support ollama

examples/minicpmv/minicpmv.cpp

@@ -323,6 +323,84 @@ bool llava_validate_embed_size(const llama_context * ctx_llama, const clip_ctx *
     return true;
 }
 
+bool llava_image_embed_make_with_clip_img_ollama(clip_ctx * ctx_clip, int n_threads, const clip_image_u8 * img, float ** image_embd_out, int * n_img_pos_out) {
+    std::vector<std::vector<clip_image_u8 *>> imgs = slice_image(img);
+    std::vector<std::vector<llava_image_embed *>> image_embed_slices;
+    
+    for (size_t i = 0; i < imgs.size(); ++i){
+        image_embed_slices.push_back(std::vector<llava_image_embed *>());
+        for (size_t j = 0; j < imgs[i].size(); ++j) {
+            float* image_embed = NULL;
+            int n_image_pos = 0;
+            bool image_embed_result = llava_image_embed_make_with_clip_img(ctx_clip, n_threads, imgs[i][j], &image_embed, &n_image_pos);
+            if (!image_embed_result) {
+                LOG_TEE("%s: coulnd't embed the image\n", __func__);
+                return false;
+            }
+
+            auto result = (llava_image_embed*)malloc(sizeof(llava_image_embed));
+            result->embed = image_embed;
+            result->n_image_pos = n_image_pos;
+            image_embed_slices[i].push_back(result);
+        }
+    }
+
+    std::string fname = "./examples/minicpm-v2.5/slice_token_for_ollama.raw";
+    auto file = fopen(fname.c_str(), "rb");
+    if (file == NULL) {
+        LOG_TEE("%s: can't read file %s\n", __func__, fname.c_str());
+        return false;
+    }
+    fseek(file, 0, SEEK_END);
+    auto fileSize = ftell(file);
+    fseek(file, 0, SEEK_SET);
+
+    auto buffer = (unsigned char *)malloc(fileSize); // Allocate memory to hold the file data
+    if (buffer == NULL) {
+        LOG_TEE("%s: failed to alloc %ld bytes for file %s\n", __func__, fileSize, fname.c_str());
+        perror("Memory allocation error");
+        fclose(file);
+        return false;
+    }
+    errno = 0;
+    size_t ret = fread(buffer, 1, fileSize, file); // Read the file into the buffer
+    if (ferror(file)) {
+        die_fmt("read error: %s", strerror(errno));
+    }
+    if (ret != (size_t) fileSize) {
+        die("unexpectedly reached end of file");
+    }
+    fclose(file); // Close the file
+
+
+    float * all_image_embd = (float *)malloc(clip_embd_nbytes(ctx_clip)*61);
+    int all_n_img_pos=0;
+    int token_len = 4096*sizeof(float);
+
+    std::memcpy(all_image_embd+token_len*all_n_img_pos++, buffer, token_len);
+    std::memcpy(all_image_embd+token_len*all_n_img_pos, image_embed_slices[0][0]->embed, 96*token_len);
+    all_n_img_pos+=96;
+    std::memcpy(all_image_embd+token_len*all_n_img_pos++, buffer+token_len, token_len);
+    if (image_embed_slices.size() > 1) {
+        std::memcpy(all_image_embd+token_len*all_n_img_pos++, buffer+token_len*2, token_len);
+        for (size_t i = 1; i < image_embed_slices.size(); ++i) {
+            for (size_t j = 0; j < image_embed_slices[i].size(); ++j) {
+                std::memcpy(all_image_embd+token_len*all_n_img_pos++, buffer, token_len);
+                std::memcpy(all_image_embd+token_len*all_n_img_pos, image_embed_slices[i][j]->embed, 96*token_len);
+                all_n_img_pos+=96;
+                std::memcpy(all_image_embd+token_len*all_n_img_pos++, buffer+token_len, token_len);
+                if (j == image_embed_slices[i].size() - 1) {
+                    std::memcpy(all_image_embd+token_len*all_n_img_pos++, buffer+token_len*4, token_len);
+                }
+            }
+        }
+        std::memcpy(all_image_embd+token_len*all_n_img_pos++, buffer+token_len*3, token_len);
+    }
+    *image_embd_out = all_image_embd;
+    *n_img_pos_out = all_n_img_pos;
+    return true;
+}
+
 bool llava_image_embed_make_with_clip_img(clip_ctx * ctx_clip, int n_threads, const clip_image_u8 * img, float ** image_embd_out, int * n_img_pos_out) {
     float * image_embd = (float *)malloc(clip_embd_nbytes(ctx_clip)*6); // TODO: base on gridsize/llava model
     if (!image_embd) {

examples/minicpmv/minicpmv.h

@@ -31,6 +31,7 @@ struct llava_image_embed {
 /** sanity check for clip <-> llava embed size match */
 MINICPMV_API bool llava_validate_embed_size(const struct llama_context * ctx_llama, const struct clip_ctx * ctx_clip);
 
+MINICPMV_API bool llava_image_embed_make_with_clip_img_ollama(struct clip_ctx * ctx_clip, int n_threads, const struct clip_image_u8 * img, float ** image_embd_out, int * n_img_pos_out);
 MINICPMV_API bool llava_image_embed_make_with_clip_img(struct clip_ctx * ctx_clip, int n_threads, const struct clip_image_u8 * img, float ** image_embd_out, int * n_img_pos_out);
 
 /** build an image embed from image file bytes */