f58e110afe
### What this PR does / why we need it?
Set a additional config parameter to control whether the gmmswigluequant
fuseion operator is enabled; it is enabled by True. / When enabled with
a small number of GPUs, the gmmswigluquant fused operator can cause some
performance degradation.
### Does this PR introduce _any_ user-facing change?
### How was this patch tested?
- vLLM version: v0.13.0
- vLLM main:
2c24bc6996
#### Perf
test model: GLM 4.6(w8a8)
- single A3 node(ep16, tp16), async-scheduling, mtp, FULL_DECODE_ONLY
- bs=1, input_lens=32000, ouput_lens=1024
Without this PR: TPOT 32.22.ms
With this PR: TPOT 30.23ms
---------
Signed-off-by: zjks98 <zhangjiakang4@huawei.com>
Co-authored-by: zjks98 <zhangjiakang4@huawei.com>
107 lines
4.0 KiB
Python
107 lines
4.0 KiB
Python
#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# This file is a part of the vllm-ascend project.
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#
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from vllm.config import VllmConfig
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from tests.ut.base import TestBase
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from vllm_ascend.ascend_config import (clear_ascend_config, get_ascend_config,
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init_ascend_config)
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class TestAscendConfig(TestBase):
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@staticmethod
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def _clean_up_ascend_config(func):
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def wrapper(*args, **kwargs):
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clear_ascend_config()
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func(*args, **kwargs)
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clear_ascend_config()
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return wrapper
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@_clean_up_ascend_config
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def test_init_ascend_config_without_additional_config(self):
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test_vllm_config = VllmConfig()
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# No additional config given, check the default value here.
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ascend_config = init_ascend_config(test_vllm_config)
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self.assertFalse(ascend_config.multistream_overlap_shared_expert)
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self.assertFalse(ascend_config.enable_kv_nz)
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ascend_compilation_config = ascend_config.ascend_compilation_config
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self.assertTrue(ascend_compilation_config.fuse_norm_quant)
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ascend_fusion_config = ascend_config.ascend_fusion_config
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self.assertTrue(ascend_fusion_config.fusion_ops_gmmswigluquant)
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@_clean_up_ascend_config
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def test_init_ascend_config_with_additional_config(self):
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test_vllm_config = VllmConfig()
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test_vllm_config.additional_config = {
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"ascend_compilation_config": {
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"fuse_norm_quant": False,
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},
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"ascend_fusion_config": {
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"fusion_ops_gmmswigluquant": False,
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},
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"multistream_overlap_shared_expert": True,
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"eplb_config": {
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"num_redundant_experts": 2
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},
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"refresh": True,
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"enable_kv_nz": False
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}
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ascend_config = init_ascend_config(test_vllm_config)
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self.assertEqual(ascend_config.eplb_config.num_redundant_experts, 2)
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self.assertTrue(ascend_config.multistream_overlap_shared_expert)
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self.assertFalse(ascend_config.enable_npugraph_ex)
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ascend_compilation_config = ascend_config.ascend_compilation_config
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self.assertFalse(ascend_compilation_config.fuse_norm_quant)
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self.assertFalse(ascend_config.enable_kv_nz)
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ascend_fusion_config = ascend_config.ascend_fusion_config
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self.assertFalse(ascend_fusion_config.fusion_ops_gmmswigluquant)
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@_clean_up_ascend_config
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def test_init_ascend_config_enable_npugraph_ex(self):
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test_vllm_config = VllmConfig()
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test_vllm_config.additional_config = {
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"enable_npugraph_ex": True,
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"refresh": True,
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}
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ascend_config = init_ascend_config(test_vllm_config)
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self.assertTrue(ascend_config.enable_npugraph_ex)
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@_clean_up_ascend_config
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def test_get_ascend_config(self):
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test_vllm_config = VllmConfig()
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ascend_config = init_ascend_config(test_vllm_config)
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self.assertEqual(get_ascend_config(), ascend_config)
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@_clean_up_ascend_config
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def test_get_ascend_config_without_init(self):
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with self.assertRaises(RuntimeError):
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get_ascend_config()
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@_clean_up_ascend_config
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def test_clear_ascend_config(self):
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test_vllm_config = VllmConfig()
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ascend_config = init_ascend_config(test_vllm_config)
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self.assertEqual(get_ascend_config(), ascend_config)
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clear_ascend_config()
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with self.assertRaises(RuntimeError):
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get_ascend_config()
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