mirror of
https://git.adityakumar.xyz/llama.cpp.git
synced 2024-11-09 23:29:44 +00:00
d01bccde9f
* ci : run ctest ggml-ci * ci : add open llama 3B-v2 tests ggml-ci * ci : disable wget progress output ggml-ci * ci : add open llama 3B-v2 tg tests for q4 and q5 quantizations ggml-ci * tests : try to fix tail free sampling test ggml-ci * ci : add K-quants ggml-ci * ci : add short perplexity tests ggml-ci * ci : add README.md * ppl : add --chunks argument to limit max number of chunks ggml-ci * ci : update README
262 lines
10 KiB
Bash
262 lines
10 KiB
Bash
#/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# download a file if it does not exist or if it is outdated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
|