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gguf-py : add special token modification capability (#7166)
* Add special token modification capability To be able to fix/amend special tokens in a GGUF let's add two new arguments: * `--special-token <name> <value>` where `<name>` can be bos, eos, prefix, middle, etc. while `<value>` is the token value, f.ex. `"<｜fim▁begin｜>"` * `--special-token-by-id <name> <id>` where `<id>` is the ID of the token, f.ex. 32006 So, in order to f.ex. add fill-in-middle tokens to a GGUF you would do the following: ```bash python3 gguf-new-metadata.py input.gguf output.gguf --special-token prefix "<｜fim▁begin｜>" --special-token middle "<｜fim▁hole｜>" --special-token suffix "<｜fim▁end｜>" ``` * improve help text * flake-- * fix multiple tokens warning * make script executable * switch to namedtuple, no need to dataclass * typing++ * add progress bar * Add special token modification capability To be able to fix/amend special tokens in a GGUF let's add two new arguments: * `--special-token <name> <value>` where `<name>` can be bos, eos, prefix, middle, etc. while `<value>` is the token value, f.ex. `"<｜fim▁begin｜>"` * `--special-token-by-id <name> <id>` where `<id>` is the ID of the token, f.ex. 32006 So, in order to f.ex. add fill-in-middle tokens to a GGUF you would do the following: ```bash gguf-new-metadata.py input.gguf output.gguf --special-token prefix "<｜fim▁begin｜>" --special-token middle "<｜fim▁end｜>" --special-token suffix "<｜fim▁hole｜>" ``` (yes, fim_end is the `middle` token, because completion is a `prefix`/`suffix`/`middle` sequence (where `middle` is unfilled)) or ```bash gguf-new-metadata.py input.gguf output.gguf --special-token prefix "<fim_prefix>" --special-token middle "<fim_middle>" --special-token suffix "<fim_suffix>" ``` etc... NB: The tokens have to exist already, trying to add non-existent token name/IDs will be ignored (with a warning), while non-existent values will fail (with an error). * improve help text * flake-- * fix multiple tokens warning * make script executable * switch to namedtuple, no need to dataclass * typing++ * add progress bar * fail on invalid token id
This commit is contained in:
Sigbjørn Skjæret
GitHub
parent
4734524882
commit
22842164bc
92
gguf-py/scripts/gguf-new-metadata.py
Normal file → Executable file
92
gguf-py/scripts/gguf-new-metadata.py
Normal file → Executable file
@ -7,7 +7,8 @@ import json
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from pathlib import Path
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import numpy as np
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from typing import Any, Sequence
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from tqdm import tqdm
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from typing import Any, Sequence, NamedTuple
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# Necessary to load the local gguf package
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if "NO_LOCAL_GGUF" not in os.environ and (Path(__file__).parent.parent.parent / 'gguf-py').exists():
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@ -18,6 +19,12 @@ import gguf
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logger = logging.getLogger("gguf-new-metadata")
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class MetadataDetails(NamedTuple):
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type: gguf.GGUFValueType
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value: Any
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description: str = ''
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def get_byteorder(reader: gguf.GGUFReader) -> gguf.GGUFEndian:
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if np.uint32(1) == np.uint32(1).newbyteorder("<"):
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# Host is little endian
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@ -59,7 +66,16 @@ def get_field_data(reader: gguf.GGUFReader, key: str) -> Any:
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return decode_field(field)
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def copy_with_new_metadata(reader: gguf.GGUFReader, writer: gguf.GGUFWriter, new_metadata: dict[str, str], remove_metadata: Sequence[str]) -> None:
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def find_token(token_list: Sequence[int], token: str) -> Sequence[int]:
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token_ids = [index for index, value in enumerate(token_list) if value == token]
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if len(token_ids) == 0:
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raise LookupError(f'Unable to find "{token}" in token list!')
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return token_ids
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def copy_with_new_metadata(reader: gguf.GGUFReader, writer: gguf.GGUFWriter, new_metadata: dict[str, MetadataDetails], remove_metadata: Sequence[str]) -> None:
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for field in reader.fields.values():
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# Suppress virtual fields and fields written by GGUFWriter
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if field.name == gguf.Keys.General.ARCHITECTURE or field.name.startswith('GGUF.'):
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@ -75,54 +91,64 @@ def copy_with_new_metadata(reader: gguf.GGUFReader, writer: gguf.GGUFWriter, new
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logger.debug(f'Removing {field.name}')
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continue
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old_val = decode_field(field)
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old_val = MetadataDetails(field.types[0], decode_field(field))
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val = new_metadata.get(field.name, old_val)
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if field.name in new_metadata:
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logger.debug(f'Modifying {field.name}: "{old_val}" -> "{val}"')
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logger.debug(f'Modifying {field.name}: "{old_val.value}" -> "{val.value}" {val.description}')
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del new_metadata[field.name]
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elif val is not None:
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elif val.value is not None:
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logger.debug(f'Copying {field.name}')
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if val is not None:
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if val.value is not None:
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writer.add_key(field.name)
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writer.add_val(val, field.types[0])
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writer.add_val(val.value, val.type)
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if gguf.Keys.Tokenizer.CHAT_TEMPLATE in new_metadata:
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logger.debug('Adding chat template(s)')
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writer.add_chat_template(new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE])
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writer.add_chat_template(new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE].value)
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del new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE]
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# TODO: Support other types than string?
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for key, val in new_metadata.items():
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logger.debug(f'Adding {key}: {val}')
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logger.debug(f'Adding {key}: "{val.value}" {val.description}')
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writer.add_key(key)
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writer.add_val(val, gguf.GGUFValueType.STRING)
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writer.add_val(val.value, val.type)
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total_bytes = 0
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for tensor in reader.tensors:
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total_bytes += tensor.n_bytes
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# Dimensions are written in reverse order, so flip them first
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shape = np.flipud(tensor.shape).tolist()
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writer.add_tensor_info(tensor.name, shape, tensor.data.dtype, tensor.data.nbytes, tensor.tensor_type)
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bar = tqdm(desc="Writing", total=total_bytes, unit="byte", unit_scale=True)
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writer.write_header_to_file()
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writer.write_kv_data_to_file()
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writer.write_ti_data_to_file()
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for tensor in reader.tensors:
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writer.write_tensor_data(tensor.data)
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bar.update(tensor.n_bytes)
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writer.close()
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def main() -> None:
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tokenizer_metadata = (getattr(gguf.Keys.Tokenizer, n) for n in gguf.Keys.Tokenizer.__dict__.keys() if not n.startswith('_'))
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token_names = dict((n.split('.')[-1][:-len('_token_id')], n) for n in tokenizer_metadata if n.endswith('_token_id'))
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parser = argparse.ArgumentParser(description="Make a copy of a GGUF file with new metadata")
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parser.add_argument("input", type=Path, help="GGUF format model input filename")
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parser.add_argument("output", type=Path, help="GGUF format model output filename")
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parser.add_argument("--general-name", type=str, help="The models general.name")
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parser.add_argument("--general-description", type=str, help="The models general.description")
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parser.add_argument("--chat-template", type=str, help="Chat template string (or JSON string containing templates)")
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parser.add_argument("--chat-template-config", type=Path, help="Config file (tokenizer_config.json) containing chat template(s)")
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parser.add_argument("--remove-metadata", action="append", type=str, help="Remove metadata (by key name) from output model")
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parser.add_argument("--general-name", type=str, help="The models general.name", metavar='"name"')
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parser.add_argument("--general-description", type=str, help="The models general.description", metavar='"Description ..."')
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parser.add_argument("--chat-template", type=str, help="Chat template string (or JSON string containing templates)", metavar='"{% ... %} ..."')
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parser.add_argument("--chat-template-config", type=Path, help="Config file containing chat template(s)", metavar='tokenizer_config.json')
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parser.add_argument("--remove-metadata", action="append", type=str, help="Remove metadata (by key name) from output model", metavar='general.url')
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parser.add_argument("--special-token", action="append", type=str, help="Special token by value", nargs=2, metavar=(' | '.join(token_names.keys()), '"<token>"'))
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parser.add_argument("--special-token-by-id", action="append", type=str, help="Special token by id", nargs=2, metavar=(' | '.join(token_names.keys()), '0'))
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parser.add_argument("--force", action="store_true", help="Bypass warnings without confirmation")
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parser.add_argument("--verbose", action="store_true", help="Increase output verbosity")
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args = parser.parse_args(None if len(sys.argv) > 2 else ["--help"])
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@ -133,20 +159,20 @@ def main() -> None:
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remove_metadata = args.remove_metadata or []
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if args.general_name:
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new_metadata[gguf.Keys.General.NAME] = args.general_name
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new_metadata[gguf.Keys.General.NAME] = MetadataDetails(gguf.GGUFValueType.STRING, args.general_name)
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if args.general_description:
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new_metadata[gguf.Keys.General.DESCRIPTION] = args.general_description
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new_metadata[gguf.Keys.General.DESCRIPTION] = MetadataDetails(gguf.GGUFValueType.STRING, args.general_description)
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if args.chat_template:
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new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = json.loads(args.chat_template) if args.chat_template.startswith('[') else args.chat_template
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new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = MetadataDetails(gguf.GGUFValueType.STRING, json.loads(args.chat_template) if args.chat_template.startswith('[') else args.chat_template)
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if args.chat_template_config:
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with open(args.chat_template_config, 'r') as fp:
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config = json.load(fp)
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template = config.get('chat_template')
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if template:
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new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = template
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new_metadata[gguf.Keys.Tokenizer.CHAT_TEMPLATE] = MetadataDetails(gguf.GGUFValueType.STRING, template)
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if remove_metadata:
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logger.warning('*** Warning *** Warning *** Warning **')
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@ -166,6 +192,32 @@ def main() -> None:
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arch = get_field_data(reader, gguf.Keys.General.ARCHITECTURE)
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endianess = get_byteorder(reader)
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token_list = get_field_data(reader, gguf.Keys.Tokenizer.LIST) or []
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for name, token in args.special_token or []:
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if name not in token_names:
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logger.warning(f'Unknown special token "{name}", ignoring...')
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else:
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ids = find_token(token_list, token)
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new_metadata[token_names[name]] = MetadataDetails(gguf.GGUFValueType.UINT32, ids[0], f'= {token}')
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if len(ids) > 1:
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logger.warning(f'Multiple "{token}" tokens found, choosing ID {ids[0]}, use --special-token-by-id if you want another:')
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logger.warning(', '.join(str(i) for i in ids))
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for name, id_string in args.special_token_by_id or []:
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if name not in token_names:
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logger.warning(f'Unknown special token "{name}", ignoring...')
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elif not id_string.isdecimal():
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raise LookupError(f'Token ID "{id_string}" is not a valid ID!')
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else:
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id_int = int(id_string)
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if id_int >= 0 and id_int < len(token_list):
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new_metadata[token_names[name]] = MetadataDetails(gguf.GGUFValueType.UINT32, id_int, f'= {token_list[id_int]}')
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else:
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raise LookupError(f'Token ID {id_int} is not within token list!')
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if os.path.isfile(args.output) and not args.force:
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logger.warning('*** Warning *** Warning *** Warning **')
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logger.warning(f'* The "{args.output}" GGUF file already exists, it will be overwritten!')
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