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	 04e632a4aa
			
		
	
	04e632a4aa
	
	
	
		
			
			This commit removes jina-reranker-v1-tiny-en model files that are no longer present on Hugging Face. The motivation for this that it clears up the CI logs from 404 errors which can be a little confusing when looking at the logs the first time. Refs: https://github.com/ggml-org/llama.cpp/actions/runs/18070620247/job/51419855630#step:5:2649
		
			
				
	
	
		
			626 lines
		
	
	
		
			24 KiB
		
	
	
	
		
			Bash
		
	
	
		
			Executable File
		
	
	
	
	
			
		
		
	
	
			626 lines
		
	
	
		
			24 KiB
		
	
	
	
		
			Bash
		
	
	
		
			Executable File
		
	
	
	
	
| #!/usr/bin/env bash
 | |
| #
 | |
| # 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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| # # with SYCL support
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| # GG_BUILD_SYCL=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
 | |
| #
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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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| # # with WebGPU support
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| # GG_BUILD_WEBGPU=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
 | |
| #
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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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| 
 | |
| 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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| 
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| mkdir -p "$1"
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| mkdir -p "$2"
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| 
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| OUT=$(realpath "$1")
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| MNT=$(realpath "$2")
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| 
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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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| 
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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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| 
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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=$(nvidia-smi --query-gpu=compute_cap --format=csv,noheader,nounits 2>/dev/null | head -1 | tr -d '.')
 | |
|         if [[ -n "$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"
 | |
|     if [ -z ${GG_BUILD_AMDGPU_TARGETS} ]; then
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|         echo "Missing GG_BUILD_AMDGPU_TARGETS, please set it to your GPU architecture (e.g. gfx90a, gfx1100, etc.)"
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|         exit 1
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|     fi
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| 
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|     CMAKE_EXTRA="${CMAKE_EXTRA} -DAMDGPU_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 ${ONEAPI_ROOT} ]; then
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|         echo "Not detected ONEAPI_ROOT, please install oneAPI base toolkit and enable it by:"
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|         echo "source /opt/intel/oneapi/setvars.sh"
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|         exit 1
 | |
|     fi
 | |
|     # Use only main GPU
 | |
|     export ONEAPI_DEVICE_SELECTOR="level_zero:0"
 | |
|     # Enable sysman for correct memory reporting
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|     export ZES_ENABLE_SYSMAN=1
 | |
|     # to circumvent precision issues on CPY operations
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|     export SYCL_PROGRAM_COMPILE_OPTIONS="-cl-fp32-correctly-rounded-divide-sqrt"
 | |
|     CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_SYCL=1 -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DGGML_SYCL_F16=ON"
 | |
| fi
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| 
 | |
| if [ ! -z ${GG_BUILD_VULKAN} ]; then
 | |
|     CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_VULKAN=1"
 | |
| 
 | |
|     # if on Mac, disable METAL
 | |
|     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
 | |
| 
 | |
| if [ ! -z ${GG_BUILD_WEBGPU} ]; then
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|     CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_WEBGPU=1"
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| fi
 | |
| 
 | |
| if [ ! -z ${GG_BUILD_MUSA} ]; then
 | |
|     # Use qy1 by default (MTT S80)
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|     MUSA_ARCH=${MUSA_ARCH:-21}
 | |
|     CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_MUSA=ON -DMUSA_ARCHITECTURES=${MUSA_ARCH}"
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| fi
 | |
| 
 | |
| if [ ! -z ${GG_BUILD_NO_SVE} ]; then
 | |
|     # arm 9 and newer enables sve by default, adjust these flags depending on the cpu used
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|     CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_NATIVE=OFF -DGGML_CPU_ARM_ARCH=armv8.5-a+fp16+i8mm"
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| fi
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| 
 | |
| ## helpers
 | |
| 
 | |
| # download a file if it does not exist or if it is outdated
 | |
| 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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| }
 | |
| 
 | |
| function gg_run {
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|     ci=$1
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| 
 | |
|     set -o pipefail
 | |
|     set -x
 | |
| 
 | |
|     gg_run_$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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| 
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|     gg_sum_$ci
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| 
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|     ret=$((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
 | |
|     (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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| }
 | |
| 
 | |
| function gg_sum_ctest_release {
 | |
|     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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| 
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| # test_scripts
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| 
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| function gg_run_test_scripts {
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|     cd ${SRC}
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| 
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|     set -e
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| 
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|     (cd ./tools/gguf-split && time bash tests.sh "$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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| 
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|     set +e
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| }
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| 
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| function gg_sum_test_scripts {
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|     gg_printf '### %s\n\n' "${ci}"
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| 
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|     gg_printf 'Runs test scripts\n'
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|     gg_printf '- status: %s\n' "$(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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| 
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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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| 
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| function gg_run_ctest_with_model_debug {
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|     cd ${SRC}
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| 
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|     local model; model=$(gg_get_model)
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|     cd build-ci-debug
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|     set -e
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| 
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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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| 
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|     set +e
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|     cd ..
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| }
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| 
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| function gg_run_ctest_with_model_release {
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|     cd ${SRC}
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| 
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|     local model; model=$(gg_get_model)
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|     cd build-ci-release
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|     set -e
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| 
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|     (LLAMACPP_TEST_MODELFILE="$model" time ctest --output-on-failure -L model) 2>&1 | tee -a $OUT/${ci}-ctest.log
 | |
| 
 | |
|     # 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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| 
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|     set +e
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|     cd ..
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| }
 | |
| 
 | |
| function gg_sum_ctest_with_model_debug {
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|     gg_printf '### %s\n\n' "${ci}"
 | |
| 
 | |
|     gg_printf 'Runs ctest with model files in debug mode\n'
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|     gg_printf '- status: %s\n' "$(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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| }
 | |
| 
 | |
| function gg_sum_ctest_with_model_release {
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|     gg_printf '### %s\n\n' "${ci}"
 | |
| 
 | |
|     gg_printf 'Runs ctest with model files in release mode\n'
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|     gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
 | |
|     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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| }
 | |
| 
 | |
| # qwen3_0_6b
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| 
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| function gg_run_qwen3_0_6b {
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|     cd ${SRC}
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| 
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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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| 
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| 
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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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| 
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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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| 
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|     rm -rf build-ci-release && mkdir build-ci-release && cd build-ci-release
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| 
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|     set -e
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| 
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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
 | |
| 
 | |
|     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 ${path_models}/ggml-model-bf16.gguf --outtype bf16
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| 
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|     model_f16="${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="${path_models}/ggml-model-q6_k.gguf"
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| 
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|     wiki_test="${path_wiki}/wiki.test.raw"
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| 
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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)
 | |
| 
 | |
|     (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
 | |
|     (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
 | |
|     (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
 | |
|     (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
 | |
|     (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
 | |
|     (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
 | |
|     (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
 | |
|     (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
 | |
|     (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
 | |
|     (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
 | |
|     (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
 |