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Initial PR for VSINPU execution provider (microsoft#20903)
### Description <!-- Describe your changes. --> -It is an initial PR for VSINPU execution provider ### Motivation and Context <!-- - Why is this change required? What problem does it solve? - If it fixes an open issue, please link to the issue here. --> - For support VeriSilicon hardware - TIM-VX(Tensor Interface Module) (https://github.com/VeriSilicon/TIM-VX) is an integrated software solution by Verisilicon for our hardware(A311D/i.MX 8M Plus etc.) design, it is easy to use Verisilicon’s hardware by simply connecting onnxruntime with the TIM-VX API by this VSINPU execution provider.
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34 changes: 34 additions & 0 deletions
34
include/onnxruntime/core/providers/vsinpu/vsinpu_provider_factory.h
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,34 @@ | ||
| /**************************************************************************** | ||
| * | ||
| * Copyright (c) 2023 Vivante Corporation | ||
| * | ||
| * Permission is hereby granted, free of charge, to any person obtaining a | ||
| * copy of this software and associated documentation files (the "Software"), | ||
| * to deal in the Software without restriction, including without limitation | ||
| * the rights to use, copy, modify, merge, publish, distribute, sublicense, | ||
| * and/or sell copies of the Software, and to permit persons to whom the | ||
| * Software is furnished to do so, subject to the following conditions: | ||
| * | ||
| * The above copyright notice and this permission notice shall be included in | ||
| * all copies or substantial portions of the Software. | ||
| * | ||
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING | ||
| * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER | ||
| * DEALINGS IN THE SOFTWARE. | ||
| * | ||
| *****************************************************************************/ | ||
| #include "onnxruntime_c_api.h" | ||
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| #ifdef __cplusplus | ||
| extern "C" { | ||
| #endif | ||
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| ORT_API_STATUS(OrtSessionOptionsAppendExecutionProvider_VSINPU, _In_ OrtSessionOptions* options); | ||
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| #ifdef __cplusplus | ||
| } | ||
| #endif |
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130 changes: 130 additions & 0 deletions
130
onnxruntime/core/providers/vsinpu/builders/impl/activation_op_builder.h
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,130 @@ | ||
| /**************************************************************************** | ||
| * | ||
| * Copyright (c) 2023 Vivante Corporation | ||
| * | ||
| * Permission is hereby granted, free of charge, to any person obtaining a | ||
| * copy of this software and associated documentation files (the "Software"), | ||
| * to deal in the Software without restriction, including without limitation | ||
| * the rights to use, copy, modify, merge, publish, distribute, sublicense, | ||
| * and/or sell copies of the Software, and to permit persons to whom the | ||
| * Software is furnished to do so, subject to the following conditions: | ||
| * | ||
| * The above copyright notice and this permission notice shall be included in | ||
| * all copies or substantial portions of the Software. | ||
| * | ||
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING | ||
| * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER | ||
| * DEALINGS IN THE SOFTWARE. | ||
| * | ||
| *****************************************************************************/ | ||
| #include <memory> | ||
| #include <vector> | ||
| #include <utility> | ||
| #include "core/providers/shared/utils/utils.h" | ||
| #include "core/providers/vsinpu/builders/impl/base_op_builder.h" | ||
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| namespace onnxruntime { | ||
| namespace vsi { | ||
| namespace npu { | ||
| class ReluOpBuilder : public BaseOpBuilder { | ||
| public: | ||
| bool HandleBuildOp(vsi::npu::GraphEP* graph_ep, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& inputs, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& outputs, | ||
| const NodeUnit& node_unit) override { | ||
| LOGS_DEFAULT(VERBOSE) << "Creating Relu Activation."; | ||
| auto op = graph_ep->GetGraph()->CreateOperation<tim::vx::ops::Relu>(); | ||
| (*op).BindInputs(inputs).BindOutputs(outputs); | ||
| graph_ep->GetOps().push_back(std::move(op)); | ||
| return true; | ||
| } | ||
| }; | ||
| class SigmoidOpBuilder : public BaseOpBuilder { | ||
| public: | ||
| bool HandleBuildOp(vsi::npu::GraphEP* graph_ep, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& inputs, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& outputs, | ||
| const NodeUnit& node_unit) override { | ||
| LOGS_DEFAULT(VERBOSE) << "Creating Sigmoid Activation."; | ||
| auto op = graph_ep->GetGraph()->CreateOperation<tim::vx::ops::Sigmoid>(); | ||
| (*op).BindInputs(inputs).BindOutputs(outputs); | ||
| graph_ep->GetOps().push_back(std::move(op)); | ||
| return true; | ||
| } | ||
| }; | ||
| class TanhOpBuilder : public BaseOpBuilder { | ||
| public: | ||
| bool HandleBuildOp(vsi::npu::GraphEP* graph_ep, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& inputs, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& outputs, | ||
| const NodeUnit& node_unit) override { | ||
| LOGS_DEFAULT(VERBOSE) << "Creating Tanh activation."; | ||
| auto op = graph_ep->GetGraph()->CreateOperation<tim::vx::ops::Tanh>(); | ||
| (*op).BindInputs(inputs).BindOutputs(outputs); | ||
| graph_ep->GetOps().push_back(std::move(op)); | ||
| return true; | ||
| } | ||
| }; | ||
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| class LeakyReluOpBuilder : public BaseOpBuilder { | ||
| public: | ||
| bool HandleBuildOp(vsi::npu::GraphEP* graph_ep, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& inputs, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& outputs, | ||
| const NodeUnit& node_unit) override { | ||
| LOGS_DEFAULT(VERBOSE) << "Creating LeakyRelu activation."; | ||
| const auto& node = node_unit.GetNode(); | ||
| NodeAttrHelper helper(node); | ||
| auto alpha = helper.Get("alpha", 1.0f); | ||
| auto op = | ||
| graph_ep->GetGraph()->CreateOperation<tim::vx::ops::LeakyRelu>(alpha); | ||
| (*op).BindInputs(inputs).BindOutputs(outputs); | ||
| graph_ep->GetOps().push_back(std::move(op)); | ||
| return true; | ||
| } | ||
| }; | ||
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| class EluOpBuilder : public BaseOpBuilder { | ||
| public: | ||
| bool HandleBuildOp(vsi::npu::GraphEP* graph_ep, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& inputs, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& outputs, | ||
| const NodeUnit& node_unit) override { | ||
| LOGS_DEFAULT(VERBOSE) << "Creating Elu activation."; | ||
| const auto& node = node_unit.GetNode(); | ||
| NodeAttrHelper helper(node); | ||
| auto alpha = helper.Get("alpha", 1.0f); | ||
| auto op = | ||
| graph_ep->GetGraph()->CreateOperation<tim::vx::ops::LeakyRelu>(alpha); | ||
| (*op).BindInputs(inputs).BindOutputs(outputs); | ||
| graph_ep->GetOps().push_back(std::move(op)); | ||
| return true; | ||
| } | ||
| }; | ||
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| class HardSigmoidOpBuilder : public BaseOpBuilder { | ||
| public: | ||
| bool HandleBuildOp(vsi::npu::GraphEP* graph_ep, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& inputs, | ||
| std::vector<std::shared_ptr<tim::vx::Tensor>>& outputs, | ||
| const NodeUnit& node_unit) override { | ||
| LOGS_DEFAULT(VERBOSE) << "Creating HardSigmoid activation."; | ||
| const auto& node = node_unit.GetNode(); | ||
| NodeAttrHelper helper(node); | ||
| auto alpha = helper.Get("alpha", 1.0f); | ||
| auto beta = helper.Get("beta", 1.0f); | ||
| auto op = graph_ep->GetGraph()->CreateOperation<tim::vx::ops::HardSigmoid>( | ||
| alpha, beta); | ||
| (*op).BindInputs(inputs).BindOutputs(outputs); | ||
| graph_ep->GetOps().push_back(std::move(op)); | ||
| return true; | ||
| } | ||
| }; | ||
| } // namespace npu | ||
|
|
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| } // namespace vsi | ||
| } // namespace onnxruntime |
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