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xc-llm-ascend/tests/ut/_310p/ops/test_layernorm_310.py

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from unittest.mock import MagicMock, patch
import pytest
import torch
from vllm.config import set_current_vllm_config
from vllm.model_executor.layers.layernorm import RMSNormGated
from vllm_ascend._310p.ops.layernorm import AscendRMSNormGated310
@pytest.fixture(autouse=True)
def default_vllm_config():
mock_config = MagicMock()
mock_config.compilation_config.custom_ops = ["all"]
with set_current_vllm_config(mock_config):
yield mock_config
def test_rmsnorm_gated_310_forward_oot_uses_forward_native():
layer = AscendRMSNormGated310(hidden_size=8, eps=1e-5)
x = torch.randn(2, 8, dtype=torch.float32)
z = torch.randn(2, 8, dtype=torch.float32)
expected = torch.randn(2, 8, dtype=torch.float32)
with patch.object(RMSNormGated, "forward_native", autospec=True, return_value=expected) as mock_forward_native:
out = layer.forward_oot(x, z)
mock_forward_native.assert_called_once_with(layer, x, z)
assert out is expected
def test_rmsnorm_gated_310_forward_oot_uses_forward_native_without_gate():
layer = AscendRMSNormGated310(hidden_size=8, eps=1e-5)
x = torch.randn(2, 8, dtype=torch.float32)
expected = torch.randn(2, 8, dtype=torch.float32)
with patch.object(RMSNormGated, "forward_native", autospec=True, return_value=expected) as mock_forward_native:
out = layer.forward_oot(x, None)
mock_forward_native.assert_called_once_with(layer, x, None)
assert out is expected