mirror of
https://git.adityakumar.xyz/llama.cpp.git
synced 2024-11-14 08:59:45 +00:00
263 lines
10 KiB
Bash
263 lines
10 KiB
Bash
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#/bin/bash
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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 -v $OUT/*.log
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rm -v $OUT/*.exit
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rm -v $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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## 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# download a file if it does not exist or if it is outdated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 $cwd
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}
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function gg_printf {
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printf -- "$@" >> $OUT/README.md
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}
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function gg_run {
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ci=$1
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set -o pipefail
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set -x
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gg_run_$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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gg_sum_$ci
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ret=$((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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(time cmake -DCMAKE_BUILD_TYPE=Debug .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log
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(time make -j ) 2>&1 | tee -a $OUT/${ci}-make.log
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(time ctest --output-on-failure -E test-opt ) 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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(time cmake -DCMAKE_BUILD_TYPE=Release .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log
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(time make -j ) 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 ) 2>&1 | tee -a $OUT/${ci}-ctest.log
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else
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(time ctest --output-on-failure -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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}
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function gg_sum_ctest_release {
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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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# open_llama_3b_v2
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function gg_run_open_llama_3b_v2 {
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cd ${SRC}
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gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/raw/main/config.json
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gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/resolve/main/tokenizer.model
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gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/raw/main/tokenizer_config.json
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gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/raw/main/special_tokens_map.json
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gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/resolve/main/pytorch_model.bin
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gg_wget models-mnt/open-llama/3B-v2/ https://huggingface.co/openlm-research/open_llama_3b_v2/raw/main/generation_config.json
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gg_wget models-mnt/wikitext/ https://s3.amazonaws.com/research.metamind.io/wikitext/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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head -n 60 models-mnt/wikitext/wikitext-2-raw/wiki.test.raw > models-mnt/wikitext/wikitext-2-raw/wiki.test-60.raw
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path_models="../models-mnt/open-llama/3B-v2"
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path_wiki="../models-mnt/wikitext/wikitext-2-raw"
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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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(time cmake -DCMAKE_BUILD_TYPE=Release -DLLAMA_QKK_64=1 .. ) 2>&1 | tee -a $OUT/${ci}-cmake.log
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(time make -j ) 2>&1 | tee -a $OUT/${ci}-make.log
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python3 ../convert.py ${path_models}
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model_f16="${path_models}/ggml-model-f16.bin"
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model_q8_0="${path_models}/ggml-model-q8_0.bin"
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model_q4_0="${path_models}/ggml-model-q4_0.bin"
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model_q4_1="${path_models}/ggml-model-q4_1.bin"
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model_q5_0="${path_models}/ggml-model-q5_0.bin"
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model_q5_1="${path_models}/ggml-model-q5_1.bin"
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model_q3_k="${path_models}/ggml-model-q3_k.bin"
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model_q4_k="${path_models}/ggml-model-q4_k.bin"
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model_q5_k="${path_models}/ggml-model-q5_k.bin"
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model_q6_k="${path_models}/ggml-model-q6_k.bin"
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wiki_test_60="${path_wiki}/wiki.test-60.raw"
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./bin/quantize ${model_f16} ${model_q8_0} q8_0
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./bin/quantize ${model_f16} ${model_q4_0} q4_0
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./bin/quantize ${model_f16} ${model_q4_1} q4_1
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./bin/quantize ${model_f16} ${model_q5_0} q5_0
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./bin/quantize ${model_f16} ${model_q5_1} q5_1
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./bin/quantize ${model_f16} ${model_q3_k} q3_k
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./bin/quantize ${model_f16} ${model_q4_k} q4_k
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./bin/quantize ${model_f16} ${model_q5_k} q5_k
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./bin/quantize ${model_f16} ${model_q6_k} q6_k
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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(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
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function check_ppl {
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qnt="$1"
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ppl=$(echo "$2" | grep -oE "[0-9]+\.[0-9]+" | tail -n 1)
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if [ $(echo "$ppl > 20.0" | bc) -eq 1 ]; then
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printf ' - %s @ %s (FAIL: ppl > 20.0)\n' "$qnt" "$ppl"
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return 20
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fi
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printf ' - %s @ %s OK\n' "$qnt" "$ppl"
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return 0
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}
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check_ppl "f16" "$(cat $OUT/${ci}-tg-f16.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
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check_ppl "q8_0" "$(cat $OUT/${ci}-tg-q8_0.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
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check_ppl "q4_0" "$(cat $OUT/${ci}-tg-q4_0.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
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check_ppl "q4_1" "$(cat $OUT/${ci}-tg-q4_1.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
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check_ppl "q5_0" "$(cat $OUT/${ci}-tg-q5_0.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
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check_ppl "q5_1" "$(cat $OUT/${ci}-tg-q5_1.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
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check_ppl "q3_k" "$(cat $OUT/${ci}-tg-q3_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
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check_ppl "q4_k" "$(cat $OUT/${ci}-tg-q4_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
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check_ppl "q5_k" "$(cat $OUT/${ci}-tg-q5_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
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check_ppl "q6_k" "$(cat $OUT/${ci}-tg-q6_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
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set +e
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}
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function gg_sum_open_llama_3b_v2 {
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gg_printf '### %s\n\n' "${ci}"
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gg_printf 'OpenLLaMA 3B-v2:\n'
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gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
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gg_printf '- perplexity:\n%s\n' "$(cat $OUT/${ci}-ppl.log)"
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gg_printf '- f16: \n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-f16.log)"
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gg_printf '- q8_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q8_0.log)"
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gg_printf '- q4_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q4_0.log)"
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gg_printf '- q4_1:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q4_1.log)"
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gg_printf '- q5_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q5_0.log)"
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gg_printf '- q5_1:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q5_1.log)"
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gg_printf '- q3_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q3_k.log)"
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gg_printf '- q4_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q4_k.log)"
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gg_printf '- q5_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q5_k.log)"
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gg_printf '- q6_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q6_k.log)"
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}
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## main
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if [ -z $GG_BUILD_LOW_PERF ]; then
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rm -rf ${SRC}/models-mnt
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mnt_models=$(realpath ${MNT}/models)
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mkdir -p ${mnt_models}
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ln -sfn ${mnt_models} ${SRC}/models-mnt
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python3 -m pip install -r ${SRC}/requirements.txt
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fi
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ret=0
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#test $ret -eq 0 && gg_run ctest_debug
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#test $ret -eq 0 && gg_run ctest_release
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if [ -z $GG_BUILD_LOW_PERF ]; then
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test $ret -eq 0 && gg_run open_llama_3b_v2
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fi
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exit $ret
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