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import struct |
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from enum import IntEnum |
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class GGUFValueType(IntEnum): |
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UINT8 = 0 |
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INT8 = 1 |
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UINT16 = 2 |
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INT16 = 3 |
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UINT32 = 4 |
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INT32 = 5 |
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FLOAT32 = 6 |
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BOOL = 7 |
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STRING = 8 |
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ARRAY = 9 |
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UINT64 = 10 |
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INT64 = 11 |
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FLOAT64 = 12 |
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_simple_value_packing = { |
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GGUFValueType.UINT8: "<B", |
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GGUFValueType.INT8: "<b", |
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GGUFValueType.UINT16: "<H", |
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GGUFValueType.INT16: "<h", |
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GGUFValueType.UINT32: "<I", |
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GGUFValueType.INT32: "<i", |
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GGUFValueType.FLOAT32: "<f", |
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GGUFValueType.UINT64: "<Q", |
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GGUFValueType.INT64: "<q", |
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GGUFValueType.FLOAT64: "<d", |
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GGUFValueType.BOOL: "?", |
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} |
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value_type_info = { |
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GGUFValueType.UINT8: 1, |
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GGUFValueType.INT8: 1, |
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GGUFValueType.UINT16: 2, |
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GGUFValueType.INT16: 2, |
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GGUFValueType.UINT32: 4, |
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GGUFValueType.INT32: 4, |
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GGUFValueType.FLOAT32: 4, |
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GGUFValueType.UINT64: 8, |
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GGUFValueType.INT64: 8, |
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GGUFValueType.FLOAT64: 8, |
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GGUFValueType.BOOL: 1, |
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} |
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def get_single(value_type, file): |
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if value_type == GGUFValueType.STRING: |
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value_length = struct.unpack("<Q", file.read(8))[0] |
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value = file.read(value_length) |
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try: |
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value = value.decode('utf-8') |
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except: |
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pass |
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else: |
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type_str = _simple_value_packing.get(value_type) |
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bytes_length = value_type_info.get(value_type) |
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value = struct.unpack(type_str, file.read(bytes_length))[0] |
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return value |
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def load_metadata(fname): |
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metadata = {} |
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with open(fname, 'rb') as file: |
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GGUF_MAGIC = struct.unpack("<I", file.read(4))[0] |
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GGUF_VERSION = struct.unpack("<I", file.read(4))[0] |
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ti_data_count = struct.unpack("<Q", file.read(8))[0] |
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kv_data_count = struct.unpack("<Q", file.read(8))[0] |
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if GGUF_VERSION == 1: |
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raise Exception('You are using an outdated GGUF, please download a new one.') |
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for i in range(kv_data_count): |
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key_length = struct.unpack("<Q", file.read(8))[0] |
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key = file.read(key_length) |
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value_type = GGUFValueType(struct.unpack("<I", file.read(4))[0]) |
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if value_type == GGUFValueType.ARRAY: |
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ltype = GGUFValueType(struct.unpack("<I", file.read(4))[0]) |
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length = struct.unpack("<Q", file.read(8))[0] |
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arr = [get_single(ltype, file) for _ in range(length)] |
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metadata[key.decode()] = arr |
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else: |
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value = get_single(value_type, file) |
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metadata[key.decode()] = value |
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return metadata |
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