diff --git a/csrc/ft_attention/decoder_masked_multihead_attention_template.hpp b/csrc/ft_attention/decoder_masked_multihead_attention_template.hpp
index f99b818..f0e085c 100644
--- a/csrc/ft_attention/decoder_masked_multihead_attention_template.hpp
+++ b/csrc/ft_attention/decoder_masked_multihead_attention_template.hpp
@@ -1065,14 +1065,18 @@ __global__ void masked_multihead_attention_kernel(Multihead_attention_params<T,
             if (params.rotary_cos == nullptr) {
                 apply_rotary_embedding(q, k, tidx, params.rotary_embedding_dim, tlength - padd_len, params.rotary_base);
             } else {
-                apply_rotary_embedding(q, k, tidx, params.rotary_embedding_dim, tlength - padd_len, params.rotary_cos, params.rotary_sin);
+                apply_rotary_embedding(q, k, tidx, params.rotary_embedding_dim, tlength - padd_len,
+                                       params.rotary_cos + bi * params.rotary_embedding_dim / 2,
+                                       params.rotary_sin + bi * params.rotary_embedding_dim / 2);
             }
         }
         else {
             if (params.rotary_cos == nullptr) {
                 apply_rotary_embedding(q, tidx, params.rotary_embedding_dim, tlength - padd_len, params.rotary_base);
             } else {
-                apply_rotary_embedding(q, tidx, params.rotary_embedding_dim, tlength - padd_len, params.rotary_cos, params.rotary_sin);
+                apply_rotary_embedding(q, tidx, params.rotary_embedding_dim, tlength - padd_len,
+                                       params.rotary_cos + bi * params.rotary_embedding_dim / 2,
+                                       params.rotary_sin + bi * params.rotary_embedding_dim / 2);
             }
         }
     }
@@ -1112,7 +1116,9 @@ __global__ void masked_multihead_attention_kernel(Multihead_attention_params<T,
                         q, k, transpose_idx / tidx_factor, params.rotary_embedding_dim, tlength - padd_len, params.rotary_base);
                 } else {
                     mmha::apply_rotary_embedding(
-                        q, k, transpose_idx / tidx_factor, params.rotary_embedding_dim, tlength - padd_len, params.rotary_cos, params.rotary_sin);
+                        q, k, transpose_idx / tidx_factor, params.rotary_embedding_dim, tlength - padd_len,
+                        params.rotary_cos + bi * params.rotary_embedding_dim / 2,
+                        params.rotary_sin + bi * params.rotary_embedding_dim / 2);
                 }
 
                 mmha::write_smem_transpose(k, k_smem, transpose_idx, smem_pitch);
@@ -1123,7 +1129,9 @@ __global__ void masked_multihead_attention_kernel(Multihead_attention_params<T,
                         q, transpose_idx / tidx_factor, params.rotary_embedding_dim, tlength, params.rotary_base);
                 } else {
                     mmha::apply_rotary_embedding(
-                        q, transpose_idx / tidx_factor, params.rotary_embedding_dim, tlength, params.rotary_cos, params.rotary_sin);
+                        q, transpose_idx / tidx_factor, params.rotary_embedding_dim, tlength,
+                        params.rotary_cos + bi * params.rotary_embedding_dim / 2,
+                        params.rotary_sin + bi * params.rotary_embedding_dim / 2);
                 }
             }
             mmha::write_smem_transpose(q, q_smem, transpose_idx, smem_pitch);
diff --git a/csrc/ft_attention/ft_attention.cpp b/csrc/ft_attention/ft_attention.cpp
index f706966..21ab299 100644
--- a/csrc/ft_attention/ft_attention.cpp
+++ b/csrc/ft_attention/ft_attention.cpp
@@ -160,15 +160,15 @@ torch::Tensor single_query_attention(const torch::Tensor q,
     if (rotary_cos_.has_value()) {
         auto rotary_cos = rotary_cos_.value();
         CHECK_DEVICE(rotary_cos);
-        rotary_embedding_dim = rotary_cos.size(0) * 2;
-        CHECK_SHAPE(rotary_cos, rotary_embedding_dim / 2);
+        rotary_embedding_dim = rotary_cos.size(-1) * 2;
+        CHECK_SHAPE(rotary_cos, batch_size, rotary_embedding_dim / 2);
         CHECK_CONTIGUOUS(rotary_cos);
         TORCH_CHECK(rotary_cos.scalar_type() == input_type);
 
         TORCH_CHECK(rotary_sin_.has_value());
         auto rotary_sin = rotary_sin_.value();
         CHECK_DEVICE(rotary_sin);
-        CHECK_SHAPE(rotary_cos, rotary_embedding_dim / 2);
+        CHECK_SHAPE(rotary_cos, batch_size, rotary_embedding_dim / 2);
         CHECK_CONTIGUOUS(rotary_sin);
         TORCH_CHECK(rotary_sin.scalar_type() == input_type);
     }