Commit a5925eee authored by Guray Ozen's avatar Guray Ozen
Browse files

[MLIR][NVVM] Fix register mapping in `wgmma.mma_async` 

WgmmaMmaAsync Op generates `wgmma.mma_async` PTX instruction that uses the same registers as read and write with mapping. Therefore, the registers count needs to be increased 2 times for the following registers.

This works changes this:
```
llvm.inline_asm has_side_effects asm_dialect = att "{wgmma.mma_async... {$0, $1, $2, $3, $4}, $5, $6, p", "=f,=f,=f,=f,0,1,2,3,l,l"
```

Into this one below. The only different is the number of registers ($8 and $9) that comes after read/write.
```
llvm.inline_asm has_side_effects asm_dialect = att "{wgmma.mma_async... {$0, $1, $2, $3, $4}, $8, $9, p", "=f,=f,=f,=f,0,1,2,3,l,l"
```

Reviewed By: qcolombet

Differential Revision: https://reviews.llvm.org/D157843
parent 01dcad04

mlir/lib/Dialect/LLVMIR/IR/NVVMDialect.cpp

+6 −6
Original line number Diff line number Diff line
@@ -921,17 +921,17 @@ std::string NVVM::WgmmaMmaAsyncOp::getPtx() { 
  }



  ss << "},";

  ss << " $" << (expectedOutputRegisters) << ","

     << " $" << (expectedOutputRegisters + 1) << ","

  // Need to map read/write registers correctly.

  regCnt = (regCnt * 2);

  ss << " $" << (regCnt) << ","

     << " $" << (regCnt + 1) << ","

     << " p";

  if (!outputType.isInteger(32)) {

    ss << ", $" << (expectedOutputRegisters + 3) << ",  $"

       << (expectedOutputRegisters + 4);

    ss << ", $" << (regCnt + 3) << ",  $" << (regCnt + 4);

  }

  // Don't add transpose parameters unless needed.

  if (isF16) {

    ss << ", $" << (expectedOutputRegisters + 5) << ",  $"

       << (expectedOutputRegisters + 6);

    ss << ", $" << (regCnt + 5) << ",  $" << (regCnt + 6);

  }

  ss << ";\n"

     << "}\n";

mlir/test/Conversion/NVVMToLLVM/nvvm-to-llvm.mlir

+14 −14
Original line number Diff line number Diff line
@@ -124,7 +124,7 @@ func.func @wgmma_f32_f16_f16(%descA : i64, %descB : i64) -> !mat64f32{ 
  // CHECK: %[[V4:.*]] = llvm.extractvalue %[[RES]][4] : !llvm.struct<(f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32)> 

  // CHECK: %[[V11:.*]] = llvm.extractvalue %[[RES]][11] : !llvm.struct<(f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32)>  

  // CHECK: %[[V13:.*]] = llvm.extractvalue %[[RES]][13] : !llvm.struct<(f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32)> 

  // CHECK: %[[RES1:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $18, 0;\0Awgmma.mma_async.sync.aligned.m64n32k16.f32.f16.f16 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15}, $16, $17, p, $19,  $20, $21,  $22;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,l,l,n,n,n,n,n" %[[V0]], %{{.*}}, %{{.*}}, %{{.*}}, %[[V4]], %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %[[V11]], %{{.*}}, %[[V13]], %{{.*}}, %{{.*}}, %[[ARG0]], %[[ARG1]], %[[A1]], %[[A2]], %[[A3]], %[[A4]], %[[A5]] : (f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, i64, i64, i32, i32, i32, i32, i32) -> !llvm.struct<(f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32)>

  // CHECK: %[[RES1:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $18, 0;\0Awgmma.mma_async.sync.aligned.m64n32k16.f32.f16.f16 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15}, $32, $33, p, $35,  $36, $37,  $38;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,l,l,n,n,n,n,n" %[[V0]], %{{.*}}, %{{.*}}, %{{.*}}, %[[V4]], %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %[[V11]], %{{.*}}, %[[V13]], %{{.*}}, %{{.*}}, %[[ARG0]], %[[ARG1]], %[[A1]], %[[A2]], %[[A3]], %[[A4]], %[[A5]] : (f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, i64, i64, i32, i32, i32, i32, i32) -> !llvm.struct<(f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32)>

  // CHECK: %[[C2:.*]] = llvm.mlir.constant(2 : i64) : i64

  // CHECK: %[[DESCa:.+]] = llvm.add %[[ARG0]], %[[C2]] : i64

  // CHECK: %[[DESCb:.+]] = llvm.add %[[ARG1]], %[[C2]] : i64
@@ -132,7 +132,7 @@ func.func @wgmma_f32_f16_f16(%descA : i64, %descB : i64) -> !mat64f32{ 
  // CHECK: %[[V4_2:.*]] = llvm.extractvalue %[[RES1]][4] : !llvm.struct<(f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32)> 

  // CHECK: %[[V11_2:.*]] = llvm.extractvalue %[[RES1]][11] : !llvm.struct<(f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32)>  

  // CHECK: %[[V13_2:.*]] = llvm.extractvalue %[[RES1]][13] : !llvm.struct<(f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32)> 

  // CHECK: %[[RES_2:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $18, 0;\0Awgmma.mma_async.sync.aligned.m64n32k16.f32.f16.f16 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15}, $16, $17, p, $19,  $20, $21,  $22;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,l,l,n,n,n,n,n" %[[V0_2]], %{{.*}}, %{{.*}}, %{{.*}}, %[[V4_2]], %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %[[V11_2]], %{{.*}}, %[[V13_2]], %{{.*}}, %{{.*}}, %[[DESCa]], %[[DESCb]], %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}} : (f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, i64, i64, i32, i32, i32, i32, i32) -> !llvm.struct<(f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32)>

  // CHECK: %[[RES_2:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $18, 0;\0Awgmma.mma_async.sync.aligned.m64n32k16.f32.f16.f16 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15}, $32, $33, p, $35,  $36, $37,  $38;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,l,l,n,n,n,n,n" %[[V0_2]], %{{.*}}, %{{.*}}, %{{.*}}, %[[V4_2]], %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %[[V11_2]], %{{.*}}, %[[V13_2]], %{{.*}}, %{{.*}}, %[[DESCa]], %[[DESCb]], %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}} : (f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, i64, i64, i32, i32, i32, i32, i32) -> !llvm.struct<(f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32, f32)>

  %result = llvm.mlir.undef : !mat64f32

  %result1 = nvvm.wgmma.mma_async 

      %descA, %descB,
@@ -168,17 +168,17 @@ func.func @wgmma_s32_s8_s8_satfinite(%descA : i64, %descB : i64) -> !mat16i32{ 
// CHECK: %[[V1:.*]] = llvm.extractvalue %[[RES]][1]

// CHECK: %[[V2:.*]] = llvm.extractvalue %[[RES]][2]

// CHECK: %[[V3:.*]] = llvm.extractvalue %[[RES]][3]

// CHECK: %[[RES_2:.*]] =  llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.s8.s8.satfinite {$0, $1, $2, $3}, $4, $5, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0]], %[[V1]], %[[V2]], %[[V3]], %[[ARG0]], %[[ARG1]], %[[A1]] : (i32, i32, i32, i32, i64, i64, i32) -> !llvm.struct<(i32, i32, i32, i32)>

// CHECK: %[[RES_2:.*]] =  llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.s8.s8.satfinite {$0, $1, $2, $3}, $8, $9, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0]], %[[V1]], %[[V2]], %[[V3]], %[[ARG0]], %[[ARG1]], %[[A1]] : (i32, i32, i32, i32, i64, i64, i32) -> !llvm.struct<(i32, i32, i32, i32)>

// CHECK: %[[V0_2:.*]] = llvm.extractvalue %[[RES_2]][0]

// CHECK: %[[V1_2:.*]] = llvm.extractvalue %[[RES_2]][1]

// CHECK: %[[V2_2:.*]] = llvm.extractvalue %[[RES_2]][2]

// CHECK: %[[V3_2:.*]] = llvm.extractvalue %[[RES_2]][3]

// CHECK: %[[RES_3:.*]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.s8.s8.satfinite {$0, $1, $2, $3}, $4, $5, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0_2]], %[[V1_2]], %[[V2_2]], %[[V3_2]], %[[ARG0]], %[[ARG1]], %{{.*}}

// CHECK: %[[RES_3:.*]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.s8.s8.satfinite {$0, $1, $2, $3}, $8, $9, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0_2]], %[[V1_2]], %[[V2_2]], %[[V3_2]], %[[ARG0]], %[[ARG1]], %{{.*}}

// CHECK: %[[V0_3:.*]] = llvm.extractvalue %[[RES_3]][0]

// CHECK: %[[V1_3:.*]] = llvm.extractvalue %[[RES_3]][1]

// CHECK: %[[V2_3:.*]] = llvm.extractvalue %[[RES_3]][2]

// CHECK: %[[V3_3:.*]] = llvm.extractvalue %[[RES_3]][3]

// CHECK: %[[RES1:.*]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.s8.s8.satfinite {$0, $1, $2, $3}, $4, $5, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0_3]], %[[V1_3]], %[[V2_3]], %[[V3_3]], %[[ARG0]], %[[ARG1]], %{{.*}} 

// CHECK: %[[RES1:.*]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.s8.s8.satfinite {$0, $1, $2, $3}, $8, $9, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0_3]], %[[V1_3]], %[[V2_3]], %[[V3_3]], %[[ARG0]], %[[ARG1]], %{{.*}} 

  %result1 = nvvm.wgmma.mma_async %descA, %descB, 

      #nvvm.shape<m = 64, n = 8, k = 32>, 

      D [%result, #nvvm.wgmma_scale_out<one>, <satfinite>],
@@ -209,17 +209,17 @@ func.func @wgmma_s32_u8_u8(%descA : i64, %descB : i64) -> !mat16i32 { 
// CHECK: %[[V1:.*]] = llvm.extractvalue %[[RES]][1]

// CHECK: %[[V2:.*]] = llvm.extractvalue %[[RES]][2]

// CHECK: %[[V3:.*]] = llvm.extractvalue %[[RES]][3]

// CHECK: %[[RES_2:.*]] =  llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.u8.u8 {$0, $1, $2, $3}, $4, $5, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0]], %[[V1]], %[[V2]], %[[V3]], %[[ARG0]], %[[ARG1]], %[[A1]] : (i32, i32, i32, i32, i64, i64, i32) -> !llvm.struct<(i32, i32, i32, i32)>

// CHECK: %[[RES_2:.*]] =  llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.u8.u8 {$0, $1, $2, $3}, $8, $9, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0]], %[[V1]], %[[V2]], %[[V3]], %[[ARG0]], %[[ARG1]], %[[A1]] : (i32, i32, i32, i32, i64, i64, i32) -> !llvm.struct<(i32, i32, i32, i32)>

// CHECK: %[[V0_2:.*]] = llvm.extractvalue %[[RES_2]][0]

// CHECK: %[[V1_2:.*]] = llvm.extractvalue %[[RES_2]][1]

// CHECK: %[[V2_2:.*]] = llvm.extractvalue %[[RES_2]][2]

// CHECK: %[[V3_2:.*]] = llvm.extractvalue %[[RES_2]][3]

// CHECK: %[[RES_3:.*]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.u8.u8 {$0, $1, $2, $3}, $4, $5, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0_2]], %[[V1_2]], %[[V2_2]], %[[V3_2]], %[[ARG0]], %[[ARG1]], %{{.*}}

// CHECK: %[[RES_3:.*]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.u8.u8 {$0, $1, $2, $3}, $8, $9, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0_2]], %[[V1_2]], %[[V2_2]], %[[V3_2]], %[[ARG0]], %[[ARG1]], %{{.*}}

// CHECK: %[[V0_3:.*]] = llvm.extractvalue %[[RES_3]][0]

// CHECK: %[[V1_3:.*]] = llvm.extractvalue %[[RES_3]][1]

// CHECK: %[[V2_3:.*]] = llvm.extractvalue %[[RES_3]][2]

// CHECK: %[[V3_3:.*]] = llvm.extractvalue %[[RES_3]][3]

// CHECK: %[[RES1:.*]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.u8.u8 {$0, $1, $2, $3}, $4, $5, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0_3]], %[[V1_3]], %[[V2_3]], %[[V3_3]], %[[ARG0]], %[[ARG1]], %{{.*}} 

// CHECK: %[[RES1:.*]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $6, 0;\0Awgmma.mma_async.sync.aligned.m64n8k32.s32.u8.u8 {$0, $1, $2, $3}, $8, $9, p;\0A}\0A", "=r,=r,=r,=r,0,1,2,3,l,l,n" %[[V0_3]], %[[V1_3]], %[[V2_3]], %[[V3_3]], %[[ARG0]], %[[ARG1]], %{{.*}} 

  %result = llvm.mlir.undef : !mat16i32

  %result1 = nvvm.wgmma.mma_async %descA, %descB, 

      #nvvm.shape<m = 64, n = 8, k = 32>,
@@ -252,8 +252,8 @@ func.func @wgmma_s32_u8_u8(%descA : i64, %descB : i64) -> !mat16i32 { 


// CHECK-LABEL: @wgmma_f32_tf32_tf32

func.func @wgmma_f32_tf32_tf32(%descA : i64, %descB : i64) -> !mat32f32 {  

  // CHECK: %[[RES:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k8.f32.tf32.tf32 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $32, $33, p, $35,  $36;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  // CHECK: %[[RES_2:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k8.f32.tf32.tf32 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $32, $33, p, $35,  $36;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  // CHECK: %[[RES:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k8.f32.tf32.tf32 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $64, $65, p, $67,  $68;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  // CHECK: %[[RES_2:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k8.f32.tf32.tf32 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $64, $65, p, $67,  $68;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  %result = llvm.mlir.undef : !mat32f32

  %result1 = nvvm.wgmma.mma_async %descA, %descB, 

      #nvvm.shape<m = 64, n = 64, k = 8>,
@@ -281,8 +281,8 @@ func.func @wgmma_f32_tf32_tf32(%descA : i64, %descB : i64) -> !mat32f32 { 


// CHECK-LABEL: @wgmma_f32_e4m3_e4m3

func.func @wgmma_f32_e4m3_e4m3(%descA : i64, %descB : i64) -> !mat32f32 {  

  // CHECK: %[[RES:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k32.f32.e4m3.e4m3 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $32, $33, p, $35,  $36;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  // CHECK: %[[RES_2:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k32.f32.e4m3.e4m3 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $32, $33, p, $35,  $36;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  // CHECK: %[[RES:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k32.f32.e4m3.e4m3 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $64, $65, p, $67,  $68;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  // CHECK: %[[RES_2:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k32.f32.e4m3.e4m3 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $64, $65, p, $67,  $68;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  %result = llvm.mlir.undef : !mat32f32

  %result1 = nvvm.wgmma.mma_async %descA, %descB, 

      #nvvm.shape<m = 64, n = 64, k = 32>,
@@ -309,8 +309,8 @@ func.func @wgmma_f32_e4m3_e4m3(%descA : i64, %descB : i64) -> !mat32f32 { 


// CHECK-LABEL: @wgmma_f32_e5m2_e4m3

func.func @wgmma_f32_e5m2_e4m3(%descA : i64, %descB : i64) -> !mat32f32 {  

  // CHECK: %[[RES:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k32.f32.e5m2.e4m3 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $32, $33, p, $35,  $36;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  // CHECK: %[[RES_2:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k32.f32.e5m2.e4m3 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $32, $33, p, $35,  $36;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  // CHECK: %[[RES:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k32.f32.e5m2.e4m3 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $64, $65, p, $67,  $68;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  // CHECK: %[[RES_2:.+]] = llvm.inline_asm has_side_effects asm_dialect = att "{\0A.reg .pred p;\0Asetp.ne.b32 p, $34, 0;\0Awgmma.mma_async.sync.aligned.m64n64k32.f32.e5m2.e4m3 {$0, $1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14, $15, $16, $17, $18, $19, $20, $21, $22, $23, $24, $25, $26, $27, $28, $29, $30, $31}, $64, $65, p, $67,  $68;\0A}\0A", "=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,=f,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,l,l,n,n,n"

  %result = llvm.mlir.undef : !mat32f32

  %result1 = nvvm.wgmma.mma_async %descA, %descB, 

      #nvvm.shape<m = 64, n = 64, k = 32>,