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Jerry Wu
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Aug 30, 2023
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To run benchmarks: | ||
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```sh | ||
cd e2e_bench | ||
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# Fetch models | ||
./fetch.sh | ||
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# Build baseline IREE tools (iree-compile, iree-opt, iree-benchmark-module) and | ||
make sure they can be found in PATH | ||
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# Run baseline benchmarks | ||
cd baseline | ||
./bench_baseline.sh | ||
cd .. | ||
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# Build IREE tools with data-tiling changes in this PR. | ||
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# Run batch_matmul data-tiling benchmarks | ||
cd baseline | ||
cd dt_and_uk | ||
./bench_dt_and_uk.sh | ||
cd .. | ||
``` |
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#!/bin/bash | ||
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# The script will find iree tools in PATH. To reproduce baseline benchmarks, | ||
# please build tools at 40794933d45fdbb05d631c9612dc91cc343d1efe. | ||
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export MODEL_DIR=.. | ||
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export IREE_BENCHMARK_MODULE="iree-benchmark-module" | ||
export TRACE_MODE=0 | ||
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THREADS=1 ../run.sh | tee run1.log | ||
THREADS=4 ../run.sh | tee run4.log | ||
THREADS=8 ../run.sh | tee run8.log | ||
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# export IREE_BENCHMARK_MODULE="iree-traced-benchmark-module" | ||
# export TRACE_MODE=1 | ||
# | ||
# THREADS=1 ../run.sh | tee traced_run1.log |
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#!/bin/bash | ||
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# The script will find iree tools in PATH. To reproduce data-tiling benchmarks, | ||
# please build tools at 4cc440bc3599207828585f4b51b685a1585fe431 | ||
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export MODEL_DIR=.. | ||
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export IREE_BENCHMARK_MODULE="iree-benchmark-module" | ||
export TRACE_MODE=0 | ||
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THREADS=1 ../run.sh | tee run1.log | ||
THREADS=4 ../run.sh | tee run4.log | ||
THREADS=8 ../run.sh | tee run8.log | ||
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# export IREE_BENCHMARK_MODULE="iree-traced-benchmark-module" | ||
# export TRACE_MODE=1 | ||
# | ||
# THREADS=1 ../run.sh | tee traced_run1.log |
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#!/bin/bash | ||
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# wget -O EfficientNetV2SPT.mlirbc https://storage.googleapis.com/iree-model-artifacts/pytorch/torch_models_20230321.784_1679461251/EFFICIENTNET_V2_S/batch_1/linalg.mlir & | ||
# cat<<EOF > EfficientNetV2SPT.mlirbc.run_flag | ||
# --function=forward | ||
# --input=1x3x384x384xf32=0 | ||
# EOF | ||
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wget -O BertLargeTF_Batch1.mlirbc https://storage.googleapis.com/iree-model-artifacts/tensorflow/manual/BertLargeTF_2023-05-07.timestamp_1683504734.mlirbc & | ||
cat<<EOF > BertLargeTF_Batch1.mlirbc.run_flag | ||
--function=serving_default | ||
--input=1x384xi32=0 | ||
--input=1x384xi32=0 | ||
--input=1x384xi32=0 | ||
EOF | ||
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wget -O BertLargeTF_Batch32.mlirbc https://storage.googleapis.com/iree-model-artifacts/tensorflow/tf_models_2.15.0.dev20230817_1692333975/BERT_LARGE_FP32_TF_384XI32_BATCH32/stablehlo.mlirbc & | ||
cat<<EOF > BertLargeTF_Batch32.mlirbc.run_flag | ||
--function=forward | ||
--input=32x384xi32=0 | ||
--input=32x384xi32=0 | ||
--input=32x384xi32=0 | ||
EOF | ||
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wget -O T5LargeTF_Batch1.mlirbc https://storage.googleapis.com/iree-model-artifacts/tensorflow/tf_models_2.15.0.dev20230817_1692333975/T5_LARGE_FP32_TF_512XI32_BATCH1/stablehlo.mlirbc & | ||
cat<<EOF > T5LargeTF_Batch1.mlirbc.run_flag | ||
--function=forward | ||
--input=1x512xi32=0 | ||
--input=1x512xi32=0 | ||
EOF | ||
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wget -O T5LargeTF_Batch32.mlirbc https://storage.googleapis.com/iree-model-artifacts/tensorflow/tf_models_2.15.0.dev20230817_1692333975/T5_LARGE_FP32_TF_512XI32_BATCH32/stablehlo.mlirbc & | ||
cat<<EOF > T5LargeTF_Batch32.mlirbc.run_flag | ||
--function=forward | ||
--input=32x512xi32=0 | ||
--input=32x512xi32=0 | ||
EOF | ||
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wait |
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#!/bin/bash | ||
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set -xeuo pipefail | ||
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IREE_OPT="$(which ${IREE_OPT:-iree-opt})" | ||
IREE_COMPILE="$(which ${IREE_COMPILER:-iree-compile})" | ||
IREE_BENCHMARK_MODULE="$(which ${IREE_BENCHMARK_MODULE:-iree-benchmark-module})" | ||
IREE_TRACY="$(which ${IREE_TRACY:-iree-tracy-capture})" | ||
TRACE_MODE="${TRACE_MODE:-0}" | ||
THREADS="${THREADS:-1}" | ||
PREFIX="${PREFIX:-}" | ||
MODEL_DIR="${MODEL_DIR:-.}" | ||
COMP_FLAGS="${COMP_FLAGS:-}" | ||
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# for MODEL_PATH in $(ls "${MODEL_DIR}/"*.mlirbc); do | ||
for MODEL_PATH in $(ls "${MODEL_DIR}"/BertLargeTF_Batch32.mlirbc); do | ||
MODEL_FILE="$(basename "${MODEL_PATH}")" | ||
echo ">>>> ${MODEL_FILE} <<<<" | ||
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"${IREE_COMPILE}" \ | ||
"${MODEL_PATH}" \ | ||
-o "${PREFIX}${MODEL_FILE}.linalg.mlir" \ | ||
--iree-hal-target-backends=llvm-cpu \ | ||
--iree-input-type=auto \ | ||
--iree-llvmcpu-target-triple=x86_64-unknown-linux-gnu \ | ||
--iree-llvmcpu-target-cpu=cascadelake \ | ||
--iree-flow-enable-data-tiling \ | ||
--iree-llvmcpu-enable-microkernels \ | ||
--compile-to="preprocessing" | ||
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"${IREE_OPT}" --mlir-print-debuginfo "${PREFIX}${MODEL_FILE}.linalg.mlir" > "${PREFIX}${MODEL_FILE}.debug.mlir" | ||
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"${IREE_COMPILE}" \ | ||
"${PREFIX}${MODEL_FILE}.debug.mlir" \ | ||
-o "${PREFIX}${MODEL_FILE}.vmfb" \ | ||
${COMP_FLAGS} \ | ||
--iree-hal-target-backends=llvm-cpu \ | ||
--iree-input-type=auto \ | ||
--iree-llvmcpu-target-triple=x86_64-unknown-linux-gnu \ | ||
--iree-llvmcpu-target-cpu=cascadelake \ | ||
--iree-flow-enable-data-tiling \ | ||
--iree-llvmcpu-enable-microkernels \ | ||
--mlir-print-ir-after=iree-flow-outline-dispatch-regions \ | ||
--mlir-elide-elementsattrs-if-larger=4 2> "${PREFIX}${MODEL_FILE}.dump" | ||
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if (( THREADS == 1 )); then | ||
declare -a THREAD_ARGS=( | ||
"--device=local-sync" | ||
) | ||
else | ||
declare -a THREAD_ARGS=( | ||
"--device=local-task" | ||
"--task_topology_max_group_count=${THREADS}" | ||
) | ||
fi | ||
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RUN_ARGS=($(cat "${MODEL_PATH}.run_flag")) | ||
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if (( TRACE_MODE == 1 )); then | ||
"${IREE_TRACY}" -f -o "${PREFIX}${MODEL_FILE}".tracy >/dev/null & | ||
REPETITIONS=1 | ||
else | ||
REPETITIONS=5 | ||
fi | ||
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TRACY_NO_EXIT="${TRACE_MODE}" numactl --cpubind=0 --membind=0 -- \ | ||
"${IREE_BENCHMARK_MODULE}" \ | ||
--device_allocator=caching \ | ||
--benchmark_repetitions="${REPETITIONS}" \ | ||
--module=${PREFIX}${MODEL_FILE}.vmfb \ | ||
"${THREAD_ARGS[@]}" \ | ||
"${RUN_ARGS[@]}" | ||
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wait | ||
done |