#!/usr/bin/env python3 import argparse import os import sys from pathlib import Path # Necessary to load the local gguf package if "NO_LOCAL_GGUF" not in os.environ and (Path(__file__).parent.parent.parent / 'gguf-py').exists(): sys.path.insert(0, str(Path(__file__).parent.parent)) from gguf import GGUFReader # noqa: E402 def minimal_example(filename: str) -> None: reader = GGUFReader(filename, 'r+') field = reader.fields['tokenizer.ggml.bos_token_id'] if field is None: return part_index = field.data[0] field.parts[part_index][0] = 2 # Set tokenizer.ggml.bos_token_id to 2 # # So what's this field.data thing? It's helpful because field.parts contains # _every_ part of the GGUF field. For example, tokenizer.ggml.bos_token_id consists # of: # # Part index 0: Key length (27) # Part index 1: Key data ("tokenizer.ggml.bos_token_id") # Part index 2: Field type (4, the id for GGUFValueType.UINT32) # Part index 3: Field value # # Note also that each part is an NDArray slice, so even a part that # is only a single value like the key length will be a NDArray of # the key length type (numpy.uint32). # # The .data attribute in the Field is a list of relevant part indexes # and doesn't contain internal GGUF details like the key length part. # In this case, .data will be [3] - just the part index of the # field value itself. def set_metadata(reader: GGUFReader, args: argparse.Namespace) -> None: field = reader.get_field(args.key) if field is None: print(f'! Field {repr(args.key)} not found', file = sys.stderr) sys.exit(1) # Note that field.types is a list of types. This is because the GGUF # format supports arrays. For example, an array of UINT32 would # look like [GGUFValueType.ARRAY, GGUFValueType.UINT32] handler = reader.gguf_scalar_to_np.get(field.types[0]) if field.types else None if handler is None: print( f'! This tool only supports changing simple values, {repr(args.key)} has unsupported type {field.types}', file = sys.stderr, ) sys.exit(1) current_value = field.parts[field.data[0]][0] new_value = handler(args.value) print(f'* Preparing to change field {repr(args.key)} from {current_value} to {new_value}') if current_value == new_value: print(f'- Key {repr(args.key)} already set to requested value {current_value}') sys.exit(0) if args.dry_run: sys.exit(0) if not args.force: print('*** Warning *** Warning *** Warning **') print('* Changing fields in a GGUF file can make it unusable. Proceed at your own risk.') print('* Enter exactly YES if you are positive you want to proceed:') response = input('YES, I am sure> ') if response != 'YES': print("You didn't enter YES. Okay then, see ya!") sys.exit(0) field.parts[field.data[0]][0] = new_value print('* Field changed. Successful completion.') def main() -> None: parser = argparse.ArgumentParser(description="Set a simple value in GGUF file metadata") parser.add_argument("model", type=str, help="GGUF format model filename") parser.add_argument("key", type=str, help="Metadata key to set") parser.add_argument("value", type=str, help="Metadata value to set") parser.add_argument("--dry-run", action="store_true", help="Don't actually change anything") parser.add_argument("--force", action="store_true", help="Change the field without confirmation") args = parser.parse_args(None if len(sys.argv) > 1 else ["--help"]) print(f'* Loading: {args.model}') reader = GGUFReader(args.model, 'r' if args.dry_run else 'r+') set_metadata(reader, args) if __name__ == '__main__': main()