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[MLIR] Add simple runner utilities for timing
Add utilities print_flops, rtclock for timing / benchmarking. Add mlir_runner_utils_dir test conf variable. Signed-off-by: Uday Bondhugula <uday@polymagelabs.com> Differential Revision: https://reviews.llvm.org/D76912
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@ -15,6 +15,10 @@
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#include "mlir/ExecutionEngine/RunnerUtils.h"
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#ifndef _WIN32
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#include <sys/time.h>
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#endif // _WIN32
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extern "C" void _mlir_ciface_print_memref_vector_4x4xf32(
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StridedMemRefType<Vector2D<4, 4, float>, 2> *M) {
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impl::printMemRef(*M);
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@ -103,3 +107,22 @@ extern "C" void
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_mlir_ciface_print_memref_4d_f32(StridedMemRefType<float, 4> *M) {
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impl::printMemRef(*M);
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}
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/// Prints GFLOPS rating.
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extern "C" void print_flops(double flops) {
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fprintf(stderr, "%lf GFLOPS\n", flops / 1.0E9);
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}
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/// Returns the number of seconds since Epoch 1970-01-01 00:00:00 +0000 (UTC).
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extern "C" double rtclock() {
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#ifndef _WIN32
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struct timeval tp;
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int stat = gettimeofday(&tp, NULL);
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if (stat != 0)
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fprintf(stderr, "Error returning time from gettimeofday: %d\n", stat);
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return (tp.tv_sec + tp.tv_usec * 1.0e-6);
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#else
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fprintf(stderr, "Timing utility not implemented on Windows\n");
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return 0.0;
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#endif // _WIN32
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}
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@ -10,6 +10,7 @@ llvm_canonicalize_cmake_booleans(
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# Passed to lit.site.cfg.py.in to set up the path where to find the libraries
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# for linalg integration tests.
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set(MLIR_DIALECT_LINALG_INTEGRATION_TEST_LIB_DIR ${CMAKE_LIBRARY_OUTPUT_DIRECTORY})
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set(MLIR_RUNNER_UTILS_DIR ${CMAKE_LIBRARY_OUTPUT_DIRECTORY})
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# Passed to lit.site.cfg.py.in to set up the path where to find the libraries
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# for the mlir cuda runner tests.
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@ -66,8 +66,9 @@ tools.extend([
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ToolSubst('toy-ch3', unresolved='ignore'),
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ToolSubst('toy-ch4', unresolved='ignore'),
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ToolSubst('toy-ch5', unresolved='ignore'),
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ToolSubst('%linalg_test_lib_dir', config.linalg_test_lib_dir, unresolved='ignore'),
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ToolSubst('%cuda_wrapper_library_dir', config.cuda_wrapper_library_dir, unresolved='ignore'),
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ToolSubst('%linalg_test_lib_dir', config.linalg_test_lib_dir, unresolved='ignore'),
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ToolSubst('%mlir_runner_utils_dir', config.mlir_runner_utils_dir, unresolved='ignore'),
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ToolSubst('%vulkan_wrapper_library_dir', config.vulkan_wrapper_library_dir, unresolved='ignore')
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])
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@ -30,6 +30,7 @@ config.llvm_host_triple = '@LLVM_HOST_TRIPLE@'
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config.host_arch = "@HOST_ARCH@"
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config.mlir_src_root = "@MLIR_SOURCE_DIR@"
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config.mlir_obj_root = "@MLIR_BINARY_DIR@"
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config.mlir_runner_utils_dir = "@MLIR_RUNNER_UTILS_DIR@"
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config.mlir_tools_dir = "@MLIR_TOOLS_DIR@"
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config.linalg_test_lib_dir = "@MLIR_DIALECT_LINALG_INTEGRATION_TEST_LIB_DIR@"
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config.build_examples = @LLVM_BUILD_EXAMPLES@
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71
mlir/test/mlir-cpu-runner/sgemm_naive_codegen.mlir
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71
mlir/test/mlir-cpu-runner/sgemm_naive_codegen.mlir
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@ -0,0 +1,71 @@
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// RUN: mlir-opt -convert-linalg-to-loops -lower-affine -convert-loop-to-std -convert-std-to-llvm %s | mlir-cpu-runner -O3 -e main -entry-point-result=void -shared-libs=%mlir_runner_utils_dir/libmlir_runner_utils%shlibext | FileCheck %s
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func @main() {
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%A = alloc() : memref<64x64xf32>
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%B = alloc() : memref<64x64xf32>
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%C = alloc() : memref<64x64xf32>
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%cf1 = constant 1.00000e+00 : f32
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linalg.fill(%A, %cf1) : memref<64x64xf32>, f32
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linalg.fill(%B, %cf1) : memref<64x64xf32>, f32
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%reps = constant 1 : index
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%t_start = call @rtclock() : () -> f64
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affine.for %arg0 = 0 to 5 {
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linalg.fill(%C, %cf1) : memref<64x64xf32>, f32
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call @sgemm_naive(%A, %B, %C) : (memref<64x64xf32>, memref<64x64xf32>, memref<64x64xf32>) -> ()
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}
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%t_end = call @rtclock() : () -> f64
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%t = subf %t_end, %t_start : f64
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%pC = memref_cast %C : memref<64x64xf32> to memref<*xf32>
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call @print_memref_f32(%pC) : (memref<*xf32>) -> ()
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%M = dim %C, 0 : memref<64x64xf32>
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%N = dim %C, 1 : memref<64x64xf32>
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%K = dim %A, 1 : memref<64x64xf32>
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%f1 = muli %M, %N : index
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%f2 = muli %f1, %K : index
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// 2*M*N*K.
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%c2 = constant 2 : index
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%f3 = muli %c2, %f2 : index
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%num_flops = muli %reps, %f3 : index
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%num_flops_i = index_cast %num_flops : index to i64
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%num_flops_f = sitofp %num_flops_i : i64 to f64
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%flops = divf %num_flops_f, %t : f64
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call @print_flops(%flops) : (f64) -> ()
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return
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}
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// CHECK: 65, 65, 65,
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func @sgemm_naive(%arg0: memref<64x64xf32>, %arg1: memref<64x64xf32>, %arg2: memref<64x64xf32>) {
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%c0 = constant 0 : index
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affine.for %arg3 = 0 to 64 {
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affine.for %arg4 = 0 to 64 {
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%m = alloc() : memref<1xf32>
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%v = affine.load %arg2[%arg3, %arg4] : memref<64x64xf32>
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affine.store %v, %m[%c0] : memref<1xf32>
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affine.for %arg5 = 0 to 64 {
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%3 = affine.load %arg0[%arg3, %arg5] : memref<64x64xf32>
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%4 = affine.load %arg1[%arg5, %arg4] : memref<64x64xf32>
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%5 = affine.load %m[0] : memref<1xf32>
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%6 = mulf %3, %4 : f32
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%7 = addf %6, %5 : f32
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affine.store %7, %m[0] : memref<1xf32>
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}
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%s = affine.load %m[%c0] : memref<1xf32>
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affine.store %s, %arg2[%arg3, %arg4] : memref<64x64xf32>
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dealloc %m : memref<1xf32>
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}
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}
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return
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}
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func @print_flops(f64)
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func @rtclock() -> f64
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func @print_memref_f32(memref<*xf32>)
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