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@@ -72,6 +72,8 @@ struct mtmd_cli_context {
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llama_batch batch;
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int n_batch;
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+ std::vector<mtmd_bitmap> bitmaps;
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+
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// note: we know that gemma3 template is "linear", meaning each turn is completely separated to another
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// so here we don't need to keep track of chat history
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common_chat_templates_ptr tmpls;
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@@ -135,13 +137,22 @@ struct mtmd_cli_context {
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antiprompt_tokens.begin()
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);
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}
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+
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+ bool load_image(const std::string & fname) {
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+ mtmd_bitmap bitmap;
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+ if (mtmd_helper_bitmap_init_from_file(fname.c_str(), bitmap)) {
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+ return false;
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+ }
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+ bitmaps.push_back(std::move(bitmap));
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+ return true;
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+ }
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};
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static int generate_response(mtmd_cli_context & ctx, common_sampler * smpl, int n_predict) {
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llama_tokens generated_tokens;
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for (int i = 0; i < n_predict; i++) {
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if (i > n_predict || !g_is_generating || g_is_interrupted) {
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- printf("\n");
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+ LOG("\n");
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break;
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}
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@@ -150,15 +161,15 @@ static int generate_response(mtmd_cli_context & ctx, common_sampler * smpl, int
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common_sampler_accept(smpl, token_id, true);
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if (llama_vocab_is_eog(ctx.vocab, token_id) || ctx.check_antiprompt(generated_tokens)) {
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- printf("\n");
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+ LOG("\n");
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break; // end of generation
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}
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- printf("%s", common_token_to_piece(ctx.lctx, token_id).c_str());
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+ LOG("%s", common_token_to_piece(ctx.lctx, token_id).c_str());
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fflush(stdout);
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if (g_is_interrupted) {
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- printf("\n");
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+ LOG("\n");
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break;
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}
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@@ -173,9 +184,7 @@ static int generate_response(mtmd_cli_context & ctx, common_sampler * smpl, int
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return 0;
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}
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-static int eval_message(mtmd_cli_context & ctx, common_chat_msg & msg, std::vector<std::string> & images_fname, bool add_bos = false) {
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- std::vector<mtmd_bitmap> bitmaps;
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-
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+static int eval_message(mtmd_cli_context & ctx, common_chat_msg & msg, bool add_bos = false) {
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common_chat_templates_inputs tmpl_inputs;
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tmpl_inputs.messages = {msg};
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tmpl_inputs.add_generation_prompt = true;
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@@ -183,15 +192,6 @@ static int eval_message(mtmd_cli_context & ctx, common_chat_msg & msg, std::vect
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auto formatted_chat = common_chat_templates_apply(ctx.tmpls.get(), tmpl_inputs);
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LOG_DBG("formatted_chat.prompt: %s\n", formatted_chat.prompt.c_str());
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- for (auto & fname : images_fname) {
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- mtmd_bitmap bitmap;
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- if (mtmd_helper_bitmap_init_from_file(fname.c_str(), bitmap)) {
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- LOG_ERR("Unable to load image %s\n", fname.c_str());
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- return 2; // image not found
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- }
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- bitmaps.push_back(std::move(bitmap));
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- }
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-
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mtmd_input_text text;
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text.text = formatted_chat.prompt;
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text.add_special = add_bos;
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@@ -200,12 +200,14 @@ static int eval_message(mtmd_cli_context & ctx, common_chat_msg & msg, std::vect
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if (g_is_interrupted) return 0;
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- int32_t res = mtmd_tokenize(ctx.ctx_vision.get(), chunks, text, bitmaps);
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+ int32_t res = mtmd_tokenize(ctx.ctx_vision.get(), chunks, text, ctx.bitmaps);
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if (res != 0) {
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LOG_ERR("Unable to tokenize prompt, res = %d\n", res);
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return 1;
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}
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+ ctx.bitmaps.clear();
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+
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if (mtmd_helper_eval(ctx.ctx_vision.get(), ctx.lctx, chunks, ctx.n_past, 0, ctx.n_batch)) {
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LOG_ERR("Unable to eval prompt\n");
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return 1;
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@@ -213,6 +215,8 @@ static int eval_message(mtmd_cli_context & ctx, common_chat_msg & msg, std::vect
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ctx.n_past += mtmd_helper_get_n_pos(chunks);
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+ LOG("\n");
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+
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return 0;
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}
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@@ -235,7 +239,7 @@ int main(int argc, char ** argv) {
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}
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mtmd_cli_context ctx(params);
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- printf("%s: %s\n", __func__, params.model.path.c_str());
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+ LOG("%s: loading model: %s\n", __func__, params.model.path.c_str());
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bool is_single_turn = !params.prompt.empty() && !params.image.empty();
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@@ -268,7 +272,12 @@ int main(int argc, char ** argv) {
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common_chat_msg msg;
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msg.role = "user";
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msg.content = params.prompt;
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- if (eval_message(ctx, msg, params.image, true)) {
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+ for (const auto & image : params.image) {
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+ if (!ctx.load_image(image)) {
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+ return 1; // error is already printed by libmtmd
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+ }
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+ }
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+ if (eval_message(ctx, msg, true)) {
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return 1;
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}
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if (!g_is_interrupted && generate_response(ctx, smpl, n_predict)) {
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@@ -283,7 +292,6 @@ int main(int argc, char ** argv) {
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LOG("\n");
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bool is_first_msg = true;
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- std::vector<std::string> images_fname;
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std::string content;
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while (!g_is_interrupted) {
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@@ -308,10 +316,17 @@ int main(int argc, char ** argv) {
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continue;
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}
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g_is_generating = true;
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- if (line.find("/image") == 0) {
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+ if (line == "/image" || line.find("/image ") == 0) {
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+ if (line.size() < 8) {
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+ LOG_ERR("ERR: Missing image filename\n");
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+ continue;
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+ }
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std::string image = line.substr(7);
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- images_fname.push_back(string_strip(image));
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- content += "<__image__>";
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+ if (ctx.load_image(image)) {
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+ LOG("Image %s loaded\n", image.c_str());
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+ content += "<__image__>";
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+ }
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+ // else, error is already printed by libmtmd
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continue;
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} else {
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content += line;
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@@ -319,21 +334,14 @@ int main(int argc, char ** argv) {
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common_chat_msg msg;
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msg.role = "user";
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msg.content = content;
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- int ret = eval_message(ctx, msg, images_fname, is_first_msg);
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- if (g_is_interrupted) break;
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- if (ret == 2) {
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- // non-fatal error
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- images_fname.clear();
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- content.clear();
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- continue;
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- }
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+ int ret = eval_message(ctx, msg, is_first_msg);
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if (ret) {
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return 1;
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}
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+ if (g_is_interrupted) break;
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if (generate_response(ctx, smpl, n_predict)) {
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return 1;
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}
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- images_fname.clear();
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content.clear();
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is_first_msg = false;
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}
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