diff --git a/include/cute/atom/mma_atom.hpp b/include/cute/atom/mma_atom.hpp
index 6dc826ef..2358dd56 100644
--- a/include/cute/atom/mma_atom.hpp
+++ b/include/cute/atom/mma_atom.hpp
@@ -928,6 +928,183 @@ print_latex_mma(LayoutC const& C, ThrIDC const& TC,  // (m,n) -> (tid,vid)  and
   printf(latex_footer);
 }
 
+// MNK MMA Layout to SVG -- 8-value color coded by thread
+template <class LayoutC, class ThrIDC,
+          class LayoutA, class ThrIDA,
+          class LayoutB, class ThrIDB>
+CUTE_HOST_DEVICE
+void
+print_svg_mma(LayoutC const& C, ThrIDC const& TC,  // (m,n) -> (tid,vid)  and  tid -> thr_idx
+              LayoutA const& A, ThrIDA const& TA,  // (m,k) -> (tid,vid)  and  tid -> thr_idx
+              LayoutB const& B, ThrIDB const& TB)  // (n,k) -> (tid,vid)  and  tid -> thr_idx
+{
+  char const *color_map[8] = {"175,175,255", "175,255,175", "255,255,175",
+                              "255,175,175", "210,210,255", "210,255,210",
+                              "255,255,210", "255,210,210"};
+
+  const int cell_width = 20;
+  const int cell_height = 20;
+
+  const int page_width = (size<1>(A) + size<0>(B) + 2) * cell_width;
+  const int page_height = (size<1>(B) + size<0>(A) + 2) * cell_height;
+
+  // header
+  printf("<svg width=\"100%%\" height=\"100%%\" viewBox=\"0 0 %d %d\" "
+         "preserveAspectRatio=\"xMidYMid meet\" "
+         "xmlns=\"http://www.w3.org/2000/svg\">\n",
+         page_width, page_height);
+
+  // C
+  int c_base_x = (size<1>(A) + 2) * cell_width;
+  int c_base_y = (size<1>(B) + 2) * cell_height;
+  for (int m = 0; m < cute::size<0>(C); ++m) {
+    for (int n = 0; n < cute::size<1>(C); ++n) {
+
+      int thrid = C(m, n) % size(TC);
+      int val_idx = C(m, n) / size(TC);
+      int thr_idx = TC(thrid);
+
+      int x = n * cell_width + c_base_x;
+      int y = m * cell_height + c_base_y;
+
+      int thr_x = x + cell_width / 2;
+      int thr_y = y + cell_height / 4;
+      int val_x = x + cell_width / 2;
+      int val_y = y + cell_height * 3 / 4;
+
+      printf("<rect x=\"%d\" y=\"%d\" width=\"%d\" height=\"%d\" "
+             "fill=\"rgb(%s)\" stroke=\"black\"/>\n",
+             x, y, cell_width, cell_height, color_map[thr_idx % 8]);
+
+      printf("<text x=\"%d\" y=\"%d\" text-anchor=\"middle\" "
+             "alignment-baseline=\"central\" font-size=\"8\">T%d</text>\n",
+             thr_x, thr_y, thr_idx);
+      printf("<text x=\"%d\" y=\"%d\" text-anchor=\"middle\" "
+             "alignment-baseline=\"central\" font-size=\"8\">V%d</text>\n",
+             val_x, val_y, val_idx);
+    }
+  }
+
+  // A
+  int a_base_x = cell_width;
+  int a_base_y = (size<1>(B) + 2) * cell_height;
+  for (int m = 0; m < size<0>(A); ++m) {
+    for (int k = 0; k < size<1>(A); ++k) {
+      int thrid = A(m, k) % size(TA);
+      int val_idx = A(m, k) / size(TA);
+      int thr_idx = TA(thrid);
+
+      int x = k * cell_width + a_base_x;
+      int y = m * cell_height + a_base_y;
+
+      int thr_x = x + cell_width / 2;
+      int thr_y = y + cell_height / 4;
+      int val_x = x + cell_width / 2;
+      int val_y = y + cell_height * 3 / 4;
+
+      printf("<rect x=\"%d\" y=\"%d\" width=\"%d\" height=\"%d\" "
+             "fill=\"rgb(%s)\" stroke=\"black\" />\n",
+             x, y, cell_width, cell_height, color_map[thr_idx % 8]);
+      printf("<text x=\"%d\" y=\"%d\" text-anchor=\"middle\" "
+             "alignment-baseline=\"central\" font-size=\"8\">T%d</text>\n",
+             thr_x, thr_y, thr_idx);
+      printf("<text x=\"%d\" y=\"%d\" text-anchor=\"middle\" "
+             "alignment-baseline=\"central\" font-size=\"8\">V%d</text>\n",
+             val_x, val_y, val_idx);
+    }
+  }
+
+  // B
+  int b_base_x = (size<1>(A) + 2) * cell_width;
+  int b_base_y = cell_height;
+  for (int n = 0; n < size<0>(B); ++n) {
+    for (int k = 0; k < size<1>(B); ++k) {
+      int thrid = B(n, k) % size(TB);
+      int val_idx = B(n, k) / size(TB);
+      int thr_idx = TB(thrid);
+
+      int x = n * cell_width + b_base_x;
+      int y = k * cell_height + b_base_y;
+
+      int thr_x = x + cell_width / 2;
+      int thr_y = y + cell_height / 4;
+      int val_x = x + cell_width / 2;
+      int val_y = y + cell_height * 3 / 4;
+
+      printf("<rect x=\"%d\" y=\"%d\" width=\"%d\" height=\"%d\" "
+             "fill=\"rgb(%s)\" stroke=\"black\" />\n",
+             x, y, cell_width, cell_height, color_map[thr_idx % 8]);
+      printf("<text x=\"%d\" y=\"%d\" text-anchor=\"middle\" "
+             "alignment-baseline=\"central\" font-size=\"8\">T%d</text>\n",
+             thr_x, thr_y, thr_idx);
+      printf("<text x=\"%d\" y=\"%d\" text-anchor=\"middle\" "
+             "alignment-baseline=\"central\" font-size=\"8\">V%d</text>\n",
+             val_x, val_y, val_idx);
+    }
+  }
+
+  // A labels
+  for (int m = 0; m < size<0>(A); ++m) {
+    int x = cell_width / 2;
+    int y = m * cell_height + cell_height / 2 + a_base_y;
+    printf("<text x=\"%d\" y=\"%d\" text-anchor=\"middle\" "
+           "alignment-baseline=\"central\" font-size=\"12\">%d</text>\n",
+           x, y, m);
+  }
+  for (int k = 0; k < size<1>(A); ++k) {
+    int x = cell_width + k * cell_width + cell_width / 2;
+    int y = -cell_height / 2 + a_base_y;
+    printf("<text x=\"%d\" y=\"%d\" text-anchor=\"middle\" "
+           "alignment-baseline=\"central\" font-size=\"12\">%d</text>\n",
+           x, y, k);
+  }
+
+  // B labels
+  for (int n = 0; n < size<0>(B); ++n) {
+    int x = b_base_x + cell_width * n + cell_width / 2;
+    int y = cell_height / 2;
+    printf("<text x=\"%d\" y=\"%d\" text-anchor=\"middle\" "
+           "alignment-baseline=\"central\" font-size=\"12\">%d</text>\n",
+           x, y, n);
+  }
+  for (int k = 0; k < size<1>(B); ++k) {
+    int x = b_base_x - cell_width / 2;
+    int y = cell_height * (k + 1) + cell_height / 2;
+    printf("<text x=\"%d\" y=\"%d\" text-anchor=\"middle\" "
+           "alignment-baseline=\"central\" font-size=\"12\">%d</text>\n",
+           x, y, k);
+  }
+
+  // footer
+  printf("</svg>");
+}
+
+template <class... Args>
+CUTE_HOST_DEVICE
+void
+print_svg(MMA_Atom<Args...> const &mma_atom) {
+  print_svg(make_tiled_mma(mma_atom));
+}
+
+template <class... Args>
+CUTE_HOST_DEVICE
+void
+print_svg(TiledMMA<Args...> const &mma) {
+  auto layout_and_thrid_C = mma.get_layoutC_MN();
+  auto layoutC_MN = get<0>(layout_and_thrid_C);
+  auto thrID_C = get<1>(layout_and_thrid_C);
+
+  auto layout_and_thrid_A = mma.get_layoutA_MK();
+  auto layoutA_MK = get<0>(layout_and_thrid_A);
+  auto thrID_A = get<1>(layout_and_thrid_A);
+
+  auto layout_and_thrid_B = mma.get_layoutB_NK();
+  auto layoutB_NK = get<0>(layout_and_thrid_B);
+  auto thrID_B = get<1>(layout_and_thrid_B);
+
+  print_svg_mma(layoutC_MN, thrID_C, layoutA_MK, thrID_A, layoutB_NK, thrID_B);
+}
+
 } // namespace cute
 
 ////////////////////////////////////////////////////////////////////////////////////////////////////