from __future__ import annotations import os from ctypes import ( c_bool, c_char_p, c_int, c_uint8, c_float, c_void_p, POINTER, _Pointer, # type: ignore Structure, ) import pathlib from typing import ( Union, NewType, Optional, TYPE_CHECKING, ) import llama_cpp.llama_cpp as llama_cpp from llama_cpp._ctypes_extensions import ( load_shared_library, ctypes_function_for_shared_library, ) if TYPE_CHECKING: from llama_cpp._ctypes_extensions import ( CtypesArray, ) # Specify the base name of the shared library to load _libllava_base_name = "llava" _libllava_override_path = os.environ.get("LLAVA_CPP_LIB") _libllava_base_path = pathlib.Path(os.path.abspath(os.path.dirname(__file__))) / "lib" if _libllava_override_path is None else pathlib.Path() # Load the library _libllava = load_shared_library(_libllava_base_name, _libllava_base_path) ctypes_function = ctypes_function_for_shared_library(_libllava) ################################################ # llava.h ################################################ # struct clip_ctx; clip_ctx_p = NewType("clip_ctx_p", int) clip_ctx_p_ctypes = c_void_p # struct llava_image_embed { # float * embed; # int n_image_pos; # }; class llava_image_embed(Structure): _fields_ = [ ("embed", POINTER(c_float)), ("n_image_pos", c_int), ] # /** sanity check for clip <-> llava embed size match */ # LLAVA_API bool llava_validate_embed_size(const llama_context * ctx_llama, const clip_ctx * ctx_clip); @ctypes_function( "llava_validate_embed_size", [llama_cpp.llama_context_p_ctypes, clip_ctx_p_ctypes], c_bool, ) def llava_validate_embed_size( ctx_llama: llama_cpp.llama_context_p, ctx_clip: clip_ctx_p, / ) -> bool: ... # /** build an image embed from image file bytes */ # LLAVA_API struct llava_image_embed * llava_image_embed_make_with_bytes(struct clip_ctx * ctx_clip, int n_threads, const unsigned char * image_bytes, int image_bytes_length); @ctypes_function( "llava_image_embed_make_with_bytes", [clip_ctx_p_ctypes, c_int, POINTER(c_uint8), c_int], POINTER(llava_image_embed), ) def llava_image_embed_make_with_bytes( ctx_clip: clip_ctx_p, n_threads: Union[c_int, int], image_bytes: CtypesArray[c_uint8], image_bytes_length: Union[c_int, int], /, ) -> "_Pointer[llava_image_embed]": ... # /** build an image embed from a path to an image filename */ # LLAVA_API struct llava_image_embed * llava_image_embed_make_with_filename(struct clip_ctx * ctx_clip, int n_threads, const char * image_path); @ctypes_function( "llava_image_embed_make_with_filename", [clip_ctx_p_ctypes, c_int, c_char_p], POINTER(llava_image_embed), ) def llava_image_embed_make_with_filename( ctx_clip: clip_ctx_p, n_threads: Union[c_int, int], image_path: bytes, / ) -> "_Pointer[llava_image_embed]": ... # LLAVA_API void llava_image_embed_free(struct llava_image_embed * embed); # /** free an embedding made with llava_image_embed_make_* */ @ctypes_function("llava_image_embed_free", [POINTER(llava_image_embed)], None) def llava_image_embed_free(embed: "_Pointer[llava_image_embed]", /): ... # /** write the image represented by embed into the llama context with batch size n_batch, starting at context pos n_past. on completion, n_past points to the next position in the context after the image embed. */ # LLAVA_API bool llava_eval_image_embed(struct llama_context * ctx_llama, const struct llava_image_embed * embed, int n_batch, int * n_past); @ctypes_function( "llava_eval_image_embed", [ llama_cpp.llama_context_p_ctypes, POINTER(llava_image_embed), c_int, POINTER(c_int), ], c_bool, ) def llava_eval_image_embed( ctx_llama: llama_cpp.llama_context_p, embed: "_Pointer[llava_image_embed]", n_batch: Union[c_int, int], n_past: "_Pointer[c_int]", /, ) -> bool: ... ################################################ # clip.h ################################################ # /** load mmproj model */ # CLIP_API struct clip_ctx * clip_model_load (const char * fname, int verbosity); @ctypes_function("clip_model_load", [c_char_p, c_int], clip_ctx_p_ctypes) def clip_model_load( fname: bytes, verbosity: Union[c_int, int], / ) -> Optional[clip_ctx_p]: ... # /** free mmproj model */ # CLIP_API void clip_free(struct clip_ctx * ctx); @ctypes_function("clip_free", [clip_ctx_p_ctypes], None) def clip_free(ctx: clip_ctx_p, /): ...