diff --git a/gpttype_adapter.cpp b/gpttype_adapter.cpp
index f4754d59a..ccb4e7100 100644
--- a/gpttype_adapter.cpp
+++ b/gpttype_adapter.cpp
@@ -1804,70 +1804,6 @@ static bool kcpp_eval_image(llama_context * ctx_llama, float * img_embd, int num
     }
     return true;
 }
-static bool qwen2vl_eval_image_embed(llama_context * ctx_llama, float * image_embd, int num_img_tokens,
-                                     int n_batch, int * n_past) {
-    auto image_size = clip_get_load_image_size(clp_ctx);
-    int n_embd  = llama_n_embd(llama_get_model(ctx_llama));
-    const int patch_size = 14 * 2;
-    const int ph = image_size->height / patch_size + (image_size->height % patch_size > 0);
-    const int pw = image_size->width / patch_size + (image_size->width % patch_size > 0);
-    auto img_tokens = num_img_tokens;
-    // llama_pos mrope_pos[img_tokens * 4];
-    std::vector<llama_pos> mrope_pos;
-    mrope_pos.resize(img_tokens * 4);
-
-    int st_pos_id = *n_past;
-
-    for (int y = 0; y < ph; y++)
-    {
-        for (int x = 0; x < pw; x++)
-        {
-            int i = y * pw + x;
-            mrope_pos[i] = st_pos_id;
-            mrope_pos[i + img_tokens] = st_pos_id + y;
-            mrope_pos[i + img_tokens * 2] = st_pos_id + x;
-            mrope_pos[i + img_tokens * 3] = 0;
-        }
-    }
-    st_pos_id += std::max(pw, ph);
-
-    int processed = 0;
-    std::vector<llama_pos> batch_mrope_pos;
-    batch_mrope_pos.resize(img_tokens * 4);
-
-    for (int i = 0; i < img_tokens; i += n_batch) {
-        int n_eval = img_tokens - i;
-        if (n_eval > n_batch) {
-            n_eval = n_batch;
-        }
-
-        // llama_pos batch_mrope_pos[n_eval * 4];
-        std::fill(batch_mrope_pos.begin(), batch_mrope_pos.end(), 0);
-        memcpy(batch_mrope_pos.data(), &mrope_pos[processed], n_eval * sizeof(llama_pos));
-        memcpy(&batch_mrope_pos[n_eval * 1], &mrope_pos[img_tokens * 1 + processed], n_eval * sizeof(llama_pos));
-        memcpy(&batch_mrope_pos[n_eval * 2], &mrope_pos[img_tokens * 2 + processed], n_eval * sizeof(llama_pos));
-        memcpy(&batch_mrope_pos[n_eval * 3], &mrope_pos[img_tokens * 3 + processed], n_eval * sizeof(llama_pos));
-
-        llama_batch batch = {
-            int32_t(n_eval),                // n_tokens
-            nullptr,                        // token
-            (image_embd+i*n_embd),  // embed
-            batch_mrope_pos.data(),         // pos
-            nullptr,  // n_seq_id
-            nullptr,  // seq_id
-            nullptr,  // logits
-        };
-
-        if (llama_decode(ctx_llama, batch)) {
-            fprintf(stderr, "\n%s : failed to eval image\n", __func__);
-            return false;
-        }
-        *n_past += n_eval;
-        processed += n_eval;
-    }
-    return true;
-}
-
 
 //given an old GGUF context and a new context that has some middle portion removed,
 //find and remove the middle portion from the old context from the KV. Does not fast forward after this destructive action