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authorMitja Felicijan <mitja.felicijan@gmail.com>2026-02-12 20:57:17 +0100
committerMitja Felicijan <mitja.felicijan@gmail.com>2026-02-12 20:57:17 +0100
commitb333b06772c89d96aacb5490d6a219fba7c09cc6 (patch)
tree211df60083a5946baa2ed61d33d8121b7e251b06 /llama.cpp/tools/mtmd/clip.h
downloadllmnpc-b333b06772c89d96aacb5490d6a219fba7c09cc6.tar.gz
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Diffstat (limited to 'llama.cpp/tools/mtmd/clip.h')
-rw-r--r--llama.cpp/tools/mtmd/clip.h121
1 files changed, 121 insertions, 0 deletions
diff --git a/llama.cpp/tools/mtmd/clip.h b/llama.cpp/tools/mtmd/clip.h
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+#pragma once
+
+#include "ggml.h"
+#include "mtmd.h"
+
+#include <stddef.h>
+#include <stdint.h>
+
+// !!! Internal header, to be used by mtmd only !!!
+
+#define MTMD_INTERNAL_HEADER
+
+struct clip_ctx;
+
+struct clip_image_size {
+ int width;
+ int height;
+};
+
+struct clip_image_f32;
+struct clip_image_u8_batch;
+struct clip_image_f32_batch;
+
+enum clip_modality {
+ CLIP_MODALITY_VISION,
+ CLIP_MODALITY_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;
+};
+
+struct clip_init_result {
+ struct clip_ctx * ctx_v; // vision context
+ struct clip_ctx * ctx_a; // audio context
+};
+
+struct clip_init_result clip_init(const char * fname, struct clip_context_params ctx_params);
+
+void clip_free(struct clip_ctx * ctx);
+
+size_t clip_embd_nbytes(const struct clip_ctx * ctx);
+size_t clip_embd_nbytes_by_img(const struct clip_ctx * ctx, int img_w, int img_h);
+
+int32_t clip_get_image_size (const struct clip_ctx * ctx);
+int32_t clip_get_patch_size (const struct clip_ctx * ctx);
+int32_t clip_get_hidden_size(const 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 struct clip_ctx * ctx, struct 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 struct clip_ctx * ctx, struct clip_image_f32 * img);
+int clip_n_output_tokens_y(const struct clip_ctx * ctx, struct 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);
+
+struct clip_image_size * clip_image_size_init(void);
+struct clip_image_u8 * clip_image_u8_init (void);
+struct clip_image_f32 * clip_image_f32_init(void);
+struct clip_image_f32_batch * clip_image_f32_batch_init(void); // only used by libllava
+
+// nx, ny are the output image dimensions
+unsigned char * clip_image_u8_get_data(struct clip_image_u8 * img, uint32_t * nx, uint32_t * ny);
+
+void clip_image_size_free (struct clip_image_size * img_size);
+void clip_image_u8_free (struct clip_image_u8 * img);
+void clip_image_f32_free(struct clip_image_f32 * img);
+void clip_image_u8_batch_free (struct clip_image_u8_batch * batch);
+void clip_image_f32_batch_free(struct clip_image_f32_batch * batch);
+
+// use for accessing underlay data of clip_image_f32_batch
+size_t clip_image_f32_batch_n_images(const struct clip_image_f32_batch * batch); // equivalent to batch->size()
+size_t clip_image_f32_batch_nx(const struct clip_image_f32_batch * batch, int idx); // equivalent to batch[idx]->nx
+size_t clip_image_f32_batch_ny(const struct clip_image_f32_batch * batch, int idx); // equivalent to batch[idx]->ny
+struct clip_image_f32 * clip_image_f32_get_img(const struct clip_image_f32_batch * batch, int idx); // equivalent to batch[idx]->data
+
+/**
+ * Build image from pixels decoded by other libraries instead of stb_image.h for better performance.
+ * The memory layout is RGBRGBRGB..., input buffer length must be 3*nx*ny bytes
+ */
+void clip_build_img_from_pixels(const unsigned char * rgb_pixels, int nx, int ny, struct clip_image_u8 * img);
+
+/** preprocess img and store the result in res_imgs, pad_to_square may be overridden to false depending on model configuration */
+bool clip_image_preprocess(struct clip_ctx * ctx, const struct clip_image_u8 * img, struct clip_image_f32_batch * res_imgs );
+
+struct ggml_tensor * clip_get_newline_tensor(const struct clip_ctx * ctx);
+
+bool clip_image_encode (struct clip_ctx * ctx, int n_threads, struct clip_image_f32 * img, float * vec);
+bool clip_image_batch_encode(struct clip_ctx * ctx, int n_threads, const struct clip_image_f32_batch * imgs, float * vec);
+
+int clip_is_minicpmv(const struct clip_ctx * ctx);
+bool clip_is_glm(const struct clip_ctx * ctx);
+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_encode_float_image (struct clip_ctx * ctx, int n_threads, float * img, int h, int w, float * vec);
+
+// use by audio input
+void clip_image_f32_batch_add_mel(struct clip_image_f32_batch * batch, int n_mel, int n_frames, float * mel);
+
+bool clip_has_vision_encoder(const struct clip_ctx * ctx);
+bool clip_has_audio_encoder(const struct clip_ctx * ctx);
+bool clip_has_whisper_encoder(const struct clip_ctx * ctx);