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GGUF: C++ refactor, backend support, misc fixes (llama/11030)
* GGUF: C++ refactor, backend support, misc fixes remove ggml_tensor.backend update CODEOWNERS [no ci] remove gguf_get_data from API revise GGUF API data types
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@ -243,7 +243,8 @@ set(GGML_PUBLIC_HEADERS
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include/ggml-metal.h
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include/ggml-rpc.h
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include/ggml-sycl.h
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include/ggml-vulkan.h)
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include/ggml-vulkan.h
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include/gguf.h)
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set_target_properties(ggml PROPERTIES PUBLIC_HEADER "${GGML_PUBLIC_HEADERS}")
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#if (GGML_METAL)
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@ -7,6 +7,7 @@
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#include "ggml.h"
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#include "ggml-alloc.h"
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#include "ggml-backend.h"
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#include "gguf.h"
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#include <memory>
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// Smart pointers for ggml types
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@ -241,12 +241,6 @@
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#define GGML_ROPE_TYPE_MROPE 8
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#define GGML_ROPE_TYPE_VISION 24
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#define GGUF_MAGIC "GGUF"
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#define GGUF_VERSION 3
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#define GGUF_DEFAULT_ALIGNMENT 32
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#define GGML_UNUSED(x) (void)(x)
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#define GGML_PAD(x, n) (((x) + (n) - 1) & ~((n) - 1))
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@ -403,12 +397,6 @@ extern "C" {
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GGML_PREC_F32,
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};
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enum ggml_backend_type {
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GGML_BACKEND_TYPE_CPU = 0,
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GGML_BACKEND_TYPE_GPU = 10,
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GGML_BACKEND_TYPE_GPU_SPLIT = 20,
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};
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// model file types
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enum ggml_ftype {
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GGML_FTYPE_UNKNOWN = -1,
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@ -587,8 +575,6 @@ extern "C" {
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struct ggml_tensor {
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enum ggml_type type;
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GGML_DEPRECATED(enum ggml_backend_type backend, "use the buffer type to find the storage location of the tensor");
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struct ggml_backend_buffer * buffer;
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int64_t ne[GGML_MAX_DIMS]; // number of elements
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@ -2111,132 +2097,6 @@ extern "C" {
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int64_t n_per_row,
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const float * imatrix);
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//
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// gguf
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//
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enum gguf_type {
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GGUF_TYPE_UINT8 = 0,
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GGUF_TYPE_INT8 = 1,
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GGUF_TYPE_UINT16 = 2,
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GGUF_TYPE_INT16 = 3,
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GGUF_TYPE_UINT32 = 4,
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GGUF_TYPE_INT32 = 5,
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GGUF_TYPE_FLOAT32 = 6,
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GGUF_TYPE_BOOL = 7,
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GGUF_TYPE_STRING = 8,
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GGUF_TYPE_ARRAY = 9,
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GGUF_TYPE_UINT64 = 10,
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GGUF_TYPE_INT64 = 11,
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GGUF_TYPE_FLOAT64 = 12,
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GGUF_TYPE_COUNT, // marks the end of the enum
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};
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struct gguf_context;
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struct gguf_init_params {
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bool no_alloc;
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// if not NULL, create a ggml_context and allocate the tensor data in it
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struct ggml_context ** ctx;
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};
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GGML_API struct gguf_context * gguf_init_empty(void);
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GGML_API struct gguf_context * gguf_init_from_file(const char * fname, struct gguf_init_params params);
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//GGML_API struct gguf_context * gguf_init_from_buffer(..);
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GGML_API void gguf_free(struct gguf_context * ctx);
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GGML_API const char * gguf_type_name(enum gguf_type type);
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GGML_API int gguf_get_version (const struct gguf_context * ctx);
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GGML_API size_t gguf_get_alignment (const struct gguf_context * ctx);
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GGML_API size_t gguf_get_data_offset(const struct gguf_context * ctx);
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GGML_API void * gguf_get_data (const struct gguf_context * ctx);
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GGML_API int gguf_get_n_kv(const struct gguf_context * ctx);
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GGML_API int gguf_find_key(const struct gguf_context * ctx, const char * key);
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GGML_API const char * gguf_get_key (const struct gguf_context * ctx, int key_id);
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GGML_API enum gguf_type gguf_get_kv_type (const struct gguf_context * ctx, int key_id);
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GGML_API enum gguf_type gguf_get_arr_type(const struct gguf_context * ctx, int key_id);
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// will abort if the wrong type is used for the key
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GGML_API uint8_t gguf_get_val_u8 (const struct gguf_context * ctx, int key_id);
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GGML_API int8_t gguf_get_val_i8 (const struct gguf_context * ctx, int key_id);
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GGML_API uint16_t gguf_get_val_u16 (const struct gguf_context * ctx, int key_id);
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GGML_API int16_t gguf_get_val_i16 (const struct gguf_context * ctx, int key_id);
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GGML_API uint32_t gguf_get_val_u32 (const struct gguf_context * ctx, int key_id);
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GGML_API int32_t gguf_get_val_i32 (const struct gguf_context * ctx, int key_id);
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GGML_API float gguf_get_val_f32 (const struct gguf_context * ctx, int key_id);
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GGML_API uint64_t gguf_get_val_u64 (const struct gguf_context * ctx, int key_id);
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GGML_API int64_t gguf_get_val_i64 (const struct gguf_context * ctx, int key_id);
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GGML_API double gguf_get_val_f64 (const struct gguf_context * ctx, int key_id);
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GGML_API bool gguf_get_val_bool(const struct gguf_context * ctx, int key_id);
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GGML_API const char * gguf_get_val_str (const struct gguf_context * ctx, int key_id);
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GGML_API const void * gguf_get_val_data(const struct gguf_context * ctx, int key_id);
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GGML_API int gguf_get_arr_n (const struct gguf_context * ctx, int key_id);
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GGML_API const void * gguf_get_arr_data(const struct gguf_context * ctx, int key_id);
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GGML_API const char * gguf_get_arr_str (const struct gguf_context * ctx, int key_id, int i);
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GGML_API int gguf_get_n_tensors (const struct gguf_context * ctx);
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GGML_API int gguf_find_tensor (const struct gguf_context * ctx, const char * name);
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GGML_API size_t gguf_get_tensor_offset(const struct gguf_context * ctx, int i);
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GGML_API char * gguf_get_tensor_name (const struct gguf_context * ctx, int i);
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GGML_API enum ggml_type gguf_get_tensor_type (const struct gguf_context * ctx, int i);
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// removes key if it exists
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GGML_API void gguf_remove_key(struct gguf_context * ctx, const char * key);
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// overrides existing values or adds a new one
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GGML_API void gguf_set_val_u8 (struct gguf_context * ctx, const char * key, uint8_t val);
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GGML_API void gguf_set_val_i8 (struct gguf_context * ctx, const char * key, int8_t val);
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GGML_API void gguf_set_val_u16 (struct gguf_context * ctx, const char * key, uint16_t val);
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GGML_API void gguf_set_val_i16 (struct gguf_context * ctx, const char * key, int16_t val);
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GGML_API void gguf_set_val_u32 (struct gguf_context * ctx, const char * key, uint32_t val);
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GGML_API void gguf_set_val_i32 (struct gguf_context * ctx, const char * key, int32_t val);
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GGML_API void gguf_set_val_f32 (struct gguf_context * ctx, const char * key, float val);
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GGML_API void gguf_set_val_u64 (struct gguf_context * ctx, const char * key, uint64_t val);
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GGML_API void gguf_set_val_i64 (struct gguf_context * ctx, const char * key, int64_t val);
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GGML_API void gguf_set_val_f64 (struct gguf_context * ctx, const char * key, double val);
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GGML_API void gguf_set_val_bool(struct gguf_context * ctx, const char * key, bool val);
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GGML_API void gguf_set_val_str (struct gguf_context * ctx, const char * key, const char * val);
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GGML_API void gguf_set_arr_data(struct gguf_context * ctx, const char * key, enum gguf_type type, const void * data, int n);
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GGML_API void gguf_set_arr_str (struct gguf_context * ctx, const char * key, const char ** data, int n);
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// set or add KV pairs from another context
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GGML_API void gguf_set_kv(struct gguf_context * ctx, struct gguf_context * src);
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// manage tensor info
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GGML_API void gguf_add_tensor(struct gguf_context * ctx, const struct ggml_tensor * tensor);
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GGML_API void gguf_set_tensor_type(struct gguf_context * ctx, const char * name, enum ggml_type type);
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GGML_API void gguf_set_tensor_data(struct gguf_context * ctx, const char * name, const void * data, size_t size);
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// writing gguf files can be done in 2 ways:
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//
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// - write the entire gguf_context to a binary file in a single pass:
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//
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// gguf_write_to_file(ctx, fname);
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//
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// - first prepare a file with a placeholder for the meta data, write the tensor data, then write the meta data:
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//
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// FILE * f = fopen(fname, "wb");
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// fseek(f, gguf_get_meta_size(ctx), SEEK_SET);
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// fwrite(f, ...);
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// void * data = gguf_meta_get_meta_data(ctx);
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// fseek(f, 0, SEEK_SET);
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// fwrite(f, data, gguf_get_meta_size(ctx));
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// free(data);
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// fclose(f);
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//
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// write the entire context to a binary file
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GGML_API void gguf_write_to_file(const struct gguf_context * ctx, const char * fname, bool only_meta);
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// get the size in bytes of the meta data (header, kv pairs, tensor info) including padding
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GGML_API size_t gguf_get_meta_size(const struct gguf_context * ctx);
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GGML_API void gguf_get_meta_data(const struct gguf_context * ctx, void * data);
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#ifdef __cplusplus
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// restrict not standard in C++
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# if defined(__GNUC__)
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@ -208,6 +208,7 @@ add_library(ggml-base
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../include/ggml-backend.h
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../include/ggml-cpp.h
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../include/ggml-opt.h
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../include/gguf.h
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ggml.c
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ggml-alloc.c
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ggml-backend.cpp
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@ -215,7 +216,8 @@ add_library(ggml-base
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ggml-threading.cpp
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ggml-threading.h
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ggml-quants.c
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ggml-quants.h)
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ggml-quants.h
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gguf.cpp)
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target_include_directories(ggml-base PRIVATE .)
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// GGML internal header
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#include "ggml.h"
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#include "gguf.h"
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#include <assert.h>
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#include <math.h>
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#include <stdlib.h> // load `stdlib.h` before other headers to work around MinGW bug: https://sourceforge.net/p/mingw-w64/bugs/192/
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@ -551,22 +553,15 @@ static inline ggml_bf16_t ggml_compute_fp32_to_bf16(float s) {
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#define GGML_FP32_TO_BF16(x) ggml_compute_fp32_to_bf16(x)
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#define GGML_BF16_TO_FP32(x) ggml_compute_bf16_to_fp32(x)
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// expose GGUF internals for test code
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GGML_API size_t gguf_type_size(enum gguf_type type);
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GGML_API struct gguf_context * gguf_init_from_file_impl(FILE * file, struct gguf_init_params params);
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struct gguf_buf {
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void * data;
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size_t size;
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size_t offset;
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};
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GGML_API struct gguf_buf gguf_buf_init(size_t size);
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GGML_API void gguf_buf_free(struct gguf_buf buf);
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GGML_API void gguf_write_to_buf(const struct gguf_context * ctx, struct gguf_buf * buf, bool only_meta);
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#ifdef __cplusplus
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}
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#endif
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#ifdef __cplusplus
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#include <vector>
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// expose GGUF internals for test code
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GGML_API size_t gguf_type_size(enum gguf_type type);
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GGML_API struct gguf_context * gguf_init_from_file_impl(FILE * file, struct gguf_init_params params);
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GGML_API void gguf_write_to_buf(const struct gguf_context * ctx, std::vector<int8_t> & buf, bool only_meta);
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#endif // __cplusplus
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1276
ggml/src/ggml.c
1276
ggml/src/ggml.c
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