[CI] Organizing performance benchmark files (#7616)
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@ -34,17 +34,18 @@ See [vLLM performance dashboard](https://perf.vllm.ai) for the latest performan
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Performance benchmark will be triggered when:
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- A PR being merged into vllm.
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- Every commit for those PRs with `perf-benchmarks` label.
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- Every commit for those PRs with `perf-benchmarks` label AND `ready` label.
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Nightly benchmark will be triggered when:
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- Every commit for those PRs with `nightly-benchmarks` label.
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- Every commit for those PRs with `perf-benchmarks` label and `nightly-benchmarks` label.
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## Performance benchmark details
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See [descriptions.md](tests/descriptions.md) for detailed descriptions, and use `tests/latency-tests.json`, `tests/throughput-tests.json`, `tests/serving-tests.json` to configure the test cases.
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See [performance-benchmarks-descriptions.md](performance-benchmarks-descriptions.md) for detailed descriptions, and use `tests/latency-tests.json`, `tests/throughput-tests.json`, `tests/serving-tests.json` to configure the test cases.
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#### Latency test
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@ -68,7 +69,7 @@ Here is an example of one test inside `latency-tests.json`:
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In this example:
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- The `test_name` attributes is a unique identifier for the test. In `latency-tests.json`, it must start with `latency_`.
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- The `parameters` attribute control the command line arguments to be used for `benchmark_latency.py`. Note that please use underline `_` instead of the dash `-` when specifying the command line arguments, and `run-benchmarks-suite.sh` will convert the underline to dash when feeding the arguments to `benchmark_latency.py`. For example, the corresponding command line arguments for `benchmark_latency.py` will be `--model meta-llama/Meta-Llama-3-8B --tensor-parallel-size 1 --load-format dummy --num-iters-warmup 5 --num-iters 15`
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- The `parameters` attribute control the command line arguments to be used for `benchmark_latency.py`. Note that please use underline `_` instead of the dash `-` when specifying the command line arguments, and `run-performance-benchmarks.sh` will convert the underline to dash when feeding the arguments to `benchmark_latency.py`. For example, the corresponding command line arguments for `benchmark_latency.py` will be `--model meta-llama/Meta-Llama-3-8B --tensor-parallel-size 1 --load-format dummy --num-iters-warmup 5 --num-iters 15`
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Note that the performance numbers are highly sensitive to the value of the parameters. Please make sure the parameters are set correctly.
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@ -21,7 +21,7 @@ steps:
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containers:
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- image: public.ecr.aws/q9t5s3a7/vllm-ci-test-repo:$BUILDKITE_COMMIT
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command:
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- bash .buildkite/nightly-benchmarks/run-benchmarks-suite.sh
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- bash .buildkite/nightly-benchmarks/scripts/run-performance-benchmarks.sh
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resources:
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limits:
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nvidia.com/gpu: 8
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@ -174,8 +174,8 @@ if __name__ == "__main__":
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# document the result
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with open(results_folder / "benchmark_results.md", "w") as f:
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results = read_markdown(
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"../.buildkite/nightly-benchmarks/tests/descriptions.md")
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results = read_markdown("../.buildkite/nightly-benchmarks/" +
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"performance-benchmarks-descriptions.md")
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results = results.format(
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latency_tests_markdown_table=latency_md_table,
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throughput_tests_markdown_table=throughput_md_table,
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@ -37,9 +37,9 @@ check_hf_token() {
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ensure_sharegpt_downloaded() {
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local FILE=ShareGPT_V3_unfiltered_cleaned_split.json
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if [ ! -f "$FILE" ]; then
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wget https://huggingface.co/datasets/anon8231489123/ShareGPT_Vicuna_unfiltered/resolve/main/$FILE
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wget https://huggingface.co/datasets/anon8231489123/ShareGPT_Vicuna_unfiltered/resolve/main/$FILE
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else
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echo "$FILE already exists."
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echo "$FILE already exists."
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fi
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}
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@ -68,11 +68,29 @@ wait_for_server() {
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done' && return 0 || return 1
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}
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kill_gpu_processes() {
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# kill all processes on GPU.
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kill_processes_launched_by_current_bash() {
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# Kill all python processes launched from current bash script
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current_shell_pid=$$
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processes=$(ps -eo pid,ppid,command | awk -v ppid="$current_shell_pid" -v proc="$1" '$2 == ppid && $3 ~ proc {print $1}')
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if [ -n "$processes" ]; then
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echo "Killing the following processes matching '$1':"
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echo "$processes"
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echo "$processes" | xargs kill -9
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else
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echo "No processes found matching '$1'."
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fi
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}
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kill_gpu_processes() {
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ps -aux
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lsof -t -i:8000 | xargs -r kill -9
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pkill -f pt_main_thread
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# this line doesn't work now
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# ps aux | grep python | grep openai | awk '{print $2}' | xargs -r kill -9
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pkill -f python3
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pkill -f /usr/bin/python3
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ps aux | grep python | grep openai | awk '{print $2}' | xargs -r kill -9
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ps -e | grep pt_main_thread | awk '{print $1}' | xargs kill -9
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# wait until GPU memory usage smaller than 1GB
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while [ $(nvidia-smi --query-gpu=memory.used --format=csv,noheader,nounits | head -n 1) -ge 1000 ]; do
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@ -82,11 +100,6 @@ kill_gpu_processes() {
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# remove vllm config file
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rm -rf ~/.config/vllm
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# Print the GPU memory usage
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# so that we know if all GPU processes are killed.
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gpu_memory_usage=$(nvidia-smi --query-gpu=memory.used --format=csv,noheader,nounits -i 0)
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# The memory usage should be 0 MB.
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echo "GPU 0 Memory Usage: $gpu_memory_usage MB"
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}
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upload_to_buildkite() {
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@ -104,7 +117,7 @@ upload_to_buildkite() {
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fi
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# Use the determined command to annotate and upload artifacts
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$BUILDKITE_AGENT_COMMAND annotate --style "info" --context "$BUILDKITE_LABEL-benchmark-results" < $RESULTS_FOLDER/benchmark_results.md
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$BUILDKITE_AGENT_COMMAND annotate --style "info" --context "$BUILDKITE_LABEL-benchmark-results" <$RESULTS_FOLDER/benchmark_results.md
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$BUILDKITE_AGENT_COMMAND artifact upload "$RESULTS_FOLDER/*"
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}
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@ -156,7 +169,7 @@ run_latency_tests() {
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latency_command: $latency,
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gpu_type: $gpu
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}')
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echo "$jq_output" > "$RESULTS_FOLDER/$test_name.commands"
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echo "$jq_output" >"$RESULTS_FOLDER/$test_name.commands"
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# run the benchmark
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eval "$latency_command"
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@ -166,7 +179,6 @@ run_latency_tests() {
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done
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}
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run_throughput_tests() {
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# run throughput tests using `benchmark_throughput.py`
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# $1: a json file specifying throughput test cases
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@ -214,7 +226,7 @@ run_throughput_tests() {
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throughput_command: $command,
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gpu_type: $gpu
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}')
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echo "$jq_output" > "$RESULTS_FOLDER/$test_name.commands"
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echo "$jq_output" >"$RESULTS_FOLDER/$test_name.commands"
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# run the benchmark
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eval "$throughput_command"
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@ -246,7 +258,6 @@ run_serving_tests() {
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continue
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fi
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# get client and server arguments
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server_params=$(echo "$params" | jq -r '.server_parameters')
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client_params=$(echo "$params" | jq -r '.client_parameters')
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@ -324,7 +335,7 @@ run_serving_tests() {
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client_command: $client,
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gpu_type: $gpu
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}')
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echo "$jq_output" > "$RESULTS_FOLDER/${new_test_name}.commands"
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echo "$jq_output" >"$RESULTS_FOLDER/${new_test_name}.commands"
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done
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@ -341,6 +352,7 @@ main() {
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# dependencies
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(which wget && which curl) || (apt-get update && apt-get install -y wget curl)
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(which jq) || (apt-get update && apt-get -y install jq)
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(which lsof) || (apt-get update && apt-get install -y lsof)
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# get the current IP address, required by benchmark_serving.py
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export VLLM_HOST_IP=$(hostname -I | awk '{print $1}')
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@ -359,7 +371,6 @@ main() {
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run_latency_tests $QUICK_BENCHMARK_ROOT/tests/latency-tests.json
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run_throughput_tests $QUICK_BENCHMARK_ROOT/tests/throughput-tests.json
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# postprocess benchmarking results
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pip install tabulate pandas
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python3 $QUICK_BENCHMARK_ROOT/scripts/convert-results-json-to-markdown.py
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