Spaces:
Running
Running
ggml-ci: add run.sh (#2877)
Browse files- ci/README.md +41 -0
- ci/run.sh +333 -0
ci/README.md
ADDED
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# CI
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In addition to [Github Actions](https://github.com/ggerganov/whisper.cpp/actions) `whisper.cpp` uses a custom CI framework:
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https://github.com/ggml-org/ci
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It monitors the `master` branch for new commits and runs the
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[ci/run.sh](https://github.com/ggerganov/whisper.cpp/blob/master/ci/run.sh) script on dedicated cloud instances. This allows us
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to execute heavier workloads compared to just using Github Actions. Also with time, the cloud instances will be scaled
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to cover various hardware architectures, including GPU and Apple Silicon instances.
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Collaborators can optionally trigger the CI run by adding the `ggml-ci` keyword to their commit message.
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Only the branches of this repo are monitored for this keyword.
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It is a good practice, before publishing changes to execute the full CI locally on your machine:
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```bash
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mkdir tmp
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# CPU-only build
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bash ./ci/run.sh ./tmp/results ./tmp/mnt
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# with CUDA support
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GGML_CUDA=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
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```
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## Environment Variables
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The CI script supports several environment variables to control the build:
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| Variable | Description |
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|----------|-------------|
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| `GGML_CUDA` | Enable NVIDIA CUDA GPU acceleration |
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| `GGML_SYCL` | Enable Intel SYCL acceleration |
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| `GGML_VULKAN` | Enable Vulkan GPU acceleration |
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| `GGML_METAL` | Enable Metal acceleration on Apple Silicon |
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| `GGML_BLAS` | Enable BLAS CPU acceleration |
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| `WHISPER_OPENVINO` | Enable OpenVINO support |
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| `WHISPER_COREML` | Enable Core ML support for Apple Neural Engine |
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| `GG_BUILD_LOW_PERF` | Limit tests for low-performance hardware |
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| `GGML_TEST_MODELS` | Comma-separated list of models to test (e.g. "tiny.en,tiny,base,medium", defaults to all models unless `GG_BUILD_LOW_PERF` is set) |
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ci/run.sh
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#!/bin/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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# GGML_CUDA=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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ALL_MODELS=( "tiny.en" "tiny" "base.en" "base" "small.en" "small" "medium.en" "medium" "large-v1" "large-v2" "large-v3" "large-v3-turbo" )
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BENCH_N_THREADS=4
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BENCH_ENCODER_ONLY=0
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BENCH_FLASH_ATTN=0
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# check for user-specified models first. if not specified, use fast models
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if [ ! -z ${GGML_TEST_MODELS} ]; then
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IFS=',' read -r -a MODELS <<< "${GGML_TEST_MODELS}"
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else
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if [ ! -z ${GG_BUILD_LOW_PERF} ]; then
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MODELS=( "tiny" "base" "small" )
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else
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MODELS=("${ALL_MODELS[@]}")
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fi
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fi
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CMAKE_EXTRA="-DWHISPER_FATAL_WARNINGS=ON"
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if [ ! -z ${GGML_CUDA} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_CUDA=ON -DCMAKE_CUDA_ARCHITECTURES=native"
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fi
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if [ ! -z ${GGML_SYCL} ]; then
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if [ -z ${ONEAPI_ROOT} ]; then
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echo "Not detected ONEAPI_ROOT, please install oneAPI base toolkit and enable it by:"
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echo "source /opt/intel/oneapi/setvars.sh"
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exit 1
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fi
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DGGML_SYCL_F16=ON"
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fi
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if [ ! -z ${WHISPER_OPENVINO} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DWHISPER_OPENVINO=ON"
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fi
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if [ ! -z ${GGML_METAL} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_METAL=ON"
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fi
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if [ ! -z ${GGML_VULKAN} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_VULKAN=ON"
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fi
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if [ ! -z ${GGML_BLAS} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_BLAS=ON"
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fi
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if [ ! -z ${WHISPER_COREML} ]; then
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CMAKE_EXTRA="${CMAKE_EXTRA} -DWHISPER_COREML=ON"
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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 -N $url
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cd $cwd
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}
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function gg_download_model {
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local model_name=$1
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local model_file="$MNT/models/ggml-${model_name}.bin"
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+
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| 107 |
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if [ ! -f ${model_file} ]; then
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local cwd=`pwd`
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mkdir -p "$MNT/models"
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| 110 |
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cd "$MNT/models"
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| 111 |
+
bash "$cwd/models/download-ggml-model.sh" ${model_name} .
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cd "$cwd"
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| 113 |
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fi
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}
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| 115 |
+
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| 116 |
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function gg_printf {
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| 117 |
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printf -- "$@" >> $OUT/README.md
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| 118 |
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}
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| 119 |
+
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| 120 |
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# Helper function to check command exit status
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| 121 |
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function gg_check_last_command_status {
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| 122 |
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local exit_file=$1
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| 123 |
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local command_name=$2
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| 124 |
+
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| 125 |
+
local exit_status=$?
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| 126 |
+
echo "$exit_status" > "$exit_file"
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| 127 |
+
|
| 128 |
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if [ $exit_status -ne 0 ]; then
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| 129 |
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echo "Error: Command $command_name failed with exit status $exit_status"
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| 130 |
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return 1
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| 131 |
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fi
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| 132 |
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| 133 |
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return 0
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| 134 |
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}
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| 135 |
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| 136 |
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# Usage: gg_run <test_name> [additional_args...]
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| 137 |
+
#
|
| 138 |
+
# Parameters:
|
| 139 |
+
# test_name - Name of the test to run (calls gg_run_<test_name>)
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| 140 |
+
# additional_args - Any additional arguments to pass to the test function (first argument is appended to the log filename)
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| 141 |
+
function gg_run {
|
| 142 |
+
ci=$1
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| 143 |
+
|
| 144 |
+
if [ $# -gt 1 ]; then
|
| 145 |
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ci="${ci}_${2}"
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| 146 |
+
fi
|
| 147 |
+
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| 148 |
+
set -o pipefail
|
| 149 |
+
set -x
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| 150 |
+
|
| 151 |
+
gg_run_$1 "$@" | tee $OUT/$ci.log
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| 152 |
+
cur=$?
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| 153 |
+
echo "$cur" > $OUT/$ci.exit
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| 154 |
+
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| 155 |
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set +x
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| 156 |
+
set +o pipefail
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| 157 |
+
|
| 158 |
+
gg_sum_$1 "$@"
|
| 159 |
+
|
| 160 |
+
ret=$((ret | cur))
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| 161 |
+
}
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| 162 |
+
|
| 163 |
+
function gg_check_build_requirements {
|
| 164 |
+
if ! command -v cmake &> /dev/null; then
|
| 165 |
+
gg_printf 'cmake not found, please install'
|
| 166 |
+
fi
|
| 167 |
+
|
| 168 |
+
if ! command -v make &> /dev/null; then
|
| 169 |
+
gg_printf 'make not found, please install'
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| 170 |
+
fi
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| 171 |
+
}
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| 172 |
+
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| 173 |
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## ci
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| 174 |
+
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| 175 |
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function gg_run_ctest {
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| 176 |
+
mode=$2
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| 177 |
+
|
| 178 |
+
cd ${SRC}
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| 179 |
+
|
| 180 |
+
rm -rf build-ci-${mode} && mkdir build-ci-${mode} && cd build-ci-${mode}
|
| 181 |
+
|
| 182 |
+
set -e
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| 183 |
+
|
| 184 |
+
gg_check_build_requirements
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| 185 |
+
|
| 186 |
+
(time cmake -DCMAKE_BUILD_TYPE=${mode} ${CMAKE_EXTRA} .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log
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| 187 |
+
(time make -j$(nproc) ) 2>&1 | tee -a $OUT/${ci}-make.log
|
| 188 |
+
|
| 189 |
+
(time ctest --output-on-failure -L main -E test-opt ) 2>&1 | tee -a $OUT/${ci}-ctest.log
|
| 190 |
+
|
| 191 |
+
set +e
|
| 192 |
+
}
|
| 193 |
+
|
| 194 |
+
function gg_sum_ctest {
|
| 195 |
+
mode=$2
|
| 196 |
+
|
| 197 |
+
gg_printf '### %s\n\n' "${ci}"
|
| 198 |
+
|
| 199 |
+
gg_printf 'Runs ctest in '${mode}' mode\n'
|
| 200 |
+
gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
|
| 201 |
+
gg_printf '```\n'
|
| 202 |
+
gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)"
|
| 203 |
+
gg_printf '```\n'
|
| 204 |
+
}
|
| 205 |
+
|
| 206 |
+
function gg_run_bench {
|
| 207 |
+
cd ${SRC}
|
| 208 |
+
|
| 209 |
+
# set flash attention flag if enabled
|
| 210 |
+
fattn=""
|
| 211 |
+
if [ "$BENCH_FLASH_ATTN" -eq 1 ]; then
|
| 212 |
+
fattn="-fa"
|
| 213 |
+
fi
|
| 214 |
+
|
| 215 |
+
# run memcpy benchmark if not encoder-only mode
|
| 216 |
+
if [ "$BENCH_ENCODER_ONLY" -eq 0 ]; then
|
| 217 |
+
echo "Running memcpy benchmark"
|
| 218 |
+
(time ./build-ci-release/bin/whisper-bench -w 1 -t $BENCH_N_THREADS 2>&1) | tee -a $OUT/${ci}-memcpy.log
|
| 219 |
+
gg_check_last_command_status "$OUT/${ci}-memcpy.exit" "memcpy benchmark"
|
| 220 |
+
|
| 221 |
+
echo "Running ggml_mul_mat benchmark with $BENCH_N_THREADS threads"
|
| 222 |
+
(time ./build-ci-release/bin/whisper-bench -w 2 -t $BENCH_N_THREADS 2>&1) | tee -a $OUT/${ci}-mul_mat.log
|
| 223 |
+
gg_check_last_command_status "$OUT/${ci}-mul_mat.exit" "ggml_mul_mat benchmark"
|
| 224 |
+
fi
|
| 225 |
+
|
| 226 |
+
echo "Running benchmark for all models"
|
| 227 |
+
|
| 228 |
+
# generate header for the benchmark table
|
| 229 |
+
{
|
| 230 |
+
printf "| %16s | %13s | %3s | %3s | %7s | %7s | %7s | %7s | %7s |\n" "Config" "Model" "Th" "FA" "Enc." "Dec." "Bch5" "PP" "Commit"
|
| 231 |
+
printf "| %16s | %13s | %3s | %3s | %7s | %7s | %7s | %7s | %7s |\n" "---" "---" "---" "---" "---" "---" "---" "---" "---"
|
| 232 |
+
} | tee -a $OUT/${ci}-models-table.log
|
| 233 |
+
|
| 234 |
+
# run benchmark for each model
|
| 235 |
+
for model in "${MODELS[@]}"; do
|
| 236 |
+
echo "Benchmarking model: $model"
|
| 237 |
+
|
| 238 |
+
# run the benchmark and capture output
|
| 239 |
+
output=$(./build-ci-release/bin/whisper-bench -m $MNT/models/ggml-$model.bin -t $BENCH_N_THREADS $fattn 2>&1)
|
| 240 |
+
ret=$?
|
| 241 |
+
|
| 242 |
+
# save the raw output
|
| 243 |
+
echo "$output" > $OUT/${ci}-bench-$model.log
|
| 244 |
+
|
| 245 |
+
if [ $ret -eq 0 ]; then
|
| 246 |
+
# parse the benchmark results
|
| 247 |
+
encode_time=$(echo "$output" | grep "encode time" | awk '{print $11}')
|
| 248 |
+
decode_time=$(echo "$output" | grep "decode time" | awk '{print $11}')
|
| 249 |
+
batchd_time=$(echo "$output" | grep "batchd time" | awk '{print $11}')
|
| 250 |
+
prompt_time=$(echo "$output" | grep "prompt time" | awk '{print $11}')
|
| 251 |
+
system_info=$(echo "$output" | grep "system_info")
|
| 252 |
+
actual_threads=$(echo "$output" | grep "system_info" | awk '{print $4}')
|
| 253 |
+
|
| 254 |
+
# determine configuration
|
| 255 |
+
config=""
|
| 256 |
+
if [[ $system_info == *"AVX2 = 1"* ]]; then
|
| 257 |
+
config="$config AVX2"
|
| 258 |
+
fi
|
| 259 |
+
if [[ $system_info == *"NEON = 1"* ]]; then
|
| 260 |
+
config="$config NEON"
|
| 261 |
+
fi
|
| 262 |
+
if [[ $system_info == *"BLAS = 1"* ]]; then
|
| 263 |
+
config="$config BLAS"
|
| 264 |
+
fi
|
| 265 |
+
if [[ $system_info == *"COREML = 1"* ]]; then
|
| 266 |
+
config="$config COREML"
|
| 267 |
+
fi
|
| 268 |
+
if [[ $system_info == *"CUDA = 1"* ]]; then
|
| 269 |
+
config="$config CUDA"
|
| 270 |
+
fi
|
| 271 |
+
if [[ $system_info == *"METAL = 1"* ]]; then
|
| 272 |
+
config="$config METAL"
|
| 273 |
+
fi
|
| 274 |
+
|
| 275 |
+
# get commit hash
|
| 276 |
+
commit=$(git rev-parse --short HEAD)
|
| 277 |
+
|
| 278 |
+
# add row to benchmark table
|
| 279 |
+
printf "| %16s | %13s | %3s | %3s | %7s | %7s | %7s | %7s | %7s |\n" \
|
| 280 |
+
"$config" "$model" "$actual_threads" "$BENCH_FLASH_ATTN" "$encode_time" "$decode_time" "$batchd_time" "$prompt_time" "$commit" \
|
| 281 |
+
| tee -a $OUT/${ci}-models-table.log
|
| 282 |
+
else
|
| 283 |
+
echo "Benchmark failed for model: $model" | tee -a $OUT/${ci}-bench-errors.log
|
| 284 |
+
fi
|
| 285 |
+
done
|
| 286 |
+
}
|
| 287 |
+
|
| 288 |
+
function gg_sum_bench {
|
| 289 |
+
gg_printf '### %s\n\n' "${ci}"
|
| 290 |
+
|
| 291 |
+
gg_printf 'Whisper Benchmark Results\n'
|
| 292 |
+
gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
|
| 293 |
+
|
| 294 |
+
# show memcpy and ggml_mul_mat benchmark results if available
|
| 295 |
+
if [ "$BENCH_ENCODER_ONLY" -eq 0 ]; then
|
| 296 |
+
if [ -f "$OUT/${ci}-memcpy.log" ]; then
|
| 297 |
+
gg_printf '#### memcpy Benchmark\n\n'
|
| 298 |
+
gg_printf '```\n%s\n```\n\n' "$(cat $OUT/${ci}-memcpy.log)"
|
| 299 |
+
fi
|
| 300 |
+
|
| 301 |
+
if [ -f "$OUT/${ci}-mul_mat.log" ]; then
|
| 302 |
+
gg_printf '#### ggml_mul_mat Benchmark\n\n'
|
| 303 |
+
gg_printf '```\n%s\n```\n\n' "$(cat $OUT/${ci}-mul_mat.log)"
|
| 304 |
+
fi
|
| 305 |
+
fi
|
| 306 |
+
|
| 307 |
+
# show model benchmark results
|
| 308 |
+
gg_printf '#### Model Benchmarks\n\n'
|
| 309 |
+
if [ -f "$OUT/${ci}-models-table.log" ]; then
|
| 310 |
+
gg_printf '%s\n\n' "$(cat $OUT/${ci}-models-table.log)"
|
| 311 |
+
else
|
| 312 |
+
gg_printf 'No model benchmark results available.\n\n'
|
| 313 |
+
fi
|
| 314 |
+
|
| 315 |
+
# show any errors that occurred
|
| 316 |
+
if [ -f "$OUT/${ci}-bench-errors.log" ]; then
|
| 317 |
+
gg_printf '#### Benchmark Errors\n\n'
|
| 318 |
+
gg_printf '```\n%s\n```\n\n' "$(cat $OUT/${ci}-bench-errors.log)"
|
| 319 |
+
fi
|
| 320 |
+
}
|
| 321 |
+
|
| 322 |
+
ret=0
|
| 323 |
+
|
| 324 |
+
for model in "${MODELS[@]}"; do
|
| 325 |
+
test $ret -eq 0 && gg_download_model ${model}
|
| 326 |
+
done
|
| 327 |
+
|
| 328 |
+
test $ret -eq 0 && gg_run ctest debug
|
| 329 |
+
test $ret -eq 0 && gg_run ctest release
|
| 330 |
+
|
| 331 |
+
test $ret -eq 0 && gg_run bench
|
| 332 |
+
|
| 333 |
+
exit $ret
|