diff --git a/torch/_inductor/runtime/triton_heuristics.py b/torch/_inductor/runtime/triton_heuristics.py
index 894801d6cffb5..67baa5a5f1eaf 100644
--- a/torch/_inductor/runtime/triton_heuristics.py
+++ b/torch/_inductor/runtime/triton_heuristics.py
@@ -2415,20 +2415,19 @@ def pointwise(
                 triton_config_with_settings(
                     size_hints, TRITON_MAX_BLOCK["X"], waves_per_eu=2
                 ),
-                triton_config_with_settings(
-                    size_hints, 4096 # wrt: better than the max_block for some kernel
-                ),
                 *hinted_configs,
             ]
             # Additional reduction configs appended for ROCm builds
             if torch.version.hip:
-                configs.append(triton_config_with_settings(
-                    size_hints,
-                    2048,
-                    num_warps=8,
-                    num_stages=2,
-                    waves_per_eu=1
-                )) # 20% improvement
+                configs += [
+                    triton_config_with_settings(size_hints, 2048, num_warps=8, num_stages=2, waves_per_eu=1), # 20% improvement # .. in where?
+                    triton_config_with_settings(size_hints, 4096), # wrt1: better than the max_block for some kernel
+                    triton_config_with_settings(size_hints, 128, num_warps=2, num_stages=2, waves_per_eu=1), 
+                    # -> wrt1/t18: 2X improvement: triton_poi_fused_index_put_new_zeros_37, 
+                    # triton_poi_fused_index_put_new_zeros_45 
+                    # triton_poi_fused_index_put_new_zeros_49
+                    # triton_poi_fused_index_put_new_zeros_54
+                ]
     if len(size_hints) == 2:
         if (
             disable_pointwise_autotuning(inductor_meta) # or tile_hint == TileHint.SQUARE
@@ -2440,17 +2439,24 @@ def pointwise(
         else:
             configs = [
                 triton_config_with_settings(size_hints, 32, 32),
-                triton_config_with_settings(size_hints, 64, 32), # wrt: better for some kernels
                 triton_config_with_settings(size_hints, 64, 64),  # ~8% better for fp16
-                triton_config_with_settings(size_hints, 256, 16),
+                triton_config_with_settings(size_hints, 256, 16), 
                 triton_config_with_settings(size_hints, 16, 256),
-                triton_config_with_settings(size_hints, 128, 16), # wrt: +10% for some kernels
-                triton_config_with_settings(size_hints, 128, 32), # wrt: ..additional 10% more
-                triton_config_with_settings(size_hints, 32, 512), # wrt: +30% for some kernels
                 triton_config_with_settings(size_hints, bs, 1),
                 triton_config_with_settings(size_hints, 1, bs),
                 *hinted_configs,
             ]
+            if torch.version.hip:
+                configs += [ # add here
+                ]
+                # bypass triton_config_with_settings -> triton_config logic
+                if "x" in size_hints and "y" in size_hints:
+                    configs += [
+                        Config({"XBLOCK": 512, "YBLOCK": 8}, num_warps=8), # wrt1/t21 # triton_poi_fused__unsafe_view_add_addmm_cat_clone_permute_split_with_sizes_view_19
+                        Config({"XBLOCK": 32, "YBLOCK": 128}, num_warps=4), # wrt2: 570us : triton_poi_fused_add_transpose_view_52
+                        Config({"XBLOCK":64, "YBLOCK": 32}, num_warps=8), # wrt3: 150us: triton_poi_fused__to_copy_add_native_layer_norm_native_layer_norm_backward_permute_view_103
+                    ]
+
     if len(size_hints) == 3:
         if disable_pointwise_autotuning(inductor_meta):
             configs = [triton_config_with_settings(size_hints, 16, 16, 16)]
@@ -2583,9 +2589,14 @@ def make_config(x, r, num_warps=None, num_stages=1, register_intensive=False, wa
         if torch.version.hip:
             result_configs.extend([
                 make_config(1024, 8, num_warps=4, num_stages=1, waves_per_eu=2),
-                make_config(512, 8, num_warps=4, num_stages=1, waves_per_eu=1)
+                make_config(512, 8, num_warps=4, num_stages=1, waves_per_eu=1),
+                make_config(128, 4, num_warps=2, num_stages=1, waves_per_eu=1), # wrt2: 3X # triton_red_fused_index_add_index_select_mul_native_layer_norm_native_layer_norm_backward_new_zeros_sigmoid_8
+                make_config(1, 512, num_warps=8, num_stages=1, waves_per_eu=1), # wrt2: 2X # triton_red_fused_index_add_index_select_mul_native_layer_norm_native_layer_norm_backward_new_zeros_sigmoid_8-v2 & v3 & v4
+                make_config(1, 4096, num_warps=8, num_stages=1, waves_per_eu=1), # wrt3: 380 us # triton_red_fused__to_copy__unsafe_view_clone_native_layer_norm_native_layer_norm_backward_slice_tanh_tanh_backward_153
+                make_config(64, 128, num_warps=4, num_stages=1, waves_per_eu=1), # wrt3: 170 us # triton_red_fused__to_copy__unsafe_view_add_addmm_cat_clone_native_layer_norm_permute_tanh_view_16
+                make_config(2, 2048, num_warps=8, num_stages=1, waves_per_eu=1) # wrt3: 170 us # triton_red_fused__to_copy__unsafe_view_clone_native_layer_norm_native_layer_norm_backward_permute_tanh_tanh_backward_29
             ])
-    
+
     return result_configs