--- /dev/null
+#/bin/bash
+
+if [ -z "$2" ]; then
+ echo "usage: $0 <output-dir> <mnt-dir>"
+ 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+# download a file if it does not exist or if it is outdated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 ${SRC}/models-mnt
+
+ mnt_models=$(realpath ${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
overview / pkg / ggml / sources / llama.cpp / commitdiff