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import struct | |
from enum import IntEnum | |
class GGUFValueType(IntEnum): | |
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 | |
_simple_value_packing = { | |
GGUFValueType.UINT8: "<B", | |
GGUFValueType.INT8: "<b", | |
GGUFValueType.UINT16: "<H", | |
GGUFValueType.INT16: "<h", | |
GGUFValueType.UINT32: "<I", | |
GGUFValueType.INT32: "<i", | |
GGUFValueType.FLOAT32: "<f", | |
GGUFValueType.UINT64: "<Q", | |
GGUFValueType.INT64: "<q", | |
GGUFValueType.FLOAT64: "<d", | |
GGUFValueType.BOOL: "?", | |
} | |
value_type_info = { | |
GGUFValueType.UINT8: 1, | |
GGUFValueType.INT8: 1, | |
GGUFValueType.UINT16: 2, | |
GGUFValueType.INT16: 2, | |
GGUFValueType.UINT32: 4, | |
GGUFValueType.INT32: 4, | |
GGUFValueType.FLOAT32: 4, | |
GGUFValueType.UINT64: 8, | |
GGUFValueType.INT64: 8, | |
GGUFValueType.FLOAT64: 8, | |
GGUFValueType.BOOL: 1, | |
} | |
def get_single(value_type, file): | |
if value_type == GGUFValueType.STRING: | |
value_length = struct.unpack("<Q", file.read(8))[0] | |
value = file.read(value_length) | |
try: | |
value = value.decode('utf-8') | |
except: | |
pass | |
else: | |
type_str = _simple_value_packing.get(value_type) | |
bytes_length = value_type_info.get(value_type) | |
value = struct.unpack(type_str, file.read(bytes_length))[0] | |
return value | |
def load_metadata(fname): | |
metadata = {} | |
with open(fname, 'rb') as file: | |
GGUF_MAGIC = struct.unpack("<I", file.read(4))[0] | |
GGUF_VERSION = struct.unpack("<I", file.read(4))[0] | |
ti_data_count = struct.unpack("<Q", file.read(8))[0] | |
kv_data_count = struct.unpack("<Q", file.read(8))[0] | |
if GGUF_VERSION == 1: | |
raise Exception('You are using an outdated GGUF, please download a new one.') | |
for i in range(kv_data_count): | |
key_length = struct.unpack("<Q", file.read(8))[0] | |
key = file.read(key_length) | |
value_type = GGUFValueType(struct.unpack("<I", file.read(4))[0]) | |
if value_type == GGUFValueType.ARRAY: | |
ltype = GGUFValueType(struct.unpack("<I", file.read(4))[0]) | |
length = struct.unpack("<Q", file.read(8))[0] | |
arr = [get_single(ltype, file) for _ in range(length)] | |
metadata[key.decode()] = arr | |
else: | |
value = get_single(value_type, file) | |
metadata[key.decode()] = value | |
return metadata | |