// RUN: mlir-opt -allow-unregistered-dialect -gpu-launch-sink-index-computations -gpu-kernel-outlining -split-input-file -verify-diagnostics %s | FileCheck %s
// RUN: mlir-opt -allow-unregistered-dialect -gpu-launch-sink-index-computations -gpu-kernel-outlining=data-layout-str='#dlti.dl_spec<#dlti.dl_entry<index,32:i32>>' -split-input-file %s | FileCheck --check-prefix CHECK-DL %s
// CHECK: module attributes {gpu.container_module}
// CHECK-LABEL: func @launch()
func.func @launch() {
// CHECK: %[[ARG0:.*]] = "op"() : () -> f32
%0 = "op"() : () -> (f32)
// CHECK: %[[ARG1:.*]] = "op"() : () -> memref<?xf32, 1>
%1 = "op"() : () -> (memref<?xf32, 1>)
// CHECK: %[[GDIMX:.*]] = arith.constant 8
%gDimX = arith.constant 8 : index
// CHECK: %[[GDIMY:.*]] = arith.constant 12
%gDimY = arith.constant 12 : index
// CHECK: %[[GDIMZ:.*]] = arith.constant 16
%gDimZ = arith.constant 16 : index
// CHECK: %[[BDIMX:.*]] = arith.constant 20
%bDimX = arith.constant 20 : index
// CHECK: %[[BDIMY:.*]] = arith.constant 24
%bDimY = arith.constant 24 : index
// CHECK: %[[BDIMZ:.*]] = arith.constant 28
%bDimZ = arith.constant 28 : index
// CHECK: gpu.launch_func @launch_kernel::@launch_kernel blocks in (%[[GDIMX]], %[[GDIMY]], %[[GDIMZ]]) threads in (%[[BDIMX]], %[[BDIMY]], %[[BDIMZ]]) args(%[[ARG0]] : f32, %[[ARG1]] : memref<?xf32, 1>)
// CHECK-NOT: gpu.launch blocks
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %gDimX, %grid_y = %gDimY,
%grid_z = %gDimZ)
threads(%tx, %ty, %tz) in (%block_x = %bDimX, %block_y = %bDimY,
%block_z = %bDimZ) {
"use"(%0): (f32) -> ()
"some_op"(%bx, %block_x) : (index, index) -> ()
%42 = memref.load %1[%tx] : memref<?xf32, 1>
gpu.terminator
}
return
}
// CHECK-DL-LABEL: gpu.module @launch_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// CHECK-LABEL: gpu.module @launch_kernel
// CHECK-NEXT: gpu.func @launch_kernel
// CHECK-SAME: (%[[KERNEL_ARG0:.*]]: f32, %[[KERNEL_ARG1:.*]]: memref<?xf32, 1>)
// CHECK-SAME: known_block_size = array<i32: 20, 24, 28>
// CHECK-SAME: known_grid_size = array<i32: 8, 12, 16>
// CHECK-NEXT: %[[BID:.*]] = gpu.block_id x
// CHECK-NEXT: = gpu.block_id y
// CHECK-NEXT: = gpu.block_id z
// CHECK-NEXT: %[[TID:.*]] = gpu.thread_id x
// CHECK-NEXT: = gpu.thread_id y
// CHECK-NEXT: = gpu.thread_id z
// CHECK-NEXT: = gpu.grid_dim x
// CHECK-NEXT: = gpu.grid_dim y
// CHECK-NEXT: = gpu.grid_dim z
// CHECK-NEXT: %[[BDIM:.*]] = gpu.block_dim x
// CHECK-NEXT: = gpu.block_dim y
// CHECK-NEXT: = gpu.block_dim z
// CHECK-NEXT: "use"(%[[KERNEL_ARG0]]) : (f32) -> ()
// CHECK-NEXT: "some_op"(%[[BID]], %[[BDIM]]) : (index, index) -> ()
// CHECK-NEXT: = memref.load %[[KERNEL_ARG1]][%[[TID]]] : memref<?xf32, 1>
// -----
// Verify that we can outline a CFG
// CHECK-LABEL: gpu.func @launchCFG_kernel(
// CHECK: cf.br
// CHECK: gpu.return
func.func @launchCFG() {
%0 = "op"() : () -> (f32)
%1 = "op"() : () -> (memref<?xf32, 1>)
%gDimX = arith.constant 8 : index
%gDimY = arith.constant 12 : index
%gDimZ = arith.constant 16 : index
%bDimX = arith.constant 20 : index
%bDimY = arith.constant 24 : index
%bDimZ = arith.constant 28 : index
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %gDimX, %grid_y = %gDimY,
%grid_z = %gDimZ)
threads(%tx, %ty, %tz) in (%block_x = %bDimX, %block_y = %bDimY,
%block_z = %bDimZ) {
"use"(%0): (f32) -> ()
cf.br ^bb1
^bb1:
"some_op"(%bx, %block_x) : (index, index) -> ()
%42 = memref.load %1[%tx] : memref<?xf32, 1>
gpu.terminator
}
return
}
// -----
// This test checks gpu-out-lining can handle gpu.launch kernel from an llvm.func
// CHECK-LABEL: @launch_from_llvm_func
llvm.func @launch_from_llvm_func() {
// CHECK: %[[ARG0:.*]] = "op"() : () -> f32
%0 = "op"() : () -> (f32)
// CHECK: %[[ARG1:.*]] = "op"() : () -> memref<?xf32, 1>
%1 = "op"() : () -> (memref<?xf32, 1>)
// CHECK: %[[DIM:.*]] = arith.constant 1
%dim = arith.constant 1 : index
// CHECK: gpu.launch_func @launch_from_llvm_func_kernel::@launch_from_llvm_func_kernel
// CHECK-SAME: (%[[DIM]], %[[DIM]], %[[DIM]])
// CHECK-SAME: (%[[DIM]], %[[DIM]], %[[DIM]]) args(%[[ARG0]] : f32, %[[ARG1]] : memref<?xf32, 1>)
// CHECK-NEXT: llvm.return
// CHECK: gpu.func {{.*}} kernel attributes
// CHECK-SAME: known_block_size = array<i32: 1, 1, 1>
// CHECK-SAME: known_grid_size = array<i32: 1, 1, 1>
// CHECK: gpu.return
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %dim, %grid_y = %dim,
%grid_z = %dim)
threads(%tx, %ty, %tz) in (%block_x = %dim, %block_y = %dim,
%block_z = %dim) {
"use"(%0): (f32) -> ()
"some_op"(%bx, %block_x) : (index, index) -> ()
%2 = memref.load %1[%tx] : memref<?xf32, 1>
gpu.terminator
}
llvm.return
}
// CHECK-DL-LABEL: gpu.module @launch_from_llvm_func_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// -----
// CHECK: module attributes {gpu.container_module}
// CHECK-LABEL: @multiple_launches
func.func @multiple_launches() {
// CHECK: %[[CST:.*]] = arith.constant 8 : index
%cst = arith.constant 8 : index
// CHECK: gpu.launch_func @multiple_launches_kernel::@multiple_launches_kernel blocks in (%[[CST]], %[[CST]], %[[CST]]) threads in (%[[CST]], %[[CST]], %[[CST]])
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %cst, %grid_y = %cst,
%grid_z = %cst)
threads(%tx, %ty, %tz) in (%block_x = %cst, %block_y = %cst,
%block_z = %cst) {
gpu.terminator
}
// CHECK: gpu.launch_func @multiple_launches_kernel_0::@multiple_launches_kernel blocks in (%[[CST]], %[[CST]], %[[CST]]) threads in (%[[CST]], %[[CST]], %[[CST]])
gpu.launch blocks(%bx2, %by2, %bz2) in (%grid_x2 = %cst, %grid_y2 = %cst,
%grid_z2 = %cst)
threads(%tx2, %ty2, %tz2) in (%block_x2 = %cst, %block_y2 = %cst,
%block_z2 = %cst) {
gpu.terminator
}
// With async and async deps.
// CHECK: %[[TOKEN:.*]] = gpu.wait async
// CHECK: gpu.launch_func async [%[[TOKEN]]] @multiple_launches_kernel_1::@multiple_launches_kernel blocks in (%[[CST]], %[[CST]], %[[CST]]) threads in (%[[CST]], %[[CST]], %[[CST]])
%t = gpu.wait async
%u = gpu.launch async [%t] blocks(%bx2, %by2, %bz2) in (%grid_x2 = %cst, %grid_y2 = %cst,
%grid_z2 = %cst)
threads(%tx2, %ty2, %tz2) in (%block_x2 = %cst, %block_y2 = %cst,
%block_z2 = %cst) {
gpu.terminator
}
// CHECK: gpu.launch_func async @multiple_launches_kernel_2::@multiple_launches_kernel blocks in (%[[CST]], %[[CST]], %[[CST]]) threads in (%[[CST]], %[[CST]], %[[CST]])
%v = gpu.launch async blocks(%bx2, %by2, %bz2) in (%grid_x2 = %cst, %grid_y2 = %cst,
%grid_z2 = %cst)
threads(%tx2, %ty2, %tz2) in (%block_x2 = %cst, %block_y2 = %cst,
%block_z2 = %cst) {
gpu.terminator
}
return
}
// CHECK-DL-LABEL: gpu.module @multiple_launches_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// CHECK-DL-LABEL: gpu.module @multiple_launches_kernel_0 attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// CHECK: gpu.module @multiple_launches_kernel
// CHECK: func @multiple_launches_kernel
// CHECK: module @multiple_launches_kernel_0
// CHECK: func @multiple_launches_kernel
// -----
// CHECK-LABEL: @extra_constants_not_inlined
func.func @extra_constants_not_inlined(%arg0: memref<?xf32>) {
// CHECK: %[[CST:.*]] = arith.constant 8 : index
%cst = arith.constant 8 : index
%cst2 = arith.constant 2 : index
%c0 = arith.constant 0 : index
%cst3 = "secret_constant"() : () -> index
// CHECK: gpu.launch_func @extra_constants_not_inlined_kernel::@extra_constants_not_inlined_kernel blocks in (%[[CST]], %[[CST]], %[[CST]]) threads in (%[[CST]], %[[CST]], %[[CST]]) args({{.*}} : memref<?xf32>, {{.*}} : index)
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %cst, %grid_y = %cst,
%grid_z = %cst)
threads(%tx, %ty, %tz) in (%block_x = %cst, %block_y = %cst,
%block_z = %cst) {
"use"(%cst2, %arg0, %cst3) : (index, memref<?xf32>, index) -> ()
gpu.terminator
}
return
}
// CHECK-DL-LABEL: gpu.module @extra_constants_not_inlined_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// CHECK-LABEL: func @extra_constants_not_inlined_kernel(%{{.*}}: memref<?xf32>, %{{.*}}: index)
// CHECK: arith.constant 2
// -----
// CHECK-LABEL: @extra_constants
// CHECK-SAME: %[[ARG0:.*]]: memref<?xf32>
func.func @extra_constants(%arg0: memref<?xf32>) {
// CHECK: %[[CST:.*]] = arith.constant 8 : index
%cst = arith.constant 8 : index
%cst2 = arith.constant 2 : index
%c0 = arith.constant 0 : index
%cst3 = memref.dim %arg0, %c0 : memref<?xf32>
// CHECK: gpu.launch_func @extra_constants_kernel::@extra_constants_kernel blocks in (%[[CST]], %[[CST]], %[[CST]]) threads in (%[[CST]], %[[CST]], %[[CST]]) args(%[[ARG0]] : memref<?xf32>)
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %cst, %grid_y = %cst,
%grid_z = %cst)
threads(%tx, %ty, %tz) in (%block_x = %cst, %block_y = %cst,
%block_z = %cst) {
"use"(%cst2, %arg0, %cst3) : (index, memref<?xf32>, index) -> ()
gpu.terminator
}
return
}
// CHECK-DL-LABEL: gpu.module @extra_constants_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// CHECK-LABEL: func @extra_constants_kernel(
// CHECK-SAME: %[[KARG0:.*]]: memref<?xf32>
// CHECK: arith.constant 2
// CHECK: arith.constant 0
// CHECK: memref.dim %[[KARG0]]
// -----
// CHECK-LABEL: @extra_constants_noarg
// CHECK-SAME: %[[ARG0:.*]]: memref<?xf32>, %[[ARG1:.*]]: memref<?xf32>
func.func @extra_constants_noarg(%arg0: memref<?xf32>, %arg1: memref<?xf32>) {
// CHECK: %[[CST:.*]] = arith.constant 8 : index
%cst = arith.constant 8 : index
%cst2 = arith.constant 2 : index
%c0 = arith.constant 0 : index
// CHECK: memref.dim %[[ARG1]]
%cst3 = memref.dim %arg1, %c0 : memref<?xf32>
// CHECK: gpu.launch_func @extra_constants_noarg_kernel::@extra_constants_noarg_kernel blocks in (%[[CST]], %[[CST]], %[[CST]]) threads in (%[[CST]], %[[CST]], %[[CST]]) args(%[[ARG0]] : memref<?xf32>, {{.*}} : index)
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %cst, %grid_y = %cst,
%grid_z = %cst)
threads(%tx, %ty, %tz) in (%block_x = %cst, %block_y = %cst,
%block_z = %cst) {
"use"(%cst2, %arg0, %cst3) : (index, memref<?xf32>, index) -> ()
gpu.terminator
}
return
}
// CHECK-DL-LABEL: gpu.module @extra_constants_noarg_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// CHECK-LABEL: func @extra_constants_noarg_kernel(
// CHECK-SAME: %[[KARG0:.*]]: memref<?xf32>, %[[KARG1:.*]]: index
// CHECK: %[[KCST:.*]] = arith.constant 2
// CHECK: "use"(%[[KCST]], %[[KARG0]], %[[KARG1]])
// -----
// CHECK-LABEL: @multiple_uses
func.func @multiple_uses(%arg0 : memref<?xf32>) {
%c1 = arith.constant 1 : index
%c2 = arith.constant 2 : index
// CHECK: gpu.func {{.*}} {
// CHECK: %[[C2:.*]] = arith.constant 2 : index
// CHECK: "use1"(%[[C2]], %[[C2]])
// CHECK: "use2"(%[[C2]])
// CHECK: gpu.return
// CHECK: }
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %c1, %grid_y = %c1,
%grid_z = %c1)
threads(%tx, %ty, %tz) in (%block_x = %c1, %block_y = %c1,
%block_z = %c1) {
"use1"(%c2, %c2) : (index, index) -> ()
"use2"(%c2) : (index) -> ()
gpu.terminator
}
return
}
// CHECK-DL-LABEL: gpu.module @multiple_uses_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// -----
// CHECK-LABEL: @multiple_uses2
func.func @multiple_uses2(%arg0 : memref<*xf32>) {
%c1 = arith.constant 1 : index
%c2 = arith.constant 2 : index
%d = memref.dim %arg0, %c2 : memref<*xf32>
// CHECK: gpu.func {{.*}} {
// CHECK: %[[C2:.*]] = arith.constant 2 : index
// CHECK: %[[D:.*]] = memref.dim %[[ARG:.*]], %[[C2]]
// CHECK: "use1"(%[[D]])
// CHECK: "use2"(%[[C2]], %[[C2]])
// CHECK: "use3"(%[[ARG]])
// CHECK: gpu.return
// CHECK: }
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %c1, %grid_y = %c1,
%grid_z = %c1)
threads(%tx, %ty, %tz) in (%block_x = %c1, %block_y = %c1,
%block_z = %c1) {
"use1"(%d) : (index) -> ()
"use2"(%c2, %c2) : (index, index) -> ()
"use3"(%arg0) : (memref<*xf32>) -> ()
gpu.terminator
}
return
}
// CHECK-DL-LABEL: gpu.module @multiple_uses2_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// -----
llvm.mlir.global internal @global(42 : i64) : i64
//CHECK-LABEL: @function_call
func.func @function_call(%arg0 : memref<?xf32>) {
%cst = arith.constant 8 : index
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %cst, %grid_y = %cst,
%grid_z = %cst)
threads(%tx, %ty, %tz) in (%block_x = %cst, %block_y = %cst,
%block_z = %cst) {
func.call @device_function() : () -> ()
func.call @device_function() : () -> ()
%0 = llvm.mlir.addressof @global : !llvm.ptr
gpu.terminator
}
return
}
func.func @device_function() {
call @recursive_device_function() : () -> ()
return
}
func.func @recursive_device_function() {
call @recursive_device_function() : () -> ()
return
}
// CHECK-DL-LABEL: gpu.module @function_call_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// CHECK: gpu.module @function_call_kernel {
// CHECK: gpu.func @function_call_kernel()
// CHECK: call @device_function() : () -> ()
// CHECK: call @device_function() : () -> ()
// CHECK: llvm.mlir.addressof @global : !llvm.ptr
// CHECK: gpu.return
//
// CHECK: llvm.mlir.global internal @global(42 : i64) {addr_space = 0 : i32} : i64
//
// CHECK: func @device_function()
// CHECK: func @recursive_device_function()
// CHECK-NOT: func @device_function
// -----
// CHECK-LABEL: @non_constant_launches
func.func @non_constant_launches(%arg0 : index) {
// CHECK-NOT: known_block_size
// CHECK-NOT: known_grid_size
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %arg0, %grid_y = %arg0,
%grid_z = %arg0)
threads(%tx, %ty, %tz) in (%block_x = %arg0, %block_y = %arg0,
%block_z = %arg0) {
gpu.terminator
}
return
}
// CHECK-DL-LABEL: gpu.module @non_constant_launches_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// CHECK: module attributes {gpu.container_module}
// -----
// This test checks memory attributions for gpu.launch, using both workgroup and private attributions.
// CHECK-LABEL: func @launch_memory_attributions_0()
func.func @launch_memory_attributions_0() {
%1 = "op"() : () -> (memref<?xf32, 1>)
%128 = arith.constant 128 : index
// CHECK: gpu.launch_func @launch_memory_attributions_0_kernel::@launch_memory_attributions_0_kernel
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %128, %grid_y = %128,
%grid_z = %128)
threads(%tx, %ty, %tz) in (%block_x = %128, %block_y = %128,
%block_z = %128)
workgroup(%shared: memref<42xf32, 3>)
private(%priv0: memref<2xf32, 5>, %priv1: memref<1xf32, 5>) {
"some_op"(%bx, %block_x) : (index, index) -> ()
%42 = memref.load %1[%tx] : memref<?xf32, 1>
%43 = memref.load %shared[%tx] : memref<42xf32, 3>
%44 = memref.load %priv1[%tx] : memref<1xf32, 5>
gpu.terminator
}
return
}
// CHECK-DL-LABEL: gpu.module @launch_memory_attributions_0_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// CHECK-LABEL: gpu.module @launch_memory_attributions_0_kernel
// CHECK-NEXT: gpu.func @launch_memory_attributions_0_kernel
// CHECK-SAME: workgroup(%[[KERNEL_ARG1:.*]] : memref<42xf32, 3>)
// CHECK-SAME: private(%[[KERNEL_ARG2:.*]] : memref<2xf32, 5>, %[[KERNEL_ARG3:.*]] : memref<1xf32, 5>)
// CHECK: %[[TID:.*]] = gpu.thread_id x
// CHECK: = memref.load %[[KERNEL_ARG1]][%[[TID]]] : memref<42xf32, 3>
// CHECK-NEXT: = memref.load %[[KERNEL_ARG3]][%[[TID]]] : memref<1xf32, 5>
// -----
// This test checks correctness of private attributions in the absence of workgroup attributions.
// CHECK-LABEL: @launch_memory_attributions_1
func.func @launch_memory_attributions_1(%arg0 : memref<*xf32>) {
%c1 = arith.constant 1 : index
%c2 = arith.constant 2 : index
%d = memref.dim %arg0, %c2 : memref<*xf32>
// CHECK: gpu.func {{.*}} private(%[[KERNEL_ARG:.*]] : memref<3xf32, 5>) {{.*}} {
// CHECK: %[[C2:.*]] = arith.constant 2 : index
// CHECK: = memref.load %[[KERNEL_ARG]][%[[C2]]] : memref<3xf32, 5>
// CHECK: gpu.return
// CHECK: }
gpu.launch blocks(%bx, %by, %bz) in (%grid_x = %c1, %grid_y = %c1,
%grid_z = %c1)
threads(%tx, %ty, %tz) in (%block_x = %c1, %block_y = %c1,
%block_z = %c1)
private(%priv0: memref<3xf32, 5>) {
%42 = memref.load %priv0[%c2] : memref<3xf32, 5>
gpu.terminator
}
return
}
// CHECK-DL-LABEL: gpu.module @launch_memory_attributions_1_kernel attributes {dlti.dl_spec = #dlti.dl_spec<#dlti.dl_entry<index, 32 : i32>>}
// -----
// CHECK: module attributes {gpu.container_module}
// CHECK-LABEL: func @launch_cluster()
func.func @launch_cluster() {
// CHECK: %[[ARG0:.*]] = "op"() : () -> f32
%0 = "op"() : () -> (f32)
// CHECK: %[[ARG1:.*]] = "op"() : () -> memref<?xf32, 1>
%1 = "op"() : () -> (memref<?xf32, 1>)
// CHECK: %[[CDIMX:.*]] = arith.constant 1
%cDimX = arith.constant 1 : index
// CHECK: %[[CDIMY:.*]] = arith.constant 2
%cDimY = arith.constant 2 : index
// CHECK: %[[CDIMZ:.*]] = arith.constant 1
%cDimZ = arith.constant 1 : index
// CHECK: %[[GDIMX:.*]] = arith.constant 8
%gDimX = arith.constant 8 : index
// CHECK: %[[GDIMY:.*]] = arith.constant 12
%gDimY = arith.constant 12 : index
// CHECK: %[[GDIMZ:.*]] = arith.constant 16
%gDimZ = arith.constant 16 : index
// CHECK: %[[BDIMX:.*]] = arith.constant 20
%bDimX = arith.constant 20 : index
// CHECK: %[[BDIMY:.*]] = arith.constant 24
%bDimY = arith.constant 24 : index
// CHECK: %[[BDIMZ:.*]] = arith.constant 28
%bDimZ = arith.constant 28 : index
// CHECK: gpu.launch_func @launch_cluster_kernel::@launch_cluster_kernel clusters in (%[[CDIMX]], %[[CDIMY]], %[[CDIMZ]]) blocks in (%[[GDIMX]], %[[GDIMY]], %[[GDIMZ]]) threads in (%[[BDIMX]], %[[BDIMY]], %[[BDIMZ]]) args(%[[ARG0]] : f32, %[[ARG1]] : memref<?xf32, 1>)
// CHECK-NOT: gpu.launch blocks
gpu.launch clusters(%cx, %cy, %cz) in (%cluster_x = %cDimX, %cluster_y = %cDimY,
%cluster_z = %cDimZ)
blocks(%bx, %by, %bz) in (%grid_x = %gDimX, %grid_y = %gDimY,
%grid_z = %gDimZ)
threads(%tx, %ty, %tz) in (%block_x = %bDimX, %block_y = %bDimY,
%block_z = %bDimZ) {
"use"(%0): (f32) -> ()
"some_op"(%cx, %bx, %block_x) : (index, index, index) -> ()
%42 = memref.load %1[%tx] : memref<?xf32, 1>
gpu.terminator
}
return
}
// CHECK-LABEL: gpu.module @launch_cluster_kernel
// CHECK-NEXT: gpu.func @launch_cluster_kernel
// CHECK-SAME: (%[[KERNEL_ARG0:.*]]: f32, %[[KERNEL_ARG1:.*]]: memref<?xf32, 1>)
// CHECK-SAME: known_block_size = array<i32: 20, 24, 28>
// CHECK-SAME: known_grid_size = array<i32: 8, 12, 16>
// CHECK-NEXT: %[[BID:.*]] = gpu.block_id x
// CHECK-NEXT: = gpu.block_id y
// CHECK-NEXT: = gpu.block_id z
// CHECK-NEXT: %[[TID:.*]] = gpu.thread_id x
// CHECK-NEXT: = gpu.thread_id y
// CHECK-NEXT: = gpu.thread_id z
// CHECK-NEXT: = gpu.grid_dim x
// CHECK-NEXT: = gpu.grid_dim y
// CHECK-NEXT: = gpu.grid_dim z
// CHECK-NEXT: %[[BDIM:.*]] = gpu.block_dim x
// CHECK-NEXT: = gpu.block_dim y
// CHECK-NEXT: = gpu.block_dim z
// CHECK-NEXT: %[[CID:.*]] = gpu.cluster_id x
// CHECK-NEXT: = gpu.cluster_id y
// CHECK-NEXT: = gpu.cluster_id z
// CHECK-NEXT: %[[CDIM:.*]] = gpu.cluster_dim x
// CHECK-NEXT: = gpu.cluster_dim y
// CHECK-NEXT: = gpu.cluster_dim z
// CHECK-NEXT: "use"(%[[KERNEL_ARG0]]) : (f32) -> ()
// CHECK-NEXT: "some_op"(%[[CID]], %[[BID]], %[[BDIM]]) : (index, index, index) -> ()
// CHECK-NEXT: = memref.load %[[KERNEL_ARG1]][%[[TID]]] : memref<?xf32, 1>
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