 --- a/docs/build.md +++ b/docs/build.md @@ -125,66 +125,21 @@ For detailed info, please refer to [llama.cpp for SYCL](./backend/SYCL.md). ## CUDA -This provides GPU acceleration using an NVIDIA GPU. Make sure to have the [CUDA toolkit](https://developer.nvidia.com/cuda-toolkit) installed. +This provides GPU acceleration using an NVIDIA GPU. Make sure to have the CUDA toolkit installed. You can download it from your Linux distro's package manager (e.g. `apt install nvidia-cuda-toolkit`) or from the [NVIDIA developer site](https://developer.nvidia.com/cuda-downloads). -#### Download directly from NVIDIA -You may find the official downloads here: [NVIDIA developer site](https://developer.nvidia.com/cuda-downloads). +If you are using Fedora (using Fedora Workstation, or an 'Atomic' variant such as Silverblue), or would like to set up CUDA in a toolbox, please consider our [Fedora CUDA guide](./cuda-fedora.md). Unfortunately, the process is not as simple as one might expect. +- Using `CMake`: -#### Compile and run inside a Fedora Toolbox Container -We also have a [guide](./cuda-fedora.md) for setting up CUDA toolkit in a Fedora [toolbox container](https://containertoolbx.org/). + ```bash + cmake -B build -DGGML_CUDA=ON + cmake --build build --config Release + ``` -**Recommended for:** - -- ***Particularly*** *convenient* for users of [Atomic Desktops for Fedora](https://fedoraproject.org/atomic-desktops/); such as: [Silverblue](https://fedoraproject.org/atomic-desktops/silverblue/) and [Kinoite](https://fedoraproject.org/atomic-desktops/kinoite/). -- Toolbox is installed by default: [Fedora Workstation](https://fedoraproject.org/workstation/) or [Fedora KDE Plasma Desktop](https://fedoraproject.org/spins/kde). -- *Optionally* toolbox packages are available: [Arch Linux](https://archlinux.org/), [Red Hat Enterprise Linux >= 8.5](https://www.redhat.com/en/technologies/linux-platforms/enterprise-linux), or [Ubuntu](https://ubuntu.com/download) - - -### Compilation -```bash -cmake -B build -DGGML_CUDA=ON -cmake --build build --config Release -``` - -### Override Compute Capability Specifications - -If `nvcc` cannot detect your gpu, you may get compile-warnings such as: - ```text -nvcc warning : Cannot find valid GPU for '-arch=native', default arch is used -``` - -To override the `native` GPU detection: - -#### 1. Take note of the `Compute Capability` of your NVIDIA devices: ["CUDA: Your GPU Compute > Capability"](https://developer.nvidia.com/cuda-gpus). - -```text -GeForce RTX 4090 8.9 -GeForce RTX 3080 Ti 8.6 -GeForce RTX 3070 8.6 -``` - -#### 2. Manually list each varying `Compute Capability` in the `CMAKE_CUDA_ARCHITECTURES` list. - -```bash -cmake -B build -DGGML_CUDA=ON -DCMAKE_CUDA_ARCHITECTURES="86;89" -``` - -### Runtime CUDA environmental variables - -You may set the [cuda environmental variables](https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html#env-vars) at runtime. - -```bash -# Use `CUDA_VISIBLE_DEVICES` to hide the first compute device. -CUDA_VISIBLE_DEVICES="-0" ./build/bin/llama-server --model /srv/models/llama.gguf -``` - -### Unified Memory +The environment variable [`CUDA_VISIBLE_DEVICES`](https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html#env-vars) can be used to specify which GPU(s) will be used. The environment variable `GGML_CUDA_ENABLE_UNIFIED_MEMORY=1` can be used to enable unified memory in Linux. This allows swapping to system RAM instead of crashing when the GPU VRAM is exhausted. In Windows this setting is available in the NVIDIA control panel as `System Memory Fallback`. -### Performance Tuning - The following compilation options are also available to tweak performance: | Option | Legal values | Default | Description | @@ -331,7 +286,7 @@ You don't need to install Vulkan SDK. It will be installed inside the container. ```sh # Build the image -docker build -t llama-cpp-vulkan --target light -f .devops/vulkan.Dockerfile . +docker build -t llama-cpp-vulkan -f .devops/llama-cli-vulkan.Dockerfile . # Then, use it: docker run -it --rm -v "$(pwd):/app:Z" --device /dev/dri/renderD128:/dev/dri/renderD128 --device /dev/dri/card1:/dev/dri/card1 llama-cpp-vulkan -m "/app/models/YOUR_MODEL_FILE" -p "Building a website can be done in 10 simple steps:" -n 400 -e -ngl 33 diff --git a/docs/cuda-fedora.md b/docs/cuda-fedora.md index 9c88b7694..b993386c8 100644 --- a/docs/cuda-fedora.md +++ b/docs/cuda-fedora.md @@ -1,16 +1,17 @@ # Setting Up CUDA on Fedora In this guide we setup [Nvidia CUDA](https://docs.nvidia.com/cuda/) in a toolbox container. This guide is applicable for: - - [Fedora Workstation](https://fedoraproject.org/workstation/) - [Atomic Desktops for Fedora](https://fedoraproject.org/atomic-desktops/) - [Fedora Spins](https://fedoraproject.org/spins) -- [Other Distributions](https://containertoolbx.org/distros/), including `Red Hat Enterprise Linux >= 8.5`, `Arch Linux`, and `Ubuntu`. +- [Other Distributions](https://containertoolbx.org/distros/), including `Red Hat Enterprise Linux >= 8.`, `Arch Linux`, and `Ubuntu`. + ## Table of Contents - [Prerequisites](#prerequisites) -- [Using the Fedora 41 CUDA Repository](#using-the-fedora-41-cuda-repository) +- [Monitoring NVIDIA CUDA Repositories](#monitoring-nvidia-cuda-repositories) +- [Using the Fedora 39 CUDA Repository](#using-the-fedora-39-cuda-repository) - [Creating a Fedora Toolbox Environment](#creating-a-fedora-toolbox-environment) - [Installing Essential Development Tools](#installing-essential-development-tools) - [Adding the CUDA Repository](#adding-the-cuda-repository) @@ -28,33 +29,44 @@ In this guide we setup [Nvidia CUDA](https://docs.nvidia.com/cuda/) in a toolbox ## Prerequisites - **Toolbox Installed on the Host System** `Fedora Silverblue` and `Fedora Workstation` both have toolbox by default, other distributions may need to install the [toolbox package](https://containertoolbx.org/install/). -- **NVIDIA Drivers and Graphics Card installed on Host System (recommended)** To run CUDA program, such as `llama.cpp`, the host should be setup to access your NVIDIA hardware. Fedora Hosts can use the [RPM Fusion Repository](https://rpmfusion.org/Howto/NVIDIA). +- **NVIDIA Drivers and Graphics Card installed on Host System (optional)** To run CUDA program, such as `llama.cpp`, the host should be setup to access your NVIDIA hardware. Fedora Hosts can use the [RPM Fusion Repository](https://rpmfusion.org/Howto/NVIDIA). - **Internet connectivity** to download packages. -### Using the Fedora 41 CUDA Repository +### Monitoring NVIDIA CUDA Repositories -The latest release is 41. +Before proceeding, it is advisable to check if NVIDIA has updated their CUDA repositories for your Fedora version. NVIDIA's repositories can be found at: +- [Fedora 40 CUDA Repository](https://developer.download.nvidia.com/compute/cuda/repos/fedora40/x86_64/) - [Fedora 41 CUDA Repository](https://developer.download.nvidia.com/compute/cuda/repos/fedora41/x86_64/) -**Note:** We recommend using a toolbox environment to prevent system conflicts. +As of the latest update, these repositories do not contain the `cuda` meta-package or are missing essential components. + +### Using the Fedora 39 CUDA Repository + +Since the newer repositories are incomplete, we'll use the Fedora 39 repository: + +- [Fedora 39 CUDA Repository](https://developer.download.nvidia.com/compute/cuda/repos/fedora39/x86_64/) + +**Note:** Fedora 39 is no longer maintained, so we recommend using a toolbox environment to prevent system conflicts. ## Creating a Fedora Toolbox Environment -This guide focuses on Fedora hosts, but with small adjustments, it can work for other hosts. Using the Fedora Toolbox allows us to install the necessary packages without affecting the host system. +This guide focuses on Fedora hosts, but with small adjustments, it can work for other hosts. Using a Fedora 39 toolbox allows us to install the necessary packages without affecting the host system. **Note:** Toolbox is available for other systems, and even without Toolbox, it is possible to use Podman or Docker. -1. **Create a Fedora 41 Toolbox:** +We do not recommend installing on the host system, as Fedora 39 is out-of-maintenance, and instead you should upgrade to a maintained version of Fedora for your host. + +1. **Create a Fedora 39 Toolbox:** ```bash - toolbox create --image registry.fedoraproject.org/fedora-toolbox:41 --container fedora-toolbox-41-cuda + toolbox create --image registry.fedoraproject.org/fedora-toolbox:39 --container fedora-toolbox-39-cuda ``` 2. **Enter the Toolbox:** ```bash - toolbox enter --container fedora-toolbox-41-cuda + toolbox enter --container fedora-toolbox-39-cuda ``` Inside the toolbox, you have root privileges and can install packages without affecting the host system. @@ -73,7 +85,7 @@ This guide focuses on Fedora hosts, but with small adjustments, it can work for sudo dnf install vim-default-editor --allowerasing ``` - The `--allowerasing` flag will allow the removal of the conflicting `nano-default-editor` package. + The `--allowerasing` flag resolves any package conflicts. 3. **Install Development Tools and Libraries:** @@ -88,7 +100,7 @@ This guide focuses on Fedora hosts, but with small adjustments, it can work for Add the NVIDIA CUDA repository to your DNF configuration: ```bash -sudo dnf config-manager addrepo --from-repofile=https://developer.download.nvidia.com/compute/cuda/repos/fedora41/x86_64/cuda-fedora41.repo +sudo dnf config-manager --add-repo https://developer.download.nvidia.com/compute/cuda/repos/fedora39/x86_64/cuda-fedora39.repo ``` After adding the repository, synchronize the package manager again: @@ -97,62 +109,106 @@ After adding the repository, synchronize the package manager again: sudo dnf distro-sync ``` -## Installing `nvidia-driver-libs` and `nvidia-driver-cuda-libs` +## Installing `nvidia-driver-libs` -We need to detect if the host is supplying the [NVIDIA driver libraries into the toolbox](https://github.com/containers/toolbox/blob/main/src/pkg/nvidia/nvidia.go). +Attempt to install `nvidia-driver-libs`: ```bash -ls -la /usr/lib64/libcuda.so.1 +sudo dnf install nvidia-driver-libs ``` **Explanation:** -- `nvidia-driver-libs` and `nvidia-driver-cuda-libs` contains necessary NVIDIA driver libraries required by CUDA, - on hosts with NVIDIA drivers installed the Fedora Container will supply the host libraries. +- `nvidia-driver-libs` contains necessary NVIDIA driver libraries required by CUDA. +- This step might fail due to conflicts with existing NVIDIA drivers on the host system. -### Install Nvidia Driver Libraries on Guest (if `libcuda.so.1` was NOT found). - -```bash -sudo dnf install nvidia-driver-libs nvidia-driver-cuda-libs -``` - -### Manually Updating the RPM database for host-supplied NVIDIA drivers (if `libcuda.so.1` was found). +## Manually Resolving Package Conflicts If the installation fails due to conflicts, we'll manually download and install the required packages, excluding conflicting files. -#### 1. Download `nvidia-driver-libs` and `nvidia-driver-cuda-libs` RPM's (with dependencies) +### 1. Download the `nvidia-driver-libs` RPM ```bash -sudo dnf download --destdir=/tmp/nvidia-driver-libs --resolve --arch x86_64 nvidia-driver-libs nvidia-driver-cuda-libs +sudo dnf download --arch x86_64 nvidia-driver-libs ``` -#### 2. Update the RPM database to assume the installation of these packages. +You should see a file similar to: + +``` +nvidia-driver-libs-560.35.05-1.fc39.x86_64.rpm +``` + +### 2. Attempt to Install the RPM ```bash -sudo rpm --install --verbose --hash --justdb /tmp/nvidia-driver-libs/* +sudo dnf install nvidia-driver-libs-560.35.05-1.fc39.x86_64.rpm +``` + +**Expected Error:** + +Installation may fail with errors pointing to conflicts with `egl-gbm` and `egl-wayland`. + +**Note: It is important to carefully read the error messages to identify the exact paths that need to be excluded.** + +### 3. Download Dependencies + +```bash +sudo dnf download --arch x86_64 egl-gbm egl-wayland +``` + +### 4. Install `egl-gbm` with Excluded Paths + +Exclude conflicting files during installation: + +```bash +sudo rpm --install --verbose --hash \ + --excludepath=/usr/lib64/libnvidia-egl-gbm.so.1.1.2 \ + --excludepath=/usr/share/egl/egl_external_platform.d/15_nvidia_gbm.json \ + egl-gbm-1.1.2^20240919gitb24587d-3.fc39.x86_64.rpm +``` + +**Explanation:** + +- The `--excludepath` option skips installing files that conflict with existing files. +- Adjust the paths based on the error messages you receive. + +### 5. Install `egl-wayland` with Excluded Paths + +```bash +sudo rpm --install --verbose --hash \ + --excludepath=/usr/share/egl/egl_external_platform.d/10_nvidia_wayland.json \ + egl-wayland-1.1.17^20241118giteeb29e1-5.fc39.x86_64.rpm +``` + +### 6. Install `nvidia-driver-libs` with Excluded Paths + +```bash +sudo rpm --install --verbose --hash \ + --excludepath=/usr/share/glvnd/egl_vendor.d/10_nvidia.json \ + --excludepath=/usr/share/nvidia/nvoptix.bin \ + nvidia-driver-libs-560.35.05-1.fc39.x86_64.rpm ``` **Note:** -- The `--justdb` option only updates the RPM database, without touching the filesystem. +- Replace the paths with the ones causing conflicts in your installation if they differ. +- The `--verbose` and `--hash` options provide detailed output during installation. -#### Finalizing the Installation of `nvidia-driver-libs` and `nvidia-driver-cuda-libs` +## Finalizing the Installation of `nvidia-driver-libs` After manually installing the dependencies, run: ```bash -sudo dnf install nvidia-driver-libs nvidia-driver-cuda-libs +sudo dnf install nvidia-driver-libs ``` You should receive a message indicating the package is already installed: ``` -Updating and loading repositories: -Repositories loaded. -Package "nvidia-driver-libs-3:570.86.10-1.fc41.x86_64" is already installed. -Package "nvidia-driver-cuda-libs-3:570.86.10-1.fc41.x86_64" is already installed. - +Package nvidia-driver-libs-3:560.35.05-1.fc39.x86_64 is already installed. +Dependencies resolved. Nothing to do. +Complete! ``` ## Installing the CUDA Meta-Package @@ -177,7 +233,7 @@ To use CUDA, add its binary directory to your system's `PATH`. **Explanation:** - - We add to `/etc/profile.d/` as the `/etc/` folder is unique to this particular container, and is not shared with other containers or the host system. + - We add to `/etc/profile.d/` as the `/etc/` folder is unique to this particular container, and is not shared with other containers or the host system. - The backslash `\` before `$PATH` ensures the variable is correctly written into the script. 2. **Make the Script Executable:** @@ -206,33 +262,26 @@ You should see output similar to: ``` nvcc: NVIDIA (R) Cuda compiler driver -Copyright (c) 2005-2025 NVIDIA Corporation -Built on Wed_Jan_15_19:20:09_PST_2025 -Cuda compilation tools, release 12.8, V12.8.61 -Build cuda_12.8.r12.8/compiler.35404655_0 +Copyright (c) 2005-2024 NVIDIA Corporation +Built on Tue_Oct_29_23:50:19_PDT_2024 +Cuda compilation tools, release 12.6, V12.6.85 +Build cuda_12.6.r12.6/compiler.35059454_0 ``` This output confirms that the CUDA compiler is accessible and indicates the installed version. ## Conclusion -You have successfully set up CUDA on Fedora within a toolbox environment using the Fedora 41 CUDA repository. By manually updating the RPM db and configuring the environment, you can develop CUDA applications without affecting your host system. +You have successfully set up CUDA on Fedora within a toolbox environment using the Fedora 39 CUDA repository. By manually resolving package conflicts and configuring the environment, you can develop CUDA applications without affecting your host system. ## Troubleshooting - **Installation Failures:** - - If you encounter errors during installation, carefully read the error messages. They often indicate conflicting files or missing dependencies. - - You may use the `--excludepath` option with `rpm` to exclude conflicting files during manual RPM installations. + - Use the `--excludepath` option with `rpm` to exclude conflicting files during manual installations. -- **Rebooting the Container:** - - - Sometimes there may be a bug in the NVIDIA driver host passthrough (such as missing a shared library). Rebooting the container may solve this issue: - - ```bash - # on the host system - podman container restart --all - ``` +- **Driver Conflicts:** + - Since the host system may already have NVIDIA drivers installed, conflicts can arise. Using the toolbox environment helps isolate these issues. - **Environment Variables Not Set:** - If `nvcc` is not found after installation, ensure that `/usr/local/cuda/bin` is in your `PATH`. @@ -242,12 +291,10 @@ You have successfully set up CUDA on Fedora within a toolbox environment using t ## Additional Notes - **Updating CUDA in the Future:** - - Keep an eye on the official NVIDIA repositories for updates to your Fedora version. - When an updated repository becomes available, adjust your `dnf` configuration accordingly. - **Building `llama.cpp`:** - - With CUDA installed, you can follow these [build instructions for `llama.cpp`](https://github.com/ggerganov/llama.cpp/blob/master/docs/build.md) to compile it with CUDA support. - Ensure that any CUDA-specific build flags or paths are correctly set in your build configuration. diff --git a/docs/docker.md b/docs/docker.md index dac9a9ec1..8d90e6ded 100644 --- a/docs/docker.md +++ b/docs/docker.md @@ -60,9 +60,9 @@ Assuming one has the [nvidia-container-toolkit](https://github.com/NVIDIA/nvidia ## Building Docker locally ```bash -docker build -t local/llama.cpp:full-cuda --target full -f .devops/cuda.Dockerfile . -docker build -t local/llama.cpp:light-cuda --target light -f .devops/cuda.Dockerfile . -docker build -t local/llama.cpp:server-cuda --target server -f .devops/cuda.Dockerfile . +docker build -t local/llama.cpp:full-cuda -f .devops/full-cuda.Dockerfile . +docker build -t local/llama.cpp:light-cuda -f .devops/llama-cli-cuda.Dockerfile . +docker build -t local/llama.cpp:server-cuda -f .devops/llama-server-cuda.Dockerfile . ``` You may want to pass in some different `ARGS`, depending on the CUDA environment supported by your container host, as well as the GPU architecture. @@ -95,9 +95,9 @@ Assuming one has the [mt-container-toolkit](https://developer.mthreads.com/musa/ ## Building Docker locally ```bash -docker build -t local/llama.cpp:full-musa --target full -f .devops/musa.Dockerfile . -docker build -t local/llama.cpp:light-musa --target light -f .devops/musa.Dockerfile . -docker build -t local/llama.cpp:server-musa --target server -f .devops/musa.Dockerfile . +docker build -t local/llama.cpp:full-musa -f .devops/full-musa.Dockerfile . +docker build -t local/llama.cpp:light-musa -f .devops/llama-cli-musa.Dockerfile . +docker build -t local/llama.cpp:server-musa -f .devops/llama-server-musa.Dockerfile . ``` You may want to pass in some different `ARGS`, depending on the MUSA environment supported by your container host, as well as the GPU architecture. diff --git a/docs/llguidance.md b/docs/llguidance.md deleted file mode 100644 index 792d20704..000000000 --- a/docs/llguidance.md +++ /dev/null @@ -1,51 +0,0 @@ -# LLGuidance Support in llama.cpp - -[LLGuidance](https://github.com/guidance-ai/llguidance) is a library for constrained decoding (also called constrained sampling or structured outputs) for Large Language Models (LLMs). Initially developed as the backend for the [Guidance](https://github.com/guidance-ai/guidance) library, it can also be used independently. - -LLGuidance supports JSON Schemas and arbitrary context-free grammars (CFGs) written in a [variant](https://github.com/guidance-ai/llguidance/blob/main/docs/syntax.md) of Lark syntax. It is [very fast](https://github.com/guidance-ai/jsonschemabench/tree/main/maskbench) and has [excellent](https://github.com/guidance-ai/llguidance/blob/main/docs/json_schema.md) JSON Schema coverage but requires the Rust compiler, which complicates the llama.cpp build process. - -## Building - -To enable LLGuidance support, build llama.cpp with the `LLAMA_LLGUIDANCE` option: - -```sh -cmake -B build -DLLAMA_LLGUIDANCE=ON -make -C build -j -``` - -This requires the Rust compiler and the `cargo` tool to be [installed](https://www.rust-lang.org/tools/install). - -## Interface - -There are no new command-line arguments or modifications to `common_params`. When enabled, grammars starting with `%llguidance` are passed to LLGuidance instead of the [current](../grammars/README.md) llama.cpp grammars. Additionally, JSON Schema requests (e.g., using the `-j` argument in `llama-cli`) are also passed to LLGuidance. - -For your existing GBNF grammars, you can use [gbnf_to_lark.py script](https://github.com/guidance-ai/llguidance/blob/main/scripts/gbnf_to_lark.py) to convert them to LLGuidance Lark-like format. - -## Performance - -Computing a "token mask" (i.e., the set of allowed tokens) for a llama3 tokenizer with 128k tokens takes, on average, 50μs of single-core CPU time for the [JSON Schema Bench](https://github.com/guidance-ai/jsonschemabench). The p99 time is 0.5ms, and the p100 time is 20ms. These results are due to the lexer/parser split and several [optimizations](https://github.com/guidance-ai/llguidance/blob/main/docs/optimizations.md). - -## JSON Schema - -LLGuidance adheres closely to the JSON Schema specification. For example: - -- `additionalProperties` defaults to `true`, unlike current grammars, though you can set `"additionalProperties": false` if needed. -- any whitespace is allowed. -- The definition order in the `"properties": {}` object is maintained, regardless of whether properties are required (current grammars always puts required properties first). - -Unsupported schemas result in an error message—no keywords are silently ignored. - -## Why Not Reuse GBNF Format? - -GBNF lacks the concept of a lexer. - -Most programming languages, including JSON, use a two-step process: a lexer (built with regular expressions) converts a byte stream into lexemes, which are then processed by a CFG parser. This approach is faster because lexers are cheaper to evaluate, and there is ~10x fewer lexemes than bytes. -LLM tokens often align with lexemes, so the parser is engaged in under 0.5% of tokens, with the lexer handling the rest. - -However, the user has to provide the distinction between lexemes and CFG symbols. In [Lark](https://github.com/lark-parser/lark), lexeme names are uppercase, while CFG symbols are lowercase. -The [gbnf_to_lark.py script](https://github.com/guidance-ai/llguidance/blob/main/scripts/gbnf_to_lark.py) can often take care of this automatically. -See [LLGuidance syntax docs](https://github.com/guidance-ai/llguidance/blob/main/docs/syntax.md#terminals-vs-rules) for more details. - -## Error Handling - -Errors are currently printed to `stderr`, and generation continues. Improved error handling may be added in the future. diff --git a/examples/batched.swift/Sources/main.swift b/examples/batched.swift/Sources/main.swift index 55c31166c..371917b2e 100644 --- a/examples/batched.swift/Sources/main.swift +++ b/examples/batched.swift/Sources/main.swift @@ -31,11 +31,6 @@ defer { llama_model_free(model) } -guard let vocab = llama_model_get_vocab(model) else { - print("Failed to get vocab") - exit(1) -} - var tokens = tokenize(text: prompt, add_bos: true) let n_kv_req = UInt32(tokens.count) + UInt32((n_len - Int(tokens.count)) * n_parallel) @@ -46,7 +41,7 @@ context_params.n_batch = UInt32(max(n_len, n_parallel)) context_params.n_threads = 8 context_params.n_threads_batch = 8 -let context = llama_init_from_model(model, context_params) +let context = llama_new_context_with_model(model, context_params) guard context != nil else { print("Failed to initialize context") exit(1) @@ -146,7 +141,7 @@ while n_cur <= n_len { let new_token_id = llama_sampler_sample(smpl, context, i_batch[i]) // is it an end of stream? -> mark the stream as finished - if llama_vocab_is_eog(vocab, new_token_id) || n_cur == n_len { + if llama_vocab_is_eog(model, new_token_id) || n_cur == n_len { i_batch[i] = -1 // print("") if n_parallel > 1 { @@ -212,7 +207,7 @@ private func tokenize(text: String, add_bos: Bool) -> [llama_token] { let utf8Count = text.utf8.count let n_tokens = utf8Count + (add_bos ? 1 : 0) let tokens = UnsafeMutablePointer.allocate(capacity: n_tokens) - let tokenCount = llama_tokenize(vocab, text, Int32(utf8Count), tokens, Int32(n_tokens), add_bos, /*special tokens*/ false) + let tokenCount = llama_tokenize(model, text, Int32(utf8Count), tokens, Int32(n_tokens), add_bos, /*special tokens*/ false) var swiftTokens: [llama_token] = [] for i in 0 ..< tokenCount { swiftTokens.append(tokens[Int(i)]) @@ -223,12 +218,12 @@ private func tokenize(text: String, add_bos: Bool) -> [llama_token] { private func token_to_piece(token: llama_token, buffer: inout [CChar]) -> String? { var result = [CChar](repeating: 0, count: 8) - let nTokens = llama_token_to_piece(vocab, token, &result, Int32(result.count), 0, false) + let nTokens = llama_token_to_piece(model, token, &result, Int32(result.count), 0, false) if nTokens < 0 { let actualTokensCount = -Int(nTokens) result = .init(repeating: 0, count: actualTokensCount) let check = llama_token_to_piece( - vocab, + model, token, &result, Int32(result.count), diff --git a/examples/gbnf-validator/gbnf-validator.cpp b/examples/gbnf-validator/gbnf-validator.cpp index a610e6a0b..17a0e27c4 100644 --- a/examples/gbnf-validator/gbnf-validator.cpp +++ b/examples/gbnf-validator/gbnf-validator.cpp @@ -76,7 +76,7 @@ int main(int argc, char** argv) { grammar_str = buffer.str(); } - llama_grammar * grammar = llama_grammar_init_impl(nullptr, grammar_str.c_str(), "root", false, nullptr, 0, nullptr, 0); + llama_grammar * grammar = llama_grammar_init_impl(nullptr, grammar_str.c_str(), "root"); if (grammar == nullptr) { fprintf(stdout, "Failed to initialize llama_grammar\n"); return 1; diff --git a/examples/llama.swiftui/llama.cpp.swift/LibLlama.swift b/examples/llama.swiftui/llama.cpp.swift/LibLlama.swift index ee7141a66..477c3e6f2 100644 --- a/examples/llama.swiftui/llama.cpp.swift/LibLlama.swift +++ b/examples/llama.swiftui/llama.cpp.swift/LibLlama.swift @@ -24,7 +24,6 @@ func llama_batch_add(_ batch: inout llama_batch, _ id: llama_token, _ pos: llama actor LlamaContext { private var model: OpaquePointer private var context: OpaquePointer - private var vocab: OpaquePointer private var sampling: UnsafeMutablePointer private var batch: llama_batch private var tokens_list: [llama_token] @@ -48,7 +47,6 @@ actor LlamaContext { self.sampling = llama_sampler_chain_init(sparams) llama_sampler_chain_add(self.sampling, llama_sampler_init_temp(0.4)) llama_sampler_chain_add(self.sampling, llama_sampler_init_dist(1234)) - vocab = llama_model_get_vocab(model) } deinit { @@ -81,7 +79,7 @@ actor LlamaContext { ctx_params.n_threads = Int32(n_threads) ctx_params.n_threads_batch = Int32(n_threads) - let context = llama_init_from_model(model, ctx_params) + let context = llama_new_context_with_model(model, ctx_params) guard let context else { print("Could not load context!") throw LlamaError.couldNotInitializeContext @@ -153,7 +151,7 @@ actor LlamaContext { new_token_id = llama_sampler_sample(sampling, context, batch.n_tokens - 1) - if llama_vocab_is_eog(vocab, new_token_id) || n_cur == n_len { + if llama_vocab_is_eog(model, new_token_id) || n_cur == n_len { print("\n") is_done = true let new_token_str = String(cString: temporary_invalid_cchars + [0]) @@ -299,7 +297,7 @@ actor LlamaContext { let utf8Count = text.utf8.count let n_tokens = utf8Count + (add_bos ? 1 : 0) + 1 let tokens = UnsafeMutablePointer.allocate(capacity: n_tokens) - let tokenCount = llama_tokenize(vocab, text, Int32(utf8Count), tokens, Int32(n_tokens), add_bos, false) + let tokenCount = llama_tokenize(model, text, Int32(utf8Count), tokens, Int32(n_tokens), add_bos, false) var swiftTokens: [llama_token] = [] for i in 0...allocate(capacity: Int(-nTokens)) @@ -326,7 +324,7 @@ actor LlamaContext { defer { newResult.deallocate() } - let nNewTokens = llama_token_to_piece(vocab, token, newResult, -nTokens, 0, false) + let nNewTokens = llama_token_to_piece(model, token, newResult, -nTokens, 0, false) let bufferPointer = UnsafeBufferPointer(start: newResult, count: Int(nNewTokens)) return Array(bufferPointer) } else { diff --git a/examples/llava/CMakeLists.txt b/examples/llava/CMakeLists.txt index 319effd19..3ce0d60c8 100644 --- a/examples/llava/CMakeLists.txt +++ b/examples/llava/CMakeLists.txt @@ -50,10 +50,3 @@ set_target_properties(${TARGET} PROPERTIES OUTPUT_NAME llama-qwen2vl-cli) install(TARGETS ${TARGET} RUNTIME) target_link_libraries(${TARGET} PRIVATE common llava ${CMAKE_THREAD_LIBS_INIT}) target_compile_features(${TARGET} PRIVATE cxx_std_17) - -set(TARGET llama-llava-clip-quantize-cli) -add_executable(${TARGET} clip-quantize-cli.cpp) -set_target_properties(${TARGET} PROPERTIES OUTPUT_NAME llama-llava-clip-quantize-cli) -install(TARGETS ${TARGET} RUNTIME) -target_link_libraries(${TARGET} PRIVATE common llava ${CMAKE_THREAD_LIBS_INIT}) -target_compile_features(${TARGET} PRIVATE cxx_std_17) diff --git a/examples/llava/README-glmedge.md b/examples/llava/README-glmedge.md deleted file mode 100644 index 603d01474..000000000 --- a/examples/llava/README-glmedge.md +++ /dev/null @@ -1,43 +0,0 @@ -# GLMV-EDGE - -Currently this implementation supports [glm-edge-v-2b](https://huggingface.co/THUDM/glm-edge-v-2b) and [glm-edge-v-5b](https://huggingface.co/THUDM/glm-edge-v-5b). - -## Usage -Build with cmake or run `make llama-llava-cli` to build it. - -After building, run: `./llama-llava-cli` to see the usage. For example: - -```sh -./llama-llava-cli -m model_path/ggml-model-f16.gguf --mmproj model_path/mmproj-model-f16.gguf --image img_path/image.jpg -p "<|system|>\n system prompt <|user|>\n prompt <|assistant|>\n" -``` - -**note**: A lower temperature like 0.1 is recommended for better quality. add `--temp 0.1` to the command to do so. -**note**: For GPU offloading ensure to use the `-ngl` flag just like usual - -## GGUF conversion - -1. Clone a GLMV-EDGE model ([2B](https://huggingface.co/THUDM/glm-edge-v-2b) or [5B](https://huggingface.co/THUDM/glm-edge-v-5b)). For example: - -```sh -git clone https://huggingface.co/THUDM/glm-edge-v-5b or https://huggingface.co/THUDM/glm-edge-v-2b -``` - -2. Use `glmedge-surgery.py` to split the GLMV-EDGE model to LLM and multimodel projector constituents: - -```sh -python ./examples/llava/glmedge-surgery.py -m ../model_path -``` - -4. Use `glmedge-convert-image-encoder-to-gguf.py` to convert the GLMV-EDGE image encoder to GGUF: - -```sh -python ./examples/llava/glmedge-convert-image-encoder-to-gguf.py -m ../model_path --llava-projector ../model_path/glm.projector --output-dir ../model_path -``` - -5. Use `examples/convert_hf_to_gguf.py` to convert the LLM part of GLMV-EDGE to GGUF: - -```sh -python convert_hf_to_gguf.py ../model_path -``` - -Now both the LLM part and the image encoder are in the `model_path` directory. diff --git a/examples/llava/README-minicpmo2.6.md b/examples/llava/README-minicpmo2.6.md deleted file mode 100644 index 8713a43d6..000000000 --- a/examples/llava/README-minicpmo2.6.md +++ /dev/null @@ -1,46 +0,0 @@ -## MiniCPM-o 2.6 -Currently, this readme only supports minicpm-omni's image capabilities, and we will update the full-mode support as soon as possible. - -### Prepare models and code - -Download [MiniCPM-o-2_6](https://huggingface.co/openbmb/MiniCPM-o-2_6) PyTorch model from huggingface to "MiniCPM-o-2_6" folder. - -Clone llama.cpp: -```bash -git clone git@github.com:OpenBMB/llama.cpp.git -cd llama.cpp -git checkout minicpm-omni -``` - -### Usage of MiniCPM-o 2.6 - -Convert PyTorch model to gguf files (You can also download the converted [gguf](https://huggingface.co/openbmb/MiniCPM-o-2_6-gguf) by us) - -```bash -python ./examples/llava/minicpmv-surgery.py -m ../MiniCPM-o-2_6 -python ./examples/llava/minicpmv-convert-image-encoder-to-gguf.py -m ../MiniCPM-o-2_6 --minicpmv-projector ../MiniCPM-o-2_6/minicpmv.projector --output-dir ../MiniCPM-o-2_6/ --image-mean 0.5 0.5 0.5 --image-std 0.5 0.5 0.5 --minicpmv_version 4 -python ./convert_hf_to_gguf.py ../MiniCPM-o-2_6/model - -# quantize int4 version -./llama-quantize ../MiniCPM-o-2_6/model/ggml-model-f16.gguf ../MiniCPM-o-2_6/model/ggml-model-Q4_K_M.gguf Q4_K_M -``` - -Build llama.cpp using `CMake`: -https://github.com/ggerganov/llama.cpp/blob/master/docs/build.md - -```bash -cmake -B build -cmake --build build --config Release -``` - -Inference on Linux or Mac -``` -# run f16 version -./llama-minicpmv-cli -m ../MiniCPM-o-2_6/model/ggml-model-f16.gguf --mmproj ../MiniCPM-o-2_6/mmproj-model-f16.gguf -c 4096 --temp 0.7 --top-p 0.8 --top-k 100 --repeat-penalty 1.05 --image xx.jpg -p "What is in the image?" - -# run quantized int4 version -./llama-minicpmv-cli -m ../MiniCPM-o-2_6/model/ggml-model-Q4_K_M.gguf --mmproj ../MiniCPM-o-2_6/mmproj-model-f16.gguf -c 4096 --temp 0.7 --top-p 0.8 --top-k 100 --repeat-penalty 1.05 --image xx.jpg -p "What is in the image?" - -# or run in interactive mode -./llama-minicpmv-cli -m ../MiniCPM-o-2_6/model/ggml-model-Q4_K_M.gguf --mmproj ../MiniCPM-o-2_6/mmproj-model-f16.gguf -c 4096 --temp 0.7 --top-p 0.8 --top-k 100 --repeat-penalty 1.05 --image xx.jpg -i -``` diff --git a/examples/llava/README-quantize.md b/examples/llava/README-quantize.md deleted file mode 100644 index b931513ab..000000000 --- a/examples/llava/README-quantize.md +++ /dev/null @@ -1,44 +0,0 @@ -# Quantizing CLIP Visual Projector - -This is the tool for quantizing the CLIP visual projector model. Quantization reduces the precision of the model's weights, which can significantly decrease the model size and improve inference speed, often with minimal impact on performance. - -## Usage - -To quantize a CLIP visual projector model, use the following command: - -```sh -./bin/llama-llava-clip-quantize-cli /path/to/ggml-model-f32.gguf /path/to/ggml-model-quantized.gguf -``` - -After the quantization, the visual projector can be used freely with the existing LLAVA cli (LLAVA, Qwen2VL, etc). - -### Arguments - -- `/path/to/ggml-model-f32.gguf`: The path to the input model file in FP32 or FP16 format. -- `/path/to/ggml-model-quantized.gguf`: The path where the quantized model will be saved. -- ``: The quantization type to apply. This should be an integer corresponding to one of the quantization types defined in the `enum ggml_type`. - -### Quantization Types - -The following quantization types are supported, based on the `enum ggml_type` definition: - -- `2` - `q4_0`: 4-bit quantization with a single scale value. -- `3` - `q4_1`: 4-bit quantization with a separate scale value for each block. -- `6` - `q5_0`: 5-bit quantization with a single scale value. -- `7` - `q5_1`: 5-bit quantization with a separate scale value for each block. -- `8` - `q8_0`: 8-bit quantization with a single scale value. - -### Example - -To quantize a model using the `q4_0` quantization type, you would run: - -```sh -./bin/llama-llava-clip-quantize-cli /path/to/ggml-model-f32.gguf /path/to/ggml-model-quantized.gguf 2 -``` - -This command will generate a quantized model at `/path/to/ggml-model-quantized.gguf` using the `q4_0` quantization method. - -## Notes - -- Quantization can lead to a loss in model accuracy, depending on the chosen quantization type. It is recommended to evaluate the quantized model's performance on your specific task to ensure it meets your requirements. -- The quantized model will typically be smaller in size and faster to run, making it more suitable for deployment in resource-constrained environments. diff --git a/examples/llava/clip-quantize-cli.cpp b/examples/llava/clip-quantize-cli.cpp deleted file mode 100644 index 566506954..000000000 --- a/examples/llava/clip-quantize-cli.cpp +++ /dev/null @@ -1,59 +0,0 @@ -#include "arg.h" -#include "base64.hpp" -#include "log.h" -#include "common.h" -#include "sampling.h" -#include "clip.h" -#include "llava.h" -#include "llama.h" -#include "ggml.h" - -static void print_usage(int argc, char ** argv) { - (void) argc; - - fprintf(stderr, "usage: %s /path/to/ggml-model-f32.gguf /path/to/ggml-model-quantized.gguf type\n", argv[0]); - fprintf(stderr, " type = 2 - q4_0\n"); - fprintf(stderr, " type = 3 - q4_1\n"); - fprintf(stderr, " type = 6 - q5_0\n"); - fprintf(stderr, " type = 7 - q5_1\n"); - fprintf(stderr, " type = 8 - q8_0\n"); -} - -int main(int argc, char ** argv) { - if (argc != 4) { - print_usage(argc, argv); - return 1; - } - - const std::string fname_inp = argv[1]; - const std::string fname_out = argv[2]; - - const int itype = atoi(argv[3]); - - const int64_t t_main_start_us = ggml_time_us(); - - int64_t t_quantize_us = 0; - - // load the model - { - const int64_t t_start_us = ggml_time_us(); - - if (!clip_model_quantize(fname_inp.c_str(), fname_out.c_str(), itype)) { - fprintf(stderr, "%s: failed to quantize model from '%s'\n", __func__, fname_inp.c_str()); - return 1; - } - - t_quantize_us = ggml_time_us() - t_start_us; - } - - // report timing - { - const int64_t t_main_end_us = ggml_time_us(); - - printf("\n"); - printf("%s: quantize time = %8.2f ms\n", __func__, t_quantize_us / 1000.0f); - printf("%s: total time = %8.2f ms\n", __func__, (t_main_end_us - t_main_start_us) / 1000.0f); - } - - return 0; -} diff --git a/examples/llava/clip.cpp b/examples/llava/clip.cpp index 271cf2a2a..7a8a3156b 100644 --- a/examples/llava/clip.cpp +++ b/examples/llava/clip.cpp @@ -102,7 +102,6 @@ static std::string format(const char * fmt, ...) { #define KEY_HAS_VIS_ENC "clip.has_vision_encoder" #define KEY_HAS_LLAVA_PROJ "clip.has_llava_projector" #define KEY_HAS_MINICPMV_PROJ "clip.has_minicpmv_projector" -#define KEY_HAS_GLM_PROJ "clip.has_glm_projector" #define KEY_MINICPMV_VERSION "clip.minicpmv_version" #define KEY_HAS_QWEN2VL_MERGER "clip.has_qwen2vl_merger" #define KEY_USE_GELU "clip.use_gelu" @@ -161,15 +160,6 @@ static std::string format(const char * fmt, ...) { #define TN_MINICPMV_ATTN "resampler.attn.%s.%s" #define TN_MINICPMV_LN "resampler.ln_%s.%s" -#define TN_GLM_ADAPER_CONV "adapter.conv.%s" -#define TN_GLM_ADAPTER_LINEAR "adapter.linear.linear.%s" -#define TN_GLM_ADAPTER_NORM_1 "adapter.linear.norm1.%s" -#define TN_GLM_ADAPTER_D_H_2_4H "adapter.linear.dense_h_to_4h.%s" -#define TN_GLM_ADAPTER_GATE "adapter.linear.gate.%s" -#define TN_GLM_ADAPTER_D_4H_2_H "adapter.linear.dense_4h_to_h.%s" -#define TN_GLM_BOI_W "adapter.boi" -#define TN_GLM_EOI_W "adapter.eoi" - enum projector_type { PROJECTOR_TYPE_MLP, @@ -177,7 +167,6 @@ enum projector_type { PROJECTOR_TYPE_LDP, PROJECTOR_TYPE_LDPV2, PROJECTOR_TYPE_RESAMPLER, - PROJECTOR_TYPE_GLM_EDGE, PROJECTOR_TYPE_MERGER, PROJECTOR_TYPE_UNKNOWN, }; @@ -187,7 +176,6 @@ static std::map PROJECTOR_TYPE_NAMES = { { PROJECTOR_TYPE_LDP, "ldp" }, { PROJECTOR_TYPE_LDPV2, "ldpv2"}, { PROJECTOR_TYPE_RESAMPLER, "resampler"}, - { PROJECTOR_TYPE_GLM_EDGE, "adapter"}, { PROJECTOR_TYPE_MERGER, "qwen2vl_merger"}, }; @@ -512,12 +500,6 @@ struct clip_vision_model { struct ggml_tensor * mm_4_w = NULL; struct ggml_tensor * mm_4_b = NULL; - //GLMV-Edge projection - struct ggml_tensor * mm_model_adapter_conv_w; - struct ggml_tensor * mm_model_adapter_conv_b; - struct ggml_tensor * boi_w; - struct ggml_tensor * eoi_w; - // MobileVLM projection struct ggml_tensor * mm_model_mlp_1_w; struct ggml_tensor * mm_model_mlp_1_b; @@ -578,7 +560,6 @@ struct clip_ctx { bool has_vision_encoder = false; bool has_llava_projector = false; bool has_minicpmv_projector = false; - bool has_glm_projector = false; bool has_qwen2vl_merger = false; int minicpmv_version = 2; @@ -657,7 +638,7 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 const int batch_size = imgs->size; - if (ctx->has_llava_projector || ctx->has_minicpmv_projector || ctx->has_glm_projector) { + if (ctx->has_llava_projector || ctx->has_minicpmv_projector) { GGML_ASSERT(batch_size == 1); } @@ -737,9 +718,6 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 else if (ctx->minicpmv_version == 3) { pos_embed = ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, 3584, pos_w * pos_h, 1); } - else if (ctx->minicpmv_version == 4) { - pos_embed = ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, 3584, pos_w * pos_h, 1); - } ggml_set_name(pos_embed, "pos_embed"); ggml_set_input(pos_embed); } @@ -753,7 +731,8 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 } // loop over layers - if (ctx->has_minicpmv_projector || ctx->has_glm_projector || ctx->has_qwen2vl_merger) { + if (ctx->has_minicpmv_projector || ctx->has_qwen2vl_merger) { + // TODO: figure out why we doing thing in this way ??? n_layer += 1; } for (int il = 0; il < n_layer - 1; il++) { @@ -1074,11 +1053,6 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 n_head = hidden_size/d_head; num_query = 64; } - else if (ctx->minicpmv_version == 4) { - hidden_size = 3584; - n_head = hidden_size/d_head; - num_query = 64; - } struct ggml_tensor * Q = ggml_add(ctx0, ggml_mul_mat(ctx0, model.mm_model_attn_q_w, q), model.mm_model_attn_q_b); Q = ggml_scale_inplace(ctx0, Q, 1.0f / sqrt((float)d_head)); @@ -1113,33 +1087,7 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 GGML_ASSERT(false); } } - // glm projector - else if (ctx->has_glm_projector) { - if (ctx->proj_type == PROJECTOR_TYPE_GLM_EDGE) { - size_t gridsz = (size_t)sqrt(embeddings->ne[1]); - embeddings = ggml_cont(ctx0, ggml_permute(ctx0,embeddings,1,0,2,3)); - embeddings = ggml_reshape_3d(ctx0, embeddings, gridsz, gridsz, embeddings->ne[1]); - embeddings = ggml_conv_2d(ctx0, model.mm_model_adapter_conv_w, embeddings, 2, 2, 0, 0, 1, 1); - embeddings = ggml_reshape_3d(ctx0, embeddings,embeddings->ne[0]*embeddings->ne[1] , embeddings->ne[2], batch_size); - embeddings = ggml_cont(ctx0, ggml_permute(ctx0,embeddings, 1, 0, 2, 3)); - embeddings = ggml_add(ctx0, embeddings, model.mm_model_adapter_conv_b); - //GLU - { - embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_0_w, embeddings); - embeddings = ggml_norm(ctx0, embeddings, eps); - embeddings = ggml_add(ctx0, ggml_mul(ctx0, embeddings, model.mm_model_ln_q_w), model.mm_model_ln_q_b); - embeddings = ggml_gelu_inplace(ctx0, embeddings); - struct ggml_tensor * x = embeddings; - embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_2_w, embeddings); - x = ggml_mul_mat(ctx0, model.mm_model_mlp_1_w,x); - embeddings = ggml_silu_inplace(ctx0, embeddings); - embeddings = ggml_mul(ctx0, embeddings,x); - embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_3_w, embeddings); - } - } else { - GGML_ABORT("fatel error"); - } - } else if (ctx->proj_type == PROJECTOR_TYPE_MERGER) { + else if (ctx->proj_type == PROJECTOR_TYPE_MERGER) { embeddings = ggml_reshape_3d(ctx0, embeddings, hidden_size * 4, num_positions / 4, batch_size); embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings); @@ -1328,11 +1276,6 @@ struct clip_ctx * clip_model_load(const char * fname, const int verbosity = 1) { new_clip->minicpmv_version = gguf_get_val_i32(ctx, idx); } - idx = gguf_find_key(ctx, KEY_HAS_GLM_PROJ); - if (idx != -1) { - new_clip->has_glm_projector = gguf_get_val_bool(ctx, idx); - } - idx = gguf_find_key(ctx, KEY_HAS_QWEN2VL_MERGER); if (idx != -1) { new_clip->has_qwen2vl_merger = gguf_get_val_bool(ctx, idx); @@ -1357,7 +1300,6 @@ struct clip_ctx * clip_model_load(const char * fname, const int verbosity = 1) { LOG_INF("%s: vision_encoder: %d\n", __func__, new_clip->has_vision_encoder); LOG_INF("%s: llava_projector: %d\n", __func__, new_clip->has_llava_projector); LOG_INF("%s: minicpmv_projector: %d\n", __func__, new_clip->has_minicpmv_projector); - LOG_INF("%s: glm_projector: %d\n", __func__, new_clip->has_glm_projector); LOG_INF("%s: model size: %.2f MB\n", __func__, model_size / 1024.0 / 1024.0); LOG_INF("%s: metadata size: %.2f MB\n", __func__, ggml_get_mem_size(meta) / 1024.0 / 1024.0); } @@ -1625,18 +1567,6 @@ struct clip_ctx * clip_model_load(const char * fname, const int verbosity = 1) { vision_model.mm_model_ln_post_w = get_tensor(new_clip->ctx_data, format(TN_MINICPMV_LN, "post", "weight")); vision_model.mm_model_ln_post_b = get_tensor(new_clip->ctx_data, format(TN_MINICPMV_LN, "post", "bias")); } - else if (new_clip->proj_type == PROJECTOR_TYPE_GLM_EDGE) { - vision_model.mm_model_adapter_conv_w = get_tensor(new_clip->ctx_data, format(TN_GLM_ADAPER_CONV, "weight")); - vision_model.mm_model_adapter_conv_b = get_tensor(new_clip->ctx_data, format(TN_GLM_ADAPER_CONV, "bias")); - vision_model.mm_model_mlp_0_w = get_tensor(new_clip->ctx_data, format(TN_GLM_ADAPTER_LINEAR,"weight")); - vision_model.mm_model_ln_q_w = get_tensor(new_clip->ctx_data, format(TN_GLM_ADAPTER_NORM_1,"weight")); - vision_model.mm_model_ln_q_b = get_tensor(new_clip->ctx_data, format(TN_GLM_ADAPTER_NORM_1,"bias")); - vision_model.mm_model_mlp_1_w = get_tensor(new_clip->ctx_data, format(TN_GLM_ADAPTER_D_H_2_4H,"weight")); - vision_model.mm_model_mlp_2_w = get_tensor(new_clip->ctx_data, format(TN_GLM_ADAPTER_GATE,"weight")); - vision_model.mm_model_mlp_3_w = get_tensor(new_clip->ctx_data, format(TN_GLM_ADAPTER_D_4H_2_H,"weight")); - vision_model.boi_w = get_tensor(new_clip->ctx_data, TN_GLM_BOI_W); - vision_model.eoi_w = get_tensor(new_clip->ctx_data, TN_GLM_EOI_W); - } else if (new_clip->proj_type == PROJECTOR_TYPE_MERGER) { vision_model.mm_0_w = get_tensor(new_clip->ctx_data, format(TN_LLAVA_PROJ, 0, "weight")); vision_model.mm_0_b = get_tensor(new_clip->ctx_data, format(TN_LLAVA_PROJ, 0, "bias")); @@ -2111,7 +2041,6 @@ static std::vector> uhd_slice_image(const clip_imag images[images.size()-1].push_back(patch); } } - clip_image_u8_free(refine_image); } return images; } @@ -2150,13 +2079,6 @@ bool clip_image_preprocess(struct clip_ctx * ctx, const clip_image_u8 * img, cli clip_image_f32_free(res); } } - for (size_t i = 0; i < imgs.size(); ++i) { - for (size_t j = 0; j < imgs[i].size(); ++j) { - if (imgs[i][j] != nullptr) { - clip_image_u8_free(imgs[i][j]); - } - } - } return true; } else if (ctx->has_qwen2vl_merger) { @@ -2177,20 +2099,6 @@ bool clip_image_preprocess(struct clip_ctx * ctx, const clip_image_u8 * img, cli return true; } - if (ctx->has_glm_projector) { - res_imgs->size = 1; - res_imgs->data = new clip_image_f32[res_imgs->size]; - clip_image_u8 resized_image; - int32_t sz=ctx->vision_model.hparams.image_size; - bicubic_resize(*img, resized_image,sz,sz); - clip_image_f32 * res = clip_image_f32_init(); - //clip_image_save_to_bmp(resized_image, "resized.bmp"); - normalize_image_u8_to_f32(&resized_image, res, ctx->image_mean, ctx->image_std); - res_imgs->data[0] = *res; - clip_image_f32_free(res); - return true; - } - bool pad_to_square = true; if (!ctx->has_vision_encoder) { LOG_ERR("This gguf file seems to have no vision encoder\n"); @@ -2376,8 +2284,7 @@ void clip_free(clip_ctx * ctx) { } size_t clip_embd_nbytes(const struct clip_ctx * ctx) { - int extra_tokens = ctx->has_glm_projector ? 2 : 0; - return (clip_n_patches(ctx) + extra_tokens) * clip_n_mmproj_embd(ctx) * sizeof(float); + return clip_n_patches(ctx) * clip_n_mmproj_embd(ctx) * sizeof(float); } size_t clip_embd_nbytes_by_img(const struct clip_ctx * ctx, int img_h, int img_w) { @@ -2419,7 +2326,7 @@ int clip_n_patches_by_img(const struct clip_ctx * ctx, struct clip_image_f32 * i int n_patches = (params.image_size / params.patch_size) * (params.image_size / params.patch_size); - if (ctx->proj_type == PROJECTOR_TYPE_LDP || ctx->proj_type == PROJECTOR_TYPE_LDPV2 || ctx->proj_type == PROJECTOR_TYPE_GLM_EDGE) { + if (ctx->proj_type == PROJECTOR_TYPE_LDP || ctx->proj_type == PROJECTOR_TYPE_LDPV2) { n_patches /= 4; } else if (ctx->proj_type == PROJECTOR_TYPE_RESAMPLER) { if (ctx->minicpmv_version == 2) { @@ -2428,9 +2335,6 @@ int clip_n_patches_by_img(const struct clip_ctx * ctx, struct clip_image_f32 * i else if (ctx->minicpmv_version == 3) { n_patches = 64; } - else if (ctx->minicpmv_version == 4) { - n_patches = 64; - } } else if (ctx->proj_type == PROJECTOR_TYPE_MERGER) { int patch_size = params.patch_size * 2; int x_patch = img->nx / patch_size + (int)(img->nx % patch_size > 0); @@ -2552,12 +2456,6 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima if (ctx->has_minicpmv_projector) { GGML_ASSERT(batch_size == 1); } - if (ctx->has_glm_projector) { - GGML_ASSERT(batch_size == 1); - ggml_tensor * boi = ctx->vision_model.boi_w; - ggml_backend_tensor_get(boi,vec,0,ggml_nbytes(boi)); - vec = (float*)(vec+ggml_nelements(boi)); //offset for boi - } // build the inference graph ggml_cgraph * gf = clip_image_build_graph(ctx, imgs, ctx->load_image_size, true); @@ -2616,8 +2514,8 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima // -> https://huggingface.co/HuggingFaceM4/siglip-so400m-14-980-flash-attn2-navit/blob/d66538faeba44480d0bfaa42145eef26f9423199/modeling_siglip.py#L316 struct ggml_tensor * positions = ggml_graph_get_tensor(gf, "positions"); int* positions_data = (int*)malloc(ggml_nbytes(positions)); - int bucket_coords_h[1024]; - int bucket_coords_w[1024]; + int bucket_coords_h[70]; + int bucket_coords_w[70]; for (int i = 0; i < pos_h; i++){ bucket_coords_h[i] = std::floor(70.0*i/pos_h); } @@ -2645,9 +2543,6 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima else if (ctx->minicpmv_version == 3) { embed_dim = 3584; } - else if (ctx->minicpmv_version == 4) { - embed_dim = 3584; - } auto pos_embed_t = get_2d_sincos_pos_embed(embed_dim, std::make_pair(pos_w, pos_h)); float * pos_embed_data = (float *)malloc(ggml_nbytes(pos_embed)); @@ -2710,7 +2605,7 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima ggml_backend_tensor_set(positions, positions_data, 0, ggml_nbytes(positions)); free(positions_data); - if (!ctx->has_glm_projector) { + { struct ggml_tensor * patches = ggml_graph_get_tensor(gf, "patches"); int* patches_data = (int*)malloc(ggml_nbytes(patches)); for (int i = 0; i < num_patches; i++) { @@ -2734,19 +2629,14 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima // copy the embeddings to the location passed by the user ggml_backend_tensor_get(embeddings, vec, 0, ggml_nbytes(embeddings)); - if (ctx->has_glm_projector) { - //eoi - ggml_tensor * eoi = ctx->vision_model.eoi_w; - int offset = ggml_nelements(embeddings); - ggml_backend_tensor_get(eoi, vec+offset, 0, ggml_nbytes(eoi)); - } - return true; } bool clip_model_quantize(const char * fname_inp, const char * fname_out, const int itype) { + ggml_type type = GGML_TYPE_Q4_1; + assert(itype < GGML_TYPE_COUNT); - ggml_type type = static_cast(itype); + type = static_cast(itype); auto * ctx_clip = clip_model_load(fname_inp, 2); @@ -2799,8 +2689,8 @@ bool clip_model_quantize(const char * fname_inp, const char * fname_out, const i } } - // quantize only 2D tensors and bigger than block size - quantize &= (ggml_n_dims(cur) == 2) && cur->ne[0] > ggml_blck_size(type); + // quantize only 2D tensors + quantize &= (ggml_n_dims(cur) == 2); if (quantize) { new_type = type; @@ -2896,12 +2786,6 @@ int clip_n_mmproj_embd(const struct clip_ctx * ctx) { else if (ctx->minicpmv_version == 3) { return 3584; } - else if (ctx->minicpmv_version == 4) { - return 3584; - } - } - if (ctx->proj_type == PROJECTOR_TYPE_GLM_EDGE){ - return ctx->vision_model.mm_model_mlp_3_w->ne[1]; } if (ctx->proj_type == PROJECTOR_TYPE_MERGER) { return ctx->vision_model.mm_1_b->ne[0]; @@ -2918,9 +2802,6 @@ int clip_is_minicpmv(const struct clip_ctx * ctx) { return 0; } -bool clip_is_glm(const struct clip_ctx * ctx) { - return ctx->has_glm_projector; -} bool clip_is_qwen2vl(const struct clip_ctx * ctx) { return ctx->has_qwen2vl_merger; } diff --git a/examples/llava/clip.h b/examples/llava/clip.h index 841b4f6f9..1603edd26 100644 --- a/examples/llava/clip.h +++ b/examples/llava/clip.h @@ -93,8 +93,6 @@ CLIP_API bool clip_is_qwen2vl(const struct clip_ctx * ctx); CLIP_API bool clip_encode_float_image (struct clip_ctx * ctx, int n_threads, float * img, int h, int w, float * vec); -CLIP_API bool clip_is_glm(const struct clip_ctx * ctx); - #ifdef __cplusplus } #endif diff --git a/examples/llava/glmedge-convert-image-encoder-to-gguf.py b/examples/llava/glmedge-convert-image-encoder-to-gguf.py deleted file mode 100644 index 848ef1cf3..000000000 --- a/examples/llava/glmedge-convert-image-encoder-to-gguf.py +++ /dev/null @@ -1,280 +0,0 @@ -import argparse -import os -import json -import re - -import torch -import numpy as np -from gguf import * - -TEXT = "clip.text" -VISION = "clip.vision" -from transformers import SiglipVisionModel, SiglipVisionConfig - -def k(raw_key: str, arch: str) -> str: - return raw_key.format(arch=arch) - - -def should_skip_tensor(name: str, has_text: bool, has_vision: bool, has_llava: bool) -> bool: - if name in ( - "logit_scale", - "text_model.embeddings.position_ids", - "vision_model.embeddings.position_ids", - ): - return True - - if name in ( - "vision_model.head.probe", - "vision_model.head.attention.in_proj_weight", - "vision_model.head.attention.in_proj_bias", - "vision_model.head.attention.out_proj.weight", - "vision_model.head.attention.out_proj.bias", - "vision_model.head.layernorm.weight", - "vision_model.head.layernorm.bias", - "vision_model.head.mlp.fc1.weight", - "vision_model.head.mlp.fc1.bias", - "vision_model.head.mlp.fc2.weight", - "vision_model.head.mlp.fc2.bias" - ): - return True - - if name.startswith("v") and not has_vision: - return True - - if name.startswith("t") and not has_text: - return True - - return False - - -def get_tensor_name(name: str) -> str: - if "projection" in name: - return name - if "mm_projector" in name: - name = name.replace("model.mm_projector", "mm") - name = re.sub(r'mm\.mlp\.mlp', 'mm.model.mlp', name, count=1) - name = re.sub(r'mm\.peg\.peg', 'mm.model.peg', name, count=1) - return name - - return name.replace("text_model", "t").replace("vision_model", "v").replace("encoder.layers", "blk").replace("embeddings.", "").replace("_proj", "").replace("self_attn.", "attn_").replace("layer_norm", "ln").replace("layernorm", "ln").replace("mlp.fc1", "ffn_down").replace("mlp.fc2", "ffn_up").replace("embedding", "embd").replace("final", "post").replace("layrnorm", "ln") - - -def bytes_to_unicode(): - """ - Returns list of utf-8 byte and a corresponding list of unicode strings. - The reversible bpe codes work on unicode strings. - This means you need a large # of unicode characters in your vocab if you want to avoid UNKs. - When you're at something like a 10B token dataset you end up needing around 5K for decent coverage. - This is a significant percentage of your normal, say, 32K bpe vocab. - To avoid that, we want lookup tables between utf-8 bytes and unicode strings. - And avoids mapping to whitespace/control characters the bpe code barfs on. - """ - bs = ( - list(range(ord("!"), ord("~") + 1)) - + list(range(ord("¡"), ord("¬") + 1)) - + list(range(ord("®"), ord("ÿ") + 1)) - ) - cs = bs[:] - n = 0 - for b in range(2**8): - if b not in bs: - bs.append(b) - cs.append(2**8 + n) - n += 1 - cs = [chr(n) for n in cs] - return dict(zip(bs, cs)) - - -ap = argparse.ArgumentParser() -ap.add_argument("-m", "--model-dir", help="Path to model directory cloned from HF Hub", required=True) -ap.add_argument("--use-f32", action="store_true", default=False, help="Use f32 instead of f16") -ap.add_argument("--text-only", action="store_true", required=False, - help="Save a text-only model. It can't be used to encode images") -ap.add_argument("--vision-only", action="store_true", required=False, - help="Save a vision-only model. It can't be used to encode texts") -ap.add_argument("--clip-model-is-vision", action="store_true", required=False, - help="The clip model is a pure vision model (ShareGPT4V vision extract for example)") -ap.add_argument("--clip-model-is-openclip", action="store_true", required=False, - help="The clip model is from openclip (for ViT-SO400M type))") -ap.add_argument("--llava-projector", help="Path to llava.projector file. If specified, save an image encoder for LLaVA models.") -ap.add_argument("--projector-type", help="Type of projector. Possible values: mlp, ldp, ldpv2", choices=["mlp", "ldp", "ldpv2","adapter"], default="adapter") -ap.add_argument("-o", "--output-dir", help="Directory to save GGUF files. Default is the original model directory", default=None) -# Example --image_mean 0.48145466 0.4578275 0.40821073 --image_std 0.26862954 0.26130258 0.27577711 -# Example --image_mean 0.5 0.5 0.5 --image_std 0.5 0.5 0.5 -default_image_mean = [0.5, 0.5, 0.5] -default_image_std = [0.5, 0.5, 0.5] -ap.add_argument('--image-mean', type=float, nargs='+', help='Mean of the images for normalization (overrides processor) ', default=None) -ap.add_argument('--image-std', type=float, nargs='+', help='Standard deviation of the images for normalization (overrides processor)', default=None) - -# with proper -args = ap.parse_args() - - -if args.text_only and args.vision_only: - print("--text-only and --image-only arguments cannot be specified at the same time.") - exit(1) - -if args.use_f32: - print("WARNING: Weights for the convolution op is always saved in f16, as the convolution op in GGML does not support 32-bit kernel weights yet.") - -# output in the same directory as the model if output_dir is None -dir_model = args.model_dir - -if args.clip_model_is_vision or not os.path.exists(dir_model + "/vocab.json") or args.clip_model_is_openclip: - vocab = None - tokens = None -else: - with open(dir_model + "/vocab.json", "r", encoding="utf-8") as f: - vocab = json.load(f) - tokens = [key for key in vocab] - -with open(dir_model + "/config.json", "r", encoding="utf-8") as f: - config = json.load(f) - if args.clip_model_is_vision: - v_hparams = config - t_hparams = None - else: - v_hparams = config["vision_config"] - t_hparams = None - -# possible data types -# ftype == 0 -> float32 -# ftype == 1 -> float16 -# -# map from ftype to string -ftype_str = ["f32", "f16"] - -ftype = 1 -if args.use_f32: - ftype = 0 - -vision_config = SiglipVisionConfig(**v_hparams) -model = SiglipVisionModel(vision_config) -model.load_state_dict(torch.load(os.path.join(dir_model, "glm.clip"))) - -fname_middle = None -has_text_encoder = False -has_vision_encoder = True -has_glm_projector = True -if args.text_only: - fname_middle = "text-" - has_vision_encoder = False -elif args.llava_projector is not None: - fname_middle = "mmproj-" - has_text_encoder = False - has_glm_projector = True -elif args.vision_only: - fname_middle = "vision-" - has_text_encoder = False -else: - fname_middle = "" - -output_dir = args.output_dir if args.output_dir is not None else dir_model -os.makedirs(output_dir, exist_ok=True) -output_prefix = os.path.basename(output_dir).replace("ggml_", "") -fname_out = os.path.join(output_dir, f"{fname_middle}model-{ftype_str[ftype]}.gguf") -fout = GGUFWriter(path=fname_out, arch="clip") - -fout.add_bool("clip.has_text_encoder", has_text_encoder) -fout.add_bool("clip.has_vision_encoder", has_vision_encoder) -fout.add_bool("clip.has_glm_projector", has_glm_projector) -fout.add_file_type(ftype) -model_name = config["_name_or_path"] if "_name_or_path" in config else os.path.basename(dir_model) -fout.add_name(model_name) -if has_glm_projector: - fout.add_description("image encoder for glm4v") - fout.add_string("clip.projector_type", "adapter") -else: - fout.add_description("two-tower CLIP model") - -if has_text_encoder: - assert t_hparams is not None - assert tokens is not None - # text_model hparams - fout.add_uint32(k(KEY_CONTEXT_LENGTH, TEXT), t_hparams["max_position_embeddings"]) - fout.add_uint32(k(KEY_EMBEDDING_LENGTH, TEXT), t_hparams["hidden_size"]) - fout.add_uint32(k(KEY_FEED_FORWARD_LENGTH, TEXT), t_hparams["intermediate_size"]) - fout.add_uint32("clip.text.projection_dim", t_hparams.get("projection_dim", config["projection_dim"])) - fout.add_uint32(k(KEY_ATTENTION_HEAD_COUNT, TEXT), t_hparams["num_attention_heads"]) - fout.add_float32(k(KEY_ATTENTION_LAYERNORM_EPS, TEXT), t_hparams["layer_norm_eps"]) - fout.add_uint32(k(KEY_BLOCK_COUNT, TEXT), t_hparams["num_hidden_layers"]) - fout.add_token_list(tokens) - -if has_vision_encoder: - # vision_model hparams - fout.add_uint32("clip.vision.image_size", v_hparams["image_size"]) - fout.add_uint32("clip.vision.patch_size", v_hparams["patch_size"]) - fout.add_uint32(k(KEY_EMBEDDING_LENGTH, VISION), v_hparams["hidden_size"]) - fout.add_uint32(k(KEY_FEED_FORWARD_LENGTH, VISION), v_hparams["intermediate_size"]) - fout.add_uint32("clip.vision.projection_dim", 0) - fout.add_uint32(k(KEY_ATTENTION_HEAD_COUNT, VISION), v_hparams["num_attention_heads"]) - fout.add_float32(k(KEY_ATTENTION_LAYERNORM_EPS, VISION), 1e-6) - fout.add_uint32(k(KEY_BLOCK_COUNT, VISION), v_hparams["num_hidden_layers"]) - - image_mean = args.image_mean if args.image_mean is not None else default_image_mean - image_std = args.image_std if args.image_std is not None else default_image_std - fout.add_array("clip.vision.image_mean", image_mean) - fout.add_array("clip.vision.image_std", image_std) - -fout.add_bool("clip.use_gelu", True) - - -if has_glm_projector: - # model.vision_model.encoder.layers.pop(-1) # pyright: ignore[reportAttributeAccessIssue] - projector = torch.load(args.llava_projector) - for name, data in projector.items(): - name = get_tensor_name(name) - # pw and dw conv ndim==4 - if data.ndim == 2 or data.ndim == 4: - data = data.squeeze().numpy().astype(np.float16) - else: - data = data.squeeze().numpy().astype(np.float32) - if name.startswith("vision."): - name=name.replace("vision.","") - fout.add_tensor(name, data) - print(f"Projector {name} - {data.dtype} - shape = {data.shape}") - # print(f"Projector {name} tensors added\n") - -state_dict = model.state_dict() # pyright: ignore[reportAttributeAccessIssue] -for name, data in state_dict.items(): - if should_skip_tensor(name, has_text_encoder, has_vision_encoder, has_glm_projector): - # we don't need this - print(f"skipping parameter: {name}") - continue - - name = get_tensor_name(name) - data = data.squeeze().numpy() - - n_dims = len(data.shape) - - # ftype == 0 -> float32, ftype == 1 -> float16 - ftype_cur = 0 - if n_dims == 4: - print(f"tensor {name} is always saved in f16") - data = data.astype(np.float16) - ftype_cur = 1 - elif ftype == 1: - if name[-7:] == ".weight" and n_dims == 2: - # print(" Converting to float16") - data = data.astype(np.float16) - ftype_cur = 1 - else: - # print(" Converting to float32") - data = data.astype(np.float32) - ftype_cur = 0 - else: - if data.dtype != np.float32: - # print(" Converting to float32") - data = data.astype(np.float32) - ftype_cur = 0 - print(f"siglip {name} - {data.dtype} - shape = {data.shape}") - # print(f"{name} - {ftype_str[ftype_cur]} - shape = {data.shape}") - fout.add_tensor(name, data) - - -fout.write_header_to_file() -fout.write_kv_data_to_file() -fout.write_tensors_to_file() -fout.close() - -print("Done. Output file: " + fname_out) diff --git a/examples/llava/glmedge-surgery.py b/examples/llava/glmedge-surgery.py deleted file mode 100644 index 16bb915d0..000000000 --- a/examples/llava/glmedge-surgery.py +++ /dev/null @@ -1,33 +0,0 @@ -import argparse -import os -import torch -from transformers import AutoModel - -ap = argparse.ArgumentParser() -ap.add_argument("-m", "--model", help="Path to GLM model") -args = ap.parse_args() - -# find the model part that includes the the multimodal projector weights -model = AutoModel.from_pretrained(args.model, trust_remote_code=True, local_files_only=True) -checkpoint = model.state_dict() - -# get a list of mm tensor names -mm_tensors = [k for k, v in checkpoint.items() if k.startswith("vision.adapter.")] - -# store these tensors in a new dictionary and torch.save them -projector = {name: checkpoint[name].float() for name in mm_tensors} -torch.save(projector, f"{args.model}/glm.projector") - -clip_tensors = [k for k, v in checkpoint.items() if k.startswith("vision.vit.model.vision_model.")] -if len(clip_tensors) > 0: - clip = {name.replace("vision.vit.model.", ""): checkpoint[name].float() for name in clip_tensors} - torch.save(clip, f"{args.model}/glm.clip") - - # added tokens should be removed to be able to convert Mistral models - if os.path.exists(f"{args.model}/added_tokens.json"): - with open(f"{args.model}/added_tokens.json", "w") as f: - f.write("{}\n") - -print("Done!") -print(f"Now you can convert {args.model} to a regular LLaMA GGUF file.") -print(f"Also, use {args.model}glm.projector to prepare a glm-encoder.gguf file.") diff --git a/examples/llava/llava.cpp b/examples/llava/llava.cpp index 300714045..c598caf3d 100644 --- a/examples/llava/llava.cpp +++ b/examples/llava/llava.cpp @@ -216,7 +216,7 @@ static bool clip_llava_handle_patches(clip_ctx * ctx_clip, std::vector return true; } -static clip_image_f32 * reshape_by_patch(clip_image_f32 * image, int patch_size) { +static clip_image_f32 * only_v2_5_reshape_by_patch(clip_image_f32 * image, int patch_size) { int width = image->nx; int height = image->ny; int num_patches = (height / patch_size) * (width / patch_size); @@ -277,7 +277,13 @@ static bool encode_image_with_clip(clip_ctx * ctx_clip, int n_threads, const cli encoded = clip_image_encode(ctx_clip, n_threads, &img_res_v.data[i], image_embd_v[i]); } else { - encoded = clip_image_encode(ctx_clip, n_threads, reshape_by_patch(&img_res_v.data[i], patch_size), image_embd_v[i]); + int has_minicpmv_projector = clip_is_minicpmv(ctx_clip); + if (has_minicpmv_projector == 2) { + encoded = clip_image_encode(ctx_clip, n_threads, only_v2_5_reshape_by_patch(&img_res_v.data[i], patch_size), image_embd_v[i]); + } + else if (has_minicpmv_projector == 3) { + encoded = clip_image_encode(ctx_clip, n_threads, &img_res_v.data[i], image_embd_v[i]); + } } if (!encoded) { @@ -307,23 +313,6 @@ static bool encode_image_with_clip(clip_ctx * ctx_clip, int n_threads, const cli load_image_size->height = img->ny; clip_add_load_image_size(ctx_clip, load_image_size); LOG_INF("%s: load_image_size %d %d\n", __func__, load_image_size->width, load_image_size->height); - delete[] img_res_v.data; - img_res_v.size = 0; - img_res_v.data = nullptr; - } - else if (clip_is_glm(ctx_clip)){ - struct clip_image_size * load_image_size = clip_image_size_init(); - load_image_size->width = img_res_v.data[0].nx; - load_image_size->height = img_res_v.data[0].ny; - clip_add_load_image_size(ctx_clip, load_image_size); - - bool encoded = clip_image_encode(ctx_clip, n_threads, &img_res_v.data[0], image_embd); - int pos = int(load_image_size->width/clip_patch_size(ctx_clip)/2); - *n_img_pos = (pos * pos + 2); - if (!encoded){ - LOG_ERR("Unable to encode image \n"); - return false; - } } else if (strcmp(mm_patch_merge_type, "spatial_unpad") != 0) { // flat / default llava-1.5 type embedding @@ -409,9 +398,6 @@ bool llava_image_embed_make_with_clip_img(clip_ctx * ctx_clip, int n_threads, co if (clip_is_minicpmv(ctx_clip)) { num_max_patches = 10; } - if (clip_is_glm(ctx_clip)) { - num_max_patches = 1; - } float * image_embd; if (clip_is_qwen2vl(ctx_clip)) { // qwen2vl don't split image into chunks, so `num_max_patches` is not needed. diff --git a/examples/llava/minicpmv-cli.cpp b/examples/llava/minicpmv-cli.cpp index 53d902d61..38c44e130 100644 --- a/examples/llava/minicpmv-cli.cpp +++ b/examples/llava/minicpmv-cli.cpp @@ -140,9 +140,6 @@ static void process_image(struct llava_context * ctx_llava, struct llava_image_e else if (has_minicpmv_projector == 3) { system_prompt = "<|im_start|>user\n"; } - else if (has_minicpmv_projector == 4) { - system_prompt = "<|im_start|>user\n"; - } LOG_INF("%s: image token past: %d\n", __func__, n_past); eval_string(ctx_llava->ctx_llama, (system_prompt+"").c_str(), params->n_batch, &n_past, false); process_eval_image_embed(ctx_llava, embeds, params->n_batch, &n_past, idx++); @@ -230,9 +227,6 @@ static struct common_sampler * llama_init(struct llava_context * ctx_llava, comm else if (has_minicpmv_projector == 3) { user_prompt = "<|im_start|>user\n" + prompt; } - else if (has_minicpmv_projector == 4) { - user_prompt = "<|im_start|>user\n" + prompt; - } } eval_string(ctx_llava->ctx_llama, user_prompt.c_str(), params->n_batch, &n_past, false); @@ -242,9 +236,6 @@ static struct common_sampler * llama_init(struct llava_context * ctx_llava, comm else if (has_minicpmv_projector == 3) { eval_string(ctx_llava->ctx_llama, "<|im_end|><|im_start|>assistant\n", params->n_batch, &n_past, false); } - else if (has_minicpmv_projector == 4) { - eval_string(ctx_llava->ctx_llama, "<|im_end|><|im_start|>assistant\n", params->n_batch, &n_past, false); - } // generate the response @@ -317,6 +308,7 @@ int main(int argc, char ** argv) { const auto * tmp = llama_loop(ctx_llava, smpl, n_past); response += tmp; if (strcmp(tmp, "") == 0) break; + if (strstr(tmp, "###")) break; // Yi-VL behavior printf("%s", tmp);// mistral llava-1.6 if (strstr(response.c_str(), "")) break; // minicpm-v fflush(stdout); diff --git a/examples/llava/minicpmv-convert-image-encoder-to-gguf.py b/examples/llava/minicpmv-convert-image-encoder-to-gguf.py index 9b196757f..ea773742a 100644 --- a/examples/llava/minicpmv-convert-image-encoder-to-gguf.py +++ b/examples/llava/minicpmv-convert-image-encoder-to-gguf.py @@ -501,7 +501,7 @@ default_image_mean = [0.48145466, 0.4578275, 0.40821073] default_image_std = [0.26862954, 0.26130258, 0.27577711] ap.add_argument('--image-mean', type=float, nargs='+', help='Mean of the images for normalization (overrides processor) ', default=None) ap.add_argument('--image-std', type=float, nargs='+', help='Standard deviation of the images for normalization (overrides processor)', default=None) -ap.add_argument('--minicpmv_version', type=int, help='minicpmv_version: MiniCPM-V-2 use 1; MiniCPM-V-2.5 use 2; MiniCPM-V-2.6 use 3; MiniCPM-o-2.6 use 4', default=2) +ap.add_argument('--minicpmv_version', type=int, help='minicpmv_version: MiniCPM-V-2 use 1; MiniCPM-V-2.5 use 2; MiniCPM-V-2.6 use 3', default=2) # with proper args = ap.parse_args() @@ -545,19 +545,12 @@ if args.use_f32: minicpmv_version = args.minicpmv_version emb_dim = 4096 -block_count = 26 if minicpmv_version == 1: emb_dim = 2304 - block_count = 26 elif minicpmv_version == 2: emb_dim = 4096 - block_count = 27 elif minicpmv_version == 3: emb_dim = 3584 - block_count = 27 -elif minicpmv_version == 4: - emb_dim = 3584 - block_count = 27 default_vision_config = { "hidden_size": 1152, @@ -574,9 +567,6 @@ model = Idefics2VisionTransformer(vision_config) if minicpmv_version == 3: vision_config = SiglipVisionConfig(**default_vision_config) model = SiglipVisionTransformer(vision_config) -elif minicpmv_version == 4: - vision_config = SiglipVisionConfig(**default_vision_config) - model = SiglipVisionTransformer(vision_config) processor = None # if model.attn_pool is not None: @@ -597,7 +587,7 @@ elif args.minicpmv_projector is not None: fname_middle = "mmproj-" has_text_encoder = False has_minicpmv_projector = True - minicpmv_version = 4 + minicpmv_version = 3 elif args.vision_only: fname_middle = "vision-" has_text_encoder = False @@ -635,6 +625,7 @@ if has_vision_encoder: fout.add_uint32("clip.vision.projection_dim", 0) fout.add_uint32(add_key_str(KEY_ATTENTION_HEAD_COUNT, VISION), 16) fout.add_float32(add_key_str(KEY_ATTENTION_LAYERNORM_EPS, VISION), 1e-6) + block_count = 26 fout.add_uint32(add_key_str(KEY_BLOCK_COUNT, VISION), block_count) if processor is not None: diff --git a/examples/llava/minicpmv-surgery.py b/examples/llava/minicpmv-surgery.py index ba8211658..748ff5c57 100644 --- a/examples/llava/minicpmv-surgery.py +++ b/examples/llava/minicpmv-surgery.py @@ -8,7 +8,7 @@ ap.add_argument("-m", "--model", help="Path to MiniCPM-V model") args = ap.parse_args() # find the model part that includes the the multimodal projector weights -model = AutoModel.from_pretrained(args.model, trust_remote_code=True, local_files_only=True, torch_dtype=torch.bfloat16) +model = AutoModel.from_pretrained(args.model, trust_remote_code=True, local_files_only=True) checkpoint = model.state_dict() # get a list of mm tensor names diff --git a/examples/simple-cmake-pkg/.gitignore b/examples/main-cmake-pkg/.gitignore similarity index 100% rename from examples/simple-cmake-pkg/.gitignore rename to examples/main-cmake-pkg/.gitignore diff --git a/examples/main-cmake-pkg/CMakeLists.txt b/examples/main-cmake-pkg/CMakeLists.txt new file mode 100644 index 000000000..5563f4de0 --- /dev/null +++ b/examples/main-cmake-pkg/CMakeLists.txt @@ -0,0 +1,32 @@ +cmake_minimum_required(VERSION 3.12) +project("llama-cli-cmake-pkg" C CXX) +set(TARGET llama-cli-cmake-pkg) + +find_package(Llama 0.0.1 REQUIRED) + +# Bake common functionality in with target. Because applications +# using the relocatable Llama package should be outside of the +# source tree, llama-cli-cmake-pkg pretends the dependencies are built-in. +set(_common_path "${CMAKE_CURRENT_LIST_DIR}/../../common") +add_library(common OBJECT) +file(GLOB _common_files + "${_common_path}/*.h" + "${_common_path}/*.cpp" +) +target_sources(common PRIVATE ${_common_files}) + +# If the common project was part of "llama-cli-cmake-pkg" the transient +# defines would automatically be attached. Because the common func- +# tionality is separate, but dependent upon the defines, it must be +# explicitly extracted from the "llama" target. +# +get_target_property(_llama_transient_defines llama + INTERFACE_COMPILE_DEFINITIONS) + +target_compile_definitions(common PRIVATE "${_llama_transient_defines}") + +add_executable(${TARGET} ${CMAKE_CURRENT_LIST_DIR}/../main/main.cpp) +target_include_directories(${TARGET} PRIVATE ${_common_path}) +install(TARGETS ${TARGET} RUNTIME) +target_link_libraries(${TARGET} PRIVATE common llama ${CMAKE_THREAD_LIBS_INIT}) +target_compile_features(${TARGET} PRIVATE cxx_std_17) diff --git a/examples/main-cmake-pkg/README.md b/examples/main-cmake-pkg/README.md new file mode 100644 index 000000000..08d83dd08 --- /dev/null +++ b/examples/main-cmake-pkg/README.md @@ -0,0 +1,31 @@ +# llama.cpp/example/main-cmake-pkg + +This program builds [llama-cli](../main) using a relocatable CMake package. It serves as an example of using the `find_package()` CMake command to conveniently include [llama.cpp](https://github.com/ggerganov/llama.cpp) in projects which live outside of the source tree. + +## Building + +Because this example is "outside of the source tree", it is important to first build/install llama.cpp using CMake. An example is provided here, but please see the [llama.cpp build instructions](../..) for more detailed build instructions. + +### Considerations + +When hardware acceleration libraries are used (e.g. CUDA, Metal, etc.), CMake must be able to locate the associated CMake package. + +### Build llama.cpp and install to C:\LlamaCPP directory + +```cmd +git clone https://github.com/ggerganov/llama.cpp +cd llama.cpp +cmake -B build -DBUILD_SHARED_LIBS=OFF -G "Visual Studio 17 2022" -A x64 +cmake --build build --config Release +cmake --install build --prefix C:/LlamaCPP +``` + +### Build llama-cli-cmake-pkg + + +```cmd +cd ..\examples\main-cmake-pkg +cmake -B build -DBUILD_SHARED_LIBS=OFF -DCMAKE_PREFIX_PATH="C:/LlamaCPP/lib/cmake/Llama" -G "Visual Studio 17 2022" -A x64 +cmake --build build --config Release +cmake --install build --prefix C:/MyLlamaApp +``` diff --git a/examples/main/README.md b/examples/main/README.md index ceaed42f6..17d80a622 100644 --- a/examples/main/README.md +++ b/examples/main/README.md @@ -37,7 +37,7 @@ Once downloaded, place your model in the models folder in llama.cpp. ##### Infinite text from a starting prompt (you can use `Ctrl-C` to stop it): ```bash -./llama-cli -m models/gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1 +./llama-cli -m models\gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1 ``` ### Windows: @@ -310,9 +310,9 @@ These options help improve the performance and memory usage of the LLaMA models. ### Batch Size -- `-ub N`, `--ubatch-size N`: Physical batch size. This is the maximum number of tokens that may be processed at a time. Increasing this value may improve performance during prompt processing, at the expense of higher memory usage. Default: `512`. +- `-b N, --batch-size N`: Set the batch size for prompt processing (default: `2048`). This large batch size benefits users who have BLAS installed and enabled it during the build. If you don't have BLAS enabled ("BLAS=0"), you can use a smaller number, such as 8, to see the prompt progress as it's evaluated in some situations. -- `-b N`, `--batch-size N`: Logical batch size. Increasing this value above the value of the physical batch size may improve prompt processing performance when using multiple GPUs with pipeline parallelism. Default: `2048`. +- `-ub N`, `--ubatch-size N`: physical maximum batch size. This is for pipeline parallelization. Default: `512`. ### Prompt Caching diff --git a/examples/main/main.cpp b/examples/main/main.cpp index e654d3542..39666a0e8 100644 --- a/examples/main/main.cpp +++ b/examples/main/main.cpp @@ -4,7 +4,6 @@ #include "log.h" #include "sampling.h" #include "llama.h" -#include "chat-template.hpp" #include #include @@ -85,6 +84,14 @@ static void sigint_handler(int signo) { } #endif +static std::string chat_add_and_format(struct llama_model * model, std::vector & chat_msgs, const std::string & role, const std::string & content) { + common_chat_msg new_msg{role, content}; + auto formatted = common_chat_format_single(model, g_params->chat_template, chat_msgs, new_msg, role == "user"); + chat_msgs.push_back({role, content}); + LOG_DBG("formatted: '%s'\n", formatted.c_str()); + return formatted; +} + int main(int argc, char ** argv) { common_params params; g_params = ¶ms; @@ -158,7 +165,6 @@ int main(int argc, char ** argv) { } const llama_vocab * vocab = llama_model_get_vocab(model); - auto chat_templates = common_chat_templates_from_model(model, params.chat_template); LOG_INF("%s: llama threadpool init, n_threads = %d\n", __func__, (int) params.cpuparams.n_threads); @@ -201,7 +207,7 @@ int main(int argc, char ** argv) { } // auto enable conversation mode if chat template is available - const bool has_chat_template = chat_templates.has_explicit_template && chat_templates.template_default; + const bool has_chat_template = !common_get_builtin_chat_template(model).empty() || !params.chat_template.empty(); if (params.conversation_mode == COMMON_CONVERSATION_MODE_AUTO) { if (has_chat_template) { LOG_INF("%s: chat template is available, enabling conversation mode (disable it with -no-cnv)\n", __func__); @@ -219,7 +225,7 @@ int main(int argc, char ** argv) { // print chat template example in conversation mode if (params.conversation_mode) { if (params.enable_chat_template) { - LOG_INF("%s: chat template example:\n%s\n", __func__, common_chat_format_example(*chat_templates.template_default, params.use_jinja).c_str()); + LOG_INF("%s: chat template example:\n%s\n", __func__, common_chat_format_example(model, params.chat_template).c_str()); } else { LOG_INF("%s: in-suffix/prefix is specified, chat template will be disabled\n", __func__); } @@ -254,7 +260,7 @@ int main(int argc, char ** argv) { } } - const bool add_bos = llama_vocab_get_add_bos(vocab) && !params.use_jinja; + const bool add_bos = llama_vocab_get_add_bos(vocab); if (!llama_model_has_encoder(model)) { GGML_ASSERT(!llama_vocab_get_add_eos(vocab)); } @@ -263,18 +269,10 @@ int main(int argc, char ** argv) { std::vector embd_inp; - auto chat_add_and_format = [&chat_msgs, &chat_templates](const std::string & role, const std::string & content) { - common_chat_msg new_msg{role, content, {}}; - auto formatted = common_chat_format_single(*chat_templates.template_default, chat_msgs, new_msg, role == "user", g_params->use_jinja); - chat_msgs.push_back({role, content, {}}); - LOG_DBG("formatted: '%s'\n", formatted.c_str()); - return formatted; - }; - { auto prompt = (params.conversation_mode && params.enable_chat_template) // format the system prompt in conversation mode (fallback to default if empty) - ? chat_add_and_format("system", params.prompt.empty() ? DEFAULT_SYSTEM_MESSAGE : params.prompt) + ? chat_add_and_format(model, chat_msgs, "system", params.prompt.empty() ? DEFAULT_SYSTEM_MESSAGE : params.prompt) // otherwise use the prompt as is : params.prompt; if (params.interactive_first || !params.prompt.empty() || session_tokens.empty()) { @@ -503,14 +501,12 @@ int main(int argc, char ** argv) { std::vector embd; - // single-token antiprompts - std::vector antiprompt_token; + // tokenized antiprompts + std::vector> antiprompt_ids; + antiprompt_ids.reserve(params.antiprompt.size()); for (const std::string & antiprompt : params.antiprompt) { - auto ids = ::common_tokenize(ctx, antiprompt, false, true); - if (ids.size() == 1) { - antiprompt_token.push_back(ids[0]); - } + antiprompt_ids.emplace_back(::common_tokenize(ctx, antiprompt, false, true)); } if (llama_model_has_encoder(model)) { @@ -755,11 +751,14 @@ int main(int argc, char ** argv) { // check for reverse prompt using special tokens llama_token last_token = common_sampler_last(smpl); - if (std::find(antiprompt_token.begin(), antiprompt_token.end(), last_token) != antiprompt_token.end()) { - if (params.interactive) { - is_interacting = true; + for (std::vector ids : antiprompt_ids) { + if (ids.size() == 1 && last_token == ids[0]) { + if (params.interactive) { + is_interacting = true; + } + is_antiprompt = true; + break; } - is_antiprompt = true; } if (is_antiprompt) { @@ -780,7 +779,7 @@ int main(int argc, char ** argv) { } if (params.enable_chat_template) { - chat_add_and_format("assistant", assistant_ss.str()); + chat_add_and_format(model, chat_msgs, "assistant", assistant_ss.str()); } is_interacting = true; LOG("\n"); @@ -845,7 +844,7 @@ int main(int argc, char ** argv) { bool format_chat = params.conversation_mode && params.enable_chat_template; std::string user_inp = format_chat - ? chat_add_and_format("user", std::move(buffer)) + ? chat_add_and_format(model, chat_msgs, "user", std::move(buffer)) : std::move(buffer); // TODO: one inconvenient of current chat template implementation is that we can't distinguish between user input and special tokens (prefix/postfix) const auto line_pfx = common_tokenize(ctx, params.input_prefix, false, true); diff --git a/examples/run/README.md b/examples/run/README.md index 89a552079..a06805441 100644 --- a/examples/run/README.md +++ b/examples/run/README.md @@ -3,10 +3,11 @@ The purpose of this example is to demonstrate a minimal usage of llama.cpp for running models. ```bash -llama-run granite3-moe +llama-run granite-code ``` ```bash +llama-run -h Description: Runs a llm @@ -16,7 +17,7 @@ Usage: Options: -c, --context-size Context size (default: 2048) - -n, -ngl, --ngl + -n, --ngl Number of GPU layers (default: 0) --temp Temperature (default: 0.8) diff --git a/examples/run/linenoise.cpp/linenoise.cpp b/examples/run/linenoise.cpp/linenoise.cpp index a68f12a1a..050c23012 100644 --- a/examples/run/linenoise.cpp/linenoise.cpp +++ b/examples/run/linenoise.cpp/linenoise.cpp @@ -103,26 +103,24 @@ * */ -# include "linenoise.h" +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include "linenoise.h" -# include -# include -# include -# include -# include -# include -# include -# include -# include -# include - -# include -# include -# include - -# define LINENOISE_DEFAULT_HISTORY_MAX_LEN 100 -# define LINENOISE_MAX_LINE 4096 -static std::vector unsupported_term = { "dumb", "cons25", "emacs" }; +#define LINENOISE_DEFAULT_HISTORY_MAX_LEN 100 +#define LINENOISE_MAX_LINE 4096 +static std::vector unsupported_term = {"dumb","cons25","emacs",nullptr}; static linenoiseCompletionCallback *completionCallback = NULL; static linenoiseHintsCallback *hintsCallback = NULL; static linenoiseFreeHintsCallback *freeHintsCallback = NULL; @@ -168,58 +166,21 @@ int linenoiseHistoryAdd(const char *line); #define REFRESH_ALL (REFRESH_CLEAN|REFRESH_WRITE) // Do both. static void refreshLine(struct linenoiseState *l); -class File { - public: - FILE * file = nullptr; - - FILE * open(const std::string & filename, const char * mode) { - file = fopen(filename.c_str(), mode); - - return file; - } - - int lock() { - if (file) { - fd = fileno(file); - if (flock(fd, LOCK_EX | LOCK_NB) != 0) { - fd = -1; - - return 1; - } - } - - return 0; - } - - ~File() { - if (fd >= 0) { - flock(fd, LOCK_UN); - } - - if (file) { - fclose(file); - } - } - - private: - int fd = -1; -}; - __attribute__((format(printf, 1, 2))) /* Debugging function. */ #if 0 static void lndebug(const char *fmt, ...) { - static File file; - if (file.file == nullptr) { - file.open("/tmp/lndebug.txt", "a"); + static FILE *lndebug_fp = NULL; + if (lndebug_fp == NULL) { + lndebug_fp = fopen("/tmp/lndebug.txt", "a"); } - if (file.file != nullptr) { + if (lndebug_fp != NULL) { va_list args; va_start(args, fmt); - vfprintf(file.file, fmt, args); + vfprintf(lndebug_fp, fmt, args); va_end(args); - fflush(file.file); + fflush(lndebug_fp); } } #else @@ -252,11 +213,8 @@ void linenoiseSetMultiLine(int ml) { static int isUnsupportedTerm(void) { char *term = getenv("TERM"); if (term == NULL) return 0; - for (size_t j = 0; j < unsupported_term.size(); ++j) { - if (!strcasecmp(term, unsupported_term[j])) { - return 1; - } - } + for (int j = 0; unsupported_term[j]; ++j) + if (!strcasecmp(term, unsupported_term[j])) return 1; return 0; } @@ -376,6 +334,17 @@ static void linenoiseBeep(void) { fflush(stderr); } +/* ============================== Completion ================================ */ + +/* Free a list of completion option populated by linenoiseAddCompletion(). */ +static void freeCompletions(linenoiseCompletions *lc) { + size_t i; + for (i = 0; i < lc->len; i++) + free(lc->cvec[i]); + if (lc->cvec != NULL) + free(lc->cvec); +} + /* Called by completeLine() and linenoiseShow() to render the current * edited line with the proposed completion. If the current completion table * is already available, it is passed as second argument, otherwise the @@ -384,9 +353,9 @@ static void linenoiseBeep(void) { * Flags are the same as refreshLine*(), that is REFRESH_* macros. */ static void refreshLineWithCompletion(struct linenoiseState *ls, linenoiseCompletions *lc, int flags) { /* Obtain the table of completions if the caller didn't provide one. */ - linenoiseCompletions ctable; + linenoiseCompletions ctable = { 0, NULL }; if (lc == NULL) { - completionCallback(ls->buf, &ctable); + completionCallback(ls->buf,&ctable); lc = &ctable; } @@ -395,17 +364,16 @@ static void refreshLineWithCompletion(struct linenoiseState *ls, linenoiseComple struct linenoiseState saved = *ls; ls->len = ls->pos = strlen(lc->cvec[ls->completion_idx]); ls->buf = lc->cvec[ls->completion_idx]; - refreshLineWithFlags(ls, flags); + refreshLineWithFlags(ls,flags); ls->len = saved.len; ls->pos = saved.pos; ls->buf = saved.buf; } else { - refreshLineWithFlags(ls, flags); + refreshLineWithFlags(ls,flags); } - if (lc == &ctable) { - ctable.to_free = false; - } + /* Free the completions table if needed. */ + if (lc != &ctable) freeCompletions(&ctable); } /* This is an helper function for linenoiseEdit*() and is called when the @@ -423,11 +391,11 @@ static void refreshLineWithCompletion(struct linenoiseState *ls, linenoiseComple * possible completions, and the caller should read for the next characters * from stdin. */ static int completeLine(struct linenoiseState *ls, int keypressed) { - linenoiseCompletions lc; + linenoiseCompletions lc = { 0, NULL }; int nwritten; char c = keypressed; - completionCallback(ls->buf, &lc); + completionCallback(ls->buf,&lc); if (lc.len == 0) { linenoiseBeep(); ls->in_completion = 0; @@ -438,7 +406,7 @@ static int completeLine(struct linenoiseState *ls, int keypressed) { ls->in_completion = 1; ls->completion_idx = 0; } else { - ls->completion_idx = (ls->completion_idx + 1) % (lc.len + 1); + ls->completion_idx = (ls->completion_idx+1) % (lc.len+1); if (ls->completion_idx == lc.len) linenoiseBeep(); } c = 0; @@ -452,7 +420,8 @@ static int completeLine(struct linenoiseState *ls, int keypressed) { default: /* Update buffer and return */ if (ls->completion_idx < lc.len) { - nwritten = snprintf(ls->buf, ls->buflen, "%s", lc.cvec[ls->completion_idx]); + nwritten = snprintf(ls->buf,ls->buflen,"%s", + lc.cvec[ls->completion_idx]); ls->len = ls->pos = nwritten; } ls->in_completion = 0; @@ -461,12 +430,13 @@ static int completeLine(struct linenoiseState *ls, int keypressed) { /* Show completion or original buffer */ if (ls->in_completion && ls->completion_idx < lc.len) { - refreshLineWithCompletion(ls, &lc, REFRESH_ALL); + refreshLineWithCompletion(ls,&lc,REFRESH_ALL); } else { refreshLine(ls); } } + freeCompletions(&lc); return c; /* Return last read character */ } @@ -492,25 +462,53 @@ void linenoiseSetFreeHintsCallback(linenoiseFreeHintsCallback *fn) { * user typed . See the example.c source code for a very easy to * understand example. */ void linenoiseAddCompletion(linenoiseCompletions *lc, const char *str) { - const size_t len = strlen(str); - auto copy = std::make_unique(len + 1); - if (!copy) { + size_t len = strlen(str); + char *copy, **cvec; + + copy = (char*) malloc(len + 1); + if (copy == NULL) return; + memcpy(copy,str,len+1); + cvec = (char**) realloc(lc->cvec,sizeof(char*)*(lc->len+1)); + if (cvec == NULL) { + free(copy); return; } - - memcpy(copy.get(), str, len + 1); - char ** cvec = static_cast(std::realloc(lc->cvec, sizeof(char *) * (lc->len + 1))); - if (cvec == nullptr) { - return; - } - lc->cvec = cvec; - lc->cvec[lc->len++] = copy.release(); + lc->cvec[lc->len++] = copy; +} + +/* =========================== Line editing ================================= */ + +/* We define a very simple "append buffer" structure, that is an heap + * allocated string where we can append to. This is useful in order to + * write all the escape sequences in a buffer and flush them to the standard + * output in a single call, to avoid flickering effects. */ +struct abuf { + char *b; + int len; +}; + +static void abInit(struct abuf *ab) { + ab->b = NULL; + ab->len = 0; +} + +static void abAppend(struct abuf *ab, const char *s, int len) { + char *new_ptr = (char*) realloc(ab->b,ab->len+len); + + if (new_ptr == NULL) return; + memcpy(new_ptr+ab->len,s,len); + ab->b = new_ptr; + ab->len += len; +} + +static void abFree(struct abuf *ab) { + free(ab->b); } /* Helper of refreshSingleLine() and refreshMultiLine() to show hints * to the right of the prompt. */ -static void refreshShowHints(std::string & ab, struct linenoiseState * l, int plen) { +static void refreshShowHints(struct abuf * ab, struct linenoiseState * l, int plen) { char seq[64]; if (hintsCallback && plen+l->len < l->cols) { int color = -1, bold = 0; @@ -524,11 +522,10 @@ static void refreshShowHints(std::string & ab, struct linenoiseState * l, int pl snprintf(seq,64,"\033[%d;%d;49m",bold,color); else seq[0] = '\0'; - ab.append(seq); - ab.append(hint, hintlen); + abAppend(ab,seq,strlen(seq)); + abAppend(ab,hint,hintlen); if (color != -1 || bold != 0) - ab.append("\033[0m"); - + abAppend(ab,"\033[0m",4); /* Call the function to free the hint returned. */ if (freeHintsCallback) freeHintsCallback(hint); } @@ -549,7 +546,8 @@ static void refreshSingleLine(struct linenoiseState *l, int flags) { char *buf = l->buf; size_t len = l->len; size_t pos = l->pos; - std::string ab; + struct abuf ab; + while((plen+pos) >= l->cols) { buf++; len--; @@ -559,34 +557,35 @@ static void refreshSingleLine(struct linenoiseState *l, int flags) { len--; } + abInit(&ab); /* Cursor to left edge */ snprintf(seq,sizeof(seq),"\r"); - ab.append(seq); + abAppend(&ab,seq,strlen(seq)); if (flags & REFRESH_WRITE) { /* Write the prompt and the current buffer content */ - ab.append(l->prompt); + abAppend(&ab,l->prompt,strlen(l->prompt)); if (maskmode == 1) { - while (len--) { - ab.append("*"); - } + while (len--) abAppend(&ab,"*",1); } else { - ab.append(buf, len); + abAppend(&ab,buf,len); } /* Show hits if any. */ - refreshShowHints(ab, l, plen); + refreshShowHints(&ab,l,plen); } /* Erase to right */ snprintf(seq,sizeof(seq),"\x1b[0K"); - ab.append(seq); + abAppend(&ab,seq,strlen(seq)); + if (flags & REFRESH_WRITE) { /* Move cursor to original position. */ snprintf(seq,sizeof(seq),"\r\x1b[%dC", (int)(pos+plen)); - ab.append(seq); + abAppend(&ab,seq,strlen(seq)); } - (void) !write(fd, ab.c_str(), ab.size()); /* Can't recover from write error. */ + if (write(fd,ab.b,ab.len) == -1) {} /* Can't recover from write error. */ + abFree(&ab); } /* Multi line low level line refresh. @@ -605,23 +604,26 @@ static void refreshMultiLine(struct linenoiseState *l, int flags) { int col; /* colum position, zero-based. */ int old_rows = l->oldrows; int fd = l->ofd, j; - std::string ab; + struct abuf ab; + l->oldrows = rows; /* First step: clear all the lines used before. To do so start by * going to the last row. */ + abInit(&ab); + if (flags & REFRESH_CLEAN) { if (old_rows-rpos > 0) { lndebug("go down %d", old_rows-rpos); snprintf(seq,64,"\x1b[%dB", old_rows-rpos); - ab.append(seq); + abAppend(&ab,seq,strlen(seq)); } /* Now for every row clear it, go up. */ for (j = 0; j < old_rows-1; j++) { lndebug("clear+up"); snprintf(seq,64,"\r\x1b[0K\x1b[1A"); - ab.append(seq); + abAppend(&ab,seq,strlen(seq)); } } @@ -629,22 +631,21 @@ static void refreshMultiLine(struct linenoiseState *l, int flags) { /* Clean the top line. */ lndebug("clear"); snprintf(seq,64,"\r\x1b[0K"); - ab.append(seq); + abAppend(&ab,seq,strlen(seq)); } if (flags & REFRESH_WRITE) { /* Write the prompt and the current buffer content */ - ab.append(l->prompt); + abAppend(&ab,l->prompt,strlen(l->prompt)); if (maskmode == 1) { - for (unsigned int i = 0; i < l->len; ++i) { - ab.append("*"); - } + unsigned int i; + for (i = 0; i < l->len; i++) abAppend(&ab,"*",1); } else { - ab.append(l->buf, l->len); + abAppend(&ab,l->buf,l->len); } /* Show hits if any. */ - refreshShowHints(ab, l, plen); + refreshShowHints(&ab,l,plen); /* If we are at the very end of the screen with our prompt, we need to * emit a newline and move the prompt to the first column. */ @@ -653,9 +654,9 @@ static void refreshMultiLine(struct linenoiseState *l, int flags) { (l->pos+plen) % l->cols == 0) { lndebug(""); - ab.append("\n"); + abAppend(&ab,"\n",1); snprintf(seq,64,"\r"); - ab.append(seq); + abAppend(&ab,seq,strlen(seq)); rows++; if (rows > (int)l->oldrows) l->oldrows = rows; } @@ -668,7 +669,7 @@ static void refreshMultiLine(struct linenoiseState *l, int flags) { if (rows-rpos2 > 0) { lndebug("go-up %d", rows-rpos2); snprintf(seq,64,"\x1b[%dA", rows-rpos2); - ab.append(seq); + abAppend(&ab,seq,strlen(seq)); } /* Set column. */ @@ -678,12 +679,14 @@ static void refreshMultiLine(struct linenoiseState *l, int flags) { snprintf(seq,64,"\r\x1b[%dC", col); else snprintf(seq,64,"\r"); - ab.append(seq); + abAppend(&ab,seq,strlen(seq)); } lndebug("\n"); l->oldpos = l->pos; - (void) !write(fd, ab.c_str(), ab.size()); /* Can't recover from write error. */ + + if (write(fd,ab.b,ab.len) == -1) {} /* Can't recover from write error. */ + abFree(&ab); } /* Calls the two low level functions refreshSingleLine() or @@ -1310,17 +1313,16 @@ int linenoiseHistorySetMaxLen(int len) { * otherwise -1 is returned. */ int linenoiseHistorySave(const char *filename) { mode_t old_umask = umask(S_IXUSR|S_IRWXG|S_IRWXO); - File file; - file.open(filename, "w"); - umask(old_umask); - if (file.file == NULL) { - return -1; - } - chmod(filename,S_IRUSR|S_IWUSR); - for (int j = 0; j < history_len; ++j) { - fprintf(file.file, "%s\n", history[j]); - } + FILE *fp; + int j; + fp = fopen(filename,"w"); + umask(old_umask); + if (fp == NULL) return -1; + chmod(filename,S_IRUSR|S_IWUSR); + for (j = 0; j < history_len; j++) + fprintf(fp,"%s\n",history[j]); + fclose(fp); return 0; } @@ -1330,14 +1332,12 @@ int linenoiseHistorySave(const char *filename) { * If the file exists and the operation succeeded 0 is returned, otherwise * on error -1 is returned. */ int linenoiseHistoryLoad(const char *filename) { - File file; - file.open(filename, "r"); + FILE *fp = fopen(filename,"r"); char buf[LINENOISE_MAX_LINE]; - if (file.file == NULL) { - return -1; - } - while (fgets(buf, LINENOISE_MAX_LINE, file.file) != NULL) { + if (fp == NULL) return -1; + + while (fgets(buf,LINENOISE_MAX_LINE,fp) != NULL) { char *p; p = strchr(buf,'\r'); @@ -1345,6 +1345,7 @@ int linenoiseHistoryLoad(const char *filename) { if (p) *p = '\0'; linenoiseHistoryAdd(buf); } + fclose(fp); return 0; } #endif diff --git a/examples/run/linenoise.cpp/linenoise.h b/examples/run/linenoise.cpp/linenoise.h index a14ec6c74..3e25f4de3 100644 --- a/examples/run/linenoise.cpp/linenoise.h +++ b/examples/run/linenoise.cpp/linenoise.h @@ -45,7 +45,6 @@ extern "C" { #endif #include /* For size_t. */ -#include extern const char *linenoiseEditMore; @@ -70,23 +69,10 @@ struct linenoiseState { int history_index; /* The history index we are currently editing. */ }; -struct linenoiseCompletions { - size_t len = 0; - char ** cvec = nullptr; - bool to_free = true; - - ~linenoiseCompletions() { - if (!to_free) { - return; - } - - for (size_t i = 0; i < len; ++i) { - free(cvec[i]); - } - - free(cvec); - } -}; +typedef struct linenoiseCompletions { + size_t len; + char **cvec; +} linenoiseCompletions; /* Non blocking API. */ int linenoiseEditStart(struct linenoiseState *l, int stdin_fd, int stdout_fd, char *buf, size_t buflen, const char *prompt); diff --git a/examples/run/run.cpp b/examples/run/run.cpp index 9362da220..d04108e71 100644 --- a/examples/run/run.cpp +++ b/examples/run/run.cpp @@ -24,16 +24,14 @@ #include #include -#include "chat-template.hpp" #include "common.h" #include "json.hpp" #include "linenoise.cpp/linenoise.h" #include "llama-cpp.h" -#include "log.h" #if defined(__unix__) || (defined(__APPLE__) && defined(__MACH__)) || defined(_WIN32) [[noreturn]] static void sigint_handler(int) { - printf("\n" LOG_COL_DEFAULT); + printf("\n\033[0m"); exit(0); // not ideal, but it's the only way to guarantee exit in all cases } #endif @@ -66,13 +64,6 @@ static int printe(const char * fmt, ...) { return ret; } -static std::string strftime_fmt(const char * fmt, const std::tm & tm) { - std::ostringstream oss; - oss << std::put_time(&tm, fmt); - - return oss.str(); -} - class Opt { public: int init(int argc, const char ** argv) { @@ -114,7 +105,6 @@ class Opt { llama_model_params model_params; std::string model_; std::string user; - bool use_jinja = false; int context_size = -1, ngl = -1; float temperature = -1; bool verbose = false; @@ -155,8 +145,7 @@ class Opt { if (handle_option_with_value(argc, argv, i, context_size) == 1) { return 1; } - } else if (options_parsing && - (strcmp(argv[i], "-n") == 0 || strcmp(argv[i], "-ngl") == 0 || strcmp(argv[i], "--ngl") == 0)) { + } else if (options_parsing && (strcmp(argv[i], "-n") == 0 || strcmp(argv[i], "--ngl") == 0)) { if (handle_option_with_value(argc, argv, i, ngl) == 1) { return 1; } @@ -167,8 +156,6 @@ class Opt { } else if (options_parsing && (parse_flag(argv, i, "-v", "--verbose") || parse_flag(argv, i, "-v", "--log-verbose"))) { verbose = true; - } else if (options_parsing && strcmp(argv[i], "--jinja") == 0) { - use_jinja = true; } else if (options_parsing && parse_flag(argv, i, "-h", "--help")) { help = true; return 0; @@ -189,10 +176,6 @@ class Opt { } } - if (model_.empty()){ - return 1; - } - return 0; } @@ -207,7 +190,7 @@ class Opt { "Options:\n" " -c, --context-size \n" " Context size (default: %d)\n" - " -n, -ngl, --ngl \n" + " -n, --ngl \n" " Number of GPU layers (default: %d)\n" " --temp \n" " Temperature (default: %.1f)\n" @@ -331,10 +314,6 @@ class HttpClient { public: int init(const std::string & url, const std::vector & headers, const std::string & output_file, const bool progress, std::string * response_str = nullptr) { - if (std::filesystem::exists(output_file)) { - return 0; - } - std::string output_file_partial; curl = curl_easy_init(); if (!curl) { @@ -346,7 +325,7 @@ class HttpClient { if (!output_file.empty()) { output_file_partial = output_file + ".partial"; if (!out.open(output_file_partial, "ab")) { - printe("Failed to open file for writing\n"); + printe("Failed to open file\n"); return 1; } @@ -362,11 +341,7 @@ class HttpClient { data.file_size = set_resume_point(output_file_partial); set_progress_options(progress, data); set_headers(headers); - CURLcode res = perform(url); - if (res != CURLE_OK){ - printe("Fetching resource '%s' failed: %s\n", url.c_str(), curl_easy_strerror(res)); - return 1; - } + perform(url); if (!output_file.empty()) { std::filesystem::rename(output_file_partial, output_file); } @@ -431,12 +406,16 @@ class HttpClient { } } - CURLcode perform(const std::string & url) { + void perform(const std::string & url) { + CURLcode res; curl_easy_setopt(curl, CURLOPT_URL, url.c_str()); curl_easy_setopt(curl, CURLOPT_FOLLOWLOCATION, 1L); curl_easy_setopt(curl, CURLOPT_DEFAULT_PROTOCOL, "https"); curl_easy_setopt(curl, CURLOPT_FAILONERROR, 1L); - return curl_easy_perform(curl); + res = curl_easy_perform(curl); + if (res != CURLE_OK) { + printe("curl_easy_perform() failed: %s\n", curl_easy_strerror(res)); + } } static std::string human_readable_time(double seconds) { @@ -535,7 +514,8 @@ class HttpClient { static void print_progress(const std::string & progress_prefix, const std::string & progress_bar, const std::string & progress_suffix) { - printe("\r" LOG_CLR_TO_EOL "%s%s| %s", progress_prefix.c_str(), progress_bar.c_str(), progress_suffix.c_str()); + printe("\r%*s\r%s%s| %s", get_terminal_width(), " ", progress_prefix.c_str(), progress_bar.c_str(), + progress_suffix.c_str()); } // Function to write data to a file static size_t write_data(void * ptr, size_t size, size_t nmemb, void * stream) { @@ -573,14 +553,13 @@ class LlamaData { } sampler = initialize_sampler(opt); - return 0; } private: #ifdef LLAMA_USE_CURL - int download(const std::string & url, const std::string & output_file, const bool progress, - const std::vector & headers = {}, std::string * response_str = nullptr) { + int download(const std::string & url, const std::vector & headers, const std::string & output_file, + const bool progress, std::string * response_str = nullptr) { HttpClient http; if (http.init(url, headers, output_file, progress, response_str)) { return 1; @@ -589,85 +568,48 @@ class LlamaData { return 0; } #else - int download(const std::string &, const std::string &, const bool, const std::vector & = {}, + int download(const std::string &, const std::vector &, const std::string &, const bool, std::string * = nullptr) { printe("%s: llama.cpp built without libcurl, downloading from an url not supported.\n", __func__); - return 1; } #endif - // Helper function to handle model tag extraction and URL construction - std::pair extract_model_and_tag(std::string & model, const std::string & base_url) { - std::string model_tag = "latest"; - const size_t colon_pos = model.find(':'); + int huggingface_dl(const std::string & model, const std::vector headers, const std::string & bn) { + // Find the second occurrence of '/' after protocol string + size_t pos = model.find('/'); + pos = model.find('/', pos + 1); + if (pos == std::string::npos) { + return 1; + } + + const std::string hfr = model.substr(0, pos); + const std::string hff = model.substr(pos + 1); + const std::string url = "https://huggingface.co/" + hfr + "/resolve/main/" + hff; + return download(url, headers, bn, true); + } + + int ollama_dl(std::string & model, const std::vector headers, const std::string & bn) { + if (model.find('/') == std::string::npos) { + model = "library/" + model; + } + + std::string model_tag = "latest"; + size_t colon_pos = model.find(':'); if (colon_pos != std::string::npos) { model_tag = model.substr(colon_pos + 1); model = model.substr(0, colon_pos); } - std::string url = base_url + model + "/manifests/" + model_tag; - - return { model, url }; - } - - // Helper function to download and parse the manifest - int download_and_parse_manifest(const std::string & url, const std::vector & headers, - nlohmann::json & manifest) { + std::string manifest_url = "https://registry.ollama.ai/v2/" + model + "/manifests/" + model_tag; std::string manifest_str; - int ret = download(url, "", false, headers, &manifest_str); + const int ret = download(manifest_url, headers, "", false, &manifest_str); if (ret) { return ret; } - manifest = nlohmann::json::parse(manifest_str); - - return 0; - } - - int huggingface_dl(std::string & model, const std::string & bn) { - // Find the second occurrence of '/' after protocol string - size_t pos = model.find('/'); - pos = model.find('/', pos + 1); - std::string hfr, hff; - std::vector headers = { "User-Agent: llama-cpp", "Accept: application/json" }; - std::string url; - - if (pos == std::string::npos) { - auto [model_name, manifest_url] = extract_model_and_tag(model, "https://huggingface.co/v2/"); - hfr = model_name; - - nlohmann::json manifest; - int ret = download_and_parse_manifest(manifest_url, headers, manifest); - if (ret) { - return ret; - } - - hff = manifest["ggufFile"]["rfilename"]; - } else { - hfr = model.substr(0, pos); - hff = model.substr(pos + 1); - } - - url = "https://huggingface.co/" + hfr + "/resolve/main/" + hff; - - return download(url, bn, true, headers); - } - - int ollama_dl(std::string & model, const std::string & bn) { - const std::vector headers = { "Accept: application/vnd.docker.distribution.manifest.v2+json" }; - if (model.find('/') == std::string::npos) { - model = "library/" + model; - } - - auto [model_name, manifest_url] = extract_model_and_tag(model, "https://registry.ollama.ai/v2/"); - nlohmann::json manifest; - int ret = download_and_parse_manifest(manifest_url, {}, manifest); - if (ret) { - return ret; - } - - std::string layer; + nlohmann::json manifest = nlohmann::json::parse(manifest_str); + std::string layer; for (const auto & l : manifest["layers"]) { if (l["mediaType"] == "application/vnd.ollama.image.model") { layer = l["digest"]; @@ -675,67 +617,8 @@ class LlamaData { } } - std::string blob_url = "https://registry.ollama.ai/v2/" + model_name + "/blobs/" + layer; - - return download(blob_url, bn, true, headers); - } - - int github_dl(const std::string & model, const std::string & bn) { - std::string repository = model; - std::string branch = "main"; - const size_t at_pos = model.find('@'); - if (at_pos != std::string::npos) { - repository = model.substr(0, at_pos); - branch = model.substr(at_pos + 1); - } - - const std::vector repo_parts = string_split(repository, "/"); - if (repo_parts.size() < 3) { - printe("Invalid GitHub repository format\n"); - return 1; - } - - const std::string & org = repo_parts[0]; - const std::string & project = repo_parts[1]; - std::string url = "https://raw.githubusercontent.com/" + org + "/" + project + "/" + branch; - for (size_t i = 2; i < repo_parts.size(); ++i) { - url += "/" + repo_parts[i]; - } - - return download(url, bn, true); - } - - int s3_dl(const std::string & model, const std::string & bn) { - const size_t slash_pos = model.find('/'); - if (slash_pos == std::string::npos) { - return 1; - } - - const std::string bucket = model.substr(0, slash_pos); - const std::string key = model.substr(slash_pos + 1); - const char * access_key = std::getenv("AWS_ACCESS_KEY_ID"); - const char * secret_key = std::getenv("AWS_SECRET_ACCESS_KEY"); - if (!access_key || !secret_key) { - printe("AWS credentials not found in environment\n"); - return 1; - } - - // Generate AWS Signature Version 4 headers - // (Implementation requires HMAC-SHA256 and date handling) - // Get current timestamp - const time_t now = time(nullptr); - const tm tm = *gmtime(&now); - const std::string date = strftime_fmt("%Y%m%d", tm); - const std::string datetime = strftime_fmt("%Y%m%dT%H%M%SZ", tm); - const std::vector headers = { - "Authorization: AWS4-HMAC-SHA256 Credential=" + std::string(access_key) + "/" + date + - "/us-east-1/s3/aws4_request", - "x-amz-content-sha256: UNSIGNED-PAYLOAD", "x-amz-date: " + datetime - }; - - const std::string url = "https://" + bucket + ".s3.amazonaws.com/" + key; - - return download(url, bn, true, headers); + std::string blob_url = "https://registry.ollama.ai/v2/" + model + "/blobs/" + layer; + return download(blob_url, headers, bn, true); } std::string basename(const std::string & path) { @@ -747,44 +630,37 @@ class LlamaData { return path.substr(pos + 1); } - int rm_until_substring(std::string & model_, const std::string & substring) { - const std::string::size_type pos = model_.find(substring); + int remove_proto(std::string & model_) { + const std::string::size_type pos = model_.find("://"); if (pos == std::string::npos) { return 1; } - model_ = model_.substr(pos + substring.size()); // Skip past the substring + model_ = model_.substr(pos + 3); // Skip past "://" return 0; } int resolve_model(std::string & model_) { int ret = 0; if (string_starts_with(model_, "file://") || std::filesystem::exists(model_)) { - rm_until_substring(model_, "://"); + remove_proto(model_); return ret; } - const std::string bn = basename(model_); - if (string_starts_with(model_, "hf://") || string_starts_with(model_, "huggingface://") || - string_starts_with(model_, "hf.co/")) { - rm_until_substring(model_, "hf.co/"); - rm_until_substring(model_, "://"); - ret = huggingface_dl(model_, bn); - } else if ((string_starts_with(model_, "https://") || string_starts_with(model_, "http://")) && - !string_starts_with(model_, "https://ollama.com/library/")) { - ret = download(model_, bn, true); - } else if (string_starts_with(model_, "github:") || string_starts_with(model_, "github://")) { - rm_until_substring(model_, "github:"); - rm_until_substring(model_, "://"); - ret = github_dl(model_, bn); - } else if (string_starts_with(model_, "s3://")) { - rm_until_substring(model_, "://"); - ret = s3_dl(model_, bn); - } else { // ollama:// or nothing - rm_until_substring(model_, "ollama.com/library/"); - rm_until_substring(model_, "://"); - ret = ollama_dl(model_, bn); + const std::string bn = basename(model_); + const std::vector headers = { "--header", + "Accept: application/vnd.docker.distribution.manifest.v2+json" }; + if (string_starts_with(model_, "hf://") || string_starts_with(model_, "huggingface://")) { + remove_proto(model_); + ret = huggingface_dl(model_, headers, bn); + } else if (string_starts_with(model_, "ollama://")) { + remove_proto(model_); + ret = ollama_dl(model_, headers, bn); + } else if (string_starts_with(model_, "https://")) { + download(model_, headers, bn, true); + } else { + ret = ollama_dl(model_, headers, bn); } model_ = bn; @@ -796,13 +672,16 @@ class LlamaData { llama_model_ptr initialize_model(Opt & opt) { ggml_backend_load_all(); resolve_model(opt.model_); - printe("\r" LOG_CLR_TO_EOL "Loading model"); + printe( + "\r%*s" + "\rLoading model", + get_terminal_width(), " "); llama_model_ptr model(llama_model_load_from_file(opt.model_.c_str(), opt.model_params)); if (!model) { printe("%s: error: unable to load model from file: %s\n", __func__, opt.model_.c_str()); } - printe("\r" LOG_CLR_TO_EOL); + printe("\r%*s\r", static_cast(sizeof("Loading model")), " "); return model; } @@ -834,39 +713,13 @@ static void add_message(const char * role, const std::string & text, LlamaData & } // Function to apply the chat template and resize `formatted` if needed -static int apply_chat_template(const common_chat_template & tmpl, LlamaData & llama_data, const bool append, bool use_jinja) { - if (use_jinja) { - json messages = json::array(); - for (const auto & msg : llama_data.messages) { - messages.push_back({ - {"role", msg.role}, - {"content", msg.content}, - }); - } - try { - minja::chat_template_inputs tmpl_inputs; - tmpl_inputs.messages = messages; - tmpl_inputs.add_generation_prompt = append; - - minja::chat_template_options tmpl_opts; - tmpl_opts.use_bos_token = false; - tmpl_opts.use_eos_token = false; - - auto result = tmpl.apply(tmpl_inputs, tmpl_opts); - llama_data.fmtted.resize(result.size() + 1); - memcpy(llama_data.fmtted.data(), result.c_str(), result.size() + 1); - return result.size(); - } catch (const std::exception & e) { - printe("failed to render the chat template: %s\n", e.what()); - return -1; - } - } +static int apply_chat_template(LlamaData & llama_data, const bool append) { int result = llama_chat_apply_template( - tmpl.source().c_str(), llama_data.messages.data(), llama_data.messages.size(), append, + llama_model_chat_template(llama_data.model.get()), llama_data.messages.data(), llama_data.messages.size(), append, append ? llama_data.fmtted.data() : nullptr, append ? llama_data.fmtted.size() : 0); if (append && result > static_cast(llama_data.fmtted.size())) { llama_data.fmtted.resize(result); - result = llama_chat_apply_template(tmpl.source().c_str(), llama_data.messages.data(), + result = llama_chat_apply_template(llama_model_chat_template(llama_data.model.get()), llama_data.messages.data(), llama_data.messages.size(), append, llama_data.fmtted.data(), llama_data.fmtted.size()); } @@ -895,7 +748,7 @@ static int check_context_size(const llama_context_ptr & ctx, const llama_batch & const int n_ctx = llama_n_ctx(ctx.get()); const int n_ctx_used = llama_get_kv_cache_used_cells(ctx.get()); if (n_ctx_used + batch.n_tokens > n_ctx) { - printf(LOG_COL_DEFAULT "\n"); + printf("\033[0m\n"); printe("context size exceeded\n"); return 1; } @@ -958,14 +811,17 @@ static int generate(LlamaData & llama_data, const std::string & prompt, std::str batch = llama_batch_get_one(&new_token_id, 1); } - printf(LOG_COL_DEFAULT); + printf("\033[0m"); return 0; } static int read_user_input(std::string & user_input) { static const char * prompt_prefix = "> "; #ifdef WIN32 - printf("\r" LOG_CLR_TO_EOL LOG_COL_DEFAULT "%s", prompt_prefix); + printf( + "\r%*s" + "\r\033[0m%s", + get_terminal_width(), " ", prompt_prefix); std::getline(std::cin, user_input); if (std::cin.eof()) { @@ -1001,7 +857,7 @@ static int generate_response(LlamaData & llama_data, const std::string & prompt, const bool stdout_a_terminal) { // Set response color if (stdout_a_terminal) { - printf(LOG_COL_YELLOW); + printf("\033[33m"); } if (generate(llama_data, prompt, response)) { @@ -1010,13 +866,13 @@ static int generate_response(LlamaData & llama_data, const std::string & prompt, } // End response with color reset and newline - printf("\n%s", stdout_a_terminal ? LOG_COL_DEFAULT : ""); + printf("\n%s", stdout_a_terminal ? "\033[0m" : ""); return 0; } // Helper function to apply the chat template and handle errors -static int apply_chat_template_with_error_handling(const common_chat_template & tmpl, LlamaData & llama_data, const bool append, int & output_length, bool use_jinja) { - const int new_len = apply_chat_template(tmpl, llama_data, append, use_jinja); +static int apply_chat_template_with_error_handling(LlamaData & llama_data, const bool append, int & output_length) { + const int new_len = apply_chat_template(llama_data, append); if (new_len < 0) { printe("failed to apply the chat template\n"); return -1; @@ -1075,11 +931,9 @@ static int get_user_input(std::string & user_input, const std::string & user) { } // Main chat loop function -static int chat_loop(LlamaData & llama_data, const std::string & user, bool use_jinja) { +static int chat_loop(LlamaData & llama_data, const std::string & user) { int prev_len = 0; llama_data.fmtted.resize(llama_n_ctx(llama_data.context.get())); - auto chat_templates = common_chat_templates_from_model(llama_data.model.get(), ""); - GGML_ASSERT(chat_templates.template_default); static const bool stdout_a_terminal = is_stdout_a_terminal(); while (true) { // Get user input @@ -1090,7 +944,7 @@ static int chat_loop(LlamaData & llama_data, const std::string & user, bool use_ add_message("user", user.empty() ? user_input : user, llama_data); int new_len; - if (apply_chat_template_with_error_handling(*chat_templates.template_default, llama_data, true, new_len, use_jinja) < 0) { + if (apply_chat_template_with_error_handling(llama_data, true, new_len) < 0) { return 1; } @@ -1105,7 +959,7 @@ static int chat_loop(LlamaData & llama_data, const std::string & user, bool use_ } add_message("assistant", response, llama_data); - if (apply_chat_template_with_error_handling(*chat_templates.template_default, llama_data, false, prev_len, use_jinja) < 0) { + if (apply_chat_template_with_error_handling(llama_data, false, prev_len) < 0) { return 1; } } @@ -1165,7 +1019,7 @@ int main(int argc, const char ** argv) { return 1; } - if (chat_loop(llama_data, opt.user, opt.use_jinja)) { + if (chat_loop(llama_data, opt.user)) { return 1; } diff --git a/examples/server/README.md b/examples/server/README.md index d0b262f0e..1f0a27d96 100644 --- a/examples/server/README.md +++ b/examples/server/README.md @@ -126,7 +126,7 @@ The project is under active development, and we are [looking for feedback and co | `--grammar GRAMMAR` | BNF-like grammar to constrain generations (see samples in grammars/ dir) (default: '') | | `--grammar-file FNAME` | file to read grammar from | | `-j, --json-schema SCHEMA` | JSON schema to constrain generations (https://json-schema.org/), e.g. `{}` for any JSON object
For schemas w/ external $refs, use --grammar + example/json_schema_to_grammar.py instead | -| `--jinja` | Enable experimental Jinja templating engine (required for tool use) | + **Example-specific params** @@ -220,7 +220,7 @@ services: The project includes a web-based user interface that enables interaction with the model through the `/chat/completions` endpoint. The web UI is developed using: -- `react` framework for frontend development +- `vue` framework for frontend development - `tailwindcss` and `daisyui` for styling - `vite` for build tooling @@ -236,13 +236,9 @@ npm i # to run the dev server npm run dev -# to build the public/index.html.gz +# to build the public/index.html npm run build ``` -After `public/index.html.gz` has been generated we need to generate the c++ -headers (like build/examples/server/index.html.gz.hpp) that will be included -by server.cpp. This is done by building `llama-server` as described in the -[build](#build) section above. NOTE: if you are using the vite dev server, you can change the API base URL to llama.cpp. To do that, run this code snippet in browser's console: @@ -460,7 +456,7 @@ These words will not be included in the completion, so make sure to add them to - Note: In streaming mode (`stream`), only `content`, `tokens` and `stop` will be returned until end of completion. Responses are sent using the [Server-sent events](https://html.spec.whatwg.org/multipage/server-sent-events.html) standard. Note: the browser's `EventSource` interface cannot be used due to its lack of `POST` request support. - `completion_probabilities`: An array of token probabilities for each completion. The array's length is `n_predict`. Each item in the array has a nested array `top_logprobs`. It contains at **maximum** `n_probs` elements: - ``` + ```json { "content": "", "tokens": [ generated token ids if requested ], @@ -561,7 +557,7 @@ If `with_pieces` is `true`: ``` With input 'á' (utf8 hex: C3 A1) on tinyllama/stories260k -``` +```json { "tokens": [ {"id": 198, "piece": [195]}, // hex C3 @@ -576,18 +572,6 @@ With input 'á' (utf8 hex: C3 A1) on tinyllama/stories260k `tokens`: Set the tokens to detokenize. -### POST `/apply-template`: Apply chat template to a conversation - -Uses the server's prompt template formatting functionality to convert chat messages to a single string expected by a chat model as input, but does not perform inference. Instead, the prompt string is returned in the `prompt` field of the JSON response. The prompt can then be modified as desired (for example, to insert "Sure!" at the beginning of the model's response) before sending to `/completion` to generate the chat response. - -*Options:* - -`messages`: (Required) Chat turns in the same format as `/v1/chat/completions`. - -**Response format** - -Returns a JSON object with a field `prompt` containing a string of the input messages formatted according to the model's chat template format. - ### POST `/embedding`: Generate embedding of a given text > [!IMPORTANT] @@ -780,7 +764,7 @@ Same as the `/v1/embeddings` endpoint. **Response format** -``` +```json [ { "index": 0, @@ -1069,7 +1053,7 @@ Given a ChatML-formatted json description in `messages`, it returns the predicte *Options:* -See [OpenAI Chat Completions API documentation](https://platform.openai.com/docs/api-reference/chat). llama.cpp `/completion`-specific features such as `mirostat` are also supported. +See [OpenAI Chat Completions API documentation](https://platform.openai.com/docs/api-reference/chat). While some OpenAI-specific features such as function calling aren't supported, llama.cpp `/completion`-specific features such as `mirostat` are supported. The `response_format` parameter supports both plain JSON output (e.g. `{"type": "json_object"}`) and schema-constrained JSON (e.g. `{"type": "json_object", "schema": {"type": "string", "minLength": 10, "maxLength": 100}}` or `{"type": "json_schema", "schema": {"properties": { "name": { "title": "Name", "type": "string" }, "date": { "title": "Date", "type": "string" }, "participants": { "items": {"type: "string" }, "title": "Participants", "type": "string" } } } }`), similar to other OpenAI-inspired API providers. @@ -1117,184 +1101,6 @@ curl http://localhost:8080/v1/chat/completions \ }' ``` -*Tool call support* - -[Function calling](https://platform.openai.com/docs/guides/function-calling) is supported for all models (see https://github.com/ggerganov/llama.cpp/pull/9639): - -- Requires `--jinja` flag -- Native tool call formats supported: - - Llama 3.1 / 3.3 (including builtin tools support - tool names for `wolfram_alpha`, `web_search` / `brave_search`, `code_interpreter`), Llama 3.2 - - Functionary v3.1 / v3.2 - - Hermes 2/3, Qwen 2.5 - - Mistral Nemo - - Firefunction v2 - - Command R7B - - DeepSeek R1 (WIP / seems reluctant to call any tools?) - -
- Show some common templates and which format handler they use - - | Template | Format | - |----------|--------| - | CohereForAI-c4ai-command-r-plus-default.jinja | generic tool calls | - | CohereForAI-c4ai-command-r-plus-rag.jinja | generic tool calls | - | CohereForAI-c4ai-command-r-plus-tool_use.jinja | generic tool calls | - | MiniMaxAI-MiniMax-Text-01.jinja | generic tool calls | - | NexaAIDev-Octopus-v2.jinja | generic tool calls | - | NousResearch-Hermes-2-Pro-Llama-3-8B-default.jinja | generic tool calls | - | NousResearch-Hermes-2-Pro-Llama-3-8B-tool_use.jinja | hermes 2 pro tool calls | - | NousResearch-Hermes-2-Pro-Mistral-7B-default.jinja | generic tool calls | - | NousResearch-Hermes-2-Pro-Mistral-7B-tool_use.jinja | hermes 2 pro tool calls | - | NousResearch-Hermes-3-Llama-3.1-70B-default.jinja | generic tool calls | - | NousResearch-Hermes-3-Llama-3.1-70B-tool_use.jinja | hermes 2 pro tool calls | - | OrionStarAI-Orion-14B-Chat.jinja | generic tool calls | - | Qwen-QwQ-32B-Preview.jinja | hermes 2 pro tool calls | - | Qwen-Qwen2-7B-Instruct.jinja | generic tool calls | - | Qwen-Qwen2-VL-7B-Instruct.jinja | generic tool calls | - | Qwen-Qwen2.5-7B-Instruct.jinja | hermes 2 pro tool calls | - | Qwen-Qwen2.5-Math-7B-Instruct.jinja | hermes 2 pro tool calls | - | TheBloke-FusionNet_34Bx2_MoE-AWQ.jinja | generic tool calls | - | abacusai-Fewshot-Metamath-OrcaVicuna-Mistral.jinja | generic tool calls | - | bofenghuang-vigogne-2-70b-chat.jinja | generic tool calls | - | databricks-dbrx-instruct.jinja | generic tool calls | - | deepseek-ai-DeepSeek-Coder-V2-Instruct.jinja | generic tool calls | - | deepseek-ai-DeepSeek-R1-Distill-Llama-8B.jinja | deepseek r1 tool calls | - | deepseek-ai-DeepSeek-R1-Distill-Qwen-32B.jinja | deepseek r1 tool calls | - | deepseek-ai-DeepSeek-R1-Distill-Qwen-7B.jinja | deepseek r1 tool calls | - | deepseek-ai-DeepSeek-V2.5.jinja | deepseek r1 tool calls | - | deepseek-ai-deepseek-coder-33b-instruct.jinja | generic tool calls | - | google-gemma-2-2b-it.jinja | generic tool calls | - | google-gemma-7b-it.jinja | generic tool calls | - | indischepartij-MiniCPM-3B-OpenHermes-2.5-v2.jinja | generic tool calls | - | mattshumer-Reflection-Llama-3.1-70B.jinja | generic tool calls | - | meetkai-functionary-medium-v3.2.jinja | functionary v3.2 tool calls | - | meta-llama-Llama-3.1-8B-Instruct.jinja | llama 3.x tool calls (w/ builtin tools) | - | meta-llama-Llama-3.2-3B-Instruct.jinja | llama 3.x tool calls | - | meta-llama-Llama-3.3-70B-Instruct.jinja | llama 3.x tool calls (w/ builtin tools) | - | meta-llama-Meta-Llama-3.1-8B-Instruct.jinja | llama 3.x tool calls (w/ builtin tools) | - | microsoft-Phi-3-medium-4k-instruct.jinja | generic tool calls | - | microsoft-Phi-3-mini-4k-instruct.jinja | generic tool calls | - | microsoft-Phi-3-small-8k-instruct.jinja | generic tool calls | - | microsoft-Phi-3.5-mini-instruct.jinja | generic tool calls | - | microsoft-Phi-3.5-vision-instruct.jinja | generic tool calls | - | mistralai-Mistral-7B-Instruct-v0.2.jinja | generic tool calls | - | mistralai-Mistral-Large-Instruct-2407.jinja | mistral nemo tool calls | - | mistralai-Mistral-Large-Instruct-2411.jinja | generic tool calls | - | mistralai-Mistral-Nemo-Instruct-2407.jinja | mistral nemo tool calls | - | mistralai-Mixtral-8x7B-Instruct-v0.1.jinja | generic tool calls | - | mlabonne-AlphaMonarch-7B.jinja | generic tool calls | - | nvidia-Llama-3.1-Nemotron-70B-Instruct-HF.jinja | llama 3.x tool calls (w/ builtin tools) | - | openchat-openchat-3.5-0106.jinja | generic tool calls | - | teknium-OpenHermes-2.5-Mistral-7B.jinja | generic tool calls | - - This table can be generated with: - - ```bash - ./build/bin/test-chat ../minja/build/tests/*.jinja 2>/dev/null - -
- -- Generic tool call is supported when the template isn't recognized by native format handlers (you'll see `Chat format: Generic` in the logs). - - Use `--chat-template-file` to override the template when appropriate (see examples below) - - Generic support may consume more tokens and be less efficient than a model's native format. - -- Run with: - - ```shell - # Native support: - llama-server --jinja -fa -hf bartowski/Qwen2.5-7B-Instruct-GGUF:Q4_K_M - llama-server --jinja -fa -hf bartowski/Mistral-Nemo-Instruct-2407-GGUF:Q6_K_L - llama-server --jinja -fa -hf bartowski/functionary-small-v3.2-GGUF:Q4_K_M - llama-server --jinja -fa -hf bartowski/Llama-3.3-70B-Instruct-GGUF:Q4_K_M - - # Native support requires the right template for these GGUFs: - - llama-server --jinja -fa -hf bartowski/Hermes-2-Pro-Llama-3-8B-GGUF:Q4_K_M \ - --chat-template-file <( python scripts/get_chat_template.py NousResearch/Hermes-2-Pro-Llama-3-8B tool_use ) - - llama-server --jinja -fa -hf bartowski/Hermes-3-Llama-3.1-8B-GGUF:Q4_K_M \ - --chat-template-file <( python scripts/get_chat_template.py NousResearch/Hermes-3-Llama-3.1-8B tool_use ) - - llama-server --jinja -fa -hf bartowski/firefunction-v2-GGUF -hff firefunction-v2-IQ1_M.gguf \ - --chat-template-file <( python scripts/get_chat_template.py fireworks-ai/llama-3-firefunction-v2 tool_use ) - - llama-server --jinja -fa -hf bartowski/c4ai-command-r7b-12-2024-GGUF:Q6_K_L \ - --chat-template-file <( python scripts/get_chat_template.py CohereForAI/c4ai-command-r7b-12-2024 tool_use ) - - # Generic format support - llama-server --jinja -fa -hf bartowski/phi-4-GGUF:Q4_0 - llama-server --jinja -fa -hf bartowski/gemma-2-2b-it-GGUF:Q8_0 - llama-server --jinja -fa -hf bartowski/c4ai-command-r-v01-GGUF:Q2_K - ``` - -- Test in CLI: - - ```bash - curl http://localhost:8080/v1/chat/completions -d '{ - "model": "gpt-3.5-turbo", - "tools": [ - { - "type":"function", - "function":{ - "name":"get_current_weather", - "description":"Get the current weather in a given location", - "parameters":{ - "type":"object", - "properties":{ - "location":{ - "type":"string", - "description":"The city and state, e.g. San Francisco, CA" - } - }, - "required":["location"] - } - } - } - ], - "messages": [ - { - "role": "user", - "content": "What is the weather like in Istanbul?." - } - ] - }' - ``` - -
- Show output - - ```json - { - "choices": [ - { - "finish_reason": "tool", - "index": 0, - "message": { - "content": null, - "tool_calls": [ - { - "name": "python", - "arguments": "{\"code\":\" \\nprint(\\\"Hello, World!\\\")\"}" - } - ], - "role": "assistant" - } - } - ], - "created": 1727287211, - "model": "gpt-3.5-turbo", - "object": "chat.completion", - "usage": { - "completion_tokens": 16, - "prompt_tokens": 44, - "total_tokens": 60 - }, - "id": "chatcmpl-Htbgh9feMmGM0LEH2hmQvwsCxq3c6Ni8" - } - ``` - -
- ### POST `/v1/embeddings`: OpenAI-compatible embeddings API This endpoint requires that the model uses a pooling different than type `none`. The embeddings are normalized using the Eucledian norm. diff --git a/examples/server/public/index.html.gz b/examples/server/public/index.html.gz index 141e80920..26f3583bd 100644 Binary files a/examples/server/public/index.html.gz and b/examples/server/public/index.html.gz differ diff --git a/examples/server/server.cpp b/examples/server/server.cpp index 0718806c8..f35206d7b 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -14,7 +14,7 @@ // mime type for sending response #define MIMETYPE_JSON "application/json; charset=utf-8" -// auto generated files (see README.md for details) +// auto generated files (update with ./deps.sh) #include "index.html.gz.hpp" #include "loading.html.hpp" @@ -113,11 +113,10 @@ struct slot_params { struct common_params_speculative speculative; // OAI-compat fields - bool verbose = false; - oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; - std::string oaicompat_model; - std::string oaicompat_cmpl_id; - common_chat_format oaicompat_chat_format = COMMON_CHAT_FORMAT_CONTENT_ONLY; + bool verbose = false; + oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; + std::string oaicompat_model; + std::string oaicompat_cmpl_id; json to_json() const { std::vector samplers; @@ -131,11 +130,6 @@ struct slot_params { lora.push_back({{"id", i}, {"scale", this->lora[i].scale}}); } - std::vector grammar_trigger_words; - for (const auto & trigger : sampling.grammar_trigger_words) { - grammar_trigger_words.push_back(trigger.word); - } - return json { {"n_predict", n_predict}, // Server configured n_predict {"seed", sampling.seed}, @@ -170,9 +164,6 @@ struct slot_params { {"n_probs", sampling.n_probs}, {"min_keep", sampling.min_keep}, {"grammar", sampling.grammar}, - {"grammar_trigger_words", grammar_trigger_words}, - {"grammar_trigger_tokens", sampling.grammar_trigger_tokens}, - {"preserved_tokens", sampling.preserved_tokens}, {"samplers", samplers}, {"speculative.n_max", speculative.n_max}, {"speculative.n_min", speculative.n_min}, @@ -276,11 +267,6 @@ struct server_task { params.speculative.n_min = std::max(params.speculative.n_min, 2); params.speculative.n_max = std::max(params.speculative.n_max, 0); - // Use OpenAI API logprobs only if n_probs wasn't provided - if (data.contains("logprobs") && params.sampling.n_probs == defaults.sampling.n_probs){ - params.sampling.n_probs = json_value(data, "logprobs", defaults.sampling.n_probs); - } - if (data.contains("lora")) { if (data.at("lora").is_array()) { params.lora = parse_lora_request(params_base.lora_adapters, data.at("lora")); @@ -334,64 +320,12 @@ struct server_task { if (data.contains("json_schema") && !data.contains("grammar")) { try { auto schema = json_value(data, "json_schema", json::object()); - SRV_DBG("JSON schema: %s\n", schema.dump(2).c_str()); - params.sampling.grammar = json_schema_to_grammar(schema); - SRV_DBG("Converted grammar: %s\n", params.sampling.grammar.c_str()); + params.sampling.grammar = json_schema_to_grammar(schema); } catch (const std::exception & e) { throw std::runtime_error(std::string("\"json_schema\": ") + e.what()); } } else { - params.sampling.grammar = json_value(data, "grammar", defaults.sampling.grammar); - SRV_DBG("Grammar: %s\n", params.sampling.grammar.c_str()); - params.sampling.grammar_lazy = json_value(data, "grammar_lazy", defaults.sampling.grammar_lazy); - SRV_DBG("Grammar lazy: %s\n", params.sampling.grammar_lazy ? "true" : "false"); - } - - { - auto it = data.find("chat_format"); - if (it != data.end()) { - params.oaicompat_chat_format = static_cast(it->get()); - SRV_INF("Chat format: %s\n", common_chat_format_name(params.oaicompat_chat_format).c_str()); - } else { - params.oaicompat_chat_format = defaults.oaicompat_chat_format; - } - } - - { - const auto grammar_triggers = data.find("grammar_triggers"); - if (grammar_triggers != data.end()) { - for (const auto & t : *grammar_triggers) { - common_grammar_trigger trigger; - trigger.word = t.at("word"); - trigger.at_start = t.at("at_start"); - - auto ids = common_tokenize(vocab, trigger.word, /* add_special= */ false, /* parse_special= */ true); - if (ids.size() == 1) { - SRV_DBG("Grammar trigger token: %d (`%s`)\n", ids[0], trigger.word.c_str()); - params.sampling.grammar_trigger_tokens.push_back(ids[0]); - params.sampling.preserved_tokens.insert(ids[0]); - continue; - } - SRV_DBG("Grammar trigger word: `%s`\n", trigger.word.c_str()); - params.sampling.grammar_trigger_words.push_back(trigger); - } - } - const auto preserved_tokens = data.find("preserved_tokens"); - if (preserved_tokens != data.end()) { - for (const auto & t : *preserved_tokens) { - auto ids = common_tokenize(vocab, t.get(), /* add_special= */ false, /* parse_special= */ true); - if (ids.size() == 1) { - SRV_DBG("Preserved token: %d\n", ids[0]); - params.sampling.preserved_tokens.insert(ids[0]); - } else { - // This may happen when using a tool call style meant for a model with special tokens to preserve on a model without said tokens. - SRV_WRN("Not preserved because more than 1 token (wrong chat template override?): %s\n", t.get().c_str()); - } - } - } - if (params.sampling.grammar_lazy) { - GGML_ASSERT(params.sampling.grammar_trigger_tokens.size() > 0 || params.sampling.grammar_trigger_words.size() > 0); - } + params.sampling.grammar = json_value(data, "grammar", defaults.sampling.grammar); } { @@ -443,12 +377,22 @@ struct server_task { } { - const auto samplers = data.find("samplers"); + const auto & samplers = data.find("samplers"); if (samplers != data.end()) { if (samplers->is_array()) { - params.sampling.samplers = common_sampler_types_from_names(*samplers, false); + std::vector sampler_names; + for (const auto & name : *samplers) { + if (name.is_string()) { + sampler_names.emplace_back(name); + } + } + params.sampling.samplers = common_sampler_types_from_names(sampler_names, false); } else if (samplers->is_string()){ - params.sampling.samplers = common_sampler_types_from_chars(samplers->get()); + std::string sampler_string; + for (const auto & name : *samplers) { + sampler_string += name; + } + params.sampling.samplers = common_sampler_types_from_chars(sampler_string); } } else { params.sampling.samplers = defaults.sampling.samplers; @@ -595,7 +539,7 @@ struct completion_token_output { struct server_task_result_cmpl_final : server_task_result { int index = 0; - std::string content; + std::string content; llama_tokens tokens; bool stream; @@ -617,11 +561,10 @@ struct server_task_result_cmpl_final : server_task_result { slot_params generation_params; // OAI-compat fields - bool verbose = false; - oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; - std::string oaicompat_model; - std::string oaicompat_cmpl_id; - common_chat_format oaicompat_chat_format = COMMON_CHAT_FORMAT_CONTENT_ONLY; + bool verbose = false; + oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; + std::string oaicompat_model; + std::string oaicompat_cmpl_id; virtual int get_index() override { return index; @@ -715,44 +658,18 @@ struct server_task_result_cmpl_final : server_task_result { json to_json_oaicompat_chat() { std::string finish_reason = "length"; - common_chat_msg msg; if (stop == STOP_TYPE_WORD || stop == STOP_TYPE_EOS) { - SRV_DBG("Parsing chat message: %s\n", content.c_str()); - msg = common_chat_parse(content, oaicompat_chat_format); - finish_reason = msg.tool_calls.empty() ? "stop" : "tool_calls"; - } else { - msg.content = content; + finish_reason = "stop"; } - json tool_calls; - if (!msg.tool_calls.empty()) { - tool_calls = json::array(); - for (const auto & tc : msg.tool_calls) { - tool_calls.push_back({ - {"type", "function"}, - {"function", { - {"name", tc.name}, - {"arguments", tc.arguments}, - }}, - {"id", tc.id}, - }); - } - } - - json message { - {"content", msg.content}, - {"tool_calls", tool_calls}, - {"role", "assistant"}, - }; - if (!msg.tool_plan.empty()) { - message["tool_plan"] = msg.tool_plan; - } - - json choice { + json choice = json{ {"finish_reason", finish_reason}, {"index", 0}, - {"message", message}, - }; + {"message", json { + {"content", content}, + {"role", "assistant"} + } + }}; if (!stream && probs_output.size() > 0) { choice["logprobs"] = json{ @@ -794,7 +711,7 @@ struct server_task_result_cmpl_final : server_task_result { finish_reason = "stop"; } - json choice = json { + json choice = json{ {"finish_reason", finish_reason}, {"index", 0}, {"delta", json::object()} @@ -1269,8 +1186,6 @@ struct server_slot { llama_token sampled; - common_chat_format chat_format = COMMON_CHAT_FORMAT_CONTENT_ONLY; - // stats size_t n_sent_text = 0; // number of sent text character @@ -1507,10 +1422,6 @@ struct server_queue { int post(server_task task, bool front = false) { std::unique_lock lock(mutex_tasks); GGML_ASSERT(task.id != -1); - // if this is cancel task make sure to clean up pending tasks - if (task.type == SERVER_TASK_TYPE_CANCEL) { - cleanup_pending_task(task.id_target); - } QUE_DBG("new task, id = %d, front = %d\n", task.id, front); if (front) { queue_tasks.push_front(std::move(task)); @@ -1528,10 +1439,6 @@ struct server_queue { if (task.id == -1) { task.id = id++; } - // if this is cancel task make sure to clean up pending tasks - if (task.type == SERVER_TASK_TYPE_CANCEL) { - cleanup_pending_task(task.id_target); - } QUE_DBG("new task, id = %d/%d, front = %d\n", task.id, (int) tasks.size(), front); if (front) { queue_tasks.push_front(std::move(task)); @@ -1632,20 +1539,6 @@ struct server_queue { } } } - -private: - void cleanup_pending_task(int id_target) { - // no need lock because this is called exclusively by post() - auto rm_func = [id_target](const server_task & task) { - return task.id_target == id_target; - }; - queue_tasks.erase( - std::remove_if(queue_tasks.begin(), queue_tasks.end(), rm_func), - queue_tasks.end()); - queue_tasks_deferred.erase( - std::remove_if(queue_tasks_deferred.begin(), queue_tasks_deferred.end(), rm_func), - queue_tasks_deferred.end()); - } }; struct server_response { @@ -1681,12 +1574,6 @@ struct server_response { std::unique_lock lock(mutex_results); waiting_task_ids.erase(id_task); - // make sure to clean up all pending results - queue_results.erase( - std::remove_if(queue_results.begin(), queue_results.end(), [id_task](const server_task_result_ptr & res) { - return res->id == id_task; - }), - queue_results.end()); } void remove_waiting_task_ids(const std::unordered_set & id_tasks) { @@ -1706,7 +1593,7 @@ struct server_response { return !queue_results.empty(); }); - for (size_t i = 0; i < queue_results.size(); i++) { + for (int i = 0; i < (int) queue_results.size(); i++) { if (id_tasks.find(queue_results[i]->id) != id_tasks.end()) { server_task_result_ptr res = std::move(queue_results[i]); queue_results.erase(queue_results.begin() + i); @@ -1723,6 +1610,12 @@ struct server_response { server_task_result_ptr recv_with_timeout(const std::unordered_set & id_tasks, int timeout) { while (true) { std::unique_lock lock(mutex_results); + bool cr_res = condition_results.wait_for(lock, std::chrono::seconds(timeout), [&]{ + return !queue_results.empty(); + }); + if (!cr_res) { + return nullptr; + } for (int i = 0; i < (int) queue_results.size(); i++) { if (id_tasks.find(queue_results[i]->id) != id_tasks.end()) { @@ -1731,11 +1624,6 @@ struct server_response { return res; } } - - std::cv_status cr_res = condition_results.wait_for(lock, std::chrono::seconds(timeout)); - if (cr_res == std::cv_status::timeout) { - return nullptr; - } } // should never reach here @@ -1800,8 +1688,6 @@ struct server_context { // Necessary similarity of prompt for slot selection float slot_prompt_similarity = 0.0f; - common_chat_templates chat_templates; - ~server_context() { // Clear any sampling context for (server_slot & slot : slots) { @@ -1879,48 +1765,16 @@ struct server_context { // force F16 KV cache for the draft model for extra performance cparams_dft.type_k = GGML_TYPE_F16; cparams_dft.type_v = GGML_TYPE_F16; - - // the context is not needed - we will create one for each slot - llama_init_dft.context.reset(); } - if (params_base.chat_template.empty() && !validate_builtin_chat_template(params.use_jinja)) { - SRV_WRN("%s: The chat template that comes with this model is not yet supported, falling back to chatml. This may cause the model to output suboptimal responses\n", __func__); - chat_templates = common_chat_templates_from_model(model, "chatml"); - } else { - chat_templates = common_chat_templates_from_model(model, params_base.chat_template); - } - GGML_ASSERT(chat_templates.template_default.get() != nullptr); - return true; } - bool validate_builtin_chat_template(bool use_jinja) const { + bool validate_builtin_chat_template() const { llama_chat_message chat[] = {{"user", "test"}}; - - if (use_jinja) { - auto templates = common_chat_templates_from_model(model, ""); - common_chat_inputs inputs; - inputs.messages = json::array({{ - {"role", "user"}, - {"content", "test"}, - }}); - GGML_ASSERT(templates.template_default); - try { - common_chat_params_init(*templates.template_default, inputs); - if (templates.template_tool_use) { - common_chat_params_init(*templates.template_tool_use, inputs); - } - return true; - } catch (const std::exception & e) { - SRV_ERR("failed to apply template: %s\n", e.what()); - return false; - } - } else { - const char * tmpl = llama_model_chat_template(model, /* name */ nullptr); - const int32_t chat_res = llama_chat_apply_template(tmpl, chat, 1, true, nullptr, 0); - return chat_res > 0; - } + const char * tmpl = llama_model_chat_template(model); + const int32_t chat_res = llama_chat_apply_template(tmpl, chat, 1, true, nullptr, 0); + return chat_res > 0; } void init() { @@ -2359,11 +2213,11 @@ struct server_context { res->id_slot = slot.id; res->index = slot.index; - res->content = std::move(slot.generated_text); - res->tokens = std::move(slot.generated_tokens); + res->content = slot.generated_text; + res->tokens = slot.generated_tokens; res->timings = slot.get_timings(); res->prompt = common_detokenize(ctx, slot.prompt_tokens, true); - res->response_fields = std::move(slot.params.response_fields); + res->response_fields = slot.params.response_fields; res->truncated = slot.truncated; res->n_decoded = slot.n_decoded; @@ -2374,12 +2228,12 @@ struct server_context { res->stop = slot.stop; res->post_sampling_probs = slot.params.post_sampling_probs; - res->verbose = slot.params.verbose; - res->stream = slot.params.stream; - res->oaicompat = slot.params.oaicompat; - res->oaicompat_model = slot.params.oaicompat_model; - res->oaicompat_cmpl_id = slot.params.oaicompat_cmpl_id; - res->oaicompat_chat_format = slot.params.oaicompat_chat_format; + res->verbose = slot.params.verbose; + res->stream = slot.params.stream; + res->oaicompat = slot.params.oaicompat; + res->oaicompat_model = slot.params.oaicompat_model; + res->oaicompat_cmpl_id = slot.params.oaicompat_cmpl_id; + // populate res.probs_output if (slot.params.sampling.n_probs > 0) { if (!slot.params.stream && slot.stop == STOP_TYPE_WORD) { @@ -2487,8 +2341,8 @@ struct server_context { server_task task(SERVER_TASK_TYPE_CANCEL); task.id_target = id_task; - queue_results.remove_waiting_task_id(id_task); cancel_tasks.push_back(task); + queue_results.remove_waiting_task_id(id_task); } // push to beginning of the queue, so it has highest priority queue_tasks.post(cancel_tasks, true); @@ -2857,10 +2711,6 @@ struct server_context { // track if given slot can be batched with slots already in the batch server_slot * slot_batched = nullptr; - auto accept_special_token = [&](server_slot & slot, llama_token token) { - return params_base.special || slot.params.sampling.preserved_tokens.find(token) != slot.params.sampling.preserved_tokens.end(); - }; - // frist, add sampled tokens from any ongoing sequences for (auto & slot : slots) { if (slot.state != SLOT_STATE_GENERATING) { @@ -3224,7 +3074,7 @@ struct server_context { completion_token_output result; result.tok = id; - result.text_to_send = common_token_to_piece(ctx, result.tok, accept_special_token(slot, result.tok)); + result.text_to_send = common_token_to_piece(ctx, result.tok, params_base.special); result.prob = 1.0f; // TODO: set it here instead of doing inside populate_token_probs if (slot.params.sampling.n_probs > 0) { @@ -3313,7 +3163,7 @@ struct server_context { completion_token_output result; result.tok = ids[i]; - result.text_to_send = common_token_to_piece(ctx, result.tok, accept_special_token(slot, result.tok)); + result.text_to_send = common_token_to_piece(ctx, result.tok, params_base.special); result.prob = 1.0f; // set later // TODO: set result.probs @@ -3353,12 +3203,10 @@ static void log_server_request(const httplib::Request & req, const httplib::Resp return; } - // reminder: this function is not covered by httplib's exception handler; if someone does more complicated stuff, think about wrapping it in try-catch + LOG_INF("request: %s %s %s %d\n", req.method.c_str(), req.path.c_str(), req.remote_addr.c_str(), res.status); - SRV_INF("request: %s %s %s %d\n", req.method.c_str(), req.path.c_str(), req.remote_addr.c_str(), res.status); - - SRV_DBG("request: %s\n", req.body.c_str()); - SRV_DBG("response: %s\n", res.body.c_str()); + LOG_DBG("request: %s\n", req.body.c_str()); + LOG_DBG("response: %s\n", res.body.c_str()); } std::function shutdown_handler; @@ -3441,13 +3289,9 @@ int main(int argc, char ** argv) { message = "Unknown Exception"; } - try { - json formatted_error = format_error_response(message, ERROR_TYPE_SERVER); - LOG_WRN("got exception: %s\n", formatted_error.dump().c_str()); - res_error(res, formatted_error); - } catch (const std::exception & e) { - LOG_ERR("got another exception: %s | while hanlding exception: %s\n", e.what(), message.c_str()); - } + json formatted_error = format_error_response(message, ERROR_TYPE_SERVER); + LOG_WRN("got exception: %s\n", formatted_error.dump().c_str()); + res_error(res, formatted_error); }); svr->set_error_handler([&res_error](const httplib::Request &, httplib::Response & res) { @@ -3669,11 +3513,11 @@ int main(int argc, char ** argv) { {"value", (uint64_t) res_metrics->kv_cache_tokens_count} },{ {"name", "requests_processing"}, - {"help", "Number of requests processing."}, + {"help", "Number of request processing."}, {"value", (uint64_t) res_metrics->n_processing_slots} },{ {"name", "requests_deferred"}, - {"help", "Number of requests deferred."}, + {"help", "Number of request deferred."}, {"value", (uint64_t) res_metrics->n_tasks_deferred} }}} }; @@ -3815,14 +3659,9 @@ int main(int argc, char ** argv) { { "default_generation_settings", ctx_server.default_generation_settings_for_props }, { "total_slots", ctx_server.params_base.n_parallel }, { "model_path", ctx_server.params_base.model }, - { "chat_template", ctx_server.chat_templates.template_default->source() }, - { "bos_token", ctx_server.chat_templates.template_default->bos_token() }, - { "eos_token", ctx_server.chat_templates.template_default->eos_token() }, + { "chat_template", common_get_builtin_chat_template(ctx_server.model) }, { "build_info", build_info }, }; - if (ctx_server.params_base.use_jinja && ctx_server.chat_templates.template_tool_use) { - data["chat_template_tool_use"] = ctx_server.chat_templates.template_tool_use->source(); - } res_ok(res, data); }; @@ -3859,11 +3698,7 @@ int main(int argc, char ** argv) { std::vector tasks; try { - const auto & prompt = data.at("prompt"); - // TODO: this log can become very long, put it behind a flag or think about a more compact format - //SRV_DBG("Prompt: %s\n", prompt.is_string() ? prompt.get().c_str() : prompt.dump(2).c_str()); - - std::vector tokenized_prompts = tokenize_input_prompts(ctx_server.vocab, prompt, true, true); + std::vector tokenized_prompts = tokenize_input_prompts(ctx_server.vocab, data.at("prompt"), true, true); tasks.reserve(tokenized_prompts.size()); for (size_t i = 0; i < tokenized_prompts.size(); i++) { server_task task = server_task(type); @@ -3879,8 +3714,8 @@ int main(int argc, char ** argv) { task.id_selected_slot = json_value(data, "id_slot", -1); // OAI-compat - task.params.oaicompat = oaicompat; - task.params.oaicompat_cmpl_id = completion_id; + task.params.oaicompat = oaicompat; + task.params.oaicompat_cmpl_id = completion_id; // oaicompat_model is already populated by params_from_json_cmpl tasks.push_back(task); @@ -4049,15 +3884,12 @@ int main(int argc, char ** argv) { }; const auto handle_chat_completions = [&ctx_server, ¶ms, &res_error, &handle_completions_impl](const httplib::Request & req, httplib::Response & res) { - LOG_DBG("request: %s\n", req.body.c_str()); if (ctx_server.params_base.embedding) { res_error(res, format_error_response("This server does not support completions. Start it without `--embeddings`", ERROR_TYPE_NOT_SUPPORTED)); return; } - auto body = json::parse(req.body); - json data = oaicompat_completion_params_parse(body, params.use_jinja, ctx_server.chat_templates); - + json data = oaicompat_chat_completion_params_parse(ctx_server.model, json::parse(req.body), params.chat_template); return handle_completions_impl( SERVER_TASK_TYPE_COMPLETION, data, @@ -4066,13 +3898,6 @@ int main(int argc, char ** argv) { OAICOMPAT_TYPE_CHAT); }; - // same with handle_chat_completions, but without inference part - const auto handle_apply_template = [&ctx_server, ¶ms, &res_ok](const httplib::Request & req, httplib::Response & res) { - auto body = json::parse(req.body); - json data = oaicompat_completion_params_parse(body, params.use_jinja, ctx_server.chat_templates); - res_ok(res, {{ "prompt", std::move(data.at("prompt")) }}); - }; - const auto handle_models = [¶ms, &ctx_server, &res_ok](const httplib::Request &, httplib::Response & res) { json models = { {"object", "list"}, @@ -4378,9 +4203,6 @@ int main(int argc, char ** argv) { res.set_content("Error: gzip is not supported by this browser", "text/plain"); } else { res.set_header("Content-Encoding", "gzip"); - // COEP and COOP headers, required by pyodide (python interpreter) - res.set_header("Cross-Origin-Embedder-Policy", "require-corp"); - res.set_header("Cross-Origin-Opener-Policy", "same-origin"); res.set_content(reinterpret_cast(index_html_gz), index_html_gz_len, "text/html; charset=utf-8"); } return false; @@ -4410,7 +4232,6 @@ int main(int argc, char ** argv) { svr->Post("/v1/reranking", handle_rerank); svr->Post("/tokenize", handle_tokenize); svr->Post("/detokenize", handle_detokenize); - svr->Post("/apply-template", handle_apply_template); // LoRA adapters hotswap svr->Get ("/lora-adapters", handle_lora_adapters_list); svr->Post("/lora-adapters", handle_lora_adapters_apply); @@ -4476,18 +4297,24 @@ int main(int argc, char ** argv) { LOG_INF("%s: model loaded\n", __func__); + // if a custom chat template is not supplied, we will use the one that comes with the model (if any) + if (params.chat_template.empty()) { + if (!ctx_server.validate_builtin_chat_template()) { + LOG_WRN("%s: The chat template that comes with this model is not yet supported, falling back to chatml. This may cause the model to output suboptimal responses\n", __func__); + params.chat_template = "chatml"; + } + } + // print sample chat example to make it clear which template is used LOG_INF("%s: chat template, chat_template: %s, example_format: '%s'\n", __func__, - ctx_server.chat_templates.template_default->source().c_str(), - common_chat_format_example(*ctx_server.chat_templates.template_default, ctx_server.params_base.use_jinja).c_str()); + params.chat_template.empty() ? "(built-in)" : params.chat_template.c_str(), + common_chat_format_example(ctx_server.model, params.chat_template).c_str()); - ctx_server.queue_tasks.on_new_task([&ctx_server](const server_task & task) { - ctx_server.process_single_task(task); - }); + ctx_server.queue_tasks.on_new_task(std::bind( + &server_context::process_single_task, &ctx_server, std::placeholders::_1)); - ctx_server.queue_tasks.on_update_slots([&ctx_server]() { - ctx_server.update_slots(); - }); + ctx_server.queue_tasks.on_update_slots(std::bind( + &server_context::update_slots, &ctx_server)); shutdown_handler = [&](int) { ctx_server.queue_tasks.terminate(); diff --git a/examples/server/tests/README.md b/examples/server/tests/README.md index 1de0eb30e..5787276ab 100644 --- a/examples/server/tests/README.md +++ b/examples/server/tests/README.md @@ -31,9 +31,8 @@ It's possible to override some scenario steps values with environment variables: | `LLAMA_SERVER_BIN_PATH` | to change the server binary path, default: `../../../build/bin/llama-server` | | `DEBUG` | to enable steps and server verbose mode `--verbose` | | `N_GPU_LAYERS` | number of model layers to offload to VRAM `-ngl --n-gpu-layers` | -| `LLAMA_CACHE` | by default server tests re-download models to the `tmp` subfolder. Set this to your cache (e.g. `$HOME/Library/Caches/llama.cpp` on Mac or `$HOME/.cache/llama.cpp` on Unix) to avoid this | -To run slow tests (will download many models, make sure to set `LLAMA_CACHE` if needed): +To run slow tests: ```shell SLOW_TESTS=1 ./tests.sh @@ -45,16 +44,10 @@ To run with stdout/stderr display in real time (verbose output, but useful for d DEBUG=1 ./tests.sh -s -v -x ``` -To run all the tests in a file: +To run single test unit: ```shell -./tests.sh unit/test_chat_completion.py.py -v -x -``` - -To run a single test: - -```shell -./tests.sh unit/test_chat_completion.py::test_invalid_chat_completion_req +./tests.sh unit/test_{name of test case here}.py -v -x ``` Hint: You can compile and run test in single command, useful for local developement: diff --git a/examples/server/tests/pytest.ini b/examples/server/tests/pytest.ini deleted file mode 100644 index 6df308df7..000000000 --- a/examples/server/tests/pytest.ini +++ /dev/null @@ -1,4 +0,0 @@ -[pytest] -markers = - slow: marks tests as slow (deselect with '-m "not slow"') - serial diff --git a/examples/server/tests/tests.sh b/examples/server/tests/tests.sh index 33fa8cc64..1e0777de3 100755 --- a/examples/server/tests/tests.sh +++ b/examples/server/tests/tests.sh @@ -6,18 +6,9 @@ cd $SCRIPT_DIR set -eu -if [[ "${SLOW_TESTS:-0}" == 1 ]]; then - # Slow tests for tool calls need quite a few models ahead of time to avoid timing out. - python $SCRIPT_DIR/../../../scripts/fetch_server_test_models.py -fi - if [ $# -lt 1 ] then - if [[ "${SLOW_TESTS:-0}" == 1 ]]; then - pytest -v -x - else - pytest -v -x -m "not slow" - fi + pytest -v -x else pytest "$@" fi diff --git a/examples/server/tests/unit/test_chat_completion.py b/examples/server/tests/unit/test_chat_completion.py index f23d5cff4..b15dba6eb 100644 --- a/examples/server/tests/unit/test_chat_completion.py +++ b/examples/server/tests/unit/test_chat_completion.py @@ -2,31 +2,24 @@ import pytest from openai import OpenAI from utils import * -server: ServerProcess +server = ServerPreset.tinyllama2() -@pytest.fixture(autouse=True) + +@pytest.fixture(scope="module", autouse=True) def create_server(): global server server = ServerPreset.tinyllama2() @pytest.mark.parametrize( - "model,system_prompt,user_prompt,max_tokens,re_content,n_prompt,n_predicted,finish_reason,jinja,chat_template", + "model,system_prompt,user_prompt,max_tokens,re_content,n_prompt,n_predicted,finish_reason", [ - (None, "Book", "Hey", 8, "But she couldn't", 69, 8, "length", False, None), - (None, "Book", "Hey", 8, "But she couldn't", 69, 8, "length", True, None), - (None, "Book", "What is the best book", 8, "(Suddenly)+|\\{ \" Sarax.", 77, 8, "length", False, None), - (None, "Book", "What is the best book", 8, "(Suddenly)+|\\{ \" Sarax.", 77, 8, "length", True, None), - (None, "Book", "What is the best book", 8, "(Suddenly)+|\\{ \" Sarax.", 77, 8, "length", True, 'chatml'), - (None, "Book", "What is the best book", 8, "^ blue", 23, 8, "length", True, "This is not a chat template, it is"), - ("codellama70b", "You are a coding assistant.", "Write the fibonacci function in c++.", 128, "(Aside|she|felter|alonger)+", 104, 64, "length", False, None), - ("codellama70b", "You are a coding assistant.", "Write the fibonacci function in c++.", 128, "(Aside|she|felter|alonger)+", 104, 64, "length", True, None), + (None, "Book", "What is the best book", 8, "(Suddenly)+", 77, 8, "length"), + ("codellama70b", "You are a coding assistant.", "Write the fibonacci function in c++.", 128, "(Aside|she|felter|alonger)+", 104, 64, "length"), ] ) -def test_chat_completion(model, system_prompt, user_prompt, max_tokens, re_content, n_prompt, n_predicted, finish_reason, jinja, chat_template): +def test_chat_completion(model, system_prompt, user_prompt, max_tokens, re_content, n_prompt, n_predicted, finish_reason): global server - server.jinja = jinja - server.chat_template = chat_template server.start() res = server.make_request("POST", "/chat/completions", data={ "model": model, @@ -124,21 +117,6 @@ def test_chat_template(): assert res.body["__verbose"]["prompt"] == " <|start_header_id|>system<|end_header_id|>\n\nBook<|eot_id|><|start_header_id|>user<|end_header_id|>\n\nWhat is the best book<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n" -def test_apply_chat_template(): - global server - server.chat_template = "command-r" - server.start() - res = server.make_request("POST", "/apply-template", data={ - "messages": [ - {"role": "system", "content": "You are a test."}, - {"role": "user", "content":"Hi there"}, - ] - }) - assert res.status_code == 200 - assert "prompt" in res.body - assert res.body["prompt"] == "<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>You are a test.<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>Hi there<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>" - - @pytest.mark.parametrize("response_format,n_predicted,re_content", [ ({"type": "json_object", "schema": {"const": "42"}}, 6, "\"42\""), ({"type": "json_object", "schema": {"items": [{"type": "integer"}]}}, 10, "[ -3000 ]"), diff --git a/examples/server/tests/unit/test_completion.py b/examples/server/tests/unit/test_completion.py index 0ed5b99be..c1fc12462 100644 --- a/examples/server/tests/unit/test_completion.py +++ b/examples/server/tests/unit/test_completion.py @@ -87,7 +87,7 @@ def test_completion_stream_vs_non_stream(): assert content_stream == res_non_stream.body["content"] -def test_completion_with_openai_library(): +def test_completion_stream_with_openai_library(): global server server.start() client = OpenAI(api_key="dummy", base_url=f"http://{server.server_host}:{server.server_port}/v1") @@ -102,7 +102,7 @@ def test_completion_with_openai_library(): assert match_regex("(going|bed)+", res.choices[0].text) -def test_completion_stream_with_openai_library(): +def test_completion_with_openai_library(): global server server.start() client = OpenAI(api_key="dummy", base_url=f"http://{server.server_host}:{server.server_port}/v1") diff --git a/examples/server/tests/unit/test_tool_call.py b/examples/server/tests/unit/test_tool_call.py deleted file mode 100644 index 4a551404f..000000000 --- a/examples/server/tests/unit/test_tool_call.py +++ /dev/null @@ -1,418 +0,0 @@ -import pytest -from utils import * - -server: ServerProcess - -TIMEOUT_SERVER_START = 15*60 -TIMEOUT_HTTP_REQUEST = 60 - -@pytest.fixture(autouse=True) -def create_server(): - global server - server = ServerPreset.tinyllama2() - server.model_alias = "tinyllama-2-tool-call" - server.server_port = 8081 - - -TEST_TOOL = { - "type":"function", - "function": { - "name": "test", - "description": "", - "parameters": { - "type": "object", - "properties": { - "success": {"type": "boolean", "const": True}, - }, - "required": ["success"] - } - } -} - -PYTHON_TOOL = { - "type": "function", - "function": { - "name": "python", - "description": "Runs code in an ipython interpreter and returns the result of the execution after 60 seconds.", - "parameters": { - "type": "object", - "properties": { - "code": { - "type": "string", - "description": "The code to run in the ipython interpreter." - } - }, - "required": ["code"] - } - } -} - -WEATHER_TOOL = { - "type":"function", - "function":{ - "name":"get_current_weather", - "description":"Get the current weather in a given location", - "parameters":{ - "type":"object", - "properties":{ - "location":{ - "type":"string", - "description":"The city and country/state, e.g. 'San Francisco, CA', or 'Paris, France'" - } - }, - "required":["location"] - } - } -} - - -def do_test_completion_with_required_tool_tiny(template_name: str, tool: dict, argument_key: str | None): - global server - n_predict = 512 - # server = ServerPreset.stories15m_moe() - server.jinja = True - server.n_predict = n_predict - server.chat_template_file = f'../../../models/templates/{template_name}.jinja' - server.start(timeout_seconds=TIMEOUT_SERVER_START) - res = server.make_request("POST", "/chat/completions", data={ - "max_tokens": n_predict, - "messages": [ - {"role": "system", "content": "You are a coding assistant."}, - {"role": "user", "content": "Write an example"}, - ], - "tool_choice": "required", - "tools": [tool], - "parallel_tool_calls": False, - "temperature": 0.0, - "top_k": 1, - "top_p": 1.0, - }) - assert res.status_code == 200, f"Expected status code 200, got {res.status_code}" - choice = res.body["choices"][0] - tool_calls = choice["message"].get("tool_calls") - assert tool_calls and len(tool_calls) == 1, f'Expected 1 tool call in {choice["message"]}' - tool_call = tool_calls[0] - expected_function_name = "python" if tool["type"] == "code_interpreter" else tool["function"]["name"] - assert expected_function_name == tool_call["function"]["name"] - actual_arguments = tool_call["function"]["arguments"] - assert isinstance(actual_arguments, str) - if argument_key is not None: - actual_arguments = json.loads(actual_arguments) - assert argument_key in actual_arguments, f"tool arguments: {json.dumps(actual_arguments)}, expected: {argument_key}" - - -@pytest.mark.parametrize("template_name,tool,argument_key", [ - ("google-gemma-2-2b-it", TEST_TOOL, "success"), - ("meta-llama-Llama-3.3-70B-Instruct", TEST_TOOL, "success"), - ("meta-llama-Llama-3.3-70B-Instruct", PYTHON_TOOL, "code"), -]) -def test_completion_with_required_tool_tiny_fast(template_name: str, tool: dict, argument_key: str | None): - do_test_completion_with_required_tool_tiny(template_name, tool, argument_key) - - -@pytest.mark.slow -@pytest.mark.parametrize("template_name,tool,argument_key", [ - ("meta-llama-Llama-3.1-8B-Instruct", TEST_TOOL, "success"), - ("meta-llama-Llama-3.1-8B-Instruct", PYTHON_TOOL, "code"), - ("meetkai-functionary-medium-v3.1", TEST_TOOL, "success"), - ("meetkai-functionary-medium-v3.1", PYTHON_TOOL, "code"), - ("meetkai-functionary-medium-v3.2", TEST_TOOL, "success"), - ("meetkai-functionary-medium-v3.2", PYTHON_TOOL, "code"), - ("NousResearch-Hermes-2-Pro-Llama-3-8B-tool_use", TEST_TOOL, "success"), - ("NousResearch-Hermes-2-Pro-Llama-3-8B-tool_use", PYTHON_TOOL, "code"), - ("meta-llama-Llama-3.2-3B-Instruct", TEST_TOOL, "success"), - ("meta-llama-Llama-3.2-3B-Instruct", PYTHON_TOOL, "code"), - ("mistralai-Mistral-Nemo-Instruct-2407", TEST_TOOL, "success"), - ("mistralai-Mistral-Nemo-Instruct-2407", PYTHON_TOOL, "code"), - ("NousResearch-Hermes-3-Llama-3.1-8B-tool_use", TEST_TOOL, "success"), - ("NousResearch-Hermes-3-Llama-3.1-8B-tool_use", PYTHON_TOOL, "code"), - ("deepseek-ai-DeepSeek-R1-Distill-Llama-8B", TEST_TOOL, "success"), - ("deepseek-ai-DeepSeek-R1-Distill-Llama-8B", PYTHON_TOOL, "code"), - ("fireworks-ai-llama-3-firefunction-v2", TEST_TOOL, "success"), - ("fireworks-ai-llama-3-firefunction-v2", PYTHON_TOOL, "code"), -]) -def test_completion_with_required_tool_tiny_slow(template_name: str, tool: dict, argument_key: str | None): - do_test_completion_with_required_tool_tiny(template_name, tool, argument_key) - - -@pytest.mark.slow -@pytest.mark.parametrize("tool,argument_key,hf_repo,template_override", [ - (TEST_TOOL, "success", "bartowski/Meta-Llama-3.1-8B-Instruct-GGUF:Q4_K_M", None), - (PYTHON_TOOL, "code", "bartowski/Meta-Llama-3.1-8B-Instruct-GGUF:Q4_K_M", None), - (PYTHON_TOOL, "code", "bartowski/Meta-Llama-3.1-8B-Instruct-GGUF:Q4_K_M", "chatml"), - - # Note: gemma-2-2b-it knows itself as "model", not "assistant", so we don't test the ill-suited chatml on it. - (TEST_TOOL, "success", "bartowski/gemma-2-2b-it-GGUF:Q4_K_M", None), - (PYTHON_TOOL, "code", "bartowski/gemma-2-2b-it-GGUF:Q4_K_M", None), - - (TEST_TOOL, "success", "bartowski/Phi-3.5-mini-instruct-GGUF:Q4_K_M", None), - (PYTHON_TOOL, "code", "bartowski/Phi-3.5-mini-instruct-GGUF:Q4_K_M", None), - (PYTHON_TOOL, "code", "bartowski/Phi-3.5-mini-instruct-GGUF:Q4_K_M", "chatml"), - - (TEST_TOOL, "success", "bartowski/Qwen2.5-7B-Instruct-GGUF:Q4_K_M", None), - (PYTHON_TOOL, "code", "bartowski/Qwen2.5-7B-Instruct-GGUF:Q4_K_M", None), - (PYTHON_TOOL, "code", "bartowski/Qwen2.5-7B-Instruct-GGUF:Q4_K_M", "chatml"), - - (TEST_TOOL, "success", "bartowski/Hermes-2-Pro-Llama-3-8B-GGUF:Q4_K_M", ("NousResearch/Hermes-2-Pro-Llama-3-8B", "tool_use")), - (PYTHON_TOOL, "code", "bartowski/Hermes-2-Pro-Llama-3-8B-GGUF:Q4_K_M", ("NousResearch/Hermes-2-Pro-Llama-3-8B", "tool_use")), - (PYTHON_TOOL, "code", "bartowski/Hermes-2-Pro-Llama-3-8B-GGUF:Q4_K_M", "chatml"), - - (TEST_TOOL, "success", "bartowski/Hermes-3-Llama-3.1-8B-GGUF:Q4_K_M", ("NousResearch/Hermes-3-Llama-3.1-8B", "tool_use")), - (PYTHON_TOOL, "code", "bartowski/Hermes-3-Llama-3.1-8B-GGUF:Q4_K_M", ("NousResearch/Hermes-3-Llama-3.1-8B", "tool_use")), - (PYTHON_TOOL, "code", "bartowski/Hermes-3-Llama-3.1-8B-GGUF:Q4_K_M", "chatml"), - - (TEST_TOOL, "success", "bartowski/Mistral-Nemo-Instruct-2407-GGUF:Q4_K_M", None), - (PYTHON_TOOL, "code", "bartowski/Mistral-Nemo-Instruct-2407-GGUF:Q4_K_M", None), - (PYTHON_TOOL, "code", "bartowski/Mistral-Nemo-Instruct-2407-GGUF:Q4_K_M", "chatml"), - - (TEST_TOOL, "success", "bartowski/functionary-small-v3.2-GGUF:Q4_K_M", ("meetkai/functionary-medium-v3.2", None)), - (PYTHON_TOOL, "code", "bartowski/functionary-small-v3.2-GGUF:Q4_K_M", ("meetkai/functionary-medium-v3.2", None)), - (PYTHON_TOOL, "code", "bartowski/functionary-small-v3.2-GGUF:Q4_K_M", "chatml"), - - (TEST_TOOL, "success", "bartowski/Llama-3.2-3B-Instruct-GGUF:Q4_K_M", ("meta-llama/Llama-3.2-3B-Instruct", None)), - (PYTHON_TOOL, "code", "bartowski/Llama-3.2-3B-Instruct-GGUF:Q4_K_M", ("meta-llama/Llama-3.2-3B-Instruct", None)), - (PYTHON_TOOL, "code", "bartowski/Llama-3.2-3B-Instruct-GGUF:Q4_K_M", "chatml"), - - (TEST_TOOL, "success", "bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M", ("meta-llama/Llama-3.2-3B-Instruct", None)), - (PYTHON_TOOL, "code", "bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M", ("meta-llama/Llama-3.2-3B-Instruct", None)), - (PYTHON_TOOL, "code", "bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M", "chatml"), - # TODO: fix these - # (TEST_TOOL, "success", "bartowski/DeepSeek-R1-Distill-Qwen-7B-GGUF:Q4_K_M", None), - # (PYTHON_TOOL, "code", "bartowski/DeepSeek-R1-Distill-Qwen-7B-GGUF:Q4_K_M", None), -]) -def test_completion_with_required_tool_real_model(tool: dict, argument_key: str | None, hf_repo: str, template_override: str | Tuple[str, str | None] | None): - global server - n_predict = 512 - server.n_slots = 1 - server.jinja = True - server.n_ctx = 8192 - server.n_predict = n_predict - server.model_hf_repo = hf_repo - server.model_hf_file = None - if isinstance(template_override, tuple): - (template_hf_repo, template_variant) = template_override - server.chat_template_file = f"../../../models/templates/{template_hf_repo.replace('/', '-') + ('-' + template_variant if template_variant else '')}.jinja" - assert os.path.exists(server.chat_template_file), f"Template file {server.chat_template_file} does not exist. Run `python scripts/get_chat_template.py {template_hf_repo} {template_variant} > {server.chat_template_file}` to download the template." - elif isinstance(template_override, str): - server.chat_template = template_override - server.start(timeout_seconds=TIMEOUT_SERVER_START) - res = server.make_request("POST", "/chat/completions", data={ - "max_tokens": n_predict, - "messages": [ - {"role": "system", "content": "You are a coding assistant."}, - {"role": "user", "content": "Write an example"}, - ], - "tool_choice": "required", - "tools": [tool], - "parallel_tool_calls": False, - "temperature": 0.0, - "top_k": 1, - "top_p": 1.0, - }, timeout=TIMEOUT_HTTP_REQUEST) - assert res.status_code == 200, f"Expected status code 200, got {res.status_code}" - choice = res.body["choices"][0] - tool_calls = choice["message"].get("tool_calls") - assert tool_calls and len(tool_calls) == 1, f'Expected 1 tool call in {choice["message"]}' - tool_call = tool_calls[0] - expected_function_name = "python" if tool["type"] == "code_interpreter" else tool["function"]["name"] - assert expected_function_name == tool_call["function"]["name"] - actual_arguments = tool_call["function"]["arguments"] - assert isinstance(actual_arguments, str) - if argument_key is not None: - actual_arguments = json.loads(actual_arguments) - assert argument_key in actual_arguments, f"tool arguments: {json.dumps(actual_arguments)}, expected: {argument_key}" - - -def do_test_completion_without_tool_call(template_name: str, n_predict: int, tools: list[dict], tool_choice: str | None): - global server - server.jinja = True - server.n_predict = n_predict - server.chat_template_file = f'../../../models/templates/{template_name}.jinja' - server.start(timeout_seconds=TIMEOUT_SERVER_START) - res = server.make_request("POST", "/chat/completions", data={ - "max_tokens": n_predict, - "messages": [ - {"role": "system", "content": "You are a coding assistant."}, - {"role": "user", "content": "say hello world with python"}, - ], - "tools": tools if tools else None, - "tool_choice": tool_choice, - "temperature": 0.0, - "top_k": 1, - "top_p": 1.0, - }, timeout=TIMEOUT_HTTP_REQUEST) - assert res.status_code == 200, f"Expected status code 200, got {res.status_code}" - choice = res.body["choices"][0] - assert choice["message"].get("tool_calls") is None, f'Expected no tool call in {choice["message"]}' - - -@pytest.mark.parametrize("template_name,n_predict,tools,tool_choice", [ - ("meta-llama-Llama-3.3-70B-Instruct", 128, [], None), - ("meta-llama-Llama-3.3-70B-Instruct", 128, [TEST_TOOL], None), - ("meta-llama-Llama-3.3-70B-Instruct", 128, [PYTHON_TOOL], 'none'), -]) -def test_completion_without_tool_call_fast(template_name: str, n_predict: int, tools: list[dict], tool_choice: str | None): - do_test_completion_without_tool_call(template_name, n_predict, tools, tool_choice) - - -@pytest.mark.slow -@pytest.mark.parametrize("template_name,n_predict,tools,tool_choice", [ - ("meetkai-functionary-medium-v3.2", 256, [], None), - ("meetkai-functionary-medium-v3.2", 256, [TEST_TOOL], None), - ("meetkai-functionary-medium-v3.2", 256, [PYTHON_TOOL], 'none'), - ("meetkai-functionary-medium-v3.1", 256, [], None), - ("meetkai-functionary-medium-v3.1", 256, [TEST_TOOL], None), - ("meetkai-functionary-medium-v3.1", 256, [PYTHON_TOOL], 'none'), - ("meta-llama-Llama-3.2-3B-Instruct", 256, [], None), - ("meta-llama-Llama-3.2-3B-Instruct", 256, [TEST_TOOL], None), - ("meta-llama-Llama-3.2-3B-Instruct", 256, [PYTHON_TOOL], 'none'), -]) -def test_completion_without_tool_call_slow(template_name: str, n_predict: int, tools: list[dict], tool_choice: str | None): - do_test_completion_without_tool_call(template_name, n_predict, tools, tool_choice) - - -@pytest.mark.slow -@pytest.mark.parametrize("hf_repo,template_override", [ - ("bartowski/c4ai-command-r7b-12-2024-GGUF:Q4_K_M", ("CohereForAI/c4ai-command-r7b-12-2024", "tool_use")), - ("bartowski/Meta-Llama-3.1-8B-Instruct-GGUF:Q4_K_M", None), - ("bartowski/Meta-Llama-3.1-8B-Instruct-GGUF:Q4_K_M", "chatml"), - - ("bartowski/Phi-3.5-mini-instruct-GGUF:Q4_K_M", None), - ("bartowski/Phi-3.5-mini-instruct-GGUF:Q4_K_M", "chatml"), - - ("bartowski/Qwen2.5-7B-Instruct-GGUF:Q4_K_M", None), - ("bartowski/Qwen2.5-7B-Instruct-GGUF:Q4_K_M", "chatml"), - - ("bartowski/Hermes-2-Pro-Llama-3-8B-GGUF:Q4_K_M", ("NousResearch/Hermes-2-Pro-Llama-3-8B", "tool_use")), - ("bartowski/Hermes-2-Pro-Llama-3-8B-GGUF:Q4_K_M", "chatml"), - - ("bartowski/Hermes-3-Llama-3.1-8B-GGUF:Q4_K_M", ("NousResearch/Hermes-3-Llama-3.1-8B", "tool_use")), - ("bartowski/Hermes-3-Llama-3.1-8B-GGUF:Q4_K_M", "chatml"), - - ("bartowski/Mistral-Nemo-Instruct-2407-GGUF:Q4_K_M", None), - ("bartowski/Mistral-Nemo-Instruct-2407-GGUF:Q4_K_M", "chatml"), - - ("bartowski/functionary-small-v3.2-GGUF:Q8_0", ("meetkai/functionary-medium-v3.2", None)), - ("bartowski/functionary-small-v3.2-GGUF:Q8_0", "chatml"), - - ("bartowski/Llama-3.2-3B-Instruct-GGUF:Q4_K_M", ("meta-llama/Llama-3.2-3B-Instruct", None)), - ("bartowski/Llama-3.2-3B-Instruct-GGUF:Q4_K_M", "chatml"), - - # Note: gemma-2-2b-it knows itself as "model", not "assistant", so we don't test the ill-suited chatml on it. - ("bartowski/gemma-2-2b-it-GGUF:Q4_K_M", None), - - # ("bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M", ("meta-llama/Llama-3.2-3B-Instruct", None)), - # ("bartowski/DeepSeek-R1-Distill-Qwen-7B-GGUF:Q4_K_M", None), -]) -def test_weather(hf_repo: str, template_override: Tuple[str, str | None] | None): - global server - n_predict = 512 - server.n_slots = 1 - server.jinja = True - server.n_ctx = 8192 - server.n_predict = n_predict - server.model_hf_repo = hf_repo - server.model_hf_file = None - if isinstance(template_override, tuple): - (template_hf_repo, template_variant) = template_override - server.chat_template_file = f"../../../models/templates/{template_hf_repo.replace('/', '-') + ('-' + template_variant if template_variant else '')}.jinja" - assert os.path.exists(server.chat_template_file), f"Template file {server.chat_template_file} does not exist. Run `python scripts/get_chat_template.py {template_hf_repo} {template_variant} > {server.chat_template_file}` to download the template." - elif isinstance(template_override, str): - server.chat_template = template_override - server.start(timeout_seconds=TIMEOUT_SERVER_START) - res = server.make_request("POST", "/chat/completions", data={ - "max_tokens": n_predict, - "messages": [ - {"role": "user", "content": "What is the weather in Istanbul?"}, - ], - "tools": [WEATHER_TOOL], - }, timeout=TIMEOUT_HTTP_REQUEST) - assert res.status_code == 200, f"Expected status code 200, got {res.status_code}" - choice = res.body["choices"][0] - tool_calls = choice["message"].get("tool_calls") - assert tool_calls and len(tool_calls) == 1, f'Expected 1 tool call in {choice["message"]}' - tool_call = tool_calls[0] - assert tool_call["function"]["name"] == WEATHER_TOOL["function"]["name"] - actual_arguments = json.loads(tool_call["function"]["arguments"]) - assert 'location' in actual_arguments, f"location not found in {json.dumps(actual_arguments)}" - location = actual_arguments["location"] - assert isinstance(location, str), f"Expected location to be a string, got {type(location)}: {json.dumps(location)}" - assert re.match('^Istanbul(, (TR|Turkey|Türkiye))?$', location), f'Expected Istanbul for location, got {location}' - - -@pytest.mark.slow -@pytest.mark.parametrize("expected_arguments_override,hf_repo,template_override", [ - (None, "bartowski/Phi-3.5-mini-instruct-GGUF:Q4_K_M", None), - (None, "bartowski/Phi-3.5-mini-instruct-GGUF:Q4_K_M", "chatml"), - - (None, "bartowski/functionary-small-v3.2-GGUF:Q8_0", ("meetkai-functionary-medium-v3.2", None)), - (None, "bartowski/functionary-small-v3.2-GGUF:Q8_0", "chatml"), - - (None, "bartowski/Meta-Llama-3.1-8B-Instruct-GGUF:Q4_K_M", None), - ('{"code":"print("}', "bartowski/Meta-Llama-3.1-8B-Instruct-GGUF:Q4_K_M", "chatml"), - - ('{"code":"print("}', "bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M", ("meta-llama-Llama-3.2-3B-Instruct", None)), - (None, "bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M", "chatml"), - - ('{"code":"print("}', "bartowski/Llama-3.2-3B-Instruct-GGUF:Q4_K_M", ("meta-llama-Llama-3.2-3B-Instruct", None)), - ('{"code":"print("}', "bartowski/Llama-3.2-3B-Instruct-GGUF:Q4_K_M", "chatml"), - - (None, "bartowski/Qwen2.5-7B-Instruct-GGUF:Q4_K_M", None), - (None, "bartowski/Qwen2.5-7B-Instruct-GGUF:Q4_K_M", "chatml"), - - (None, "bartowski/Hermes-2-Pro-Llama-3-8B-GGUF:Q4_K_M", ("NousResearch/Hermes-2-Pro-Llama-3-8B", "tool_use")), - (None, "bartowski/Hermes-2-Pro-Llama-3-8B-GGUF:Q4_K_M", "chatml"), - - (None, "bartowski/Hermes-3-Llama-3.1-8B-GGUF:Q4_K_M", ("NousResearch-Hermes-3-Llama-3.1-8B", "tool_use")), - (None, "bartowski/Hermes-3-Llama-3.1-8B-GGUF:Q4_K_M", "chatml"), - - (None, "bartowski/Mistral-Nemo-Instruct-2407-GGUF:Q4_K_M", None), - (None, "bartowski/Mistral-Nemo-Instruct-2407-GGUF:Q4_K_M", "chatml"), - - # Note: gemma-2-2b-it knows itself as "model", not "assistant", so we don't test the ill-suited chatml on it. - (None, "bartowski/gemma-2-2b-it-GGUF:Q4_K_M", None), - - # (None, "bartowski/DeepSeek-R1-Distill-Qwen-7B-GGUF:Q4_K_M", None), -]) -def test_hello_world_tool_call(expected_arguments_override: str | None, hf_repo: str, template_override: str | Tuple[str, str | None] | None): - global server - server.n_slots = 1 - server.jinja = True - server.n_ctx = 8192 - server.n_predict = 128 - server.model_hf_repo = hf_repo - server.model_hf_file = None - if isinstance(template_override, tuple): - (template_hf_repo, template_variant) = template_override - server.chat_template_file = f"../../../models/templates/{template_hf_repo.replace('/', '-') + ('-' + template_variant if template_variant else '')}.jinja" - assert os.path.exists(server.chat_template_file), f"Template file {server.chat_template_file} does not exist. Run `python scripts/get_chat_template.py {template_hf_repo} {template_variant} > {server.chat_template_file}` to download the template." - elif isinstance(template_override, str): - server.chat_template = template_override - server.start(timeout_seconds=TIMEOUT_SERVER_START) - res = server.make_request("POST", "/chat/completions", data={ - "max_tokens": 256, - "messages": [ - {"role": "system", "content": "You are a coding assistant."}, - {"role": "user", "content": "say hello world with python"}, - ], - "tools": [PYTHON_TOOL], - # Note: without these greedy params, Functionary v3.2 writes `def hello_world():\n print("Hello, World!")\nhello_world()` which is correct but a pain to test. - "temperature": 0.0, - "top_k": 1, - "top_p": 1.0, - }, timeout=TIMEOUT_HTTP_REQUEST) - assert res.status_code == 200, f"Expected status code 200, got {res.status_code}" - choice = res.body["choices"][0] - tool_calls = choice["message"].get("tool_calls") - assert tool_calls and len(tool_calls) == 1, f'Expected 1 tool call in {choice["message"]}' - tool_call = tool_calls[0] - assert tool_call["function"]["name"] == PYTHON_TOOL["function"]["name"] - actual_arguments = tool_call["function"]["arguments"] - if expected_arguments_override is not None: - assert actual_arguments == expected_arguments_override - else: - actual_arguments = json.loads(actual_arguments) - assert 'code' in actual_arguments, f"code not found in {json.dumps(actual_arguments)}" - code = actual_arguments["code"] - assert isinstance(code, str), f"Expected code to be a string, got {type(code)}: {json.dumps(code)}" - assert re.match(r'''print\(("[Hh]ello,? [Ww]orld!?"|'[Hh]ello,? [Ww]orld!?')\)''', code), f'Expected hello world, got {code}' diff --git a/examples/server/tests/utils.py b/examples/server/tests/utils.py index ce0680662..9d1a7a5b0 100644 --- a/examples/server/tests/utils.py +++ b/examples/server/tests/utils.py @@ -26,7 +26,7 @@ from re import RegexFlag import wget -DEFAULT_HTTP_TIMEOUT = 12 if "LLAMA_SANITIZE" not in os.environ else 30 +DEFAULT_HTTP_TIMEOUT = 10 if "LLAMA_SANITIZE" not in os.environ else 30 class ServerResponse: @@ -41,7 +41,7 @@ class ServerProcess: server_port: int = 8080 server_host: str = "127.0.0.1" model_hf_repo: str = "ggml-org/models" - model_hf_file: str | None = "tinyllamas/stories260K.gguf" + model_hf_file: str = "tinyllamas/stories260K.gguf" model_alias: str = "tinyllama-2" temperature: float = 0.8 seed: int = 42 @@ -72,14 +72,13 @@ class ServerProcess: pooling: str | None = None draft: int | None = None api_key: str | None = None + response_format: str | None = None lora_files: List[str] | None = None disable_ctx_shift: int | None = False draft_min: int | None = None draft_max: int | None = None no_webui: bool | None = None - jinja: bool | None = None chat_template: str | None = None - chat_template_file: str | None = None # session variables process: subprocess.Popen | None = None @@ -170,12 +169,8 @@ class ServerProcess: server_args.extend(["--draft-min", self.draft_min]) if self.no_webui: server_args.append("--no-webui") - if self.jinja: - server_args.append("--jinja") if self.chat_template: server_args.extend(["--chat-template", self.chat_template]) - if self.chat_template_file: - server_args.extend(["--chat-template-file", self.chat_template_file]) args = [str(arg) for arg in [server_path, *server_args]] print(f"bench: starting server with: {' '.join(args)}") @@ -191,7 +186,7 @@ class ServerProcess: creationflags=flags, stdout=sys.stdout, stderr=sys.stdout, - env={**os.environ, "LLAMA_CACHE": "tmp"} if "LLAMA_CACHE" not in os.environ else None, + env={**os.environ, "LLAMA_CACHE": "tmp"}, ) server_instances.add(self) diff --git a/examples/server/utils.hpp b/examples/server/utils.hpp index 5f97df5fd..699480f90 100644 --- a/examples/server/utils.hpp +++ b/examples/server/utils.hpp @@ -5,6 +5,10 @@ #include "llama.h" #include "common/base64.hpp" +#ifndef NDEBUG +// crash the server in debug mode, otherwise send an http 500 error +#define CPPHTTPLIB_NO_EXCEPTIONS 1 +#endif // increase max payload length to allow use of larger context size #define CPPHTTPLIB_FORM_URL_ENCODED_PAYLOAD_MAX_LENGTH 1048576 #include "httplib.h" @@ -12,9 +16,6 @@ // Change JSON_ASSERT from assert() to GGML_ASSERT: #define JSON_ASSERT GGML_ASSERT #include "json.hpp" -#include "minja.hpp" -#include "chat.hpp" -#include "chat-template.hpp" #include #include @@ -348,7 +349,7 @@ static llama_tokens format_infill( } // Format given chat. If tmpl is empty, we take the template from model metadata -inline std::string format_chat(const common_chat_template & tmpl, const std::vector & messages) { +inline std::string format_chat(const struct llama_model * model, const std::string & tmpl, const std::vector & messages) { std::vector chat; for (size_t i = 0; i < messages.size(); ++i) { @@ -373,10 +374,10 @@ inline std::string format_chat(const common_chat_template & tmpl, const std::vec throw std::runtime_error("Missing 'content' (ref: https://github.com/ggerganov/llama.cpp/issues/8367)"); } - chat.push_back({role, content, /* tool_calls= */ {}}); + chat.push_back({role, content}); } - const auto formatted_chat = common_chat_apply_template(tmpl, chat, true, /* use_jinja= */ false); + const auto formatted_chat = common_chat_apply_template(model, tmpl, chat, true); LOG_DBG("formatted_chat: '%s'\n", formatted_chat.c_str()); return formatted_chat; @@ -575,32 +576,14 @@ static json oaicompat_completion_params_parse(const json & body) { return llama_params; } -static json oaicompat_completion_params_parse( - const json & body, /* openai api json semantics */ - bool use_jinja, - const common_chat_templates & chat_templates) -{ +static json oaicompat_chat_completion_params_parse( + const struct llama_model * model, + const json & body, /* openai api json semantics */ + const std::string & chat_template) { json llama_params; - const auto & tmpl = body.contains("tools") && chat_templates.template_tool_use - ? *chat_templates.template_tool_use - : *chat_templates.template_default; - auto tools = json_value(body, "tools", json()); - auto stream = json_value(body, "stream", false); - - if (tools.is_array() && !tools.empty()) { - if (stream) { - throw std::runtime_error("Cannot use tools with stream"); - } - if (!use_jinja) { - throw std::runtime_error("tools param requires --jinja flag"); - } - } - if (!use_jinja) { - if (body.contains("tool_choice") && !body.at("tool_choice").is_null()) { - throw std::runtime_error("Unsupported param: tool_choice"); - } - } + // Apply chat template to the list of messages + llama_params["prompt"] = format_chat(model, chat_template, body.at("messages")); // Handle "stop" field if (body.contains("stop") && body.at("stop").is_string()) { @@ -623,49 +606,6 @@ static json oaicompat_completion_params_parse( } } - // Apply chat template to the list of messages - if (use_jinja) { - auto tool_choice = json_value(body, "tool_choice", std::string("auto")); - if (tool_choice != "none" && tool_choice != "auto" && tool_choice != "required") { - throw std::runtime_error("Invalid tool_choice: " + tool_choice); - } - if (tool_choice != "none" && llama_params.contains("grammar")) { - throw std::runtime_error("Cannot use custom grammar constraints with tools."); - } - common_chat_inputs inputs; - inputs.messages = body.at("messages"); - inputs.tools = tools; - inputs.tool_choice = tool_choice; - inputs.parallel_tool_calls = json_value(body, "parallel_tool_calls", false); - if (inputs.parallel_tool_calls && !tmpl.original_caps().supports_parallel_tool_calls) { - LOG_DBG("Disabling parallel_tool_calls because the template does not support it\n"); - inputs.parallel_tool_calls = false; - } - inputs.stream = stream; - // TODO: support mixing schema w/ tools beyond generic format. - inputs.json_schema = json_value(llama_params, "json_schema", json()); - auto chat_params = common_chat_params_init(tmpl, inputs); - - llama_params["chat_format"] = static_cast(chat_params.format); - llama_params["prompt"] = chat_params.prompt; - llama_params["grammar"] = chat_params.grammar; - llama_params["grammar_lazy"] = chat_params.grammar_lazy; - auto grammar_triggers = json::array(); - for (const auto & trigger : chat_params.grammar_triggers) { - grammar_triggers.push_back({ - {"word", trigger.word}, - {"at_start", trigger.at_start}, - }); - } - llama_params["grammar_triggers"] = grammar_triggers; - llama_params["preserved_tokens"] = chat_params.preserved_tokens; - for (const auto & stop : chat_params.additional_stops) { - llama_params["stop"].push_back(stop); - } - } else { - llama_params["prompt"] = format_chat(tmpl, body.at("messages")); - } - // Handle "n" field int n_choices = json_value(body, "n", 1); if (n_choices != 1) { @@ -680,6 +620,14 @@ static json oaicompat_completion_params_parse( throw std::runtime_error("top_logprobs requires logprobs to be set to true"); } + // Params supported by OAI but unsupported by llama.cpp + static const std::vector unsupported_params { "tools", "tool_choice" }; + for (const auto & param : unsupported_params) { + if (body.contains(param)) { + throw std::runtime_error("Unsupported param: " + param); + } + } + // Copy remaining properties to llama_params // This allows user to use llama.cpp-specific params like "mirostat", ... via OAI endpoint. // See "launch_slot_with_task()" for a complete list of params supported by llama.cpp diff --git a/examples/server/webui/.gitignore b/examples/server/webui/.gitignore deleted file mode 100644 index a547bf36d..000000000 --- a/examples/server/webui/.gitignore +++ /dev/null @@ -1,24 +0,0 @@ -# Logs -logs -*.log -npm-debug.log* -yarn-debug.log* -yarn-error.log* -pnpm-debug.log* -lerna-debug.log* - -node_modules -dist -dist-ssr -*.local - -# Editor directories and files -.vscode/* -!.vscode/extensions.json -.idea -.DS_Store -*.suo -*.ntvs* -*.njsproj -*.sln -*.sw? diff --git a/examples/server/webui/.prettierignore b/examples/server/webui/.prettierignore deleted file mode 100644 index c0cb165b3..000000000 --- a/examples/server/webui/.prettierignore +++ /dev/null @@ -1,10 +0,0 @@ -**/.vscode -**/.github -**/.git -**/.svn -**/.hg -**/node_modules -**/dist -**/build - -*.config.js diff --git a/examples/server/webui/eslint.config.js b/examples/server/webui/eslint.config.js deleted file mode 100644 index 7c0d39b89..000000000 --- a/examples/server/webui/eslint.config.js +++ /dev/null @@ -1,26 +0,0 @@ -import js from '@eslint/js' -import globals from 'globals' -import reactHooks from 'eslint-plugin-react-hooks' -import reactRefresh from 'eslint-plugin-react-refresh' -import tseslint from 'typescript-eslint' - -export default tseslint.config( - { ignores: ['dist'] }, - { - extends: [js.configs.recommended, ...tseslint.configs.recommended], - files: ['**/*.{ts,tsx}'], - languageOptions: { - ecmaVersion: 2020, - globals: globals.browser, - }, - plugins: { - 'react-hooks': reactHooks, - 'react-refresh': reactRefresh, - }, - rules: { - ...reactHooks.configs.recommended.rules, - 'react-refresh/only-export-components': 'off', - '@typescript-eslint/no-unused-vars': 'off', - }, - }, -) diff --git a/examples/server/webui/index.html b/examples/server/webui/index.html index 471f46b3a..2180ef4ad 100644 --- a/examples/server/webui/index.html +++ b/examples/server/webui/index.html @@ -1,16 +1,318 @@ - + - - - - - 🦙 llama.cpp - chat - - -
- - + + + + + 🦙 llama.cpp - chat + + + +
+
+ + + +
+ +
+
+

Conversations

+ + + +
+ + +
+ + New conversation +
+
+ {{ conv.messages[0].content }} +
+
+ Conversations are saved to browser's localStorage +
+
+
+ + +
+ +
+ + + +
llama.cpp
+ + +
+
+ + + + +
+
+ +
+ + +
+
+
+ + + +
+
    +
  • + +
    • +
  • + +
    • +
+
+
+
+
+ + +
+
+ + {{ messages.length === 0 ? 'Send a message to start' : '' }} +
+
+ +
+ + +
+ +
+
+ + +
+ + + +
+
+ +
+ + + + +
+

Settings

+
+

Settings below are saved in browser's localStorage

+ + + + + +
+ Other sampler settings +
+ + + + +
+
+ +
+ Penalties settings +
+ +
+
+ +
+ Advanced config +
+
+ + +
+
+ + Show tokens per second +
+ +
+
+
+ + +
+ + + +
+
+ + +
+ + + + + + + + + + + + diff --git a/examples/server/webui/package-lock.json b/examples/server/webui/package-lock.json index c6c5de3c0..bbebccbf2 100644 --- a/examples/server/webui/package-lock.json +++ b/examples/server/webui/package-lock.json @@ -8,43 +8,22 @@ "name": "webui", "version": "0.0.0", "dependencies": { - "@heroicons/react": "^2.2.0", "@sec-ant/readable-stream": "^0.6.0", "@vscode/markdown-it-katex": "^1.1.1", "autoprefixer": "^10.4.20", "daisyui": "^4.12.14", "highlight.js": "^11.10.0", "katex": "^0.16.15", + "markdown-it": "^14.1.0", "postcss": "^8.4.49", - "react": "^18.3.1", - "react-dom": "^18.3.1", - "react-markdown": "^9.0.3", - "react-router": "^7.1.5", - "rehype-highlight": "^7.0.2", - "rehype-katex": "^7.0.1", - "remark-breaks": "^4.0.0", - "remark-gfm": "^4.0.0", - "remark-math": "^6.0.0", "tailwindcss": "^3.4.15", "textlinestream": "^1.1.1", - "vite-plugin-singlefile": "^2.0.3" + "vite-plugin-singlefile": "^2.0.3", + "vue": "^3.5.13" }, "devDependencies": { - 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.", - "lint": "eslint .", - "preview": "vite preview" + "build": "vite build", + "preview": "vite preview", + "analyze": "ANALYZE=1 npx vite-bundle-visualizer" + }, + "devDependencies": { + "sass-embedded": "^1.83.0", + "vite": "^5.4.10" }, "dependencies": { - "@heroicons/react": "^2.2.0", "@sec-ant/readable-stream": "^0.6.0", "@vscode/markdown-it-katex": "^1.1.1", "autoprefixer": "^10.4.20", "daisyui": "^4.12.14", "highlight.js": "^11.10.0", "katex": "^0.16.15", + "markdown-it": "^14.1.0", "postcss": "^8.4.49", - "react": "^18.3.1", - "react-dom": "^18.3.1", - "react-markdown": "^9.0.3", - "react-router": "^7.1.5", - "rehype-highlight": "^7.0.2", - "rehype-katex": "^7.0.1", - "remark-breaks": "^4.0.0", - "remark-gfm": "^4.0.0", - "remark-math": "^6.0.0", "tailwindcss": "^3.4.15", "textlinestream": "^1.1.1", - "vite-plugin-singlefile": "^2.0.3" - }, - "devDependencies": { - "@eslint/js": "^9.17.0", - "@types/markdown-it": "^14.1.2", - "@types/node": "^22.13.1", - "@types/react": "^18.3.18", - "@types/react-dom": "^18.3.5", - "@vitejs/plugin-react": "^4.3.4", - "eslint": "^9.17.0", - "eslint-plugin-react-hooks": "^5.0.0", - "eslint-plugin-react-refresh": "^0.4.16", - "globals": "^15.14.0", - "prettier": "^3.4.2", - "sass-embedded": "^1.83.4", - "typescript": "~5.6.2", - "typescript-eslint": "^8.18.2", - "vite": "^6.0.5" - }, - "prettier": { - "trailingComma": "es5", - "tabWidth": 2, - "semi": true, - "singleQuote": true, - "bracketSameLine": false + "vite-plugin-singlefile": "^2.0.3", + "vue": "^3.5.13" } } diff --git a/examples/server/webui/public/demo-conversation.json b/examples/server/webui/public/demo-conversation.json index 338b4aea5..75ab599dd 100644 --- a/examples/server/webui/public/demo-conversation.json +++ b/examples/server/webui/public/demo-conversation.json @@ -11,7 +11,7 @@ { "id": 1734087548327, "role": "assistant", - "content": "This is the formula:\n\n$\\frac{e^{x_i}}{\\sum_{j=1}^{n}e^{x_j}}$\n\nGiven an input vector \\(\\mathbf{x} = [x_1, x_2, \\ldots, x_n]\\)\n\n\\[\ny_i = \\frac{e^{x_i}}{\\sum_{j=1}^n e^{x_j}}\n\\]\n\n$2x + y = z$\n\nCode block latex:\n```latex\n\\frac{e^{x_i}}{\\sum_{j=1}^{n}e^{x_j}}\n```\n\nTest dollar sign: $1234 $4567\n\nInvalid latex syntax: $E = mc^$ and $$E = mc^$$", + "content": "This is the formula:\n\n$\\frac{e^{x_i}}{\\sum_{j=1}^{n}e^{x_j}}$\n\nGiven an input vector \\(\\mathbf{x} = [x_1, x_2, \\ldots, x_n]\\)\n\n\\[\ny_i = \\frac{e^{x_i}}{\\sum_{j=1}^n e^{x_j}}\n\\]\n\nCode block latex:\n```latex\n\\frac{e^{x_i}}{\\sum_{j=1}^{n}e^{x_j}}\n```\n\nTest dollar sign: $1234 $4567\n\nInvalid latex syntax: $E = mc^$ and $$E = mc^$$", "timings": { "prompt_n": 1, "prompt_ms": 28.923, diff --git a/examples/server/webui/src/App.tsx b/examples/server/webui/src/App.tsx deleted file mode 100644 index 2ce734682..000000000 --- a/examples/server/webui/src/App.tsx +++ /dev/null @@ -1,47 +0,0 @@ -import { HashRouter, Outlet, Route, Routes } from 'react-router'; -import Header from './components/Header'; -import Sidebar from './components/Sidebar'; -import { AppContextProvider, useAppContext } from './utils/app.context'; -import ChatScreen from './components/ChatScreen'; -import SettingDialog from './components/SettingDialog'; - -function App() { - return ( - -
- - - }> - } /> - } /> - - - -
- - ); -} - -function AppLayout() { - const { showSettings, setShowSettings } = useAppContext(); - return ( - <> - -
-
- -
- { - setShowSettings(false)} - /> - } - - ); -} - -export default App; diff --git a/examples/server/webui/src/Config.ts b/examples/server/webui/src/Config.ts deleted file mode 100644 index 779ed9bf7..000000000 --- a/examples/server/webui/src/Config.ts +++ /dev/null @@ -1,92 +0,0 @@ -import daisyuiThemes from 'daisyui/src/theming/themes'; -import { isNumeric } from './utils/misc'; - -export const isDev = import.meta.env.MODE === 'development'; - -// constants -export const BASE_URL = new URL('.', document.baseURI).href - .toString() - .replace(/\/$/, ''); - -export const CONFIG_DEFAULT = { - // Note: in order not to introduce breaking changes, please keep the same data type (number, string, etc) if you want to change the default value. Do not use null or undefined for default value. - // Do not use nested objects, keep it single level. Prefix the key if you need to group them. - apiKey: '', - systemMessage: 'You are a helpful assistant.', - showTokensPerSecond: false, - showThoughtInProgress: false, - excludeThoughtOnReq: true, - // make sure these default values are in sync with `common.h` - samplers: 'edkypmxt', - temperature: 0.8, - dynatemp_range: 0.0, - dynatemp_exponent: 1.0, - top_k: 40, - top_p: 0.95, - min_p: 0.05, - xtc_probability: 0.0, - xtc_threshold: 0.1, - typical_p: 1.0, - repeat_last_n: 64, - repeat_penalty: 1.0, - presence_penalty: 0.0, - frequency_penalty: 0.0, - dry_multiplier: 0.0, - dry_base: 1.75, - dry_allowed_length: 2, - dry_penalty_last_n: -1, - max_tokens: -1, - custom: '', // custom json-stringified object - // experimental features - pyIntepreterEnabled: false, -}; -export const CONFIG_INFO: Record = { - apiKey: 'Set the API Key if you are using --api-key option for the server.', - systemMessage: 'The starting message that defines how model should behave.', - samplers: - 'The order at which samplers are applied, in simplified way. Default is "dkypmxt": dry->top_k->typ_p->top_p->min_p->xtc->temperature', - temperature: - 'Controls the randomness of the generated text by affecting the probability distribution of the output tokens. Higher = more random, lower = more focused.', - dynatemp_range: - 'Addon for the temperature sampler. The added value to the range of dynamic temperature, which adjusts probabilities by entropy of tokens.', - dynatemp_exponent: - 'Addon for the temperature sampler. Smoothes out the probability redistribution based on the most probable token.', - top_k: 'Keeps only k top tokens.', - top_p: - 'Limits tokens to those that together have a cumulative probability of at least p', - min_p: - 'Limits tokens based on the minimum probability for a token to be considered, relative to the probability of the most likely token.', - xtc_probability: - 'XTC sampler cuts out top tokens; this parameter controls the chance of cutting tokens at all. 0 disables XTC.', - xtc_threshold: - 'XTC sampler cuts out top tokens; this parameter controls the token probability that is required to cut that token.', - typical_p: - 'Sorts and limits tokens based on the difference between log-probability and entropy.', - repeat_last_n: 'Last n tokens to consider for penalizing repetition', - repeat_penalty: - 'Controls the repetition of token sequences in the generated text', - presence_penalty: - 'Limits tokens based on whether they appear in the output or not.', - frequency_penalty: - 'Limits tokens based on how often they appear in the output.', - dry_multiplier: - 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets the DRY sampling multiplier.', - dry_base: - 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets the DRY sampling base value.', - dry_allowed_length: - 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets the allowed length for DRY sampling.', - dry_penalty_last_n: - 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets DRY penalty for the last n tokens.', - max_tokens: 'The maximum number of token per output.', - custom: '', // custom json-stringified object -}; -// config keys having numeric value (i.e. temperature, top_k, top_p, etc) -export const CONFIG_NUMERIC_KEYS = Object.entries(CONFIG_DEFAULT) - .filter((e) => isNumeric(e[1])) - .map((e) => e[0]); -// list of themes supported by daisyui -export const THEMES = ['light', 'dark'] - // make sure light & dark are always at the beginning - .concat( - Object.keys(daisyuiThemes).filter((t) => t !== 'light' && t !== 'dark') - ); diff --git a/examples/server/webui/src/components/CanvasPyInterpreter.tsx b/examples/server/webui/src/components/CanvasPyInterpreter.tsx deleted file mode 100644 index c2707fe20..000000000 --- a/examples/server/webui/src/components/CanvasPyInterpreter.tsx +++ /dev/null @@ -1,195 +0,0 @@ -import { useEffect, useState } from 'react'; -import { useAppContext } from '../utils/app.context'; -import { OpenInNewTab, XCloseButton } from '../utils/common'; -import { CanvasType } from '../utils/types'; -import { PlayIcon, StopIcon } from '@heroicons/react/24/outline'; -import StorageUtils from '../utils/storage'; - -const canInterrupt = typeof SharedArrayBuffer === 'function'; - -// adapted from https://pyodide.org/en/stable/usage/webworker.html -const WORKER_CODE = ` -importScripts("https://cdn.jsdelivr.net/pyodide/v0.27.2/full/pyodide.js"); - -let stdOutAndErr = []; - -let pyodideReadyPromise = loadPyodide({ - stdout: (data) => stdOutAndErr.push(data), - stderr: (data) => stdOutAndErr.push(data), -}); - -let alreadySetBuff = false; - -self.onmessage = async (event) => { - stdOutAndErr = []; - - // make sure loading is done - const pyodide = await pyodideReadyPromise; - const { id, python, context, interruptBuffer } = event.data; - - if (interruptBuffer && !alreadySetBuff) { - pyodide.setInterruptBuffer(interruptBuffer); - alreadySetBuff = true; - } - - // Now load any packages we need, run the code, and send the result back. - await pyodide.loadPackagesFromImports(python); - - // make a Python dictionary with the data from content - const dict = pyodide.globals.get("dict"); - const globals = dict(Object.entries(context)); - try { - self.postMessage({ id, running: true }); - // Execute the python code in this context - const result = pyodide.runPython(python, { globals }); - self.postMessage({ result, id, stdOutAndErr }); - } catch (error) { - self.postMessage({ error: error.message, id }); - } - interruptBuffer[0] = 0; -}; -`; - -let worker: Worker; -const interruptBuffer = canInterrupt - ? new Uint8Array(new SharedArrayBuffer(1)) - : null; - -const startWorker = () => { - if (!worker) { - worker = new Worker( - URL.createObjectURL(new Blob([WORKER_CODE], { type: 'text/javascript' })) - ); - } -}; - -if (StorageUtils.getConfig().pyIntepreterEnabled) { - startWorker(); -} - -const runCodeInWorker = ( - pyCode: string, - callbackRunning: () => void -): { - donePromise: Promise; - interrupt: () => void; -} => { - startWorker(); - const id = Math.random() * 1e8; - const context = {}; - if (interruptBuffer) { - interruptBuffer[0] = 0; - } - - const donePromise = new Promise((resolve) => { - worker.onmessage = (event) => { - const { error, stdOutAndErr, running } = event.data; - if (id !== event.data.id) return; - if (running) { - callbackRunning(); - return; - } else if (error) { - resolve(error.toString()); - } else { - resolve(stdOutAndErr.join('\n')); - } - }; - worker.postMessage({ id, python: pyCode, context, interruptBuffer }); - }); - - const interrupt = () => { - console.log('Interrupting...'); - console.trace(); - if (interruptBuffer) { - interruptBuffer[0] = 2; - } - }; - - return { donePromise, interrupt }; -}; - -export default function CanvasPyInterpreter() { - const { canvasData, setCanvasData } = useAppContext(); - - const [code, setCode] = useState(canvasData?.content ?? ''); // copy to avoid direct mutation - const [running, setRunning] = useState(false); - const [output, setOutput] = useState(''); - const [interruptFn, setInterruptFn] = useState<() => void>(); - const [showStopBtn, setShowStopBtn] = useState(false); - - const runCode = async (pycode: string) => { - interruptFn?.(); - setRunning(true); - setOutput('Loading Pyodide...'); - const { donePromise, interrupt } = runCodeInWorker(pycode, () => { - setOutput('Running...'); - setShowStopBtn(canInterrupt); - }); - setInterruptFn(() => interrupt); - const out = await donePromise; - setOutput(out); - setRunning(false); - setShowStopBtn(false); - }; - - // run code on mount - useEffect(() => { - setCode(canvasData?.content ?? ''); - runCode(canvasData?.content ?? ''); - // eslint-disable-next-line react-hooks/exhaustive-deps - }, [canvasData?.content]); - - if (canvasData?.type !== CanvasType.PY_INTERPRETER) { - return null; - } - - return ( -
-
-
- Python Interpreter - setCanvasData(null)} - /> -
-
- -
-
- - {showStopBtn && ( - - )} - - - Report a bug - - -
- -
-
-
-
- ); -} diff --git a/examples/server/webui/src/components/ChatMessage.tsx b/examples/server/webui/src/components/ChatMessage.tsx deleted file mode 100644 index ec72196ba..000000000 --- a/examples/server/webui/src/components/ChatMessage.tsx +++ /dev/null @@ -1,235 +0,0 @@ -import { useMemo, useState } from 'react'; -import { useAppContext } from '../utils/app.context'; -import { Message, PendingMessage } from '../utils/types'; -import { classNames } from '../utils/misc'; -import MarkdownDisplay, { CopyButton } from './MarkdownDisplay'; - -interface SplitMessage { - content: PendingMessage['content']; - thought?: string; - isThinking?: boolean; -} - -export default function ChatMessage({ - msg, - id, - scrollToBottom, - isPending, -}: { - msg: Message | PendingMessage; - id?: string; - scrollToBottom: (requiresNearBottom: boolean) => void; - isPending?: boolean; -}) { - const { viewingConversation, replaceMessageAndGenerate, config } = - useAppContext(); - const [editingContent, setEditingContent] = useState(null); - const timings = useMemo( - () => - msg.timings - ? { - ...msg.timings, - prompt_per_second: - (msg.timings.prompt_n / msg.timings.prompt_ms) * 1000, - predicted_per_second: - (msg.timings.predicted_n / msg.timings.predicted_ms) * 1000, - } - : null, - [msg.timings] - ); - - // for reasoning model, we split the message into content and thought - // TODO: implement this as remark/rehype plugin in the future - const { content, thought, isThinking }: SplitMessage = useMemo(() => { - if (msg.content === null || msg.role !== 'assistant') { - return { content: msg.content }; - } - let actualContent = ''; - let thought = ''; - let isThinking = false; - let thinkSplit = msg.content.split('', 2); - actualContent += thinkSplit[0]; - while (thinkSplit[1] !== undefined) { - // tag found - thinkSplit = thinkSplit[1].split('', 2); - thought += thinkSplit[0]; - isThinking = true; - if (thinkSplit[1] !== undefined) { - // closing tag found - isThinking = false; - thinkSplit = thinkSplit[1].split('', 2); - actualContent += thinkSplit[0]; - } - } - return { content: actualContent, thought, isThinking }; - }, [msg]); - - if (!viewingConversation) return null; - - const regenerate = async () => { - replaceMessageAndGenerate(viewingConversation.id, msg.id, undefined, () => - scrollToBottom(true) - ); - }; - - return ( -
-
-
- {/* textarea for editing message */} - {editingContent !== null && ( - <> - -
- - - - )} - {/* not editing content, render message */} - {editingContent === null && ( - <> - {content === null ? ( - <> - {/* show loading dots for pending message */} - - - ) : ( - <> - {/* render message as markdown */} -
- {thought && ( -
- - {isPending && isThinking ? ( - - - Thinking - - ) : ( - Thought Process - )} - -
- -
-
- )} - -
- - )} - {/* render timings if enabled */} - {timings && config.showTokensPerSecond && ( -
-
- Speed: {timings.predicted_per_second.toFixed(1)} t/s -
-
- Prompt -
- Tokens: {timings.prompt_n} -
- Time: {timings.prompt_ms} ms -
- Speed: {timings.prompt_per_second.toFixed(1)} t/s -
- Generation -
- Tokens: {timings.predicted_n} -
- Time: {timings.predicted_ms} ms -
- Speed: {timings.predicted_per_second.toFixed(1)} t/s -
-
-
- )} - - )} -
-
- - {/* actions for each message */} - {msg.content !== null && ( -
- {/* user message */} - {msg.role === 'user' && ( - - )} - {/* assistant message */} - {msg.role === 'assistant' && ( - <> - {!isPending && ( - - )} - - - )} -
- )} -
- ); -} diff --git a/examples/server/webui/src/components/ChatScreen.tsx b/examples/server/webui/src/components/ChatScreen.tsx deleted file mode 100644 index dbc683ed1..000000000 --- a/examples/server/webui/src/components/ChatScreen.tsx +++ /dev/null @@ -1,146 +0,0 @@ -import { useEffect, useState } from 'react'; -import { useAppContext } from '../utils/app.context'; -import StorageUtils from '../utils/storage'; -import { useNavigate } from 'react-router'; -import ChatMessage from './ChatMessage'; -import { CanvasType, PendingMessage } from '../utils/types'; -import { classNames } from '../utils/misc'; -import CanvasPyInterpreter from './CanvasPyInterpreter'; - -export default function ChatScreen() { - const { - viewingConversation, - sendMessage, - isGenerating, - stopGenerating, - pendingMessages, - canvasData, - } = useAppContext(); - const [inputMsg, setInputMsg] = useState(''); - const navigate = useNavigate(); - - const currConvId = viewingConversation?.id ?? ''; - const pendingMsg: PendingMessage | undefined = pendingMessages[currConvId]; - - const scrollToBottom = (requiresNearBottom: boolean) => { - const mainScrollElem = document.getElementById('main-scroll'); - if (!mainScrollElem) return; - const spaceToBottom = - mainScrollElem.scrollHeight - - mainScrollElem.scrollTop - - mainScrollElem.clientHeight; - if (!requiresNearBottom || spaceToBottom < 50) { - setTimeout( - () => mainScrollElem.scrollTo({ top: mainScrollElem.scrollHeight }), - 1 - ); - } - }; - - // scroll to bottom when conversation changes - useEffect(() => { - scrollToBottom(false); - }, [viewingConversation?.id]); - - const sendNewMessage = async () => { - if (inputMsg.trim().length === 0 || isGenerating(currConvId)) return; - const convId = viewingConversation?.id ?? StorageUtils.getNewConvId(); - const lastInpMsg = inputMsg; - setInputMsg(''); - if (!viewingConversation) { - // if user is creating a new conversation, redirect to the new conversation - navigate(`/chat/${convId}`); - } - scrollToBottom(false); - // auto scroll as message is being generated - const onChunk = () => scrollToBottom(true); - if (!(await sendMessage(convId, inputMsg, onChunk))) { - // restore the input message if failed - setInputMsg(lastInpMsg); - } - }; - - const hasCanvas = !!canvasData; - - return ( -
-
- {/* chat messages */} -
-
- {/* placeholder to shift the message to the bottom */} - {viewingConversation ? '' : 'Send a message to start'} -
- {viewingConversation?.messages.map((msg) => ( - - ))} - - {pendingMsg && ( - - )} -
- - {/* chat input */} -
- - {isGenerating(currConvId) ? ( - - ) : ( - - )} -
-
-
- {canvasData?.type === CanvasType.PY_INTERPRETER && ( - - )} -
-
- ); -} diff --git a/examples/server/webui/src/components/Header.tsx b/examples/server/webui/src/components/Header.tsx deleted file mode 100644 index 505350313..000000000 --- a/examples/server/webui/src/components/Header.tsx +++ /dev/null @@ -1,176 +0,0 @@ -import { useEffect, useState } from 'react'; -import StorageUtils from '../utils/storage'; -import { useAppContext } from '../utils/app.context'; -import { classNames } from '../utils/misc'; -import daisyuiThemes from 'daisyui/src/theming/themes'; -import { THEMES } from '../Config'; -import { useNavigate } from 'react-router'; - -export default function Header() { - const navigate = useNavigate(); - const [selectedTheme, setSelectedTheme] = useState(StorageUtils.getTheme()); - const { setShowSettings } = useAppContext(); - - const setTheme = (theme: string) => { - StorageUtils.setTheme(theme); - setSelectedTheme(theme); - }; - - useEffect(() => { - document.body.setAttribute('data-theme', selectedTheme); - document.body.setAttribute( - 'data-color-scheme', - // @ts-expect-error daisyuiThemes complains about index type, but it should work - daisyuiThemes[selectedTheme]?.['color-scheme'] ?? 'auto' - ); - }, [selectedTheme]); - - const { isGenerating, viewingConversation } = useAppContext(); - const isCurrConvGenerating = isGenerating(viewingConversation?.id ?? ''); - - const removeConversation = () => { - if (isCurrConvGenerating || !viewingConversation) return; - const convId = viewingConversation.id; - if (window.confirm('Are you sure to delete this conversation?')) { - StorageUtils.remove(convId); - navigate('/'); - } - }; - - const downloadConversation = () => { - if (isCurrConvGenerating || !viewingConversation) return; - const convId = viewingConversation.id; - const conversationJson = JSON.stringify(viewingConversation, null, 2); - const blob = new Blob([conversationJson], { type: 'application/json' }); - const url = URL.createObjectURL(blob); - const a = document.createElement('a'); - a.href = url; - a.download = `conversation_${convId}.json`; - document.body.appendChild(a); - a.click(); - document.body.removeChild(a); - URL.revokeObjectURL(url); - }; - - return ( -
- {/* open sidebar button */} - - -
llama.cpp
- - {/* action buttons (top right) */} -
-
- {/* "..." button */} - - {/* dropdown menu */} - -
-
- -
- - {/* theme controller is copied from https://daisyui.com/components/theme-controller/ */} -
-
-
- - - -
-
    -
  • - -
    • - {THEMES.map((theme) => ( -
  • - e.target.checked && setTheme(theme)} - /> -
    • - ))} -
-
-
-
-
- ); -} diff --git a/examples/server/webui/src/components/MarkdownDisplay.tsx b/examples/server/webui/src/components/MarkdownDisplay.tsx deleted file mode 100644 index 5b7a72591..000000000 --- a/examples/server/webui/src/components/MarkdownDisplay.tsx +++ /dev/null @@ -1,310 +0,0 @@ -import React, { useMemo, useState } from 'react'; -import Markdown, { ExtraProps } from 'react-markdown'; -import remarkGfm from 'remark-gfm'; -import rehypeHightlight from 'rehype-highlight'; -import rehypeKatex from 'rehype-katex'; -import remarkMath from 'remark-math'; -import remarkBreaks from 'remark-breaks'; -import 'katex/dist/katex.min.css'; -import { classNames, copyStr } from '../utils/misc'; -import { ElementContent, Root } from 'hast'; -import { visit } from 'unist-util-visit'; -import { useAppContext } from '../utils/app.context'; -import { CanvasType } from '../utils/types'; - -export default function MarkdownDisplay({ - content, - isGenerating, -}: { - content: string; - isGenerating?: boolean; -}) { - const preprocessedContent = useMemo( - () => preprocessLaTeX(content), - [content] - ); - return ( - ( - - ), - // note: do not use "pre", "p" or other basic html elements here, it will cause the node to re-render when the message is being generated (this should be a bug with react-markdown, not sure how to fix it) - }} - > - {preprocessedContent} - - ); -} - -const CodeBlockButtons: React.ElementType< - React.ClassAttributes & - React.HTMLAttributes & - ExtraProps & { origContent: string; isGenerating?: boolean } -> = ({ node, origContent, isGenerating }) => { - const { config } = useAppContext(); - const startOffset = node?.position?.start.offset ?? 0; - const endOffset = node?.position?.end.offset ?? 0; - - const copiedContent = useMemo( - () => - origContent - .substring(startOffset, endOffset) - .replace(/^```[^\n]+\n/g, '') - .replace(/```$/g, ''), - [origContent, startOffset, endOffset] - ); - - const codeLanguage = useMemo( - () => - origContent - .substring(startOffset, startOffset + 10) - .match(/^```([^\n]+)\n/)?.[1] ?? '', - [origContent, startOffset] - ); - - const canRunCode = - !isGenerating && - config.pyIntepreterEnabled && - codeLanguage.startsWith('py'); - - return ( -
- - {canRunCode && ( - - )} -
- ); -}; - -export const CopyButton = ({ - content, - className, -}: { - content: string; - className?: string; -}) => { - const [copied, setCopied] = useState(false); - return ( - - ); -}; - -export const RunPyCodeButton = ({ - content, - className, -}: { - content: string; - className?: string; -}) => { - const { setCanvasData } = useAppContext(); - return ( - <> - - - ); -}; - -/** - * This injects the "button" element before each "pre" element. - * The actual button will be replaced with a react component in the MarkdownDisplay. - * We don't replace "pre" node directly because it will cause the node to re-render, which causes this bug: https://github.com/ggerganov/llama.cpp/issues/9608 - */ -function rehypeCustomCopyButton() { - return function (tree: Root) { - visit(tree, 'element', function (node) { - if (node.tagName === 'pre' && !node.properties.visited) { - const preNode = { ...node }; - // replace current node - preNode.properties.visited = 'true'; - node.tagName = 'div'; - node.properties = {}; - // add node for button - const btnNode: ElementContent = { - type: 'element', - tagName: 'button', - properties: {}, - children: [], - position: node.position, - }; - node.children = [btnNode, preNode]; - } - }); - }; -} - -/** - * The part below is copied and adapted from: - * https://github.com/danny-avila/LibreChat/blob/main/client/src/utils/latex.ts - * (MIT License) - */ - -// Regex to check if the processed content contains any potential LaTeX patterns -const containsLatexRegex = - /\\\(.*?\\\)|\\\[.*?\\\]|\$.*?\$|\\begin\{equation\}.*?\\end\{equation\}/; - -// Regex for inline and block LaTeX expressions -const inlineLatex = new RegExp(/\\\((.+?)\\\)/, 'g'); -const blockLatex = new RegExp(/\\\[(.*?[^\\])\\\]/, 'gs'); - -// Function to restore code blocks -const restoreCodeBlocks = (content: string, codeBlocks: string[]) => { - return content.replace( - /<>/g, - (_, index) => codeBlocks[index] - ); -}; - -// Regex to identify code blocks and inline code -const codeBlockRegex = /(```[\s\S]*?```|`.*?`)/g; - -export const processLaTeX = (_content: string) => { - let content = _content; - // Temporarily replace code blocks and inline code with placeholders - const codeBlocks: string[] = []; - let index = 0; - content = content.replace(codeBlockRegex, (match) => { - codeBlocks[index] = match; - return `<>`; - }); - - // Escape dollar signs followed by a digit or space and digit - let processedContent = content.replace(/(\$)(?=\s?\d)/g, '\\$'); - - // If no LaTeX patterns are found, restore code blocks and return the processed content - if (!containsLatexRegex.test(processedContent)) { - return restoreCodeBlocks(processedContent, codeBlocks); - } - - // Convert LaTeX expressions to a markdown compatible format - processedContent = processedContent - .replace(inlineLatex, (_: string, equation: string) => `$${equation}$`) // Convert inline LaTeX - .replace(blockLatex, (_: string, equation: string) => `$$${equation}$$`); // Convert block LaTeX - - // Restore code blocks - return restoreCodeBlocks(processedContent, codeBlocks); -}; - -/** - * Preprocesses LaTeX content by replacing delimiters and escaping certain characters. - * - * @param content The input string containing LaTeX expressions. - * @returns The processed string with replaced delimiters and escaped characters. - */ -export function preprocessLaTeX(content: string): string { - // Step 1: Protect code blocks - const codeBlocks: string[] = []; - content = content.replace(/(```[\s\S]*?```|`[^`\n]+`)/g, (_, code) => { - codeBlocks.push(code); - return `<>`; - }); - - // Step 2: Protect existing LaTeX expressions - const latexExpressions: string[] = []; - - // Protect block math ($$...$$), \[...\], and \(...\) as before. - content = content.replace( - /(\$\$[\s\S]*?\$\$|\\\[[\s\S]*?\\\]|\\\(.*?\\\))/g, - (match) => { - latexExpressions.push(match); - return `<>`; - } - ); - - // Protect inline math ($...$) only if it does NOT match a currency pattern. - // We assume a currency pattern is one where the inner content is purely numeric (with optional decimals). - content = content.replace(/\$([^$]+)\$/g, (match, inner) => { - if (/^\s*\d+(?:\.\d+)?\s*$/.test(inner)) { - // This looks like a currency value (e.g. "$123" or "$12.34"), - // so don't protect it. - return match; - } else { - // Otherwise, treat it as a LaTeX expression. - latexExpressions.push(match); - return `<>`; - } - }); - - // Step 3: Escape dollar signs that are likely currency indicators. - // (Now that inline math is protected, this will only escape dollars not already protected) - content = content.replace(/\$(?=\d)/g, '\\$'); - - // Step 4: Restore LaTeX expressions - content = content.replace( - /<>/g, - (_, index) => latexExpressions[parseInt(index)] - ); - - // Step 5: Restore code blocks - content = content.replace( - /<>/g, - (_, index) => codeBlocks[parseInt(index)] - ); - - // Step 6: Apply additional escaping functions - content = escapeBrackets(content); - content = escapeMhchem(content); - - return content; -} - -export function escapeBrackets(text: string): string { - const pattern = - /(```[\S\s]*?```|`.*?`)|\\\[([\S\s]*?[^\\])\\]|\\\((.*?)\\\)/g; - return text.replace( - pattern, - ( - match: string, - codeBlock: string | undefined, - squareBracket: string | undefined, - roundBracket: string | undefined - ): string => { - if (codeBlock != null) { - return codeBlock; - } else if (squareBracket != null) { - return `$$${squareBracket}$$`; - } else if (roundBracket != null) { - return `$${roundBracket}$`; - } - return match; - } - ); -} - -export function escapeMhchem(text: string) { - return text.replaceAll('$\\ce{', '$\\\\ce{').replaceAll('$\\pu{', '$\\\\pu{'); -} diff --git a/examples/server/webui/src/components/SettingDialog.tsx b/examples/server/webui/src/components/SettingDialog.tsx deleted file mode 100644 index 592b93fa3..000000000 --- a/examples/server/webui/src/components/SettingDialog.tsx +++ /dev/null @@ -1,536 +0,0 @@ -import { useState } from 'react'; -import { useAppContext } from '../utils/app.context'; -import { CONFIG_DEFAULT, CONFIG_INFO } from '../Config'; -import { isDev } from '../Config'; -import StorageUtils from '../utils/storage'; -import { classNames, isBoolean, isNumeric, isString } from '../utils/misc'; -import { - BeakerIcon, - ChatBubbleOvalLeftEllipsisIcon, - Cog6ToothIcon, - FunnelIcon, - HandRaisedIcon, - SquaresPlusIcon, -} from '@heroicons/react/24/outline'; -import { OpenInNewTab } from '../utils/common'; - -type SettKey = keyof typeof CONFIG_DEFAULT; - -const BASIC_KEYS: SettKey[] = [ - 'temperature', - 'top_k', - 'top_p', - 'min_p', - 'max_tokens', -]; -const SAMPLER_KEYS: SettKey[] = [ - 'dynatemp_range', - 'dynatemp_exponent', - 'typical_p', - 'xtc_probability', - 'xtc_threshold', -]; -const PENALTY_KEYS: SettKey[] = [ - 'repeat_last_n', - 'repeat_penalty', - 'presence_penalty', - 'frequency_penalty', - 'dry_multiplier', - 'dry_base', - 'dry_allowed_length', - 'dry_penalty_last_n', -]; - -enum SettingInputType { - SHORT_INPUT, - LONG_INPUT, - CHECKBOX, - CUSTOM, -} - -interface SettingFieldInput { - type: Exclude; - label: string | React.ReactElement; - help?: string | React.ReactElement; - key: SettKey; -} - -interface SettingFieldCustom { - type: SettingInputType.CUSTOM; - key: SettKey; - component: - | string - | React.FC<{ - value: string | boolean | number; - onChange: (value: string) => void; - }>; -} - -interface SettingSection { - title: React.ReactElement; - fields: (SettingFieldInput | SettingFieldCustom)[]; -} - -const ICON_CLASSNAME = 'w-4 h-4 mr-1 inline'; - -const SETTING_SECTIONS: SettingSection[] = [ - { - title: ( - <> - - General - - ), - fields: [ - { - type: SettingInputType.SHORT_INPUT, - label: 'API Key', - key: 'apiKey', - }, - { - type: SettingInputType.LONG_INPUT, - label: 'System Message (will be disabled if left empty)', - key: 'systemMessage', - }, - ...BASIC_KEYS.map( - (key) => - ({ - type: SettingInputType.SHORT_INPUT, - label: key, - key, - }) as SettingFieldInput - ), - ], - }, - { - title: ( - <> - - Samplers - - ), - fields: [ - { - type: SettingInputType.SHORT_INPUT, - label: 'Samplers queue', - key: 'samplers', - }, - ...SAMPLER_KEYS.map( - (key) => - ({ - type: SettingInputType.SHORT_INPUT, - label: key, - key, - }) as SettingFieldInput - ), - ], - }, - { - title: ( - <> - - Penalties - - ), - fields: PENALTY_KEYS.map((key) => ({ - type: SettingInputType.SHORT_INPUT, - label: key, - key, - })), - }, - { - title: ( - <> - - Reasoning - - ), - fields: [ - { - type: SettingInputType.CHECKBOX, - label: 'Expand though process by default for generating message', - key: 'showThoughtInProgress', - }, - { - type: SettingInputType.CHECKBOX, - label: - 'Exclude thought process when sending request to API (Recommended for DeepSeek-R1)', - key: 'excludeThoughtOnReq', - }, - ], - }, - { - title: ( - <> - - Advanced - - ), - fields: [ - { - type: SettingInputType.CUSTOM, - key: 'custom', // dummy key, won't be used - component: () => { - const debugImportDemoConv = async () => { - const res = await fetch('/demo-conversation.json'); - const demoConv = await res.json(); - StorageUtils.remove(demoConv.id); - for (const msg of demoConv.messages) { - StorageUtils.appendMsg(demoConv.id, msg); - } - }; - return ( - - ); - }, - }, - { - type: SettingInputType.CHECKBOX, - label: 'Show tokens per second', - key: 'showTokensPerSecond', - }, - { - type: SettingInputType.LONG_INPUT, - label: ( - <> - Custom JSON config (For more info, refer to{' '} - - server documentation - - ) - - ), - key: 'custom', - }, - ], - }, - { - title: ( - <> - - Experimental - - ), - fields: [ - { - type: SettingInputType.CUSTOM, - key: 'custom', // dummy key, won't be used - component: () => ( - <> -

- Experimental features are not guaranteed to work correctly. -
-
- If you encounter any problems, create a{' '} - - Bug (misc.) - {' '} - report on Github. Please also specify webui/experimental on - the report title and include screenshots. -
-
- Some features may require packages downloaded from CDN, so they - need internet connection. -

- - ), - }, - { - type: SettingInputType.CHECKBOX, - label: ( - <> - Enable Python interpreter -
- - This feature uses{' '} - pyodide, - downloaded from CDN. To use this feature, ask the LLM to generate - python code inside a markdown code block. You will see a "Run" - button on the code block, near the "Copy" button. - - - ), - key: 'pyIntepreterEnabled', - }, - ], - }, -]; - -export default function SettingDialog({ - show, - onClose, -}: { - show: boolean; - onClose: () => void; -}) { - const { config, saveConfig } = useAppContext(); - const [sectionIdx, setSectionIdx] = useState(0); - - // clone the config object to prevent direct mutation - const [localConfig, setLocalConfig] = useState( - JSON.parse(JSON.stringify(config)) - ); - - const resetConfig = () => { - if (window.confirm('Are you sure to reset all settings?')) { - setLocalConfig(CONFIG_DEFAULT); - } - }; - - const handleSave = () => { - // copy the local config to prevent direct mutation - const newConfig: typeof CONFIG_DEFAULT = JSON.parse( - JSON.stringify(localConfig) - ); - // validate the config - for (const key in newConfig) { - const value = newConfig[key as SettKey]; - const mustBeBoolean = isBoolean(CONFIG_DEFAULT[key as SettKey]); - const mustBeString = isString(CONFIG_DEFAULT[key as SettKey]); - const mustBeNumeric = isNumeric(CONFIG_DEFAULT[key as SettKey]); - if (mustBeString) { - if (!isString(value)) { - alert(`Value for ${key} must be string`); - return; - } - } else if (mustBeNumeric) { - const trimedValue = value.toString().trim(); - const numVal = Number(trimedValue); - if (isNaN(numVal) || !isNumeric(numVal) || trimedValue.length === 0) { - alert(`Value for ${key} must be numeric`); - return; - } - // force conversion to number - // @ts-expect-error this is safe - newConfig[key] = numVal; - } else if (mustBeBoolean) { - if (!isBoolean(value)) { - alert(`Value for ${key} must be boolean`); - return; - } - } else { - console.error(`Unknown default type for key ${key}`); - } - } - if (isDev) console.log('Saving config', newConfig); - saveConfig(newConfig); - onClose(); - }; - - const onChange = (key: SettKey) => (value: string | boolean) => { - // note: we do not perform validation here, because we may get incomplete value as user is still typing it - setLocalConfig({ ...localConfig, [key]: value }); - }; - - return ( - -
-

Settings

-
- {/* Left panel, showing sections - Desktop version */} -
- {SETTING_SECTIONS.map((section, idx) => ( -
setSectionIdx(idx)} - dir="auto" - > - {section.title} -
- ))} -
- - {/* Left panel, showing sections - Mobile version */} -
-
- - {SETTING_SECTIONS[sectionIdx].title} - -
    - {SETTING_SECTIONS.map((section, idx) => ( -
    setSectionIdx(idx)} - dir="auto" - > - {section.title} -
    - ))} -
-
-
- - {/* Right panel, showing setting fields */} -
- {SETTING_SECTIONS[sectionIdx].fields.map((field, idx) => { - const key = `${sectionIdx}-${idx}`; - if (field.type === SettingInputType.SHORT_INPUT) { - return ( - - ); - } else if (field.type === SettingInputType.LONG_INPUT) { - return ( - - ); - } else if (field.type === SettingInputType.CHECKBOX) { - return ( - - ); - } else if (field.type === SettingInputType.CUSTOM) { - return ( -
- {typeof field.component === 'string' - ? field.component - : field.component({ - value: localConfig[field.key], - onChange: onChange(field.key), - })} -
- ); - } - })} - -

- Settings are saved in browser's localStorage -

-
-
- -
- - - -
-
- - ); -} - -function SettingsModalLongInput({ - configKey, - value, - onChange, - label, -}: { - configKey: SettKey; - value: string; - onChange: (value: string) => void; - label?: string; -}) { - return ( -