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53ff6b9b9f
* 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
203 lines
10 KiB
C
203 lines
10 KiB
C
// This file contains functionality related to "GGUF" files, the binary file format used by ggml.
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// GGUF files have the following structure:
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//
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// 1. File magic "GGUF" (4 bytes).
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// 2. File version (uint32_t).
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// 3. Number of ggml tensors in file (int64_t).
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// 4. Number of key-value-pairs in file (int64_t).
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// 5. For each KV pair:
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// 1. The key (string).
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// 2. The value type (gguf_type).
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// 3a. If the value type is GGUF_TYPE_ARRAY:
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// 1. The type of the array (gguf_type).
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// 2. The number of elements in the array (uint64_t).
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// 3. The binary representation of each element in the array.
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// 3b. Otherwise:
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// 1. The binary representation of the value.
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// 6. For each ggml tensor:
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// 1. The tensor name (string).
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// 2. The number of dimensions of the tensor (uint32_t).
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// 3. For each dimension:
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// 1. The size of the tensor in the dimension (int64_t).
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// 4. The tensor data type (ggml_type).
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// 5. The tensor data offset in the tensor data binary blob (uint64_t).
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// 7. The tensor data binary blob (optional, aligned).
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//
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// Strings are serialized as the string length (uint64_t) followed by the C string without the null terminator.
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// All enums are stored as int32_t.
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// All bool values are stored as int8_t.
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// If the special key "general.alignment" (uint32_t) is defined it is used for alignment,
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// otherwise GGUF_DEFAULT_ALIGNMENT is used.
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//
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// Module maintainer: Johannes Gäßler (@JohannesGaessler, johannesg@5d6.de)
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#pragma once
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#include "ggml.h"
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#include <stdbool.h>
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#include <stdint.h>
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#define GGUF_MAGIC "GGUF"
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#define GGUF_VERSION 3
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#define GGUF_KEY_GENERAL_ALIGNMENT "general.alignment"
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#define GGUF_DEFAULT_ALIGNMENT 32
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#ifdef __cplusplus
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extern "C" {
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#endif
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// types that can be stored as GGUF KV data
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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 uint32_t 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 int64_t gguf_get_n_kv(const struct gguf_context * ctx);
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GGML_API int64_t gguf_find_key(const struct gguf_context * ctx, const char * key); // returns -1 if key is not found
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GGML_API const char * gguf_get_key (const struct gguf_context * ctx, int64_t key_id);
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GGML_API enum gguf_type gguf_get_kv_type (const struct gguf_context * ctx, int64_t key_id);
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GGML_API enum gguf_type gguf_get_arr_type(const struct gguf_context * ctx, int64_t 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, int64_t key_id);
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GGML_API int8_t gguf_get_val_i8 (const struct gguf_context * ctx, int64_t key_id);
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GGML_API uint16_t gguf_get_val_u16 (const struct gguf_context * ctx, int64_t key_id);
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GGML_API int16_t gguf_get_val_i16 (const struct gguf_context * ctx, int64_t key_id);
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GGML_API uint32_t gguf_get_val_u32 (const struct gguf_context * ctx, int64_t key_id);
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GGML_API int32_t gguf_get_val_i32 (const struct gguf_context * ctx, int64_t key_id);
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GGML_API float gguf_get_val_f32 (const struct gguf_context * ctx, int64_t key_id);
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GGML_API uint64_t gguf_get_val_u64 (const struct gguf_context * ctx, int64_t key_id);
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GGML_API int64_t gguf_get_val_i64 (const struct gguf_context * ctx, int64_t key_id);
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GGML_API double gguf_get_val_f64 (const struct gguf_context * ctx, int64_t key_id);
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GGML_API bool gguf_get_val_bool(const struct gguf_context * ctx, int64_t key_id);
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GGML_API const char * gguf_get_val_str (const struct gguf_context * ctx, int64_t key_id);
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GGML_API const void * gguf_get_val_data(const struct gguf_context * ctx, int64_t key_id);
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GGML_API size_t gguf_get_arr_n (const struct gguf_context * ctx, int64_t key_id);
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// get raw pointer to the first element of the array with the given key_id
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// for bool arrays, note that they are always stored as int8 on all platforms (usually this makes no difference)
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GGML_API const void * gguf_get_arr_data(const struct gguf_context * ctx, int64_t key_id);
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// get ith C string from array with given key_id
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GGML_API const char * gguf_get_arr_str (const struct gguf_context * ctx, int64_t key_id, size_t i);
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GGML_API int64_t gguf_get_n_tensors (const struct gguf_context * ctx);
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GGML_API int64_t gguf_find_tensor (const struct gguf_context * ctx, const char * name); // returns -1 if the tensor is not found
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GGML_API size_t gguf_get_tensor_offset(const struct gguf_context * ctx, int64_t tensor_id);
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GGML_API const char * gguf_get_tensor_name (const struct gguf_context * ctx, int64_t tensor_id);
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GGML_API enum ggml_type gguf_get_tensor_type (const struct gguf_context * ctx, int64_t tensor_id);
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GGML_API size_t gguf_get_tensor_size (const struct gguf_context * ctx, int64_t tensor_id);
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// removes key if it exists, returns id that the key had prior to removal (-1 if it didn't exist)
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GGML_API int64_t gguf_remove_key(struct gguf_context * ctx, const char * key);
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// overrides an existing KV pair or adds a new one, the new KV pair is always at the back
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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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// creates a new array with n elements of the given type and copies the corresponding number of bytes from data
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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, size_t n);
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// creates a new array with n strings and copies the corresponding strings from data
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GGML_API void gguf_set_arr_str (struct gguf_context * ctx, const char * key, const char ** data, size_t 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, const struct gguf_context * src);
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// add tensor to GGUF context, tensor name must be unique
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GGML_API void gguf_add_tensor(struct gguf_context * ctx, const struct ggml_tensor * tensor);
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// after changing a tensor's type, the offsets of all tensors with higher indices are immediately recalculated
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// in such a way that the tensor data remains as one contiguous block (except for padding)
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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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// assumes that at least gguf_get_tensor_size bytes can be read from data
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GGML_API void gguf_set_tensor_data(struct gguf_context * ctx, const char * name, const void * data);
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// writing gguf files can be done in 3 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, /*only_meta =*/ false);
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//
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// - write only the meta data to a file, then re-open the file and append the tensor data:
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//
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// gguf_write_to_file(ctx, fname, /*only_meta =*/ true);
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// FILE * f = fopen(fname, "ab");
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// fwrite(f, ...); // write tensor data
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// fclose(f);
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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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// const size_t size_meta = gguf_get_meta_size(ctx);
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// fseek(f, size_meta, SEEK_SET);
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// fwrite(f, ...); // write tensor data
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// void * data = malloc(size_meta);
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// gguf_get_meta_data(ctx, data);
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// rewind(f);
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// fwrite(data, 1, data, f);
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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 bool 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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// writes the meta data to pointer "data"
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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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}
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#endif
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