### What this PR does / why we need it? This PR introduces support for adding custom CANN `aclnn` ops to `vllm-ascend`, allowing users to define and use their own custom operators. Key changes include: - Building and installing custom ops into the `vllm-ascend`-specified directory - Binding the `aclnn` op interface to the `torch.ops._C_ascend` module - Enabling invocation of these ops within `vllm-ascend` This PR includes a sample custom op: `aclnnGroupedMatmulSwigluQuantWeightNzTensorList`, which is adapted from the CANN operator [`aclnnGroupedMatmulSwigluQuantWeightNZ`](https://www.hiascend.com/document/detail/zh/canncommercial/83RC1/API/aolapi/context/aclnnGroupedMatmulSwigluQuantWeightNZ.md). Its input parameters `weight` and `weight_scale` now accept `list[torch.Tensor]` (i.e., `at::TensorList`). ### Does this PR introduce _any_ user-facing change? No. - vLLM version: v0.11.2 --------- Signed-off-by: QianChenxi <chenxi.qian.cq@outlook.com>
163 lines
5.8 KiB
C++
163 lines
5.8 KiB
C++
/**
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* Copyright (c) 2023-2024 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 1.0 (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,
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* INCLUDING 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 tiling_templates_registry.h
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* \brief
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*/
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#pragma once
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#include <map>
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#include <string>
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#include <memory>
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#include <exe_graph/runtime/tiling_context.h>
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#include "tiling/tiling_base.h"
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#include "log/ops_log.h"
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#include "error/ops_error.h"
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namespace optiling {
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template <typename T> std::unique_ptr<TilingBaseClass> TILING_CLASS(gert::TilingContext *context)
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{
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return std::unique_ptr<T>(new (std::nothrow) T(context));
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}
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using TilingClassCase = std::unique_ptr<TilingBaseClass> (*)(gert::TilingContext *);
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class TilingCases {
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public:
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explicit TilingCases(std::string op_type) : op_type_(std::move(op_type))
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{
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}
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template <typename T> void AddTiling(int32_t priority)
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{
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OPS_ERR_IF(cases_.find(priority) != cases_.end(),
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OPS_REPORT_VECTOR_INNER_ERR(op_type_, "There are duplicate registrations."), return);
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cases_[priority] = TILING_CLASS<T>;
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OPS_ERR_IF(
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cases_[priority] == nullptr,
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OPS_REPORT_VECTOR_INNER_ERR(op_type_, "Register op tiling func failed, please check the class name."),
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return);
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}
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const std::map<int32_t, TilingClassCase> &GetTilingCases()
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{
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return cases_;
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}
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private:
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std::map<int32_t, TilingClassCase> cases_;
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const std::string op_type_;
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};
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class TilingRegistry {
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public:
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TilingRegistry() = default;
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#ifdef ASCENDC_OP_TEST
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static TilingRegistry &GetInstance();
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#else
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static TilingRegistry &GetInstance()
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{
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static TilingRegistry registry_impl_;
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return registry_impl_;
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}
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#endif
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std::shared_ptr<TilingCases> RegisterOp(const std::string &op_type)
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{
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if (registry_map_.find(op_type) == registry_map_.end()) {
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registry_map_[op_type] = std::shared_ptr<TilingCases>(new (std::nothrow) TilingCases(op_type));
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}
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OPS_ERR_IF(registry_map_[op_type] == nullptr,
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OPS_REPORT_VECTOR_INNER_ERR(op_type, "Register tiling func failed, please check the class name."),
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return nullptr);
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return registry_map_[op_type];
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}
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ge::graphStatus DoTilingImpl(gert::TilingContext *context)
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{
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const char *op_type = context->GetNodeType();
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auto tilingTemplateRegistryMap = GetTilingTemplates(op_type);
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for (auto it = tilingTemplateRegistryMap.begin(); it != tilingTemplateRegistryMap.end(); ++it) {
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auto tilingTemplate = it->second(context);
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if (tilingTemplate != nullptr) {
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ge::graphStatus status = tilingTemplate->DoTiling();
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if (status != ge::GRAPH_PARAM_INVALID) {
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OPS_LOG_D(context, "Do general op tiling success priority=%d", it->first);
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return status;
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}
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OPS_LOG_D(context, "Ignore general op tiling priority=%d", it->first);
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}
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}
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OPS_REPORT_VECTOR_INNER_ERR(op_type, "Do op tiling failed, no valid template is found.");
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return ge::GRAPH_FAILED;
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}
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ge::graphStatus DoTilingImpl(gert::TilingContext *context, const std::vector<int32_t> &priorities)
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{
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const char *op_type = context->GetNodeType();
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auto tilingTemplateRegistryMap = GetTilingTemplates(op_type);
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for (auto priorityId : priorities) {
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auto templateFunc = tilingTemplateRegistryMap[priorityId](context);
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if (templateFunc != nullptr) {
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ge::graphStatus status = templateFunc->DoTiling();
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if (status == ge::GRAPH_SUCCESS) {
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OPS_LOG_D(context, "Do general op tiling success priority=%d", priorityId);
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return status;
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}
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OPS_LOG_D(context, "Ignore general op tiling priority=%d", priorityId);
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}
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}
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return ge::GRAPH_FAILED;
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}
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const std::map<int32_t, TilingClassCase> &GetTilingTemplates(const std::string &op_type)
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{
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OPS_ERR_IF(registry_map_.find(op_type) == registry_map_.end(),
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OPS_REPORT_VECTOR_INNER_ERR(op_type, "Get op tiling func failed, please check the op name."),
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return empty_tiling_case_);
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return registry_map_[op_type]->GetTilingCases();
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}
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private:
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std::map<std::string, std::shared_ptr<TilingCases>> registry_map_;
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const std::map<int32_t, TilingClassCase> empty_tiling_case_ {};
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};
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class Register {
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public:
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explicit Register(std::string op_type) : op_type_(std::move(op_type))
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{
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}
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template <typename T> Register &tiling(int32_t priority)
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{
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auto tilingCases = TilingRegistry::GetInstance().RegisterOp(op_type_);
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OPS_ERR_IF(tilingCases == nullptr,
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OPS_REPORT_VECTOR_INNER_ERR(op_type_, "Register op tiling failed, please the op name."),
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return *this);
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tilingCases->AddTiling<T>(priority);
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return *this;
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}
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private:
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const std::string op_type_;
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};
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// op_type: 算子名称, class_name: 注册的 tiling 类,
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// priority: tiling 类的优先级, 越小表示优先级越高, 即被选中的概率越大
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#define REGISTER_TILING_TEMPLATE(op_type, class_name, priority) \
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static Register VAR_UNUSED##op_type_##class_name##priority_register = Register(op_type).tiling<class_name>(priority)
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} // namespace optiling
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