Files
FastDeploy/tests/quantization/test_w4a8.py
Echo-Nie 354ddc8bc5 [CI] Add unittest for activation, native_paddle_backend, w4a8, w4afp8, platforms/utils (#4812)
* add unnitest for activation, native_paddle_backend, w4a8, w4afp8, platforms/utils

* Remove activation function retrieval tests

Removed tests for valid and unsupported activation function retrieval.

* move w4a8, w4afp8 to quantization

* fix code style
2025-11-06 14:08:00 +08:00

63 lines
2.5 KiB
Python

import unittest
from unittest import mock
from fastdeploy.model_executor.layers.quantization.w4a8 import W4A8Config
from fastdeploy.platforms import current_platform
class TestW4A8Config(unittest.TestCase):
def setUp(self):
self.config = W4A8Config(is_permuted=False, hadamard_block_size=128)
def test_name(self):
"""Test name() method"""
self.assertEqual(self.config.name(), "w4a8")
def test_from_config_defaults(self):
"""Test from_config with empty dict uses defaults"""
cfg = W4A8Config.from_config({})
self.assertTrue(cfg.is_permuted)
self.assertEqual(cfg.hadamard_block_size, 128)
def test_from_config_full(self):
"""Test from_config with full dict"""
cfg = W4A8Config.from_config({"is_permuted": False, "hadamard_block_size": 64})
self.assertFalse(cfg.is_permuted)
self.assertEqual(cfg.hadamard_block_size, 64)
def test_get_quant_method_cuda(self):
"""Test get_quant_method returns CUDA method when on CUDA platform"""
with (
mock.patch.object(current_platform, "is_cuda", return_value=True),
mock.patch(
"fastdeploy.model_executor.layers.moe.fused_moe_cutlass_backend.CutlassW4A8MoEMethod"
) as mock_cuda,
):
layer = mock.Mock()
method = self.config.get_quant_method(layer)
mock_cuda.assert_called_once_with(self.config)
self.assertEqual(method, mock_cuda.return_value)
@unittest.skipIf(not hasattr(current_platform, "is_xpu") or not current_platform.is_xpu(), "No XPU, skip test")
def test_get_quant_method_xpu(self):
"""Test get_quant_method returns XPU method when on XPU platform"""
with mock.patch("fastdeploy.model_executor.layers.backends.xpu.moe.fused_moe.XPUW4A8MoEMethod") as mock_xpu:
layer = mock.Mock()
method = self.config.get_quant_method(layer)
mock_xpu.assert_called_once_with(self.config)
self.assertEqual(method, mock_xpu.return_value)
def test_get_quant_method_unsupported(self):
"""Test that unsupported platform raises ValueError"""
with (
mock.patch.object(current_platform, "is_cuda", return_value=False),
mock.patch.object(current_platform, "is_xpu", return_value=False),
):
layer = mock.Mock()
with self.assertRaises(ValueError):
self.config.get_quant_method(layer)
if __name__ == "__main__":
unittest.main()