#/bin/bash if [ -z "$2" ]; then echo "usage: $0 " exit 1 fi mkdir -p "$1" mkdir -p "$2" OUT=$(realpath "$1") MNT=$(realpath "$2") rm -v $OUT/*.log rm -v $OUT/*.exit rm -v $OUT/*.md sd=`dirname $0` cd $sd/../ SRC=`pwd` ## helpers # download a file if it does not exist or if it is outdated function gg_wget { local out=$1 local url=$2 local cwd=`pwd` mkdir -p $out cd $out # should not re-download if file is the same wget -nv -N $url cd $cwd } function gg_printf { printf -- "$@" >> $OUT/README.md } function gg_run { ci=$1 set -o pipefail set -x gg_run_$ci | tee $OUT/$ci.log cur=$? echo "$cur" > $OUT/$ci.exit set +x set +o pipefail gg_sum_$ci ret=$((ret | cur)) } ## ci # ctest_debug function gg_run_ctest_debug { cd ${SRC} rm -rf build-ci-debug && mkdir build-ci-debug && cd build-ci-debug set -e (time cmake -DCMAKE_BUILD_TYPE=Debug .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log (time make -j ) 2>&1 | tee -a $OUT/${ci}-make.log (time ctest --output-on-failure -E test-opt ) 2>&1 | tee -a $OUT/${ci}-ctest.log set +e } function gg_sum_ctest_debug { gg_printf '### %s\n\n' "${ci}" gg_printf 'Runs ctest in debug mode\n' gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)" gg_printf '```\n' gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)" gg_printf '```\n' gg_printf '\n' } # ctest_release function gg_run_ctest_release { cd ${SRC} rm -rf build-ci-release && mkdir build-ci-release && cd build-ci-release set -e (time cmake -DCMAKE_BUILD_TYPE=Release .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log (time make -j ) 2>&1 | tee -a $OUT/${ci}-make.log if [ -z $GG_BUILD_LOW_PERF ]; then (time ctest --output-on-failure ) 2>&1 | tee -a $OUT/${ci}-ctest.log else (time ctest --output-on-failure -E test-opt ) 2>&1 | tee -a $OUT/${ci}-ctest.log fi set +e } function gg_sum_ctest_release { gg_printf '### %s\n\n' "${ci}" gg_printf 'Runs ctest in release mode\n' gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)" gg_printf '```\n' gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)" gg_printf '```\n' } # open_llama_3b_v2 function gg_run_open_llama_3b_v2 { cd ${SRC} gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/raw/main/config.json gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/resolve/main/tokenizer.model gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/raw/main/tokenizer_config.json gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/raw/main/special_tokens_map.json gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/resolve/main/pytorch_model.bin gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/raw/main/generation_config.json gg_wget models-mnt/wikitext/ https://s3.amazonaws.com/research.metamind.io/wikitext/wikitext-2-raw-v1.zip unzip -o models-mnt/wikitext/wikitext-2-raw-v1.zip -d models-mnt/wikitext/ head -n 60 models-mnt/wikitext/wikitext-2-raw/wiki.test.raw > models-mnt/wikitext/wikitext-2-raw/wiki.test-60.raw path_models="../models-mnt/open-llama/3B-v2" path_wiki="../models-mnt/wikitext/wikitext-2-raw" rm -rf build-ci-release && mkdir build-ci-release && cd build-ci-release set -e (time cmake -DCMAKE_BUILD_TYPE=Release -DLLAMA_QKK_64=1 .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log (time make -j ) 2>&1 | tee -a $OUT/${ci}-make.log python3 ../convert.py ${path_models} model_f16="${path_models}/ggml-model-f16.bin" model_q8_0="${path_models}/ggml-model-q8_0.bin" model_q4_0="${path_models}/ggml-model-q4_0.bin" model_q4_1="${path_models}/ggml-model-q4_1.bin" model_q5_0="${path_models}/ggml-model-q5_0.bin" model_q5_1="${path_models}/ggml-model-q5_1.bin" model_q3_k="${path_models}/ggml-model-q3_k.bin" model_q4_k="${path_models}/ggml-model-q4_k.bin" model_q5_k="${path_models}/ggml-model-q5_k.bin" model_q6_k="${path_models}/ggml-model-q6_k.bin" wiki_test_60="${path_wiki}/wiki.test-60.raw" ./bin/quantize ${model_f16} ${model_q8_0} q8_0 ./bin/quantize ${model_f16} ${model_q4_0} q4_0 ./bin/quantize ${model_f16} ${model_q4_1} q4_1 ./bin/quantize ${model_f16} ${model_q5_0} q5_0 ./bin/quantize ${model_f16} ${model_q5_1} q5_1 ./bin/quantize ${model_f16} ${model_q3_k} q3_k ./bin/quantize ${model_f16} ${model_q4_k} q4_k ./bin/quantize ${model_f16} ${model_q5_k} q5_k ./bin/quantize ${model_f16} ${model_q6_k} q6_k (time ./bin/main --model ${model_f16} -s 1234 -n 64 -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log (time ./bin/main --model ${model_q8_0} -s 1234 -n 64 -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q8_0.log (time ./bin/main --model ${model_q4_0} -s 1234 -n 64 -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_0.log (time ./bin/main --model ${model_q4_1} -s 1234 -n 64 -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_1.log (time ./bin/main --model ${model_q5_0} -s 1234 -n 64 -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_0.log (time ./bin/main --model ${model_q5_1} -s 1234 -n 64 -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_1.log (time ./bin/main --model ${model_q3_k} -s 1234 -n 64 -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q3_k.log (time ./bin/main --model ${model_q4_k} -s 1234 -n 64 -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_k.log (time ./bin/main --model ${model_q5_k} -s 1234 -n 64 -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_k.log (time ./bin/main --model ${model_q6_k} -s 1234 -n 64 -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q6_k.log (time ./bin/perplexity --model ${model_f16} -f ${wiki_test_60} -c 128 -b 128 --chunks 3 ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log (time ./bin/perplexity --model ${model_q8_0} -f ${wiki_test_60} -c 128 -b 128 --chunks 3 ) 2>&1 | tee -a $OUT/${ci}-tg-q8_0.log (time ./bin/perplexity --model ${model_q4_0} -f ${wiki_test_60} -c 128 -b 128 --chunks 3 ) 2>&1 | tee -a $OUT/${ci}-tg-q4_0.log (time ./bin/perplexity --model ${model_q4_1} -f ${wiki_test_60} -c 128 -b 128 --chunks 3 ) 2>&1 | tee -a $OUT/${ci}-tg-q4_1.log (time ./bin/perplexity --model ${model_q5_0} -f ${wiki_test_60} -c 128 -b 128 --chunks 3 ) 2>&1 | tee -a $OUT/${ci}-tg-q5_0.log (time ./bin/perplexity --model ${model_q5_1} -f ${wiki_test_60} -c 128 -b 128 --chunks 3 ) 2>&1 | tee -a $OUT/${ci}-tg-q5_1.log (time ./bin/perplexity --model ${model_q3_k} -f ${wiki_test_60} -c 128 -b 128 --chunks 3 ) 2>&1 | tee -a $OUT/${ci}-tg-q3_k.log (time ./bin/perplexity --model ${model_q4_k} -f ${wiki_test_60} -c 128 -b 128 --chunks 3 ) 2>&1 | tee -a $OUT/${ci}-tg-q4_k.log (time ./bin/perplexity --model ${model_q5_k} -f ${wiki_test_60} -c 128 -b 128 --chunks 3 ) 2>&1 | tee -a $OUT/${ci}-tg-q5_k.log (time ./bin/perplexity --model ${model_q6_k} -f ${wiki_test_60} -c 128 -b 128 --chunks 3 ) 2>&1 | tee -a $OUT/${ci}-tg-q6_k.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 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 "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 set +e } function gg_sum_open_llama_3b_v2 { gg_printf '### %s\n\n' "${ci}" gg_printf 'OpenLLaMA 3B-v2:\n' gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)" gg_printf '- perplexity:\n%s\n' "$(cat $OUT/${ci}-ppl.log)" 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)" 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 '- 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)" } ## main if [ -z $GG_BUILD_LOW_PERF ]; then rm -rf ${SRC}/models-mnt mnt_models=${MNT}/models mkdir -p ${mnt_models} ln -sfn ${mnt_models} ${SRC}/models-mnt python3 -m pip install -r ${SRC}/requirements.txt 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 open_llama_3b_v2 fi exit $ret