# This test generates all variants of wmma intrinsics and verifies that LLVM # generates correct instructions for them. # RUN: python %s > %t.ll # RUN: llc < %t.ll -march=nvptx64 -mcpu=sm_70 -mattr=+ptx60 | FileCheck %t.ll from itertools import product from string import Template def make_wmma_slice_ty(abcd, itype): elt_ty = "<2 x half>" if itype == "f16" else "float" num_elts = 4 if abcd in "cd" and itype == "f16" else 8; return [elt_ty] * num_elts def make_wmma_ld_ret_ty(abc, itype): return "{%s}" % ", ".join(make_wmma_slice_ty(abc, itype)) # Convenient test patterns. check_f16_8 = "{{%s}}" % ", *".join(["%hh[0-9]+"] * 8) check_f16_4 = "{{%s}}" % ", *".join(["%hh[0-9]+"] * 4) check_f32_8 = "{{%s}}" % ", *".join(["%f[0-9]+"] * 8) def gen_wmma_load_tests(): load_template = """ declare ${ret_ty} @llvm.nvvm.wmma.load.$intrinsic_suffix(i8* %src ${extra_args}); ; CHECK-LABEL: .func {{.*}}test_wmma_load_${function_suffix}( define ${ret_ty} @test_wmma_load_${function_suffix}(i8* %src ${extra_args}) { ; CHECK wmma.load.${intrinsic_suffix} ; CHECK: {${check_result}} ; CHECK: [%rd{{[0-9]+}}]${stride_pattern} %v0 = call ${ret_ty} @llvm.nvvm.wmma.load.${intrinsic_suffix}(i8* %src ${extra_args}); ret ${ret_ty} %v0; } ; CHECK-LABEL: .func{{.*}}test_wmma_load_${function_suffix}_o( define ${ret_ty} @test_wmma_load_${function_suffix}_o(i8* %src ${extra_args}) { ; CHECK wmma.load.${intrinsic_suffix} ; CHECK: {${check_result}} ; CHECK: [%rd{{[0-9]+}}+128]${stride_pattern} %src1 = getelementptr i8, i8* %src, i32 128; %v0 = call ${ret_ty} @llvm.nvvm.wmma.load.${intrinsic_suffix}(i8* %src1 ${extra_args}); ret ${ret_ty} %v0; } """ suffix_template = "${abc}.sync.${layout}.m16n16k16${space}${stride}.${itype}" instruction_template = "${abc}.sync.${layout}.m16n16k16${space}.${itype}" for abc, layout, space, stride, itype in product( "abc", ["row","col"], ["",".shared",".global"], ["", ".stride"], ["f16", "f32"]): params = { "abc" : abc, "layout" : layout, "space" : space, "stride" : stride, "itype" : itype } if itype == "f32" and abc != "c": continue test_params = params test_params["intrinsic_suffix"] = Template(suffix_template).substitute(params) test_params["function_suffix"] = test_params["intrinsic_suffix"].replace(".","_") test_params["instruction_suffix"] = Template(instruction_template).substitute(params) test_params["ret_ty"] = make_wmma_ld_ret_ty(abc, itype) if abc == "c" : test_params["check_result"] = check_f16_4 if itype == "f16" else check_f32_8 else: test_params["check_result"] = check_f16_8 if stride: test_params["extra_args"] = ", i32 %stride"; test_params["stride_pattern"] = ", %r{{[0-9]+}}" else: test_params["extra_args"] = "" test_params["stride_pattern"] = "" print(Template(load_template).substitute(test_params)) def make_wmma_slice_args(itype, abcd, prefix="v"): return ", ".join(["%s %%%s%d" % (t, prefix, i) for i,t in enumerate(make_wmma_slice_ty(abcd, itype))]) def gen_wmma_store_tests(): store_template = """ declare void @llvm.nvvm.wmma.store.$intrinsic_suffix(i8* %src, ${args}${extra_args}); ; CHECK-LABEL: .func {{.*}}test_wmma_store_${function_suffix}( define void @test_wmma_store_${function_suffix}(i8* %src, ${args}${extra_args}) { ; CHECK wmma.store.${intrinsic_suffix} {{.*}}[%rd{{[0-9+]}} ; CHECK: {${check_args}} ; CHECK: ${stride_pattern} call void @llvm.nvvm.wmma.store.${intrinsic_suffix}(i8* %src, ${args} ${extra_args}); ret void } ; CHECK-LABEL: .func{{.*}}test_wmma_store_${function_suffix}_o( define void @test_wmma_store_${function_suffix}_o(i8* %src, ${args}${extra_args}) { ; CHECK wmma.store.${intrinsic_suffix} {{.*}}[%rd{{[0-9+]}}+128] ; CHECK: ${check_args} ; CHECK: ${stride_pattern} %src1 = getelementptr i8, i8* %src, i32 128; call void @llvm.nvvm.wmma.store.${intrinsic_suffix}(i8* %src1, ${args}${extra_args}); ret void } """ suffix_template = "${abc}.sync.${layout}.m16n16k16${space}${stride}.${itype}" instruction_template = "${abc}.sync.${layout}.m16n16k16${space}.${itype}" for abc, layout, space, stride, itype in product( "d", ["row","col"], ["",".shared",".global"], ["", ".stride"], ["f16", "f32"]): params = { "abc" : abc, "layout" : layout, "space" : space, "stride" : stride, "itype" : itype } test_params = params test_params["intrinsic_suffix"] = Template(suffix_template).substitute(params) test_params["function_suffix"] = test_params["intrinsic_suffix"].replace(".","_") test_params["instruction_suffix"] = Template(instruction_template).substitute(params) test_params["ret_ty"] = make_wmma_ld_ret_ty(abc, itype) test_params["check_args"] = check_f16_4 if itype == "f16" else check_f32_8 if stride: test_params["extra_args"] = ", i32 %stride"; test_params["stride_pattern"] = ", %r{{[0-9]+}};" else: test_params["extra_args"] = "" test_params["stride_pattern"] = ";" test_params["args"] = make_wmma_slice_args(itype, "d"); print(Template(store_template).substitute(test_params)) def gen_wmma_mma_tests(): mma_template = """ declare ${ret_ty} @llvm.nvvm.wmma.mma.sync.$intrinsic_suffix( ${args}); ; CHECK-LABEL: .func {{.*}}test_wmma_mma_${function_suffix}( define ${ret_ty} @test_wmma_mma_${function_suffix}( ${args}) { ; CHECK wmma.mma.${intrinsic_suffix} {{.*}}[%rd{{[0-9+]}} ; CHECK ${check_d} ; CHECK ${check_ab} ; CHECK ${check_ab} ; CHECK ${check_c} %r = call ${ret_ty} @llvm.nvvm.wmma.mma.sync.${intrinsic_suffix}( ${args}); ret ${ret_ty} %r; } """ suffix_template = "${alayout}.${blayout}.m16n16k16.${dtype}.${ctype}${satf}" for alayout, blayout, ctype, dtype, satf in product( ["row","col"], ["row","col"], ["f16", "f32"], ["f16", "f32"], [".satfinite", ""]): params = { "alayout" : alayout, "blayout" : blayout, "ctype" : ctype, "dtype" : dtype, "satf" : satf } test_params = params test_params["intrinsic_suffix"] = Template(suffix_template).substitute(params) test_params["function_suffix"] = test_params["intrinsic_suffix"].replace(".", "_") test_params["ret_ty"] = make_wmma_ld_ret_ty("d", dtype) test_params["check_ab"] = check_f16_8 test_params["check_c"] = check_f16_4 if ctype == "f16" else check_f32_8 test_params["check_d"] = check_f16_4 if dtype == "f16" else check_f32_8 args = ",\n ".join(make_wmma_slice_args(t, abcd, prefix=abcd) for abcd, t in (("a", "f16"), ("b", "f16"), ("c", ctype))) test_params["args"] = args print(Template(mma_template).substitute(test_params)) def main(): gen_wmma_load_tests() gen_wmma_store_tests() gen_wmma_mma_tests() main()