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* Add super wip scripts for multimodal granite gguf Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Add example for converting mmgranite to gguf Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * remove hardcoded path Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Add vision feature layer to gguf params Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Clean up llava surgery and remove name substitution hacks Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Add transformers llava next tensor name mapping Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Make siglip / openclip mutuall exclusive Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Fix projector linear substitution Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Fix linear 2 substitution index Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Increase max flattened gridpoints to 64 Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Fix hardcoded concat for multiple feature layers Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Pull vision feature layers out of gguf keys Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * fix num gridpoints and use all layers Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Avoid dropping last image encoder layer in llava models Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Use 10 for max number of patches Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Standardize vision feature layers Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Cleanup logs Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Update comment for vision feature layer init Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Update notes for alternative to legacy llm conversion script Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Fix notes rendering Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Add v prefix to vision feature layer log Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Use current defaults for feature layer Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Use constant for max gridpoints / feat layers, style fixes Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * clarify non-negative feature layers Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Remove CLIP_API from func signature Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * USE MAX_IMAGE_FEATURE_LAYERS const in layer calc Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Clarify feature layers are non negative ints and not uint Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Fix condition for reading feature layers Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * pop last llava layer when feature layers are unset Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Fix unset vision layer 0 Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Update examples/llava/clip.cpp Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com> * Reenable assertion for out of bounds get_rows Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Use std vector for gridpoints and feature layers Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Caculate max feature layer at load time Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Include base patch for granite vision allocation Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Fix trailing whitespace Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Add max num patches = 10 back for minicpmv Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Use unordered set to store feature layers Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com> Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Use max feature layer for postnorm Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> * Apply suggestions from code review --------- Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com> Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
109 lines
4.1 KiB
C
109 lines
4.1 KiB
C
#ifndef CLIP_H
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#define CLIP_H
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#include <stddef.h>
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#include <stdint.h>
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#ifdef LLAMA_SHARED
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# if defined(_WIN32) && !defined(__MINGW32__)
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# ifdef LLAMA_BUILD
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# define CLIP_API __declspec(dllexport)
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# else
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# define CLIP_API __declspec(dllimport)
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# endif
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# else
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# define CLIP_API __attribute__ ((visibility ("default")))
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# endif
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#else
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# define CLIP_API
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#endif
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#ifdef __cplusplus
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extern "C" {
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#endif
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struct clip_ctx;
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struct clip_image_size {
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int width;
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int height;
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};
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struct clip_image_u8_batch {
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struct clip_image_u8 * data;
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size_t size;
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};
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struct clip_image_f32_batch {
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struct clip_image_f32 * data;
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size_t size;
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};
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CLIP_API struct clip_ctx * clip_model_load (const char * fname, int verbosity);
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CLIP_API struct clip_ctx * clip_model_load_cpu(const char * fname, int verbosity);
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CLIP_API void clip_free(struct clip_ctx * ctx);
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CLIP_API size_t clip_embd_nbytes(const struct clip_ctx * ctx);
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CLIP_API size_t clip_embd_nbytes_by_img(const struct clip_ctx * ctx, int img_h, int img_w);
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CLIP_API int32_t clip_image_size (const struct clip_ctx * ctx);
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CLIP_API int32_t clip_patch_size (const struct clip_ctx * ctx);
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CLIP_API int32_t clip_hidden_size(const struct clip_ctx * ctx);
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// TODO: should be enum, not string
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CLIP_API const char * clip_patch_merge_type(const struct clip_ctx * ctx);
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CLIP_API const int32_t * clip_image_grid(const struct clip_ctx * ctx);
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CLIP_API size_t get_clip_image_grid_size(const struct clip_ctx * ctx);
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CLIP_API int clip_n_patches (const struct clip_ctx * ctx);
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CLIP_API int clip_n_patches_by_img (const struct clip_ctx * ctx, struct clip_image_f32 * img);
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CLIP_API int clip_n_mmproj_embd (const struct clip_ctx * ctx);
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CLIP_API int clip_uhd_num_image_embeds_col(struct clip_ctx * ctx_clip);
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CLIP_API void clip_add_load_image_size(struct clip_ctx * ctx_clip, struct clip_image_size * load_image_size);
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CLIP_API struct clip_image_size * clip_get_load_image_size(struct clip_ctx * ctx_clip);
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CLIP_API struct clip_image_size * clip_image_size_init();
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CLIP_API struct clip_image_u8 * clip_image_u8_init ();
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CLIP_API struct clip_image_f32 * clip_image_f32_init();
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CLIP_API void clip_image_u8_free (struct clip_image_u8 * img);
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CLIP_API void clip_image_f32_free(struct clip_image_f32 * img);
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CLIP_API void clip_image_u8_batch_free (struct clip_image_u8_batch * batch);
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CLIP_API void clip_image_f32_batch_free(struct clip_image_f32_batch * batch);
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/** 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 */
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CLIP_API void clip_build_img_from_pixels(const unsigned char * rgb_pixels, int nx, int ny, clip_image_u8 * img);
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CLIP_API bool clip_image_load_from_file(const char * fname, struct clip_image_u8 * img);
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/** interpret bytes as an image file with length bytes_length, and use the result to populate img */
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CLIP_API bool clip_image_load_from_bytes(const unsigned char * bytes, size_t bytes_length, struct clip_image_u8 * img);
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/** preprocess img and store the result in res_imgs, pad_to_square may be overridden to false depending on model configuration */
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CLIP_API bool clip_image_preprocess(struct clip_ctx * ctx, const struct clip_image_u8 * img, struct clip_image_f32_batch * res_imgs );
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CLIP_API struct ggml_tensor * clip_get_newline_tensor(const struct clip_ctx * ctx);
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CLIP_API bool clip_image_encode (struct clip_ctx * ctx, int n_threads, struct clip_image_f32 * img, float * vec);
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CLIP_API bool clip_image_batch_encode(struct clip_ctx * ctx, int n_threads, const struct clip_image_f32_batch * imgs, float * vec);
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CLIP_API bool clip_model_quantize(const char * fname_inp, const char * fname_out, int itype);
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CLIP_API int clip_is_minicpmv(const struct clip_ctx * ctx);
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CLIP_API bool clip_is_glm(const struct clip_ctx * ctx);
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CLIP_API bool clip_is_qwen2vl(const struct clip_ctx * ctx);
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CLIP_API int get_deepest_feature_layer(const struct clip_ctx * ctx);
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CLIP_API bool clip_encode_float_image (struct clip_ctx * ctx, int n_threads, float * img, int h, int w, float * vec);
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#ifdef __cplusplus
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}
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#endif
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#endif // CLIP_H
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