koboldcpp/tools/mtmd/clip.h

#pragma once

#include "ggml.h"
#include "mtmd.h"

#include <stddef.h>
#include <stdint.h>

#include <map>

// !!! Internal header, to be used by mtmd only !!!

#define MTMD_INTERNAL_HEADER

struct clip_ctx;

struct clip_image_size {
    int width;
    int height;
    bool operator==(const clip_image_size & other) const {
        return width == other.width && height == other.height;
    }
    bool operator!=(const clip_image_size & other) const {
        return !(*this == other);
    }
    int area() const {
        // avoid overflow when computing area
        GGML_ASSERT(width  >= 0 && width  <= 46000);
        GGML_ASSERT(height >= 0 && height <= 46000);
        return width * height;
    }
};

struct clip_image_f32;
struct clip_image_f32_batch;

enum clip_modality {
    CLIP_MODALITY_VISION,
    CLIP_MODALITY_AUDIO,
    CLIP_MODALITY_GEN_AUDIO,
};

enum clip_flash_attn_type {
    CLIP_FLASH_ATTN_TYPE_AUTO     = -1,
    CLIP_FLASH_ATTN_TYPE_DISABLED = 0,
    CLIP_FLASH_ATTN_TYPE_ENABLED  = 1,
};

struct clip_context_params {
    bool use_gpu;
    enum clip_flash_attn_type flash_attn_type;
    int image_min_tokens;
    int image_max_tokens;
    bool warmup;
    ggml_backend_sched_eval_callback cb_eval;
    void * cb_eval_user_data;
    bool no_alloc;
    mtmd_progress_callback progress_callback;
    void * progress_callback_user_data;
};

struct clip_init_result {
    struct clip_ctx * ctx_v; // vision context
    struct clip_ctx * ctx_a; // audio context
    struct clip_ctx * ctx_gen_a; // audio generation context
};

struct clip_init_result clip_init(const char * fname, struct clip_context_params ctx_params);

void clip_free(struct clip_ctx * ctx);

// TODO: should be enum, not string
const char * clip_patch_merge_type(const struct clip_ctx * ctx);

int clip_n_output_tokens(const clip_ctx * ctx, const clip_image_f32 * img);

// for M-RoPE, this will be the number of token positions in X and Y directions
// for other models, X will be the total number of tokens and Y will be 1
int clip_n_output_tokens_x(const clip_ctx * ctx, const clip_image_f32 * img);
int clip_n_output_tokens_y(const clip_ctx * ctx, const clip_image_f32 * img);

// this should be equal to the embedding dimension of the text model
int clip_n_mmproj_embd(const struct clip_ctx * ctx);

// TODO: remove clip_image_encode() and always use batched version
bool clip_image_encode      (struct clip_ctx * ctx, int n_threads, const clip_image_f32 * img, std::vector<float> & out_vec);
bool clip_image_batch_encode(struct clip_ctx * ctx, int n_threads, const struct clip_image_f32_batch * imgs, std::vector<float> & out_batch_embd);

enum clip_gen_process_type {
    CLIP_GEN_PROCESS_GEN_UNKNOWN,
    CLIP_GEN_PROCESS_GEN_CODE, // h_state to codes
    CLIP_GEN_PROCESS_GEN_WAV,  // codes to raw PCM audio
};
struct clip_encode_params {
    int n_threads = 1;
    const clip_image_f32_batch * imgs = nullptr;
    std::vector<float> * out_embd = nullptr;

    // for audio gen, imgs has exactly one entry: hidden state from backbone (GEN_CODE) or unused (GEN_WAV)
    clip_gen_process_type gen_process = CLIP_GEN_PROCESS_GEN_UNKNOWN;

    // GEN_CODE: out_embd receives the embd to feed back to the backbone
    int32_t code0 = 0; // semantic code sampled by the backbone
    int32_t top_k = 50;
    float   top_p = 1.0f;
    std::vector<int32_t> * out_codes = nullptr; // this frame's 16 sampled codes
    std::vector<float> * out_feats = nullptr; // continuous counterpart of out_codes
    uint32_t seed = UINT32_MAX;               // UINT32_MAX for random
    float   temp = 0.0f;                      // sampling temperature, noise scale for flow-matching decoders
    bool * out_is_eos = nullptr;

    // GEN_WAV
    const std::vector<int32_t> * codes = nullptr;     // this frame's 16 RVQ codes
    const std::vector<float> *   feats = nullptr;     // continuous counterpart of codes
    std::vector<float> * out_audio = nullptr;         // decoded PCM samples, F32
    const std::vector<uint8_t> * state_in  = nullptr; // state from previous call, null or wrong size means cold start
    std::vector<uint8_t> *       state_out = nullptr; // state for the next call
};
bool clip_encode(struct clip_ctx * ctx, struct clip_encode_params * params);

bool clip_is_llava(const struct clip_ctx * ctx);
// note for contributor: this clip_is_(model) pattern is deprecated
//                       do NOT add new functions like this

bool clip_has_vision_encoder(const struct clip_ctx * ctx);
bool clip_has_audio_encoder(const struct clip_ctx * ctx);

bool clip_support_batch(const struct clip_ctx * ctx);

int clip_model_n_temporal_merge(const struct clip_ctx * ctx); // TODO @ngxson : remove, refactor this

std::map<ggml_backend_dev_t, size_t> clip_get_mem_usage(const struct clip_ctx * ctx);

struct clip_cap {
    bool has_vision;
    bool has_audio;
};
struct clip_cap clip_get_cap(const char * fname);