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Model-Optimizer/tests/unit/torch/quantization/test_mode.py
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# SPDX-FileCopyrightText: Copyright (c) 2023-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import Literal
import pytest
from modelopt.torch.opt.config import ModeloptField
from modelopt.torch.opt.mode import _ModeRegistryCls
from modelopt.torch.quantization.config import QuantizeAlgorithmConfig
from modelopt.torch.quantization.mode import (
BaseCalibrateModeDescriptor,
CalibrateModeRegistry,
QuantizeModeRegistry,
)
def test_modes():
for mode in ["max", "smoothquant", "awq_full", "awq_lite", "svdquant", None]:
mode_name = BaseCalibrateModeDescriptor._get_mode_name(mode)
assert mode_name in CalibrateModeRegistry
for mode in ["quantize", "auto_quantize"]:
assert mode in QuantizeModeRegistry
def test_calibrate_mode_registry_with_custom_mode():
class TestConfig(QuantizeAlgorithmConfig):
method: Literal["test"] = ModeloptField("test")
@CalibrateModeRegistry.register_mode
class TestCalibrateModeDescriptor(BaseCalibrateModeDescriptor):
@property
def config_class(self) -> QuantizeAlgorithmConfig:
return TestConfig
_calib_func = None
assert BaseCalibrateModeDescriptor._get_mode_name("test") in CalibrateModeRegistry
assert isinstance(_ModeRegistryCls.get_from_any("test_calibrate"), TestCalibrateModeDescriptor)
# This should result in an error
with pytest.raises(
AssertionError,
match="Mode descriptor for `_CalibrateModeRegistryCls` must be a subclass of `BaseCalibrateModeDescriptor`!",
):
@CalibrateModeRegistry.register_mode
class TestIncorrectCalibrateModeDescriptor:
pass