diff --git a/examples/llava/clip.cpp b/examples/llava/clip.cpp
index 9c0d351e..019a147c 100644
--- a/examples/llava/clip.cpp
+++ b/examples/llava/clip.cpp
@@ -718,10 +718,12 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32
             embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings);
             embeddings = ggml_add(ctx0, embeddings, model.mm_0_b);
 
-            embeddings = ggml_gelu(ctx0, embeddings);
-            embeddings = ggml_mul_mat(ctx0, model.mm_2_w, embeddings);
-            embeddings = ggml_add(ctx0, embeddings, model.mm_2_b);
-
+            if (model.mm_2_w)
+            {
+                 embeddings = ggml_gelu(ctx0, embeddings);
+                 embeddings = ggml_mul_mat(ctx0, model.mm_2_w, embeddings);
+                 embeddings = ggml_add(ctx0, embeddings, model.mm_2_b);
+             }
         } else if (ctx->proj_type == PROJECTOR_TYPE_MLP_NORM) {
             embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings);
             embeddings = ggml_add(ctx0, embeddings, model.mm_0_b);
@@ -2102,6 +2104,10 @@ int clip_n_mmproj_embd(const struct clip_ctx * ctx) {
         return ctx->vision_model.mm_model_peg_0_b->ne[0];
     }
     if (ctx->proj_type == PROJECTOR_TYPE_MLP) {
+        if (ctx->vision_model.mm_2_b == nullptr)
+        {
+            return ctx->vision_model.mm_0_b->ne[0];
+        }
         return ctx->vision_model.mm_2_b->ne[0];
     }
     if (ctx->proj_type == PROJECTOR_TYPE_MLP_NORM) {
diff --git a/include/llama.h b/include/llama.h
index 6072e76e..4c572a74 100644
--- a/include/llama.h
+++ b/include/llama.h
@@ -444,6 +444,12 @@ extern "C" {
     // Frees all allocated memory
     LLAMA_API void llama_free(struct llama_context * ctx);
 
+    // Sets image embeddings
+    LLAMA_API void set_image_embeds(struct llama_context *ctx, float *data);
+
+    // Get architecture
+    LLAMA_API int llama_get_architecture(struct llama_model *model);
+
     LLAMA_API int64_t llama_time_us(void);
 
     LLAMA_API size_t llama_max_devices(void);
diff --git a/src/llama.cpp b/src/llama.cpp
index d883ed19..322b4b59 100644
--- a/src/llama.cpp
+++ b/src/llama.cpp
@@ -2710,6 +2710,8 @@ struct llama_context {
 
     bool logits_all = false;
 
+    float *image_embeds = nullptr;
+
     // embeddings output (2-dimensional array: [n_outputs][n_embd])
     // populated only when pooling_type == LLAMA_POOLING_TYPE_NONE
     size_t  embd_size = 0; // capacity (of floats) for embeddings
@@ -11591,6 +11593,15 @@ struct llm_build_context {
 
         inpL = llm_build_inp_embd(ctx0, lctx, hparams, batch, model.tok_embd, cb);
 
+        if (lctx.image_embeds)
+        {
+            struct ggml_tensor *image_embeds = ggml_dup_tensor(ctx0, inpL);
+            image_embeds->data = lctx.image_embeds;
+            image_embeds->ne[1] = 256;
+            inpL = ggml_set_2d_inplace(ctx0, inpL, image_embeds, inpL->nb[1], 0);
+            lctx.image_embeds = NULL;
+        }
+
         inpL = ggml_scale(ctx0, inpL, sqrtf(n_embd));
         cb(inpL, "inp_scaled", -1);
 
@@ -14468,6 +14479,7 @@ static int llama_decode_internal(
 
     const int64_t n_embd  = hparams.n_embd;
     const int64_t n_vocab = hparams.n_vocab;
+    const bool has_image_embeds = lctx.image_embeds;
 
     uint32_t n_outputs = 0;
     uint32_t n_outputs_prev = 0;
@@ -14581,7 +14593,8 @@ static int llama_decode_internal(
         }
 
         // non-causal masks do not use the KV cache
-        if (hparams.causal_attn) {
+        if (hparams.causal_attn || lctx.image_embeds)
+        {
             llama_kv_cache_update(&lctx);
 
             // if we have enough unused cells before the current head ->
@@ -16455,6 +16468,16 @@ void llama_free_model(struct llama_model * model) {
     delete model;
 }
 
+void set_image_embeds(llama_context *ctx, float *data)
+{
+    ctx->image_embeds = data;
+}
+
+int llama_get_architecture(llama_model *model)
+{
+    return model->arch;
+}
+
 struct llama_context * llama_new_context_with_model(
                  struct llama_model * model,
         struct llama_context_params   params) {