diff --git a/rope.hpp b/rope.hpp
index 4abc514..12047e3 100644
--- a/rope.hpp
+++ b/rope.hpp
@@ -91,14 +91,23 @@ namespace Rope {
                                                                        int axes_dim_num,
                                                                        int index    = 0,
                                                                        int h_offset = 0,
-                                                                       int w_offset = 0) {
+                                                                       int w_offset = 0,
+                                                                       bool scale_rope = false) {
         int h_len = (h + (patch_size / 2)) / patch_size;
         int w_len = (w + (patch_size / 2)) / patch_size;
 
         std::vector<std::vector<float>> img_ids(h_len * w_len, std::vector<float>(axes_dim_num, 0.0));
 
-        std::vector<float> row_ids = linspace<float>(h_offset, h_len - 1 + h_offset, h_len);
-        std::vector<float> col_ids = linspace<float>(w_offset, w_len - 1 + w_offset, w_len);
+        int h_start = h_offset;
+        int w_start = w_offset;
+
+        if (scale_rope) {
+            h_start -= h_len / 2;
+            w_start -= w_len / 2;
+        }
+
+        std::vector<float> row_ids = linspace<float>(h_start, h_start + h_len - 1, h_len);
+        std::vector<float> col_ids = linspace<float>(w_start, w_start + w_len - 1, w_len);
 
         for (int i = 0; i < h_len; ++i) {
             for (int j = 0; j < w_len; ++j) {
@@ -171,7 +180,8 @@ namespace Rope {
                                                                    int axes_dim_num,
                                                                    const std::vector<ggml_tensor*>& ref_latents,
                                                                    bool increase_ref_index,
-                                                                   float ref_index_scale) {
+                                                                   float ref_index_scale,
+                                                                   bool scale_rope) {
         std::vector<std::vector<float>> ids;
         uint64_t curr_h_offset = 0;
         uint64_t curr_w_offset = 0;
@@ -185,6 +195,7 @@ namespace Rope {
                 } else {
                     h_offset = curr_h_offset;
                 }
+                scale_rope = false;
             }
 
             auto ref_ids = gen_flux_img_ids(ref->ne[1],
@@ -194,7 +205,8 @@ namespace Rope {
                                             axes_dim_num,
                                             static_cast<int>(index * ref_index_scale),
                                             h_offset,
-                                            w_offset);
+                                            w_offset,
+                                            scale_rope);
             ids          = concat_ids(ids, ref_ids, bs);
 
             if (increase_ref_index) {
@@ -222,7 +234,7 @@ namespace Rope {
 
         auto ids = concat_ids(txt_ids, img_ids, bs);
         if (ref_latents.size() > 0) {
-            auto refs_ids = gen_refs_ids(patch_size, bs, axes_dim_num, ref_latents, increase_ref_index, ref_index_scale);
+            auto refs_ids = gen_refs_ids(patch_size, bs, axes_dim_num, ref_latents, increase_ref_index, ref_index_scale, false);
             ids           = concat_ids(ids, refs_ids, bs);
         }
         return ids;
@@ -271,10 +283,10 @@ namespace Rope {
             }
         }
         int axes_dim_num = 3;
-        auto img_ids     = gen_flux_img_ids(h, w, patch_size, bs, axes_dim_num);
+        auto img_ids     = gen_flux_img_ids(h, w, patch_size, bs, axes_dim_num, 0, 0, 0, true);
         auto ids         = concat_ids(txt_ids_repeated, img_ids, bs);
         if (ref_latents.size() > 0) {
-            auto refs_ids = gen_refs_ids(patch_size, bs, axes_dim_num, ref_latents, increase_ref_index, 1.f);
+            auto refs_ids = gen_refs_ids(patch_size, bs, axes_dim_num, ref_latents, increase_ref_index, 1.f, true);
             ids           = concat_ids(ids, refs_ids, bs);
         }
         return ids;