diff --git a/flux.hpp b/flux.hpp
index c500302..fc30987 100644
--- a/flux.hpp
+++ b/flux.hpp
@@ -891,6 +891,11 @@ namespace Flux {
             int64_t C = x->ne[2];
             int64_t H = x->ne[1];
             int64_t W = x->ne[0];
+            if (params.patch_size == 1) {
+                x = ggml_reshape_3d(ctx, x, H * W, C, N);              // [N, C, H*W]
+                x = ggml_cont(ctx, ggml_permute(ctx, x, 1, 0, 2, 3));  // [N, H*W, C]
+                return x;
+            }
             int64_t p = params.patch_size;
             int64_t h = H / params.patch_size;
             int64_t w = W / params.patch_size;
@@ -925,6 +930,12 @@ namespace Flux {
             int64_t W = w * params.patch_size;
             int64_t p = params.patch_size;
 
+            if (params.patch_size == 1) {
+                x = ggml_cont(ctx, ggml_permute(ctx, x, 1, 0, 2, 3));  // [N, C, H*W]
+                x = ggml_reshape_4d(ctx, x, W, H, C, N);               // [N, C, H, W]
+                return x;
+            }
+
             GGML_ASSERT(C * p * p == x->ne[0]);
 
             x = ggml_reshape_4d(ctx, x, p * p, C, w * h, N);       // [N, h*w, C, p*p]