mtmd : add video input support (#24269)
* wip * ok: lazy bitmap API * remember to free lazy text * wip * add mtmd_helper_video * support video input on server (base64 input) * add MTMD_VIDEO config * add timestamp * update CLI * cli: allow auto-completion for video * add --video arg * fix build * update docs * rename as suggested
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@@ -20,25 +20,39 @@ extern "C" {
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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 mtmd_bitmap * mtmd_helper_bitmap_init_from_file(mtmd_context * ctx, const char * fname, bool placeholder);
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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: audio files will be auto-detected based on magic bytes
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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 mtmd_bitmap * mtmd_helper_bitmap_init_from_buf(mtmd_context * ctx, const unsigned char * buf, size_t len, bool placeholder);
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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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@@ -89,6 +103,56 @@ MTMD_API int32_t mtmd_helper_decode_image_chunk(mtmd_context * ctx,
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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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MTMD_API struct mtmd_helper_video_init_params mtmd_helper_video_init_params_default(void);
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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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@@ -97,4 +161,16 @@ MTMD_API int32_t mtmd_helper_decode_image_chunk(mtmd_context * ctx,
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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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