diff --git a/example/ck_tile/99_toy_example/03_flash_attention_fwd/block_gemm_areg_bsmem_creg_v1_iteratek_policy.hpp b/example/ck_tile/99_toy_example/03_flash_attention_fwd/block_gemm_areg_bsmem_creg_v1_iteratek_policy.hpp
index 5f6c56d0e1..c6fbfb4452 100644
--- a/example/ck_tile/99_toy_example/03_flash_attention_fwd/block_gemm_areg_bsmem_creg_v1_iteratek_policy.hpp
+++ b/example/ck_tile/99_toy_example/03_flash_attention_fwd/block_gemm_areg_bsmem_creg_v1_iteratek_policy.hpp
@@ -26,7 +26,8 @@ struct BlockGemmARegBSmemCRegV1K8Policy
 #if !defined(TOY_FA_FWD_QK_SWIZZLE)
             return make_tuple(WarpGemmMfmaF16F16F32M32N32K16TransposedCDistribution{}, 4, 1);
 #else
-            return make_tuple(WarpGemmMfmaF16F16F32M32N32K16SwizzleBTransposedCDistribution{}, 4, 1);
+            return make_tuple(
+                WarpGemmMfmaF16F16F32M32N32K16SwizzleBTransposedCDistribution{}, 4, 1);
 #endif
         }
         else
diff --git a/example/ck_tile/99_toy_example/03_flash_attention_fwd/block_gemm_pipeline_agmem_bgmem_creg_v2_askiplds.hpp b/example/ck_tile/99_toy_example/03_flash_attention_fwd/block_gemm_pipeline_agmem_bgmem_creg_v2_askiplds.hpp
index 32acb0f1b6..cfbd7d6376 100644
--- a/example/ck_tile/99_toy_example/03_flash_attention_fwd/block_gemm_pipeline_agmem_bgmem_creg_v2_askiplds.hpp
+++ b/example/ck_tile/99_toy_example/03_flash_attention_fwd/block_gemm_pipeline_agmem_bgmem_creg_v2_askiplds.hpp
@@ -374,9 +374,9 @@ struct BlockGemmPipelineAGmemBGmemCReg
     {
         return operator()(
             a_dram_block_window_tmp,
-            [](const ADataType& a) { return a; },
+            [](const ADataType & a) { return a; },
             b_dram_block_window_tmp,
-            [](const BDataType& b) { return b; },
+            [](const BDataType & b) { return b; },
             a_reg_block_tensor_tmp,
             p_smem);
     }
@@ -388,7 +388,7 @@ struct BlockGemmPipelineAGmemBGmemCReg
     {
         return operator()(
             b_dram_block_window_tmp,
-            [](const BDataType& b) { return b; },
+            [](const BDataType & b) { return b; },
             a_reg_block_tensor_tmp,
             p_smem);
     }
diff --git a/example/ck_tile/99_toy_example/03_flash_attention_fwd/flash_attention_fwd_impl.hpp b/example/ck_tile/99_toy_example/03_flash_attention_fwd/flash_attention_fwd_impl.hpp
index 90779420c1..fced47a536 100644
--- a/example/ck_tile/99_toy_example/03_flash_attention_fwd/flash_attention_fwd_impl.hpp
+++ b/example/ck_tile/99_toy_example/03_flash_attention_fwd/flash_attention_fwd_impl.hpp
@@ -64,9 +64,9 @@ struct FlashAttentionFwdImpl
         constexpr index_t kNPerBlock = kN1PerBlock;
         constexpr index_t kKPerBlock = kK1PerBlock;
 #if !defined(TOY_FA_FWD_QK_SWIZZLE)
-        constexpr index_t kKPack     = 4;
+        constexpr index_t kKPack = 4;
 #else
-        constexpr index_t kKPack     = 8;
+        constexpr index_t kKPack = 8;
 #endif
 
         constexpr auto dataTypeSize = sizeof(VDataType);
diff --git a/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/block_gemm_areg_bsmem_creg_v1_iteratek_policy.hpp b/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/block_gemm_areg_bsmem_creg_v1_iteratek_policy.hpp
index 5f6c56d0e1..c6fbfb4452 100644
--- a/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/block_gemm_areg_bsmem_creg_v1_iteratek_policy.hpp
+++ b/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/block_gemm_areg_bsmem_creg_v1_iteratek_policy.hpp
@@ -26,7 +26,8 @@ struct BlockGemmARegBSmemCRegV1K8Policy
 #if !defined(TOY_FA_FWD_QK_SWIZZLE)
             return make_tuple(WarpGemmMfmaF16F16F32M32N32K16TransposedCDistribution{}, 4, 1);
 #else
-            return make_tuple(WarpGemmMfmaF16F16F32M32N32K16SwizzleBTransposedCDistribution{}, 4, 1);
+            return make_tuple(
+                WarpGemmMfmaF16F16F32M32N32K16SwizzleBTransposedCDistribution{}, 4, 1);
 #endif
         }
         else
diff --git a/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/block_gemm_pipeline_agmem_bgmem_creg_v2_askiplds.hpp b/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/block_gemm_pipeline_agmem_bgmem_creg_v2_askiplds.hpp
index 32acb0f1b6..cfbd7d6376 100644
--- a/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/block_gemm_pipeline_agmem_bgmem_creg_v2_askiplds.hpp
+++ b/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/block_gemm_pipeline_agmem_bgmem_creg_v2_askiplds.hpp
@@ -374,9 +374,9 @@ struct BlockGemmPipelineAGmemBGmemCReg
     {
         return operator()(
             a_dram_block_window_tmp,
-            [](const ADataType& a) { return a; },
+            [](const ADataType & a) { return a; },
             b_dram_block_window_tmp,
-            [](const BDataType& b) { return b; },
+            [](const BDataType & b) { return b; },
             a_reg_block_tensor_tmp,
             p_smem);
     }
@@ -388,7 +388,7 @@ struct BlockGemmPipelineAGmemBGmemCReg
     {
         return operator()(
             b_dram_block_window_tmp,
-            [](const BDataType& b) { return b; },
+            [](const BDataType & b) { return b; },
             a_reg_block_tensor_tmp,
             p_smem);
     }
diff --git a/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/flash_attention_fwd.hpp b/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/flash_attention_fwd.hpp
index 073b4eb6aa..26e8d02845 100644
--- a/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/flash_attention_fwd.hpp
+++ b/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/flash_attention_fwd.hpp
@@ -90,13 +90,13 @@ struct FlashAttentionFwd
         const auto f = [](index_t dividend, index_t divisor) {
             index_t quotient = dividend / divisor;
             index_t modulus  = dividend - quotient * divisor;
- 
+
             return make_tuple(quotient, modulus);
         };
- 
+
         const auto [itmp, id_tile_n]          = f(id_block, num_tile_n1);
         const auto [id_tile_batch, id_tile_m] = f(itmp, num_tile_m0);
- 
+
         const index_t iBatch = __builtin_amdgcn_readfirstlane(id_tile_batch);
         const index_t iM0    = __builtin_amdgcn_readfirstlane(id_tile_m * kM0PerBlock);
         const index_t iN1    = __builtin_amdgcn_readfirstlane(id_tile_n * kN1PerBlock);
diff --git a/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/flash_attention_fwd_impl.hpp b/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/flash_attention_fwd_impl.hpp
index 90779420c1..fced47a536 100644
--- a/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/flash_attention_fwd_impl.hpp
+++ b/example/ck_tile/99_toy_example/04_codegen_flash_attention_fwd/flash_attention_fwd_impl.hpp
@@ -64,9 +64,9 @@ struct FlashAttentionFwdImpl
         constexpr index_t kNPerBlock = kN1PerBlock;
         constexpr index_t kKPerBlock = kK1PerBlock;
 #if !defined(TOY_FA_FWD_QK_SWIZZLE)
-        constexpr index_t kKPack     = 4;
+        constexpr index_t kKPack = 4;
 #else
-        constexpr index_t kKPack     = 8;
+        constexpr index_t kKPack = 8;
 #endif
 
         constexpr auto dataTypeSize = sizeof(VDataType);
diff --git a/include/ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qx_ks_vs_custom_policy.hpp b/include/ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qx_ks_vs_custom_policy.hpp
index 3489d6f9a1..38e93a5425 100644
--- a/include/ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qx_ks_vs_custom_policy.hpp
+++ b/include/ck_tile/ops/fmha/pipeline/block_fmha_pipeline_qx_ks_vs_custom_policy.hpp
@@ -948,7 +948,7 @@ struct BlockFmhaPipelineQXKSVSCustomPolicy : BlockFmhaPipelineQXCustomPolicy<QLo
             {
                 return WarpGemmMfmaFp8Fp8F32M32N32K16SwizzleBTransposedCDistribution<>{};
                 // return
-                // WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution_SwizzleB<
+                // WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution_SwizzleB<
                 //         WarpGemmAttributeMfmaImpl_f32_32x32x16_f8_base<typename
                 //         Problem::PDataType, typename Problem::VDataType>>>{};
             }
diff --git a/include/ck_tile/ops/fused_moe/pipeline/fused_moegemm_pipeline_flatmm_policy.hpp b/include/ck_tile/ops/fused_moe/pipeline/fused_moegemm_pipeline_flatmm_policy.hpp
index 0c8baaf191..9b234b5797 100644
--- a/include/ck_tile/ops/fused_moe/pipeline/fused_moegemm_pipeline_flatmm_policy.hpp
+++ b/include/ck_tile/ops/fused_moe/pipeline/fused_moegemm_pipeline_flatmm_policy.hpp
@@ -1,5 +1,5 @@
 // SPDX-License-Identifier: MIT
-// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
+// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
 
 #pragma once
 
@@ -568,7 +568,7 @@ struct FusedMoeGemmPipelineFlatmmPolicy
                      std::is_same_v<typename Problem::GDataType, ck_tile::bf16_t> &&
                      S_::Warp_M0 == 32 && S_::Warp_N0 == 32 && S_::Warp_K0 == 16)
         {
-            return WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
+            return WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
                 WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K8<wg_ctrl>,
                 2>>{};
         }
@@ -576,7 +576,7 @@ struct FusedMoeGemmPipelineFlatmmPolicy
                           std::is_same_v<typename Problem::GDataType, ck_tile::int8_t> &&
                           S_::Warp_M0 == 32 && S_::Warp_N0 == 32 && S_::Warp_K0 == 32)
         {
-            return WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
+            return WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
                 WarpGemmAttributeMfmaImpl_i32_32x32x16_i8<wg_ctrl>,
                 2>>{};
         }
@@ -695,7 +695,7 @@ struct FusedMoeGemmPipelineFlatmmPolicy
                      std::is_same_v<typename Problem::DDataType, ck_tile::bf16_t> &&
                      S_::Warp_M0 == 32 && S_::Warp_N0 == 32 && S_::Warp_K0 == 16)
         {
-            return WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
+            return WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
                 WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K8<wg_ctrl>,
                 2>>{};
         }
@@ -703,7 +703,7 @@ struct FusedMoeGemmPipelineFlatmmPolicy
                           std::is_same_v<typename Problem::DDataType, ck_tile::int8_t> &&
                           S_::Warp_M0 == 32 && S_::Warp_N0 == 32 && S_::Warp_K0 == 32)
         {
-            return WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
+            return WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
                 WarpGemmAttributeMfmaImpl_i32_32x32x16_i8<wg_ctrl>,
                 2>>{};
         }
diff --git a/include/ck_tile/ops/gemm/warp/warp_gemm.hpp b/include/ck_tile/ops/gemm/warp/warp_gemm.hpp
index 47b91ccbf7..4a7f0e344b 100644
--- a/include/ck_tile/ops/gemm/warp/warp_gemm.hpp
+++ b/include/ck_tile/ops/gemm/warp/warp_gemm.hpp
@@ -15,19 +15,19 @@ namespace ck_tile {
 // fp16
 
 using WarpGemmMfmaF16F16F32M32N32K8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImplF16F16F32M32N32K8<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImplF16F16F32M32N32K8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfmaF16F16F32M16N16K16 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImplF16F16F32M16N16K16<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImplF16F16F32M16N16K16<WGAttrCtlEnum::Default_>>>;
 
 #if defined(__gfx950__)
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaF16F16F32M32N32K16 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImplF16F16F32M32N32K16<WGAttrCtlEnum::Default_>,
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImplF16F16F32M32N32K16<WGAttrCtlEnum::Default_>,
                           AttrNumAccess>>;
 #else
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
-using WarpGemmMfmaF16F16F32M32N32K16 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfmaF16F16F32M32N32K16 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImplF16F16F32M32N32K8<WGAttrCtlEnum::Default_>,
     2,
     AttrNumAccess>>;
@@ -36,42 +36,42 @@ using WarpGemmMfmaF16F16F32M32N32K16 = WarpGemmImpl<WarpGemmAtrributeMfmaIterate
 #if defined(__gfx950__)
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaF16F16F32M16N16K32 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImplF16F16F32M16N16K32<WGAttrCtlEnum::Default_>,
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImplF16F16F32M16N16K32<WGAttrCtlEnum::Default_>,
                           AttrNumAccess>>;
 #else
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
-using WarpGemmMfmaF16F16F32M16N16K32 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfmaF16F16F32M16N16K32 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImplF16F16F32M16N16K16<WGAttrCtlEnum::Default_>,
     2,
     AttrNumAccess>>;
 #endif
 
-using WarpGemmMfmaF16F16F32M32N32K8SwizzleA = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK_SwizzleA<
+using WarpGemmMfmaF16F16F32M32N32K8SwizzleA = WarpGemmImpl<WarpGemmAttributeMfmaIterateK_SwizzleA<
     WarpGemmAttributeMfmaImplF16F16F32M32N32K8<WGAttrCtlEnum::Default_>,
     1>>;
 
-using WarpGemmMfmaF16F16F32M32N32K16SwizzleA = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK_SwizzleA<
+using WarpGemmMfmaF16F16F32M32N32K16SwizzleA = WarpGemmImpl<WarpGemmAttributeMfmaIterateK_SwizzleA<
     WarpGemmAttributeMfmaImplF16F16F32M32N32K8<WGAttrCtlEnum::Default_>,
     2>>;
 
 using WarpGemmMfmaF16F16F32M32N32K8TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImplF16F16F32M32N32K8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfmaF16F16F32M16N16K16TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImplF16F16F32M16N16K16<WGAttrCtlEnum::Default_>>>;
 
 #if defined(__gfx950__)
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaF16F16F32M32N32K16TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImplF16F16F32M32N32K16<WGAttrCtlEnum::Default_>,
         AttrNumAccess>>;
 #else
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaF16F16F32M32N32K16TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution<
         WarpGemmAttributeMfmaImplF16F16F32M32N32K8<WGAttrCtlEnum::Default_>,
         2,
         AttrNumAccess>>;
@@ -80,13 +80,13 @@ using WarpGemmMfmaF16F16F32M32N32K16TransposedCDistribution =
 #if defined(__gfx950__)
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaF16F16F32M16N16K32TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImplF16F16F32M16N16K32<WGAttrCtlEnum::Default_>,
         AttrNumAccess>>;
 #else
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaF16F16F32M16N16K32TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution<
         WarpGemmAttributeMfmaImplF16F16F32M16N16K16<WGAttrCtlEnum::Default_>,
         2,
         AttrNumAccess>>;
@@ -94,32 +94,32 @@ using WarpGemmMfmaF16F16F32M16N16K32TransposedCDistribution =
 
 #if defined(__gfx950__)
 using WarpGemmMfmaF16F16F32M16N16K32SwizzleBTransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution_SwizzleB<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution_SwizzleB<
         WarpGemmAttributeMfmaImplF16F16F32M16N16K32<WGAttrCtlEnum::Default_>,
         1>>;
 
 using WarpGemmMfmaBf16Bf16F32M16N16K32SwizzleBTransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution_SwizzleB<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution_SwizzleB<
         WarpGemmAttributeMfmaImplBf16Bf16F32M16N16K32<WGAttrCtlEnum::Default_>,
         1>>;
 #endif
 
 #if defined(__gfx950__)
 using WarpGemmMfmaF16F16F32M32N32K16SwizzleBTransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution_SwizzleB<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution_SwizzleB<
         WarpGemmAttributeMfmaImplF16F16F32M32N32K16<WGAttrCtlEnum::Default_>>>;
 #else
 using WarpGemmMfmaF16F16F32M32N32K16SwizzleBTransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
+    WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
         WarpGemmAttributeMfmaImplF16F16F32M32N32K8<WGAttrCtlEnum::Default_>,
         2>>;
 #endif
 
-using WarpGemmMfmaF16F16F32M4N64K16 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfmaF16F16F32M4N64K16 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImplF16F16F32M4N64K4<WGAttrCtlEnum::Default_>,
     4>>;
 
-using WarpGemmMfmaF16F16F32M64N4K16 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfmaF16F16F32M64N4K16 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImplF16F16F32M64N4K4<WGAttrCtlEnum::Default_>,
     4>>;
 
@@ -132,19 +132,19 @@ using WarpGemmSmfmacF16F16F32M16N16K32 = WarpGemmSmfmacImpl<WarpGemmAttributeSmf
 
 // bf16
 using WarpGemmMfmaBf16Bf16F32M32N32K8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K8<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfmaBf16Bf16F32M16N16K16 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImplBf16Bf16F32M16N16K16<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImplBf16Bf16F32M16N16K16<WGAttrCtlEnum::Default_>>>;
 
 #if defined(__gfx950__)
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaBf16Bf16F32M32N32K16 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K16<WGAttrCtlEnum::Default_>,
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K16<WGAttrCtlEnum::Default_>,
                           AttrNumAccess>>;
 #else
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
-using WarpGemmMfmaBf16Bf16F32M32N32K16 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfmaBf16Bf16F32M32N32K16 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K8<WGAttrCtlEnum::Default_>,
     2,
     AttrNumAccess>>;
@@ -153,43 +153,43 @@ using WarpGemmMfmaBf16Bf16F32M32N32K16 = WarpGemmImpl<WarpGemmAtrributeMfmaItera
 #if defined(__gfx950__)
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaBf16Bf16F32M16N16K32 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImplBf16Bf16F32M16N16K32<WGAttrCtlEnum::Default_>,
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImplBf16Bf16F32M16N16K32<WGAttrCtlEnum::Default_>,
                           AttrNumAccess>>;
 #else
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
-using WarpGemmMfmaBf16Bf16F32M16N16K32 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfmaBf16Bf16F32M16N16K32 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImplBf16Bf16F32M16N16K16<WGAttrCtlEnum::Default_>,
     2,
     AttrNumAccess>>;
 #endif
 
-using WarpGemmMfmaBf16Bf16F32M32N32K8SwizzleA = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK_SwizzleA<
+using WarpGemmMfmaBf16Bf16F32M32N32K8SwizzleA = WarpGemmImpl<WarpGemmAttributeMfmaIterateK_SwizzleA<
     WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K8<WGAttrCtlEnum::Default_>,
     1>>;
 
 using WarpGemmMfmaBf16Bf16F32M32N32K16SwizzleA =
-    WarpGemmImpl<WarpGemmAtrributeMfmaIterateK_SwizzleA<
+    WarpGemmImpl<WarpGemmAttributeMfmaIterateK_SwizzleA<
         WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K8<WGAttrCtlEnum::Default_>,
         2>>;
 
 using WarpGemmMfmaBf16Bf16F32M32N32K8TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfmaBf16Bf16F32M16N16K16TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImplBf16Bf16F32M16N16K16<WGAttrCtlEnum::Default_>>>;
 
 #if defined(__gfx950__)
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaBf16Bf16F32M32N32K16TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K16<WGAttrCtlEnum::Default_>,
         AttrNumAccess>>;
 #else
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaBf16Bf16F32M32N32K16TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution<
         WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K8<WGAttrCtlEnum::Default_>,
         2,
         AttrNumAccess>>;
@@ -198,13 +198,13 @@ using WarpGemmMfmaBf16Bf16F32M32N32K16TransposedCDistribution =
 #if defined(__gfx950__)
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaBf16Bf16F32M16N16K32TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImplBf16Bf16F32M16N16K32<WGAttrCtlEnum::Default_>,
         AttrNumAccess>>;
 #else
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfmaBf16Bf16F32M16N16K32TransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution<
         WarpGemmAttributeMfmaImplBf16Bf16F32M16N16K16<WGAttrCtlEnum::Default_>,
         2,
         AttrNumAccess>>;
@@ -212,127 +212,127 @@ using WarpGemmMfmaBf16Bf16F32M16N16K32TransposedCDistribution =
 
 #if defined(__gfx950__)
 using WarpGemmMfmaBf16Bf16F32M32N32K16SwizzleBTransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution_SwizzleB<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution_SwizzleB<
         WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K16<WGAttrCtlEnum::Default_>>>;
 #else
 using WarpGemmMfmaBf16Bf16F32M32N32K16SwizzleBTransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
+    WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
         WarpGemmAttributeMfmaImplBf16Bf16F32M32N32K8<WGAttrCtlEnum::Default_>,
         2>>;
 #endif
 
-using WarpGemmMfmaBf16Bf16F32M4N64K16 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfmaBf16Bf16F32M4N64K16 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImplBf16Bf16F32M4N64K4<WGAttrCtlEnum::Default_>,
     4>>;
 
-using WarpGemmMfmaBf16Bf16F32M64N4K16 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfmaBf16Bf16F32M64N4K16 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImplBf16Bf16F32M64N4K4<WGAttrCtlEnum::Default_>,
     4>>;
 
 // fp8
 
 using WarpGemmMfma_f32_32x32x16_fp8_fp8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x16_fp8_fp8<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x16_fp8_fp8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfma_f32_32x32x16_fp8_bf8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x16_fp8_bf8<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x16_fp8_bf8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfma_f32_32x32x16_bf8_fp8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x16_bf8_fp8<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x16_bf8_fp8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfma_f32_32x32x16_bf8_bf8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x16_bf8_bf8<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x16_bf8_bf8<WGAttrCtlEnum::Default_>>>;
 
-using WarpGemmMfma_f32_32x32x32_fp8_fp8 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfma_f32_32x32x32_fp8_fp8 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImpl_f32_32x32x16_fp8_fp8<WGAttrCtlEnum::Default_>,
     2>>;
 
-using WarpGemmMfma_f32_32x32x32_bf8_bf8 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfma_f32_32x32x32_bf8_bf8 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImpl_f32_32x32x16_bf8_bf8<WGAttrCtlEnum::Default_>,
     2>>;
 
 using WarpGemmMfma_f32_16x16x32_fp8_fp8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_16x16x32_fp8_fp8<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_f32_16x16x32_fp8_fp8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfma_f32_16x16x32_bf8_bf8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_16x16x32_bf8_bf8<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_f32_16x16x32_bf8_bf8<WGAttrCtlEnum::Default_>>>;
 
-using WarpGemmMfma_f32_16x16x64_fp8_fp8 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfma_f32_16x16x64_fp8_fp8 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImpl_f32_16x16x32_fp8_fp8<WGAttrCtlEnum::Default_>,
     2>>;
 
-using WarpGemmMfma_f32_16x16x64_bf8_bf8 = WarpGemmImpl<WarpGemmAtrributeMfmaIterateK<
+using WarpGemmMfma_f32_16x16x64_bf8_bf8 = WarpGemmImpl<WarpGemmAttributeMfmaIterateK<
     WarpGemmAttributeMfmaImpl_f32_16x16x32_bf8_bf8<WGAttrCtlEnum::Default_>,
     2>>;
 
-using WarpGemmMfma_f32_16x16x128_fp8_fp8 = WarpGemmImpl<WarpGemmAtrributeMfma<
+using WarpGemmMfma_f32_16x16x128_fp8_fp8 = WarpGemmImpl<WarpGemmAttributeMfma<
     WarpGemmAttributeMfmaImpl_f32_16x16x128_fp8_fp8<WGAttrCtlEnum::Default_>>>;
 
-using WarpGemmMfma_f32_16x16x128_fp8_bf8 = WarpGemmImpl<WarpGemmAtrributeMfma<
+using WarpGemmMfma_f32_16x16x128_fp8_bf8 = WarpGemmImpl<WarpGemmAttributeMfma<
     WarpGemmAttributeMfmaImpl_f32_16x16x128_fp8_bf8<WGAttrCtlEnum::Default_>>>;
 
-using WarpGemmMfma_f32_16x16x128_bf8_fp8 = WarpGemmImpl<WarpGemmAtrributeMfma<
+using WarpGemmMfma_f32_16x16x128_bf8_fp8 = WarpGemmImpl<WarpGemmAttributeMfma<
     WarpGemmAttributeMfmaImpl_f32_16x16x128_bf8_fp8<WGAttrCtlEnum::Default_>>>;
 
-using WarpGemmMfma_f32_16x16x128_bf8_bf8 = WarpGemmImpl<WarpGemmAtrributeMfma<
+using WarpGemmMfma_f32_16x16x128_bf8_bf8 = WarpGemmImpl<WarpGemmAttributeMfma<
     WarpGemmAttributeMfmaImpl_f32_16x16x128_bf8_bf8<WGAttrCtlEnum::Default_>>>;
 
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfma_f32_32x32x64_fp8_fp8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_fp8_fp8<WGAttrCtlEnum::Default_>,
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_fp8_fp8<WGAttrCtlEnum::Default_>,
                           AttrNumAccess>>;
 
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfma_f32_32x32x64_fp8_bf8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_fp8_bf8<WGAttrCtlEnum::Default_>,
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_fp8_bf8<WGAttrCtlEnum::Default_>,
                           AttrNumAccess>>;
 
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfma_f32_32x32x64_bf8_fp8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_bf8_fp8<WGAttrCtlEnum::Default_>,
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_bf8_fp8<WGAttrCtlEnum::Default_>,
                           AttrNumAccess>>;
 
 template <WGAttrNumAccessEnum AttrNumAccess = WGAttrNumAccessEnum::Single>
 using WarpGemmMfma_f32_32x32x64_bf8_bf8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_bf8_bf8<WGAttrCtlEnum::Default_>,
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_f32_32x32x64_bf8_bf8<WGAttrCtlEnum::Default_>,
                           AttrNumAccess>>;
 
 using WarpGemmMfma_f32_32x32x16_fp8_fp8_CTransposed =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImpl_f32_32x32x16_fp8_fp8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfma_f32_32x32x16_fp8_bf8_CTransposed =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImpl_f32_32x32x16_fp8_bf8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfma_f32_32x32x16_bf8_fp8_CTransposed =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImpl_f32_32x32x16_bf8_fp8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfma_f32_32x32x16_bf8_bf8_CTransposed =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImpl_f32_32x32x16_bf8_bf8<WGAttrCtlEnum::Default_>>>;
 
 template <index_t swizzle_factor = 2>
 using WarpGemmMfmaFp8Fp8F32M32N32K16SwizzleBTransposedCDistribution =
-    WarpGemmImpl<WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
+    WarpGemmImpl<WarpGemmAttributeMfmaIterateKAndTransposedCDistribution_SwizzleB<
         WarpGemmAttributeMfmaImpl_f32_32x32x16_f8_base<fp8_t, fp8_t, WGAttrCtlEnum::Default_>,
         2,
         swizzle_factor>>;
 
 // int8
 using WarpGemmMfma_i32_32x32x16_i8_i8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_i32_32x32x16_i8<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_i32_32x32x16_i8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfma_i32_32x32x16_i8_i8_CTransposed =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImpl_i32_32x32x16_i8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfma_i32_16x16x32_i8_i8 = WarpGemmImpl<
-    WarpGemmAtrributeMfma<WarpGemmAttributeMfmaImpl_i32_16x16x32_i8<WGAttrCtlEnum::Default_>>>;
+    WarpGemmAttributeMfma<WarpGemmAttributeMfmaImpl_i32_16x16x32_i8<WGAttrCtlEnum::Default_>>>;
 
 using WarpGemmMfma_i32_16x16x32_i8_i8_CTransposed =
-    WarpGemmImpl<WarpGemmAtrributeMfmaTransposedCDistribution<
+    WarpGemmImpl<WarpGemmAttributeMfmaTransposedCDistribution<
         WarpGemmAttributeMfmaImpl_i32_16x16x32_i8<WGAttrCtlEnum::Default_>>>;
 
 } // namespace ck_tile
diff --git a/include/ck_tile/ops/gemm/warp/warp_gemm_attribute_mfma.hpp b/include/ck_tile/ops/gemm/warp/warp_gemm_attribute_mfma.hpp
index 97fab489ab..36a9955912 100644
--- a/include/ck_tile/ops/gemm/warp/warp_gemm_attribute_mfma.hpp
+++ b/include/ck_tile/ops/gemm/warp/warp_gemm_attribute_mfma.hpp
@@ -19,7 +19,7 @@ enum class WGAttrNumAccessEnum
 
 template <typename WarpGemmAttributeMfmaImpl_,
           WGAttrNumAccessEnum AttrNumAccess_ = WGAttrNumAccessEnum::Single>
-struct WarpGemmAtrributeMfma
+struct WarpGemmAttributeMfma
 {
     using Impl                           = remove_cvref_t<WarpGemmAttributeMfmaImpl_>;
     static constexpr auto AttrNumAccess  = AttrNumAccess_;
@@ -103,7 +103,7 @@ struct WarpGemmAtrributeMfma
 template <typename WarpGemmAttributeMfmaImpl_,
           index_t kKIter,
           WGAttrNumAccessEnum AttrNumAccess_ = WGAttrNumAccessEnum::Single>
-struct WarpGemmAtrributeMfmaIterateK
+struct WarpGemmAttributeMfmaIterateK
 {
     static_assert(kKIter > 0, "wrong!");
 
@@ -367,7 +367,7 @@ struct WarpGemmAtrributeMfmaIterateK
 
 template <typename WarpGemmAttributeMfmaImpl_,
           WGAttrNumAccessEnum AttrNumAccess_ = WGAttrNumAccessEnum::Single>
-struct WarpGemmAtrributeMfmaTransposedCDistribution
+struct WarpGemmAttributeMfmaTransposedCDistribution
 {
     using Impl                           = remove_cvref_t<WarpGemmAttributeMfmaImpl_>;
     static constexpr auto AttrNumAccess  = AttrNumAccess_;
@@ -450,7 +450,7 @@ struct WarpGemmAtrributeMfmaTransposedCDistribution
 };
 
 template <typename WarpGemmAttributeMfmaImpl_, index_t SFactor_ = 2>
-struct WarpGemmAtrributeMfmaTransposedCDistribution_SwizzleB
+struct WarpGemmAttributeMfmaTransposedCDistribution_SwizzleB
 {
     using Impl = remove_cvref_t<WarpGemmAttributeMfmaImpl_>;
 
@@ -546,7 +546,7 @@ struct WarpGemmAtrributeMfmaTransposedCDistribution_SwizzleB
 template <typename WarpGemmAttributeMfmaImpl_,
           index_t kKIter,
           WGAttrNumAccessEnum AttrNumAccess_ = WGAttrNumAccessEnum::Single>
-struct WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution
+struct WarpGemmAttributeMfmaIterateKAndTransposedCDistribution
 {
     using Impl                          = remove_cvref_t<WarpGemmAttributeMfmaImpl_>;
     static constexpr auto AttrNumAccess = AttrNumAccess_;
@@ -574,13 +574,13 @@ struct WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution
 
     CK_TILE_DEVICE static constexpr auto get_awarp_dstr_encoding()
     {
-        return WarpGemmAtrributeMfmaIterateK<Impl, kKIter, AttrNumAccess>::
+        return WarpGemmAttributeMfmaIterateK<Impl, kKIter, AttrNumAccess>::
             get_bwarp_dstr_encoding();
     }
 
     CK_TILE_DEVICE static constexpr auto get_bwarp_dstr_encoding()
     {
-        return WarpGemmAtrributeMfmaIterateK<Impl, kKIter, AttrNumAccess>::
+        return WarpGemmAttributeMfmaIterateK<Impl, kKIter, AttrNumAccess>::
             get_awarp_dstr_encoding();
     }
 
@@ -696,7 +696,7 @@ struct WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution
 };
 
 template <typename WarpGemmAttributeMfmaImpl_, index_t kKIter, index_t SFactor_ = 2>
-struct WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution_SwizzleB
+struct WarpGemmAttributeMfmaIterateKAndTransposedCDistribution_SwizzleB
 {
     using Impl = remove_cvref_t<WarpGemmAttributeMfmaImpl_>;
 
@@ -840,7 +840,7 @@ struct WarpGemmAtrributeMfmaIterateKAndTransposedCDistribution_SwizzleB
 };
 
 template <typename WarpGemmAttributeMfmaImpl_, index_t kKIter, index_t SFactor_ = 2>
-struct WarpGemmAtrributeMfmaIterateK_SwizzleA
+struct WarpGemmAttributeMfmaIterateK_SwizzleA
 {
     using Impl = remove_cvref_t<WarpGemmAttributeMfmaImpl_>;