mirror of
https://github.com/ggml-org/llama.cpp.git
synced 2025-11-03 09:22:01 +00:00
657 lines
25 KiB
Bash
Executable File
657 lines
25 KiB
Bash
Executable File
#!/usr/bin/env bash
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#
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# sample usage:
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#
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# mkdir tmp
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#
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# # CPU-only build
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# bash ./ci/run.sh ./tmp/results ./tmp/mnt
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#
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# # with CUDA support
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# GG_BUILD_CUDA=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
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#
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# # with SYCL support
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# GG_BUILD_SYCL=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
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#
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# # with VULKAN support
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# GG_BUILD_VULKAN=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
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#
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# # with WebGPU support
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# GG_BUILD_WEBGPU=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
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#
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# # with MUSA support
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# GG_BUILD_MUSA=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
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#
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# # with KLEIDIAI support
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# GG_BUILD_KLEIDIAI=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
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#
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if [ -z "$2" ]; then
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echo "usage: $0 <output-dir> <mnt-dir>"
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exit 1
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fi
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mkdir -p "$1"
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mkdir -p "$2"
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OUT=$(realpath "$1")
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MNT=$(realpath "$2")
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rm -f $OUT/*.log
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rm -f $OUT/*.exit
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rm -f $OUT/*.md
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sd=`dirname $0`
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cd $sd/../
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SRC=`pwd`
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CMAKE_EXTRA="-DLLAMA_FATAL_WARNINGS=ON -DLLAMA_CURL=ON"
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if [ ! -z ${GG_BUILD_METAL} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_METAL=ON"
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fi
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if [ ! -z ${GG_BUILD_CUDA} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_CUDA=ON"
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if command -v nvidia-smi >/dev/null 2>&1; then
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CUDA_ARCH=$(nvidia-smi --query-gpu=compute_cap --format=csv,noheader,nounits 2>/dev/null | head -1 | tr -d '.')
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if [[ -n "$CUDA_ARCH" && "$CUDA_ARCH" =~ ^[0-9]+$ ]]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DCMAKE_CUDA_ARCHITECTURES=${CUDA_ARCH}"
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else
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echo "Warning: Using fallback CUDA architectures"
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CMAKE_EXTRA="${CMAKE_EXTRA} -DCMAKE_CUDA_ARCHITECTURES=61;70;75;80;86;89"
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fi
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else
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echo "Error: nvidia-smi not found, cannot build with CUDA"
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exit 1
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fi
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fi
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if [ ! -z ${GG_BUILD_ROCM} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_HIP=ON"
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if [ -z ${GG_BUILD_AMDGPU_TARGETS} ]; then
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echo "Missing GG_BUILD_AMDGPU_TARGETS, please set it to your GPU architecture (e.g. gfx90a, gfx1100, etc.)"
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exit 1
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fi
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGPU_TARGETS=${GG_BUILD_AMDGPU_TARGETS}"
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fi
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if [ ! -z ${GG_BUILD_SYCL} ]; then
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if [ -z ${ONEAPI_ROOT} ]; then
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echo "Not detected ONEAPI_ROOT, please install oneAPI base toolkit and enable it by:"
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echo "source /opt/intel/oneapi/setvars.sh"
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exit 1
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fi
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# Use only main GPU
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export ONEAPI_DEVICE_SELECTOR="level_zero:0"
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# Enable sysman for correct memory reporting
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export ZES_ENABLE_SYSMAN=1
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# to circumvent precision issues on CPY operations
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export SYCL_PROGRAM_COMPILE_OPTIONS="-cl-fp32-correctly-rounded-divide-sqrt"
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_SYCL=1 -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DGGML_SYCL_F16=ON"
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fi
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if [ ! -z ${GG_BUILD_VULKAN} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_VULKAN=1"
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# if on Mac, disable METAL
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if [[ "$OSTYPE" == "darwin"* ]]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_METAL=OFF -DGGML_BLAS=OFF"
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fi
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fi
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if [ ! -z ${GG_BUILD_WEBGPU} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_WEBGPU=1"
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fi
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if [ ! -z ${GG_BUILD_MUSA} ]; then
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# Use qy1 by default (MTT S80)
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MUSA_ARCH=${MUSA_ARCH:-21}
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_MUSA=ON -DMUSA_ARCHITECTURES=${MUSA_ARCH}"
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fi
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if [ ! -z ${GG_BUILD_NO_SVE} ]; then
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# arm 9 and newer enables sve by default, adjust these flags depending on the cpu used
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_NATIVE=OFF -DGGML_CPU_ARM_ARCH=armv8.5-a+fp16+i8mm"
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fi
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if [ -n "${GG_BUILD_KLEIDIAI}" ]; then
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echo ">>===== Enabling KleidiAI support"
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CANDIDATES=("armv9-a+dotprod+i8mm" "armv8.6-a+dotprod+i8mm" "armv8.2-a+dotprod")
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CPU=""
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for cpu in "${CANDIDATES[@]}"; do
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if echo 'int main(){}' | ${CXX:-c++} -march="$cpu" -x c++ - -c -o /dev/null >/dev/null 2>&1; then
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CPU="$cpu"
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break
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fi
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done
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if [ -z "$CPU" ]; then
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echo "ERROR: None of the required ARM baselines (armv9/armv8.6/armv8.2 + dotprod) are supported by this compiler."
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exit 1
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fi
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echo ">>===== Using ARM baseline: ${CPU}"
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CMAKE_EXTRA="${CMAKE_EXTRA:+$CMAKE_EXTRA } \
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-DGGML_NATIVE=OFF \
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-DGGML_CPU_KLEIDIAI=ON \
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-DGGML_CPU_AARCH64=ON \
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-DGGML_CPU_ARM_ARCH=${CPU} \
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-DBUILD_SHARED_LIBS=OFF"
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fi
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## helpers
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# download a file if it does not exist or if it is outdated
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function gg_wget {
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local out=$1
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local url=$2
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local cwd=`pwd`
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mkdir -p $out
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cd $out
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# should not re-download if file is the same
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wget -nv -c -N $url
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cd $cwd
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}
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function gg_printf {
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printf -- "$@" >> $OUT/README.md
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}
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function gg_run {
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ci=$1
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set -o pipefail
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set -x
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gg_run_$ci | tee $OUT/$ci.log
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cur=$?
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echo "$cur" > $OUT/$ci.exit
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set +x
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set +o pipefail
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gg_sum_$ci
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ret=$((ret | cur))
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}
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## ci
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# ctest_debug
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function gg_run_ctest_debug {
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cd ${SRC}
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rm -rf build-ci-debug && mkdir build-ci-debug && cd build-ci-debug
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set -e
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# Check cmake, make and ctest are installed
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gg_check_build_requirements
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(time cmake -DCMAKE_BUILD_TYPE=Debug ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log
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(time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log
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(time ctest --output-on-failure -L main -E "test-opt|test-backend-ops" ) 2>&1 | tee -a $OUT/${ci}-ctest.log
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set +e
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}
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function gg_sum_ctest_debug {
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gg_printf '### %s\n\n' "${ci}"
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gg_printf 'Runs ctest in debug mode\n'
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gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
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gg_printf '```\n'
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gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)"
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gg_printf '```\n'
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gg_printf '\n'
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}
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# ctest_release
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function gg_run_ctest_release {
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cd ${SRC}
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rm -rf build-ci-release && mkdir build-ci-release && cd build-ci-release
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set -e
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# Check cmake, make and ctest are installed
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gg_check_build_requirements
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(time cmake -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log
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(time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log
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if [ -z ${GG_BUILD_LOW_PERF} ]; then
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(time ctest --output-on-failure -L main ) 2>&1 | tee -a $OUT/${ci}-ctest.log
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else
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(time ctest --output-on-failure -L main -E test-opt ) 2>&1 | tee -a $OUT/${ci}-ctest.log
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fi
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set +e
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}
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function gg_sum_ctest_release {
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gg_printf '### %s\n\n' "${ci}"
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gg_printf 'Runs ctest in release mode\n'
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gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
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gg_printf '```\n'
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gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)"
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gg_printf '```\n'
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}
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# test_scripts
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function gg_run_test_scripts {
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cd ${SRC}
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set -e
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(cd ./tools/gguf-split && time bash tests.sh "$SRC/build-ci-release/bin" "$MNT/models") 2>&1 | tee -a $OUT/${ci}-scripts.log
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(cd ./tools/quantize && time bash tests.sh "$SRC/build-ci-release/bin" "$MNT/models") 2>&1 | tee -a $OUT/${ci}-scripts.log
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set +e
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}
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function gg_sum_test_scripts {
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gg_printf '### %s\n\n' "${ci}"
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gg_printf 'Runs test scripts\n'
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gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
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gg_printf '```\n'
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gg_printf '%s\n' "$(cat $OUT/${ci}-scripts.log)"
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gg_printf '```\n'
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gg_printf '\n'
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}
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function gg_get_model {
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local gguf_0="$MNT/models/qwen3/0.6B/ggml-model-f16.gguf"
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if [[ -s $gguf_0 ]]; then
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echo -n "$gguf_0"
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else
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echo >&2 "No model found. Can't run gg_run_ctest_with_model."
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exit 1
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fi
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}
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function gg_run_ctest_with_model_debug {
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cd ${SRC}
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local model; model=$(gg_get_model)
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cd build-ci-debug
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set -e
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(LLAMACPP_TEST_MODELFILE="$model" time ctest --output-on-failure -L model) 2>&1 | tee -a $OUT/${ci}-ctest.log
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set +e
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cd ..
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}
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function gg_run_ctest_with_model_release {
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cd ${SRC}
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local model; model=$(gg_get_model)
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cd build-ci-release
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set -e
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(LLAMACPP_TEST_MODELFILE="$model" time ctest --output-on-failure -L model) 2>&1 | tee -a $OUT/${ci}-ctest.log
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# test memory leaks
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#if [[ ! -z ${GG_BUILD_METAL} ]]; then
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# # TODO: this hangs for some reason ...
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# (time leaks -quiet -atExit -- ./bin/test-thread-safety -m $model --parallel 2 -t 2 -p "hello") 2>&1 | tee -a $OUT/${ci}-leaks.log
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#fi
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set +e
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cd ..
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}
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function gg_sum_ctest_with_model_debug {
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gg_printf '### %s\n\n' "${ci}"
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gg_printf 'Runs ctest with model files in debug mode\n'
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gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
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gg_printf '```\n'
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gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)"
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gg_printf '```\n'
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}
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function gg_sum_ctest_with_model_release {
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gg_printf '### %s\n\n' "${ci}"
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gg_printf 'Runs ctest with model files in release mode\n'
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gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
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gg_printf '```\n'
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gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)"
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gg_printf '```\n'
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}
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# qwen3_0_6b
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function gg_run_qwen3_0_6b {
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cd ${SRC}
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gg_wget models-mnt/qwen3/0.6B/ https://huggingface.co/Qwen/Qwen3-0.6B-Base/raw/main/config.json
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gg_wget models-mnt/qwen3/0.6B/ https://huggingface.co/Qwen/Qwen3-0.6B-Base/raw/main/tokenizer.json
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gg_wget models-mnt/qwen3/0.6B/ https://huggingface.co/Qwen/Qwen3-0.6B-Base/raw/main/tokenizer_config.json
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#gg_wget models-mnt/qwen3/0.6B/ https://huggingface.co/Qwen/Qwen3-0.6B-Base/raw/main/special_tokens_map.json
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gg_wget models-mnt/qwen3/0.6B/ https://huggingface.co/Qwen/Qwen3-0.6B-Base/resolve/main/model.safetensors
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gg_wget models-mnt/wikitext/ https://huggingface.co/datasets/ggml-org/ci/resolve/main/wikitext-2-raw-v1.zip
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unzip -o models-mnt/wikitext/wikitext-2-raw-v1.zip -d models-mnt/wikitext/
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path_models="../models-mnt/qwen3/0.6B"
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path_wiki="../models-mnt/wikitext/wikitext-2-raw"
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rm -rf build-ci-release && mkdir build-ci-release && cd build-ci-release
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set -e
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(time cmake -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log
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(time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log
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python3 ../convert_hf_to_gguf.py ${path_models} --outfile ${path_models}/ggml-model-f16.gguf --outtype f16
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python3 ../convert_hf_to_gguf.py ${path_models} --outfile ${path_models}/ggml-model-bf16.gguf --outtype bf16
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model_f16="${path_models}/ggml-model-f16.gguf"
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model_bf16="${path_models}/ggml-model-bf16.gguf"
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model_q8_0="${path_models}/ggml-model-q8_0.gguf"
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model_q4_0="${path_models}/ggml-model-q4_0.gguf"
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model_q4_1="${path_models}/ggml-model-q4_1.gguf"
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model_q5_0="${path_models}/ggml-model-q5_0.gguf"
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model_q5_1="${path_models}/ggml-model-q5_1.gguf"
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model_q2_k="${path_models}/ggml-model-q2_k.gguf"
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model_q3_k="${path_models}/ggml-model-q3_k.gguf"
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model_q4_k="${path_models}/ggml-model-q4_k.gguf"
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model_q5_k="${path_models}/ggml-model-q5_k.gguf"
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model_q6_k="${path_models}/ggml-model-q6_k.gguf"
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wiki_test="${path_wiki}/wiki.test.raw"
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./bin/llama-quantize ${model_bf16} ${model_q8_0} q8_0 $(nproc)
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./bin/llama-quantize ${model_bf16} ${model_q4_0} q4_0 $(nproc)
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./bin/llama-quantize ${model_bf16} ${model_q4_1} q4_1 $(nproc)
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./bin/llama-quantize ${model_bf16} ${model_q5_0} q5_0 $(nproc)
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./bin/llama-quantize ${model_bf16} ${model_q5_1} q5_1 $(nproc)
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./bin/llama-quantize ${model_bf16} ${model_q2_k} q2_k $(nproc)
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./bin/llama-quantize ${model_bf16} ${model_q3_k} q3_k $(nproc)
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./bin/llama-quantize ${model_bf16} ${model_q4_k} q4_k $(nproc)
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./bin/llama-quantize ${model_bf16} ${model_q5_k} q5_k $(nproc)
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./bin/llama-quantize ${model_bf16} ${model_q6_k} q6_k $(nproc)
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(time ./bin/llama-cli -no-cnv --model ${model_f16} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log
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(time ./bin/llama-cli -no-cnv --model ${model_bf16} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-bf16.log
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(time ./bin/llama-cli -no-cnv --model ${model_q8_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q8_0.log
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(time ./bin/llama-cli -no-cnv --model ${model_q4_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_0.log
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(time ./bin/llama-cli -no-cnv --model ${model_q4_1} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_1.log
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(time ./bin/llama-cli -no-cnv --model ${model_q5_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_0.log
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(time ./bin/llama-cli -no-cnv --model ${model_q5_1} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_1.log
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(time ./bin/llama-cli -no-cnv --model ${model_q2_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q2_k.log
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(time ./bin/llama-cli -no-cnv --model ${model_q3_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q3_k.log
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(time ./bin/llama-cli -no-cnv --model ${model_q4_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_k.log
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(time ./bin/llama-cli -no-cnv --model ${model_q5_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_k.log
|
|
(time ./bin/llama-cli -no-cnv --model ${model_q6_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q6_k.log
|
|
|
|
(time ./bin/llama-perplexity --model ${model_f16} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log
|
|
if [ -z ${GG_BUILD_NO_BF16} ]; then
|
|
(time ./bin/llama-perplexity --model ${model_bf16} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-bf16.log
|
|
fi
|
|
(time ./bin/llama-perplexity --model ${model_q8_0} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-q8_0.log
|
|
(time ./bin/llama-perplexity --model ${model_q4_0} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-q4_0.log
|
|
(time ./bin/llama-perplexity --model ${model_q4_1} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-q4_1.log
|
|
(time ./bin/llama-perplexity --model ${model_q5_0} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-q5_0.log
|
|
(time ./bin/llama-perplexity --model ${model_q5_1} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-q5_1.log
|
|
(time ./bin/llama-perplexity --model ${model_q2_k} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-q2_k.log
|
|
(time ./bin/llama-perplexity --model ${model_q3_k} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-q3_k.log
|
|
(time ./bin/llama-perplexity --model ${model_q4_k} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-q4_k.log
|
|
(time ./bin/llama-perplexity --model ${model_q5_k} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-q5_k.log
|
|
(time ./bin/llama-perplexity --model ${model_q6_k} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-q6_k.log
|
|
|
|
(time ./bin/llama-imatrix --model ${model_f16} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-imatrix.log
|
|
|
|
(time ./bin/llama-save-load-state --model ${model_q4_0} -ngl 10 -c 1024 -fa off ) 2>&1 | tee -a $OUT/${ci}-save-load-state.log
|
|
(time ./bin/llama-save-load-state --model ${model_q4_0} -ngl 10 -c 1024 -fa on ) 2>&1 | tee -a $OUT/${ci}-save-load-state.log
|
|
(time ./bin/llama-save-load-state --model ${model_q4_0} -ngl 99 -c 1024 -fa off ) 2>&1 | tee -a $OUT/${ci}-save-load-state.log
|
|
(time ./bin/llama-save-load-state --model ${model_q4_0} -ngl 99 -c 1024 -fa on ) 2>&1 | tee -a $OUT/${ci}-save-load-state.log
|
|
|
|
function check_ppl {
|
|
qnt="$1"
|
|
ppl=$(echo "$2" | grep -oE "[0-9]+\.[0-9]+" | tail -n 1)
|
|
|
|
if [ $(echo "$ppl > 20.0" | bc) -eq 1 ]; then
|
|
printf ' - %s @ %s (FAIL: ppl > 20.0)\n' "$qnt" "$ppl"
|
|
return 20
|
|
fi
|
|
|
|
printf ' - %s @ %s OK\n' "$qnt" "$ppl"
|
|
return 0
|
|
}
|
|
|
|
check_ppl "f16" "$(cat $OUT/${ci}-tg-f16.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
if [ -z ${GG_BUILD_NO_BF16} ]; then
|
|
check_ppl "bf16" "$(cat $OUT/${ci}-tg-bf16.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
fi
|
|
check_ppl "q8_0" "$(cat $OUT/${ci}-tg-q8_0.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
check_ppl "q4_0" "$(cat $OUT/${ci}-tg-q4_0.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
check_ppl "q4_1" "$(cat $OUT/${ci}-tg-q4_1.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
check_ppl "q5_0" "$(cat $OUT/${ci}-tg-q5_0.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
check_ppl "q5_1" "$(cat $OUT/${ci}-tg-q5_1.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
#check_ppl "q2_k" "$(cat $OUT/${ci}-tg-q2_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log # note: ppl > 20.0 for this quant and model
|
|
check_ppl "q3_k" "$(cat $OUT/${ci}-tg-q3_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
check_ppl "q4_k" "$(cat $OUT/${ci}-tg-q4_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
check_ppl "q5_k" "$(cat $OUT/${ci}-tg-q5_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
check_ppl "q6_k" "$(cat $OUT/${ci}-tg-q6_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
|
|
|
|
cat $OUT/${ci}-imatrix.log | grep "Final" >> $OUT/${ci}-imatrix-sum.log
|
|
|
|
set +e
|
|
}
|
|
|
|
function gg_sum_qwen3_0_6b {
|
|
gg_printf '### %s\n\n' "${ci}"
|
|
|
|
gg_printf 'Qwen3 0.6B:\n'
|
|
gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
|
|
gg_printf '- perplexity:\n%s\n' "$(cat $OUT/${ci}-ppl.log)"
|
|
gg_printf '- imatrix:\n```\n%s\n```\n' "$(cat $OUT/${ci}-imatrix-sum.log)"
|
|
gg_printf '- f16:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-f16.log)"
|
|
if [ -z ${GG_BUILD_NO_BF16} ]; then
|
|
gg_printf '- bf16:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-bf16.log)"
|
|
fi
|
|
gg_printf '- q8_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q8_0.log)"
|
|
gg_printf '- q4_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q4_0.log)"
|
|
gg_printf '- q4_1:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q4_1.log)"
|
|
gg_printf '- q5_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q5_0.log)"
|
|
gg_printf '- q5_1:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q5_1.log)"
|
|
gg_printf '- q2_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q2_k.log)"
|
|
gg_printf '- q3_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q3_k.log)"
|
|
gg_printf '- q4_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q4_k.log)"
|
|
gg_printf '- q5_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q5_k.log)"
|
|
gg_printf '- q6_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q6_k.log)"
|
|
gg_printf '- save-load-state: \n```\n%s\n```\n' "$(cat $OUT/${ci}-save-load-state.log)"
|
|
}
|
|
|
|
# bge-small
|
|
|
|
function gg_run_embd_bge_small {
|
|
cd ${SRC}
|
|
|
|
gg_wget models-mnt/bge-small/ https://huggingface.co/BAAI/bge-small-en-v1.5/raw/main/config.json
|
|
gg_wget models-mnt/bge-small/ https://huggingface.co/BAAI/bge-small-en-v1.5/raw/main/tokenizer.json
|
|
gg_wget models-mnt/bge-small/ https://huggingface.co/BAAI/bge-small-en-v1.5/raw/main/tokenizer_config.json
|
|
gg_wget models-mnt/bge-small/ https://huggingface.co/BAAI/bge-small-en-v1.5/raw/main/special_tokens_map.json
|
|
gg_wget models-mnt/bge-small/ https://huggingface.co/BAAI/bge-small-en-v1.5/resolve/main/pytorch_model.bin
|
|
gg_wget models-mnt/bge-small/ https://huggingface.co/BAAI/bge-small-en-v1.5/raw/main/sentence_bert_config.json
|
|
gg_wget models-mnt/bge-small/ https://huggingface.co/BAAI/bge-small-en-v1.5/raw/main/vocab.txt
|
|
gg_wget models-mnt/bge-small/ https://huggingface.co/BAAI/bge-small-en-v1.5/raw/main/modules.json
|
|
gg_wget models-mnt/bge-small/ https://huggingface.co/BAAI/bge-small-en-v1.5/raw/main/config.json
|
|
|
|
gg_wget models-mnt/bge-small/1_Pooling https://huggingface.co/BAAI/bge-small-en-v1.5/raw/main/1_Pooling/config.json
|
|
|
|
path_models="../models-mnt/bge-small"
|
|
|
|
rm -rf build-ci-release && mkdir build-ci-release && cd build-ci-release
|
|
|
|
set -e
|
|
|
|
(time cmake -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log
|
|
(time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log
|
|
|
|
python3 ../convert_hf_to_gguf.py ${path_models} --outfile ${path_models}/ggml-model-f16.gguf
|
|
|
|
model_f16="${path_models}/ggml-model-f16.gguf"
|
|
model_q8_0="${path_models}/ggml-model-q8_0.gguf"
|
|
|
|
./bin/llama-quantize ${model_f16} ${model_q8_0} q8_0
|
|
|
|
(time ./bin/llama-embedding --model ${model_f16} -p "I believe the meaning of life is" -ngl 99 -c 0 ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log
|
|
(time ./bin/llama-embedding --model ${model_q8_0} -p "I believe the meaning of life is" -ngl 99 -c 0 ) 2>&1 | tee -a $OUT/${ci}-tg-q8_0.log
|
|
|
|
set +e
|
|
}
|
|
|
|
function gg_sum_embd_bge_small {
|
|
gg_printf '### %s\n\n' "${ci}"
|
|
|
|
gg_printf 'BGE Small (BERT):\n'
|
|
gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
|
|
gg_printf '- f16: \n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-f16.log)"
|
|
gg_printf '- q8_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q8_0.log)"
|
|
}
|
|
|
|
# rerank_tiny
|
|
|
|
function gg_run_rerank_tiny {
|
|
cd ${SRC}
|
|
|
|
gg_wget models-mnt/rerank-tiny/ https://huggingface.co/jinaai/jina-reranker-v1-tiny-en/raw/main/config.json
|
|
gg_wget models-mnt/rerank-tiny/ https://huggingface.co/jinaai/jina-reranker-v1-tiny-en/raw/main/tokenizer.json
|
|
gg_wget models-mnt/rerank-tiny/ https://huggingface.co/jinaai/jina-reranker-v1-tiny-en/raw/main/tokenizer_config.json
|
|
gg_wget models-mnt/rerank-tiny/ https://huggingface.co/jinaai/jina-reranker-v1-tiny-en/raw/main/special_tokens_map.json
|
|
gg_wget models-mnt/rerank-tiny/ https://huggingface.co/jinaai/jina-reranker-v1-tiny-en/resolve/main/pytorch_model.bin
|
|
gg_wget models-mnt/rerank-tiny/ https://huggingface.co/jinaai/jina-reranker-v1-tiny-en/raw/main/vocab.json
|
|
|
|
path_models="../models-mnt/rerank-tiny"
|
|
|
|
rm -rf build-ci-release && mkdir build-ci-release && cd build-ci-release
|
|
|
|
set -e
|
|
|
|
(time cmake -DCMAKE_BUILD_TYPE=Release ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log
|
|
(time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log
|
|
|
|
python3 ../convert_hf_to_gguf.py ${path_models} --outfile ${path_models}/ggml-model-f16.gguf
|
|
|
|
model_f16="${path_models}/ggml-model-f16.gguf"
|
|
|
|
# for this model, the SEP token is "</s>"
|
|
(time ./bin/llama-embedding --model ${model_f16} -p "what is panda?\thi\nwhat is panda?\tit's a bear\nwhat is panda?\tThe giant panda (Ailuropoda melanoleuca), sometimes called a panda bear or simply panda, is a bear species endemic to China." -ngl 99 -c 0 --pooling rank --embd-normalize -1 --verbose-prompt) 2>&1 | tee -a $OUT/${ci}-rk-f16.log
|
|
|
|
# sample output
|
|
# rerank score 0: 0.029
|
|
# rerank score 1: 0.029
|
|
# rerank score 2: 0.135
|
|
|
|
# check that the score is in the range [$3, $4]
|
|
function check_score {
|
|
qnt="$1"
|
|
score=$(echo "$2" | grep -oE "[0-9]+\.[0-9]+" | tail -n 1)
|
|
|
|
if [ $(echo "$score < $3" | bc) -eq 1 ] || [ $(echo "$score > $4" | bc) -eq 1 ]; then
|
|
printf ' - %s @ %s (FAIL: score not in range [%s, %s])\n' "$qnt" "$score" "$3" "$4"
|
|
return 20
|
|
fi
|
|
|
|
printf ' - %s @ %s OK\n' "$qnt" "$score"
|
|
return 0
|
|
}
|
|
|
|
check_score "rerank score 0" "$(cat $OUT/${ci}-rk-f16.log | grep "rerank score 0")" "0.00" "0.05" | tee -a $OUT/${ci}-rk-f16.log
|
|
check_score "rerank score 1" "$(cat $OUT/${ci}-rk-f16.log | grep "rerank score 1")" "0.00" "0.05" | tee -a $OUT/${ci}-rk-f16.log
|
|
check_score "rerank score 2" "$(cat $OUT/${ci}-rk-f16.log | grep "rerank score 2")" "0.10" "0.30" | tee -a $OUT/${ci}-rk-f16.log
|
|
|
|
set +e
|
|
}
|
|
|
|
function gg_sum_rerank_tiny {
|
|
gg_printf '### %s\n\n' "${ci}"
|
|
|
|
gg_printf 'Rerank Tiny (Jina):\n'
|
|
gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
|
|
gg_printf '- f16: \n```\n%s\n```\n' "$(cat $OUT/${ci}-rk-f16.log)"
|
|
}
|
|
|
|
function gg_check_build_requirements {
|
|
if ! command -v cmake &> /dev/null; then
|
|
gg_printf 'cmake not found, please install'
|
|
fi
|
|
|
|
if ! command -v make &> /dev/null; then
|
|
gg_printf 'make not found, please install'
|
|
fi
|
|
|
|
if ! command -v ctest &> /dev/null; then
|
|
gg_printf 'ctest not found, please install'
|
|
fi
|
|
}
|
|
|
|
## main
|
|
|
|
export LLAMA_LOG_PREFIX=1
|
|
export LLAMA_LOG_TIMESTAMPS=1
|
|
|
|
if [ -z ${GG_BUILD_LOW_PERF} ]; then
|
|
# Create symlink: ./llama.cpp/models-mnt -> $MNT/models
|
|
rm -rf ${SRC}/models-mnt
|
|
mnt_models=${MNT}/models
|
|
mkdir -p ${mnt_models}
|
|
ln -sfn ${mnt_models} ${SRC}/models-mnt
|
|
|
|
# Create a fresh python3 venv and enter it
|
|
if ! python3 -m venv "$MNT/venv"; then
|
|
echo "Error: Failed to create Python virtual environment at $MNT/venv."
|
|
exit 1
|
|
fi
|
|
source "$MNT/venv/bin/activate"
|
|
|
|
pip install -r ${SRC}/requirements.txt --disable-pip-version-check
|
|
pip install --editable gguf-py --disable-pip-version-check
|
|
fi
|
|
|
|
ret=0
|
|
|
|
test $ret -eq 0 && gg_run ctest_debug
|
|
test $ret -eq 0 && gg_run ctest_release
|
|
|
|
if [ -z ${GG_BUILD_LOW_PERF} ]; then
|
|
test $ret -eq 0 && gg_run embd_bge_small
|
|
test $ret -eq 0 && gg_run rerank_tiny
|
|
|
|
if [ -z ${GG_BUILD_CLOUD} ] || [ ${GG_BUILD_EXTRA_TESTS_0} ]; then
|
|
test $ret -eq 0 && gg_run test_scripts
|
|
fi
|
|
|
|
test $ret -eq 0 && gg_run qwen3_0_6b
|
|
|
|
test $ret -eq 0 && gg_run ctest_with_model_debug
|
|
test $ret -eq 0 && gg_run ctest_with_model_release
|
|
fi
|
|
|
|
cat $OUT/README.md
|
|
|
|
exit $ret
|