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											2019-04-17 10:49:11 +08:00
										 |  |  | //
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							|  |  |  | //  ShapeBinaryOp.cpp
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							|  |  |  | //  MNN
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							|  |  |  | //
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							|  |  |  | //  Created by MNN on 2019/01/10.
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							|  |  |  | //  Copyright © 2018, Alibaba Group Holding Limited
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							|  |  |  | //
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											2020-11-05 16:41:56 +08:00
										 |  |  | #include "shape/SizeComputer.hpp"
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							| 
									
										
										
										
											2019-12-27 22:16:57 +08:00
										 |  |  | #include "core/Macro.h"
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											2020-02-26 17:13:46 +08:00
										 |  |  | #include <vector>
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										 |  |  | namespace MNN { | 
					
						
							|  |  |  | class BinaryOpComputer : public SizeComputer { | 
					
						
							|  |  |  | public: | 
					
						
							| 
									
										
										
											
												- dynamic computation graph (beta)
	- add supports (/express)
	- add tests
	- add benchmarks with it (/benchmark/exprModels)
- Python
	- MNN engine and tools were submitted to pip
	- available on Windows/macOS/Linux
- Engine/Converter
	- add supports for each op benchmarking
	- refactor optimizer by separating steps
- CPU
	- add supports for Conv3D, Pool3D, ELU, ReverseSequence
	- fix ArgMax, Permute, Scale, BinaryOp, Slice, SliceTf
- OpenCL
	- add half transform in CPU
	- add broadcast supports for binary
	- optimize Conv2D, Reshape, Eltwise, Gemm, etc.
- OpenGL
	- add sub, real div supports for binary
	- add supports for unary
	- optimize Conv2D, Reshape
- Vulkan
	- add max supports for eltwise
- Metal
	- fix metallib missing problem
- Train/Quantization
	- use express to refactor training codes
											
										 
											2019-09-26 21:02:07 +08:00
										 |  |  |     static bool outputBool(int operation) { | 
					
						
							|  |  |  |         if (operation == BinaryOpOperation_GREATER_EQUAL) { | 
					
						
							|  |  |  |             return true; | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |         if (operation == BinaryOpOperation_GREATER) { | 
					
						
							|  |  |  |             return true; | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |         if (operation == BinaryOpOperation_LESS) { | 
					
						
							|  |  |  |             return true; | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |         if (operation == BinaryOpOperation_LESS_EQUAL) { | 
					
						
							|  |  |  |             return true; | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |         if (operation == BinaryOpOperation_EQUAL) { | 
					
						
							|  |  |  |             return true; | 
					
						
							|  |  |  |         } | 
					
						
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											2020-11-05 16:41:56 +08:00
										 |  |  |         if (operation == BinaryOpOperation_NOTEQUAL) { | 
					
						
							|  |  |  |             return true; | 
					
						
							|  |  |  |         } | 
					
						
							| 
									
										
										
											
												- dynamic computation graph (beta)
	- add supports (/express)
	- add tests
	- add benchmarks with it (/benchmark/exprModels)
- Python
	- MNN engine and tools were submitted to pip
	- available on Windows/macOS/Linux
- Engine/Converter
	- add supports for each op benchmarking
	- refactor optimizer by separating steps
- CPU
	- add supports for Conv3D, Pool3D, ELU, ReverseSequence
	- fix ArgMax, Permute, Scale, BinaryOp, Slice, SliceTf
- OpenCL
	- add half transform in CPU
	- add broadcast supports for binary
	- optimize Conv2D, Reshape, Eltwise, Gemm, etc.
- OpenGL
	- add sub, real div supports for binary
	- add supports for unary
	- optimize Conv2D, Reshape
- Vulkan
	- add max supports for eltwise
- Metal
	- fix metallib missing problem
- Train/Quantization
	- use express to refactor training codes
											
										 
											2019-09-26 21:02:07 +08:00
										 |  |  |         return false; | 
					
						
							|  |  |  |     } | 
					
						
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											2019-08-15 17:30:39 +08:00
										 |  |  |     virtual bool onComputeSize(const Op* op, const std::vector<Tensor*>& inputs, | 
					
						
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											2019-04-17 10:49:11 +08:00
										 |  |  |                                const std::vector<Tensor*>& outputs) const override { | 
					
						
							|  |  |  |         MNN_ASSERT(2 == inputs.size()); | 
					
						
							|  |  |  |         MNN_ASSERT(1 == outputs.size()); | 
					
						
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											2019-08-15 17:30:39 +08:00
										 |  |  |         // set output type & format
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							|  |  |  |         auto input0 = inputs[0], input1 = inputs[1], output = outputs[0]; | 
					
						
							|  |  |  |         auto &buffer = output->buffer(); | 
					
						
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											2019-04-17 10:49:11 +08:00
										 |  |  |         const auto opType = op->main_as_BinaryOp()->opType(); | 
					
						
							| 
									
										
										
											
												- dynamic computation graph (beta)
	- add supports (/express)
	- add tests
	- add benchmarks with it (/benchmark/exprModels)
- Python
	- MNN engine and tools were submitted to pip
	- available on Windows/macOS/Linux
- Engine/Converter
	- add supports for each op benchmarking
	- refactor optimizer by separating steps
- CPU
	- add supports for Conv3D, Pool3D, ELU, ReverseSequence
	- fix ArgMax, Permute, Scale, BinaryOp, Slice, SliceTf
- OpenCL
	- add half transform in CPU
	- add broadcast supports for binary
	- optimize Conv2D, Reshape, Eltwise, Gemm, etc.
- OpenGL
	- add sub, real div supports for binary
	- add supports for unary
	- optimize Conv2D, Reshape
- Vulkan
	- add max supports for eltwise
- Metal
	- fix metallib missing problem
- Train/Quantization
	- use express to refactor training codes
											
										 
											2019-09-26 21:02:07 +08:00
										 |  |  |         if (outputBool(opType)) { | 
					
						
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											2019-08-15 17:30:39 +08:00
										 |  |  |             buffer.type = halide_type_of<int32_t>(); | 
					
						
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											2019-04-17 10:49:11 +08:00
										 |  |  |         } else { | 
					
						
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											2019-08-15 17:30:39 +08:00
										 |  |  |             buffer.type = input0->getType(); | 
					
						
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											2019-04-17 10:49:11 +08:00
										 |  |  |         } | 
					
						
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											2022-06-10 10:39:50 +08:00
										 |  |  | 
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											2020-02-26 09:57:17 +08:00
										 |  |  |         if (input0->getType().code != input1->getType().code) { | 
					
						
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											2022-06-10 10:39:50 +08:00
										 |  |  |             MNN_PRINT("Error for binary op: input0's type != input1's type, %d != %d, optype:%d, ", input0->getType().code, input1->getType().code, opType); | 
					
						
							|  |  |  |             if (nullptr != op->name()) { | 
					
						
							|  |  |  |                 MNN_PRINT("op name: %s", op->name()->c_str()); | 
					
						
							|  |  |  |             } | 
					
						
							|  |  |  |             MNN_PRINT("\n"); | 
					
						
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											2020-02-26 09:57:17 +08:00
										 |  |  |             return false; | 
					
						
							|  |  |  |         } | 
					
						
							| 
									
										
										
										
											2021-04-08 15:34:23 +08:00
										 |  |  | 
 | 
					
						
							| 
									
										
										
											
												- dynamic computation graph (beta)
	- add supports (/express)
	- add tests
	- add benchmarks with it (/benchmark/exprModels)
- Python
	- MNN engine and tools were submitted to pip
	- available on Windows/macOS/Linux
- Engine/Converter
	- add supports for each op benchmarking
	- refactor optimizer by separating steps
- CPU
	- add supports for Conv3D, Pool3D, ELU, ReverseSequence
	- fix ArgMax, Permute, Scale, BinaryOp, Slice, SliceTf
- OpenCL
	- add half transform in CPU
	- add broadcast supports for binary
	- optimize Conv2D, Reshape, Eltwise, Gemm, etc.
- OpenGL
	- add sub, real div supports for binary
	- add supports for unary
	- optimize Conv2D, Reshape
- Vulkan
	- add max supports for eltwise
- Metal
	- fix metallib missing problem
- Train/Quantization
	- use express to refactor training codes
											
										 
											2019-09-26 21:02:07 +08:00
										 |  |  |         if (input0->dimensions() < input1->dimensions()) { | 
					
						
							|  |  |  |             auto temp = input0; | 
					
						
							|  |  |  |             input0 = input1; | 
					
						
							|  |  |  |             input1 = temp; | 
					
						
							|  |  |  |         } | 
					
						
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											2020-02-26 09:57:17 +08:00
										 |  |  |         TensorUtils::getDescribe(output)->dimensionFormat = TensorUtils::getDescribe(input0)->dimensionFormat; | 
					
						
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											2021-04-08 15:34:23 +08:00
										 |  |  |         return SizeComputer::computeBroadCastDims(op, inputs, outputs); | 
					
						
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											2019-04-17 10:49:11 +08:00
										 |  |  |     } | 
					
						
							|  |  |  | }; | 
					
						
							|  |  |  | 
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							|  |  |  | REGISTER_SHAPE(BinaryOpComputer, OpType_BinaryOp); | 
					
						
							|  |  |  | } // namespace MNN
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