#ifndef MTMD_H #define MTMD_H #include "ggml.h" #include "llama.h" #include "clip.h" #include #include #include #ifdef __cplusplus #include #include #include #endif /** * libmtmd: A library for multimodal support in llama.cpp. * * WARNING: This API is experimental and subject to many BREAKING CHANGES. * Issues related to API usage may receive lower priority support. * * For the usage, see an example in mtmd-cli.cpp */ #ifdef LLAMA_SHARED # if defined(_WIN32) && !defined(__MINGW32__) # ifdef LLAMA_BUILD # define MTMD_API __declspec(dllexport) # else # define MTMD_API __declspec(dllimport) # endif # else # define MTMD_API __attribute__ ((visibility ("default"))) # endif #else # define MTMD_API #endif #define MTMD_DEFAULT_IMAGE_MARKER "<__image__>" #ifdef __cplusplus extern "C" { #endif enum mtmd_input_chunk_type { MTMD_INPUT_CHUNK_TYPE_TEXT, MTMD_INPUT_CHUNK_TYPE_IMAGE, }; // opaque types struct mtmd_context; struct mtmd_bitmap; struct mtmd_image_tokens; struct mtmd_input_chunk; struct mtmd_input_chunks; struct mtmd_input_text { const char * text; bool add_special; bool parse_special; }; // // C API // typedef struct mtmd_context mtmd_context; typedef struct mtmd_bitmap mtmd_bitmap; typedef struct mtmd_image_tokens mtmd_image_tokens; typedef struct mtmd_input_chunk mtmd_input_chunk; typedef struct mtmd_input_chunks mtmd_input_chunks; typedef struct mtmd_input_text mtmd_input_text; struct mtmd_context_params { bool use_gpu; bool print_timings; int n_threads; enum ggml_log_level verbosity; const char * image_marker; }; MTMD_API struct mtmd_context_params mtmd_context_params_default(void); // initialize the mtmd context // return nullptr on failure MTMD_API mtmd_context * mtmd_init_from_file(const char * mmproj_fname, const struct llama_model * text_model, const struct mtmd_context_params ctx_params); MTMD_API void mtmd_free(mtmd_context * ctx); // whether we need to set non-causal mask before llama_decode MTMD_API bool mtmd_decode_use_non_causal(mtmd_context * ctx); // whether the current model use M-RoPE for llama_decode MTMD_API bool mtmd_decode_use_mrope(mtmd_context * ctx); // mtmd_bitmap // // length of data must be nx * ny * 3 // the data is in RGBRGBRGB... format MTMD_API mtmd_bitmap * mtmd_bitmap_init (uint32_t nx, uint32_t ny, const unsigned char * data); MTMD_API uint32_t mtmd_bitmap_get_nx (const mtmd_bitmap * bitmap); MTMD_API uint32_t mtmd_bitmap_get_ny (const mtmd_bitmap * bitmap); MTMD_API const unsigned char * mtmd_bitmap_get_data(const mtmd_bitmap * bitmap); MTMD_API void mtmd_bitmap_free (mtmd_bitmap * bitmap); // bitmap ID is optional, but useful for KV cache tracking // these getters/setters are dedicated functions, so you can for example calculate the hash of the image based on mtmd_bitmap_get_data() MTMD_API const char * mtmd_bitmap_get_id(const mtmd_bitmap * bitmap); MTMD_API void mtmd_bitmap_set_id(mtmd_bitmap * bitmap, const char * id); // mtmd_input_chunks // // this is simply a list of mtmd_input_chunk // the elements can only be populated via mtmd_tokenize() MTMD_API mtmd_input_chunks * mtmd_input_chunks_init(void); MTMD_API size_t mtmd_input_chunks_size(const mtmd_input_chunks * chunks); MTMD_API const mtmd_input_chunk * mtmd_input_chunks_get (const mtmd_input_chunks * chunks, size_t idx); MTMD_API void mtmd_input_chunks_free(mtmd_input_chunks * chunks); // mtmd_input_chunk // // the instance will be constructed via mtmd_tokenize() // it will be freed along with mtmd_input_chunks MTMD_API enum mtmd_input_chunk_type mtmd_input_chunk_get_type (const mtmd_input_chunk * chunk); MTMD_API const llama_token * mtmd_input_chunk_get_tokens_text (const mtmd_input_chunk * chunk, size_t * n_tokens_output); MTMD_API const mtmd_image_tokens * mtmd_input_chunk_get_tokens_image(const mtmd_input_chunk * chunk); // in case you want to use custom logic to handle the chunk (i.e. KV cache management) // you can move the chunk ownership to your own code by copying it // remember to free the chunk when you are done with it MTMD_API mtmd_input_chunk * mtmd_input_chunk_copy(const mtmd_input_chunk * chunk); MTMD_API void mtmd_input_chunk_free(mtmd_input_chunk * chunk); // mtmd_image_tokens // // the instance will be constructed via mtmd_tokenize() // it will be freed along with mtmd_input_chunk MTMD_API size_t mtmd_image_tokens_get_n_tokens(const mtmd_image_tokens * image_tokens); MTMD_API size_t mtmd_image_tokens_get_nx (const mtmd_image_tokens * image_tokens); MTMD_API size_t mtmd_image_tokens_get_ny (const mtmd_image_tokens * image_tokens); MTMD_API const char * mtmd_image_tokens_get_id (const mtmd_image_tokens * image_tokens); // number of temporal positions (always 1 for M-RoPE, n_tokens otherwise) MTMD_API llama_pos mtmd_image_tokens_get_n_pos (const mtmd_image_tokens * image_tokens); // tokenize an input text prompt and an image // the prompt must have the input image marker (default: "<__image__>") in it // the marker will be replaced with the image tokens // for example: // "here is an image: <__image__>\ndescribe it in detail." // this will gives 3 chunks: // 1. "here is an image: " // 2. (image tokens) // 3. "\ndescribe it in detail." // number of bitmaps must be equal to the number of image markers in the prompt // this function is thread-safe (shared ctx) // return values: // 0 on success // 1 on number of images not matching the number of markers // 2 on image preprocessing error MTMD_API int32_t mtmd_tokenize(mtmd_context * ctx, mtmd_input_chunks * output, const mtmd_input_text * text, const mtmd_bitmap ** bitmaps, size_t n_bitmaps); // returns 0 on success MTMD_API int32_t mtmd_encode(mtmd_context * ctx, const mtmd_image_tokens * image_tokens); // get output embeddings from the last encode pass MTMD_API float * mtmd_get_output_embd(mtmd_context * ctx); ///////////////////////////////////////// // // Helper functions (can be implemented based on other functions) // // Please note that these helpers are not guaranteed to be stable. // BREAKING CHANGES are expected. // // helper function to construct a mtmd_bitmap from a file // returns nullptr on failure // this function is thread-safe MTMD_API mtmd_bitmap * mtmd_helper_bitmap_init_from_file(const char * fname); // helper function to construct a mtmd_bitmap from a buffer containing a file // the file content must be an image in format supported by stb_image (jpg, png, bmp, gif, etc.) // returns nullptr on failure // this function is thread-safe MTMD_API mtmd_bitmap * mtmd_helper_bitmap_init_from_buf(const unsigned char * buf, size_t len); // helper to count the total number of tokens from a list of chunks, useful to keep track of KV cache MTMD_API size_t mtmd_helper_get_n_tokens(const mtmd_input_chunks * chunks); // helper to count the total position of tokens from a list of chunks, useful to keep track of n_past // normally, n_pos is equal to n_tokens, but for M-RoPE it is different MTMD_API llama_pos mtmd_helper_get_n_pos(const mtmd_input_chunks * chunks); // helper function that automatically: // 1. run llama_decode() on text chunks // 2. run mtmd_encode() on image chunks, then mtmd_get_output_embd() and then llama_decode() // if any of the mtmd_encode() or llama_decode() calls return non-zero, stop and forward the error // otherwise, returns 0 on success // this function is NOT thread-safe MTMD_API int32_t mtmd_helper_eval_chunks(mtmd_context * ctx, struct llama_context * lctx, const mtmd_input_chunks * chunks, llama_pos n_past, llama_seq_id seq_id, int32_t n_batch, bool logits_last, llama_pos * new_n_past); // works like mtmd_helper_eval_chunks(), but only for a single chunk // this function is NOT thread-safe MTMD_API int32_t mtmd_helper_eval_chunk_single(mtmd_context * ctx, struct llama_context * lctx, const mtmd_input_chunk * chunk, llama_pos n_past, llama_seq_id seq_id, int32_t n_batch, bool logits_last, llama_pos * new_n_past); // helper function to decode an image whose embeddings have already been calculated // this helper will handle batching and pre/post decoding setup (for ex. gemma 3 requires non-causal attention) // ret 0 on success, -1 on chunk not being a valid image chunk, 1 on decode failure MTMD_API int32_t mtmd_helper_decode_image_chunk(mtmd_context * ctx, struct llama_context * lctx, const mtmd_input_chunk * chunk, float * encoded_embd, llama_pos n_past, llama_seq_id seq_id, int32_t n_batch, llama_pos * new_n_past); ///////////////////////////////////////// // test function, to be used in test-mtmd-c-api.c MTMD_API mtmd_input_chunks * mtmd_test_create_input_chunks(void); #ifdef __cplusplus } // extern "C" #endif // // C++ wrappers // #ifdef __cplusplus namespace mtmd { struct mtmd_context_deleter { void operator()(mtmd_context * val) { mtmd_free(val); } }; using context_ptr = std::unique_ptr; struct mtmd_bitmap_deleter { void operator()(mtmd_bitmap * val) { mtmd_bitmap_free(val); } }; using bitmap_ptr = std::unique_ptr; struct mtmd_input_chunks_deleter { void operator()(mtmd_input_chunks * val) { mtmd_input_chunks_free(val); } }; using input_chunks_ptr = std::unique_ptr; struct mtmd_input_chunk_deleter { void operator()(mtmd_input_chunk * val) { mtmd_input_chunk_free(val); } }; using input_chunk_ptr = std::unique_ptr; struct bitmap { bitmap_ptr ptr; bitmap() : ptr(nullptr) {} bitmap(mtmd_bitmap * bitmap) : ptr(bitmap) {} bitmap(bitmap && other) noexcept : ptr(std::move(other.ptr)) {} bitmap(uint32_t nx, uint32_t ny, const unsigned char * data) { ptr.reset(mtmd_bitmap_init(nx, ny, data)); } ~bitmap() = default; uint32_t nx() { return mtmd_bitmap_get_nx(ptr.get()); } uint32_t ny() { return mtmd_bitmap_get_ny(ptr.get()); } const unsigned char * data() { return mtmd_bitmap_get_data(ptr.get()); } std::string id() { return mtmd_bitmap_get_id(ptr.get()); } void set_id(const char * id) { mtmd_bitmap_set_id(ptr.get(), id); } }; struct bitmaps { std::vector entries; ~bitmaps() = default; // return list of pointers to mtmd_bitmap // example: // auto bitmaps_c_ptr = bitmaps.c_ptr(); // int32_t res = mtmd_tokenize(... bitmaps_c_ptr.data(), bitmaps_c_ptr.size()); std::vector c_ptr() { std::vector res(entries.size()); for (size_t i = 0; i < entries.size(); i++) { res[i] = entries[i].ptr.get(); } return res; } }; struct input_chunks { input_chunks_ptr ptr; input_chunks() = default; input_chunks(mtmd_input_chunks * chunks) : ptr(chunks) {} ~input_chunks() = default; size_t size() { return mtmd_input_chunks_size(ptr.get()); } const mtmd_input_chunk * operator[](size_t idx) { return mtmd_input_chunks_get(ptr.get(), idx); } }; } // namespace mtmd #endif #endif