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gguf_reader.hpp
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231 lines (191 loc) · 6.69 KB
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#ifndef __GGUF_READER_HPP__
#define __GGUF_READER_HPP__
#include <cstdint>
#include <fstream>
#include <string>
#include <vector>
#include "ggml.h"
#include "util.h"
struct GGUFTensorInfo {
std::string name;
ggml_type type;
std::vector<int64_t> shape;
size_t offset;
};
enum class GGUFMetadataType : uint32_t {
UINT8 = 0,
INT8 = 1,
UINT16 = 2,
INT16 = 3,
UINT32 = 4,
INT32 = 5,
FLOAT32 = 6,
BOOL = 7,
STRING = 8,
ARRAY = 9,
UINT64 = 10,
INT64 = 11,
FLOAT64 = 12,
};
class GGUFReader {
private:
std::vector<GGUFTensorInfo> tensors_;
size_t data_offset_;
size_t alignment_ = 32; // default alignment is 32
template <typename T>
bool safe_read(std::ifstream& fin, T& value) {
fin.read(reinterpret_cast<char*>(&value), sizeof(T));
return fin.good();
}
bool safe_read(std::ifstream& fin, char* buffer, size_t size) {
fin.read(buffer, size);
return fin.good();
}
bool safe_seek(std::ifstream& fin, std::streamoff offset, std::ios::seekdir dir) {
fin.seekg(offset, dir);
return fin.good();
}
bool read_metadata(std::ifstream& fin) {
uint64_t key_len = 0;
if (!safe_read(fin, key_len))
return false;
std::string key(key_len, '\0');
if (!safe_read(fin, (char*)key.data(), key_len))
return false;
uint32_t type = 0;
if (!safe_read(fin, type))
return false;
if (key == "general.alignment") {
uint32_t align_val = 0;
if (!safe_read(fin, align_val))
return false;
if (align_val != 0 && (align_val & (align_val - 1)) == 0) {
alignment_ = align_val;
LOG_DEBUG("Found alignment: %zu", alignment_);
} else {
LOG_ERROR("Invalid alignment value %u, fallback to default %zu", align_val, alignment_);
}
return true;
}
switch (static_cast<GGUFMetadataType>(type)) {
case GGUFMetadataType::UINT8:
case GGUFMetadataType::INT8:
case GGUFMetadataType::BOOL:
return safe_seek(fin, 1, std::ios::cur);
case GGUFMetadataType::UINT16:
case GGUFMetadataType::INT16:
return safe_seek(fin, 2, std::ios::cur);
case GGUFMetadataType::UINT32:
case GGUFMetadataType::INT32:
case GGUFMetadataType::FLOAT32:
return safe_seek(fin, 4, std::ios::cur);
case GGUFMetadataType::UINT64:
case GGUFMetadataType::INT64:
case GGUFMetadataType::FLOAT64:
return safe_seek(fin, 8, std::ios::cur);
case GGUFMetadataType::STRING: {
uint64_t len = 0;
if (!safe_read(fin, len))
return false;
return safe_seek(fin, len, std::ios::cur);
}
case GGUFMetadataType::ARRAY: {
uint32_t elem_type = 0;
uint64_t len = 0;
if (!safe_read(fin, elem_type))
return false;
if (!safe_read(fin, len))
return false;
for (uint64_t i = 0; i < len; i++) {
if (!read_metadata(fin))
return false;
}
return true;
}
default:
LOG_ERROR("Unknown metadata type=%u", type);
return false;
}
}
GGUFTensorInfo read_tensor_info(std::ifstream& fin) {
GGUFTensorInfo info;
uint64_t name_len;
if (!safe_read(fin, name_len))
throw std::runtime_error("read tensor name length failed");
info.name.resize(name_len);
if (!safe_read(fin, (char*)info.name.data(), name_len))
throw std::runtime_error("read tensor name failed");
uint32_t n_dims;
if (!safe_read(fin, n_dims))
throw std::runtime_error("read tensor dims failed");
info.shape.resize(n_dims);
for (uint32_t i = 0; i < n_dims; i++) {
if (!safe_read(fin, info.shape[i]))
throw std::runtime_error("read tensor shape failed");
}
if (n_dims > GGML_MAX_DIMS) {
for (uint32_t i = GGML_MAX_DIMS; i < n_dims; i++) {
info.shape[GGML_MAX_DIMS - 1] *= info.shape[i]; // stack to last dim;
}
info.shape.resize(GGML_MAX_DIMS);
n_dims = GGML_MAX_DIMS;
}
uint32_t type;
if (!safe_read(fin, type))
throw std::runtime_error("read tensor type failed");
info.type = static_cast<ggml_type>(type);
if (!safe_read(fin, info.offset))
throw std::runtime_error("read tensor offset failed");
return info;
}
public:
bool load(const std::string& file_path) {
std::ifstream fin(file_path, std::ios::binary);
if (!fin) {
LOG_ERROR("failed to open '%s'", file_path.c_str());
return false;
}
// --- Header ---
char magic[4];
if (!safe_read(fin, magic, 4) || strncmp(magic, "GGUF", 4) != 0) {
LOG_ERROR("not a valid GGUF file");
return false;
}
uint32_t version;
if (!safe_read(fin, version))
return false;
uint64_t tensor_count, metadata_kv_count;
if (!safe_read(fin, tensor_count))
return false;
if (!safe_read(fin, metadata_kv_count))
return false;
LOG_DEBUG("GGUF v%u, tensor_count=%llu, metadata_kv_count=%llu",
version, (unsigned long long)tensor_count, (unsigned long long)metadata_kv_count);
// --- Read Metadata ---
for (uint64_t i = 0; i < metadata_kv_count; i++) {
if (!read_metadata(fin)) {
LOG_ERROR("read meta data failed");
return false;
}
}
// --- Tensor Infos ---
tensors_.clear();
try {
for (uint64_t i = 0; i < tensor_count; i++) {
tensors_.push_back(read_tensor_info(fin));
}
} catch (const std::runtime_error& e) {
LOG_ERROR("%s", e.what());
return false;
}
data_offset_ = static_cast<size_t>(fin.tellg());
if ((data_offset_ % alignment_) != 0) {
data_offset_ = ((data_offset_ + alignment_ - 1) / alignment_) * alignment_;
}
fin.close();
return true;
}
const std::vector<GGUFTensorInfo>& tensors() const { return tensors_; }
size_t data_offset() const { return data_offset_; }
};
#endif // __GGUF_READER_HPP__