1de805ce0a
### What this PR does / why we need it?
During the prefill phase of Qwen3-Next and Qwen3.5, the
`torch.ops._C_ascend.causal_conv1d_fn` operator exhibits significant
performance bottlenecks. To address this, we have re-implemented the
optimization using `torch.ops._C_ascend.npu_causal_conv1d_custom`.
### Does this PR introduce _any_ user-facing change?
no
### How was this patch tested?
1 accuracy test
```
[2026-03-20 16:44:22,961] [ais_bench] [INFO] Start launch task state board ...
+-----------------------------+-----------+------------+-------------+----------+-------------------------------------------+---------------------+
| Task Name | Process | Progress | Time Cost | Status | Log Path | Extend Parameters |
+=============================+===========+============+=============+==========+===========================================+=====================+
| vllm-api-general-chat/gsm8k | 2918978 | NA | 0:00:01 | finish | logs/eval/vllm-api-general-chat/gsm8k.out | None |
+-----------------------------+-----------+------------+-------------+----------+-------------------------------------------+---------------------+
[2026-03-20 16:44:34,284] [ais_bench] [INFO] Evaluation tasks completed.
[2026-03-20 16:44:34,287] [ais_bench] [INFO] Summarizing evaluation results...
dataset version metric mode vllm-api-general-chat
--------- --------- -------- ------ -----------------------
gsm8k 271d0b accuracy gen 96.21
```
2 ut modify test
`pytest -sv
/home/c30006096/vllm-ascend/tests/e2e/nightly/single_node/ops/singlecard_ops/triton/test_causal_conv1d.py::test_ascend_causal_conv1d`
- vLLM version: v0.17.0
- vLLM main:
8b6325758c
Signed-off-by: wenba0 <3054239545@qq.com>
Signed-off-by: jiaojiao <56385650+wenba0@users.noreply.github.com>
93 lines
3.3 KiB
C++
93 lines
3.3 KiB
C++
/**
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* This program is free software, you can redistribute it and/or modify it.
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* Copyright (c) 2025 Huawei Technologies Co., Ltd.
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* This file is a part of the CANN Open Software.
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* Licensed under CANN Open Software License Agreement Version 2.0 (the "License").
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* Please refer to the License for details. You may not use this file except in compliance with the License.
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* THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED, INCLUDING
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* BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
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* See LICENSE in the root of the software repository for the full text of the License.
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*/
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/*!
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* \file causal_conv1d_def.cpp
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* \brief
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*/
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#include "register/op_def_registry.h"
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namespace ops {
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class CausalConv1d : public OpDef {
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public:
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explicit CausalConv1d(const char* name) : OpDef(name)
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{
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this->Input("x")
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.ParamType(REQUIRED)
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.DataType({ge::DT_FLOAT16, ge::DT_BF16})
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.FormatList({ge::FORMAT_ND})
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.AutoContiguous();
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this->Input("weight")
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.ParamType(REQUIRED)
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.DataType({ge::DT_FLOAT16, ge::DT_BF16})
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.FormatList({ge::FORMAT_ND})
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.AutoContiguous();
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this->Input("bias")
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.ParamType(OPTIONAL)
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.DataType({ge::DT_FLOAT16, ge::DT_BF16})
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.FormatList({ge::FORMAT_ND})
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.AutoContiguous();
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this->Input("convStates")
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.ParamType(REQUIRED)
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.DataType({ge::DT_FLOAT16, ge::DT_BF16})
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.FormatList({ge::FORMAT_ND})
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.AutoContiguous();
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this->Input("queryStartLoc")
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.ParamType(OPTIONAL)
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.DataTypeList({ge::DT_INT64})
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.FormatList({ge::FORMAT_ND})
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.ValueDepend(OPTIONAL)
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.AutoContiguous();
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this->Input("cacheIndices")
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.ParamType(OPTIONAL)
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.DataTypeList({ge::DT_INT64})
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.FormatList({ge::FORMAT_ND})
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.ValueDepend(OPTIONAL)
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.AutoContiguous();
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this->Input("initialStateMode")
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.ParamType(OPTIONAL)
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.DataTypeList({ge::DT_INT64})
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.FormatList({ge::FORMAT_ND})
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.ValueDepend(OPTIONAL)
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.AutoContiguous();
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this->Input("numAcceptedTokens")
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.ParamType(OPTIONAL)
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.DataTypeList({ge::DT_INT64})
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.FormatList({ge::FORMAT_ND})
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.ValueDepend(OPTIONAL)
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.AutoContiguous();
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this->Output("y")
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.ParamType(REQUIRED)
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.DataType({ge::DT_FLOAT16, ge::DT_BF16})
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.FormatList({ge::FORMAT_ND})
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.AutoContiguous();
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this->Attr("activationMode").AttrType(OPTIONAL).Int(0);
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this->Attr("padSlotId").AttrType(OPTIONAL).Int(-1);
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this->Attr("runMode").AttrType(OPTIONAL).Int(0);
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OpAICoreConfig aicoreConfig;
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aicoreConfig.DynamicCompileStaticFlag(true)
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.DynamicFormatFlag(false)
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.DynamicRankSupportFlag(true)
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.DynamicShapeSupportFlag(true)
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.NeedCheckSupportFlag(false)
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.PrecisionReduceFlag(true)
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.ExtendCfgInfo("coreType.value", "AiCore");
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this->AICore().AddConfig("ascend910b", aicoreConfig);
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this->AICore().AddConfig("ascend910_93", aicoreConfig);
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}
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};
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OP_ADD(CausalConv1d);
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} // namespace ops
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