[Feat] Unquantized Linear to nz and control all nz-cast (#3356)
### What this PR does / why we need it? Currently, when executing to the Linear layer of models in vLLM-Ascend, the weights format is ND in unquantized case and skipped ascend case. This PR supplements the execution logic for Linear layer. We use a new global variable: VLLM_ASCEND_ENABLE_NZ. When VLLM_ASCEND_ENABLE_NZ=1 and CANN version is 8.3, the weights of the Linear layer will be converted to FRACTAL_NZ, in both unquantized case and skipped ascend case. We also use VLLM_ASCEND_ENABLE_NZ to control the existing NZ conversion, such as w8a8-quantized case. ### Does this PR introduce _any_ user-facing change? Add a new global variable VLLM_ASCEND_ENABLE_NZ. If you want to use NZ format, you should set VLLM_ASCEND_ENABLE_NZ=1. ### How was this patch tested? - vLLM version: v0.11.0rc3 - vLLM main: https://github.com/vllm-project/vllm/commit/v0.11.0 Signed-off-by: anon189Ty <Stari_Falcon@outlook.com>
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@@ -39,6 +39,14 @@ class TestUtils(TestBase):
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"Ascend910P1"):
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self.assertFalse(utils.is_310p())
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def test_is_enable_nz(self):
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with mock.patch("vllm_ascend.utils.envs_ascend.VLLM_ASCEND_ENABLE_NZ",
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1):
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self.assertTrue(utils.is_enable_nz())
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with mock.patch("vllm_ascend.utils.envs_ascend.VLLM_ASCEND_ENABLE_NZ",
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0):
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self.assertFalse(utils.is_enable_nz())
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def test_sleep_mode_enabled(self):
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utils._SLEEP_MODE_ENABLED = None
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with mock.patch("vllm_ascend._build_info.__sleep_mode_enabled__",
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