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										 |  |  | // | 
					
						
							|  |  |  | //  MetalGridSample.mm | 
					
						
							|  |  |  | //  MNN | 
					
						
							|  |  |  | // | 
					
						
							|  |  |  | //  Created by MNN on 2021/03/24. | 
					
						
							|  |  |  | //  Copyright © 2018, Alibaba Group Holding Limited | 
					
						
							|  |  |  | // | 
					
						
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							|  |  |  | #import "backend/metal/MetalGridSample.hpp" | 
					
						
							|  |  |  | #import "backend/metal/MNNMetalContext.h" | 
					
						
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							|  |  |  | #if MNN_METAL_ENABLED | 
					
						
							|  |  |  | namespace MNN { | 
					
						
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							|  |  |  | MetalGridSample::MetalGridSample(Backend *backend, const GridSample *gridSample) | 
					
						
							|  |  |  |         : Execution(backend) { | 
					
						
							|  |  |  |     mMode = gridSample->mode(); | 
					
						
							|  |  |  |     mPaddingMode = gridSample->paddingMode(); | 
					
						
							|  |  |  |     mAlignCorners = gridSample->alignCorners(); | 
					
						
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							|  |  |  |     auto metal_backend = static_cast<MetalBackend *>(this->backend()); | 
					
						
							|  |  |  |     auto context = (__bridge MNNMetalContext *)metal_backend->context(); | 
					
						
							|  |  |  |     mParams = [context newDeviceBuffer:9*sizeof(int) access:CPUWriteOnly]; | 
					
						
							|  |  |  | } | 
					
						
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							|  |  |  | ErrorCode MetalGridSample::onResize(const std::vector<Tensor *> &inputs, | 
					
						
							|  |  |  |                                     const std::vector<Tensor *> &outputs) { | 
					
						
							|  |  |  |     auto inputTensor = inputs[0]; | 
					
						
							|  |  |  |     auto outputTensor = outputs[0]; | 
					
						
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							|  |  |  |     ((int *)mParams.contents)[0] = inputTensor->batch();//inputTensor->buffer().dim[0].extent; // batches | 
					
						
							|  |  |  |     ((int *)mParams.contents)[1] = inputTensor->channel();//->buffer().dim[1].extent; // channels | 
					
						
							|  |  |  |     ((int *)mParams.contents)[2] = inputTensor->height();//buffer().dim[2].extent; // inH | 
					
						
							|  |  |  |     ((int *)mParams.contents)[3] = inputTensor->width();//buffer().dim[3].extent; // inW | 
					
						
							|  |  |  |     ((int *)mParams.contents)[4] = outputTensor->height();//->buffer().dim[2].extent; // outH | 
					
						
							|  |  |  |     ((int *)mParams.contents)[5] = outputTensor->width();//->buffer().dim[3].extent; // outW | 
					
						
							|  |  |  |     ((int *)mParams.contents)[6] = mMode; | 
					
						
							|  |  |  |     ((int *)mParams.contents)[7] = mPaddingMode; | 
					
						
							|  |  |  |     ((int *)mParams.contents)[8] = mAlignCorners; | 
					
						
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							|  |  |  |     auto backend = static_cast<MetalBackend *>(this->backend()); | 
					
						
							|  |  |  |     auto context = (__bridge MNNMetalContext *)backend->context(); | 
					
						
							|  |  |  |     mPipeline = [context pipelineWithName:@"grid_sample"]; | 
					
						
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							|  |  |  |     int batches = ((int *)mParams.contents)[0]; | 
					
						
							|  |  |  |     int channels = ((int *)mParams.contents)[1]; | 
					
						
							|  |  |  |     int outH = ((int *)mParams.contents)[4]; | 
					
						
							|  |  |  |     int outW = ((int *)mParams.contents)[5]; | 
					
						
							|  |  |  |     mThreads = [context computeBestGroupAndLocal:mPipeline threads:MTLSizeMake(outW, outH, batches)]; | 
					
						
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							|  |  |  |     //printf("re:%d %d %d, %d %d %d, %d %d\n", mThreads.first.width, mThreads.first.height, mThreads.first.depth, mThreads.second.width, mThreads.second.height, mThreads.second.depth, ((int *)mParams.contents)[3], ((int *)mParams.contents)[2]); | 
					
						
							|  |  |  |     return NO_ERROR; | 
					
						
							|  |  |  | } | 
					
						
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							|  |  |  | ErrorCode MetalGridSample::onExecute(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) { | 
					
						
							|  |  |  |     auto backend = static_cast<MetalBackend *>(this->backend()); | 
					
						
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										 |  |  |     if(backend->isCommandEncoderSet()) { | 
					
						
							|  |  |  |         return NO_ERROR; | 
					
						
							|  |  |  |     } | 
					
						
							|  |  |  |      | 
					
						
							|  |  |  |     auto func = [=](){ | 
					
						
							|  |  |  |         auto encoder = backend->encoder(); | 
					
						
							|  |  |  |         [encoder setComputePipelineState:mPipeline]; | 
					
						
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										 |  |  |         [encoder setBuffer:(id<MTLBuffer>)((MetalRuntimeAllocator::MetalBufferAlloc *)inputs[0]->deviceId())->getBuffer() offset:TensorUtils::getDescribe(inputs[0])->extra.offset atIndex:0]; | 
					
						
							|  |  |  |         [encoder setBuffer:(id<MTLBuffer>)((MetalRuntimeAllocator::MetalBufferAlloc *)inputs[1]->deviceId())->getBuffer() offset:TensorUtils::getDescribe(inputs[1])->extra.offset atIndex:1]; | 
					
						
							|  |  |  |         [encoder setBuffer:(id<MTLBuffer>)((MetalRuntimeAllocator::MetalBufferAlloc *)outputs[0]->deviceId())->getBuffer() offset:TensorUtils::getDescribe(outputs[0])->extra.offset atIndex:2]; | 
					
						
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										 |  |  |         [encoder setBuffer:mParams offset:0 atIndex:3]; | 
					
						
							|  |  |  |         [encoder dispatchThreadgroups:mThreads.first threadsPerThreadgroup:mThreads.second]; | 
					
						
							|  |  |  |          | 
					
						
							|  |  |  |         auto context = (__bridge MNNMetalContext *)backend->context(); | 
					
						
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										 |  |  |         if(backend->isCmdBufferCommit()) { | 
					
						
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										 |  |  |             backend->flushEncoder(); | 
					
						
							|  |  |  |             [context commit_net]; | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |     }; | 
					
						
							|  |  |  |     func(); | 
					
						
							|  |  |  |     backend->addOpEncoder(func); | 
					
						
							|  |  |  |      | 
					
						
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										 |  |  |     return NO_ERROR; | 
					
						
							|  |  |  | } | 
					
						
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							|  |  |  | class MetalGridSampleCreator : public MetalBackend::Creator { | 
					
						
							|  |  |  | public: | 
					
						
							|  |  |  |     virtual Execution *onCreate(const std::vector<Tensor *> &inputs, const MNN::Op *op, | 
					
						
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										 |  |  |                                 Backend *backend, const std::vector<Tensor *>& outputs) const override { | 
					
						
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										 |  |  |         return new MetalGridSample(backend, op->main_as_GridSample()); | 
					
						
							|  |  |  |     } | 
					
						
							|  |  |  | }; | 
					
						
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							|  |  |  | REGISTER_METAL_OP_CREATOR(MetalGridSampleCreator, OpType_GridSample); | 
					
						
							|  |  |  | } // namespace MNN | 
					
						
							|  |  |  | #endif /* MNN_METAL_ENABLED */ |