mtmd: add mtmd_bitmap_set_mergeable (#27348)
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+30
-33
@@ -1,6 +1,7 @@
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#include "clip.h"
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#include "clip-impl.h"
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#include "mtmd.h"
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#include "mtmd-internal.h"
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#include "mtmd-audio.h"
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#include "mtmd-image.h"
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#include "debug/mtmd-debug.h"
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@@ -149,6 +150,7 @@ struct mtmd_bitmap {
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uint32_t ny = 0;
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std::string id; // optional user-defined id, for ex: can be set to image hash, useful for KV cache tracking
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bool is_audio = false; // true if the bitmap is audio
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bool mergeable = false; // [QWEN_VIDEO] set only on frames of the same video
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// lazy-loaded bitmap
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mtmd_bitmap_lazy_callback lazy_callback = nullptr;
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@@ -186,7 +188,9 @@ struct mtmd_bitmap {
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bool can_merge_with(const mtmd_bitmap & other) const {
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// [QWEN_VIDEO] can (temporal) merge if both are images with same size
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return !is_audio && !other.is_audio && nx == other.nx && ny == other.ny;
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return mergeable && other.mergeable
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&& !is_audio && !other.is_audio
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&& nx == other.nx && ny == other.ny;
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}
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private:
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@@ -1076,6 +1080,25 @@ void mtmd_free(mtmd_context * ctx) {
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delete ctx;
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}
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std::vector<std::vector<const mtmd_bitmap *>> mtmd_group_mergeable_bitmaps(std::vector<mtmd_input_part> & parts, int n_merge) {
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std::vector<std::vector<const mtmd_bitmap *>> output;
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for (size_t i = 0; i < parts.size(); i++) {
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if (parts[i].bitmap == nullptr) {
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continue; // text part
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}
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const bool has_next = n_merge > 1 && i + 1 < parts.size() && parts[i + 1].bitmap != nullptr;
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if (has_next && parts[i].bitmap->can_merge_with(*parts[i + 1].bitmap)) {
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LOG_DBG("%s: merging 2 frames at part index %zu and %zu\n", __func__, i, i + 1);
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output.push_back({parts[i].bitmap, parts[i + 1].bitmap});
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parts.erase(parts.begin() + i + 1);
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continue;
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}
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LOG_DBG("%s: no merging for part index %zu\n", __func__, i);
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output.push_back({parts[i].bitmap});
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}
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return output;
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}
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struct mtmd_tokenizer {
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mtmd_context * ctx;
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@@ -1084,10 +1107,7 @@ struct mtmd_tokenizer {
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bool parse_special;
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const llama_vocab * vocab;
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struct part {
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std::string text;
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const mtmd_bitmap * bitmap;
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};
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using part = mtmd_input_part;
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std::vector<part> parts;
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// these will be freed when mtmd_tokenizer finishes
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std::vector<mtmd::bitmap> bm_from_lazy; // TODO @ngxson : refactor, free bm_from_lazy progressively
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@@ -1192,34 +1212,7 @@ struct mtmd_tokenizer {
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GGML_ASSERT(n_merge_frames <= 2 && "we only support merging maximum 2 images for now; open an issue if this model supports merging more");
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}
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// Build merged_bitmaps: each entry is a group of 1 or 2 bitmaps.
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// For consecutive mergeable bitmap parts, merge them and collapse the second part out of this->parts.
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std::vector<std::vector<const mtmd_bitmap *>> merged_bitmaps;
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if (n_merge_frames > 1) {
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for (size_t i = 0; i < parts.size(); ++i) {
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if (parts[i].bitmap == nullptr) {
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continue;
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}
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if (i + 1 < parts.size() && parts[i + 1].bitmap != nullptr) {
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const mtmd_bitmap * bm_a = parts[i].bitmap;
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const mtmd_bitmap * bm_b = parts[i + 1].bitmap;
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if (bm_a->can_merge_with(*bm_b)) {
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LOG_DBG("%s: merging 2 frames at part index %zu and %zu\n", __func__, i, i + 1);
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merged_bitmaps.push_back({bm_a, bm_b});
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parts.erase(parts.begin() + i + 1); // collapse the second bitmap part
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continue;
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}
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}
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LOG_DBG("%s: no merging for part index %zu\n", __func__, i);
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merged_bitmaps.push_back({parts[i].bitmap});
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}
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} else {
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for (const auto & p : parts) {
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if (p.bitmap != nullptr) {
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merged_bitmaps.push_back({p.bitmap});
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}
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}
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}
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auto merged_bitmaps = mtmd_group_mergeable_bitmaps(parts, n_merge_frames);
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size_t i_bm = 0;
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for (const auto & p : parts) {
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@@ -2200,6 +2193,10 @@ void mtmd_bitmap_set_id(mtmd_bitmap * bitmap, const char * id) {
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}
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}
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void mtmd_bitmap_set_mergeable(mtmd_bitmap * bitmap, bool mergeable) {
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bitmap->mergeable = mergeable;
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}
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mtmd_bitmap * mtmd_bitmap_init_lazy(mtmd_context * ctx,
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const char * id,
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void * user_data,
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