diff --git a/src/interface/blas3/backend/amd_gpu.hpp b/src/interface/blas3/backend/amd_gpu.hpp
index c8748829d..f61f60cd0 100644
--- a/src/interface/blas3/backend/amd_gpu.hpp
+++ b/src/interface/blas3/backend/amd_gpu.hpp
@@ -45,13 +45,13 @@ _gemm(sb_handle_t& sb_handle, index_t _M, index_t _N, index_t _K,
   if constexpr (s_a && s_b || ((s_a && _t_b) || (s_b && _t_a))) {
     return _dependencies;
   } else {
-    // computing arithmetic intensity with combination of input to use it as
+    // computing arithmetic ratio with combination of input to use it as
     // heuristic numerator is the number of fma, denominator is the number of
     // bytes access.
     const auto n_fma = (static_cast<int64_t>(_M) * static_cast<int64_t>(_K) *
                         static_cast<int64_t>(_N));
     const auto n_bytes_access = (_M * _K + _K * _N + _M * _N);
-    const auto arith_intensity = n_fma / n_bytes_access;
+    const auto arith_ratio = n_fma / n_bytes_access;
     static constexpr int ClSize = 64;
     static constexpr int tileWgSize = ClSize / sizeof(element_t);
     if (batch_type == gemm_batch_type_t::interleaved) {
@@ -132,10 +132,10 @@ _gemm(sb_handle_t& sb_handle, index_t _M, index_t _N, index_t _K,
     } else
 #endif  // GEMM_TALL_SKINNY_SUPPORT
       // Following configurations are taken using the auto tuner on amd-mi210
-      // and divided following their arith_intensity or another ratio between _N
+      // and divided following their arith_ratio or another ratio between _N
       // and _K input size
       if ((_N >> 4) > _K) {
-        if (arith_intensity <= 100) {
+        if (arith_ratio <= 100) {
           return blas::Gemm_Launcher<
               container_0_t, container_1_t, container_2_t, 256, false, false,
               true, 64, Tile<4, 8, 16, 16>, _t_a, _t_b, s_a, s_b,
@@ -158,7 +158,7 @@ _gemm(sb_handle_t& sb_handle, index_t _M, index_t _N, index_t _K,
                                     _stridea, _b, _ldb, _strideb, _beta, _c,
                                     _ldc, _stridec, batch_size, _dependencies);
         }
-      } else if (arith_intensity >= 360) {
+      } else if (arith_ratio >= 360) {
         return blas::Gemm_Launcher<
             container_0_t, container_1_t, container_2_t, 256, false, false,
             true, 32, Tile<8, 8, 16, 16>, _t_a, _t_b, s_a, s_b,
@@ -169,7 +169,7 @@ _gemm(sb_handle_t& sb_handle, index_t _M, index_t _N, index_t _K,
             template _select_gemm(sb_handle, _M, _N, _K, _alpha, _a, _lda,
                                   _stridea, _b, _ldb, _strideb, _beta, _c, _ldc,
                                   _stridec, batch_size, _dependencies);
-      } else if (arith_intensity >= 240) {
+      } else if (arith_ratio >= 240) {
         return blas::Gemm_Launcher<
             container_0_t, container_1_t, container_2_t, 256, false, false,
             true, 64, Tile<4, 4, 16, 8>, _t_a, _t_b, s_a, s_b,
@@ -180,7 +180,7 @@ _gemm(sb_handle_t& sb_handle, index_t _M, index_t _N, index_t _K,
             template _select_gemm(sb_handle, _M, _N, _K, _alpha, _a, _lda,
                                   _stridea, _b, _ldb, _strideb, _beta, _c, _ldc,
                                   _stridec, batch_size, _dependencies);
-      } else if (arith_intensity > 162) {
+      } else if (arith_ratio > 162) {
         return blas::Gemm_Launcher<
             container_0_t, container_1_t, container_2_t, 256, false, false,
             true, 128, Tile<4, 4, 16, 8>, _t_a, _t_b, s_a, s_b,
@@ -191,7 +191,7 @@ _gemm(sb_handle_t& sb_handle, index_t _M, index_t _N, index_t _K,
             template _select_gemm(sb_handle, _M, _N, _K, _alpha, _a, _lda,
                                   _stridea, _b, _ldb, _strideb, _beta, _c, _ldc,
                                   _stridec, batch_size, _dependencies);
-      } else if (arith_intensity >= 100 && arith_intensity <= 162) {
+      } else if (arith_ratio >= 100 && arith_ratio <= 162) {
         return blas::Gemm_Launcher<
             container_0_t, container_1_t, container_2_t, 256, false, true, true,
             128, Tile<2, 2, 16, 8>, _t_a, _t_b, s_a, s_b,
@@ -202,7 +202,7 @@ _gemm(sb_handle_t& sb_handle, index_t _M, index_t _N, index_t _K,
             template _select_gemm(sb_handle, _M, _N, _K, _alpha, _a, _lda,
                                   _stridea, _b, _ldb, _strideb, _beta, _c, _ldc,
                                   _stridec, batch_size, _dependencies);
-      } else if (arith_intensity <= 100) {
+      } else if (arith_ratio <= 100) {
         return blas::Gemm_Launcher<
             container_0_t, container_1_t, container_2_t, 256, false, false,
             true, 128, Tile<1, 1, 16, 8>, _t_a, _t_b, s_a, s_b,