mirror of
https://github.com/ggml-org/llama.cpp.git
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179 lines
8.0 KiB
C++
179 lines
8.0 KiB
C++
#ifndef MTMD_HELPER_H
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#define MTMD_HELPER_H
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#include "ggml.h"
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#include "llama.h"
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#include "mtmd.h"
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#include <stddef.h>
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#include <stdint.h>
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#include <stdbool.h>
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#ifdef __cplusplus
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extern "C" {
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#endif
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//
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// libmtmd helper functions
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//
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// Please note that these helpers are not guaranteed to be stable.
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// BREAKING CHANGES are expected.
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//
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struct mtmd_helper_video;
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typedef struct mtmd_helper_video mtmd_helper_video;
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// Set callback for all future logging events.
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// If this is not called, or NULL is supplied, everything is output on stderr.
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// Note: this also call mtmd_log_set() internally
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MTMD_API void mtmd_helper_log_set(ggml_log_callback log_callback, void * user_data);
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// Returns true if this build includes video support (MTMD_VIDEO was ON at compile time).
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MTMD_API bool mtmd_helper_support_video(mtmd_context * ctx);
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struct mtmd_helper_bitmap_wrapper {
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mtmd_bitmap * bitmap;
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mtmd_helper_video * video_ctx;
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};
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// helper function to construct a mtmd_bitmap from a file
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// it calls mtmd_helper_bitmap_init_from_buf() internally
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// returns nullptr on failure
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// this function is thread-safe
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MTMD_API struct mtmd_helper_bitmap_wrapper mtmd_helper_bitmap_init_from_file(mtmd_context * ctx, const char * fname, bool placeholder);
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// helper function to construct a mtmd_bitmap from a buffer containing a file
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// supported formats:
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// image: formats supported by stb_image: jpg, png, bmp, gif, etc.
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// audio: formats supported by miniaudio: wav, mp3, flac
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// note:
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// - for now, video input is only supported via C++ helper functions
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// - audio files will be auto-detected based on magic bytes
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// - output bitmap will have FNV hash as the ID
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// returns nullptr on failure
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// this function is thread-safe
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MTMD_API struct mtmd_helper_bitmap_wrapper mtmd_helper_bitmap_init_from_buf(mtmd_context * ctx, const unsigned char * buf, size_t len, bool placeholder);
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// helper to count the total number of tokens from a list of chunks, useful to keep track of KV cache
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MTMD_API size_t mtmd_helper_get_n_tokens(const mtmd_input_chunks * chunks);
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// helper to count the total position of tokens from a list of chunks, useful to keep track of n_past
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// normally, n_pos is equal to n_tokens, but for M-RoPE it is different
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MTMD_API llama_pos mtmd_helper_get_n_pos(const mtmd_input_chunks * chunks);
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// helper to get the list of relative positions corresponding to the embedding tokens, to be used by M-RoPE
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// out_pos must have length == mtmd_helper_get_n_tokens(image)
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MTMD_API void mtmd_helper_image_get_decoder_pos(const mtmd_image_tokens * image, llama_pos pos_0, struct mtmd_decoder_pos * out_pos);
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// helper function that automatically:
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// 1. run llama_decode() on text chunks
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// 2. run mtmd_encode() on image chunks, then mtmd_get_output_embd() and then llama_decode()
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// if any of the mtmd_encode() or llama_decode() calls return non-zero, stop and forward the error
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// otherwise, returns 0 on success
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// this function is NOT thread-safe
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MTMD_API int32_t mtmd_helper_eval_chunks(mtmd_context * ctx,
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struct llama_context * lctx,
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const mtmd_input_chunks * chunks,
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llama_pos n_past,
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llama_seq_id seq_id,
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int32_t n_batch,
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bool logits_last,
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llama_pos * new_n_past);
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// works like mtmd_helper_eval_chunks(), but only for a single chunk
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// this function is NOT thread-safe
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MTMD_API int32_t mtmd_helper_eval_chunk_single(mtmd_context * ctx,
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struct llama_context * lctx,
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const mtmd_input_chunk * chunk,
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llama_pos n_past,
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llama_seq_id seq_id,
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int32_t n_batch,
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bool logits_last,
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llama_pos * new_n_past);
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// helper function to decode an image whose embeddings have already been calculated
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// this helper will handle batching and pre/post decoding setup (for ex. gemma 3 requires non-causal attention)
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// ret 0 on success, -1 on chunk not being a valid image chunk, 1 on decode failure
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MTMD_API int32_t mtmd_helper_decode_image_chunk(mtmd_context * ctx,
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struct llama_context * lctx,
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const mtmd_input_chunk * chunk,
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float * encoded_embd,
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llama_pos n_past,
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llama_seq_id seq_id,
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int32_t n_batch,
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llama_pos * new_n_past);
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//
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// video input helpers (requires ffmpeg/ffprobe installed on the system)
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// the notion of video only exists at the helper level, it is not visible to the core mtmd library
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//
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// NOTE: this implementation is model-agnostic, it can be used with any vision-capable model
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// however, it may not be accurate for some specific models
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// (this is expected for now, to keep the implementation simple)
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//
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struct mtmd_helper_video_info {
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uint32_t width;
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uint32_t height;
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float fps; // effective fps (fps_target if set, else original video fps)
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int32_t n_frames; // estimated total frames at effective fps (-1 if unknown)
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};
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struct mtmd_helper_video_init_params {
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float fps_target; // desired output fps; <= 0 means use the video's native fps, defaulted to 4.0f
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const char * ffmpeg_bin_dir; // directory containing ffmpeg/ffprobe binaries; NULL means search PATH
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int64_t timestamp_interval_ms; // interval for adding timestamp as text chunk (example: "[10m50.5s]"); <= 0 means no timestamp, defaulted to 5000ms
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// TODO @ngxson : allow "placeholder" bitmap output for counting tokens
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};
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// note: setter is NOT thread-safe, should only be called on application startup
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MTMD_API struct mtmd_helper_video_init_params mtmd_helper_video_get_default_params(void);
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MTMD_API void mtmd_helper_video_set_default_params(struct mtmd_helper_video_init_params params);
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// returns NULL on failure (ffprobe not found, file unreadable, etc.)
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MTMD_API mtmd_helper_video * mtmd_helper_video_init(
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struct mtmd_context * mctx,
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const char * path,
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struct mtmd_helper_video_init_params params);
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// Same as mtmd_helper_video_init(), but reads from an in-memory buffer.
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// The buffer is copied internally; the caller does not need to keep it alive.
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// Note: pipe input is not seekable, so seeking will use output-side seeking
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// (ffmpeg decodes and discards frames up to the target position).
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MTMD_API mtmd_helper_video * mtmd_helper_video_init_from_buf(
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struct mtmd_context * mctx,
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const unsigned char * buf, size_t len,
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struct mtmd_helper_video_init_params params);
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MTMD_API void mtmd_helper_video_free(mtmd_helper_video * ctx);
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MTMD_API struct mtmd_helper_video_info mtmd_helper_video_get_info(const mtmd_helper_video * ctx);
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// Read the next item from the video stream; exactly one of out_bitmap or out_text is set per call.
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// *out_bitmap - heap-allocated; caller must free with mtmd_bitmap_free()
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// *out_text - heap-allocated (always via strdup/malloc); caller must free with free()
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// returns 0 on success, -1 on EOF, -2 on error
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MTMD_API int32_t mtmd_helper_video_read_next(mtmd_helper_video * ctx,
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mtmd_bitmap ** out_bitmap,
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char ** out_text);
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#ifdef __cplusplus
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} // extern "C"
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#endif
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//
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// C++ wrappers
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//
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#ifdef __cplusplus
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namespace mtmd_helper {
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// video-related C++ wrappers
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struct mtmd_helper_video_deleter {
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void operator()(mtmd_helper_video * val) { mtmd_helper_video_free(val); }
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};
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using video_ptr = std::unique_ptr<mtmd_helper_video, mtmd_helper_video_deleter>;
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} // namespace mtmd_helper
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#endif
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#endif
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