[Refactor]refactor 310p ops and add ut (#6591)
### What this PR does / why we need it?
This pull request focuses on a significant refactoring effort within the
vllm-ascend project, specifically targeting operations optimized for the
Ascend 310P hardware. The changes aim to streamline the implementation
of core components like quantization and multi-head attention, making
the codebase more maintainable and robust. Concurrently, new unit tests
have been introduced to ensure the correctness and reliability of these
refactored modules.
### Does this PR introduce _any_ user-facing change?
No
### How was this patch tested?
E2E test with qwen3-32b w8a8
- vLLM version: v0.15.0
- vLLM main:
d7e17aaacd
---------
Signed-off-by: pu-zhe <zpuaa@outlook.com>
This commit is contained in:
67
tests/ut/_310p/quantization/test_modelslim_config_310.py
Normal file
67
tests/ut/_310p/quantization/test_modelslim_config_310.py
Normal file
@@ -0,0 +1,67 @@
|
||||
from unittest.mock import MagicMock, patch
|
||||
|
||||
from vllm.model_executor.layers.fused_moe import FusedMoE
|
||||
from vllm.model_executor.layers.fused_moe.config import FusedMoEConfig
|
||||
from vllm.model_executor.layers.linear import LinearBase
|
||||
|
||||
from tests.ut.base import TestBase
|
||||
from vllm_ascend._310p.quantization.modelslim_config import AscendModelSlimConfig310
|
||||
from vllm_ascend.ops.linear import AscendUnquantizedLinearMethod
|
||||
|
||||
|
||||
class TestAscendModelSlimConfig310(TestBase):
|
||||
def setUp(self):
|
||||
self.sample_config = {
|
||||
"weight": "INT8",
|
||||
"layer1.weight": "INT8",
|
||||
"layer2.weight": "FLOAT",
|
||||
"fused_layer.weight": "FLOAT",
|
||||
"fused_layer.shard1.weight": "FLOAT",
|
||||
"fused_layer.shard2.weight": "FLOAT",
|
||||
"shard1.weight": "FLOAT",
|
||||
"shard2.weight": "FLOAT",
|
||||
}
|
||||
self.ascend_config = AscendModelSlimConfig310(self.sample_config)
|
||||
self.ascend_config.packed_modules_mapping = None
|
||||
|
||||
def test_get_quant_method_for_linear_310(self):
|
||||
mock_config = MagicMock()
|
||||
mock_config.model_config.hf_config.model_type = None
|
||||
linear_layer = MagicMock(spec=LinearBase)
|
||||
# Test skipped layer
|
||||
with (
|
||||
patch("vllm_ascend._310p.quantization.modelslim_config.get_current_vllm_config", return_value=mock_config),
|
||||
patch.object(self.ascend_config, "is_layer_skipped_ascend", return_value=True)
|
||||
):
|
||||
method = self.ascend_config.get_quant_method(linear_layer, ".attn")
|
||||
self.assertIsInstance(method, AscendUnquantizedLinearMethod)
|
||||
|
||||
# Test quantized layer
|
||||
mock_scheme = MagicMock()
|
||||
with (
|
||||
patch.object(self.ascend_config, "is_layer_skipped_ascend", return_value=False),
|
||||
patch("vllm_ascend._310p.quantization.modelslim_config.get_current_vllm_config", return_value=mock_config),
|
||||
patch("vllm_ascend._310p.quantization.modelslim_config.create_scheme_for_layer", return_value=mock_scheme),
|
||||
patch(
|
||||
"vllm_ascend._310p.quantization.modelslim_config.AscendLinearMethod", return_value=MagicMock()
|
||||
) as mock_ascend_linear,
|
||||
):
|
||||
method = self.ascend_config.get_quant_method(linear_layer, ".attn")
|
||||
self.assertIs(method, mock_ascend_linear.return_value)
|
||||
mock_ascend_linear.assert_called_once_with(mock_scheme)
|
||||
|
||||
def test_get_quant_method_for_fused_moe_310(self):
|
||||
fused_moe_layer = MagicMock(spec=FusedMoE)
|
||||
fused_moe_layer.moe = MagicMock(spec=FusedMoEConfig)
|
||||
fused_moe_layer.moe_config = MagicMock(spec=FusedMoEConfig)
|
||||
mock_config = MagicMock()
|
||||
mock_config.model_config.hf_config.model_type = None
|
||||
mock_scheme = MagicMock()
|
||||
with (
|
||||
patch.object(self.ascend_config, "is_layer_skipped_ascend", return_value=False),
|
||||
patch("vllm_ascend._310p.quantization.modelslim_config.get_current_vllm_config", return_value=mock_config),
|
||||
patch("vllm_ascend._310p.quantization.modelslim_config.create_scheme_for_layer", return_value=mock_scheme),
|
||||
patch("vllm_ascend._310p.quantization.modelslim_config.AscendLinearMethod", return_value=MagicMock()),
|
||||
self.assertRaises(NotImplementedError),
|
||||
):
|
||||
self.ascend_config.get_quant_method(fused_moe_layer, "moe_layer")
|
||||
Reference in New Issue
Block a user