75 lines
2.6 KiB
Python
75 lines
2.6 KiB
Python
from typing import Literal, get_args
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from v2._vendor.layers.quantization.base_config import QuantizationConfig
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QuantizationMethods = Literal[None, "AbsMaxFP8", "FP8", "NVFP4", "nvfp4_qat"]
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QUANTIZATION_METHODS: list[str] = list(get_args(QuantizationMethods))
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# The customized quantization methods which will be added to this dict.
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_CUSTOMIZED_METHOD_TO_QUANT_CONFIG = {}
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def register_quantization_config(quantization: str):
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"""Register a customized vllm quantization config.
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When a quantization method is not supported by vllm, you can register a customized
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quantization config to support it.
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Args:
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quantization (str): The quantization method name.
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Examples:
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>>> from v2._vendor.layers.quantization import register_quantization_config
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>>> from v2._vendor.layers.quantization import get_quantization_config
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>>> from v2._vendor.layers.quantization.base_config import QuantizationConfig
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>>>
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>>> @register_quantization_config("my_quant")
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... class MyQuantConfig(QuantizationConfig):
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... pass
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>>>
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>>> get_quantization_config("my_quant")
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<class 'MyQuantConfig'>
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""" # noqa: E501
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def _wrapper(quant_config_cls):
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if quantization in QUANTIZATION_METHODS:
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raise ValueError(f"The quantization method `{quantization}` is already exists.")
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if not issubclass(quant_config_cls, QuantizationConfig):
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raise ValueError("The quantization config must be a subclass of "
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"`QuantizationConfig`.")
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_CUSTOMIZED_METHOD_TO_QUANT_CONFIG[quantization] = quant_config_cls
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QUANTIZATION_METHODS.append(quantization)
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return quant_config_cls
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return _wrapper
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def get_quantization_config(quantization: str) -> type[QuantizationConfig]:
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if quantization not in QUANTIZATION_METHODS:
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raise ValueError(f"Invalid quantization method: {quantization}")
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if quantization in _CUSTOMIZED_METHOD_TO_QUANT_CONFIG:
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return _CUSTOMIZED_METHOD_TO_QUANT_CONFIG[quantization]
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if quantization == "AbsMaxFP8":
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from .absmax_fp8 import AbsMaxFP8Config
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return AbsMaxFP8Config
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if quantization == "FP8":
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from .fp8_config import FP8Config
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return FP8Config
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if quantization == "NVFP4":
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from .nvfp4_config import NVFP4Config
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return NVFP4Config
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if quantization == "nvfp4_qat":
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from .nvfp4_qat_config import NVFP4QATConfig
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return NVFP4QATConfig
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raise ValueError(f"Invalid quantization method: {quantization}")
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all = [
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"QuantizationMethods",
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"QuantizationConfig",
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"get_quantization_config",
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"QUANTIZATION_METHODS",
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]
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