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run-benchmarks.sh
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run-benchmarks.sh
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# This script is run by buildkite to run the benchmarks and upload the results to buildkite
set -ex
set -o pipefail
# cd into parent directory of this file
cd "$(dirname "${BASH_SOURCE[0]}")/.."
(which wget && which curl) || (apt-get update && apt-get install -y wget curl)
# run python-based benchmarks and upload the result to buildkite
python3 benchmarks/benchmark_latency.py --output-json latency_results.json 2>&1 | tee benchmark_latency.txt
bench_latency_exit_code=$?
python3 benchmarks/benchmark_throughput.py --input-len 256 --output-len 256 --output-json throughput_results.json 2>&1 | tee benchmark_throughput.txt
bench_throughput_exit_code=$?
# run server-based benchmarks and upload the result to buildkite
python3 -m vllm.entrypoints.openai.api_server --model meta-llama/Llama-2-7b-chat-hf &
server_pid=$!
wget https://huggingface.co/datasets/anon8231489123/ShareGPT_Vicuna_unfiltered/resolve/main/ShareGPT_V3_unfiltered_cleaned_split.json
# wait for server to start, timeout after 600 seconds
timeout 600 bash -c 'until curl localhost:8000/v1/models; do sleep 1; done' || exit 1
python3 benchmarks/benchmark_serving.py \
--backend vllm \
--dataset-name sharegpt \
--dataset-path ./ShareGPT_V3_unfiltered_cleaned_split.json \
--model meta-llama/Llama-2-7b-chat-hf \
--num-prompts 20 \
--endpoint /v1/completions \
--tokenizer meta-llama/Llama-2-7b-chat-hf \
--save-result \
2>&1 | tee benchmark_serving.txt
bench_serving_exit_code=$?
kill $server_pid
# write the results into a markdown file
echo "### Latency Benchmarks" >> benchmark_results.md
sed -n '1p' benchmark_latency.txt >> benchmark_results.md # first line
echo "" >> benchmark_results.md
sed -n '$p' benchmark_latency.txt >> benchmark_results.md # last line
echo "### Throughput Benchmarks" >> benchmark_results.md
sed -n '1p' benchmark_throughput.txt >> benchmark_results.md # first line
echo "" >> benchmark_results.md
sed -n '$p' benchmark_throughput.txt >> benchmark_results.md # last line
echo "### Serving Benchmarks" >> benchmark_results.md
sed -n '1p' benchmark_serving.txt >> benchmark_results.md # first line
echo "" >> benchmark_results.md
echo '```' >> benchmark_results.md
tail -n 24 benchmark_serving.txt >> benchmark_results.md # last 24 lines
echo '```' >> benchmark_results.md
# if the agent binary is not found, skip uploading the results, exit 0
if [ ! -f /usr/bin/buildkite-agent ]; then
exit 0
fi
# upload the results to buildkite
buildkite-agent annotate --style "info" --context "benchmark-results" < benchmark_results.md
# exit with the exit code of the benchmarks
if [ $bench_latency_exit_code -ne 0 ]; then
exit $bench_latency_exit_code
fi
if [ $bench_throughput_exit_code -ne 0 ]; then
exit $bench_throughput_exit_code
fi
if [ $bench_serving_exit_code -ne 0 ]; then
exit $bench_serving_exit_code
fi
rm ShareGPT_V3_unfiltered_cleaned_split.json
buildkite-agent artifact upload "*.json"