diff --git a/3rd_party/cutlass/include/cutlass/gemm/threadblock/threadblock_swizzle.h b/3rd_party/cutlass/include/cutlass/gemm/threadblock/threadblock_swizzle.h index 7f47a08b4..41b59de84 100644 --- a/3rd_party/cutlass/include/cutlass/gemm/threadblock/threadblock_swizzle.h +++ b/3rd_party/cutlass/include/cutlass/gemm/threadblock/threadblock_swizzle.h @@ -271,7 +271,7 @@ struct GemmBatchedIdentityThreadblockSwizzle { return GemmCoord( (problem_size.m() + tile_size.m() - 1) / tile_size.m(), (problem_size.n() + tile_size.n() - 1) / tile_size.n(), - batch_count % (1 << 16)); + batch_count >= 65536 ? 65535 : batch_count); } /// Computes CUDA grid dimensions given a size in units of logical tiles diff --git a/codegen/opencl/OpenCLTarget.cpp b/codegen/opencl/OpenCLTarget.cpp index ef950d0f1..daae83b49 100644 --- a/codegen/opencl/OpenCLTarget.cpp +++ b/codegen/opencl/OpenCLTarget.cpp @@ -22,6 +22,9 @@ std::string OpenCLTarget::type() { } std::string OpenCLTarget::macro() { return + "#ifdef MNN_SUPPORT_FP16\n" + "#pragma OPENCL EXTENSION cl_khr_fp16 : enable\n" + "#endif\n" "#define OFFSET_CHECK\\\n" "\tconst int c = get_global_id(0), w = get_global_id(1), hb = get_global_id(2);\\\n" "\tif (c >= global_size_dim0 || w >= global_size_dim1 || hb >= global_size_dim2) { return; }\\\n" @@ -113,61 +116,61 @@ std::string OpenCLTarget::codegen(std::vector& inputs, const Comman ss << inpName << "=" << operand << " * " << operand; break; case UnaryOpOperation_ERF: - ss << inpName << "=erf(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(erf(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_ERFC: - ss << inpName << "=erfc(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(erfc(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_SQRT: - ss << inpName << "=sqrt(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(sqrt(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_RSQRT: - ss << inpName << "=rsqrt(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(rsqrt(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_ABS: - ss << inpName << "=fabs(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(fabs(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_SIN: - ss << inpName << "=sin(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(sin(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_COS: - ss << inpName << "=cos(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(cos(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_SIGN: - ss << inpName << "=sign(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(sign(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_EXP: - ss << inpName << "=exp(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(exp(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_NEG: ss << inpName << "=-(" << operand << ")"; break; case UnaryOpOperation_TAN: - ss << inpName << "=tan(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(tan(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_CEIL: - ss << inpName << "=ceil(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(ceil(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_LOG1P: - ss << inpName << "=log1p(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(log1p(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_FLOOR: - ss << inpName << "=floor(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(floor(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_ROUND: - ss << inpName << "=round(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(round(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_SIGMOID: - ss << inpName << "=native_recip((float4)1+native_exp(convert_float4(-" << operand << ")))"; + ss << inpName << "=CONVERT_FLOAT4(native_recip((float4)1+native_exp(convert_float4(-" << operand << "))))"; break; case UnaryOpOperation_TANH: - ss << inpName << "=tanh(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(tanh(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_RECIPROCAL: - ss << inpName << "=native_recip(convert_float4(" << operand << "))"; + ss << inpName << "=CONVERT_FLOAT4(native_recip(convert_float4(" << operand << ")))"; break; case UnaryOpOperation_LOG: - ss << inpName << "=native_log(convert_float4(" << operand << "+(float4)((float)0.0000001)))"; + ss << inpName << "=CONVERT_FLOAT4(native_log(convert_float4(" << operand << ")+(float4)((float)0.0000001)))"; break; default: MNN_ASSERT(false); @@ -198,13 +201,13 @@ std::string OpenCLTarget::codegen(std::vector& inputs, const Comman return ss.str(); } std::string OpenCLTarget::load(const std::string& base, const std::string& offset, const Command* cmd, std::string& inpName) { - return "FLOAT4 " + inpName + "=read_imagef(" + base + ", SAMPLER, " + offset + ")"; + return "FLOAT4 " + inpName + "=RI_F(" + base + ", SAMPLER, " + offset + ")"; } std::string OpenCLTarget::loadscalar(const std::string& base, std::string& inpName) { - return "FLOAT4 " + inpName + "=((float4)read_imagef(" + base + ", SAMPLER, (int2)(0, 0)).x)"; + return "FLOAT4 " + inpName + "=(RI_F(" + base + ", SAMPLER, (int2)(0, 0)).x)"; } std::string OpenCLTarget::store(const std::string base, const std::string& offset, const std::string& data) { - return "write_imagef(" + base + ", " + offset + ", " + data + ");\n"; + return "WI_F(" + base + ", " + offset + ", " + data + ");\n"; } std::string OpenCLTarget::proto(const std::string& name, const std::vector& inputs, const std::vector& outputs, bool hasSingleConvertRaster) { diff --git a/codegen/opencl/OpenCLTarget.hpp b/codegen/opencl/OpenCLTarget.hpp index dd56adad8..21ce0f9db 100644 --- a/codegen/opencl/OpenCLTarget.hpp +++ b/codegen/opencl/OpenCLTarget.hpp @@ -22,7 +22,7 @@ class OpenCLTarget : public Target { std::string store(const std::string base, const std::string& offset, const std::string& data) override; std::string proto(const std::string& name, const std::vector& inputs, const std::vector& outputs, bool hasSingleConvertRaster = false) override; template - std::string numval(T t) { return "((float4)" + std::to_string(t) + ")"; } + std::string numval(T t) { return "((FLOAT4)" + std::to_string(t) + ")"; } }; } diff --git a/docs/inference/python.md b/docs/inference/python.md index b07b8cc1b..799dd01fe 100644 --- a/docs/inference/python.md +++ b/docs/inference/python.md @@ -29,7 +29,59 @@ MNN在C++的基础上，增加了Python扩展。扩展单元包括两个部分 ### MNNTools MNNTools提供目前主要是2个工具，用法可以参考[mnnconvert](../tools/python.html#mnnconvert)和[mnnquant](../tools/python.html#mnnquant) -## 使用Python Session API +## 使用Python Module API +### 数据类型 +Python中的`Module API`与C++中的函数名略有区别，用法相似。主要数据类型如下： +- [_Module](../pymnn/_Module.md) 模型实例 +- [Var](../pymnn/Var.md) 模型的输入输出 +### 推理流程 +基本推理流程如下： +- [创建Module](../pymnn/nn.html#load-module-from-file-file-name-input-names-output-names-dynamic-shape-mutable-rearrange-backend-memory-mode-power-mode-precision-mode) +- 创建输入: 使用`expr`或`numpy`函数创建`Var`即可作为输入 +- [执行推理](../pymnn/_Module.html#forward-input) +- 获取输出: 输出为`Var`类型，可以通过`expr`或`numpy`函数执行后处理 +### 示例 +```python +import MNN.nn as nn +import MNN.cv as cv +import MNN.numpy as np +import MNN.expr as expr + +# 配置执行后端，线程数，精度等信息；key-vlaue请查看API介绍 +config = {} +config['precision'] = 'low' # 当硬件支持（armv8.2）时使用fp16推理 +config['backend'] = 0 # CPU +config['numThread'] = 4 # 线程数 + +rt = nn.create_runtime_manager((config,)) +# 加载模型创建_Module +net = nn.load_module_from_file('mobilenet_v1.mnn', ['data'], ['prob'], runtime_manager=rt) + +# 读取图片 +image = cv.imread('cat.jpg') +# 转换为float32, 形状为[224,224,3] +image = cv.resize(image, (224, 224), mean=[103.94, 116.78, 123.68], norm=[0.017, 0.017, 0.017]) +# 增加batch HWC to NHWC +input_var = np.expand_dims(image, 0) +# NHWC to NC4HW4 +input_var = expr.convert(input_var, expr.NC4HW4) + +# 执行推理 +output_var = net.forward(input_var) + +# NC4HW4 to NHWC +output_var = expr.convert(output_var, expr.NHWC) +# 打印出分类结果, 282为猫 +print("output belong to class: {}".format(np.argmax(output_var))) +# output belong to class: 282 +``` +其他示例可以参考[示例](../pymnn/RuntimeManager.html#example)；也可以参考[示例工程](../start/demo.html#id5)。 + + +## 使用Python Session API *[deprecated]* + +不建议使用该API执行推理，建议使用Module API + ### 数据类型 Python中`Session API`的函数名与用法与C++基本一样。使用的主要数据类型如下： - [Interpreter](../pymnn/Interpreter.md) 解释器，持有模型资源 @@ -118,107 +170,7 @@ print("output belong to class: {}".format(np.argmax(output_var, 1))) # output belong to class: array([282, 385], dtype=int32) ``` 其他示例可以参考[示例](../pymnn/Interpreter.html#example)；也可以参考[示例工程](../start/demo.html#session)。 -## 使用Python Module API -### 数据类型 -Python中的`Module API`与C++中的函数名略有区别，用法相似。主要数据类型如下： -- [_Module](../pymnn/_Module.md) 模型实例 -- [Var](../pymnn/Var.md) 模型的输入输出 -### 推理流程 -基本推理流程如下： -- [创建Module](../pymnn/nn.html#load-module-from-file-file-name-input-names-output-names-dynamic-shape-mutable-rearrange-backend-memory-mode-power-mode-precision-mode) -- 创建输入: 使用`expr`或`numpy`函数创建`Var`即可作为输入 -- [执行推理](../pymnn/_Module.html#forward-input) -- 获取输出: 输出为`Var`类型，可以通过`expr`或`numpy`函数执行后处理 -### 示例 -```python -import MNN.nn as nn -import MNN.cv as cv -import MNN.numpy as np -import MNN.expr as expr - -# 配置执行后端，线程数，精度等信息；key-vlaue请查看API介绍 -config = {} -config['precision'] = 'low' # 当硬件支持（armv8.2）时使用fp16推理 -config['backend'] = 0 # CPU -config['numThread'] = 4 # 线程数 - -rt = nn.create_runtime_manager((config,)) -# 加载模型创建_Module -net = nn.load_module_from_file('mobilenet_v1.mnn', ['data'], ['prob'], runtime_manager=rt) -# 读取图片 -image = cv.imread('cat.jpg') -# 转换为float32, 形状为[224,224,3] -image = cv.resize(image, (224, 224), mean=[103.94, 116.78, 123.68], norm=[0.017, 0.017, 0.017]) -# 增加batch HWC to NHWC -input_var = np.expand_dims(image, 0) -# NHWC to NC4HW4 -input_var = expr.convert(input_var, expr.NC4HW4) - -# 执行推理 -output_var = net.forward(input_var) - -# NC4HW4 to NHWC -output_var = expr.convert(output_var, expr.NHWC) -# 打印出分类结果, 282为猫 -print("output belong to class: {}".format(np.argmax(output_var))) -# output belong to class: 282 -``` -其他示例可以参考[示例](../pymnn/RuntimeManager.html#example)；也可以参考[示例工程](../start/demo.html#id5)。 - -## 使用Python Expr API -### 数据类型 -Python的`Expr API`相比C++在命名和使用方式上略有区别，但是功能一致。主要数据类型如下： -- [Var](../pymnn/Var.md) 表达式计算中的变量 -### 主要用法 -因为`Expr`不仅有模型推理的能力，还具备数值计算的能力。在实际使用中`Expr`被用作构图或者计算的情况更多，实际用来执行模型推理的情况并不多，当`Expr`用作模型推理时的主要流程如下： -- [加载计算图](../pymnn/expr.html#load-as-dict-filename) -- 获取输入输出：直接使用Python中的`dict`的方式获取，如：`net['input']` -- [写入输入数据](../pymnn/Var.html#write-data) -- [读取输出数据](../pymnn/Var.html#read)：读取数据不限于`read`，尝试打印和使用都可能触发读取操作 -### 示例 -`Expr`用作模型推理： -```python -import MNN.cv as cv -import MNN.numpy as np -import MNN.expr as expr - -net = expr.load_as_dict('mobilenet_v1.mnn') -input_var = net['data'] -output_var = net['prob'] - -# 读取图片 -image = cv.imread('cat.jpg') -# 转换为float32, 形状为[224,224,3] -image = cv.resize(image, (224, 224), mean=[103.94, 116.78, 123.68], norm=[0.017, 0.017, 0.017]) -# 增加batch HWC to NHWC -input_data = np.expand_dims(image, 0) -# NHWC to NC4HW4 -input_data = expr.convert(input_data, expr.NC4HW4) - -input_var.write(input_data.read_as_tuple()) - -# 打印出分类结果, 282为猫 -print("output belong to class: {}".format(np.argmax(output_var))) -``` -`Expr`用于数值计算与数据存取： -```python -import MNN.numpy as np -import MNN.expr as expr - -x = expr.range(0., 10., 1.) -y = expr.fill([10], 3.1415) -z = expr.sin(x * y + x / y) -expr.save([z], 'z.mnn') -a = expr.load_as_list('z.mnn')[0] -print(a) -''' -array([ 0. , -0.31288275, 0.59434694, -0.8161286 , 0.955958 , - -0.9997932 , 0.943233 , -0.79195637, 0.561154 , -0.27400237], - dtype=float32) -''' -``` -其他示例可以参考[示例](../pymnn/Var.html#example)；也可以参考[示例工程](../start/demo.html#id5)。 ## 使用cv/numpy API ### 数据类型 Python的`cv`和`numpy`接口，其中`cv`是对C++中`tools/cv`实现的封装；`numpy`则是对`expr`接口的封装；这两个接口主要为了提高MNN的易用性，与`opencv`与`numpy`做到了再接口上的部分兼容，在用法和思路上基本一致。主要数据类型如下： diff --git a/docs/intro/releases.md b/docs/intro/releases.md index d67dcd79f..f26a07b50 100644 --- a/docs/intro/releases.md +++ b/docs/intro/releases.md @@ -1,5 +1,122 @@ # 发布版本 -## 2.4.0 (`Latest`) +## 2.6.0 (`Latest`) +#### 新特性 +- 新增int8量化算子支持： + - Softmax + - Interp + - Binary + - Unary + - Scale +- OpenCL 支持 Loop 算子特定情形； + - BatchMatMul + - Gather +- x86_64支持Gelu-bf16; +- CUDA支持bf16模型推理； +- benchmark 工具支持直接测试模型量化后的性能（不需要先用量化工具量化模型） +- Pymnn Tensor/Var使用Tuple创建时支持混合类型数据； +- 权值量化模型支持低内存推理模式，计算时反量化； +- 支持ChatGLM-6B模型推理内存占用3G； +- 支持构建了ChatGLM-MNN Android app; +#### 优化 +- OpenCL支持高通reocrd queue ，以降低创建 GPU Command Buffer 所需的时间; + Oneplus 9 机型 Benchmark 测试结果如下 + + |Model |unrecord |record | + |-------|---------|-------| + |resnet-v2-50.mnn |21.254 |20.160| + |MobileNetV2_224.mnn |4.853 |4.186| + |mobilenet-v1-1.0.mnn |6.424 |5.315| + |nasnet.mnn |46.751 |20.260| + |SqueezeNetV1.0.mnn |7.35 |6.832| + |squeezenetv1.1.mnn |3.936 |3.693| + |mobilenetV3.mnn |14.201 |6.743| + |inception-v3.mnn |33.111 |32.032| + +- 稀疏卷积内存优化，降低内存占用； +- 减少异构（CPU低精度/GPU）运行 MNN 模型时的常量内存占用； +- CUDA优化int8算子性能； +- 减少Permute几何计算产生的region数量； +- 重新调整ConvolutionInt8及im2col在AVX512-VNNI下的分块大小，提升性能20%-30%； +- X86新增bilinear/nearest sample的SIMD实现，提升ImageProcess性能 50% 左右； +#### Bugfix +- 关联 Github Issue 解决 + - 修复CUDA Raster错误导致输出为0的问题；issue-2333 + - 修复OpenCL Gather算子出错的问题；issue-2424 + - 修复ImageProcess出错的问题；issue-2386 + - OpenCL支持用户选择device id; issue-2343 +- 其他 Bugfix + - CUDA CMakeList对未支持架构增加报错信息； + - testMNNFromOnnx脚本在模型测试正确时不启用DEBUG模式； + - load_module_from_file中的shape_mutable默认改为True（存在子图的模型无法在False情形下运行）； + - MNNConvert使用keepInputFormat选项时，也同时将输出Tensor的format转换为原始格式 + - 修复log记录时设备为空时Crash的情况； + - 修复BinaryOp单元测试在Windows下无法编译的问题； + - 修复MNN_SUPPORT_DEPRECATED_OP宏不控制OptimizedComputer的问题； + - 修复fp16多线程且分块方向为channel时convolution计算出错的问题； + - 修复deconvolutionInt8访存越界的问题； + - 修复TensorArrayWrite几何计算产生zero region的问题； + - 修复CUDA depthwise conv出错的问题； + - 修复一些文档格式、内容的错误； + - 修复多线程下createRuntime和setGlobalConfig出错的问题； + - 修复Vec.hpp中无用代码导致的编译失败问题； + - 修复OpenCL对gpuDevice的assert失败的问题； + - 修复OpenCL bianry mod出错的问题； + - 修复CUDA argmax出错的问题； + - 修复pymnn/example/mnn_numpy_cv_demo.py中形状不对的问题； +## 2.5.0 +#### 新特性 +- MNN OpenCV新增算子： + - erode + - convertMaps + - remap + - adaptiveThreshold + - bilateralFilter + - solve (MNN numpy新增solve) + - normalize + - split + - merge + - addWeight +- 支持Tflite int8量化模型转换到MNN模型； +- ARM CPU支持GELU-bf16 +- CUDA 新增算子： +- GridSampler +- Multi-Input Convolution +- Multi-Input Deconvolution +- CUDA针对多卡推理，支持用户设置运行device_id +- 支持Deconvolution-int8 +- runSession/runSessionWithCallBack函数加锁，避免多线程调用出错 +- 支持非拓扑序ONNX模型转换 +- 支持ONNX多版本Softmax转换 +#### 重构/优化 +- 优化内存分配与回收时机，新增Session +- 简化ONNX Slice算子模型转换 +- Cuda性能优化 +- Argmax针对dim size较大的情况性能优化 +- Softmax在channel较大时性能优化 +- MatMul算子预重排逻辑优化 +- 优化后ChatGLM模型在A10显卡上性能优于Pytorch 2.0 +- OpenCL优化，resnet测试优于OpenVINO +- 使用intel subgroup扩展优化winogard算子，调整数据排布格式与准入条件 +- 根据输入尺寸调整conv2d算子的数据排布格式，使用intel subgroup扩展优化 +- 优化后ResNet18模型在intel UHD Graphics 630显卡上性能优于OpenVINO +- GELU-bf16实现后性能提升 +#### Bugfix +- 关联 Github Issue 解决 + - 修复CPURaster 的 singleConvert 部分情况出错 issue-2264 + - 修复atan2计算错误的问题 + - 修复ONNX dynamic shape转换出错的问题 issue-2276 + - 修复i8mm时Im2col出错的问题 + - 修复CPUConvolutionDepthwise错误的问题 issue-2291 + - 修复CUDA int8编译失败的问题 issue-2321 + - 修复Onnx Loop 算子的 M 和 cond 为optional 时，转换失败的问题 issue-2267 + - 修复Raster中fastblit 中turnPackRegion 部分情况下出错的问题 issue-2337 +- 其他 Bugfix + - 修复 onnx 子图中 identity 被优化导致 输出数和原始子图不一致的问题 + - 修复 Onnx sequense 相关算子转换问题 + - 修复 TensorArrayConcat 计算 newAxis = 1 时的问题（此时为 stack） + - 修复 TensorArray 计算 eleSize 时，axis < 0 时计算出错的问题 + - 修复低精度计算或者 GPU 无法运行 mnn 训练模型的问题 +## 2.4.0 #### 新特性 - NNAPI 支持int8 量化模型； - MNN OpenCL/Metal支持算子在线Fuse与代码生成； diff --git a/docs/pymnn/CVImageProcess.md b/docs/pymnn/CVImageProcess.md index 8fc8d4fe3..9e46557e1 100755 --- a/docs/pymnn/CVImageProcess.md +++ b/docs/pymnn/CVImageProcess.md @@ -1,5 +1,5 @@ -## MNN.CVImageProcess +## MNN.CVImageProcess *[deprecated]* ```python class CVImageProcess @@ -10,6 +10,7 @@ CVImageProcess用于图像处理，该图像处理类提供了一下图像处理 - 图像的仿射变换，类似于`cv2.resize`和`cv2.warpAffine`，通过设置[CVMatrix](CVMatrix.md) 来实现 - 对图像进行归一化，通过设置`mean`和`normal`来实现; `x = (x - mean) / normal` +*不建议使用该接口，请使用[cv](cv.md)代替* --- ### `MNN.CV_ImageFormat_*` 描述图像格式的数据类型，支持RBG,RGBA,BGR,BGRA,GRAY,YUV_NV21类型 diff --git a/docs/pymnn/CVMatrix.md b/docs/pymnn/CVMatrix.md index 5dd74933f..8be1284b8 100755 --- a/docs/pymnn/CVMatrix.md +++ b/docs/pymnn/CVMatrix.md @@ -1,5 +1,5 @@ -## MNN.CVMatrix +## MNN.CVMatrix *[deprecated]* ```python class CVMatrix diff --git a/docs/pymnn/Interpreter.md b/docs/pymnn/Interpreter.md index bbd159143..f09f1e2c1 100755 --- a/docs/pymnn/Interpreter.md +++ b/docs/pymnn/Interpreter.md @@ -1,10 +1,12 @@ -## MNN.Interpreter +## MNN.Interpreter *[deprecated]* ```python class Interpreter ``` Interpreter是MNN V2接口中模型数据的持有者。使用MNN推理时，有两个层级的抽象，分别是解释器Interpreter和会话[Session](Session.md)。 +*不建议使用该接口，请使用[nn](nn.md)代替* + --- ### `Interpreter(model_path)` 加载`.mnn`模型文件创建一个MNN解释器，返回一个解释器对象 diff --git a/docs/pymnn/Session.md b/docs/pymnn/Session.md index b33edc8fb..718c5514d 100755 --- a/docs/pymnn/Session.md +++ b/docs/pymnn/Session.md @@ -1,10 +1,12 @@ -## MNN.Session +## MNN.Session *[deprecated]* ```python class Session ``` Session是MNN V2接口中推理数据的持有者。Session通过[Interpreter](Interpreter.md)创建；多个推理可以共用同一个模型，即，多个Session可以共用一个Interpreter。 +*不建议使用该接口，请使用[nn](nn.md)代替* + --- ### `Session()` 创建一个空Tensor diff --git a/docs/pymnn/Tensor.md b/docs/pymnn/Tensor.md index 983b7fa84..ea597bbeb 100755 --- a/docs/pymnn/Tensor.md +++ b/docs/pymnn/Tensor.md @@ -1,11 +1,13 @@ -## MNN.Tensor +## MNN.Tensor *[deprecated]* ```python class Tensor ``` Tensor是MNN V2接口中的基础数据结构，是最基本的数据封装类型。Tensor存储了数据以及数据类型，形状等诸多信息，用户可以通过Tensor本身的函数获取这些信息。 +*不建议使用该接口，请使用[Var](Var.md)代替* + --- ### `MNN.Halide_Type_*` 描述Tensor的数据类型 diff --git a/docs/pymnn/expr.md b/docs/pymnn/expr.md index 847c22556..27ec00865 100644 --- a/docs/pymnn/expr.md +++ b/docs/pymnn/expr.md @@ -103,45 +103,6 @@ array([0., 1., 2., 3.], dtype=float32) [3., 4.]], dtype=float32)] ``` --- -### `load_as_dict(fileName)` -从文件中加载模型，并将模型转换为计算图，以`dict`的形式返回计算图的所有节点名称和`Var` - -参数： -- `fileName:str` 模型文件路径 - -返回：加载的模型计算图，其`key`为`str`，`value`为`Var` - -返回类型：`dict` - -示例： - -```python ->>> vars = expr.load_as_dict('mobilenet_v1.mnn') ->>> vars.keys() -dict_keys(['conv1', 'conv2_1/dw', 'conv2_1/sep', 'conv2_2/dw', 'conv2_2/sep', 'conv3_1/dw', 'conv3_1/sep', 'conv3_2/dw', 'conv3_2/sep', 'conv4_1/dw', 'conv4_1/sep', 'conv4_2/dw', 'conv4_2/sep', 'conv5_1/dw', 'conv5_1/sep', 'conv5_2/dw', 'conv5_2/sep', 'conv5_3/dw', 'conv5_3/sep', 'conv5_4/dw', 'conv5_4/sep', 'conv5_5/dw', 'conv5_5/sep', 'conv5_6/dw', 'conv5_6/sep', 'conv6/dw', 'conv6/sep', 'data', 'fc7', 'pool6', 'prob']) -``` ---- -### `get_inputs_and_outputs(allVariable)` -获取`dict`形式计算图的输入输出节点，可以在使用V3接口时获取输入输出的信息 - -参数： -- `allVariable:dict` 计算图的`dict`形式，其`key`为`str`，`value`为`Var` - -返回：计算图的输入输出，其中输入输出都为`dict`形式，其`key`为`str`，`value`为`Var` - -返回类型：`(dict, dict)` - -示例： - -```python ->>> vars = expr.load_as_dict('mobilenet_v1.mnn') ->>> inputs, outputs = expr.get_inputs_and_outputs(vars) ->>> inputs.keys() -dict_keys(['data']) ->>> outputs.keys() -dict_keys(['prob']) -``` ---- ### `gc(full)` 手动回收内存，当在循环中调用MNN表达式求值时，常量部分数据不会在每次循环结束释放，当执行次数增加时会有内存增长现象，可以在每次循环结束时调用该函数回收常量内存 @@ -3049,4 +3010,48 @@ roialign ```python TODO +``` +--- +**以下函数为框架开发者使用函数，普通用户不建议使用！** + +--- +### `load_as_dict(fileName)` *[deprecated]* +从文件中加载模型，并将模型转换为计算图，以`dict`的形式返回计算图的所有节点名称和`Var` + +*不建议使用该接口* + +参数： +- `fileName:str` 模型文件路径 + +返回：加载的模型计算图，其`key`为`str`，`value`为`Var` + +返回类型：`dict` + +示例： + +```python +>>> vars = expr.load_as_dict('mobilenet_v1.mnn') +>>> vars.keys() +dict_keys(['conv1', 'conv2_1/dw', 'conv2_1/sep', 'conv2_2/dw', 'conv2_2/sep', 'conv3_1/dw', 'conv3_1/sep', 'conv3_2/dw', 'conv3_2/sep', 'conv4_1/dw', 'conv4_1/sep', 'conv4_2/dw', 'conv4_2/sep', 'conv5_1/dw', 'conv5_1/sep', 'conv5_2/dw', 'conv5_2/sep', 'conv5_3/dw', 'conv5_3/sep', 'conv5_4/dw', 'conv5_4/sep', 'conv5_5/dw', 'conv5_5/sep', 'conv5_6/dw', 'conv5_6/sep', 'conv6/dw', 'conv6/sep', 'data', 'fc7', 'pool6', 'prob']) +``` +--- +### `get_inputs_and_outputs(allVariable)` *[deprecated]* +获取`dict`形式计算图的输入输出节点，可以在使用V3接口时获取输入输出的信息 + +参数： +- `allVariable:dict` 计算图的`dict`形式，其`key`为`str`，`value`为`Var` + +返回：计算图的输入输出，其中输入输出都为`dict`形式，其`key`为`str`，`value`为`Var` + +返回类型：`(dict, dict)` + +示例： + +```python +>>> vars = expr.load_as_dict('mobilenet_v1.mnn') +>>> inputs, outputs = expr.get_inputs_and_outputs(vars) +>>> inputs.keys() +dict_keys(['data']) +>>> outputs.keys() +dict_keys(['prob']) ``` \ No newline at end of file diff --git a/express/Executor.cpp b/express/Executor.cpp index 238545b9c..8152028f7 100644 --- a/express/Executor.cpp +++ b/express/Executor.cpp @@ -628,6 +628,8 @@ void Executor::_makeCache(const std::vector& expr, bool forceCPU) { expr->inside()->mCache = cahce; } cahce->mCacheBuffers = std::move(opBuffers); + // Don't report error when use expr dynamic compute, which will be called in model convert + scheduleInfo.pipelineInfo[0].first.reportError = false; scheduleInfo.pipelineInfo[0].first.info.numThread = 1; if (forceCPU) { scheduleInfo.pipelineInfo[0].first.info.type = MNN_FORWARD_CPU; diff --git a/express/ExecutorScope.cpp b/express/ExecutorScope.cpp index 531dc90e5..099e09a4e 100644 --- a/express/ExecutorScope.cpp +++ b/express/ExecutorScope.cpp @@ -31,7 +31,8 @@ static Scope* _getGlobalScope() { #if TARGET_OS_IPHONE pthread_key_create(&gKey, NULL); #else - g_executor_scope = new Scope; + thread_local static Scope initValue; + g_executor_scope = &initValue; #endif }); #if TARGET_OS_IPHONE diff --git a/include/MNN/MNNDefine.h b/include/MNN/MNNDefine.h index 959e78ddb..de5337921 100644 --- a/include/MNN/MNNDefine.h +++ b/include/MNN/MNNDefine.h @@ -69,6 +69,6 @@ MNN_ERROR("Check failed: %s ==> %s\n", #success, #log); \ #define STR(x) STR_IMP(x) #define MNN_VERSION_MAJOR 2 #define MNN_VERSION_MINOR 6 -#define MNN_VERSION_PATCH 2 +#define MNN_VERSION_PATCH 3 #define MNN_VERSION STR(MNN_VERSION_MAJOR) "." STR(MNN_VERSION_MINOR) "." STR(MNN_VERSION_PATCH) #endif /* MNNDefine_h */ diff --git a/include/MNN/MNNForwardType.h b/include/MNN/MNNForwardType.h index 601cc79fc..c115113ea 100644 --- a/include/MNN/MNNForwardType.h +++ b/include/MNN/MNNForwardType.h @@ -63,6 +63,11 @@ typedef enum { then choose the better one according to performance*/ MNN_GPU_MEMORY_BUFFER = 1 << 6,/* User assign mode */ MNN_GPU_MEMORY_IMAGE = 1 << 7,/* User assign mode */ + // choose one opencl memory mode Only, this mode Only support for Qualcomm gpu + /* User can try MNN_GPU_RECORD_OP and MNN_GPU_RECORD_KERNEL both, + then choose the better one according to performance*/ + MNN_GPU_RECORD_OP = 1 << 8,/* the kernels in one op execution record into one recording */ + MNN_GPU_RECORD_BATCH = 1 << 9,/* 10 kernels record into one recording */ } MNNGpuMode; #ifdef __cplusplus diff --git a/package_scripts/win/build_lib_release.ps1 b/package_scripts/win/build_lib_release.ps1 index f17745bd3..f28e13b81 100644 --- a/package_scripts/win/build_lib_release.ps1 +++ b/package_scripts/win/build_lib_release.ps1 @@ -4,9 +4,11 @@ # |-- Release # |--- Dynamic # | |--- MD +# | |--- MT # | # |--- Static # |--- MD +# |--- MT # Param( [Parameter(Mandatory=$true)][String]$path, @@ -27,7 +29,7 @@ Remove-Item -Path $PACKAGE_PATH/include -Recurse -ErrorAction Ignore cp -r include $PACKAGE_PATH cp -r tools/cv/include/cv $PACKAGE_PATH/include pushd $PACKAGE_LIB_PATH -mkdir -p Release\Dynamic\MD, Release\Static\MD +mkdir -p Release\Dynamic\MT, Release\Dynamic\MD, Release\Static\MD, Release\Static\MT popd $CMAKE_ARGS = "-DMNN_SEP_BUILD=OFF -DMNN_BUILD_TRAIN=ON -DMNN_BUILD_OPENCV=ON -DMNN_IMGCODECS=ON -DMNN_OPENCL=ON -DMNN_VULKAN=ON -DMNN_AVX512=ON" @@ -68,6 +70,14 @@ function Build([String]$cmake_cmd, [String]$ninja_cmd = "ninja MNN") { exit 1 } + +##### Release/Dynamic/MT #### +log "Release/Dynamic/MT" +Remove-Item CMakeCache.txt -ErrorAction Ignore +Build "cmake -G Ninja $CMAKE_ARGS -DCMAKE_BUILD_TYPE=Release -DMNN_WIN_RUNTIME_MT=ON .." +cp MNN.lib, MNN.dll, MNN.pdb $PACKAGE_LIB_PATH\Release\Dynamic\MT +rm MNN.* + ##### Release/Dynamic/MD #### log "Release/Dynamic/MD" Remove-Item CMakeCache.txt -ErrorAction Ignore @@ -75,6 +85,12 @@ Build "cmake -G Ninja $CMAKE_ARGS -DCMAKE_BUILD_TYPE=Release -DMNN_WIN_RUNTIME_M cp MNN.lib, MNN.dll, MNN.pdb $PACKAGE_LIB_PATH\Release\Dynamic\MD rm MNN.* +##### Release/Static/MT #### +log "Release/Static/MT" +Remove-Item CMakeCache.txt -ErrorAction Ignore +Build "cmake -G Ninja $CMAKE_ARGS -DCMAKE_BUILD_TYPE=Release -DMNN_WIN_RUNTIME_MT=ON -DMNN_BUILD_SHARED_LIBS=OFF .." +cp MNN.lib $PACKAGE_LIB_PATH\Release\Static\MT + ##### Release/Static/MD #### log "Release/Static/MD" Remove-Item CMakeCache.txt -ErrorAction Ignore diff --git a/project/ios/MNN.xcodeproj/project.pbxproj b/project/ios/MNN.xcodeproj/project.pbxproj index 3068e5406..f6531b318 100644 --- a/project/ios/MNN.xcodeproj/project.pbxproj +++ b/project/ios/MNN.xcodeproj/project.pbxproj @@ -1839,6 +1839,7 @@ 488873A8215B639D0079B12E /* source */ = { isa = PBXGroup; children = ( + CE482EF5288536DA007CD935 /* internal */, 4DF87C482887D3560003E2D4 /* calib3d */, 4D4CF4612760946500A36D9F /* imgproc */, 4A5BEC6226AAB3D70032F6BD /* common */, @@ -2873,15 +2874,18 @@ CEA82BDC2A15F8AD002CBC95 /* IdstConvolutionInt8.hpp in Headers */, 4DE4E82C275E307B0016A916 /* cv in Headers */, 1F501F842397BA5B004E8721 /* ImageProcess.hpp in Headers */, + CECF8C5D299CACFD00D3875B /* Log.hpp in Headers */, 1F501F822397BA5B004E8721 /* Interpreter.hpp in Headers */, C4F906B327688C3A0026B847 /* NMSModule.hpp in Headers */, 1F501F882397BA5B004E8721 /* Tensor.hpp in Headers */, 1F501F872397BA5B004E8721 /* Matrix.h in Headers */, + CECF8C5A299CACFD00D3875B /* WorkerThread.hpp in Headers */, 48C84B85250F711700EE7666 /* IfModule.hpp in Headers */, 4D9A937326255BDA00F9B43C /* CoreMLUnary.hpp in Headers */, 48C84B98250F71E900EE7666 /* CPUSoftmax.hpp in Headers */, 4882C8B8241A22B800DAC168 /* OpCommonUtils.hpp in Headers */, 48608B54250632EC00CB1D71 /* GeometryComputer.hpp in Headers */, + CECF8C7A299CAD9400D3875B /* sha1.h in Headers */, 4894C6EC27016F7200D8BE79 /* CPUResizeCache.hpp in Headers */, 92FF04A623AA0BFB00AC97F6 /* FileLoader.hpp in Headers */, 48F34733273A7C8400C45394 /* ImageProcessFunction.hpp in Headers */, @@ -2896,6 +2900,7 @@ 48925F352744AC0700919B37 /* CPUROIAlign.hpp in Headers */, 92FF029623AA0B5A00AC97F6 /* CPUCast.hpp in Headers */, 4D9A937826255BDA00F9B43C /* CoreMLBinary.hpp in Headers */, + CECF8C85299CAD9400D3875B /* log_util.h in Headers */, 489D7AB02550FDC900AD896A /* MetalDefine.h in Headers */, 4D6D7FD52656896600F80814 /* DenseConvolutionTiledExecutor.hpp in Headers */, 4D9A936626255BDA00F9B43C /* CoreMLExecutor.h in Headers */, @@ -2905,6 +2910,7 @@ 1F501F802397BA5B004E8721 /* MNNDefine.h in Headers */, 19D0FE76285C66F200B74B1A /* MetalLayerNorm.hpp in Headers */, 489D7A682550FDC800AD896A /* MetalReduction.hpp in Headers */, + CECF8C86299CAD9400D3875B /* sds.h in Headers */, 1F501F7F2397BA5B004E8721 /* HalideRuntime.h in Headers */, 92FF029E23AA0B5A00AC97F6 /* CPUDeconvolutionDepthwise.hpp in Headers */, 4D9A935B26255BDA00F9B43C /* NeuralNetwork.pb-c.h in Headers */, @@ -2925,8 +2931,10 @@ 481C2DEE25FE2CD6001ED6DF /* Arm82Functions.hpp in Headers */, 4894C6EA27016F7200D8BE79 /* UnaryUtils.hpp in Headers */, EBD4842A2485FF650083CE95 /* Arm82Interp.hpp in Headers */, + CECF8C81299CAD9400D3875B /* log_util_imp.h in Headers */, 92FF037623AA0B5A00AC97F6 /* CPUBinary.hpp in Headers */, 4D9A935826255BDA00F9B43C /* FeatureTypes.pb-c.h in Headers */, + CECF8C7C299CAD9400D3875B /* hmac-sha.h in Headers */, 48608B53250632EC00CB1D71 /* GeometryComputerUtils.hpp in Headers */, 950B28F529F629A90002F454 /* CPUBinaryInt8.hpp in Headers */, 489D7A732550FDC800AD896A /* MetalBackend.hpp in Headers */, @@ -2948,6 +2956,7 @@ 4DF87C522887D3F20003E2D4 /* CPUSvd.hpp in Headers */, 48747D4B245D9D24000B9709 /* RuntimeFactory.hpp in Headers */, 92FF03B323AA0B5A00AC97F6 /* ConvolutionDepthwise3x3.hpp in Headers */, + CECF8C77299CAD9400D3875B /* log_builder.h in Headers */, 4D9A937226255BDA00F9B43C /* CoreMLConvolution.hpp in Headers */, 92FF038B23AA0B5A00AC97F6 /* CPUUnravelIndex.hpp in Headers */, 4AF4FB26269ED235005BA97B /* SparseConvInt8TiledExecutor.hpp in Headers */, @@ -2983,6 +2992,7 @@ 92FF03CA23AA0B5A00AC97F6 /* CPUConvolutionDepthwise.hpp in Headers */, 92FF04A923AA0BFB00AC97F6 /* Schedule.hpp in Headers */, 489D7A9F2550FDC900AD896A /* MetalConvolutionCommon.hpp in Headers */, + CECF8C80299CAD9400D3875B /* lz4.h in Headers */, 92FF028623AA0B5A00AC97F6 /* CPUDeconvolution.hpp in Headers */, 489D7A722550FDC800AD896A /* MetalReLU6.hpp in Headers */, 92FF04B523AA0BFB00AC97F6 /* TensorUtils.hpp in Headers */, @@ -3035,20 +3045,24 @@ 92FF03A623AA0B5A00AC97F6 /* ConvolutionTiledExecutor.hpp in Headers */, 92FF036523AA0B5A00AC97F6 /* CPUResize.hpp in Headers */, 92FF04B423AA0BFB00AC97F6 /* MNNMemoryUtils.h in Headers */, + CECF8C88299CAD9400D3875B /* log_api.h in Headers */, 4A224A0D27D0C2D9000A9260 /* ConvolutionPackWinograd.hpp in Headers */, 4A224A0E27D0C2D9000A9260 /* ConvolutionPackFreeWinograd.hpp in Headers */, 4D9A937426255BDA00F9B43C /* CoreMLReduction.hpp in Headers */, 48C84B8B250F711700EE7666 /* PipelineModule.hpp in Headers */, F41497D7278D8A21004A363A /* RuntimeAttr.hpp in Headers */, + CECF8C5B299CACFD00D3875B /* LogHelper.hpp in Headers */, 92FF04C123AA0BFB00AC97F6 /* Backend.hpp in Headers */, 482BFBCD28351BA1009210E4 /* ShaderMap.hpp in Headers */, 489D7A812550FDC900AD896A /* MetalPooling.hpp in Headers */, + CECF8C7F299CAD9400D3875B /* md5.h in Headers */, 92FF02A623AA0B5A00AC97F6 /* CPUQuantizedMaxPool.hpp in Headers */, 92FF028023AA0B5A00AC97F6 /* CPUFloatToInt8.hpp in Headers */, 92FF028723AA0B5A00AC97F6 /* CPUFixedPoint.hpp in Headers */, C43C8227251894F400A0FF84 /* Vec.hpp in Headers */, 4819FB1D24C138DF0050BD09 /* GeometryConvUtils.hpp in Headers */, 489D7A952550FDC900AD896A /* MetalMatMul.hpp in Headers */, + CECF8C83299CAD9400D3875B /* log_define.h in Headers */, C48CAE2628900C4A00271A6D /* ConvInt8Winograd.hpp in Headers */, 48F34730273A7C7300C45394 /* CPUImageProcess.hpp in Headers */, 489D7A702550FDC800AD896A /* MetalRaster.hpp in Headers */, @@ -3272,6 +3286,7 @@ 489D7A8A2550FDC900AD896A /* MetalConvolutionDepthwise.mm in Sources */, 48123003269EA83400EB7ABA /* ShapeUnique.cpp in Sources */, 92FF037D23AA0B5A00AC97F6 /* CPURelu.cpp in Sources */, + CECF8C5E299CACFD00D3875B /* WorkerThread.cpp in Sources */, 489D7A842550FDC900AD896A /* MetalBinary.mm in Sources */, 48747D6B245D9E33000B9709 /* GeometryFill.cpp in Sources */, 4819FB1F24C138DF0050BD09 /* GeometryConvUtils.cpp in Sources */, @@ -3370,6 +3385,7 @@ 48F34734273A7C8400C45394 /* ImageProcessFunction.cpp in Sources */, 6A131E4025823349002EC3D6 /* PluginKernel.cpp in Sources */, 48958781268EBA6F00EA01A7 /* CPUSegmentMean.cpp in Sources */, + CECF8C7B299CAD9400D3875B /* sha1.c in Sources */, 4D9A937026255BDA00F9B43C /* CoreMLUnary.cpp in Sources */, 92FF04A823AA0BFB00AC97F6 /* AutoTime.cpp in Sources */, 92FF04AE23AA0BFB00AC97F6 /* Backend.cpp in Sources */, @@ -3424,6 +3440,7 @@ 92FF03CE23AA0B5A00AC97F6 /* CPUOPRegister.cpp in Sources */, 92FF02B323AA0B5A00AC97F6 /* CPUInstanceNorm.cpp in Sources */, 4819FB2C24C1396A0050BD09 /* GeometryPoolGrad.cpp in Sources */, + CECF8C7E299CAD9400D3875B /* log_builder.cpp in Sources */, 92FF042223AA0B7100AC97F6 /* ShapeConcat.cpp in Sources */, 4D6D7FD12656891400F80814 /* MNNPackedSparseMatMulEpx4.S in Sources */, 4D5662CC299B76ED0031C1A1 /* MNNMaxPoolInt8.S in Sources */, @@ -3499,6 +3516,7 @@ 4D759B2C25FF89EE0037B0B6 /* GeometryShape.cpp in Sources */, 11A01A07258785EA00745FA7 /* MNNVectorTop1Float.S in Sources */, 48747D6E245D9E33000B9709 /* GeometrySlice.cpp in Sources */, + CECF8C7D299CAD9400D3875B /* md5.c in Sources */, 92FF041923AA0B7100AC97F6 /* ShapeQuantizedMaxPool.cpp in Sources */, 92FF038A23AA0B5A00AC97F6 /* CPURange.cpp in Sources */, CE125CC92A52BF6B003698C9 /* MNNBilinearLineC8.S in Sources */, @@ -3555,7 +3573,9 @@ 92FF042E23AA0B7100AC97F6 /* ShapeProposal.cpp in Sources */, 92FF025923AA0B5A00AC97F6 /* CPUPoolInt8.cpp in Sources */, 92FF045B23AA0B7100AC97F6 /* ShapeShape.cpp in Sources */, + CECF8C87299CAD9400D3875B /* sds.c in Sources */, 4D6D7FD72656896D00F80814 /* SparseConvolutionTiledExecutor.cpp in Sources */, + CECF8C82299CAD9400D3875B /* log_api.cpp in Sources */, 92FF03A823AA0B5A00AC97F6 /* WinogradOptFunction.cpp in Sources */, 950B28E229F627E00002F454 /* MNNBinarySubInt8.S in Sources */, 950B28F029F627F70002F454 /* MNNBinarySubInt8.S in Sources */, @@ -3566,6 +3586,7 @@ 4D9A936026255BDA00F9B43C /* Model.pb-c.c in Sources */, CE9AFED628E54E3300566949 /* CPUInterp3D.cpp in Sources */, C4F906B427688C3A0026B847 /* NMSModule.cpp in Sources */, + CECF8C64299CAD8400D3875B /* LogHelper.mm in Sources */, 48FA474523AA127B00172C3B /* Executor.cpp in Sources */, 92FF02EA23AA0B5A00AC97F6 /* MNNGemmInt8AddBiasScale_16x4_Unit.S in Sources */, 48A8A61A21D101DE00C2B9A7 /* Matrix_CV.cpp in Sources */, @@ -3590,6 +3611,7 @@ 92FF027F23AA0B5A00AC97F6 /* CPUDeconvolutionDepthwise.cpp in Sources */, EBECA3A724643D5D0062C7A3 /* MNNQuantizeFP16_UNIT4.S in Sources */, 92FF04A423AA0BFB00AC97F6 /* Interpreter.cpp in Sources */, + CECF8C5C299CACFD00D3875B /* Log.cpp in Sources */, 92FF045623AA0B7100AC97F6 /* ShapeReshape.cpp in Sources */, 92FF032523AA0B5A00AC97F6 /* MNNConvDwF23SourceTransUnit.S in Sources */, 92FF044423AA0B7100AC97F6 /* ShapeLSTM.cpp in Sources */, @@ -3625,6 +3647,7 @@ 92FF02B623AA0B5A00AC97F6 /* CPUUnary.cpp in Sources */, 92FF032723AA0B5A00AC97F6 /* MNNDeconvRunForUnitDepthWise.S in Sources */, CE7DC00028E2DE6B00797689 /* ShapeConvTranspose3D.cpp in Sources */, + CECF8C78299CAD9400D3875B /* log_util_imp.cpp in Sources */, 92FF02CA23AA0B5A00AC97F6 /* MNNUnPackC4.S in Sources */, 48925F372744AC2A00919B37 /* ShapeROIAlign.cpp in Sources */, 92FF02E723AA0B5A00AC97F6 /* MNNDeconvRunForUnitDepthWise.S in Sources */, @@ -3649,11 +3672,13 @@ 92FF02FF23AA0B5A00AC97F6 /* MNNFloat2Int8.S in Sources */, 4D9A937926255BDA00F9B43C /* CoreMLRaster.cpp in Sources */, 48417FF224D13BF50056D9A7 /* GeometrySelect.cpp in Sources */, + CECF8C84299CAD9400D3875B /* lz4.c in Sources */, 489D7A7E2550FDC900AD896A /* MNNMetalContext.mm in Sources */, 92FF033423AA0B5A00AC97F6 /* MNNUInt8ToInt16WithOffsetC4Common.S in Sources */, 92FF036B23AA0B5A00AC97F6 /* CPUResize.cpp in Sources */, 92FF02C723AA0B5A00AC97F6 /* MNNCopyC4WithStride.S in Sources */, 92FF030923AA0B5A00AC97F6 /* MNNNV21ToBGRUnit.S in Sources */, + CECF8C79299CAD9400D3875B /* hmac-sha.cpp in Sources */, 92FF032623AA0B5A00AC97F6 /* MNNWinogradMatrixProductLeft.S in Sources */, 92FF04C023AA0BFB00AC97F6 /* Tensor.cpp in Sources */, CEE9B95B2A3AA4D4006438F2 /* MNNBilinearLineC8.S in Sources */, @@ -3981,10 +4006,12 @@ isa = XCBuildConfiguration; buildSettings = { CODE_SIGN_IDENTITY = "Apple Development"; + "CODE_SIGN_IDENTITY[sdk=iphoneos*]" = ""; + "CODE_SIGN_IDENTITY[sdk=macosx*]" = "Apple Development"; CODE_SIGN_STYLE = Automatic; DEAD_CODE_STRIPPING = YES; DEFINES_MODULE = YES; - DEVELOPMENT_TEAM = 6G7464HHUS; + DEVELOPMENT_TEAM = Q48UX93J22; DYLIB_COMPATIBILITY_VERSION = 1; DYLIB_CURRENT_VERSION = 1; DYLIB_INSTALL_NAME_BASE = "@rpath"; @@ -4027,7 +4054,7 @@ METAL_LIBRARY_FILE_BASE = mnn; ONLY_ACTIVE_ARCH = YES; OTHER_CFLAGS = ""; - PRODUCT_BUNDLE_IDENTIFIER = com.taobao.mnn.playground.abcd111ss; + PRODUCT_BUNDLE_IDENTIFIER = com.taobao.mnn.playground.abcd111; PRODUCT_NAME = "$(TARGET_NAME:c99extidentifier)"; PROVISIONING_PROFILE_SPECIFIER = ""; "PROVISIONING_PROFILE_SPECIFIER[sdk=macosx*]" = ""; @@ -4048,7 +4075,7 @@ CODE_SIGN_STYLE = Automatic; DEAD_CODE_STRIPPING = YES; DEFINES_MODULE = YES; - DEVELOPMENT_TEAM = 6G7464HHUS; + DEVELOPMENT_TEAM = Q48UX93J22; DYLIB_COMPATIBILITY_VERSION = 1; DYLIB_CURRENT_VERSION = 1; DYLIB_INSTALL_NAME_BASE = "@rpath"; @@ -4089,7 +4116,7 @@ MACH_O_TYPE = staticlib; METAL_LIBRARY_FILE_BASE = mnn; OTHER_CFLAGS = ""; - PRODUCT_BUNDLE_IDENTIFIER = com.taobao.mnn.playground.abcd111ss; + PRODUCT_BUNDLE_IDENTIFIER = com.taobao.mnn.playground.abcd111; PRODUCT_NAME = "$(TARGET_NAME:c99extidentifier)"; PROVISIONING_PROFILE_SPECIFIER = ""; "PROVISIONING_PROFILE_SPECIFIER[sdk=macosx*]" = ""; @@ -4108,7 +4135,7 @@ ASSETCATALOG_COMPILER_APPICON_NAME = AppIcon; ASSETCATALOG_COMPILER_LAUNCHIMAGE_NAME = LaunchImage; CODE_SIGN_STYLE = Automatic; - DEVELOPMENT_TEAM = 6G7464HHUS; + DEVELOPMENT_TEAM = Q48UX93J22; GCC_ENABLE_CPP_EXCEPTIONS = NO; GCC_ENABLE_CPP_RTTI = NO; HEADER_SEARCH_PATHS = ( @@ -4121,7 +4148,7 @@ IPHONEOS_DEPLOYMENT_TARGET = 9.0; LD_RUNPATH_SEARCH_PATHS = "$(inherited) @executable_path/Frameworks"; OTHER_CPLUSPLUSFLAGS = "$(OTHER_CFLAGS)"; - PRODUCT_BUNDLE_IDENTIFIER = com.taobao.mnn.playground.abcd111ss; + PRODUCT_BUNDLE_IDENTIFIER = com.taobao.mnn.playground.abcd111; PRODUCT_NAME = "$(TARGET_NAME)"; TARGETED_DEVICE_FAMILY = "1,2"; }; @@ -4133,7 +4160,7 @@ ASSETCATALOG_COMPILER_APPICON_NAME = AppIcon; ASSETCATALOG_COMPILER_LAUNCHIMAGE_NAME = LaunchImage; CODE_SIGN_STYLE = Automatic; - DEVELOPMENT_TEAM = 6G7464HHUS; + DEVELOPMENT_TEAM = Q48UX93J22; GCC_ENABLE_CPP_EXCEPTIONS = NO; GCC_ENABLE_CPP_RTTI = NO; HEADER_SEARCH_PATHS = ( @@ -4146,7 +4173,7 @@ IPHONEOS_DEPLOYMENT_TARGET = 9.0; LD_RUNPATH_SEARCH_PATHS = "$(inherited) @executable_path/Frameworks"; OTHER_CPLUSPLUSFLAGS = "$(OTHER_CFLAGS)"; - PRODUCT_BUNDLE_IDENTIFIER = com.taobao.mnn.playground.abcd111ss; + PRODUCT_BUNDLE_IDENTIFIER = com.taobao.mnn.playground.abcd111; PRODUCT_NAME = "$(TARGET_NAME)"; TARGETED_DEVICE_FAMILY = "1,2"; }; @@ -4260,3 +4287,4 @@ }; rootObject = 0F1465AE1FA18D1000F9860A /* Project object */; } + diff --git a/pymnn/CMakeLists.txt b/pymnn/CMakeLists.txt index 8b784bb42..6dc42231d 100644 --- a/pymnn/CMakeLists.txt +++ b/pymnn/CMakeLists.txt @@ -76,9 +76,15 @@ endif() if(PYMNN_IMGPROC_FILTER) target_compile_definitions(mnnpybridge PRIVATE PYMNN_IMGPROC_FILTER) endif() +if(PYMNN_IMGPROC_HISTOGRAMS) + target_compile_definitions(mnnpybridge PRIVATE PYMNN_IMGPROC_HISTOGRAMS) +endif() if(PYMNN_CALIB3D) target_compile_definitions(mnnpybridge PRIVATE PYMNN_CALIB3D) endif() +if(PYMNN_CVCORE) + target_compile_definitions(mnnpybridge PRIVATE PYMNN_CVCORE) +endif() if(PYMNN_INTERNAL_SERVING) message(STATUS "mnnpybridge define PYMNN_INTERNAL_SERVING") diff --git a/pymnn/pip_package/MNN/numpy/linalg/__init__.py b/pymnn/pip_package/MNN/numpy/linalg/__init__.py index b691d3574..7ceeb932b 100644 --- a/pymnn/pip_package/MNN/numpy/linalg/__init__.py +++ b/pymnn/pip_package/MNN/numpy/linalg/__init__.py @@ -1,5 +1,4 @@ import MNN.expr as _F -import MNN.cv as _cv # Linear algebra def norm(x, ord=None, axis=None, keepdims=False): @@ -48,4 +47,5 @@ def svd(a, full_matrices=True, compute_uv=True, hermitian=False): return (u, w, vt) def solve(a, b): + import _mnncengine.cv as _cv return _cv.solve(a, b)[1] \ No newline at end of file diff --git a/pymnn/pip_package/build_deps.py b/pymnn/pip_package/build_deps.py index e0c935709..681ef04a4 100644 --- a/pymnn/pip_package/build_deps.py +++ b/pymnn/pip_package/build_deps.py @@ -44,12 +44,15 @@ def build_deps(): shutil.rmtree(cmake_build_dir) os.makedirs(cmake_build_dir) os.chdir(cmake_build_dir) + extra_opts = '-DMNN_LOW_MEMORY=OFF' + extra_opts += ' -DMNN_VULKAN=ON -DMNN_VULKAN_IMAGE=OFF' + extra_opts += ' -DMNN_OPENCL=ON' if IS_WINDOWS: - os.system('cmake -G "Ninja" -DMNN_BUILD_TRAIN=ON -DMNN_BUILD_CONVERTER=on -DMNN_BUILD_TORCH=OFF\ + os.system('cmake -G "Ninja" ' + extra_opts +' -DMNN_BUILD_TRAIN=ON -DMNN_BUILD_CONVERTER=on -DMNN_BUILD_TORCH=OFF\ -DMNN_BUILD_SHARED_LIBS=OFF -DCMAKE_BUILD_TYPE=Release -DMNN_WIN_RUNTIME_MT=ON\ -DMNN_BUILD_OPENCV=ON -DMNN_IMGCODECS=ON -DMNN_AAPL_FMWK=OFF -DMNN_SEP_BUILD=OFF .. && ninja MNN MNNTrain MNNConvert') elif IS_LINUX: - extra_opts = '-DMNN_TENSORRT=ON \ + extra_opts += '-DMNN_TENSORRT=ON \ -DCMAKE_LIBRARY_PATH=/usr/local/cuda/lib64/stubs/ ' if USE_TRT else ' ' extra_opts += ' -DMNN_INTERNAL=ON ' if IS_INTERNAL_BUILD else ' ' extra_opts += ' -DMNN_BUILD_TORCH=ON ' if IS_BUILD_TORCH else ' ' @@ -59,11 +62,11 @@ def build_deps(): -DMNN_BUILD_SHARED_LIBS=OFF -DMNN_AAPL_FMWK=OFF -DMNN_SEP_BUILD=OFF -DMNN_BUILD_OPENCV=ON -DMNN_IMGCODECS=ON \ -DMNN_USE_THREAD_POOL=ON -DMNN_OPENMP=OFF .. && make MNN MNNTrain MNNConvert -j4') else: - extra_opts = ' -DMNN_INTERNAL=ON ' if IS_INTERNAL_BUILD else ' ' + extra_opts += ' -DMNN_INTERNAL=ON ' if IS_INTERNAL_BUILD else ' ' extra_opts += ' -DMNN_BUILD_TORCH=ON ' if IS_BUILD_TORCH else ' ' print(extra_opts) os.system('cmake ' + extra_opts + '-DMNN_BUILD_CONVERTER=on -DMNN_BUILD_TRAIN=ON -DCMAKE_BUILD_TYPE=Release \ - -DMNN_BUILD_SHARED_LIBS=OFF -DMNN_AAPL_FMWK=OFF -DMNN_SEP_BUILD=OFF -DMNN_EXPR_SHAPE_EAGER=ON -DMNN_TRAIN_DEBUG=ON\ + -DMNN_BUILD_SHARED_LIBS=OFF -DMNN_AAPL_FMWK=OFF -DMNN_SEP_BUILD=OFF\ -DMNN_BUILD_OPENCV=ON -DMNN_IMGCODECS=ON \ .. && make MNN MNNTrain MNNConvert -j4') ################################################################################ diff --git a/source/backend/cpu/CPUBinary.cpp b/source/backend/cpu/CPUBinary.cpp index d26d04b63..078a8d113 100644 --- a/source/backend/cpu/CPUBinary.cpp +++ b/source/backend/cpu/CPUBinary.cpp @@ -21,19 +21,16 @@ using Vec4 = MNN::Math::Vec; namespace MNN { ErrorCode CPUBinary::onResize(const std::vector& inputs, const std::vector& outputs) { - const int input0DataCount = ((CPUBackend*)backend())->getTensorSize(inputs[0]); - const int input1DataCount = ((CPUBackend*)backend())->getTensorSize(inputs[1]); + auto input0DataCount = TensorUtils::getRawSize(inputs[0]); + auto input1DataCount = TensorUtils::getRawSize(inputs[1]); if (input1DataCount == input0DataCount) { mNeedBroadcastIndex = -1; - mTotalSize = input1DataCount; } else if (input0DataCount == 1) { mNeedBroadcastIndex = 0; - mTotalSize = input1DataCount; } else { mNeedBroadcastIndex = 1; - mTotalSize = input0DataCount; } - MNN_ASSERT(mTotalSize == ((CPUBackend*)backend())->getTensorSize(outputs[0])); + mTotalSize = ((CPUBackend*)backend())->getTensorSize(outputs[0]); if(mActivationType == 1 && outputs[0]->getType().code == halide_type_float) { mActivationExe.reset(new CPURelu(backend(), 0.0)); diff --git a/source/backend/cpu/CPUBinaryInt8.cpp b/source/backend/cpu/CPUBinaryInt8.cpp index 6b282908f..cf465318b 100644 --- a/source/backend/cpu/CPUBinaryInt8.cpp +++ b/source/backend/cpu/CPUBinaryInt8.cpp @@ -19,19 +19,16 @@ namespace MNN { ErrorCode CPUBinaryInt8::onResize(const std::vector& inputs, const std::vector& outputs) { - const int input0DataCount = ((CPUBackend*)backend())->getTensorSize(inputs[0]); - const int input1DataCount = ((CPUBackend*)backend())->getTensorSize(inputs[1]); + auto input0DataCount = TensorUtils::getRawSize(inputs[0]); + auto input1DataCount = TensorUtils::getRawSize(inputs[1]); if (input1DataCount == input0DataCount) { mNeedBroadcastIndex = -1; - mTotalSize = input1DataCount; } else if (input0DataCount == 1) { mNeedBroadcastIndex = 0; - mTotalSize = input1DataCount; } else { mNeedBroadcastIndex = 1; - mTotalSize = input0DataCount; } - MNN_ASSERT(mTotalSize == ((CPUBackend*)backend())->getTensorSize(outputs[0])); + mTotalSize = ((CPUBackend*)backend())->getTensorSize(outputs[0]); auto core = static_cast(backend())->functions(); diff --git a/source/backend/cpu/CPURaster.cpp b/source/backend/cpu/CPURaster.cpp index b7cbe3b44..17c863e2b 100644 --- a/source/backend/cpu/CPURaster.cpp +++ b/source/backend/cpu/CPURaster.cpp @@ -835,10 +835,12 @@ class CPULoop : public Execution { auto dstIter = *(iter0 + iter0Stride * iter); auto srcOffset = srcIter * step1 + srcView->offset(); auto dstOffset = dstIter * step0 + dstView->offset(); - if (srcOffset >= 0 && srcOffset < inputSize) { - _blit(reg, bytes, input->host() + bytes * srcOffset, output->host() + bytes * dstOffset, proc); - } else { - _zero(reg, bytes, output->host() + bytes * dstOffset); + if (dstOffset >= 0) { + if (srcOffset >= 0 && srcOffset < inputSize) { + _blit(reg, bytes, input->host() + bytes * srcOffset, output->host() + bytes * dstOffset, proc); + } else { + _zero(reg, bytes, output->host() + bytes * dstOffset); + } } } return NO_ERROR; diff --git a/source/backend/cpu/arm/arm64/MNNFloat2Int8.S b/source/backend/cpu/arm/arm64/MNNFloat2Int8.S index ca3853d98..98816cfde 100644 --- a/source/backend/cpu/arm/arm64/MNNFloat2Int8.S +++ b/source/backend/cpu/arm/arm64/MNNFloat2Int8.S @@ -16,6 +16,10 @@ asm_function MNNFloat2Int8 //void MNNFloat2Int8(const float* src, int8_t* dst, size_t sizeQuad, float* scale, size_t aMin, size_t aMax, size_t zeroPoint); //x0:src, x1:dst, x2:sizeQuad, x3:scale, x4:aMin, x5:aMax, x6:zeroPoint +stp d14, d15, [sp, #-64]! +stp d12, d13, [sp, #16] +stp d10, d11, [sp, #32] +stp d8, d9, [sp, #48] ld1 {v31.4s}, [x3] @@ -23,12 +27,380 @@ dup v30.16b, w4 dup v29.16b, w5 // copy zero point -mov v28.s[0], w6 -mov v28.s[1], w6 -mov v28.s[2], w6 -mov v28.s[3], w6 +dup v28.4s, w6 scvtf v28.4s, v28.4s +FL32: +cmp x2, #32 +ble FL16 + +FLLoop32: +ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 +ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 +ld1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x0], #64 +ld1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x0], #64 +ld1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x0], #64 +ld1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x0], #64 +// ld1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x0], #64 +// ld1 {v28.4s, v29.4s, v30.4s, v31.4s}, [x0], #64 +fmul v0.4s, v0.4s, v31.4s +fadd v0.4s, v0.4s, v28.4s +fmul v1.4s, v1.4s, v31.4s +fadd v1.4s, v1.4s, v28.4s +fmul v2.4s, v2.4s, v31.4s +fadd v2.4s, v2.4s, v28.4s +fmul v3.4s, v3.4s, v31.4s +fadd v3.4s, v3.4s, v28.4s + +fmul v4.4s, v4.4s, v31.4s +fadd v4.4s, v4.4s, v28.4s +fmul v5.4s, v5.4s, v31.4s +fadd v5.4s, v5.4s, v28.4s +fmul v6.4s, v6.4s, v31.4s +fadd v6.4s, v6.4s, v28.4s +fmul v7.4s, v7.4s, v31.4s +fadd v7.4s, v7.4s, v28.4s + +fmul v8.4s, v8.4s, v31.4s +fadd v8.4s, v8.4s, v28.4s +fmul v9.4s, v9.4s, v31.4s +fadd v9.4s, v9.4s, v28.4s +fmul v10.4s, v10.4s, v31.4s +fadd v10.4s, v10.4s, v28.4s +fmul v11.4s, v11.4s, v31.4s +fadd v11.4s, v11.4s, v28.4s + +fmul v12.4s, v12.4s, v31.4s +fadd v12.4s, v12.4s, v28.4s +fmul v13.4s, v13.4s, v31.4s +fadd v13.4s, v13.4s, v28.4s +fmul v14.4s, v14.4s, v31.4s +fadd v14.4s, v14.4s, v28.4s +fmul v15.4s, v15.4s, v31.4s +fadd v15.4s, v15.4s, v28.4s + + +fmul v16.4s, v16.4s, v31.4s +fadd v16.4s, v16.4s, v28.4s +fmul v17.4s, v17.4s, v31.4s +fadd v17.4s, v17.4s, v28.4s +fmul v18.4s, v18.4s, v31.4s +fadd v18.4s, v18.4s, v28.4s +fmul v19.4s, v19.4s, v31.4s +fadd v19.4s, v19.4s, v28.4s + +fmul v20.4s, v20.4s, v31.4s +fadd v20.4s, v20.4s, v28.4s +fmul v21.4s, v21.4s, v31.4s +fadd v21.4s, v21.4s, v28.4s +fmul v22.4s, v22.4s, v31.4s +fadd v22.4s, v22.4s, v28.4s +fmul v23.4s, v23.4s, v31.4s +fadd v23.4s, v23.4s, v28.4s + +fcvtas v0.4s, v0.4s +fcvtas v1.4s, v1.4s +fcvtas v2.4s, v2.4s +fcvtas v3.4s, v3.4s +fcvtas v4.4s, v4.4s +fcvtas v5.4s, v5.4s +fcvtas v6.4s, v6.4s +fcvtas v7.4s, v7.4s + +fcvtas v8.4s, v8.4s +fcvtas v9.4s, v9.4s +fcvtas v10.4s, v10.4s +fcvtas v11.4s, v11.4s +fcvtas v12.4s, v12.4s +fcvtas v13.4s, v13.4s +fcvtas v14.4s, v14.4s +fcvtas v15.4s, v15.4s + +fcvtas v16.4s, v16.4s +fcvtas v17.4s, v17.4s +fcvtas v18.4s, v18.4s +fcvtas v19.4s, v19.4s +fcvtas v20.4s, v20.4s +fcvtas v21.4s, v21.4s +fcvtas v22.4s, v22.4s +fcvtas v23.4s, v23.4s + + +sqxtn v24.4h, v0.4s +sqxtn2 v24.8h, v1.4s +sqxtn v25.4h, v2.4s +sqxtn2 v25.8h, v3.4s +sqxtn v26.4h, v4.4s +sqxtn2 v26.8h, v5.4s +sqxtn v27.4h, v6.4s +sqxtn2 v27.8h, v7.4s + +sqxtn v0.4h, v8.4s +sqxtn2 v0.8h, v9.4s +sqxtn v1.4h, v10.4s +sqxtn2 v1.8h, v11.4s +sqxtn v2.4h, v12.4s +sqxtn2 v2.8h, v13.4s +sqxtn v3.4h, v14.4s +sqxtn2 v3.8h, v15.4s + +sqxtn v4.4h, v16.4s +sqxtn2 v4.8h, v17.4s +sqxtn v5.4h, v18.4s +sqxtn2 v5.8h, v19.4s +sqxtn v6.4h, v20.4s +sqxtn2 v6.8h, v21.4s +sqxtn v7.4h, v22.4s +sqxtn2 v7.8h, v23.4s + +ld1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x0], #64 +ld1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x0], #64 + +sqxtn v24.8b, v24.8h +sqxtn2 v24.16b, v25.8h +sqxtn v26.8b, v26.8h +sqxtn2 v26.16b, v27.8h +sqxtn v0.8b, v0.8h +sqxtn2 v0.16b, v1.8h +sqxtn v2.8b, v2.8h +sqxtn2 v2.16b, v3.8h + +sqxtn v4.8b, v4.8h +sqxtn v6.8b, v6.8h +sqxtn2 v4.16b, v5.8h +sqxtn2 v6.16b, v7.8h + +fmul v8.4s, v8.4s, v31.4s +fadd v8.4s, v8.4s, v28.4s +fmul v9.4s, v9.4s, v31.4s +fadd v9.4s, v9.4s, v28.4s +fmul v10.4s, v10.4s, v31.4s +fadd v10.4s, v10.4s, v28.4s +fmul v11.4s, v11.4s, v31.4s +fadd v11.4s, v11.4s, v28.4s + +fmul v12.4s, v12.4s, v31.4s +fadd v12.4s, v12.4s, v28.4s +fmul v13.4s, v13.4s, v31.4s +fadd v13.4s, v13.4s, v28.4s +fmul v14.4s, v14.4s, v31.4s +fadd v14.4s, v14.4s, v28.4s +fmul v15.4s, v15.4s, v31.4s +fadd v15.4s, v15.4s, v28.4s + +fcvtas v8.4s, v8.4s +fcvtas v9.4s, v9.4s +fcvtas v10.4s, v10.4s +fcvtas v11.4s, v11.4s +fcvtas v12.4s, v12.4s +fcvtas v13.4s, v13.4s +fcvtas v14.4s, v14.4s +fcvtas v15.4s, v15.4s + +sqxtn v16.4h, v8.4s +sqxtn2 v16.8h, v9.4s +sqxtn v17.4h, v10.4s +sqxtn2 v17.8h, v11.4s +sqxtn v18.4h, v12.4s +sqxtn2 v18.8h, v13.4s +sqxtn v19.4h, v14.4s +sqxtn2 v19.8h, v15.4s + +smin v24.16b, v24.16b, v29.16b +smax v24.16b, v24.16b, v30.16b +smin v25.16b, v26.16b, v29.16b +smax v25.16b, v25.16b, v30.16b + +sqxtn v20.8b, v16.8h +sqxtn2 v20.16b, v17.8h +sqxtn v21.8b, v18.8h +sqxtn2 v21.16b, v19.8h + +smin v26.16b, v0.16b, v29.16b +smax v26.16b, v26.16b, v30.16b +smin v27.16b, v2.16b, v29.16b +smax v27.16b, v27.16b, v30.16b + +smin v12.16b, v4.16b, v29.16b +smax v12.16b, v12.16b, v30.16b +smin v13.16b, v6.16b, v29.16b +smax v13.16b, v13.16b, v30.16b + +smin v14.16b, v20.16b, v29.16b +smax v14.16b, v14.16b, v30.16b +smin v15.16b, v21.16b, v29.16b +smax v15.16b, v15.16b, v30.16b + +st1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x1], #64 +st1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x1], #64 + +sub x2, x2, #32 +cmp x2, #32 +bge FLLoop32 + +FL16: +cmp x2, #16 +ble FL8 + +FLLoop16: +ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 +ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 +ld1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x0], #64 +ld1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x0], #64 +fmul v0.4s, v0.4s, v31.4s +fadd v0.4s, v0.4s, v28.4s +fmul v1.4s, v1.4s, v31.4s +fadd v1.4s, v1.4s, v28.4s +fmul v2.4s, v2.4s, v31.4s +fadd v2.4s, v2.4s, v28.4s +fmul v3.4s, v3.4s, v31.4s +fadd v3.4s, v3.4s, v28.4s + +fmul v4.4s, v4.4s, v31.4s +fadd v4.4s, v4.4s, v28.4s +fmul v5.4s, v5.4s, v31.4s +fadd v5.4s, v5.4s, v28.4s +fmul v6.4s, v6.4s, v31.4s +fadd v6.4s, v6.4s, v28.4s +fmul v7.4s, v7.4s, v31.4s +fadd v7.4s, v7.4s, v28.4s + +fmul v8.4s, v8.4s, v31.4s +fadd v8.4s, v8.4s, v28.4s +fmul v9.4s, v9.4s, v31.4s +fadd v9.4s, v9.4s, v28.4s +fmul v10.4s, v10.4s, v31.4s +fadd v10.4s, v10.4s, v28.4s +fmul v11.4s, v11.4s, v31.4s +fadd v11.4s, v11.4s, v28.4s + +fmul v12.4s, v12.4s, v31.4s +fadd v12.4s, v12.4s, v28.4s +fmul v13.4s, v13.4s, v31.4s +fadd v13.4s, v13.4s, v28.4s +fmul v14.4s, v14.4s, v31.4s +fadd v14.4s, v14.4s, v28.4s +fmul v15.4s, v15.4s, v31.4s +fadd v15.4s, v15.4s, v28.4s + +fcvtas v0.4s, v0.4s +fcvtas v1.4s, v1.4s +fcvtas v2.4s, v2.4s +fcvtas v3.4s, v3.4s +fcvtas v4.4s, v4.4s +fcvtas v5.4s, v5.4s +fcvtas v6.4s, v6.4s +fcvtas v7.4s, v7.4s + +fcvtas v8.4s, v8.4s +fcvtas v9.4s, v9.4s +fcvtas v10.4s, v10.4s +fcvtas v11.4s, v11.4s +fcvtas v12.4s, v12.4s +fcvtas v13.4s, v13.4s +fcvtas v14.4s, v14.4s +fcvtas v15.4s, v15.4s + +sqxtn v16.4h, v0.4s +sqxtn2 v16.8h, v1.4s +sqxtn v17.4h, v2.4s +sqxtn2 v17.8h, v3.4s +sqxtn v18.4h, v4.4s +sqxtn2 v18.8h, v5.4s +sqxtn v19.4h, v6.4s +sqxtn2 v19.8h, v7.4s + +sqxtn v20.4h, v8.4s +sqxtn2 v20.8h, v9.4s +sqxtn v21.4h, v10.4s +sqxtn2 v21.8h, v11.4s +sqxtn v22.4h, v12.4s +sqxtn2 v22.8h, v13.4s +sqxtn v23.4h, v14.4s +sqxtn2 v23.8h, v15.4s + +sqxtn v24.8b, v16.8h +sqxtn2 v24.16b, v17.8h +sqxtn v25.8b, v18.8h +sqxtn2 v25.16b, v19.8h +sqxtn v26.8b, v20.8h +sqxtn2 v26.16b, v21.8h +sqxtn v27.8b, v22.8h +sqxtn2 v27.16b, v23.8h +smin v24.16b, v24.16b, v29.16b +smax v24.16b, v24.16b, v30.16b +smin v25.16b, v25.16b, v29.16b +smax v25.16b, v25.16b, v30.16b +smin v26.16b, v26.16b, v29.16b +smax v26.16b, v26.16b, v30.16b +smin v27.16b, v27.16b, v29.16b +smax v27.16b, v27.16b, v30.16b + +st1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x1], #64 + +sub x2, x2, #16 +cmp x2, #16 +bge FLLoop16 + +FL8: +cmp x2, #8 +ble FL4 + +FLLoop8: +ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 +ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 +fmul v0.4s, v0.4s, v31.4s +fadd v0.4s, v0.4s, v28.4s +fmul v1.4s, v1.4s, v31.4s +fadd v1.4s, v1.4s, v28.4s +fmul v2.4s, v2.4s, v31.4s +fadd v2.4s, v2.4s, v28.4s +fmul v3.4s, v3.4s, v31.4s +fadd v3.4s, v3.4s, v28.4s + +fmul v4.4s, v4.4s, v31.4s +fadd v4.4s, v4.4s, v28.4s +fmul v5.4s, v5.4s, v31.4s +fadd v5.4s, v5.4s, v28.4s +fmul v6.4s, v6.4s, v31.4s +fadd v6.4s, v6.4s, v28.4s +fmul v7.4s, v7.4s, v31.4s +fadd v7.4s, v7.4s, v28.4s + +fcvtas v0.4s, v0.4s +fcvtas v1.4s, v1.4s +fcvtas v2.4s, v2.4s +fcvtas v3.4s, v3.4s +fcvtas v4.4s, v4.4s +fcvtas v5.4s, v5.4s +fcvtas v6.4s, v6.4s +fcvtas v7.4s, v7.4s + +sqxtn v8.4h, v0.4s +sqxtn2 v8.8h, v1.4s +sqxtn v9.4h, v2.4s +sqxtn2 v9.8h, v3.4s +sqxtn v10.4h, v4.4s +sqxtn2 v10.8h, v5.4s +sqxtn v11.4h, v6.4s +sqxtn2 v11.8h, v7.4s + +sqxtn v12.8b, v8.8h +sqxtn2 v12.16b, v9.8h +sqxtn v13.8b, v10.8h +sqxtn2 v13.16b, v11.8h +smin v12.16b, v12.16b, v29.16b +smax v12.16b, v12.16b, v30.16b +smin v13.16b, v13.16b, v29.16b +smax v13.16b, v13.16b, v30.16b + +st1 {v12.4s, v13.4s}, [x1], #32 + +sub x2, x2, #8 +cmp x2, #8 +bge FLLoop8 + +FL4: cmp x2, #3 ble FL1 @@ -89,6 +461,9 @@ subs x2, x2, #1 bne FLLoop1 FLEnd: - +ldp d8, d9, [sp, #48] +ldp d10, d11, [sp, #32] +ldp d12, d13, [sp, #16] +ldp d14, d15, [sp], #64 ret #endif diff --git a/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV86_Unit.S b/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV86_Unit.S index d3b3841b5..97eb1ac04 100644 --- a/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV86_Unit.S +++ b/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV86_Unit.S @@ -595,12 +595,13 @@ Tile1LoopEnd: bge LoopDz_TILE_1 End: +ldp x23, x24, [sp, #(16 * 6)] ldp x19, x20, [sp, #(16 * 5)] ldp x21, x22, [sp, #(16 * 4)] ldp d8, d9, [sp, #(16 * 3)] ldp d10, d11, [sp, #(16 * 2)] ldp d12, d13, [sp, #(16 * 1)] -ldp d14, d15, [sp], #(16 * 6) +ldp d14, d15, [sp], #(16 * 7) ret #endif // __aarch64__ diff --git a/source/backend/cpu/arm/arm64/MNNMatrixAdd.S b/source/backend/cpu/arm/arm64/MNNMatrixAdd.S index bc011fb95..38ad46609 100644 --- a/source/backend/cpu/arm/arm64/MNNMatrixAdd.S +++ b/source/backend/cpu/arm/arm64/MNNMatrixAdd.S @@ -18,6 +18,10 @@ asm_function MNNMatrixAdd //Auto: x0: C, x1:A, x2:B, x3:widthC4 //x4:cStride, x5:aStride, x6:bStride, x7:height +stp d14, d15, [sp, #-64]! +stp d12, d13, [sp, #16] +stp d10, d11, [sp, #32] +stp d8, d9, [sp, #48] mov x12, #4 //sizeof(float) mul x4, x12, x4 @@ -31,6 +35,72 @@ mov x10, x2 mov x11, x3 +L16: +cmp x11, #16 +blt L8 + +L16Loop: +ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 +ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x1], #64 +ld1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x2], #64 +ld1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x2], #64 +ld1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x1], #64 +ld1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x1], #64 +ld1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x2], #64 +ld1 {v28.4s, v29.4s, v30.4s, v31.4s}, [x2], #64 + +fadd v0.4s, v0.4s, v8.4s +fadd v1.4s, v1.4s, v9.4s +fadd v2.4s, v2.4s, v10.4s +fadd v3.4s, v3.4s, v11.4s +fadd v4.4s, v4.4s, v12.4s +fadd v5.4s, v5.4s, v13.4s +fadd v6.4s, v6.4s, v14.4s +fadd v7.4s, v7.4s, v15.4s + +sub x11, x11, #16 + +fadd v16.4s, v16.4s, v24.4s +fadd v17.4s, v17.4s, v25.4s +fadd v18.4s, v18.4s, v26.4s +fadd v19.4s, v19.4s, v27.4s +fadd v20.4s, v20.4s, v28.4s +fadd v21.4s, v21.4s, v29.4s +fadd v22.4s, v22.4s, v30.4s +fadd v23.4s, v23.4s, v31.4s + +st1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 +st1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 +st1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x0], #64 +st1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x0], #64 +cmp x11, #16 +bge L16Loop + +L8: +cmp x11, #8 +blt L4 + +L8Loop: +ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 +ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x1], #64 +ld1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x2], #64 +ld1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x2], #64 + +fadd v0.4s, v0.4s, v8.4s +fadd v1.4s, v1.4s, v9.4s +fadd v2.4s, v2.4s, v10.4s +fadd v3.4s, v3.4s, v11.4s +fadd v4.4s, v4.4s, v12.4s +fadd v5.4s, v5.4s, v13.4s +fadd v6.4s, v6.4s, v14.4s +fadd v7.4s, v7.4s, v15.4s +sub x11, x11, #8 + +st1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 +st1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 +cmp x11, #8 +bge L8Loop + L4: cmp x11, #4 blt L1 @@ -89,5 +159,10 @@ add x2, x10, x6 subs x7, x7, #1 bne LoopY +End: +ldp d8, d9, [sp, #48] +ldp d10, d11, [sp, #32] +ldp d12, d13, [sp, #16] +ldp d14, d15, [sp], #64 ret #endif diff --git a/source/backend/cpu/arm/arm64/MNNMatrixSub.S b/source/backend/cpu/arm/arm64/MNNMatrixSub.S index 6d8282a25..928a6f814 100644 --- a/source/backend/cpu/arm/arm64/MNNMatrixSub.S +++ b/source/backend/cpu/arm/arm64/MNNMatrixSub.S @@ -18,6 +18,10 @@ asm_function MNNMatrixSub //Auto: x0: C, x1:A, x2:B, x3:widthC4 //x4:cStride, x5:aStride, x6:bStride, x7:height +stp d14, d15, [sp, #-64]! +stp d12, d13, [sp, #16] +stp d10, d11, [sp, #32] +stp d8, d9, [sp, #48] mov x12, #4 //sizeof(float) mul x4, x12, x4 @@ -31,6 +35,72 @@ mov x10, x2 mov x11, x3 +L16: +cmp x11, #16 +blt L8 + +L16Loop: +ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 +ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x1], #64 +ld1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x2], #64 +ld1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x2], #64 +ld1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x1], #64 +ld1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x1], #64 +ld1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x2], #64 +ld1 {v28.4s, v29.4s, v30.4s, v31.4s}, [x2], #64 + +fsub v0.4s, v0.4s, v8.4s +fsub v1.4s, v1.4s, v9.4s +fsub v2.4s, v2.4s, v10.4s +fsub v3.4s, v3.4s, v11.4s +fsub v4.4s, v4.4s, v12.4s +fsub v5.4s, v5.4s, v13.4s +fsub v6.4s, v6.4s, v14.4s +fsub v7.4s, v7.4s, v15.4s + +sub x11, x11, #16 + +fsub v16.4s, v16.4s, v24.4s +fsub v17.4s, v17.4s, v25.4s +fsub v18.4s, v18.4s, v26.4s +fsub v19.4s, v19.4s, v27.4s +fsub v20.4s, v20.4s, v28.4s +fsub v21.4s, v21.4s, v29.4s +fsub v22.4s, v22.4s, v30.4s +fsub v23.4s, v23.4s, v31.4s + +st1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 +st1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 +st1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x0], #64 +st1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x0], #64 +cmp x11, #16 +bge L16Loop + +L8: +cmp x11, #8 +blt L4 + +L8Loop: +ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 +ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x1], #64 +ld1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x2], #64 +ld1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x2], #64 + +fsub v0.4s, v0.4s, v8.4s +fsub v1.4s, v1.4s, v9.4s +fsub v2.4s, v2.4s, v10.4s +fsub v3.4s, v3.4s, v11.4s +fsub v4.4s, v4.4s, v12.4s +fsub v5.4s, v5.4s, v13.4s +fsub v6.4s, v6.4s, v14.4s +fsub v7.4s, v7.4s, v15.4s +sub x11, x11, #8 + +st1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 +st1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 +cmp x11, #8 +bge L8Loop + L4: cmp x11, #4 blt L1 @@ -89,6 +159,11 @@ add x2, x10, x6 subs x7, x7, #1 bne LoopY +End: +ldp d8, d9, [sp, #48] +ldp d10, d11, [sp, #32] +ldp d12, d13, [sp, #16] +ldp d14, d15, [sp], #64 ret #endif diff --git a/source/backend/cpu/arm/arm64/MNNReluWithSlopeChannel.S b/source/backend/cpu/arm/arm64/MNNReluWithSlopeChannel.S index 1c124d266..d88296968 100644 --- a/source/backend/cpu/arm/arm64/MNNReluWithSlopeChannel.S +++ b/source/backend/cpu/arm/arm64/MNNReluWithSlopeChannel.S @@ -17,7 +17,10 @@ asm_function MNNReluWithSlopeChannel //Auto Load: //x0:dst, x1:src, x2:slope, x3:sizeQuad, x4:depthQuad - +stp d14, d15, [sp, #-64]! +stp d12, d13, [sp, #16] +stp d10, d11, [sp, #32] +stp d8, d9, [sp, #48] cmp x4, #0 beq PReluEnd @@ -26,48 +29,164 @@ beq PReluEnd PReluZLoop: -ld1 {v23.4s}, [x2], #16 +ld1 {v31.4s}, [x2], #16 mov x5, x3 + +PReluL16: +cmp x5, #15 +ble PReluL8 + +PReluL16Loop: +ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 +ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x1], #64 +ld1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x1], #64 + +fcmle v16.4s, v0.4s, #0 +fcmle v17.4s, v1.4s, #0 +fcmle v18.4s, v2.4s, #0 +fcmle v19.4s, v3.4s, #0 +fcmle v20.4s, v4.4s, #0 +fcmle v21.4s, v5.4s, #0 +fcmle v22.4s, v6.4s, #0 +fcmle v23.4s, v7.4s, #0 + +fmul v8.4s, v0.4s, v31.4s +fmul v9.4s, v1.4s, v31.4s +fmul v10.4s, v2.4s, v31.4s +fmul v11.4s, v3.4s, v31.4s +fmul v12.4s, v4.4s, v31.4s +fmul v13.4s, v5.4s, v31.4s +fmul v14.4s, v6.4s, v31.4s +fmul v15.4s, v7.4s, v31.4s + +fcmle v28.4s, v24.4s, #0 +fcmle v29.4s, v25.4s, #0 +fcmle v30.4s, v26.4s, #0 + +bit v0.16b, v8.16b, v16.16b +bit v1.16b, v9.16b, v17.16b +bit v2.16b, v10.16b, v18.16b +bit v3.16b, v11.16b, v19.16b +bit v4.16b, v12.16b, v20.16b +bit v5.16b, v13.16b, v21.16b +bit v6.16b, v14.16b, v22.16b +bit v7.16b, v15.16b, v23.16b + +st1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 +st1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 +fcmle v8.4s, v27.4s, #0 +fmul v9.4s, v24.4s, v31.4s +fmul v10.4s, v25.4s, v31.4s +fmul v11.4s, v26.4s, v31.4s +fmul v12.4s, v27.4s, v31.4s +ld1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x1], #64 + +fcmle v13.4s, v16.4s, #0 +fcmle v14.4s, v17.4s, #0 +fcmle v15.4s, v18.4s, #0 +fcmle v0.4s, v19.4s, #0 + +fmul v20.4s, v16.4s, v31.4s +fmul v21.4s, v17.4s, v31.4s +fmul v22.4s, v18.4s, v31.4s +fmul v23.4s, v19.4s, v31.4s + + +bit v24.16b, v9.16b, v28.16b +bit v25.16b, v10.16b, v29.16b +bit v26.16b, v11.16b, v30.16b +bit v27.16b, v12.16b, v8.16b +bit v16.16b, v20.16b, v13.16b +bit v17.16b, v21.16b, v14.16b +bit v18.16b, v22.16b, v15.16b +bit v19.16b, v23.16b, v0.16b + +st1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x0], #64 +st1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x0], #64 + +sub x5, x5, #16 +cmp x5, #16 +bge PReluL16Loop + +PReluL8: +cmp x5, #7 +ble PReluL4 + +PReluL8Loop: +ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 +ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x1], #64 + +fcmle v16.4s, v0.4s, #0 +fcmle v17.4s, v1.4s, #0 +fcmle v18.4s, v2.4s, #0 +fcmle v19.4s, v3.4s, #0 +fcmle v20.4s, v4.4s, #0 +fcmle v21.4s, v5.4s, #0 +fcmle v22.4s, v6.4s, #0 +fcmle v23.4s, v7.4s, #0 + +fmul v8.4s, v0.4s, v31.4s +fmul v9.4s, v1.4s, v31.4s +fmul v10.4s, v2.4s, v31.4s +fmul v11.4s, v3.4s, v31.4s +fmul v12.4s, v4.4s, v31.4s +fmul v13.4s, v5.4s, v31.4s +fmul v14.4s, v6.4s, v31.4s +fmul v15.4s, v7.4s, v31.4s + + +bit v0.16b, v8.16b, v16.16b +bit v1.16b, v9.16b, v17.16b +bit v2.16b, v10.16b, v18.16b +bit v3.16b, v11.16b, v19.16b +bit v4.16b, v12.16b, v20.16b +bit v5.16b, v13.16b, v21.16b +bit v6.16b, v14.16b, v22.16b +bit v7.16b, v15.16b, v23.16b + +st1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 +st1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 + +sub x5, x5, #8 +cmp x5, #8 +bge PReluL8Loop + +PReluL4: cmp x5, #3 ble PReluL1 PReluL4Loop: -ld1 {v0.4s, v1.4s}, [x1], #32 - -fcmle v20.4s, v0.4s, #0 -fcmle v21.4s, v1.4s, #0 +ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 -ld1 {v2.4s, v3.4s}, [x1], #32 +fcmle v8.4s, v0.4s, #0 +fcmle v9.4s, v1.4s, #0 +fcmle v10.4s, v2.4s, #0 +fcmle v11.4s, v3.4s, #0 -fmul v16.4s, v0.4s, v23.4s -fmul v17.4s, v1.4s, v23.4s -bit v0.16b, v16.16b, v20.16b -bit v1.16b, v17.16b, v21.16b +fmul v4.4s, v0.4s, v31.4s +fmul v5.4s, v1.4s, v31.4s +fmul v6.4s, v2.4s, v31.4s +fmul v7.4s, v3.4s, v31.4s -fmul v16.4s, v2.4s, v23.4s -fmul v17.4s, v3.4s, v23.4s +bit v0.16b, v4.16b, v8.16b +bit v1.16b, v5.16b, v9.16b +bit v2.16b, v6.16b, v10.16b +bit v3.16b, v7.16b, v11.16b -st1 {v0.4s, v1.4s}, [x0], #32 +st1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 -fcmle v20.4s, v2.4s, #0 -fcmle v21.4s, v3.4s, #0 -bit v2.16b, v16.16b, v20.16b -bit v3.16b, v17.16b, v21.16b - -st1 {v2.4s, v3.4s}, [x0], #32 sub x5, x5, #4 cmp x5, #4 bge PReluL4Loop PReluL1: cmp x5, #0 - beq PReluL1End PReluL1Loop: ld1 {v0.4s}, [x1], #16 fcmle v2.4s, v0.4s, #0 -fmul v1.4s, v0.4s, v23.4s +fmul v1.4s, v0.4s, v31.4s bit v0.16b, v1.16b, v2.16b st1 {v0.4s}, [x0], #16 subs x5, x5, #1 @@ -80,6 +199,10 @@ bne PReluZLoop PReluEnd: +ldp d8, d9, [sp, #48] +ldp d10, d11, [sp, #32] +ldp d12, d13, [sp, #16] +ldp d14, d15, [sp], #64 ret #endif diff --git a/source/backend/cpu/arm/arm64/MNNScaleAndAddBias.S b/source/backend/cpu/arm/arm64/MNNScaleAndAddBias.S index 58bec06a8..bfa589b1a 100644 --- a/source/backend/cpu/arm/arm64/MNNScaleAndAddBias.S +++ b/source/backend/cpu/arm/arm64/MNNScaleAndAddBias.S @@ -16,6 +16,10 @@ asm_function MNNScaleAndAddBias //void MNNScaleAndAddBias(float* dst, const float* src, const float* bias, const float* alpha, size_t planeNumber, size_t biasNumber) //Auto: x0:dst, x1:src, x2:bias, x3:alpha, x4:planeNumber, x5:biasNumber +stp d14, d15, [sp, #-64]! +stp d12, d13, [sp, #16] +stp d10, d11, [sp, #32] +stp d8, d9, [sp, #48] cmp x4, #0 beq BSEnd @@ -27,8 +31,158 @@ BSLoopZ: mov x6, x4 ld1 {v31.4s}, [x2], #16 ld1 {v30.4s}, [x3], #16 + + BSL32: + cmp x6, #31 + ble BSL16 + BSLoopP32: + ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 + ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x1], #64 + ld1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x1], #64 + ld1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x1], #64 + ld1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x1], #64 + ld1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x1], #64 + ld1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x1], #64 + fmul v0.4s, v0.4s, v30.4s + fmul v1.4s, v1.4s, v30.4s + fmul v2.4s, v2.4s, v30.4s + fmul v3.4s, v3.4s, v30.4s + fmul v4.4s, v4.4s, v30.4s + fmul v5.4s, v5.4s, v30.4s + fmul v6.4s, v6.4s, v30.4s + fmul v7.4s, v7.4s, v30.4s + sub x6, x6, #32 + fmul v8.4s, v8.4s, v30.4s + fmul v9.4s, v9.4s, v30.4s + fmul v10.4s, v10.4s, v30.4s + fmul v11.4s, v11.4s, v30.4s + fmul v12.4s, v12.4s, v30.4s + fmul v13.4s, v13.4s, v30.4s + fmul v14.4s, v14.4s, v30.4s + fmul v15.4s, v15.4s, v30.4s + + fmul v16.4s, v16.4s, v30.4s + fmul v17.4s, v17.4s, v30.4s + fmul v18.4s, v18.4s, v30.4s + fmul v19.4s, v19.4s, v30.4s + fmul v20.4s, v20.4s, v30.4s + fmul v21.4s, v21.4s, v30.4s + fmul v22.4s, v22.4s, v30.4s + fmul v23.4s, v23.4s, v30.4s + + fmul v24.4s, v24.4s, v30.4s + fmul v25.4s, v25.4s, v30.4s + fmul v26.4s, v26.4s, v30.4s + fmul v27.4s, v27.4s, v30.4s + + fadd v0.4s, v0.4s, v31.4s + fadd v1.4s, v1.4s, v31.4s + fadd v2.4s, v2.4s, v31.4s + fadd v3.4s, v3.4s, v31.4s + fadd v4.4s, v4.4s, v31.4s + fadd v5.4s, v5.4s, v31.4s + fadd v6.4s, v6.4s, v31.4s + fadd v7.4s, v7.4s, v31.4s + cmp x6, #32 + fadd v8.4s, v8.4s, v31.4s + fadd v9.4s, v9.4s, v31.4s + fadd v10.4s, v10.4s, v31.4s + fadd v11.4s, v11.4s, v31.4s + fadd v12.4s, v12.4s, v31.4s + fadd v13.4s, v13.4s, v31.4s + fadd v14.4s, v14.4s, v31.4s + fadd v15.4s, v15.4s, v31.4s + st1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 + + fadd v16.4s, v16.4s, v31.4s + fadd v17.4s, v17.4s, v31.4s + fadd v18.4s, v18.4s, v31.4s + fadd v19.4s, v19.4s, v31.4s + fadd v20.4s, v20.4s, v31.4s + fadd v21.4s, v21.4s, v31.4s + fadd v22.4s, v22.4s, v31.4s + fadd v23.4s, v23.4s, v31.4s + ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 + + fadd v24.4s, v24.4s, v31.4s + fadd v25.4s, v25.4s, v31.4s + fadd v26.4s, v26.4s, v31.4s + fadd v27.4s, v27.4s, v31.4s + + fmul v0.4s, v0.4s, v30.4s + fmul v1.4s, v1.4s, v30.4s + fmul v2.4s, v2.4s, v30.4s + fmul v3.4s, v3.4s, v30.4s + + st1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 + st1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x0], #64 + st1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x0], #64 + fadd v0.4s, v0.4s, v31.4s + fadd v1.4s, v1.4s, v31.4s + fadd v2.4s, v2.4s, v31.4s + fadd v3.4s, v3.4s, v31.4s + st1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x0], #64 + st1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x0], #64 + st1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x0], #64 + + st1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 + + bge BSLoopP32 + + BSL16: + cmp x6, #15 + ble BSL8_ + BSLoopP16: + ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 + ld1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x1], #64 + ld1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x1], #64 + ld1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x1], #64 + fmul v0.4s, v0.4s, v30.4s + fmul v1.4s, v1.4s, v30.4s + fmul v2.4s, v2.4s, v30.4s + fmul v3.4s, v3.4s, v30.4s + fmul v4.4s, v4.4s, v30.4s + fmul v5.4s, v5.4s, v30.4s + fmul v6.4s, v6.4s, v30.4s + fmul v7.4s, v7.4s, v30.4s + sub x6, x6, #16 + fmul v8.4s, v8.4s, v30.4s + fmul v9.4s, v9.4s, v30.4s + fmul v10.4s, v10.4s, v30.4s + fmul v11.4s, v11.4s, v30.4s + fmul v12.4s, v12.4s, v30.4s + fmul v13.4s, v13.4s, v30.4s + fmul v14.4s, v14.4s, v30.4s + fmul v15.4s, v15.4s, v30.4s + + fadd v0.4s, v0.4s, v31.4s + fadd v1.4s, v1.4s, v31.4s + fadd v2.4s, v2.4s, v31.4s + fadd v3.4s, v3.4s, v31.4s + fadd v4.4s, v4.4s, v31.4s + fadd v5.4s, v5.4s, v31.4s + fadd v6.4s, v6.4s, v31.4s + fadd v7.4s, v7.4s, v31.4s + cmp x6, #16 + fadd v8.4s, v8.4s, v31.4s + fadd v9.4s, v9.4s, v31.4s + fadd v10.4s, v10.4s, v31.4s + fadd v11.4s, v11.4s, v31.4s + fadd v12.4s, v12.4s, v31.4s + fadd v13.4s, v13.4s, v31.4s + fadd v14.4s, v14.4s, v31.4s + fadd v15.4s, v15.4s, v31.4s + + st1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 + st1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 + st1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x0], #64 + st1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x0], #64 + + bge BSLoopP16 + + BSL8_: cmp x6, #7 - ble BSLoopP1 + ble BSL1 BSLoopP8: ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x1], #64 fmul v0.4s, v0.4s, v30.4s @@ -53,7 +207,7 @@ BSLoopZ: st1 {v4.4s, v5.4s, v6.4s, v7.4s}, [x0], #64 cmp x6, #8 bge BSLoopP8 - + BSL1: cmp x6, #0 beq BSLoopPEnd @@ -71,7 +225,10 @@ BSLoopZ: BSEnd: - +ldp d8, d9, [sp, #48] +ldp d10, d11, [sp, #32] +ldp d12, d13, [sp, #16] +ldp d14, d15, [sp], #64 ret diff --git a/source/backend/cpu/compute/ConvolutionPackWinograd.cpp b/source/backend/cpu/compute/ConvolutionPackWinograd.cpp index 0883b1ac1..7a59b869b 100644 --- a/source/backend/cpu/compute/ConvolutionPackWinograd.cpp +++ b/source/backend/cpu/compute/ConvolutionPackWinograd.cpp @@ -148,7 +148,7 @@ WinogradConfig ConvolutionPackWinograd::bestWinogradUnit(const Convolution2DComm int oc = outputTensor->channel(); int ePack, hPack, lPack; core->MNNGetMatMulPackMode(&ePack, &lPack, &hPack); - int unit2 = UP_DIV(ow * oh, ePack * threadNumber); + int unit2 = UP_DIV(ow * oh, threadNumber); int maxUnit = (int)::sqrtf((float)unit2); maxUnit = std::min(maxUnit, CONVOLUTION_WINOGRAD_MAX_UNIT); maxUnit = std::max(maxUnit, CONVOLUTION_WINOGRAD_MIN_UNIT); diff --git a/source/backend/cuda/execution/LoopExecution.cu b/source/backend/cuda/execution/LoopExecution.cu index 5fc825a29..12fef5f6c 100644 --- a/source/backend/cuda/execution/LoopExecution.cu +++ b/source/backend/cuda/execution/LoopExecution.cu @@ -257,7 +257,7 @@ public: auto srcStride0 = cmd->view()->GetAs(1)->stride()->data(); auto srcStride1 = cmd->view()->GetAs(2)->stride()->data(); auto dstStride = cmd->view()->GetAs(0)->stride()->data(); - //MNN_PRINT("Binary Loop in optype:%d\n", opType); + // MNN_PRINT("Binary Loop in optype:%d\n", opType); BinaryBlit((uint8_t*)dst, (const uint8_t*)src0, (const uint8_t*)src1, cmd->size()->data(), srcStride0, srcStride1, dstStride, type, runtime, opType); diff --git a/source/backend/cuda/execution/Raster.cu b/source/backend/cuda/execution/Raster.cu index dfa77e580..3e7de8c2b 100644 --- a/source/backend/cuda/execution/Raster.cu +++ b/source/backend/cuda/execution/Raster.cu @@ -127,7 +127,7 @@ __global__ void FLOAT##Name(const T *input, T *output,\ }\ template -__global__ void blit_2(const T *input, T *output, +__global__ void blit_2_float(const T *input, T *output, int count, DivModFast sizeZ, DivModFast sizeY, DivModFast sizeX, int strideZ, int strideY, @@ -143,6 +143,23 @@ __global__ void blit_2(const T *input, T *output, dstF[0] = ((int2 *)(input+srcOffset))[0]; } } +template +__global__ void blit_2_half(const T *input, T *output, + int count, + DivModFast sizeZ, DivModFast sizeY, DivModFast sizeX, + int strideZ, int strideY, + int dstStrideZ, int dstStrideY + ) { + for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < count; i += blockDim.x * gridDim.x) { + int ix, tmp, iy, iz; + sizeX.divmod(i, tmp, ix); + sizeY.divmod(tmp, iz, iy); + int srcOffset = iz * strideZ + iy * strideY + (ix << 1); + int dstOffset = iz * dstStrideZ + iy * dstStrideY + (ix << 1); + int* dstF = (int *)(output+dstOffset); + dstF[0] = ((int *)(input+srcOffset))[0]; + } +} struct Bytes512 { int4 x[4]; @@ -186,26 +203,73 @@ UNARY_FUNC(GELU_STANDARD, (erf(x*0.7071067932881648f)+1.f)*x*0.5); void RasterBlit(uint8_t* output, const uint8_t* input, const int32_t* size, const int32_t* srcStride, const int32_t* dstStride, int bytes, CUDARuntime* runtime) { int count = size[0] * size[1] * size[2]; - DivModFast sz(size[0]); - DivModFast sy(size[1]); - DivModFast sx(size[2]); - // MNN_PRINT("blit info size:%d-%d-%d, srcStride:%d-%d-%d, dstStride:%d-%d-%d\n", size[0], size[1], size[2], srcStride[0], srcStride[1], srcStride[2], dstStride[0], dstStride[1], dstStride[2]); - if(bytes == 4 && count > 16384 && size[2] % 2 == 0 && srcStride[2] == 1 && dstStride[2] == 1) { - //printf("%d-%d-%d, %d-%d-%d,-%d-%d-%d\n\n", size[0], size[1], size[2], srcStride[0], srcStride[1], srcStride[2], dstStride[0], dstStride[1], dstStride[2]); - count /= 2; - int block_num = runtime->blocks_num(count); + bool isThirdSizeVector = (size[2] % 2 == 0 && srcStride[2] == 1 && dstStride[2] == 1); + bool isSecondSizeVector = (size[1] % 2 == 0 && srcStride[1] == 1 && dstStride[1] == 1) && (size[2] == 1 && srcStride[2] == 1 && dstStride[2] == 1); + bool isFirstSizeVector = (size[0] % 2 == 0 && srcStride[0] == 1 && dstStride[0] == 1) && (size[1] == 1 && srcStride[1] == 1 && dstStride[1] == 1) && (size[2] == 1 && srcStride[2] == 1 && dstStride[2] == 1); + bool isSizeVector = isThirdSizeVector || isSecondSizeVector || isFirstSizeVector; + if(count > 16384 && isSizeVector) { + int32_t newSize[3], newSrcStride[3], newDstStride[3]; + newSize[0] = size[0]; + newSize[1] = size[1]; + newSize[2] = size[2]; + newSrcStride[0] = srcStride[0]; + newSrcStride[1] = srcStride[1]; + newSrcStride[2] = srcStride[2]; + newDstStride[0] = dstStride[0]; + newDstStride[1] = dstStride[1]; + newDstStride[2] = dstStride[2]; + if(isSecondSizeVector) { + /* size : [size_0, size_1, 1] srcStride : [ss_0, 1, 1] dstStride : [ds_0, 1, 1] + --> newSize: [1, size_0, size_1] newSrcStride: [1, ss_0, 1] newDstStride: [1, ds_0, 1] + */ + newSize[2] = size[1]; + newSize[1] = size[0]; + newSize[0] = 1; + newSrcStride[1] = srcStride[0]; + newSrcStride[0] = 1; + newDstStride[1] = dstStride[0]; + newDstStride[0] = 1; + } + if(isFirstSizeVector) { + /* size : [size_0, 1, 1] srcStride : [1, 1, 1] dstStride : [1, 1, 1] + --> newSize: [1, 1, size_0] newSrcStride: [1, 1, 1] newDstStride: [1, 1, 1] + */ + newSize[2] = size[0]; + newSize[0] = 1; + } + + DivModFast new_sz(newSize[0]); + DivModFast new_sy(newSize[1]); + DivModFast new_sx(newSize[2]/2); + + int newCount = count / 2; + int block_num = runtime->blocks_num(newCount); int threads_num = runtime->threads_num(); - DivModFast sx_2((size[2]/2)); - - blit_2<<>>((const float*)input, (float*)output, - count, - sz, sy, sx_2, - srcStride[0], srcStride[1], - dstStride[0], dstStride[1]); - return; + + // Forbid addresss misalign + if(bytes == 4 && reinterpret_cast(input) % 8 == 0 && reinterpret_cast(output) % 8 == 0) { + blit_2_float<<>>((const float*)input, (float*)output, + newCount, + new_sz, new_sy, new_sx, + newSrcStride[0], newSrcStride[1], + newDstStride[0], newDstStride[1]); + checkKernelErrors; + return; + } else if(bytes == 2 && reinterpret_cast(input) % 4 == 0 && reinterpret_cast(output) % 4 == 0) { + blit_2_half<<>>((const half*)input, (half*)output, + newCount, + new_sz, new_sy, new_sx, + newSrcStride[0], newSrcStride[1], + newDstStride[0], newDstStride[1]); + checkKernelErrors; + return; + } } + DivModFast sz(size[0]); + DivModFast sy(size[1]); + DivModFast sx(size[2]); int block_num = runtime->blocks_num(count); int threads_num = runtime->threads_num(); @@ -225,7 +289,7 @@ void RasterBlit(uint8_t* output, const uint8_t* input, const int32_t* size, cons dstStride[0], dstStride[1], dstStride[2]); break; case 4: - blit<<>>((const float*)input, (float*)output, + blit<<>>((const float*)input, (float*)output, count, sz, sy, sx, srcStride[0], srcStride[1], srcStride[2], @@ -248,6 +312,7 @@ void RasterBlit(uint8_t* output, const uint8_t* input, const int32_t* size, cons default: break; } + checkKernelErrors; } template @@ -538,7 +603,6 @@ __global__ void Binary##Name(\ ) { \ int count = sizeZ * sizeY * sizeX;\ for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < (count); i += blockDim.x * gridDim.x) {\ - int total = sizeZ * sizeY * sizeX;\ int ix = i % sizeX;\ int tmp = i / sizeX;\ int iy = tmp % sizeY;\ @@ -563,15 +627,14 @@ __global__ void BinaryMid##Name(\ int sizeZ, int sizeY, int sizeX,\ int strideZ, int strideY, int strideX,\ int strideZ1, int strideY1, int strideX1,\ - int dstStrideZ, int dstStrideY, int dstStrideX, int activationType, int bytes\ + int dstStrideZ, int dstStrideY, int dstStrideX, int activationType,\ + DivModFast d_sizeY, DivModFast d_sizeX\ ) { \ int count = sizeZ * sizeY * sizeX;\ for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < (count); i += blockDim.x * gridDim.x) {\ - int total = sizeZ * sizeY * sizeX;\ - int ix = i % sizeX;\ - int tmp = i / sizeX;\ - int iy = tmp % sizeY;\ - int iz = tmp / sizeY;\ + int ix, tmp, iy, iz;\ + d_sizeX.divmod(i, tmp, ix);\ + d_sizeY.divmod(tmp, iz, iy);\ int srcOffset = iz * strideZ + iy * strideY + ix * strideX;\ int srcOffset1 = iz * strideZ1 + iy * strideY1 + ix * strideX1;\ int dstOffset = iz * dstStrideZ + iy * dstStrideY + ix * dstStrideX;\ @@ -581,11 +644,95 @@ __global__ void BinaryMid##Name(\ if(activationType == 1) {\ val = (val < 0.0f ? 0.0f : val);\ }\ - if(bytes == 2) {\ - val = min(val, 65504.0f);\ - val = max(val, -65504.0f);\ + output[dstOffset] = val;\ + }\ +}\ +template\ +__global__ void BinaryMid4_##Name(\ + const TIn *input0, const TIn* input1, TOut *output,\ + int sizeZ, int sizeY, int sizeX,\ + int strideZ, int strideY,\ + int strideZ1, int strideY1,\ + int dstStrideZ, int dstStrideY, int activationType,\ + DivModFast d_sizeY, DivModFast d_sizeX,\ + bool inp0Broadcast, bool inp1Broadcast\ + ) { \ + int count = sizeZ * sizeY * sizeX;\ + for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < (count); i += blockDim.x * gridDim.x) {\ + int ix, tmp, iy, iz;\ + d_sizeX.divmod(i, tmp, ix);\ + d_sizeY.divmod(tmp, iz, iy);\ + ix = ix << 2;\ + int srcOffset = iz * strideZ + iy * strideY + ix;\ + int srcOffset1 = iz * strideZ1 + iy * strideY1 + ix;\ + int dstOffset = iz * dstStrideZ + iy * dstStrideY + ix;\ + float4 xx = inp0Broadcast ? make_float4(input0[srcOffset-ix],input0[srcOffset-ix], input0[srcOffset-ix], input0[srcOffset-ix]) : ((float4 *)(input0+srcOffset))[0];\ + float4 yy = inp1Broadcast ? make_float4(input1[srcOffset1-ix],input1[srcOffset1-ix], input1[srcOffset1-ix], input1[srcOffset1-ix]) :((float4 *)(input1+srcOffset1))[0];\ + float x = xx.x;\ + float y = yy.x;\ + float val = (float)(Func);\ + if(activationType == 1) {\ + val = (val < 0.0f ? 0.0f : val);\ }\ output[dstOffset] = val;\ + x = xx.y;\ + y = yy.y;\ + val = (float)(Func);\ + if(activationType == 1) {\ + val = (val < 0.0f ? 0.0f : val);\ + }\ + output[dstOffset+1] = val;\ + x = xx.z;\ + y = yy.z;\ + val = (float)(Func);\ + if(activationType == 1) {\ + val = (val < 0.0f ? 0.0f : val);\ + }\ + output[dstOffset+2] = val;\ + x = xx.w;\ + y = yy.w;\ + val = (float)(Func);\ + if(activationType == 1) {\ + val = (val < 0.0f ? 0.0f : val);\ + }\ + output[dstOffset+3] = val;\ + }\ +}\ +template\ +__global__ void BinaryMidHalf2_##Name(\ + const TIn *input0, const TIn* input1, TOut *output,\ + int sizeZ, int sizeY, int sizeX,\ + int strideZ, int strideY,\ + int strideZ1, int strideY1,\ + int dstStrideZ, int dstStrideY, int activationType,\ + DivModFast d_sizeY, DivModFast d_sizeX,\ + bool inp0Broadcast, bool inp1Broadcast\ + ) { \ + int count = sizeZ * sizeY * sizeX;\ + for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < (count); i += blockDim.x * gridDim.x) {\ + int ix, tmp, iy, iz;\ + d_sizeX.divmod(i, tmp, ix);\ + d_sizeY.divmod(tmp, iz, iy);\ + ix = ix << 1;\ + int srcOffset = iz * strideZ + iy * strideY + ix;\ + int srcOffset1 = iz * strideZ1 + iy * strideY1 + ix;\ + int dstOffset = iz * dstStrideZ + iy * dstStrideY + ix;\ + half2 xx = inp0Broadcast ? make_half2(input0[srcOffset-ix], input0[srcOffset-ix]) : ((half2 *)(input0+srcOffset))[0];\ + half2 yy = inp1Broadcast ? make_half2(input1[srcOffset1-ix], input1[srcOffset1-ix]) : ((half2 *)(input1+srcOffset1))[0];\ + float x = xx.x;\ + float y = yy.x;\ + float val = (float)(Func);\ + if(activationType == 1) {\ + val = (val < 0.0f ? 0.0f : val);\ + }\ + output[dstOffset] = val;\ + x = xx.y;\ + y = yy.y;\ + val = (float)(Func);\ + if(activationType == 1) {\ + val = (val < 0.0f ? 0.0f : val);\ + }\ + output[dstOffset+1] = val;\ }\ }\ template\ @@ -595,8 +742,7 @@ __global__ void BinaryMidLinear##Name(\ int strideZ,\ int strideZ1,\ int dstStrideZ,\ - int activationType,\ - int bytes\ + int activationType\ ) { \ int count = sizeZ;\ for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < (count); i += blockDim.x * gridDim.x) {\ @@ -610,10 +756,6 @@ __global__ void BinaryMidLinear##Name(\ if(activationType == 1) {\ val = (val < 0.0f ? 0.0f : val);\ }\ - if(bytes == 2) {\ - val = min(val, 65504.0f);\ - val = max(val, -65504.0f);\ - }\ output[dstOffset] = (TOut)val;\ }\ }\ @@ -622,15 +764,16 @@ __global__ void BinaryMidLinear##Name(\ template\ __global__ void BinaryMidLinear4_##Name(\ const TIn *input0, const TIn* input1, TOut *output,\ - int count_4, int activationType\ + int count_4, int activationType,\ + bool inp0Broadcast, bool inp1Broadcast\ ) { \ for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < (count_4); i += blockDim.x * gridDim.x) {\ int iz = i;\ int srcOffset = iz << 2;\ int srcOffset1 = iz << 2;\ int dstOffset = iz << 2;\ - float4 xx = ((float4 *)(input0+srcOffset))[0];\ - float4 yy = ((float4 *)(input1+srcOffset1))[0];\ + float4 xx = inp0Broadcast ? make_float4(input0[0], input0[0], input0[0], input0[0]) : ((float4 *)(input0+srcOffset))[0];\ + float4 yy = inp1Broadcast ? make_float4(input1[0], input1[0], input1[0], input1[0]) : ((float4 *)(input1+srcOffset1))[0];\ float x = xx.x;\ float y = yy.x;\ TOut val = (TOut)(Func);\ @@ -664,23 +807,22 @@ __global__ void BinaryMidLinear4_##Name(\ template\ __global__ void BinaryMidLinearHalf4_##Name(\ const TIn *input0, const TIn* input1, TOut *output,\ - int count_4, int activationType\ + int count_4, int activationType,\ + bool inp0Broadcast, bool inp1Broadcast\ ) { \ for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < (count_4); i += blockDim.x * gridDim.x) {\ int iz = i;\ int srcOffset = iz << 2;\ int srcOffset1 = iz << 2;\ int dstOffset = iz << 2;\ - half2 xx = ((half2 *)(input0+srcOffset))[0];\ - half2 yy = ((half2 *)(input1+srcOffset1))[0];\ + half2 xx = inp0Broadcast ? make_half2(input0[0], input0[0]) : ((half2 *)(input0+srcOffset))[0];\ + half2 yy = inp1Broadcast ? make_half2(input1[0], input1[0]) : ((half2 *)(input1+srcOffset1))[0];\ float x = (float)xx.x;\ float y = (float)yy.x;\ float val = (float)(Func);\ if(activationType == 1) {\ val = (val < 0.0f ? 0.0f : val);\ }\ - val = min(val, 65504.0f);\ - val = max(val, -65504.0f);\ output[dstOffset] = (TOut)val;\ x = (float)xx.y;\ y = (float)yy.y;\ @@ -688,19 +830,15 @@ __global__ void BinaryMidLinearHalf4_##Name(\ if(activationType == 1) {\ val = (val < 0.0f ? 0.0f : val);\ }\ - val = min(val, 65504.0f);\ - val = max(val, -65504.0f);\ output[dstOffset+1] = (TOut)val;\ - xx = ((half2 *)(input0+srcOffset))[1];\ - yy = ((half2 *)(input1+srcOffset1))[1];\ + xx = inp0Broadcast ? make_half2(input0[0], input0[0]) : ((half2 *)(input0+srcOffset))[1];\ + yy = inp1Broadcast ? make_half2(input1[0], input1[0]) : ((half2 *)(input1+srcOffset1))[1];\ x = (float)xx.x;\ y = (float)yy.x;\ val = (float)(Func);\ if(activationType == 1) {\ val = (val < 0.0f ? 0.0f : val);\ }\ - val = min(val, 65504.0f);\ - val = max(val, -65504.0f);\ output[dstOffset+2] = (TOut)val;\ x = (float)xx.y;\ y = (float)yy.y;\ @@ -708,8 +846,6 @@ __global__ void BinaryMidLinearHalf4_##Name(\ if(activationType == 1) {\ val = (val < 0.0f ? 0.0f : val);\ }\ - val = min(val, 65504.0f);\ - val = max(val, -65504.0f);\ output[dstOffset+3] = (TOut)val;\ }\ }\ @@ -784,18 +920,21 @@ void BinaryBlitTemplateFloat(T* output, const T* input, const T* input1, const i int count = size[0] * size[1] * size[2]; int block_num = runtime->blocks_num(count); int threads_num = runtime->threads_num(); + // MNN_PRINT("binary :%d %d %d, %d %d %d, %d %d %d, %d %d %d, \n", size[0], size[1], size[2], srcStride[0], srcStride[1], srcStride[2], srcStride1[0], srcStride1[1], srcStride1[2], dstStride[0], dstStride[1], dstStride[2]); #define COMPUTE_FLOAT(TYPE, TOut)\ if (opType == MNN::BinaryOpOperation_##TYPE ) {\ if (size[2] == count) {\ - if(count % 4 == 0 && count > 16384 && srcStride[2] == 1 && srcStride1[2] == 1 && dstStride[2] == 1) {\ + if(count % 4 == 0 && count > 16384 && (srcStride[2] == 0 || srcStride[2] == 1) && (srcStride1[2] == 0 || srcStride1[2] == 1) && dstStride[2] == 1) {\ block_num = runtime->blocks_num(count/4);\ threads_num = runtime->threads_num();\ + bool srcBroadcast = srcStride[2] == 0;\ + bool srcBroadcast1 = srcStride1[2] == 0;\ if(bytes == 4) {\ BinaryMidLinear4_##TYPE<<>>((const T*)input, (const T*)(input1), (TOut*)output,\ - count/4, activationType);\ + count/4, activationType, srcBroadcast, srcBroadcast1);\ } else {\ BinaryMidLinearHalf4_##TYPE<<>>((const T*)input, (const T*)(input1), (TOut*)output,\ - count/4, activationType);\ + count/4, activationType, srcBroadcast, srcBroadcast1);\ }\ } else {\ BinaryMidLinear##TYPE<<>>((const T*)input, (const T*)(input1), (TOut*)output,\ @@ -803,14 +942,41 @@ void BinaryBlitTemplateFloat(T* output, const T* input, const T* input1, const i srcStride[2],\ srcStride1[2],\ dstStride[2],\ - activationType, bytes);\ + activationType);\ }\ } else {\ - BinaryMid##TYPE<<>>((const T*)input, (const T*)(input1), (TOut*)output,\ - size[0], size[1], size[2],\ - srcStride[0], srcStride[1], srcStride[2],\ - srcStride1[0], srcStride1[1], srcStride1[2],\ - dstStride[0], dstStride[1], dstStride[2], activationType, bytes);\ + bool isVectorSizeZ = (size[0] == 1 || ((srcStride[2] == 0 || srcStride[0] % bytes == 0) && (srcStride1[2] == 0 || srcStride1[0] % bytes == 0) && dstStride[0] % bytes == 0));\ + bool isVectorSizeY = (size[1] == 1 || ((srcStride[2] == 0 || srcStride[1] % bytes == 0) && (srcStride1[2] == 0 || srcStride1[1] % bytes == 0) && dstStride[1] % bytes == 0));\ + bool isVector4 = size[2] % bytes == 0 && isVectorSizeZ && isVectorSizeY;\ + if(isVector4 && count > 16384 && (srcStride[2] == 0 || srcStride[2] == 1) && (srcStride1[2] == 0 || srcStride1[2] == 1) && dstStride[2] == 1) {\ + block_num = runtime->blocks_num(count/bytes);\ + threads_num = runtime->threads_num();\ + DivModFast sy(size[1]);\ + DivModFast sx(size[2]/bytes);\ + bool srcBroadcast = srcStride[2] == 0;\ + bool srcBroadcast1 = srcStride1[2] == 0;\ + if(bytes == 4) {\ + BinaryMid4_##TYPE<<>>((const T*)input, (const T*)(input1), (TOut*)output,\ + size[0], size[1], size[2]/4,\ + srcStride[0], srcStride[1],\ + srcStride1[0], srcStride1[1],\ + dstStride[0], dstStride[1], activationType, sy, sx, srcBroadcast, srcBroadcast1);\ + } else {\ + BinaryMidHalf2_##TYPE<<>>((const T*)input, (const T*)(input1), (TOut*)output,\ + size[0], size[1], size[2]/2,\ + srcStride[0], srcStride[1],\ + srcStride1[0], srcStride1[1],\ + dstStride[0], dstStride[1], activationType, sy, sx, srcBroadcast, srcBroadcast1);\ + }\ + } else {\ + DivModFast sy(size[1]);\ + DivModFast sx(size[2]);\ + BinaryMid##TYPE<<>>((const T*)input, (const T*)(input1), (TOut*)output,\ + size[0], size[1], size[2],\ + srcStride[0], srcStride[1], srcStride[2],\ + srcStride1[0], srcStride1[1], srcStride1[2],\ + dstStride[0], dstStride[1], dstStride[2], activationType, sy, sx);\ + }\ }\ return;\ }\ diff --git a/source/backend/cuda/execution/RasterExecution.cpp b/source/backend/cuda/execution/RasterExecution.cpp index 0863620a9..93dfae1b8 100644 --- a/source/backend/cuda/execution/RasterExecution.cpp +++ b/source/backend/cuda/execution/RasterExecution.cpp @@ -118,7 +118,7 @@ ErrorCode RasterExecution::onResize(const std::vector &____inputs, con auto& slice0 = des->regions[0]; for (int i=0; i< des->regions.size(); ++i) { auto& slice = des->regions[i]; - // MNN_PRINT("%d-%d-%d-%d-%d\n", ____inputs[0]->batch(), ____inputs[0]->height(), ____inputs[0]->width(), ____inputs[0]->channel(), outputs[0]->channel()); + // MNN_PRINT("%d-%d-%d-%d-%d\n", ____inputs[i]->batch(), ____inputs[i]->height(), ____inputs[i]->width(), ____inputs[i]->channel(), outputs[0]->channel()); // MNN_PRINT("%d-%d-%d, %d-%d-%d, %d-%d-%d, %d-%d\n\n", slice.size[0], slice.size[1], slice.size[2], slice.src.stride[0], slice.src.stride[1], slice.src.stride[2], slice.dst.stride[0], slice.dst.stride[1], slice.dst.stride[2], slice.src.offset, slice.dst.offset); if (TensorUtils::getDescribe(slice.origin)->dimensionFormat != MNN_DATA_FORMAT_NC4HW4) { mFast = false; @@ -132,13 +132,13 @@ ErrorCode RasterExecution::onResize(const std::vector &____inputs, con mFast = false; break; } - } - // MNN_PRINT("raster fast:%d regionNum:%d\n\n\n", mFast, des->regions.size()); + } + //MNN_PRINT("raster fast:%d regionNum:%d\n\n\n", mFast, des->regions.size()); if (mFast) { - int srcStep = 1; - int dstStep = 1; for (int i=0; i< des->regions.size(); ++i) { - auto& slice = des->regions[i]; + int srcStep = 1; + int dstStep = 1; + auto& slice = des->regions[i]; if(slice.dst.offset / (slice.size[2] * slice.size[1]) >= 1) { int batchChannel = slice.dst.offset / (slice.size[1] * slice.size[2]) + 1; dstStep = dstStep > batchChannel ? dstStep : batchChannel; @@ -155,11 +155,12 @@ ErrorCode RasterExecution::onResize(const std::vector &____inputs, con int tmp = slice.src.stride[0] / slice.dst.stride[0]; srcStep = srcStep > tmp ? srcStep : tmp; } - } - - for (int i=0; i< des->regions.size(); ++i) { - auto& slice = des->regions[i]; - if (slice.origin == nullptr) { + if(____inputs[i]->channel() > slice.size[1]) { + int tmp = ____inputs[i]->channel() / slice.size[1]; + srcStep = srcStep > tmp ? srcStep : tmp; + } + + if (slice.origin == nullptr) { continue; } Tensor::InsideDescribe::Region newRegion; @@ -167,7 +168,7 @@ ErrorCode RasterExecution::onResize(const std::vector &____inputs, con _turnToNewRegion(slice, newRegion, srcStep, dstStep); mFastBlit.emplace_back(std::make_pair(slice.origin, std::move(newRegion))); // MNN_PRINT("new step %d-%d:%d-%d-%d, %d-%d-%d, %d-%d-%d, %d-%d\n\n", srcStep, dstStep, newRegion.size[0], newRegion.size[1], newRegion.size[2], newRegion.src.stride[0], newRegion.src.stride[1], newRegion.src.stride[2], newRegion.dst.stride[0], newRegion.dst.stride[1], newRegion.dst.stride[2], newRegion.src.offset, newRegion.dst.offset); - } + } return NO_ERROR; } } @@ -299,19 +300,21 @@ void RasterExecution::executeFaster(const std::vector &inputs, const s if (mNeedZero) { auto size = static_cast(backend())->realSize(output) * bytes; cudaMemset((uint8_t*)output->deviceId(), 0, size); + checkKernelErrors; } // Use mFastBlit for (auto& iter : mFastBlit) { auto srcPtr = (uint8_t*)iter.first->deviceId() + iter.second.src.offset * bytes; auto dstPtr = (uint8_t*)output->deviceId() + iter.second.dst.offset * bytes; - RasterBlit(dstPtr, srcPtr, iter.second.size, iter.second.src.stride, iter.second.dst.stride, bytes, runtime); + RasterBlit(dstPtr, srcPtr, iter.second.size, iter.second.src.stride, iter.second.dst.stride, bytes, runtime); + checkKernelErrors; } } ErrorCode RasterExecution::onExecute(const std::vector &inputs, const std::vector &outputs) { if (mFast) { executeFaster(inputs, outputs); - return NO_ERROR; + return NO_ERROR; } auto bn = static_cast(backend()); auto input = outputs[0]; @@ -345,13 +348,15 @@ ErrorCode RasterExecution::onExecute(const std::vector &inputs, const cudaMemcpy(dstPtr, srcPtr, bn->realSize(realInput) * bytes, cudaMemcpyDeviceToDevice); return NO_ERROR; } - UnpackBuffer(dstPtr, srcPtr, &pack, bytes, runtime); + UnpackBuffer(dstPtr, srcPtr, &pack, bytes, runtime); + checkKernelErrors; } else { if (output->dimensions() <= 1) { cudaMemcpy(dstPtr, srcPtr, bn->realSize(realInput) * bytes, cudaMemcpyDeviceToDevice); return NO_ERROR; } - PackBuffer(dstPtr, srcPtr, &pack, bytes, runtime); + PackBuffer(dstPtr, srcPtr, &pack, bytes, runtime); + checkKernelErrors; } return NO_ERROR; } @@ -359,9 +364,11 @@ ErrorCode RasterExecution::onExecute(const std::vector &inputs, const if (mNeedZero) { auto size = static_cast(backend())->realSize(mOutputPtr) * bytes; cudaMemset((uint8_t*)mOutputPtr->deviceId(), 0, size); + checkKernelErrors; } for (auto& iter : mTempInput) { backend()->onCopyBuffer(iter.first, iter.second); + checkKernelErrors; } //MNN_PRINT("\n%d\n", mFuseRaster.first); if(mFuseRaster.first > 0) { @@ -373,16 +380,19 @@ ErrorCode RasterExecution::onExecute(const std::vector &inputs, const //MNN_PRINT("fuseRaster:%p-%p\n", mSrcOffset, mDstOffset); FuseRasterBlit(dstPtr, srcPtr, slice.size, slice.src.stride, slice.dst.stride, mFuseRaster.second, mOffset, bytes, runtime, mFuseRaster.first); + checkKernelErrors; } else { for (auto& iter : mTempInputCopy) { auto srcPtr = (uint8_t*)iter.first->deviceId() + iter.second->src.offset * bytes; auto dstPtr = (uint8_t*)mOutputPtr->deviceId() + iter.second->dst.offset * bytes; RasterBlit(dstPtr, srcPtr, iter.second->size, iter.second->src.stride, iter.second->dst.stride, bytes, runtime); + checkKernelErrors; } } if (nullptr != mTempOutput) { backend()->onCopyBuffer(mTempOutput.get(), output); + checkKernelErrors; } return NO_ERROR; } diff --git a/source/backend/cuda/execution/SoftmaxExecution.cu b/source/backend/cuda/execution/SoftmaxExecution.cu index 151b4ae4a..020777638 100644 --- a/source/backend/cuda/execution/SoftmaxExecution.cu +++ b/source/backend/cuda/execution/SoftmaxExecution.cu @@ -209,12 +209,12 @@ ErrorCode SoftmaxExecution::onExecute(const std::vector &inputs, const int block_num = runtime->blocks_num(count); int threads_num = runtime->threads_num(); if (static_cast(backend())->useFp16()) { - if(axis % 256 == 0 || axis >= 768) { + if(axis % 256 == 0 || axis >= 768) { block_num = count; int calc_multi_num = (axis + 255) / 256; SOFTMAX_AXIS_REDUCE<<>>((const half*)input, (half*)dst, inside, axis, 256, calc_multi_num, outside, count); checkKernelErrors; - } else if(axis % 64 == 0 || axis >= 256) { + } else if(axis % 64 == 0 || axis > 32) { block_num = count; int calc_multi_num = (axis + 63) / 64; SOFTMAX_AXIS_REDUCE<<>>((const half*)input, (half*)dst, inside, axis, 64, calc_multi_num, outside, count); @@ -234,7 +234,7 @@ ErrorCode SoftmaxExecution::onExecute(const std::vector &inputs, const int calc_multi_num = (axis + 255) / 256; SOFTMAX_AXIS_REDUCE<<>>((const float*)input, (float*)dst, inside, axis, 256, calc_multi_num, outside, count); checkKernelErrors; - } else if(axis % 64 == 0 || axis >= 256) { + } else if(axis % 64 == 0 || axis > 32) { block_num = count; int calc_multi_num = (axis + 63) / 64; SOFTMAX_AXIS_REDUCE<<>>((const float*)input, (float*)dst, inside, axis, 64, calc_multi_num, outside, count); diff --git a/source/backend/cuda/execution/TopKV2Execution.cu b/source/backend/cuda/execution/TopKV2Execution.cu new file mode 100644 index 000000000..f9bb0a613 --- /dev/null +++ b/source/backend/cuda/execution/TopKV2Execution.cu @@ -0,0 +1,312 @@ +#include "TopKV2Execution.hpp" +#include + + +namespace MNN { +namespace CUDA { + + +// rank TopK in the corresponding thead +template +__device__ void TopKInThread(const valueT * inputDevice, indexT * indicesThread, valueT * valuesThread, const int K, const int numElePerRow, const valueT minValue, const int descendFlag) { + for (int i = 0 ; i < K; i++) { + indicesThread[i] = -1; + valuesThread[i] = (valueT)(descendFlag) * minValue; + } + + int idxFirstEleInRow = threadIdx.x + blockIdx.x * blockDim.x; + + for (indexT i = idxFirstEleInRow; i < numElePerRow; i += gridDim.x * blockDim.x) { + valueT data = inputDevice[i]; + if ((valueT)(descendFlag) * data <= (valueT)(descendFlag) * valuesThread[K - 1]) { + continue; + } else { + for (int j = K - 2; j >= 0; j--) { + if ((valueT)(descendFlag) * data > (valueT)(descendFlag) * valuesThread[j]) { + valuesThread[j + 1] = valuesThread[j]; + indicesThread[j + 1] = indicesThread[j]; + valuesThread[j] = data; + indicesThread[j] = i; + } else { + break; + } + } + } + } + + return; +} + + +// reduce TopK results of two offsets +template +__device__ void ReduceTopK(indexT * indicesArray, valueT * valuesArray, const int offset1, const int offset2, const int K, const int descendFlag) { + indexT idx1 = offset1 + K - 1; + indexT idx2 = offset2 + K - 1; + indexT idxVirtual = offset1 + 2 * K -1; + + while (idx2 >= offset2) { + if (idx1 < offset1) { + while (idxVirtual >= offset1) { + indicesArray[idxVirtual] = indicesArray[offset2 + (idxVirtual - offset1)]; + valuesArray[idxVirtual] = valuesArray[offset2 + (idxVirtual - offset1)]; + idxVirtual --; + } + break; + } + + if ((valueT)(descendFlag) * valuesArray[idx1] <= (valueT)(descendFlag) * valuesArray[idx2]) { + if (idxVirtual <= offset1 + K - 1) { + indicesArray[idxVirtual] = indicesArray[idx1]; + valuesArray[idxVirtual] = valuesArray[idx1]; + } + idx1 --; + } else { + if (idxVirtual <= offset1 + K - 1) { + indicesArray[idxVirtual] = indicesArray[idx2]; + valuesArray[idxVirtual] = valuesArray[idx2]; + } + idx2 --; + } + idxVirtual --; + } + + return; +} + + +// get results of all blocks' TopK in one row +template +__device__ void TopKOneRow(const valueT * inputDevice, indexT * indicesBlock, valueT * valuesBlock, indexT * tempIndicesDevice, valueT * tempValuesDevice, const int K, const int lengthRow, valueT minValue, const int descendFlag) { + indexT * indicesThread = indicesBlock + threadIdx.x * K; + valueT * valuesThread = valuesBlock + threadIdx.x * K; + + // rank TopK + TopKInThread(inputDevice, indicesThread, valuesThread, K, lengthRow, minValue, descendFlag); + + __syncthreads(); + + // reduce + for(int stride = (blockDim.x >> 1); stride > 0; stride >>= 1) { + if(threadIdx.x < stride) { + ReduceTopK(indicesBlock, valuesBlock, threadIdx.x * K, (threadIdx.x + stride) * K, K, descendFlag); + } + __syncthreads(); + } + + // move data from block's smem to global memory(prepare for the next kernel function) + if (threadIdx.x == 0) { + for(int i = 0; i < K; i++) { + tempIndicesDevice[K * blockIdx.x + i] = indicesBlock[i]; + tempValuesDevice[K * blockIdx.x + i] = valuesBlock[i]; + } + } + + return; +} + + +// get results of the final TopK from all block's TopK in a row +template +__device__ void GetResultOneRow(indexT * outputIndicesDevice, valueT * outputValuesDevice, indexT * tempIndicesDevice, valueT * tempValuesDevice, indexT * finalIndices, valueT * finalValues, const int K, const int reduceLength, const int descendFlag) { + // move data from global memory to a block's smem + if (threadIdx.x < reduceLength) { + for (int i = 0; i < K; i++) { + finalIndices[threadIdx.x * K + i] = tempIndicesDevice[threadIdx.x * K + i]; + finalValues[threadIdx.x * K + i] = tempValuesDevice[threadIdx.x * K + i]; + } + } + __syncthreads(); + + // the first round of reducing needs special action + int stride = blockDim.x >> 1; + if ((threadIdx.x < stride) && (threadIdx.x + stride < reduceLength)) { + ReduceTopK(finalIndices, finalValues, threadIdx.x * K, (threadIdx.x + stride) * K, K, descendFlag); + } + __syncthreads(); + stride >>= 1; + + // the remaining rounds of reducing + for (; stride > 0; stride >>= 1) { + if (threadIdx.x < stride) { + ReduceTopK(finalIndices, finalValues, threadIdx.x * K, (threadIdx.x + stride) * K, K, descendFlag); + } + __syncthreads(); + } + + //move data from a block's smem to global memory + if (threadIdx.x == 0) { + for (int i = 0; i < K; i++) { + outputIndicesDevice[i] = finalIndices[i]; + outputValuesDevice[i] = finalValues[i]; + } + } + + return; +} + + +// allocate addresses for each row and call +template +__global__ void TopKAllRows(const valueT * inputDevice, indexT * tempIndicesDevice, valueT * tempValuesDevice, const int K, const int lengthRow, valueT minValue, const int descendFlag) { + extern __shared__ char smem[]; + indexT * indicesBlock = reinterpret_cast(smem); + valueT * valuesBlock = reinterpret_cast(&smem[blockDim.x * K * sizeof(indexT)]); + + int idxRow = blockIdx.y; + + const valueT * inputDeviceThisRow = inputDevice + idxRow * lengthRow; + indexT * tempIndicesDeviceThisRow = tempIndicesDevice + idxRow * gridDim.x * K; + valueT * tempValuesDeviceThisRow = tempValuesDevice + idxRow * gridDim.x * K; + + TopKOneRow(inputDeviceThisRow, indicesBlock, valuesBlock, tempIndicesDeviceThisRow, tempValuesDeviceThisRow, K, lengthRow, minValue, descendFlag); + __syncthreads(); + + return; +} + + +// allocate addresses for each row and call +// This kernel assumes that each row of data corresponds to one block. +template +__global__ void GetResultAllRows(indexT * outputIndicesDevice, valueT * outputValuesDevice, indexT * tempIndicesDevice, valueT * tempValuesDevice, const int K, const int numBlockPerRow, const int descendFlag) { + extern __shared__ char smem[]; + indexT * finalIndices = reinterpret_cast(smem); + valueT * finalValues = reinterpret_cast(&smem[numBlockPerRow * K * sizeof(indexT)]); + + int idxRow = blockIdx.x; // each block corresponds to a row + + indexT * outputIndicesDeviceThisRow = outputIndicesDevice + idxRow * K; + valueT * outputValuesDeviceThisRow = outputValuesDevice + idxRow * K; + indexT * tempIndicesDeviceThisRow = tempIndicesDevice + idxRow * numBlockPerRow * K; + valueT * tempValuesDeviceThisRow = tempValuesDevice + idxRow * numBlockPerRow * K; + + GetResultOneRow(outputIndicesDeviceThisRow, outputValuesDeviceThisRow, tempIndicesDeviceThisRow, tempValuesDeviceThisRow, finalIndices, finalValues, K, numBlockPerRow, descendFlag); + + return; +} + + +int CalculateNumThreadPerBlock(const int K) { + int numThreadPerBlock; + if (K <= 48) { + numThreadPerBlock = 128; + } else if (K <= 96) { + numThreadPerBlock = 64; + } else { + numThreadPerBlock = 32; + } + + return numThreadPerBlock; +} + + +TopKV2Execution::TopKV2Execution(const Op* op, Backend* backend) : Execution(backend) { + mOp = op; +} + + +ErrorCode TopKV2Execution::onResize(const std::vector &inputs, const std::vector &outputs) { + // prepare some params for the kernel function + Tensor * inputTensor = inputs[0]; + + int lengthRow = inputTensor->buffer().dim[inputTensor->buffer().dimensions - 1].extent; + int numRow = inputTensor->elementSize() / lengthRow; + + mParams.mLengthRow = lengthRow; + mParams.mNumRow = numRow; + + auto boolDescendFlag = mOp->main_as_TopKV2(); + if (boolDescendFlag != nullptr) { + mParams.mDescendFlag = boolDescendFlag ? 1 : -1; + } + + mParams.mNumElePerRow = mParams.mLengthRow; + mParams.mNumK = outputs[0]->buffer().dim[outputs[0]->buffer().dimensions-1].extent; + mParams.mNumElePerThread = mParams.mNumK; + mParams.mNumThreadPerBlock = CalculateNumThreadPerBlock(mParams.mNumK); + mParams.mNumElePerBlock = mParams.mNumElePerThread * mParams.mNumThreadPerBlock; + mParams.mNumBlockPerRow = (mParams.mNumElePerRow - 1 + mParams.mNumElePerBlock) / mParams.mNumElePerBlock; + mParams.mNumBlockFinal = mParams.mNumRow; + mParams.mNumThreadFinal = std::pow(2, (std::ceil(std::log2(mParams.mNumBlockPerRow)))); + mParams.mNumBlockTotal = mParams.mNumBlockPerRow * mParams.mNumRow; + + // prepare temp buffer + auto pool = static_cast(backend())->getStaticBufferPool(); + + if (inputTensor->getType().code == halide_type_int && inputTensor->getType().bits == 32) { + std::pair bufferIndices = pool->alloc(mParams.mNumBlockTotal * mParams.mNumK * sizeof(int)); + mParams.mBufferIndices = (void*)((uint8_t*)bufferIndices.first + bufferIndices.second); + std::pair bufferValues = pool->alloc(mParams.mNumBlockTotal * mParams.mNumK * sizeof(int)); + mParams.mBufferValues = (void*)((uint8_t*)bufferValues.first + bufferValues.second); + pool->free(bufferIndices); + pool->free(bufferValues); + } else if (static_cast(backend())->useFp16()) { + std::pair bufferIndices = pool->alloc(mParams.mNumBlockTotal * mParams.mNumK * sizeof(int)); + mParams.mBufferIndices = (void*)((uint8_t*)bufferIndices.first + bufferIndices.second); + std::pair bufferValues = pool->alloc(mParams.mNumBlockTotal * mParams.mNumK * sizeof(half)); + mParams.mBufferValues = (void*)((uint8_t*)bufferValues.first + bufferValues.second); + pool->free(bufferIndices); + pool->free(bufferValues); + } else { + std::pair bufferIndices = pool->alloc(mParams.mNumBlockTotal * mParams.mNumK * sizeof(int)); + mParams.mBufferIndices = (void*)((uint8_t*)bufferIndices.first + bufferIndices.second); + std::pair bufferValues = pool->alloc(mParams.mNumBlockTotal * mParams.mNumK * sizeof(float)); + mParams.mBufferValues = (void*)((uint8_t*)bufferValues.first + bufferValues.second); + pool->free(bufferIndices); + pool->free(bufferValues); + } + + return NO_ERROR; +} + + +ErrorCode TopKV2Execution::onExecute(const std::vector &inputs, const std::vector &outputs) { + // get input and output pointers + void * inputDeviceAddr = reinterpret_cast(inputs[0]->deviceId()); + void * outputIndicesDeviceAddr = reinterpret_cast(outputs[1]->deviceId()); + void * outputValuesDeviceAddr = reinterpret_cast(outputs[0]->deviceId()); + + // configure threads + dim3 grid1 = {mParams.mNumBlockPerRow, mParams.mNumRow}; + dim3 block1 = {mParams.mNumThreadPerBlock, 1}; + int smemSize_1 = mParams.mNumThreadPerBlock * mParams.mNumK; + dim3 grid2 = {mParams.mNumBlockFinal}; + dim3 block2 = {mParams.mNumThreadFinal}; + int smemSize_2 = mParams.mNumBlockPerRow * mParams.mNumK; + + if (inputs[0]->getType().code == halide_type_int && inputs[0]->getType().bits == 32) { + TopKAllRows<<>>(static_cast(inputDeviceAddr), static_cast(mParams.mBufferIndices), static_cast(mParams.mBufferValues), mParams.mNumK, mParams.mLengthRow, mParams.mMinInt, mParams.mDescendFlag); + checkKernelErrors; + GetResultAllRows<<>>(static_cast(outputIndicesDeviceAddr), static_cast(outputValuesDeviceAddr), static_cast(mParams.mBufferIndices), static_cast(mParams.mBufferValues), mParams.mNumK, mParams.mNumBlockPerRow, mParams.mDescendFlag); + checkKernelErrors; + } else if (static_cast(backend())->useFp16()) { + TopKAllRows<<>>(static_cast(inputDeviceAddr), static_cast(mParams.mBufferIndices), static_cast(mParams.mBufferValues), mParams.mNumK, mParams.mLengthRow, mParams.mMinHalf, mParams.mDescendFlag); + checkKernelErrors; + GetResultAllRows<<>>(static_cast(outputIndicesDeviceAddr), static_cast(outputValuesDeviceAddr), static_cast(mParams.mBufferIndices), static_cast(mParams.mBufferValues), mParams.mNumK, mParams.mNumBlockPerRow, mParams.mDescendFlag); + checkKernelErrors; + } else { + TopKAllRows<<>>(static_cast(inputDeviceAddr), static_cast(mParams.mBufferIndices), static_cast(mParams.mBufferValues), mParams.mNumK, mParams.mLengthRow, mParams.mMinFloat, mParams.mDescendFlag); + checkKernelErrors; + GetResultAllRows<<>>(static_cast(outputIndicesDeviceAddr), static_cast(outputValuesDeviceAddr), static_cast(mParams.mBufferIndices), static_cast(mParams.mBufferValues), mParams.mNumK, mParams.mNumBlockPerRow, mParams.mDescendFlag); + checkKernelErrors; + } + + return NO_ERROR; +} + + +class TopKV2Creator : public CUDABackend::Creator { +public: + virtual Execution* onCreate(const std::vector& inputs, const std::vector& outputs, + const MNN::Op* op, Backend* backend) const override { + return new TopKV2Execution(op, backend); + } +}; + + +static CUDACreatorRegister __init(OpType_TopKV2); + + +} +} diff --git a/source/backend/cuda/execution/TopKV2Execution.hpp b/source/backend/cuda/execution/TopKV2Execution.hpp new file mode 100644 index 000000000..64fd6ca7f --- /dev/null +++ b/source/backend/cuda/execution/TopKV2Execution.hpp @@ -0,0 +1,68 @@ +// +// TopKV2Execution.hpp +// MNN +// +// Created by MNN on 2023/07/19. +// Copyright © 2018, Alibaba Group Holding Limited +// + + +#ifndef TopKV2Execution_hpp +#define TopKV2Execution_hpp + +#include "core/Execution.hpp" +#include "core/Macro.h" +#include "backend/cuda/core/CUDABackend.hpp" +#include +#include +#include "cuda_fp16.h" + +namespace MNN { +namespace CUDA { + + +class TopKV2Execution : public Execution { +public: + TopKV2Execution(const Op * op, Backend * backend); + virtual ~TopKV2Execution() = default; + + virtual ErrorCode onResize(const std::vector &inputs, const std::vector &outputs) override; + virtual ErrorCode onExecute(const std::vector &inputs, const std::vector &outputs) override; + +private: + struct TopKV2Params { + int mLengthRow; + int mNumRow; + int mDescendFlag = 1; + void * mBufferIndices; + void * mBufferValues; + + int mNumK; + int mNumElePerRow; + int mNumElePerThread; + int mNumThreadPerBlock; + int mNumElePerBlock; + int mNumBlockPerRow; + int mNumBlockTotal; + int mNumBlockFinal; + int mNumThreadFinal; + + float mMinFloat = std::numeric_limits::lowest(); + half mMinHalf = __float2half(-65504.0f); + int mMinInt = -std::numeric_limits::max(); + }; + + const Op * mOp; + TopKV2Params mParams; +}; + + +} +} + +#endif + + + + + diff --git a/source/backend/cuda/execution/Transpose.cu b/source/backend/cuda/execution/Transpose.cu index 760d8a498..3faedd437 100644 --- a/source/backend/cuda/execution/Transpose.cu +++ b/source/backend/cuda/execution/Transpose.cu @@ -180,13 +180,13 @@ void UnpackBuffer(void* output, const void* input, const PackInfo* info, int byt int block_num = runtime->blocks_num(maxCount); int block_size = runtime->threads_num(); int axisAlign = UP_DIV(info->axis / 4, PACK_NUMBER / 4) * PACK_NUMBER / 4;; - if(bytes == 4) { - UNPACKCOMMON_4<<>>((const int4*)input, (int4*)output, - maxCount, info->inside, info->axis / 4, info->outside, - info->insideStride / 4, info->axisStride, axisAlign, is, cs); - checkKernelErrors; - return; - } + if(bytes == 4) { + UNPACKCOMMON_4<<>>((const int4*)input, (int4*)output, + maxCount, info->inside, info->axis / 4, info->outside, + info->insideStride / 4, info->axisStride, axisAlign, is, cs); + checkKernelErrors; + return; + } if(bytes == 2) { UNPACKCOMMON_4<<>>((const int2*)input, (int2*)output, maxCount, info->inside, info->axis / 4, info->outside, diff --git a/source/backend/opencl/core/OpenCLBackend.cpp b/source/backend/opencl/core/OpenCLBackend.cpp index 0308fd7f7..d8b37756e 100644 --- a/source/backend/opencl/core/OpenCLBackend.cpp +++ b/source/backend/opencl/core/OpenCLBackend.cpp @@ -429,6 +429,7 @@ Execution* OpenCLBackend::onCreate(const std::vector& inputs, const std auto iter = creators->find(std::make_pair(op->type(), mOpenCLRuntime->getGpuMemType())); if (iter == creators->end()) { + mOpenCLRuntime->setDevideOpRecord(); #if 0//close log if (nullptr != op->name()) { MNN_PRINT("Don't support type %s memObject:%d, %s\n", EnumNameOpType(op->type()), mOpenCLRuntime->getGpuMemType(), op->name()->c_str()); @@ -462,6 +463,7 @@ Execution* OpenCLBackend::onCreate(const std::vector& inputs, const std } if (!valid) { + mOpenCLRuntime->setDevideOpRecord(); #if 0//close log for (auto t : inputs) { auto tensorShape = OpenCL::tensorShapeFormat(t); @@ -479,6 +481,7 @@ Execution* OpenCLBackend::onCreate(const std::vector& inputs, const std auto exe = iter->second->onCreate(inputs, outputs, op, this); if (NULL == exe) { + mOpenCLRuntime->setDevideOpRecord(); #if 0//close log if (nullptr != op->name()) { MNN_PRINT("The Creator Don't support type %s, memObject:%d, %s\n", MNN::EnumNameOpType(op->type()), mOpenCLRuntime->getGpuMemType(), op->name()->c_str()); @@ -498,12 +501,14 @@ void OpenCLBackend::onResizeBegin() { #ifndef ENABLE_OPENCL_TIME_PROFILER mOpenCLRuntime->setCommandQueueProfileEnable(); #endif + mOpenCLRuntime->releaseRecord(); } void OpenCLBackend::onResizeEnd() { #ifndef ENABLE_OPENCL_TIME_PROFILER mOpenCLRuntime->setCommandQueueProfileDisable(); #endif + mOpenCLRuntime->endRecord(); } void OpenCLBackend::onExecuteBegin() const { @@ -515,6 +520,7 @@ void OpenCLBackend::onExecuteBegin() const { void OpenCLBackend::onExecuteEnd() const { mOpenCLRuntime->mQueueCount = 0; mOpenCLRuntime->clearRecord(); + mOpenCLRuntime->enqeueRecord(); } diff --git a/source/backend/opencl/core/OpenCLRunningUtils.cpp b/source/backend/opencl/core/OpenCLRunningUtils.cpp index 3b91d283b..51e474ee4 100644 --- a/source/backend/opencl/core/OpenCLRunningUtils.cpp +++ b/source/backend/opencl/core/OpenCLRunningUtils.cpp @@ -569,11 +569,13 @@ void startRecord(OpenCLRuntime *runtime, cl_recording_qcom &recording){ MNN_PRINT("start startRecord !\n"); #endif cl_int res = CL_SUCCESS; - if(recording != NULL){ - clReleaseRecordingQCOM(recording); + if(runtime->isDevideOpRecord()){ + if(recording != NULL){ + clReleaseRecordingQCOM(recording); + } + recording = runtime->recordableQueue().NewRecordingQCOM(&res); + MNN_CHECK_CL_SUCCESS(res, "clNewRecordingQCOM"); } - recording = runtime->recordableQueue().NewRecordingQCOM(&res); - MNN_CHECK_CL_SUCCESS(res, "clNewRecordingQCOM"); #ifdef LOG_VERBOSE MNN_PRINT("end startRecord !\n"); #endif @@ -588,9 +590,11 @@ void endRecord(OpenCLRuntime *runtime, cl_recording_qcom &recording){ #ifdef LOG_VERBOSE MNN_PRINT("start endRecord !\n"); #endif - cl_int res = CL_SUCCESS; - res = clEndRecordingQCOM(recording); - MNN_CHECK_CL_SUCCESS(res, "clEndRecordingQCOM"); + if(runtime->isDevideOpRecord()){ + cl_int res = CL_SUCCESS; + res = clEndRecordingQCOM(recording); + MNN_CHECK_CL_SUCCESS(res, "clEndRecordingQCOM"); + } #ifdef LOG_VERBOSE MNN_PRINT("end endRecord !\n"); #endif @@ -607,6 +611,25 @@ void recordKernel2d(const ::cl::Kernel &kernel, const std::vector &gws MNN_PRINT("start recordKernel !\n"); #endif cl_int res = CL_SUCCESS; + if(!runtime->isDevideOpRecord()){ + auto RecordNum = runtime->getRecordNum(); + auto maxRecordNum = runtime->getUseRecordableQueueSize(); + if(RecordNum == 0){ + cl_recording_qcom recording = runtime->recordableQueue().NewRecordingQCOM(&res); + MNN_CHECK_CL_SUCCESS(res, "clNewRecordingQCOM"); + runtime->getRecordings()->emplace_back(recording); + }else if(RecordNum == maxRecordNum){ + res = clEndRecordingQCOM( runtime->getRecordings()->back()); + MNN_CHECK_CL_SUCCESS(res, "clEndRecordingQCOM"); + cl_recording_qcom recording = runtime->recordableQueue().NewRecordingQCOM(&res); + MNN_CHECK_CL_SUCCESS(res, "clNewRecordingQCOM"); + runtime->getRecordings()->emplace_back(recording); + RecordNum = 0; + } + RecordNum++; + runtime->setRecordNum(RecordNum); + } + std::vector internalGlobalWS = gws; for (size_t i = 0; i < 2; ++i) { internalGlobalWS[i] = ROUND_UP(gws[i], std::max((uint32_t)1, lws[i])); @@ -642,7 +665,24 @@ void recordKernel3d(const ::cl::Kernel &kernel, const std::vector &gws for (size_t i = 0; i < 3; ++i) { internalGlobalWS[i] = ROUND_UP(gws[i], std::max((uint32_t)1, lws[i])); } - + if(!runtime->isDevideOpRecord()){ + auto maxRecordNum = runtime->getUseRecordableQueueSize(); + auto RecordNum = runtime->getRecordNum(); + if(RecordNum == 0){ + cl_recording_qcom recording = runtime->recordableQueue().NewRecordingQCOM(&res); + MNN_CHECK_CL_SUCCESS(res, "clNewRecordingQCOM"); + runtime->getRecordings()->emplace_back(recording); + }else if(RecordNum == maxRecordNum){ + res = clEndRecordingQCOM( runtime->getRecordings()->back()); + MNN_CHECK_CL_SUCCESS(res, "clEndRecordingQCOM"); + cl_recording_qcom recording = runtime->recordableQueue().NewRecordingQCOM(&res); + MNN_CHECK_CL_SUCCESS(res, "clNewRecordingQCOM"); + runtime->getRecordings()->emplace_back(recording); + RecordNum = 0; + } + RecordNum++; + runtime->setRecordNum(RecordNum); + } if(lws[0]==0 || lws[1]==0 || lws[2]==0){ res = runtime->recordableQueue().enqueueNDRangeKernel( diff --git a/source/backend/opencl/core/runtime/OpenCLRuntime.cpp b/source/backend/opencl/core/runtime/OpenCLRuntime.cpp index a387b113c..fcab4c751 100644 --- a/source/backend/opencl/core/runtime/OpenCLRuntime.cpp +++ b/source/backend/opencl/core/runtime/OpenCLRuntime.cpp @@ -235,9 +235,12 @@ OpenCLRuntime::OpenCLRuntime(const BackendConfig::PrecisionMode precision, const #if !defined(ENABLE_OPENCL_TIME_PROFILER) && defined(MNN_USE_LIB_WRAPPER) { if((false == OpenCLSymbolsOperator::getOpenclSymbolsPtr()->isQcomError()) && getDeviceSupportsExtension(*(mFirstGPUDevicePtr.get()), "cl_qcom_recordable_queues")){ - mMaxRecordableQueueSize = mFirstGPUDevicePtr->getInfo(); + uint32_t MaxRecordableQueueSize = mFirstGPUDevicePtr->getInfo(); cl_int err; - if(mMaxRecordableQueueSize > 0){ + if(MaxRecordableQueueSize > 0){ + // TODO: Use setSessionHint to set the number of mUseRecordableQueueSize + mUseRecordableQueueSize = 10; + mUseRecordableQueueSize = MaxRecordableQueueSize < mUseRecordableQueueSize ? MaxRecordableQueueSize : mUseRecordableQueueSize; mUseRecordQueue = true; mRecordableQueuePtr = std::make_shared(*mContext, *mFirstGPUDevicePtr, CL_QUEUE_RECORDABLE_QCOM, &err); if(err != CL_SUCCESS){ @@ -309,6 +312,23 @@ void OpenCLRuntime::setGpuMode(const int cl_mode_num) { if(totalSet != 1) { MNN_PRINT("set multi tuning mode is not permitted, please check cl_mode:%x！\n", cl_mode_num); } + + totalSet = 0; + isSet = (cl_mode_num & MNN_GPU_RECORD_OP); + if(isSet) { + mDevideOpRecord = true; + totalSet++; + } + + isSet = (cl_mode_num & MNN_GPU_RECORD_BATCH); + if(isSet) { + mDevideOpRecord = false; + totalSet++; + } + + if(totalSet > 1) { + MNN_PRINT("set multi record kernel mode is not permitted, please check cl_mode:%x！\n", cl_mode_num); + } } void OpenCLRuntime::setCommandQueueProfileEnable() { @@ -344,6 +364,7 @@ OpenCLRuntime::~OpenCLRuntime() { #ifdef LOG_VERBOSE MNN_PRINT("start ~OpenCLRuntime !\n"); #endif + releaseRecord(); mBuildProgramMap.clear(); mRecordings.clear(); mCommandQueuePtr.reset(); @@ -711,7 +732,7 @@ bool OpenCLRuntime::setCache(std::pair cache) { void OpenCLRuntime::clearRecord(){ #if !defined(ENABLE_OPENCL_TIME_PROFILER) && defined(MNN_USE_LIB_WRAPPER) - if(mUseRecordQueue){ + if(mUseRecordQueue && mDevideOpRecord){ for(int i = 0; i < mRecordings.size(); ++i){ cl_int res = mCommandQueuePtr->EnqueueRecordingQCOM(mRecordings[i], 0, nullptr, 0, nullptr, 0, nullptr, 0, nullptr, 0, nullptr, nullptr); @@ -722,4 +743,40 @@ void OpenCLRuntime::clearRecord(){ } #endif } + +void OpenCLRuntime::enqeueRecord(){ +#if !defined(ENABLE_OPENCL_TIME_PROFILER) && defined(MNN_USE_LIB_WRAPPER) + if(mUseRecordQueue && !mDevideOpRecord){ + for(int i = 0; i < mRecordings.size(); ++i){ + cl_int res = mCommandQueuePtr->EnqueueRecordingQCOM(mRecordings[i], 0, nullptr, 0, nullptr, + 0, nullptr, 0, nullptr, 0, nullptr, nullptr); + MNN_CHECK_CL_SUCCESS(res, "EnqueueRecordingQCOM"); + } + mCommandQueuePtr->finish(); + } +#endif +} + +void OpenCLRuntime::endRecord(){ +#if !defined(ENABLE_OPENCL_TIME_PROFILER) && defined(MNN_USE_LIB_WRAPPER) + if(mUseRecordQueue && !mDevideOpRecord){ + if(!mRecordings.empty()){ + cl_int res = clEndRecordingQCOM(mRecordings.back()); + MNN_CHECK_CL_SUCCESS(res, "clEndRecordingQCOM"); + } + } +#endif +} + +void OpenCLRuntime::releaseRecord(){ +#if !defined(ENABLE_OPENCL_TIME_PROFILER) && defined(MNN_USE_LIB_WRAPPER) + if(mUseRecordQueue && !mDevideOpRecord){ + for(int i = 0; i < mRecordings.size(); ++i){ + cl_int res = clReleaseRecordingQCOM(mRecordings[i]); + MNN_CHECK_CL_SUCCESS(res, "clReleaseRecordingQCOM"); + } + mRecordings.clear(); + } +#endif +} } // namespace MNN diff --git a/source/backend/opencl/core/runtime/OpenCLRuntime.hpp b/source/backend/opencl/core/runtime/OpenCLRuntime.hpp index 420176953..bb865d4db 100644 --- a/source/backend/opencl/core/runtime/OpenCLRuntime.hpp +++ b/source/backend/opencl/core/runtime/OpenCLRuntime.hpp @@ -72,12 +72,24 @@ class OpenCLRuntime { std::vector *getRecordings(){ return &mRecordings; } - uint32_t getMaxRecordableQueueSize(){ - return mMaxRecordableQueueSize; + uint32_t getUseRecordableQueueSize(){ + return mUseRecordableQueueSize; } bool isUseRecordQueue(){ return mUseRecordQueue; } + bool isDevideOpRecord(){ + return mDevideOpRecord; + } + void setDevideOpRecord(){ + mDevideOpRecord = true; + } + void setRecordNum(int num){ + mRecordNums = num; + } + uint32_t getRecordNum(){ + return mRecordNums; + } GpuType getGpuType() { return mGpuType; } @@ -105,6 +117,9 @@ class OpenCLRuntime { void setCommandQueueProfileEnable(); void setCommandQueueProfileDisable(); void clearRecord(); + void enqeueRecord(); + void endRecord(); + void releaseRecord(); unsigned int mQueueCount = 0; unsigned int getQueueNum(); @@ -153,8 +168,10 @@ class OpenCLRuntime { uint64_t mMaxLocalMemSize; uint32_t mMaxThreadsPerDevice; uint32_t mMaxWorkGroupSize; - uint32_t mMaxRecordableQueueSize; + uint32_t mUseRecordableQueueSize; + uint32_t mRecordNums = 0; bool mUseRecordQueue = false; + bool mDevideOpRecord = true; bool mIsSupportedFP16 = false; bool mIsDeviceSupportedFP16 = false; bool mIsDeviceSupportedLowPower = false; diff --git a/source/backend/opencl/execution/buffer/ConvBufExecution.cpp b/source/backend/opencl/execution/buffer/ConvBufExecution.cpp index e0240733a..928873ad7 100644 --- a/source/backend/opencl/execution/buffer/ConvBufExecution.cpp +++ b/source/backend/opencl/execution/buffer/ConvBufExecution.cpp @@ -59,9 +59,9 @@ std::pair, uint32_t> ConvBufCommonExecution::gws2dLwsTune lws_prefer[1] = lws[1]; } } - lws[0]++; + lws[0]<<=1; } - lws[1]++; + lws[1]<<=1; } } else if(runtime->getCLTuneLevel() == Wide) { while(lws[1] <= gws[1] || lws[1] <= 6) { @@ -88,12 +88,12 @@ std::pair, uint32_t> ConvBufCommonExecution::gws2dLwsTune } } do { - lws[0]++; + lws[0]<<=1; } while(((2*gws[0])%lws[0] > 1) && (lws[0] & (lws[0] - 1)) != 0 && (lws[0] <= gws[0]) && (lws[0] > 6));//divisible powOfTwo lessThanSix } do { - lws[1]++; + lws[1]<<=1; } while(((2*gws[1])%lws[1] > 1) && (lws[1] & (lws[1] - 1)) != 0 && (lws[1] <= gws[1]) && (lws[1] > 6));//divisible powOfTwo lessThanSix } @@ -122,12 +122,12 @@ std::pair, uint32_t> ConvBufCommonExecution::gws2dLwsTune } } do { - lws[0]++; + lws[0]<<=1; } while(((2*gws[0])%lws[0] > 1) && (lws[0] & (lws[0] - 1)) != 0 && (lws[0] <= gws[0]) && (lws[0] > 6));//divisible powOfTwo lessThanSix } do { - lws[1]++; + lws[1]<<=1; } while(((2*gws[1])%lws[1] > 1) && (lws[1] & (lws[1] - 1)) != 0 && (lws[1] <= gws[1]) && (lws[1] <= 6));//divisible powOfTwo lessThanSix } @@ -156,12 +156,12 @@ std::pair, uint32_t> ConvBufCommonExecution::gws2dLwsTune } } do { - lws[0]++; + lws[0]<<=1; } while(((2*gws[0])%lws[0] > 1) && (lws[0] & (lws[0] - 1)) != 0 && (lws[0] <= gws[0]) && (lws[0] <= 6));//divisible powOfTwo lessThanSix } do { - lws[1]++; + lws[1]<<=1; } while(((2*gws[1])%lws[1] > 1) && (lws[1] & (lws[1] - 1)) != 0 && (lws[1] <= gws[1]) && (lws[1] <= 6));//divisible powOfTwo lessThanSix } @@ -476,7 +476,14 @@ ErrorCode ConvBufExecution::onResize(const std::vector &inputs, const std::vector localWorkSize[total_kernel]; std::pair min_cost(INT_MAX, 0);//(min_time, min_index) for(int knl_idx = 0; knl_idx < actual_kernel; knl_idx++) { - kernel[knl_idx] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf", kernelName[knl_idx], mBuildOptions); + std::set buildOption = mBuildOptions; + if(outputShape.at(3) % itemC[knl_idx] != 0){ + buildOption.emplace("-DCHANNEL_LEAVE"); + } + if((outputShape.at(2) % itemW[knl_idx]) != 0){ + buildOption.emplace("-DBLOCK_LEAVE"); + } + kernel[knl_idx] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf", kernelName[knl_idx], buildOption); uint32_t maxWorkGroupSize = static_cast(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(kernel[knl_idx])); uint32_t idx = 0; @@ -515,7 +522,14 @@ ErrorCode ConvBufExecution::onResize(const std::vector &inputs, const } mGlobalWorkSize = {globalWorkSize[min_index][0], globalWorkSize[min_index][1]}; - mKernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf", kernelName[min_index], mBuildOptions); + std::set buildOption = mBuildOptions; + if(outputShape.at(3) % itemC[min_index] != 0){ + buildOption.emplace("-DCHANNEL_LEAVE"); + } + if((outputShape.at(2) % itemW[min_index]) != 0){ + buildOption.emplace("-DBLOCK_LEAVE"); + } + mKernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf", kernelName[min_index], buildOption); uint32_t idx = 0; cl_int ret = CL_SUCCESS; @@ -542,48 +556,29 @@ ErrorCode ConvBufExecution::onResize(const std::vector &inputs, const int dilationShape[2] = {mDilations[0], mDilations[1]}; // {"conv_2d_c4h1w2", "conv_2d_c4h1w1", "conv_2d_c8h1w1", "conv_2d_c4h1w4", "conv_2d_c8h2w1", "conv_2d_c4h4w1"}; - const int total_kernel = 6; - std::string kernelName[total_kernel] = {"conv_2d_c4h1w1", "conv_2d_c4h1w2", "conv_2d_c4h4w1", "conv_2d_c8h2w1", "conv_2d_c8h4w1", "conv_2d_c4h1w4"}; - int itemC[total_kernel] = {4, 4, 4, 8, 8, 4}; - int itemH[total_kernel] = {1, 1, 4, 2, 4, 1}; - int itemW[total_kernel] = {1, 2, 1, 1, 1, 4}; + const int total_kernel = 7; + std::string kernelName[total_kernel] = {"conv_2d_c4h1w1", "conv_2d_c4h1w2", "conv_2d_c4h4w1", "conv_2d_c8h2w1", "conv_2d_c8h4w1", "conv_2d_c4h1w4", "conv_2d_c8h1w4"}; + int itemC[total_kernel] = {4, 4, 4, 8, 8, 4, 8}; + int itemH[total_kernel] = {1, 1, 4, 2, 4, 1, 1}; + int itemW[total_kernel] = {1, 2, 1, 1, 1, 4, 4}; int actual_kernel = total_kernel; - if(mOpenCLBackend->getOpenCLRuntime()->getCLTuneLevel() == Normal) { - actual_kernel = 2; - } else if(mOpenCLBackend->getOpenCLRuntime()->getCLTuneLevel() == Fast || mOpenCLBackend->getOpenCLRuntime()->getCLTuneLevel() == None) { - actual_kernel = 1; - }else if(mOpenCLBackend->getOpenCLRuntime()->getCLTuneLevel() == Wide){ - actual_kernel = 4; - auto gpuType = mOpenCLBackend->getOpenCLRuntime()->getGpuType(); - auto maliArType = mOpenCLBackend->getOpenCLRuntime()->getMaliAr(); - if(gpuType == MNN::MALI && maliArType == MNN::VALHALL){ - if(outputShape.at(3) <= 8){ - kernelName[3] = "conv_2d_c4h1w4"; - itemC[3] = 4; - itemH[3] = 1; - itemW[3] = 4; - }else{ - kernelName[2] = "conv_2d_c8h2w1"; - itemC[2] = 8; - itemH[2] = 2; - itemW[2] = 1; - - kernelName[3] = "conv_2d_c8h4w1"; - itemC[3] = 8; - itemH[3] = 4; - itemW[3] = 1; - } - } - } + cl::Kernel kernel[total_kernel]; std::vector globalWorkSize[total_kernel]; std::vector localWorkSize[total_kernel]; std::pair min_cost(INT_MAX, 0);//(min_time, min_index) for(int knl_idx = 0; knl_idx < actual_kernel; knl_idx++) { - kernel[knl_idx] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf", kernelName[knl_idx], mBuildOptions); + std::set buildOption = mBuildOptions; + if(outputShape.at(3) % itemC[knl_idx] != 0){ + buildOption.emplace("-DCHANNEL_LEAVE"); + } + if((outputShape.at(2) % itemW[knl_idx]) != 0 || (outputShape.at(1) % itemH[knl_idx]) != 0){ + buildOption.emplace("-DBLOCK_LEAVE"); + } + kernel[knl_idx] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf", kernelName[knl_idx], buildOption); uint32_t maxWorkGroupSize = static_cast(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(kernel[knl_idx])); globalWorkSize[knl_idx] = {static_cast(UP_DIV(outputShape.at(3), itemC[knl_idx]) * UP_DIV(outputShape.at(2), itemW[knl_idx])), static_cast(outputShape.at(0) * UP_DIV(outputShape.at(1), itemH[knl_idx]))}; @@ -620,7 +615,14 @@ ErrorCode ConvBufExecution::onResize(const std::vector &inputs, const int min_index = min_cost.second; mGlobalWorkSize = {globalWorkSize[min_index][0], globalWorkSize[min_index][1]}; - mKernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf", kernelName[min_index], mBuildOptions); + std::set buildOption = mBuildOptions; + if(outputShape.at(3) % itemC[min_index] != 0){ + buildOption.emplace("-DCHANNEL_LEAVE"); + } + if((outputShape.at(2) % itemW[min_index]) != 0 || (outputShape.at(1) % itemH[min_index]) != 0){ + buildOption.emplace("-DBLOCK_LEAVE"); + } + mKernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf", kernelName[min_index], buildOption); uint32_t idx = 0; cl_int ret = CL_SUCCESS; diff --git a/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp b/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp index b4165127b..2cecd7818 100644 --- a/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp +++ b/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp @@ -38,7 +38,7 @@ bool ConvBufWinograd::valid(const Convolution2DCommon* common, const Tensor* inp if(input->channel() < 32 || input->channel() > input_channel_limit){ return false; } - return (input->width() <= 16 && input->height() <= 16); + return (input->width() <= 32 && input->height() <= 32); } ConvBufWinograd::ConvBufWinograd(const MNN::Convolution2D* op, Backend* backend) : Execution(backend) { diff --git a/source/backend/opencl/execution/buffer/RasterBufExecution.cpp b/source/backend/opencl/execution/buffer/RasterBufExecution.cpp index 779a66e64..c36200428 100644 --- a/source/backend/opencl/execution/buffer/RasterBufExecution.cpp +++ b/source/backend/opencl/execution/buffer/RasterBufExecution.cpp @@ -147,6 +147,7 @@ ErrorCode RasterBufExecution::onResize(const std::vector &____inputs, return NO_ERROR; } + bool cancombine = CanCombine(outputs); // Alloc Temp buffer auto bufferPool = ((OpenCLBackend *)backend())->getBufferPool(); auto bufferUnitSize = runtime->isSupportedFP16() ? sizeof(half_float::half) : sizeof(float); @@ -170,6 +171,9 @@ ErrorCode RasterBufExecution::onResize(const std::vector &____inputs, bufferPool->recycle(mTempOutput); auto originNum = mTempInput.size(); + if(cancombine){ + regionNum = 1; + } mUnits.resize(regionNum + originNum + 1); int kernel_idx = 0; @@ -241,16 +245,25 @@ ErrorCode RasterBufExecution::onResize(const std::vector &____inputs, } // buffer raster - for (auto& slice : des->regions) - { + if(cancombine){ + auto regions = des->regions; + auto slice = regions[0]; + int nums = regions.size(); + int src_offset = regions[1].src.offset - slice.src.offset; + int dst_offset = regions[1].dst.offset - slice.dst.offset; + Unit &unit = mUnits[kernel_idx++]; - unit.kernel = runtime->buildKernel("raster_buf", "raster_buffer", {}); - - const std::vector gws = {(uint32_t)slice.size[2], - (uint32_t)slice.size[1], - (uint32_t)slice.size[0]}; + unit.kernel = runtime->buildKernel("raster", "raster_buffer_combine", {}); + + unit.globalWorkSize = {(uint32_t)slice.size[2] * nums, + (uint32_t)slice.size[1], + (uint32_t)slice.size[0]}; + + const std::vector gws = {(uint32_t)slice.size[2] * nums, + (uint32_t)slice.size[1], + (uint32_t)slice.size[0]}; uint32_t mMaxWorkGroupSize = static_cast(runtime->getMaxWorkGroupSize(unit.kernel)); - + uint32_t idx = 0; cl_int ret = CL_SUCCESS; ret |= unit.kernel.setArg(idx++, gws[0]); @@ -258,27 +271,71 @@ ErrorCode RasterBufExecution::onResize(const std::vector &____inputs, ret |= unit.kernel.setArg(idx++, gws[2]); ret |= unit.kernel.setArg(idx++, *(mTempInput[slice.origin])); ret |= unit.kernel.setArg(idx++, slice.src.offset); + ret |= unit.kernel.setArg(idx++, src_offset); ret |= unit.kernel.setArg(idx++, slice.src.stride[0]); ret |= unit.kernel.setArg(idx++, slice.src.stride[1]); ret |= unit.kernel.setArg(idx++, slice.src.stride[2]); ret |= unit.kernel.setArg(idx++, *mTempOutput); ret |= unit.kernel.setArg(idx++, slice.dst.offset); + ret |= unit.kernel.setArg(idx++, dst_offset); ret |= unit.kernel.setArg(idx++, slice.dst.stride[0]); ret |= unit.kernel.setArg(idx++, slice.dst.stride[1]); ret |= unit.kernel.setArg(idx++, slice.dst.stride[2]); + ret |= unit.kernel.setArg(idx++, slice.size[2]); if(ret != CL_SUCCESS) { MNN_PRINT("setArg err %d\n", (int)ret); } - std::string name = "raster_buffer"; + std::string name = "rasterBuffer"; const std::vector lws = localWS3DDefault(gws, mMaxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), name, unit.kernel).first; unit.localWorkSize = {lws[0], lws[1], lws[2]}; unit.globalWorkSize = {ROUND_UP(gws[0], std::max((uint32_t)1, lws[0])), - ROUND_UP(gws[1], std::max((uint32_t)1, lws[1])), - ROUND_UP(gws[2], std::max((uint32_t)1, lws[2]))}; + ROUND_UP(gws[1], std::max((uint32_t)1, lws[1])), + ROUND_UP(gws[2], std::max((uint32_t)1, lws[2]))}; + recordKernel3d(unit.kernel, gws, lws, runtime); + }else{ + for (auto& slice : des->regions) + { + Unit &unit = mUnits[kernel_idx++]; + unit.kernel = runtime->buildKernel("raster_buf", "raster_buffer", {}); + + const std::vector gws = {(uint32_t)slice.size[2], + (uint32_t)slice.size[1], + (uint32_t)slice.size[0]}; + uint32_t mMaxWorkGroupSize = static_cast(runtime->getMaxWorkGroupSize(unit.kernel)); + + uint32_t idx = 0; + cl_int ret = CL_SUCCESS; + ret |= unit.kernel.setArg(idx++, gws[0]); + ret |= unit.kernel.setArg(idx++, gws[1]); + ret |= unit.kernel.setArg(idx++, gws[2]); + ret |= unit.kernel.setArg(idx++, *(mTempInput[slice.origin])); + ret |= unit.kernel.setArg(idx++, slice.src.offset); + ret |= unit.kernel.setArg(idx++, slice.src.stride[0]); + ret |= unit.kernel.setArg(idx++, slice.src.stride[1]); + ret |= unit.kernel.setArg(idx++, slice.src.stride[2]); + ret |= unit.kernel.setArg(idx++, *mTempOutput); + ret |= unit.kernel.setArg(idx++, slice.dst.offset); + ret |= unit.kernel.setArg(idx++, slice.dst.stride[0]); + ret |= unit.kernel.setArg(idx++, slice.dst.stride[1]); + ret |= unit.kernel.setArg(idx++, slice.dst.stride[2]); + if(ret != CL_SUCCESS) + { + MNN_PRINT("setArg err %d\n", (int)ret); + } + + std::string name = "raster_buffer"; + const std::vector lws = localWS3DDefault(gws, mMaxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), name, unit.kernel).first; + + unit.localWorkSize = {lws[0], lws[1], lws[2]}; + + unit.globalWorkSize = {ROUND_UP(gws[0], std::max((uint32_t)1, lws[0])), + ROUND_UP(gws[1], std::max((uint32_t)1, lws[1])), + ROUND_UP(gws[2], std::max((uint32_t)1, lws[2]))}; + } } //buffer to nc4hw4 buffer @@ -349,6 +406,44 @@ class RasterCreator : public OpenCLBackend::Creator { } }; +bool RasterBufExecution::CanCombine(const std::vector &outputs){ + auto des = TensorUtils::getDescribe(outputs[0]); + auto regions = des->regions; + if(regions.size() < 2) + return false; + auto origin = regions[0].origin; + const int size0 = regions[0].size[0]; + const int size1 = regions[0].size[1]; + const int size2 = regions[0].size[2]; + const int src_offset = regions[1].src.offset - regions[0].src.offset; + const int dst_offset = regions[1].dst.offset - regions[0].dst.offset; + const int src_sride0 = regions[0].src.stride[0]; + const int src_sride1 = regions[0].src.stride[1]; + const int src_sride2 = regions[0].src.stride[2]; + const int dst_sride0 = regions[0].dst.stride[0]; + const int dst_sride1 = regions[0].dst.stride[1]; + const int dst_sride2 = regions[0].dst.stride[2]; + bool res = true; + for(int i = 1; i < regions.size(); ++i){ + res &= regions[i].origin == origin; + res &= regions[i].size[0] == size0; + res &= regions[i].size[1] == size1; + res &= regions[i].size[2] == size2; + res &= regions[i].src.stride[0] == src_sride0; + res &= regions[i].src.stride[1] == src_sride1; + res &= regions[i].src.stride[2] == src_sride2; + res &= regions[i].dst.stride[0] == dst_sride0; + res &= regions[i].dst.stride[1] == dst_sride1; + res &= regions[i].dst.stride[2] == dst_sride2; + res &= (regions[i].src.offset - regions[i - 1].src.offset) == src_offset; + res &= (regions[i].dst.offset - regions[i - 1].dst.offset) == dst_offset; + if(res == false){ + return res; + } + } + return res; +} + OpenCLCreatorRegister __RasterBuf_op(OpType_Raster, BUFFER); } // namespace OpenCL } // namespace MNN diff --git a/source/backend/opencl/execution/buffer/RasterBufExecution.hpp b/source/backend/opencl/execution/buffer/RasterBufExecution.hpp index ed47d4437..9ada505f3 100644 --- a/source/backend/opencl/execution/buffer/RasterBufExecution.hpp +++ b/source/backend/opencl/execution/buffer/RasterBufExecution.hpp @@ -28,6 +28,7 @@ class RasterBufExecution : public CommonExecution { virtual ErrorCode onResize(const std::vector &inputs, const std::vector &outputs) override; private: + bool CanCombine(const std::vector &outputs); std::map mTempInput; cl::Buffer *mTempOutput; OpenCLBackend *mOpenCLBackend; diff --git a/source/backend/opencl/execution/cl/conv_2d.cl b/source/backend/opencl/execution/cl/conv_2d.cl index adffcc941..4c9b4924f 100644 --- a/source/backend/opencl/execution/cl/conv_2d.cl +++ b/source/backend/opencl/execution/cl/conv_2d.cl @@ -285,13 +285,19 @@ __kernel #if SET_ATTRIBUTE __attribute__((work_group_size_hint(16, 16, 1))) #endif -void conv_2d_1x1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only image2d_t weights, +void conv_2d_1x1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, +#ifdef USE_BUFFER +__global const FLOAT *weights, +#else +__read_only image2d_t weights, +#endif __read_only image2d_t bias, __write_only image2d_t output, __private const int2 input_shape, __private const int in_channel_block, __private const int2 output_shape, __private const int2 stride_shape, - __private const int output_width_4) { + __private const int output_width_4, + __private const int out_channel_blocks) { const int output_channel_width_idx = get_global_id(0); const int output_batch_height_idx = get_global_id(1); @@ -305,6 +311,12 @@ void conv_2d_1x1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only ima FLOAT4 out2 = out0; FLOAT4 out3 = out0; +#ifdef MNN_CONV_S1D1 + int intput_width_idx0 = output_width_block_idx << 2; + int intput_width_idx1 = intput_width_idx0 + 1; + int intput_width_idx2 = intput_width_idx0 + 2; + int intput_width_idx3 = intput_width_idx0 + 3; +#else int intput_width_idx0 = mul24(output_width_block_idx, stride_shape.y*4); int intput_width_idx1 = intput_width_idx0 + stride_shape.y; int intput_width_idx2 = intput_width_idx1 + stride_shape.y; @@ -314,6 +326,133 @@ void conv_2d_1x1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only ima intput_width_idx1 = select(intput_width_idx1, INT_MIN, intput_width_idx1 >= input_shape.y); intput_width_idx2 = select(intput_width_idx2, INT_MIN, intput_width_idx2 >= input_shape.y); intput_width_idx3 = select(intput_width_idx3, INT_MIN, intput_width_idx3 >= input_shape.y); +#endif + int batch_index = output_batch_height_idx / output_shape.x; + int input_height_block_idx = mul24((output_batch_height_idx % output_shape.x), stride_shape.x) + batch_index * input_shape.x; + + FLOAT4 in0; + FLOAT4 in1; + FLOAT4 in2; + FLOAT4 in3; + FLOAT4 weights0; + FLOAT4 weights1; + FLOAT4 weights2; + FLOAT4 weights3; + int weight_offset = output_channel_block_idx * in_channel_block * 4 * 4; + + for (int in_channel_block_idx = 0; in_channel_block_idx < in_channel_block; ++in_channel_block_idx) { + int input_width_base = in_channel_block_idx * input_shape.y; + int weights_width_base = in_channel_block_idx << 2; +#ifdef USE_BUFFER + weights0 = vload4(weights_width_base, weights + weight_offset); + weights1 = vload4(weights_width_base + 1, weights + weight_offset); + weights2 = vload4(weights_width_base + 2, weights + weight_offset); + weights3 = vload4(weights_width_base + 3, weights + weight_offset); +#else + weights0 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 0, output_channel_block_idx)); + weights1 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 1, output_channel_block_idx)); + weights2 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 2, output_channel_block_idx)); + weights3 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 3, output_channel_block_idx)); +#endif + in0 = RI_F(input, SAMPLER, (int2)(input_width_base + intput_width_idx0, input_height_block_idx)); + in1 = RI_F(input, SAMPLER, (int2)(input_width_base + intput_width_idx1, input_height_block_idx)); + in2 = RI_F(input, SAMPLER, (int2)(input_width_base + intput_width_idx2, input_height_block_idx)); + in3 = RI_F(input, SAMPLER, (int2)(input_width_base + intput_width_idx3, input_height_block_idx)); + + CALCULATE_OUTPUT(0); + CALCULATE_OUTPUT(1); + CALCULATE_OUTPUT(2); + CALCULATE_OUTPUT(3); + } + +#ifdef RELU + out0 = fmax(out0, (FLOAT4)0); + out1 = fmax(out1, (FLOAT4)0); + out2 = fmax(out2, (FLOAT4)0); + out3 = fmax(out3, (FLOAT4)0); +#endif + +#ifdef RELU6 + out0 = clamp(out0, (FLOAT4)0, (FLOAT4)6); + out1 = clamp(out1, (FLOAT4)0, (FLOAT4)6); + out2 = clamp(out2, (FLOAT4)0, (FLOAT4)6); + out3 = clamp(out3, (FLOAT4)0, (FLOAT4)6); +#endif + + const int out_x_base = mul24(output_channel_block_idx, output_shape.y); + int out_x_idx = output_width_block_idx << 2; + + const int remain = output_shape.y - out_x_idx; + int output_idx = out_x_base + out_x_idx; + if (remain >= 4) { + WI_F(output, (int2)(output_idx, output_batch_height_idx), out0); + WI_F(output, (int2)(output_idx + 1, output_batch_height_idx), out1); + WI_F(output, (int2)(output_idx + 2, output_batch_height_idx), out2); + WI_F(output, (int2)(output_idx + 3, output_batch_height_idx), out3); + } else if (remain == 3) { + WI_F(output, (int2)(output_idx, output_batch_height_idx), out0); + WI_F(output, (int2)(output_idx + 1, output_batch_height_idx), out1); + WI_F(output, (int2)(output_idx + 2, output_batch_height_idx), out2); + } else if (remain == 2) { + WI_F(output, (int2)(output_idx, output_batch_height_idx), out0); + WI_F(output, (int2)(output_idx + 1, output_batch_height_idx), out1); + } else if (remain == 1) { + WI_F(output, (int2)(output_idx, output_batch_height_idx), out0); + } +} + +__kernel +#if SET_ATTRIBUTE +__attribute__((work_group_size_hint(16, 16, 1))) +#endif +void conv_2d_1x1_c8h1w4(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, +#ifdef USE_BUFFER +__global const FLOAT *weights, +#else +__read_only image2d_t weights, +#endif + __read_only image2d_t bias, + __write_only image2d_t output, + __private const int2 input_shape, + __private const int in_channel_block, __private const int2 output_shape, + __private const int2 stride_shape, + __private const int output_width_4, + __private const int out_channel_blocks) { + + const int output_channel_width_idx = get_global_id(0); + const int output_batch_height_idx = get_global_id(1); + DEAL_NON_UNIFORM_DIM2(output_channel_width_idx, output_batch_height_idx); + + const int output_channel_block_idx = output_channel_width_idx / output_width_4; + const int output_width_block_idx = output_channel_width_idx % output_width_4; + const int output_channel_idx = output_channel_block_idx << 1; + + FLOAT4 out0 = RI_F(bias, SAMPLER, (int2)(output_channel_idx, 0)); + FLOAT4 out1 = out0; + FLOAT4 out2 = out0; + FLOAT4 out3 = out0; + + FLOAT4 out4 = RI_F(bias, SAMPLER, (int2)(output_channel_idx + 1, 0)); + FLOAT4 out5 = out4; + FLOAT4 out6 = out4; + FLOAT4 out7 = out4; + +#ifdef MNN_CONV_S1D1 + int intput_width_idx0 = output_width_block_idx << 2; + int intput_width_idx1 = intput_width_idx0 + 1; + int intput_width_idx2 = intput_width_idx0 + 2; + int intput_width_idx3 = intput_width_idx0 + 3; +#else + int intput_width_idx0 = mul24(output_width_block_idx, stride_shape.y*4); + int intput_width_idx1 = intput_width_idx0 + stride_shape.y; + int intput_width_idx2 = intput_width_idx1 + stride_shape.y; + int intput_width_idx3 = intput_width_idx2 + stride_shape.y; + + intput_width_idx0 = select(intput_width_idx0, INT_MIN, intput_width_idx0 >= input_shape.y); + intput_width_idx1 = select(intput_width_idx1, INT_MIN, intput_width_idx1 >= input_shape.y); + intput_width_idx2 = select(intput_width_idx2, INT_MIN, intput_width_idx2 >= input_shape.y); + intput_width_idx3 = select(intput_width_idx3, INT_MIN, intput_width_idx3 >= input_shape.y); +#endif int batch_index = output_batch_height_idx / output_shape.x; int input_height_block_idx = mul24((output_batch_height_idx % output_shape.x), stride_shape.x) + batch_index * input_shape.x; @@ -326,6 +465,12 @@ void conv_2d_1x1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only ima FLOAT4 weights1; FLOAT4 weights2; FLOAT4 weights3; + FLOAT4 weights4; + FLOAT4 weights5; + FLOAT4 weights6; + FLOAT4 weights7; + int weight_offset = output_channel_idx * in_channel_block * 4 * 4; + int weight_offset1 = weight_offset + in_channel_block * 4 * 4; for (int in_channel_block_idx = 0; in_channel_block_idx < in_channel_block; ++in_channel_block_idx) { int input_width_base = in_channel_block_idx * input_shape.y; @@ -335,15 +480,37 @@ void conv_2d_1x1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only ima in2 = RI_F(input, SAMPLER, (int2)(input_width_base + intput_width_idx2, input_height_block_idx)); in3 = RI_F(input, SAMPLER, (int2)(input_width_base + intput_width_idx3, input_height_block_idx)); - weights0 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 0, output_channel_block_idx)); - weights1 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 1, output_channel_block_idx)); - weights2 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 2, output_channel_block_idx)); - weights3 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 3, output_channel_block_idx)); +#ifdef USE_BUFFER + weights0 = vload4(weights_width_base, weights + weight_offset); + weights1 = vload4(weights_width_base + 1, weights + weight_offset); + weights2 = vload4(weights_width_base + 2, weights + weight_offset); + weights3 = vload4(weights_width_base + 3, weights + weight_offset); + + weights4 = vload4(weights_width_base, weights + weight_offset1); + weights5 = vload4(weights_width_base + 1, weights + weight_offset1); + weights6 = vload4(weights_width_base + 2, weights + weight_offset1); + weights7 = vload4(weights_width_base + 3, weights + weight_offset1); +#else + weights0 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 0, output_channel_idx)); + weights1 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 1, output_channel_idx)); + weights2 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 2, output_channel_idx)); + weights3 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 3, output_channel_idx)); + + weights4 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 0, output_channel_idx + 1)); + weights5 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 1, output_channel_idx + 1)); + weights6 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 2, output_channel_idx + 1)); + weights7 = RI_F(weights, SAMPLER, (int2)(weights_width_base + 3, output_channel_idx + 1)); +#endif CALCULATE_OUTPUT(0); CALCULATE_OUTPUT(1); CALCULATE_OUTPUT(2); CALCULATE_OUTPUT(3); + + CALCULATE_OUTPUT_WEIGHTS4(4, 0); + CALCULATE_OUTPUT_WEIGHTS4(5, 1); + CALCULATE_OUTPUT_WEIGHTS4(6, 2); + CALCULATE_OUTPUT_WEIGHTS4(7, 3); } #ifdef RELU @@ -351,6 +518,10 @@ void conv_2d_1x1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only ima out1 = fmax(out1, (FLOAT4)0); out2 = fmax(out2, (FLOAT4)0); out3 = fmax(out3, (FLOAT4)0); + out4 = fmax(out4, (FLOAT4)0); + out5 = fmax(out5, (FLOAT4)0); + out6 = fmax(out6, (FLOAT4)0); + out7 = fmax(out7, (FLOAT4)0); #endif #ifdef RELU6 @@ -358,9 +529,13 @@ void conv_2d_1x1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only ima out1 = clamp(out1, (FLOAT4)0, (FLOAT4)6); out2 = clamp(out2, (FLOAT4)0, (FLOAT4)6); out3 = clamp(out3, (FLOAT4)0, (FLOAT4)6); + out4 = clamp(out4, (FLOAT4)0, (FLOAT4)6); + out5 = clamp(out5, (FLOAT4)0, (FLOAT4)6); + out6 = clamp(out6, (FLOAT4)0, (FLOAT4)6); + out7 = clamp(out7, (FLOAT4)0, (FLOAT4)6); #endif - const int out_x_base = mul24(output_channel_block_idx, output_shape.y); + const int out_x_base = mul24(output_channel_idx, output_shape.y); int out_x_idx = output_width_block_idx << 2; const int remain = output_shape.y - out_x_idx; @@ -380,13 +555,37 @@ void conv_2d_1x1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only ima } else if (remain == 1) { WI_F(output, (int2)(output_idx, output_batch_height_idx), out0); } + + if(output_channel_idx + 1 >= out_channel_blocks) + return; + output_idx += output_shape.y; + if (remain >= 4) { + WI_F(output, (int2)(output_idx, output_batch_height_idx), out4); + WI_F(output, (int2)(output_idx + 1, output_batch_height_idx), out5); + WI_F(output, (int2)(output_idx + 2, output_batch_height_idx), out6); + WI_F(output, (int2)(output_idx + 3, output_batch_height_idx), out7); + } else if (remain == 3) { + WI_F(output, (int2)(output_idx, output_batch_height_idx), out4); + WI_F(output, (int2)(output_idx + 1, output_batch_height_idx), out5); + WI_F(output, (int2)(output_idx + 2, output_batch_height_idx), out6); + } else if (remain == 2) { + WI_F(output, (int2)(output_idx, output_batch_height_idx), out4); + WI_F(output, (int2)(output_idx + 1, output_batch_height_idx), out5); + } else if (remain == 1) { + WI_F(output, (int2)(output_idx, output_batch_height_idx), out4); + } } __kernel #if SET_ATTRIBUTE __attribute__((work_group_size_hint(16, 16, 1))) #endif -void conv_2d_c4h1w4(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only image2d_t weights, +void conv_2d_c4h1w4(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, +#ifdef USE_BUFFER +__global const FLOAT *weights, +#else +__read_only image2d_t weights, +#endif #ifdef BIAS __read_only image2d_t bias, #endif @@ -425,26 +624,36 @@ void conv_2d_c4h1w4(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only #ifdef MNN_CONV_S1D1 const int height_start = mad24((output_batch_height_idx % output_shape.x), 1, -padding_shape.x); - int in_height_start = select(0, (-height_start), height_start < 0) + height_start; + const int kh_start = select(0, (-height_start), height_start < 0); + int in_height_start = kh_start + height_start; int in_height_end = min(weights_shape.x + height_start, input_shape.x); const int batch_idx = mul24((output_batch_height_idx / output_shape.x), input_shape.x); const int weights_h_idx = mul24(out_channel_block_idx, mul24(weights_shape.y, weights_shape.x)) + mul24(select(0, (-height_start), height_start < 0), weights_shape.y); #else const int height_start = mad24((output_batch_height_idx % output_shape.x), stride_shape.x, -padding_shape.x); - int in_height_start = mad24(select(0, (-height_start + dilation_shape.x - 1) / dilation_shape.x, height_start < 0), dilation_shape.x, height_start); + const int kh_start = select(0, (-height_start + dilation_shape.x - 1) / dilation_shape.x, height_start < 0); + int in_height_start = mad24(kh_start, dilation_shape.x, height_start); int in_height_end = min(mad24(weights_shape.x, dilation_shape.x, height_start), input_shape.x); const int batch_idx = mul24((output_batch_height_idx / output_shape.x), input_shape.x); const int weights_h_idx = mul24(out_channel_block_idx, mul24(weights_shape.y, weights_shape.x)) + mul24(select(0, (-height_start + dilation_shape.x - 1) / dilation_shape.x, height_start < 0), weights_shape.y); #endif +#ifdef USE_BUFFER + const int weight_oc_offset = out_channel_blocks * weights_shape.x * weights_shape.y * 4; +#endif + FLOAT4 in0, in1, in2, in3; FLOAT4 weights0, weights1, weights2, weights3; for (int in_channel_block_idx = 0; in_channel_block_idx < in_channel_block_length; ++in_channel_block_idx) { const int in_idx = mul24(in_channel_block_idx, input_shape.y); +#ifdef USE_BUFFER + int weight_offset = ((((4*in_channel_block_idx+0)* out_channel_blocks + out_channel_block_idx) *weights_shape.x + kh_start)*weights_shape.y + 0) * 4; +#else int weights_x_idx = in_channel_block_idx << 2; int weights_y_idx = weights_h_idx; +#endif for (int iy = in_height_start; iy < in_height_end; iy += dilation_shape.x) { int in_hb_value = iy + batch_idx; #ifdef MNN_CONV_S1D1 @@ -453,12 +662,18 @@ void conv_2d_c4h1w4(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only READ_INPUT_IMAGE(1, 0); READ_INPUT_IMAGE(2, 0); READ_INPUT_IMAGE(3, 0); - +#ifdef USE_BUFFER + weights0 = vload4(0, weights+weight_offset); + weights1 = vload4(0, weights+weight_offset+weight_oc_offset); + weights2 = vload4(0, weights+weight_offset+weight_oc_offset*2); + weights3 = vload4(0, weights+weight_offset+weight_oc_offset*3); + weight_offset += 4; +#else weights0 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 0, weights_y_idx)); weights1 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 1, weights_y_idx)); weights2 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 2, weights_y_idx)); weights3 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 3, weights_y_idx++)); - +#endif CALCULATE_OUTPUT(0); CALCULATE_OUTPUT(1); CALCULATE_OUTPUT(2); @@ -469,12 +684,18 @@ void conv_2d_c4h1w4(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only in1 = in2; in2 = in3; READ_INPUT_IMAGE(3, w); - +#ifdef USE_BUFFER + weights0 = vload4(0, weights+weight_offset); + weights1 = vload4(0, weights+weight_offset+weight_oc_offset); + weights2 = vload4(0, weights+weight_offset+weight_oc_offset*2); + weights3 = vload4(0, weights+weight_offset+weight_oc_offset*3); + weight_offset += 4; +#else weights0 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 0, weights_y_idx)); weights1 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 1, weights_y_idx)); weights2 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 2, weights_y_idx)); weights3 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 3, weights_y_idx++)); - +#endif CALCULATE_OUTPUT(0); CALCULATE_OUTPUT(1); CALCULATE_OUTPUT(2); @@ -487,12 +708,18 @@ void conv_2d_c4h1w4(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only READ_INPUT_IMAGE(1, input_width_base); READ_INPUT_IMAGE(2, input_width_base); READ_INPUT_IMAGE(3, input_width_base); - +#ifdef USE_BUFFER + weights0 = vload4(0, weights+weight_offset); + weights1 = vload4(0, weights+weight_offset+weight_oc_offset); + weights2 = vload4(0, weights+weight_offset+weight_oc_offset*2); + weights3 = vload4(0, weights+weight_offset+weight_oc_offset*3); + weight_offset += 4; +#else weights0 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 0, weights_y_idx)); weights1 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 1, weights_y_idx)); weights2 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 2, weights_y_idx)); weights3 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 3, weights_y_idx++)); - +#endif CALCULATE_OUTPUT(0); CALCULATE_OUTPUT(1); CALCULATE_OUTPUT(2); @@ -542,7 +769,12 @@ __kernel #if SET_ATTRIBUTE __attribute__((work_group_size_hint(16, 16, 1))) #endif -void conv_2d_c8h4w1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only image2d_t weights, +void conv_2d_c8h4w1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, +#ifdef USE_BUFFER +__global const FLOAT *weights, +#else +__read_only image2d_t weights, +#endif #ifdef BIAS __read_only image2d_t bias, #endif @@ -581,6 +813,11 @@ void conv_2d_c8h4w1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only FLOAT4 out6 = out4; FLOAT4 out7 = out4; +#ifdef USE_BUFFER + const int weight_oc_offset = weights_shape.x * weights_shape.y * 4; + const int weight_ic_offset = out_channel_blocks * weight_oc_offset; +#endif + int in_width0 = mad24(out_width_block_idx, stride_shape.y, -padding_shape.y); int in_height0 = mad24(out_height_block_idx, stride_shape.x<<2, -padding_shape.x); int in_height1 = in_height0 + stride_shape.x; @@ -595,8 +832,12 @@ void conv_2d_c8h4w1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only FLOAT4 weights0, weights1, weights2, weights3, weights4, weights5, weights6, weights7; for (int in_channel_block_idx = 0; in_channel_block_idx < in_channel_block_length; ++in_channel_block_idx) { const int in_idx = mul24(in_channel_block_idx, input_shape.y); +#ifdef USE_BUFFER + int weight_offset = ((((4*in_channel_block_idx+0)* out_channel_blocks + out_channel_block_idx) *weights_shape.x + 0)*weights_shape.y + 0) * 4; +#else int weights_x_idx = in_channel_block_idx << 2; int weights_y_idx = weights_h_idx; +#endif for (int iy = 0; iy < weights_shape.x * dilation_shape.x; iy += dilation_shape.x) { int h0 = select(in_height0 + iy + batch_idx, -1, (in_height0 + iy < 0 || in_height0 + iy >= input_shape.x)); int h1 = select(in_height1 + iy + batch_idx, -1, (in_height1 + iy < 0 || in_height1 + iy >= input_shape.x)); @@ -610,6 +851,17 @@ void conv_2d_c8h4w1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only in2 = RI_F(input, SAMPLER, (int2)(w0, h2)); in3 = RI_F(input, SAMPLER, (int2)(w0, h3)); +#ifdef USE_BUFFER + weights0 = vload4(0, weights+weight_offset); + weights1 = vload4(0, weights+weight_offset+weight_ic_offset); + weights2 = vload4(0, weights+weight_offset+weight_ic_offset*2); + weights3 = vload4(0, weights+weight_offset+weight_ic_offset*3); + weights4 = vload4(0, weights+weight_offset + weight_oc_offset); + weights5 = vload4(0, weights+weight_offset+weight_ic_offset + weight_oc_offset); + weights6 = vload4(0, weights+weight_offset+weight_ic_offset*2 + weight_oc_offset); + weights7 = vload4(0, weights+weight_offset+weight_ic_offset*3 + weight_oc_offset); + weight_offset += 4; +#else weights0 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 0, weights_y_idx)); weights1 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 1, weights_y_idx)); weights2 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 2, weights_y_idx)); @@ -618,7 +870,8 @@ void conv_2d_c8h4w1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only weights5 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 1, weight_size + weights_y_idx)); weights6 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 2, weight_size + weights_y_idx)); weights7 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 3, weight_size + weights_y_idx++)); - +#endif + CALCULATE_OUTPUT(0); CALCULATE_OUTPUT(1); CALCULATE_OUTPUT(2); @@ -703,7 +956,12 @@ __kernel #if SET_ATTRIBUTE __attribute__((work_group_size_hint(16, 16, 1))) #endif -void conv_2d_c4h4w1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only image2d_t weights, +void conv_2d_c4h4w1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, +#ifdef USE_BUFFER +__global const FLOAT *weights, +#else +__read_only image2d_t weights, +#endif #ifdef BIAS __read_only image2d_t bias, #endif @@ -749,10 +1007,17 @@ void conv_2d_c4h4w1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only FLOAT4 in0, in1, in2, in3; FLOAT4 weights0, weights1, weights2, weights3; +#ifdef USE_BUFFER + const int weight_oc_offset = out_channel_blocks * weights_shape.x * weights_shape.y * 4; +#endif for (int in_channel_block_idx = 0; in_channel_block_idx < in_channel_block_length; ++in_channel_block_idx) { const int in_idx = mul24(in_channel_block_idx, input_shape.y); +#ifdef USE_BUFFER + int weight_offset = ((((4*in_channel_block_idx+0)* out_channel_blocks + out_channel_block_idx) *weights_shape.x + 0)*weights_shape.y + 0) * 4; +#else int weights_x_idx = in_channel_block_idx << 2; int weights_y_idx = weights_h_idx; +#endif for (int iy = 0; iy < weights_shape.x * dilation_shape.x; iy += dilation_shape.x) { int h0 = select(in_height0 + iy + batch_idx, -1, (in_height0 + iy < 0 || in_height0 + iy >= input_shape.x)); int h1 = select(in_height1 + iy + batch_idx, -1, (in_height1 + iy < 0 || in_height1 + iy >= input_shape.x)); @@ -765,11 +1030,18 @@ void conv_2d_c4h4w1(GLOBAL_SIZE_2_DIMS __read_only image2d_t input, __read_only in1 = RI_F(input, SAMPLER, (int2)(w0, h1)); in2 = RI_F(input, SAMPLER, (int2)(w0, h2)); in3 = RI_F(input, SAMPLER, (int2)(w0, h3)); - +#ifdef USE_BUFFER + weights0 = vload4(0, weights+weight_offset); + weights1 = vload4(0, weights+weight_offset+weight_oc_offset); + weights2 = vload4(0, weights+weight_offset+weight_oc_offset*2); + weights3 = vload4(0, weights+weight_offset+weight_oc_offset*3); + weight_offset += 4; +#else weights0 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 0, weights_y_idx)); weights1 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 1, weights_y_idx)); weights2 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 2, weights_y_idx)); weights3 = RI_F(weights, SAMPLER, (int2)(weights_x_idx + 3, weights_y_idx++)); +#endif CALCULATE_OUTPUT(0); CALCULATE_OUTPUT(1); diff --git a/source/backend/opencl/execution/cl/conv_2d_buf.cl b/source/backend/opencl/execution/cl/conv_2d_buf.cl index 286449225..5500ee951 100644 --- a/source/backend/opencl/execution/cl/conv_2d_buf.cl +++ b/source/backend/opencl/execution/cl/conv_2d_buf.cl @@ -186,9 +186,13 @@ void conv_2d_c4h1w2(GLOBAL_SIZE_2_DIMS #endif const int out_offset = (((out_b_idx*out_c_blocks + out_c_idx)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; +#ifdef BLOCK_LEAVE vstore4(out0, 0, output+out_offset); if(out_w_idx + 1 >= out_hw.y) return; vstore4(out1, 1, output+out_offset); +#else + vstore8((FLOAT8)(out0, out1), 0, output+out_offset); +#endif } __kernel @@ -298,13 +302,22 @@ void conv_2d_c4h1w4(GLOBAL_SIZE_2_DIMS #endif const int out_offset = (((out_b_idx*out_c_blocks + out_c_idx)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; - vstore4(out0, 0, output+out_offset); - if(out_w_idx + 1 >= out_hw.y) return; - vstore4(out1, 1, output+out_offset); - if(out_w_idx + 2 >= out_hw.y) return; - vstore4(out2, 2, output+out_offset); - if(out_w_idx + 3 >= out_hw.y) return; - vstore4(out3, 3, output+out_offset); +#ifdef BLOCK_LEAVE + const int remain = out_hw.y - out_w_idx; + + if (remain >= 4) { + vstore16((FLOAT16)(out0, out1, out2, out3), 0, output+out_offset); + }else if(remain == 3){ + vstore8((FLOAT8)(out0, out1), 0, output+out_offset); + vstore4(out2, 2, output+out_offset); + }else if(remain == 2){ + vstore8((FLOAT8)(out0, out1), 0, output+out_offset); + }else if(remain == 1){ + vstore4(out0, 0, output+out_offset); + } +#else + vstore16((FLOAT16)(out0, out1, out2, out3), 0, output+out_offset); +#endif } __kernel @@ -393,25 +406,21 @@ void conv_2d_1x1_c4h1w4(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks, #endif const int out_offset = (((out_b_idx*out_c_block + out_c_idx)*out_h + out_h_idx)* out_w + out_w4_idx)*4; - +#ifdef BLOCK_LEAVE const int remain = out_w - out_w4_idx; - if (remain >= 4) { - vstore4(out0, 0, output+out_offset); - vstore4(out1, 1, output+out_offset); - vstore4(out2, 2, output+out_offset); - vstore4(out3, 3, output+out_offset); + vstore16((FLOAT16)(out0, out1, out2, out3), 0, output+out_offset); } else if (remain == 3) { - vstore4(out0, 0, output+out_offset); - vstore4(out1, 1, output+out_offset); + vstore8((FLOAT8)(out0, out1), 0, output+out_offset); vstore4(out2, 2, output+out_offset); } else if (remain == 2) { - vstore4(out0, 0, output+out_offset); - vstore4(out1, 1, output+out_offset); + vstore8((FLOAT8)(out0, out1), 0, output+out_offset); } else if (remain == 1) { vstore4(out0, 0, output+out_offset); } - +#else + vstore16((FLOAT16)(out0, out1, out2, out3), 0, output+out_offset); +#endif } @@ -539,44 +548,45 @@ void conv_2d_1x1_c8h1w4(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks, const int out_offset = (((out_b_idx*out_c_block + out_c_idx*2)*out_h + out_h_idx)* out_w + out_w4_idx)*4; - const int remain = out_w - out_w4_idx; - __global FLOAT* _tempoutput = output + out_offset; __global FLOAT* _tempoutput1 = _tempoutput + 4*out_h*out_w; +#ifdef BLOCK_LEAVE + const int remain = out_w - out_w4_idx; if (remain >= 4) { - vstore4(out0, 0, _tempoutput); - vstore4(out1, 1, _tempoutput); - vstore4(out2, 2, _tempoutput); - vstore4(out3, 3, _tempoutput); + vstore16((FLOAT16)(out0, out1, out2, out3), 0, _tempoutput); } else if (remain == 3) { - vstore4(out0, 0, _tempoutput); - vstore4(out1, 1, _tempoutput); + vstore8((FLOAT8)(out0, out1), 0, _tempoutput); vstore4(out2, 2, _tempoutput); } else if (remain == 2) { - vstore4(out0, 0, _tempoutput); - vstore4(out1, 1, _tempoutput); + vstore8((FLOAT8)(out0, out1), 0, _tempoutput); } else if (remain == 1) { vstore4(out0, 0, _tempoutput); } +#ifdef CHANNEL_LEAVE if(out_c_idx*2+1 >= out_c_block) { return; } +#endif if (remain >= 4) { - vstore4(out4, 0, _tempoutput1); - vstore4(out5, 1, _tempoutput1); - vstore4(out6, 2, _tempoutput1); - vstore4(out7, 3, _tempoutput1); + vstore16((FLOAT16)(out4, out5, out6, out7), 0, _tempoutput1); } else if (remain == 3) { - vstore4(out4, 0, _tempoutput1); - vstore4(out5, 1, _tempoutput1); + vstore8((FLOAT8)(out4, out5), 0, _tempoutput1); vstore4(out6, 2, _tempoutput1); } else if (remain == 2) { - vstore4(out4, 0, _tempoutput1); - vstore4(out5, 1, _tempoutput1); + vstore8((FLOAT8)(out4, out5), 0, _tempoutput1); } else if (remain == 1) { vstore4(out4, 0, _tempoutput1); } +#else + vstore16((FLOAT16)(out0, out1, out2, out3), 0, _tempoutput); +#ifdef CHANNEL_LEAVE + if(out_c_idx*2+1 >= out_c_block) { + return; + } +#endif + vstore16((FLOAT16)(out4, out5, out6, out7), 0, _tempoutput1); +#endif } @@ -668,26 +678,36 @@ void conv_2d_1x1_c8h1w2(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks, const int out_offset = (((out_b_idx*out_c_block + out_c_idx*2)*out_h + out_h_idx)* out_w + out_w2_idx)*4; - const int remain = out_w - out_w2_idx; __global FLOAT* _tempoutput = output + out_offset; __global FLOAT* _tempoutput1 = _tempoutput + 4*out_h*out_w; +#ifdef BLOCK_LEAVE + const int remain = out_w - out_w2_idx; if (remain >= 2) { - vstore4(out0, 0, _tempoutput); - vstore4(out1, 1, _tempoutput); + vstore8((FLOAT8)(out0, out1), 0, _tempoutput); } else if (remain == 1) { vstore4(out0, 0, _tempoutput); } +#ifdef CHANNEL_LEAVE if(out_c_idx*2+1 >= out_c_block) { return; } +#endif if (remain >= 2) { - vstore4(out4, 0, _tempoutput1); - vstore4(out5, 1, _tempoutput1); + vstore8((FLOAT8)(out4, out5), 0, _tempoutput1); } else if (remain == 1) { vstore4(out4, 0, _tempoutput1); } +#else + vstore8((FLOAT8)(out0, out1), 0, _tempoutput); +#ifdef CHANNEL_LEAVE + if(out_c_idx*2+1 >= out_c_block) { + return; + } +#endif + vstore8((FLOAT8)(out4, out5), 0, _tempoutput1); +#endif } __kernel @@ -814,15 +834,17 @@ void conv_2d_1x1_c4h1w2(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks, const int out_offset = (((out_b_idx*out_c_block + out_c_idx)*out_h + out_h_idx)* out_w + out_w2_idx)*4; +#ifdef BLOCK_LEAVE const int remain = out_w - out_w2_idx; if (remain >= 2) { - vstore4(out0, 0, output+out_offset); - vstore4(out1, 1, output+out_offset); + vstore8((FLOAT8)(out0, out1), 0, output+out_offset); } else if (remain == 1) { vstore4(out0, 0, output+out_offset); } - +#else + vstore8((FLOAT8)(out0, out1), 0, output+out_offset); +#endif } __kernel @@ -932,13 +954,29 @@ void conv_2d_c4h4w1(GLOBAL_SIZE_2_DIMS #endif const int out_offset = (((out_b_idx*out_c_blocks + out_c_idx)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; +#ifdef BLOCK_LEAVE + const int remain = out_hw.x - out_h_idx; + if(remain >= 4){ + vstore4(out0, 0, output+out_offset); + vstore4(out1, out_hw.y, output+out_offset); + vstore4(out2, 2 * out_hw.y, output+out_offset); + vstore4(out3, 3 * out_hw.y, output+out_offset); + }else if(remain == 3){ + vstore4(out0, 0, output+out_offset); + vstore4(out1, out_hw.y, output+out_offset); + vstore4(out2, 2 * out_hw.y, output+out_offset); + }else if(remain == 2){ + vstore4(out0, 0, output+out_offset); + vstore4(out1, out_hw.y, output+out_offset); + }else if(remain == 1){ + vstore4(out0, 0, output+out_offset); + } +#else vstore4(out0, 0, output+out_offset); - if(out_h_idx + 1 >= out_hw.x) return; vstore4(out1, out_hw.y, output+out_offset); - if(out_h_idx + 2 >= out_hw.x) return; vstore4(out2, 2 * out_hw.y, output+out_offset); - if(out_h_idx + 3 >= out_hw.x) return; vstore4(out3, 3 * out_hw.y, output+out_offset); +#endif } __kernel @@ -1086,6 +1124,7 @@ void conv_2d_c8h4w1(GLOBAL_SIZE_2_DIMS #endif int out_offset = (((out_b_idx*out_c_blocks + out_c_idx)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; +#ifdef BLOCK_LEAVE const int remain = out_hw.x - out_h_idx; if(remain >= 4){ vstore4(out0, 0, output+out_offset); @@ -1102,9 +1141,11 @@ void conv_2d_c8h4w1(GLOBAL_SIZE_2_DIMS }else if(remain == 1){ vstore4(out0, 0, output+out_offset); } +#ifdef CHANNEL_LEAVE if(out_c_idx + 1 >= out_c_blocks){ return; } +#endif out_offset = (((out_b_idx*out_c_blocks + out_c_idx + 1)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; if(remain >= 4){ vstore4(out4, 0, output+out_offset); @@ -1121,6 +1162,22 @@ void conv_2d_c8h4w1(GLOBAL_SIZE_2_DIMS }else if(remain == 1){ vstore4(out4, 0, output+out_offset); } +#else + vstore4(out0, 0, output+out_offset); + vstore4(out1, out_hw.y, output+out_offset); + vstore4(out2, 2 * out_hw.y, output+out_offset); + vstore4(out3, 3 * out_hw.y, output+out_offset); +#ifdef CHANNEL_LEAVE + if(out_c_idx + 1 >= out_c_blocks){ + return; + } +#endif + out_offset = (((out_b_idx*out_c_blocks + out_c_idx + 1)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; + vstore4(out4, 0, output+out_offset); + vstore4(out5, out_hw.y, output+out_offset); + vstore4(out6, 2 * out_hw.y, output+out_offset); + vstore4(out7, 3 * out_hw.y, output+out_offset); +#endif } __kernel @@ -1230,6 +1287,7 @@ void conv_2d_c8h2w1(GLOBAL_SIZE_2_DIMS #endif int out_offset = (((out_b_idx*out_c_blocks + out_c_idx)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; +#ifdef BLOCK_LEAVE const int remain = out_hw.x - out_h_idx; if(remain >= 2){ vstore4(out0, 0, output+out_offset); @@ -1237,9 +1295,11 @@ void conv_2d_c8h2w1(GLOBAL_SIZE_2_DIMS }else if(remain == 1){ vstore4(out0, 0, output+out_offset); } +#ifdef CHANNEL_LEAVE if(out_c_idx + 1 >= out_c_blocks){ return; } +#endif out_offset = (((out_b_idx*out_c_blocks + out_c_idx + 1)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; if(remain >= 2){ vstore4(out2, 0, output+out_offset); @@ -1247,4 +1307,198 @@ void conv_2d_c8h2w1(GLOBAL_SIZE_2_DIMS }else if(remain == 1){ vstore4(out2, 0, output+out_offset); } +#else + vstore4(out0, 0, output+out_offset); + vstore4(out1, out_hw.y, output+out_offset); +#ifdef CHANNEL_LEAVE + if(out_c_idx + 1 >= out_c_blocks){ + return; + } +#endif + out_offset = (((out_b_idx*out_c_blocks + out_c_idx + 1)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; + vstore4(out2, 0, output+out_offset); + vstore4(out3, out_hw.y, output+out_offset); +#endif +} + +__kernel +void conv_2d_c8h1w4(GLOBAL_SIZE_2_DIMS + __global const FLOAT *input, + __global const FLOAT *weight, + __global const FLOAT *bias, + __global FLOAT *output, + __private const int2 in_hw, + __private const int inChannel, + __private const int in_c_blocks, + __private const int2 out_hw, + __private const int2 filter_hw, + __private const int2 stride_hw, + __private const int2 pad_hw, + __private const int2 dilate_hw, + __private const int out_w_blocks, + __private const int out_c_blocks, + __private const int out_h_blocks) { + const int out_c_w_idx = get_global_id(0); //c/4 w + const int out_b_h_idx = get_global_id(1); //b h + + DEAL_NON_UNIFORM_DIM2(out_c_w_idx, out_b_h_idx); + + const int out_c_idx = (out_c_w_idx / out_w_blocks) << 1; + const int out_w_idx = (out_c_w_idx % out_w_blocks) << 2; + const int out_b_idx = out_b_h_idx / out_hw.x;//equal to in_b_idx + const int out_h_idx = out_b_h_idx % out_hw.x; + + FLOAT4 out0 = vload4(out_c_idx, bias); + FLOAT4 out1 = out0; + FLOAT4 out2 = out0; + FLOAT4 out3 = out0; + + FLOAT4 out4 = vload4(out_c_idx + 1, bias); + FLOAT4 out5 = out4; + FLOAT4 out6 = out4; + FLOAT4 out7 = out4; + + const int in_w0_idx_base = mad24(out_w_idx, stride_hw.y, -pad_hw.y); + const int in_w1_idx_base = in_w0_idx_base + stride_hw.y; + const int in_w2_idx_base = in_w1_idx_base + stride_hw.y; + const int in_w3_idx_base = in_w2_idx_base + stride_hw.y; + + const int in_h_idx_base = mad24(out_h_idx, stride_hw.x, -pad_hw.x); + + const int kh_start = select(0, (-in_h_idx_base + dilate_hw.x - 1) / dilate_hw.x, in_h_idx_base < 0); + const int in_h_idx_start = mad24(kh_start, dilate_hw.x, in_h_idx_base); + const int in_h_idx_end = min(mad24(filter_hw.x, dilate_hw.x, in_h_idx_base), in_hw.x); + + const int weight_oc_offset = filter_hw.x * filter_hw.y * 4; + const int weight_ic_offset = out_c_blocks * weight_oc_offset; + for(ushort in_c_idx = 0; in_c_idx < in_c_blocks; in_c_idx++) { + //weights NC4HW4 [1, 4*icC4, ocC4*kh*kw, 1] xic4 + //index: [0, 4*in_c_idx, out_c_idx*kh*kw + kh_start*kw + kw_start, 0] + int weight_offset = ((((4*in_c_idx+0)* out_c_blocks + out_c_idx) *filter_hw.x + kh_start)*filter_hw.y + 0) * 4; + + for(int iy = in_h_idx_start; iy < in_h_idx_end; iy += dilate_hw.x) { + const int inp_offset_base = (((out_b_idx * in_c_blocks + in_c_idx) * in_hw.x + iy) * in_hw.y + 0) * 4; + + for(int fw = 0; fw < filter_hw.y; fw++) { + const int in_w0_idx = fw * dilate_hw.y + in_w0_idx_base; + const int in_w1_idx = fw * dilate_hw.y + in_w1_idx_base; + const int in_w2_idx = fw * dilate_hw.y + in_w2_idx_base; + const int in_w3_idx = fw * dilate_hw.y + in_w3_idx_base; + + FLOAT4 in0 = (in_w0_idx < 0 || in_w0_idx >= in_hw.y) ? (FLOAT4)0 : vload4(in_w0_idx, input+inp_offset_base); + FLOAT4 in1 = (in_w1_idx < 0 || in_w1_idx >= in_hw.y) ? (FLOAT4)0 : vload4(in_w1_idx, input+inp_offset_base); + FLOAT4 in2 = (in_w2_idx < 0 || in_w2_idx >= in_hw.y) ? (FLOAT4)0 : vload4(in_w2_idx, input+inp_offset_base); + FLOAT4 in3 = (in_w3_idx < 0 || in_w3_idx >= in_hw.y) ? (FLOAT4)0 : vload4(in_w3_idx, input+inp_offset_base); + + FLOAT4 weight0 = vload4(0, weight+weight_offset); + FLOAT4 weight1 = vload4(0, weight+weight_offset+weight_ic_offset); + FLOAT4 weight2 = vload4(0, weight+weight_offset+weight_ic_offset*2); + FLOAT4 weight3 = vload4(0, weight+weight_offset+weight_ic_offset*3); + + out0 = mad(in0.x, weight0, out0); + out0 = mad(in0.y, weight1, out0); + out0 = mad(in0.z, weight2, out0); + out0 = mad(in0.w, weight3, out0); + + out1 = mad(in1.x, weight0, out1); + out1 = mad(in1.y, weight1, out1); + out1 = mad(in1.z, weight2, out1); + out1 = mad(in1.w, weight3, out1); + + out2 = mad(in2.x, weight0, out2); + out2 = mad(in2.y, weight1, out2); + out2 = mad(in2.z, weight2, out2); + out2 = mad(in2.w, weight3, out2); + + out3 = mad(in3.x, weight0, out3); + out3 = mad(in3.y, weight1, out3); + out3 = mad(in3.z, weight2, out3); + out3 = mad(in3.w, weight3, out3); + + weight0 = vload4(0, weight+weight_oc_offset+weight_offset); + weight1 = vload4(0, weight+weight_oc_offset+weight_offset+weight_ic_offset); + weight2 = vload4(0, weight+weight_oc_offset+weight_offset+weight_ic_offset*2); + weight3 = vload4(0, weight+weight_oc_offset+weight_offset+weight_ic_offset*3); + + out4 = mad(in0.x, weight0, out4); + out4 = mad(in0.y, weight1, out4); + out4 = mad(in0.z, weight2, out4); + out4 = mad(in0.w, weight3, out4); + + out5 = mad(in1.x, weight0, out5); + out5 = mad(in1.y, weight1, out5); + out5 = mad(in1.z, weight2, out5); + out5 = mad(in1.w, weight3, out5); + + out6 = mad(in2.x, weight0, out6); + out6 = mad(in2.y, weight1, out6); + out6 = mad(in2.z, weight2, out6); + out6 = mad(in2.w, weight3, out6); + + out7 = mad(in3.x, weight0, out7); + out7 = mad(in3.y, weight1, out7); + out7 = mad(in3.z, weight2, out7); + out7 = mad(in3.w, weight3, out7); + + weight_offset += 4; + } + } + } +#ifdef RELU + out0 = fmax(out0, (FLOAT4)0); + out1 = fmax(out1, (FLOAT4)0); + out2 = fmax(out2, (FLOAT4)0); + out3 = fmax(out3, (FLOAT4)0); + out4 = fmax(out4, (FLOAT4)0); + out5 = fmax(out5, (FLOAT4)0); + out6 = fmax(out6, (FLOAT4)0); + out7 = fmax(out7, (FLOAT4)0); +#endif + +#ifdef RELU6 + out0 = clamp(out0, (FLOAT4)0, (FLOAT4)6); + out1 = clamp(out1, (FLOAT4)0, (FLOAT4)6); + out2 = clamp(out2, (FLOAT4)0, (FLOAT4)6); + out3 = clamp(out3, (FLOAT4)0, (FLOAT4)6); + out4 = clamp(out4, (FLOAT4)0, (FLOAT4)6); + out5 = clamp(out5, (FLOAT4)0, (FLOAT4)6); + out6 = clamp(out6, (FLOAT4)0, (FLOAT4)6); + out7 = clamp(out7, (FLOAT4)0, (FLOAT4)6); +#endif + + int out_offset = (((out_b_idx*out_c_blocks + out_c_idx)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; +#ifdef BLOCK_LEAVE + const int remain = out_hw.y - out_w_idx; + if(remain >= 4){ + vstore16((FLOAT16)(out0, out1, out2, out3), 0, output+out_offset); + }else if(remain == 3){ + vstore8((FLOAT8)(out0, out1), 0, output+out_offset); + vstore4(out2, 2, output+out_offset); + }else if(remain == 2){ + vstore8((FLOAT8)(out0, out1), 0, output+out_offset); + }else if(remain == 1){ + vstore4(out0, 0, output+out_offset); + } +#ifdef CHANNEL_LEAVE + if(out_c_idx + 1 >= out_c_blocks)return; +#endif + out_offset = (((out_b_idx*out_c_blocks + out_c_idx + 1)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; + if(remain >= 4){ + vstore16((FLOAT16)(out4, out5, out6, out7), 0, output+out_offset); + }else if(remain == 3){ + vstore8((FLOAT8)(out4, out5), 0, output+out_offset); + vstore4(out6, 2, output+out_offset); + }else if(remain == 2){ + vstore8((FLOAT8)(out4, out5), 0, output+out_offset); + }else if(remain == 1){ + vstore4(out4, 0, output+out_offset); + } +#else + vstore16((FLOAT16)(out0, out1, out2, out3), 0, output+out_offset); +#ifdef CHANNEL_LEAVE + if(out_c_idx + 1 >= out_c_blocks)return; +#endif + out_offset = (((out_b_idx*out_c_blocks + out_c_idx + 1)*out_hw.x + out_h_idx)*out_hw.y + out_w_idx)*4; + vstore16((FLOAT16)(out4, out5, out6, out7), 0, output+out_offset); +#endif } diff --git a/source/backend/opencl/execution/cl/gemm.cl b/source/backend/opencl/execution/cl/gemm.cl index f0d82cbe0..629275926 100644 --- a/source/backend/opencl/execution/cl/gemm.cl +++ b/source/backend/opencl/execution/cl/gemm.cl @@ -116,12 +116,154 @@ __kernel void gemmWinograd(__read_only image2d_t uInput, __read_only image2d_t u __private int out_y_idx = mad24(pos_z, unitHeight, pos_y); __private int out_x_idx = mad24(pos_w, unitWidth, srcX); - WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); - if(srcX + 1 >= unitWidth) return; - WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); - if(srcX + 2 >= unitWidth) return; - WI_F(uOutput, (int2)(out_x_idx + 2, out_y_idx), o2); - if(srcX + 3 >= unitWidth) return; - WI_F(uOutput, (int2)(out_x_idx + 3, out_y_idx), o3); + const int remain = unitWidth - srcX; + if(remain >= 4){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); + WI_F(uOutput, (int2)(out_x_idx + 2, out_y_idx), o2); + WI_F(uOutput, (int2)(out_x_idx + 3, out_y_idx), o3); + }else if(remain == 3){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); + WI_F(uOutput, (int2)(out_x_idx + 2, out_y_idx), o2); + }else if(remain == 2){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); + }else if(remain == 1){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + } + } +} + + +__kernel void gemmWinogradW2(__read_only image2d_t uInput, __read_only image2d_t uKernel, __write_only image2d_t uOutput, + __private const int unitWidth, __private const int unitHeight, __private const int dstChannelC4, __private const int multiLength, __private const int alpha2) { + + int2 pos = (int2)(get_global_id(0), get_global_id(1)); + const int unitWidth8 = (unitWidth + 7) / 8; + if (pos.x < unitWidth8 * unitHeight && pos.y < alpha2 * dstChannelC4) { + + const int pos_x = pos.x % unitWidth8; + const int pos_y = pos.x / unitWidth8; + const int pos_z = pos.y % dstChannelC4; + const int pos_w = pos.y / dstChannelC4; + + FLOAT4 o0 = (FLOAT4)(0); + FLOAT4 o1 = (FLOAT4)(0); + FLOAT4 o2 = (FLOAT4)(0); + FLOAT4 o3 = (FLOAT4)(0); + FLOAT4 o4 = (FLOAT4)(0); + FLOAT4 o5 = (FLOAT4)(0); + FLOAT4 o6 = (FLOAT4)(0); + FLOAT4 o7 = (FLOAT4)(0); + int srcY = mad24(pos_w, unitHeight, pos_y); + int srcX = pos_x << 3; + + for (int k = 0; k < multiLength; ++k) { + __private int index = mul24(k, 4); + __private int x_offset = mul24(k, unitWidth); + FLOAT4 k0 = RI_F(uKernel, SAMPLER, (int2)(index, pos.y)); + FLOAT4 k1 = RI_F(uKernel, SAMPLER, (int2)(index + 1, pos.y)); + FLOAT4 k2 = RI_F(uKernel, SAMPLER, (int2)(index + 2, pos.y)); + FLOAT4 k3 = RI_F(uKernel, SAMPLER, (int2)(index + 3, pos.y)); + + FLOAT4 s0 = RI_F(uInput, SAMPLER, (int2)(srcX + x_offset, srcY)); + FLOAT4 s1 = RI_F(uInput, SAMPLER, (int2)(srcX + x_offset + 1, srcY)); + FLOAT4 s2 = RI_F(uInput, SAMPLER, (int2)(srcX + x_offset + 2, srcY)); + FLOAT4 s3 = RI_F(uInput, SAMPLER, (int2)(srcX + x_offset + 3, srcY)); + FLOAT4 s4 = RI_F(uInput, SAMPLER, (int2)(srcX + x_offset + 4, srcY)); + FLOAT4 s5 = RI_F(uInput, SAMPLER, (int2)(srcX + x_offset + 5, srcY)); + FLOAT4 s6 = RI_F(uInput, SAMPLER, (int2)(srcX + x_offset + 6, srcY)); + FLOAT4 s7 = RI_F(uInput, SAMPLER, (int2)(srcX + x_offset + 7, srcY)); + + o0 = mad(s0.x, k0, o0); + o0 = mad(s0.y, k1, o0); + o0 = mad(s0.z, k2, o0); + o0 = mad(s0.w, k3, o0); + + o1 = mad(s1.x, k0, o1); + o1 = mad(s1.y, k1, o1); + o1 = mad(s1.z, k2, o1); + o1 = mad(s1.w, k3, o1); + + o2 = mad(s2.x, k0, o2); + o2 = mad(s2.y, k1, o2); + o2 = mad(s2.z, k2, o2); + o2 = mad(s2.w, k3, o2); + + o3 = mad(s3.x, k0, o3); + o3 = mad(s3.y, k1, o3); + o3 = mad(s3.z, k2, o3); + o3 = mad(s3.w, k3, o3); + + o4 = mad(s4.x, k0, o4); + o4 = mad(s4.y, k1, o4); + o4 = mad(s4.z, k2, o4); + o4 = mad(s4.w, k3, o4); + + o5 = mad(s5.x, k0, o5); + o5 = mad(s5.y, k1, o5); + o5 = mad(s5.z, k2, o5); + o5 = mad(s5.w, k3, o5); + + o6 = mad(s6.x, k0, o6); + o6 = mad(s6.y, k1, o6); + o6 = mad(s6.z, k2, o6); + o6 = mad(s6.w, k3, o6); + + o7 = mad(s7.x, k0, o7); + o7 = mad(s7.y, k1, o7); + o7 = mad(s7.z, k2, o7); + o7 = mad(s7.w, k3, o7); + } + + __private int out_y_idx = mad24(pos_z, unitHeight, pos_y); + __private int out_x_idx = mad24(pos_w, unitWidth, srcX); + const int remain = unitWidth - srcX; + if(remain >= 8){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); + WI_F(uOutput, (int2)(out_x_idx + 2, out_y_idx), o2); + WI_F(uOutput, (int2)(out_x_idx + 3, out_y_idx), o3); + WI_F(uOutput, (int2)(out_x_idx + 4, out_y_idx), o4); + WI_F(uOutput, (int2)(out_x_idx + 5, out_y_idx), o5); + WI_F(uOutput, (int2)(out_x_idx + 6, out_y_idx), o6); + WI_F(uOutput, (int2)(out_x_idx + 7, out_y_idx), o7); + }else if(remain == 7){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); + WI_F(uOutput, (int2)(out_x_idx + 2, out_y_idx), o2); + WI_F(uOutput, (int2)(out_x_idx + 3, out_y_idx), o3); + WI_F(uOutput, (int2)(out_x_idx + 4, out_y_idx), o4); + WI_F(uOutput, (int2)(out_x_idx + 5, out_y_idx), o5); + WI_F(uOutput, (int2)(out_x_idx + 6, out_y_idx), o6); + }else if(remain == 6){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); + WI_F(uOutput, (int2)(out_x_idx + 2, out_y_idx), o2); + WI_F(uOutput, (int2)(out_x_idx + 3, out_y_idx), o3); + WI_F(uOutput, (int2)(out_x_idx + 4, out_y_idx), o4); + WI_F(uOutput, (int2)(out_x_idx + 5, out_y_idx), o5); + }else if(remain == 5){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); + WI_F(uOutput, (int2)(out_x_idx + 2, out_y_idx), o2); + WI_F(uOutput, (int2)(out_x_idx + 3, out_y_idx), o3); + WI_F(uOutput, (int2)(out_x_idx + 4, out_y_idx), o4); + }else if(remain == 4){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); + WI_F(uOutput, (int2)(out_x_idx + 2, out_y_idx), o2); + WI_F(uOutput, (int2)(out_x_idx + 3, out_y_idx), o3); + }else if(remain == 3){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); + WI_F(uOutput, (int2)(out_x_idx + 2, out_y_idx), o2); + }else if(remain == 2){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + WI_F(uOutput, (int2)(out_x_idx + 1, out_y_idx), o1); + }else if(remain == 1){ + WI_F(uOutput, (int2)(out_x_idx, out_y_idx), o0); + } } } diff --git a/source/backend/opencl/execution/cl/opencl_program.cc b/source/backend/opencl/execution/cl/opencl_program.cc index ce2258362..50948a60e 100644 --- a/source/backend/opencl/execution/cl/opencl_program.cc +++ b/source/backend/opencl/execution/cl/opencl_program.cc @@ -8,7 +8,7 @@ extern const std::map> OpenCLProgramMap { { "conv_2d", - { 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} }, { "deconv_2d", @@ -38,7 +38,7 @@ extern const std::map> OpenCLProgramMap }, { "raster", - { 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} }, #ifndef MNN_OPENCL_BUFFER_CLOSED #ifdef MNN_SUPPORT_INTEL_SUBGROUP @@ -174,7 +174,7 @@ extern const std::map> OpenCLProgramMap #endif { "gemm", - { 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} }, { "depthwise_deconv2d", @@ -199,7 +199,7 @@ extern const std::map> OpenCLProgramMap #ifndef MNN_OPENCL_BUFFER_CLOSED { "conv_2d_buf", - { 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} }, #endif { diff --git a/source/backend/opencl/execution/cl/raster.cl b/source/backend/opencl/execution/cl/raster.cl index a8ac1d1e2..9d46caeee 100644 --- a/source/backend/opencl/execution/cl/raster.cl +++ b/source/backend/opencl/execution/cl/raster.cl @@ -68,6 +68,35 @@ __kernel void raster_buffer( output[outputIndex] = input[inputIndex]; } +__kernel void raster_buffer_combine( + GLOBAL_SIZE_3_DIMS + __global FLOAT *input, + __private const int inputOffset, + __private const int combineSrcOffset, + __private const int inputStride0, + __private const int inputStride1, + __private const int inputStride2, + __global FLOAT *output, + __private const int outputOffset, + __private const int combineDstOffset, + __private const int outputStride0, + __private const int outputStride1, + __private const int outputStride2, + __private const int global_size0 + ) { + const int idx = get_global_id(0); + const int y = get_global_id(1); + const int z = get_global_id(2); + + DEAL_NON_UNIFORM_DIM3(idx, y, z); + const int x = idx % global_size0; + const int id = idx / global_size0; + + int inputIndex = inputOffset + id * combineSrcOffset + z * inputStride0 + y * inputStride1 + x * inputStride2; + int outputIndex = outputOffset + id * combineDstOffset + z * outputStride0 + y * outputStride1 + x * outputStride2; + output[outputIndex] = input[inputIndex]; +} + __kernel void raster_image( GLOBAL_SIZE_3_DIMS diff --git a/source/backend/opencl/execution/image/CommonExecution.cpp b/source/backend/opencl/execution/image/CommonExecution.cpp index c95cef156..de0098c2f 100644 --- a/source/backend/opencl/execution/image/CommonExecution.cpp +++ b/source/backend/opencl/execution/image/CommonExecution.cpp @@ -20,7 +20,8 @@ ErrorCode CommonExecution::onExecute(const std::vector &inputs, const int idx = 0; #else if(runtime->isUseRecordQueue()){ - runtime->getRecordings()->emplace_back(mRecording); + if(runtime->isDevideOpRecord()) + runtime->getRecordings()->emplace_back(mRecording); return NO_ERROR; } #endif diff --git a/source/backend/opencl/execution/image/ConvExecution.cpp b/source/backend/opencl/execution/image/ConvExecution.cpp index 00283d240..66b584976 100644 --- a/source/backend/opencl/execution/image/ConvExecution.cpp +++ b/source/backend/opencl/execution/image/ConvExecution.cpp @@ -77,6 +77,8 @@ ConvExecution::ConvExecution(const std::vector &inputs, const std::vec int kernelWidth = conv2dCommonParams->kernelX(); int kernelHeight = conv2dCommonParams->kernelY(); int outputChannel = conv2dCommonParams->outputCount(); + auto gpuType = mOpenCLBackend->getOpenCLRuntime()->getGpuType(); + mWeightUseBuffer = gpuType == GpuType::MALI; int weightSize = 0; const float *filterDataPtr = nullptr; @@ -103,13 +105,12 @@ ConvExecution::ConvExecution(const std::vector &inputs, const std::vec } int inputChannel = weightSize / (kernelWidth * kernelHeight * outputChannel); - auto gpuType = mOpenCLBackend->getOpenCLRuntime()->getGpuType(); //select opt conv method std::string kernelName = "conv_2d_c4h1w4"; if (kernelHeight == kernelWidth && kernelHeight == 1 && mPaddings[0] == 0 && mPaddings[1] == 0) { - mConv1x1Opt = (mStrides[0] == 1 && mStrides[1] == 1 && gpuType == GpuType::MALI); + mConv1x1Opt = (mStrides[0] == 1 && mStrides[1] == 1 && gpuType == GpuType::MALI && !mWeightUseBuffer); #if 0 if((gpuType == GpuType::ADRENO)){ uint64_t useLocalSize = UNIT*UNIT*4*sizeof(float)*4; @@ -193,6 +194,36 @@ ConvExecution::ConvExecution(const std::vector &inputs, const std::vec } mOpenCLBackend->getOpenCLRuntime()->commandQueue().enqueueUnmapMemObject(*(mBiasBuffer.get()), biasPtrCL); + }else if(kernelHeight == kernelWidth && kernelHeight == 1 && mPaddings[0] == 0 && mPaddings[1] == 0 && mWeightUseBuffer){ + cl_int error; + std::shared_ptr filterBuffer(Tensor::createDevice({UP_DIV(outputChannel, 4), ROUND_UP(inputChannel, 4), 4})); + + int buffer_size = filterBuffer->elementSize(); + if(mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()) { + buffer_size *= sizeof(half_float::half); + } else { + buffer_size *= sizeof(float); + } + + mKernelBuffer.reset(new cl::Buffer(mOpenCLBackend->getOpenCLRuntime()->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR, buffer_size)); + auto kernelBufferPtr = mOpenCLBackend->getOpenCLRuntime()->commandQueue().enqueueMapBuffer(*(mKernelBuffer.get()), true, CL_MAP_WRITE, 0, buffer_size, nullptr, nullptr, &error); + if(kernelBufferPtr != nullptr && error == CL_SUCCESS){ + ::memset(kernelBufferPtr, 0, buffer_size); + for(int o = 0; o < outputChannel; o++){ + for(int i = 0 ; i < inputChannel; i++){ + int bufferIdx = (o/4) * ROUND_UP(inputChannel, 4)*4 + i*4 + (o%4); + int filterIdx = o*inputChannel + i; + if(mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()){ + ((half_float::half*)kernelBufferPtr)[bufferIdx] = (half_float::half)(filterDataPtr[filterIdx]); + }else{ + ((float*)kernelBufferPtr)[bufferIdx] = (float)(filterDataPtr[filterIdx]); + } + } + } + }else{ + MNN_ERROR("Map error ptrCL == nullptr \n"); + } + mOpenCLBackend->getOpenCLRuntime()->commandQueue().enqueueUnmapMemObject(*(mKernelBuffer.get()), kernelBufferPtr); }else{ std::vector filterImageShape{(int)inputChannel, (int)(UP_DIV(outputChannel, 4) * kernelWidth * kernelHeight)}; std::shared_ptr filterBuffer( @@ -223,15 +254,34 @@ ConvExecution::ConvExecution(const std::vector &inputs, const std::vec } mOpenCLBackend->getOpenCLRuntime()->commandQueue().enqueueUnmapMemObject(filterBufferCL, ptrCL); - mFilter.reset(Tensor::createDevice({1, filterImageShape[1], 1, 4 * filterImageShape[0]})); - mOpenCLBackend->onAcquireBuffer(mFilter.get(), Backend::STATIC); - MNN::OpenCL::ImageBufferConvertor imageBufferConvertor{mOpenCLBackend->getOpenCLRuntime()}; - - std::string buildOption = ""; - if(mOpenCLBackend->getOpenCLRuntime()->isWeightCpuTransHalf() == false){ - buildOption = "-DBUFFER_INP_FP32"; + if(mWeightUseBuffer){ + mFilter.reset(Tensor::createDevice({UP_DIV(inputChannel, 4)*4, UP_DIV(outputChannel, 4), kernelWidth * kernelHeight, 4})); + int kernel_buffer_size = UP_DIV(outputChannel, 4)*4* UP_DIV(inputChannel, 4)*4* kernelWidth* kernelHeight; + if(mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()) { + kernel_buffer_size *= sizeof(half_float::half); + } else { + kernel_buffer_size *= sizeof(float); + } + mKernelBuffer.reset(new cl::Buffer(mOpenCLBackend->getOpenCLRuntime()->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR, kernel_buffer_size)); + mFilter.get()->buffer().device = (uint64_t)mKernelBuffer.get(); + MNN::OpenCL::BufferConvertor bufferConvertor{mOpenCLBackend->getOpenCLRuntime()}; + + bool needTrans = false; + if(mOpenCLBackend->getOpenCLRuntime()->isWeightCpuTransHalf() == false){ + needTrans = true; + } + bufferConvertor.convertToNC4HW4Buffer(filterBuffer.get(), MNN::OpenCL::CONV2D_FILTER, mFilter.get(), needTrans); + } else{ + mFilter.reset(Tensor::createDevice({1, filterImageShape[1], 1, 4 * filterImageShape[0]})); + mOpenCLBackend->onAcquireBuffer(mFilter.get(), Backend::STATIC); + MNN::OpenCL::ImageBufferConvertor imageBufferConvertor{mOpenCLBackend->getOpenCLRuntime()}; + + std::string buildOption = ""; + if(mOpenCLBackend->getOpenCLRuntime()->isWeightCpuTransHalf() == false){ + buildOption = "-DBUFFER_INP_FP32"; + } + imageBufferConvertor.convertBufferToImage(filterBuffer.get(), MNN::OpenCL::CONV2D_FILTER, mFilter.get(), false, buildOption); } - imageBufferConvertor.convertBufferToImage(filterBuffer.get(), MNN::OpenCL::CONV2D_FILTER, mFilter.get(), false, buildOption); } // Create Kernel @@ -244,6 +294,9 @@ ConvExecution::ConvExecution(const std::vector &inputs, const std::vec } else if (mConv2dCommonParams->relu6()) { mBuildOptions.emplace("-DRELU6"); } + if(mWeightUseBuffer){ + mBuildOptions.emplace("-DUSE_BUFFER"); + } mKernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d", kernelName, mBuildOptions); @@ -255,7 +308,7 @@ ConvExecution::ConvExecution(const std::vector &inputs, const std::vec } ConvExecution::~ConvExecution() { - if(mUseLocalMem || !mConv1x1Opt){ + if((mUseLocalMem || !mConv1x1Opt) && !mWeightUseBuffer){ mOpenCLBackend->onReleaseBuffer(mFilter.get(), Backend::STATIC); } } @@ -329,28 +382,77 @@ ErrorCode ConvExecution::onResize(const std::vector &inputs, const std }else{ - mGlobalWorkSize = { - static_cast(UP_DIV(outputShape.at(3), 4) * static_cast(UP_DIV(outputShape.at(2), 4))), - static_cast(outputShape.at(0) * outputShape.at(1))}; - - auto kernel = &mKernel; - uint32_t idx = 0; int inputImageShape[2] = {inputHeight, inputWidth}; int outputImageShape[2] = {height, width}; int stideShape[2] = {mStrides[0], mStrides[1]}; - kernel->setArg(idx++, mGlobalWorkSize[0]); - kernel->setArg(idx++, mGlobalWorkSize[1]); - kernel->setArg(idx++, openCLImage(input)); - kernel->setArg(idx++, openCLImage(mFilter.get())); - kernel->setArg(idx++, openCLImage(mBias.get())); - kernel->setArg(idx++, openCLImage(output)); - kernel->setArg(idx++, sizeof(inputImageShape), inputImageShape); - kernel->setArg(idx++, static_cast(inputChannelBlocks)); - kernel->setArg(idx++, sizeof(outputImageShape), outputImageShape); - kernel->setArg(idx++, sizeof(stideShape), stideShape); - kernel->setArg(idx++, UP_DIV(width, 4)); - std::string kernelName = "conv_2d_1x1"; - mLocalWorkSize = localWS2DDefault(mGlobalWorkSize, mMaxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), kernelName, mKernel).first; + const int total_kernel = 2; + std::string kernelName[total_kernel] = {"conv_2d_1x1", "conv_2d_1x1_c8h1w4"}; + int itemC[total_kernel] = {4, 8}; + int itemH[total_kernel] = {1, 1}; + int itemW[total_kernel] = {4, 4}; + + int actual_kernel = total_kernel; + + cl::Kernel kernel[total_kernel]; + std::vector globalWorkSize[total_kernel]; + std::vector localWorkSize[total_kernel]; + std::pair min_cost(INT_MAX, 0);//(min_time, min_index) + + for(int knl_idx = 0; knl_idx < total_kernel; knl_idx++) { + kernel[knl_idx] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d", kernelName[knl_idx], mBuildOptions); + uint32_t maxWorkGroupSize = static_cast(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(kernel[knl_idx])); + + globalWorkSize[knl_idx] = {static_cast(UP_DIV(outputShape.at(3), itemC[knl_idx]) * UP_DIV(outputShape.at(2), itemW[knl_idx])), static_cast(outputShape.at(0) * UP_DIV(outputShape.at(1), itemH[knl_idx]))}; + uint32_t idx = 0; + kernel[knl_idx].setArg(idx++, globalWorkSize[knl_idx][0]); + kernel[knl_idx].setArg(idx++, globalWorkSize[knl_idx][1]); + kernel[knl_idx].setArg(idx++, openCLImage(input)); + if(mWeightUseBuffer){ + kernel[knl_idx].setArg(idx++, *mKernelBuffer.get()); + }else{ + kernel[knl_idx].setArg(idx++, openCLImage(mFilter.get())); + } + kernel[knl_idx].setArg(idx++, openCLImage(mBias.get())); + kernel[knl_idx].setArg(idx++, openCLImage(output)); + kernel[knl_idx].setArg(idx++, sizeof(inputImageShape), inputImageShape); + kernel[knl_idx].setArg(idx++, static_cast(inputChannelBlocks)); + kernel[knl_idx].setArg(idx++, sizeof(outputImageShape), outputImageShape); + kernel[knl_idx].setArg(idx++, sizeof(stideShape), stideShape); + kernel[knl_idx].setArg(idx++, UP_DIV(width, 4)); + kernel[knl_idx].setArg(idx++, UP_DIV(outputShape.at(3), 4)); + + std::pair, uint32_t> retTune; + retTune = localWS2DDefault(globalWorkSize[knl_idx], mMaxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), kernelName[knl_idx] + info, kernel[knl_idx]); + + //printf("conv1x1 kernel_%d = %d [%d, %d]\n", knl_idx, retTune.second, retTune.first[0], retTune.first[1]); + if(min_cost.first > retTune.second) { + min_cost.first = retTune.second; + min_cost.second = knl_idx; + mLocalWorkSize = {retTune.first[0], retTune.first[1]}; + } + } + int min_index = min_cost.second; + //printf("min_index = %d %d\n", min_index, min_cost.first); + mGlobalWorkSize = {globalWorkSize[min_index][0], globalWorkSize[min_index][1]}; + mKernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d", kernelName[min_index], mBuildOptions); + + uint32_t idx = 0; + mKernel.setArg(idx++, mGlobalWorkSize[0]); + mKernel.setArg(idx++, mGlobalWorkSize[1]); + mKernel.setArg(idx++, openCLImage(input)); + if(mWeightUseBuffer){ + mKernel.setArg(idx++, *mKernelBuffer.get()); + }else{ + mKernel.setArg(idx++, openCLImage(mFilter.get())); + } + mKernel.setArg(idx++, openCLImage(mBias.get())); + mKernel.setArg(idx++, openCLImage(output)); + mKernel.setArg(idx++, sizeof(inputImageShape), inputImageShape); + mKernel.setArg(idx++, static_cast(inputChannelBlocks)); + mKernel.setArg(idx++, sizeof(outputImageShape), outputImageShape); + mKernel.setArg(idx++, sizeof(stideShape), stideShape); + mKernel.setArg(idx++, UP_DIV(width, 4)); + mKernel.setArg(idx++, UP_DIV(outputShape.at(3), 4)); recordKernel2d(mKernel, mGlobalWorkSize, mLocalWorkSize, mOpenCLBackend->getOpenCLRuntime()); } }else { @@ -385,7 +487,11 @@ ErrorCode ConvExecution::onResize(const std::vector &inputs, const std ret |= kernel[knl_idx].setArg(idx++, globalWorkSize[knl_idx][0]); ret |= kernel[knl_idx].setArg(idx++, globalWorkSize[knl_idx][1]); ret |= kernel[knl_idx].setArg(idx++, openCLImage(input)); - ret |= kernel[knl_idx].setArg(idx++, openCLImage(mFilter.get())); + if(mWeightUseBuffer){ + ret |= kernel[knl_idx].setArg(idx++, openCLBuffer(mFilter.get())); + }else{ + ret |= kernel[knl_idx].setArg(idx++, openCLImage(mFilter.get())); + } ret |= kernel[knl_idx].setArg(idx++, openCLImage(mBias.get())); ret |= kernel[knl_idx].setArg(idx++, openCLImage(output)); ret |= kernel[knl_idx].setArg(idx++, sizeof(inputImageShape), inputImageShape); @@ -418,7 +524,11 @@ ErrorCode ConvExecution::onResize(const std::vector &inputs, const std ret |= mKernel.setArg(idx++, mGlobalWorkSize[0]); ret |= mKernel.setArg(idx++, mGlobalWorkSize[1]); ret |= mKernel.setArg(idx++, openCLImage(input)); - ret |= mKernel.setArg(idx++, openCLImage(mFilter.get())); + if(mWeightUseBuffer){ + ret |= mKernel.setArg(idx++, openCLBuffer(mFilter.get())); + }else{ + ret |= mKernel.setArg(idx++, openCLImage(mFilter.get())); + } ret |= mKernel.setArg(idx++, openCLImage(mBias.get())); ret |= mKernel.setArg(idx++, openCLImage(output)); ret |= mKernel.setArg(idx++, sizeof(inputImageShape), inputImageShape); @@ -456,7 +566,8 @@ ErrorCode ConvExecution::onExecute(const std::vector &inputs, const st MNN_PRINT("kernel cost:%f us Conv UseLocalMem\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("end ConvExecution onExecute !\n"); #endif @@ -476,7 +587,8 @@ ErrorCode ConvExecution::onExecute(const std::vector &inputs, const st MNN_PRINT("kernel cost:%d us Conv2D\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("end ConvExecution onExecute !\n"); #endif diff --git a/source/backend/opencl/execution/image/ConvExecution.hpp b/source/backend/opencl/execution/image/ConvExecution.hpp index 8df2cf280..bfd16e94d 100644 --- a/source/backend/opencl/execution/image/ConvExecution.hpp +++ b/source/backend/opencl/execution/image/ConvExecution.hpp @@ -57,6 +57,7 @@ class ConvExecution : public ConvCommonExecution { std::shared_ptr mKernelBuffer; std::shared_ptr mBiasBuffer; std::set mBuildOptions; + bool mWeightUseBuffer = false; }; } // namespace OpenCL diff --git a/source/backend/opencl/execution/image/ConvWinograd.cpp b/source/backend/opencl/execution/image/ConvWinograd.cpp index 707c231c7..603e6a730 100644 --- a/source/backend/opencl/execution/image/ConvWinograd.cpp +++ b/source/backend/opencl/execution/image/ConvWinograd.cpp @@ -237,7 +237,6 @@ ErrorCode ConvWinograd::onResize(const std::vector& inputs, const std:: "winogradTransformDest", buildOptions); mMaxWGS_D[i] = static_cast(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mDestTransform[i])); } - mMatMul[i] = runTime->buildKernel("gemm", "gemmWinograd", basic); mMaxWGS_M[i] = static_cast(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mMatMul[i])); } @@ -261,14 +260,6 @@ ErrorCode ConvWinograd::onResize(const std::vector& inputs, const std:: ret |= mSourceTransform[b].setArg(8, icC4); ret |= mSourceTransform[b].setArg(9, b); - ret |= mMatMul[b].setArg(0, openCLImage(mSource.get())); - ret |= mMatMul[b].setArg(1, *mWeight); - ret |= mMatMul[b].setArg(2, openCLImage(mDest.get())); - ret |= mMatMul[b].setArg(3, wUnit); - ret |= mMatMul[b].setArg(4, hUnit); - ret |= mMatMul[b].setArg(5, ocC4); - ret |= mMatMul[b].setArg(6, icC4); - ret |= mMatMul[b].setArg(7, alpha*alpha); ret |= mDestTransform[b].setArg(0, openCLImage(mDest.get())); ret |= mDestTransform[b].setArg(1, *mBias); @@ -291,10 +282,56 @@ ErrorCode ConvWinograd::onResize(const std::vector& inputs, const std:: /*MatMul*/ { + const int total_kernel = 2; + const std::string kernelName[total_kernel] = {"gemmWinograd", "gemmWinogradW2"}; + int itemW[total_kernel] = {4, 8}; auto gemmHeight = ocC4; - mGWS_M[b] = {static_cast(UP_DIV(wUnit, 4) * hUnit), static_cast(alpha * alpha * ocC4)}; - std::string kernelName = "gemmWinograd"; - mLWS_M[b] = localWS2DDefault(mGWS_M[b], mMaxWGS_M[b], mOpenCLBackend->getOpenCLRuntime(), kernelName, mMatMul[b]).first; + int actual_kernel = total_kernel; + + cl::Kernel kernel[total_kernel]; + std::vector globalWorkSize[total_kernel]; + std::vector localWorkSize[total_kernel]; + std::pair min_cost(UINT_MAX, 0); //(min_time, min_index) + for (int knl_idx = 0; knl_idx < actual_kernel; knl_idx++) { + cl_int ret = CL_SUCCESS; + kernel[knl_idx] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("gemm", kernelName[knl_idx], basic); + uint32_t maxWorkGroupSize = static_cast(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(kernel[knl_idx])); + + globalWorkSize[knl_idx] = {static_cast(UP_DIV(wUnit, itemW[knl_idx]) * hUnit), static_cast(alpha * alpha * ocC4)}; + ret |= kernel[knl_idx].setArg(0, openCLImage(mSource.get())); + ret |= kernel[knl_idx].setArg(1, *mWeight); + ret |= kernel[knl_idx].setArg(2, openCLImage(mDest.get())); + ret |= kernel[knl_idx].setArg(3, wUnit); + ret |= kernel[knl_idx].setArg(4, hUnit); + ret |= kernel[knl_idx].setArg(5, ocC4); + ret |= kernel[knl_idx].setArg(6, icC4); + ret |= kernel[knl_idx].setArg(7, alpha*alpha); + MNN_CHECK_CL_SUCCESS(ret, "setArg ConvWinogradExecution gemm"); + + std::pair, uint32_t> retTune; + retTune = localWS2DDefault(globalWorkSize[knl_idx], maxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), kernelName[knl_idx], kernel[knl_idx]); + // printf("gemm %d, %d\n", knl_idx, retTune.second); + if (min_cost.first > retTune.second) { + min_cost.first = retTune.second; + min_cost.second = knl_idx; + mLWS_M[b] = {retTune.first[0], retTune.first[1]}; + } + } + cl_int ret = CL_SUCCESS; + int min_index = min_cost.second; + //printf("gemm min_index = %d %d\n", min_index, min_cost.first); + mMatMul[b] = runTime->buildKernel("gemm", kernelName[min_index], basic); + + ret |= mMatMul[b].setArg(0, openCLImage(mSource.get())); + ret |= mMatMul[b].setArg(1, *mWeight); + ret |= mMatMul[b].setArg(2, openCLImage(mDest.get())); + ret |= mMatMul[b].setArg(3, wUnit); + ret |= mMatMul[b].setArg(4, hUnit); + ret |= mMatMul[b].setArg(5, ocC4); + ret |= mMatMul[b].setArg(6, icC4); + ret |= mMatMul[b].setArg(7, alpha*alpha); + MNN_CHECK_CL_SUCCESS(ret, "setArg ConvWinogradExecution gemm"); + mGWS_M[b] = {globalWorkSize[min_index][0], globalWorkSize[min_index][1]}; recordKernel2d(mMatMul[b], mGWS_M[b], mLWS_M[b], mOpenCLBackend->getOpenCLRuntime()); } @@ -319,7 +356,8 @@ ErrorCode ConvWinograd::onExecute(const std::vector& inputs, const std: int costTime = 0; #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); return NO_ERROR; } #endif diff --git a/source/backend/opencl/execution/image/DeconvExecution.cpp b/source/backend/opencl/execution/image/DeconvExecution.cpp index dd6bf49b0..c759905e7 100644 --- a/source/backend/opencl/execution/image/DeconvExecution.cpp +++ b/source/backend/opencl/execution/image/DeconvExecution.cpp @@ -182,7 +182,8 @@ ErrorCode DeconvExecution::onExecute(const std::vector &inputs, const MNN_PRINT("kernel cost:%d us Deconv\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End DeconvExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/DepthwiseConvExecution.cpp b/source/backend/opencl/execution/image/DepthwiseConvExecution.cpp index 8e0636793..2b9a3c6f8 100644 --- a/source/backend/opencl/execution/image/DepthwiseConvExecution.cpp +++ b/source/backend/opencl/execution/image/DepthwiseConvExecution.cpp @@ -169,7 +169,8 @@ ErrorCode DepthwiseConvExecution::onExecute(const std::vector &inputs, MNN_PRINT("kernel cost:%d us DepthwiseConv\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End DepthwiseConvExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/DepthwiseDeconvExecution.cpp b/source/backend/opencl/execution/image/DepthwiseDeconvExecution.cpp index dcc090265..1016ad775 100644 --- a/source/backend/opencl/execution/image/DepthwiseDeconvExecution.cpp +++ b/source/backend/opencl/execution/image/DepthwiseDeconvExecution.cpp @@ -172,7 +172,8 @@ ErrorCode DepthwiseDeconvExecution::onExecute(const std::vector &input MNN_PRINT("kernel cost:%d us DepthwiseDeconv\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End DepthwiseDeconvExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/FuseExecution.cpp b/source/backend/opencl/execution/image/FuseExecution.cpp index 32cd290d3..c2d9dc966 100644 --- a/source/backend/opencl/execution/image/FuseExecution.cpp +++ b/source/backend/opencl/execution/image/FuseExecution.cpp @@ -87,7 +87,8 @@ ErrorCode FuseExecution::onExecute(const std::vector &inputs, const st MNN_PRINT("kernel cost:%d us Fuse\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("end SoftmaxExecution onExecute !\n"); #endif diff --git a/source/backend/opencl/execution/image/GridSampleExecution.cpp b/source/backend/opencl/execution/image/GridSampleExecution.cpp index 3077fec5e..c72c98a08 100644 --- a/source/backend/opencl/execution/image/GridSampleExecution.cpp +++ b/source/backend/opencl/execution/image/GridSampleExecution.cpp @@ -96,7 +96,8 @@ ErrorCode GridSampleExecution::onExecute(const std::vector &inputs, co MNN_PRINT("kernel cost:%d us GridSample\n", costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); return NO_ERROR; } run3DKernelDefault(mKernel, mGlobalWorkSize, mLocalWorkSize, mOpenCLBackend->getOpenCLRuntime()); diff --git a/source/backend/opencl/execution/image/Interp3DExecution.cpp b/source/backend/opencl/execution/image/Interp3DExecution.cpp index 967df4d36..16d7fe725 100644 --- a/source/backend/opencl/execution/image/Interp3DExecution.cpp +++ b/source/backend/opencl/execution/image/Interp3DExecution.cpp @@ -107,7 +107,8 @@ ErrorCode Interp3DExecution::onExecute(const std::vector &inputs, cons MNN_PRINT("kernel cost:%d us Interp3D\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End Interp3DExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/InterpExecution.cpp b/source/backend/opencl/execution/image/InterpExecution.cpp index 3e47220e0..228b32009 100644 --- a/source/backend/opencl/execution/image/InterpExecution.cpp +++ b/source/backend/opencl/execution/image/InterpExecution.cpp @@ -99,7 +99,8 @@ ErrorCode InterpExecution::onExecute(const std::vector &inputs, const MNN_PRINT("kernel cost:%d us Interp\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End InterpExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/LayerNormExecution.cpp b/source/backend/opencl/execution/image/LayerNormExecution.cpp index 7440cb7b2..047367fe7 100644 --- a/source/backend/opencl/execution/image/LayerNormExecution.cpp +++ b/source/backend/opencl/execution/image/LayerNormExecution.cpp @@ -180,7 +180,8 @@ ErrorCode LayerNormExecution::onExecute(const std::vector &inputs, con MNN_PRINT("kernel cost:%d us LayerNorm\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End LayerNormExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/MatmulExecution.cpp b/source/backend/opencl/execution/image/MatmulExecution.cpp index 5780904c4..dcbdc4cb9 100644 --- a/source/backend/opencl/execution/image/MatmulExecution.cpp +++ b/source/backend/opencl/execution/image/MatmulExecution.cpp @@ -120,7 +120,8 @@ ErrorCode MatMulExecution::onExecute(const std::vector &inputs, const MNN_PRINT("kernel cost:%d us Matmul\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End MatMulExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/PoolExecution.cpp b/source/backend/opencl/execution/image/PoolExecution.cpp index cbb7288f7..f87fc08b5 100644 --- a/source/backend/opencl/execution/image/PoolExecution.cpp +++ b/source/backend/opencl/execution/image/PoolExecution.cpp @@ -155,7 +155,8 @@ ErrorCode PoolExecution::onExecute(const std::vector &inputs, const st MNN_PRINT("kernel cost:%d us Pooling\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End PoolExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/RasterExecution.cpp b/source/backend/opencl/execution/image/RasterExecution.cpp index add12f222..7af31e94d 100644 --- a/source/backend/opencl/execution/image/RasterExecution.cpp +++ b/source/backend/opencl/execution/image/RasterExecution.cpp @@ -152,7 +152,8 @@ ErrorCode RasterExecution::onResize(const std::vector &____inputs, con endRecord(mOpenCLBackend->getOpenCLRuntime(), mRecording); return NO_ERROR; } - + + bool cancombine = CanCombine(outputs); // Alloc Temp buffer auto bufferPool = ((OpenCLBackend *)backend())->getBufferPool(); auto bufferUnitSize = runtime->isSupportedFP16() ? sizeof(half_float::half) : sizeof(float); @@ -176,6 +177,9 @@ ErrorCode RasterExecution::onResize(const std::vector &____inputs, con bufferPool->recycle(mTempOutput); auto originNum = mTempInput.size(); + if(cancombine){ + regionNum = 1; + } mUnits.resize(regionNum + originNum + 1); int kernel_idx = 0; @@ -259,20 +263,25 @@ ErrorCode RasterExecution::onResize(const std::vector &____inputs, con } // buffer raster - for (auto& slice : des->regions) - { + if(cancombine){ + auto regions = des->regions; + auto slice = regions[0]; + int nums = regions.size(); + int src_offset = regions[1].src.offset - slice.src.offset; + int dst_offset = regions[1].dst.offset - slice.dst.offset; + Unit &unit = mUnits[kernel_idx++]; - unit.kernel = runtime->buildKernel("raster", "raster_buffer", {}); - - unit.globalWorkSize = {(uint32_t)slice.size[2], - (uint32_t)slice.size[1], - (uint32_t)slice.size[0]}; - - const std::vector gws = {(uint32_t)slice.size[2], - (uint32_t)slice.size[1], - (uint32_t)slice.size[0]}; + unit.kernel = runtime->buildKernel("raster", "raster_buffer_combine", {}); + + unit.globalWorkSize = {(uint32_t)slice.size[2] * nums, + (uint32_t)slice.size[1], + (uint32_t)slice.size[0]}; + + const std::vector gws = {(uint32_t)slice.size[2] * nums, + (uint32_t)slice.size[1], + (uint32_t)slice.size[0]}; uint32_t mMaxWorkGroupSize = static_cast(runtime->getMaxWorkGroupSize(unit.kernel)); - + uint32_t idx = 0; cl_int ret = CL_SUCCESS; ret |= unit.kernel.setArg(idx++, gws[0]); @@ -280,14 +289,17 @@ ErrorCode RasterExecution::onResize(const std::vector &____inputs, con ret |= unit.kernel.setArg(idx++, gws[2]); ret |= unit.kernel.setArg(idx++, *(mTempInput[slice.origin])); ret |= unit.kernel.setArg(idx++, slice.src.offset); + ret |= unit.kernel.setArg(idx++, src_offset); ret |= unit.kernel.setArg(idx++, slice.src.stride[0]); ret |= unit.kernel.setArg(idx++, slice.src.stride[1]); ret |= unit.kernel.setArg(idx++, slice.src.stride[2]); ret |= unit.kernel.setArg(idx++, *mTempOutput); ret |= unit.kernel.setArg(idx++, slice.dst.offset); + ret |= unit.kernel.setArg(idx++, dst_offset); ret |= unit.kernel.setArg(idx++, slice.dst.stride[0]); ret |= unit.kernel.setArg(idx++, slice.dst.stride[1]); ret |= unit.kernel.setArg(idx++, slice.dst.stride[2]); + ret |= unit.kernel.setArg(idx++, slice.size[2]); if(ret != CL_SUCCESS) { MNN_PRINT("setArg err %d\n", (int)ret); @@ -299,9 +311,54 @@ ErrorCode RasterExecution::onResize(const std::vector &____inputs, con unit.localWorkSize = {lws[0], lws[1], lws[2]}; unit.globalWorkSize = {ROUND_UP(gws[0], std::max((uint32_t)1, lws[0])), - ROUND_UP(gws[1], std::max((uint32_t)1, lws[1])), - ROUND_UP(gws[2], std::max((uint32_t)1, lws[2]))}; + ROUND_UP(gws[1], std::max((uint32_t)1, lws[1])), + ROUND_UP(gws[2], std::max((uint32_t)1, lws[2]))}; recordKernel3d(unit.kernel, gws, lws, runtime); + }else{ + for (auto& slice : des->regions) + { + Unit &unit = mUnits[kernel_idx++]; + unit.kernel = runtime->buildKernel("raster", "raster_buffer", {}); + + unit.globalWorkSize = {(uint32_t)slice.size[2], + (uint32_t)slice.size[1], + (uint32_t)slice.size[0]}; + + const std::vector gws = {(uint32_t)slice.size[2], + (uint32_t)slice.size[1], + (uint32_t)slice.size[0]}; + uint32_t mMaxWorkGroupSize = static_cast(runtime->getMaxWorkGroupSize(unit.kernel)); + + uint32_t idx = 0; + cl_int ret = CL_SUCCESS; + ret |= unit.kernel.setArg(idx++, gws[0]); + ret |= unit.kernel.setArg(idx++, gws[1]); + ret |= unit.kernel.setArg(idx++, gws[2]); + ret |= unit.kernel.setArg(idx++, *(mTempInput[slice.origin])); + ret |= unit.kernel.setArg(idx++, slice.src.offset); + ret |= unit.kernel.setArg(idx++, slice.src.stride[0]); + ret |= unit.kernel.setArg(idx++, slice.src.stride[1]); + ret |= unit.kernel.setArg(idx++, slice.src.stride[2]); + ret |= unit.kernel.setArg(idx++, *mTempOutput); + ret |= unit.kernel.setArg(idx++, slice.dst.offset); + ret |= unit.kernel.setArg(idx++, slice.dst.stride[0]); + ret |= unit.kernel.setArg(idx++, slice.dst.stride[1]); + ret |= unit.kernel.setArg(idx++, slice.dst.stride[2]); + if(ret != CL_SUCCESS) + { + MNN_PRINT("setArg err %d\n", (int)ret); + } + + std::string name = "rasterBuffer"; + const std::vector lws = localWS3DDefault(gws, mMaxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), name, unit.kernel).first; + + unit.localWorkSize = {lws[0], lws[1], lws[2]}; + + unit.globalWorkSize = {ROUND_UP(gws[0], std::max((uint32_t)1, lws[0])), + ROUND_UP(gws[1], std::max((uint32_t)1, lws[1])), + ROUND_UP(gws[2], std::max((uint32_t)1, lws[2]))}; + recordKernel3d(unit.kernel, gws, lws, runtime); + } } //buffer to image @@ -364,6 +421,44 @@ ErrorCode RasterExecution::onResize(const std::vector &____inputs, con return NO_ERROR; } +bool RasterExecution::CanCombine(const std::vector &outputs){ + auto des = TensorUtils::getDescribe(outputs[0]); + auto regions = des->regions; + if(regions.size() < 2) + return false; + auto origin = regions[0].origin; + const int size0 = regions[0].size[0]; + const int size1 = regions[0].size[1]; + const int size2 = regions[0].size[2]; + const int src_offset = regions[1].src.offset - regions[0].src.offset; + const int dst_offset = regions[1].dst.offset - regions[0].dst.offset; + const int src_sride0 = regions[0].src.stride[0]; + const int src_sride1 = regions[0].src.stride[1]; + const int src_sride2 = regions[0].src.stride[2]; + const int dst_sride0 = regions[0].dst.stride[0]; + const int dst_sride1 = regions[0].dst.stride[1]; + const int dst_sride2 = regions[0].dst.stride[2]; + bool res = true; + for(int i = 1; i < regions.size(); ++i){ + res &= regions[i].origin == origin; + res &= regions[i].size[0] == size0; + res &= regions[i].size[1] == size1; + res &= regions[i].size[2] == size2; + res &= regions[i].src.stride[0] == src_sride0; + res &= regions[i].src.stride[1] == src_sride1; + res &= regions[i].src.stride[2] == src_sride2; + res &= regions[i].dst.stride[0] == dst_sride0; + res &= regions[i].dst.stride[1] == dst_sride1; + res &= regions[i].dst.stride[2] == dst_sride2; + res &= (regions[i].src.offset - regions[i - 1].src.offset) == src_offset; + res &= (regions[i].dst.offset - regions[i - 1].dst.offset) == dst_offset; + if(res == false){ + return res; + } + } + return res; +} + OpenCLCreatorRegister> __Raster_op(OpType_Raster, IMAGE); } // namespace OpenCL } // namespace MNN diff --git a/source/backend/opencl/execution/image/RasterExecution.hpp b/source/backend/opencl/execution/image/RasterExecution.hpp index 7f81d8c72..a247309d8 100644 --- a/source/backend/opencl/execution/image/RasterExecution.hpp +++ b/source/backend/opencl/execution/image/RasterExecution.hpp @@ -26,6 +26,7 @@ class RasterExecution : public CommonExecution { virtual ErrorCode onResize(const std::vector &inputs, const std::vector &outputs) override; private: + bool CanCombine(const std::vector &outputs); std::map mTempInput; cl::Buffer *mTempOutput; OpenCLBackend *mOpenCLBackend; diff --git a/source/backend/opencl/execution/image/ReductionExecution.cpp b/source/backend/opencl/execution/image/ReductionExecution.cpp index eb4af5a62..f442a34f7 100644 --- a/source/backend/opencl/execution/image/ReductionExecution.cpp +++ b/source/backend/opencl/execution/image/ReductionExecution.cpp @@ -175,7 +175,8 @@ ErrorCode ReductionExecution::onExecute(const std::vector &inputs, con MNN_PRINT("kernel cost:%d us Reduct1D\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End ReductionExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/RoiPoolingExecution.cpp b/source/backend/opencl/execution/image/RoiPoolingExecution.cpp index 7969f6e20..dc99222db 100644 --- a/source/backend/opencl/execution/image/RoiPoolingExecution.cpp +++ b/source/backend/opencl/execution/image/RoiPoolingExecution.cpp @@ -133,7 +133,8 @@ ErrorCode RoiPooling::onExecute(const std::vector &inputs, const std:: MNN_PRINT("kernel cost:%d us RoiPooling\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End RoiPooling onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/ScaleExecution.cpp b/source/backend/opencl/execution/image/ScaleExecution.cpp index 28fab827a..92354802d 100644 --- a/source/backend/opencl/execution/image/ScaleExecution.cpp +++ b/source/backend/opencl/execution/image/ScaleExecution.cpp @@ -175,7 +175,8 @@ ErrorCode ScaleExecution::onExecute(const std::vector &inputs, const s MNN_PRINT("kernel cost:%d us Softmax\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End ScaleExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/SoftmaxExecution.cpp b/source/backend/opencl/execution/image/SoftmaxExecution.cpp index 01e2fcc73..2c44b7655 100644 --- a/source/backend/opencl/execution/image/SoftmaxExecution.cpp +++ b/source/backend/opencl/execution/image/SoftmaxExecution.cpp @@ -117,7 +117,8 @@ ErrorCode SoftmaxExecution::onExecute(const std::vector &inputs, const MNN_PRINT("kernel cost:%d us Softmax\n",costTime); #else if(mOpenCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End SoftmaxExecution onExecute... \n"); #endif diff --git a/source/backend/opencl/execution/image/UnaryExecution.cpp b/source/backend/opencl/execution/image/UnaryExecution.cpp index 643be34a1..966a6f5a5 100644 --- a/source/backend/opencl/execution/image/UnaryExecution.cpp +++ b/source/backend/opencl/execution/image/UnaryExecution.cpp @@ -79,7 +79,8 @@ ErrorCode UnaryExecution::onExecute(const std::vector& inputs, const st #else auto openCLBackend = static_cast(backend()); if(openCLBackend->getOpenCLRuntime()->isUseRecordQueue()){ - mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); + if(mOpenCLBackend->getOpenCLRuntime()->isDevideOpRecord()) + mOpenCLBackend->getOpenCLRuntime()->getRecordings()->emplace_back(mRecording); #ifdef LOG_VERBOSE MNN_PRINT("End UnaryExecution onExecute... \n"); #endif diff --git a/source/backend/vulkan/buffer/backend/VulkanBackend.cpp b/source/backend/vulkan/buffer/backend/VulkanBackend.cpp index 68213a721..23e56fd86 100644 --- a/source/backend/vulkan/buffer/backend/VulkanBackend.cpp +++ b/source/backend/vulkan/buffer/backend/VulkanBackend.cpp @@ -318,6 +318,7 @@ void VulkanBackend::onCopyBuffer(const Tensor* srcTensor, const Tensor* dstTenso tempTensor.reset(Tensor::create(srcTensor->shape(), dstTensor->getType(), nullptr, _convert(TensorUtils::getDescribe(srcTensor)->dimensionFormat)), [dstTensor](void* t) { Tensor* temp = (Tensor*)t; MNNCPUCopyBuffer(temp, dstTensor); + delete temp; }); dstTensor = tempTensor.get(); } diff --git a/source/common/WinogradInt8Attr.hpp b/source/common/WinogradInt8Attr.hpp index 01180d842..99490bef9 100644 --- a/source/common/WinogradInt8Attr.hpp +++ b/source/common/WinogradInt8Attr.hpp @@ -36,9 +36,9 @@ class WinogradInt8Attr { MNN_ERROR("Invalid origin conv op\n"); return nullptr; } - auto op = originConv->expr().first->get()->UnPack(); + std::unique_ptr op( originConv->expr().first->get()->UnPack()); op->main.AsConvolution2D()->symmetricQuan->winogradAttr = encode(); - return (Express::Variable::create(Express::Expr::create(op, originConv->expr().first->inputs()))); + return (Express::Variable::create(Express::Expr::create(op.get(), originConv->expr().first->inputs()))); } std::vector attrs; private: diff --git a/source/core/ConvolutionCommon.cpp b/source/core/ConvolutionCommon.cpp index 245631335..2f1223f6d 100644 --- a/source/core/ConvolutionCommon.cpp +++ b/source/core/ConvolutionCommon.cpp @@ -567,7 +567,8 @@ void ConvolutionCommon::getConvParameters(std::shared_ptr *quanCommo *originWeight = nullptr; *originWeightSize = 0; if (nullptr != conv2d->quanParameter()) { - *quanCommon = load(conv2d->quanParameter(), false); + bool forceFloat = conv2d->quanParameter()->index() != nullptr; + *quanCommon = load(conv2d->quanParameter(), forceFloat); *originWeight = (*quanCommon)->weightFloat.get(); *originWeightSize = (*quanCommon)->weightFloat.size(); } diff --git a/source/core/Pipeline.cpp b/source/core/Pipeline.cpp index 99683853f..3b5876260 100644 --- a/source/core/Pipeline.cpp +++ b/source/core/Pipeline.cpp @@ -581,7 +581,9 @@ static ErrorCode _createExecutions(Schedule::PipelineInfo& mInfo) { // Try Backup iter.execution.reset(mBackupBackend->onCreate(iter.inputs, iter.outputs, iter.op)); if (nullptr == iter.execution) { - MNN_ERROR("Create exection error : %d\n", iter.op->type()); + if (mInfo.first.reportError) { + MNN_ERROR("Create execution error : %d\n", iter.op->type()); + } return NOT_SUPPORT; } } diff --git a/source/core/Schedule.hpp b/source/core/Schedule.hpp index 5327621fa..865f54123 100644 --- a/source/core/Schedule.hpp +++ b/source/core/Schedule.hpp @@ -61,6 +61,7 @@ class MNN_PUBLIC Schedule { std::pair, std::shared_ptr> cache; bool needComputeShape = true; bool needComputeGeometry = true; + bool reportError = true; std::map inputTensorCopyCache; }; typedef std::pair> PipelineInfo; diff --git a/test/expr/ModuleTest.cpp b/test/expr/ModuleTest.cpp index e695b9673..8b3c93897 100644 --- a/test/expr/ModuleTest.cpp +++ b/test/expr/ModuleTest.cpp @@ -852,7 +852,7 @@ class MemeoryUsageTest : public MNNTestCase { return true; }; auto y = _mobileNetV1Expr(); - bool res = func(y, 60.0f); + bool res = func(y, 62.0f); if (!res) { return false; } diff --git a/test/op/BinaryOPTest.cpp b/test/op/BinaryOPTest.cpp index cc5ae81f4..c1afda064 100644 --- a/test/op/BinaryOPTest.cpp +++ b/test/op/BinaryOPTest.cpp @@ -22,7 +22,7 @@ class BinaryTestCommon : public MNNTestCase { template bool test(VARP (*opFunc)(VARP, VARP), string name, float threshold, const vector& data_x, const vector& data_y, const vector& data_out, - const vector& shape_x, const vector& shape_y, const vector& shape_out, const vector quantScales={-100, -100, -100}, const vector zeroPoints={-100, -100, -100}) { + const vector& shape_x, const vector& shape_y, const vector& shape_out, const vector quantScales={-100.f, -100.f, -100.f}, const vector zeroPoints={-100.f, -100.f, -100.f}, Dimensionformat format = NCHW) { int size_x = 1, size_y = 1, size_out = 1; for (int i = 0; i < shape_x.size(); ++i) { size_x *= shape_x[i]; @@ -34,8 +34,8 @@ class BinaryTestCommon : public MNNTestCase { size_out *= shape_out[i]; } - auto input_x = _Input(shape_x, NCHW, halide_type_of()); - auto input_y = _Input(shape_y, NCHW, halide_type_of()); + auto input_x = _Input(shape_x, format, halide_type_of()); + auto input_y = _Input(shape_y, format, halide_type_of()); input_x->setName("input_x"); input_y->setName("input_y"); if (quantScales[0] != -100) { // -100 means invalid scale. @@ -593,6 +593,42 @@ class SubtractBroastTest : public BinaryTestCommon { } }; +class AddC4Test : public BinaryTestCommon { +public: + virtual ~AddC4Test() = default; + virtual bool run(int precision) { + { + vector inp2 = {1.1, 2.2, 3.3, 4.6, 1.1, 2.2, 3.3, 4.6, 1.1, 2.2, 3.3, 4.6, 1.1, 2.2, 3.3, 4.6, 1.1, 2.2, 3.3, 4.6, 1.1, 2.2, 3.3, 4.6, 1.1, 2.2, 3.3, 4.6, 1.1, 2.2, 3.3, 4.6}, inp1 = {2}; + vector rightResult = {3.1, 4.2, 5.3, 6.6,3.1, 4.2, 5.3, 6.6,3.1, 4.2, 5.3, 6.6,3.1, 4.2, 5.3, 6.6,3.1, 4.2, 5.3, 6.6, 3.1, 4.2, 5.3, 6.6, 3.1, 4.2, 5.3, 6.6, 3.1, 4.2, 5.3, 6.6}; + bool res = test(MNN::Express::_Add, "AddInt8C4Test", 0.01, inp1, inp2, rightResult, {1, 1, 1, 1}, {1, 32, 1, 1}, {1, 32, 1, 1}, {0.4, 0.4, 1.0}, + {1., 2., 3.}, NC4HW4); + if (!res) { + FUNC_PRINT(1); + return false; + } + } + std::vector i1 = { + -1.0, -2.0, 0.f, 0.f + -3.0, -4.0, 0.f, 0.f + -5.0, -6.0, 0.f, 0.f + -7.0, -8.0, 0.f, 0.f + }; + std::vector i0 = { + 1.0f, 0.0f, 0.f, 0.f + }; + std::vector i2 = { + 0.0, -1.0, 0.f, 0.f + -2.0, -3.0, 0.f, 0.f + -4.0, -5.0, 0.f, 0.f + -6.0, -7.0, 0.f, 0.f + }; + return test(MNN::Express::_BiasAdd, "AddC4FloatTest", 0.01, + i0, i1, i2, + {1, 1, 1, 1}, {4, 2, 1, 1}, {4, 2, 1, 1}, {-100.f, -100.f, -100.f}, {-100.f, -100.f, -100.f}, NC4HW4); + + } +}; + // Float32 OpTest. MNNTestSuiteRegister(BinaryBroadcastShapeTest, "op/binary/broadcastShapeTest"); MNNTestSuiteRegister(AddTest, "op/binary/add"); @@ -633,3 +669,5 @@ MNNTestSuiteRegister(FloorDivInt8Test, "op/binary/floordivInt8"); MNNTestSuiteRegister(FloorModInt8Test, "op/binary/floormodInt8"); MNNTestSuiteRegister(Atan2Int8Test, "op/binary/atan2Int8"); MNNTestSuiteRegister(SquaredDifferenceInt8Test, "op/binary/sqdInt8"); + +MNNTestSuiteRegister(AddC4Test, "op/binary/addC4"); diff --git a/test/op/TopKV2Test.cpp b/test/op/TopKV2Test.cpp new file mode 100644 index 000000000..054d1baef --- /dev/null +++ b/test/op/TopKV2Test.cpp @@ -0,0 +1,225 @@ +// +// TopKV2Execution.hpp +// MNN +// +// Created by MNN on 2023/07/19. +// Copyright © 2018, Alibaba Group Holding Limited +// + +#include +#include +#include "MNNTestSuite.h" +#include "TestUtils.h" +#include +#include + +using namespace MNN::Express; + + +template +void MinHeapify(valueT * arr, indexT * index, int size, int i) { + int l = 2 * i + 1; + int r = 2 * i + 2; + int smallest = i; + if (l < size && arr[l] < arr[smallest]) { + smallest = l; + } + if (r < size && arr[r] < arr[smallest]) { + smallest = r; + } + if (smallest != i) { + std::swap(arr[i], arr[smallest]); + std::swap(index[i], index[smallest]); + MinHeapify(arr, index, size, smallest); + } + + return; +} + + +template +void BuildMinHeap(valueT * arr, indexT * index, int size) { + for (int i = size / 2 - 1; i >= 0; i--) { + MinHeapify(arr, index, size, i); + } +} + + +template +void Sort(valueT * values, indexT * indices, const int num) { + valueT * _values = static_cast(values); + indexT * _indices = static_cast(indices); + for (int i = 0; i < num - 1; i++) { + for (int j = 0; j < num - i - 1; j++) { + if (_values[j] < _values[j + 1]) { + std::swap(_values[j], _values[j + 1]); + std::swap(_indices[j], _indices[j + 1]); + } + } + } + + return; +} + + +template +void CpuKernelOneRow(const valueT * input, indexT * outputIndices, valueT * outputValues, const int K, const int length) { + for (int i = 0; i < K; i++) { + outputIndices[i] = i; + outputValues[i] = input[i]; + } + BuildMinHeap(outputValues, outputIndices, K); + for (int i = K; i < length; i++) { + if (input[i] > outputValues[0]) { + outputValues[0] = input[i]; + outputIndices[0] = i; + MinHeapify(outputValues, outputIndices, K, 0); + } + } + Sort(outputValues, outputIndices, K); + + return; +} + + +template +void CpuKernelAllRows(valueT * input, indexT * outputIndices, valueT * outputValues, const int K, const int lengthRow, const int numRow, int descendFlag) { + for (int i = 0; i < lengthRow * numRow; i++) { + input[i] = input[i] * descendFlag; + } + + for (int i = 0; i < numRow; i++) { + const valueT * inputThisRow = input + lengthRow * i; + indexT * outputIndicesThisRow = outputIndices + K * i; + valueT * outputValuesThisRow = outputValues + K * i; + CpuKernelOneRow(inputThisRow, outputIndicesThisRow, outputValuesThisRow, K, lengthRow); + } + + for (int i = 0; i < lengthRow * numRow; i++) { + input[i] = input[i] * descendFlag; + } + + for (int i = 0 ; i < numRow * K; i++) { + outputValues[i] = outputValues[i] * descendFlag; + } + + return; +} + + +void RandomInitFloat(float * array, const int & numEle) { + std::mt19937 rng(4); + std::uniform_real_distribution dist(0.0, 1.0); + + for (int i = 0; i < numEle; i++) { + array[i] = dist(rng); + } + return; +} + + +void SetK(int * valuePtr, const int K) { + *valuePtr = K; +} + + +bool checkIndicesHalf(const float * input, const float * expectedOutput0, const int * gotOutput1, const int K, const int numRow, const int lengthRow) { + for (int i = 0; i < numRow; i++) { + for (int j = 0; j < K; j++) { + bool condition = (convertFP32ToFP16(expectedOutput0[i * K + j]) != convertFP32ToFP16(input[gotOutput1[i * K + j] + i * lengthRow])); + if (condition) { + MNN_PRINT("Conflict: Number %d. Value Correct is %f. Value Computed is %f.\n", i * K + j, convertFP32ToFP16(expectedOutput0[i * K + j]), convertFP32ToFP16(input[gotOutput1[i * K + j] + i * lengthRow])); + return false; + } + } + } + + return true; +} + + +bool checkIndicesFloat(const float * input, const float * expectedOutput0, const int * gotOutput1, const int K, const int numRow, const int lengthRow) { + for (int i = 0; i < numRow; i++) { + for (int j = 0; j < K; j++) { + bool condition = (expectedOutput0[i * K + j] != input[gotOutput1[i * K + j] + i * lengthRow]); + if (condition) { + MNN_PRINT("Conflict: Number %d. Value Correct is %f. Value Computed is %f.\n", i * K + j, expectedOutput0[i * K + j], input[gotOutput1[i * K + j] + i * lengthRow]); + return false; + } + } + } + + return true; +} + + +void printTimeCost(uint64_t timeCost) { + uint64_t seconds = timeCost / 1000000; + uint64_t microseconds = timeCost % 1000000; + MNN_PRINT("%lu s %lu ms\n", seconds, microseconds / 1000); + + return; +} + + +class TopKV2Test : public MNNTestCase { +public: + virtual ~TopKV2Test() = default; + + virtual bool run(int precision) { + // set params + const int K = 10; + const int numRow = 180; + + const int lengthRow = 21491; + + // set input + VARP input0 = _Input({numRow, lengthRow}, NCHW, halide_type_of()); + VARP input1 = _Input({1}, NCHW, halide_type_of()); + RandomInitFloat(input0->writeMap(), numRow * lengthRow); + SetK(input1->writeMap(), K); + + auto timeStart = getTimeInUs(); + // calculate gotOutput + auto res = _TopKV2(input0, input1); + VARP output0 = res[0]; + VARP output1 = res[1]; + auto gotOutput0 = output0->readMap(); + auto gotOutput1 = output1->readMap(); + auto timeEnd = getTimeInUs(); + auto timeCost = timeEnd - timeStart; + + // calculate expectedOutput + std::vector expectedOutput0(numRow * K); + std::vector expectedOutput1(numRow * K); + CpuKernelAllRows(input0->writeMap(), expectedOutput1.data(), expectedOutput0.data(), K, lengthRow, numRow, 1); + + printTimeCost(timeCost); + + // check values + float errorScale = precision <= MNN::BackendConfig::Precision_High ? 1 : 20; + if (!checkVectorByRelativeError(gotOutput0, expectedOutput0.data(), numRow * K, 0.001 * errorScale)) { + MNN_ERROR("TopKV2 test failed!\n"); + return false; + } + + // check indices + if (precision <= 1) { + if (!checkIndicesFloat(input0->readMap(), expectedOutput0.data(), gotOutput1, K, numRow, lengthRow)) { + MNN_ERROR("TopKV2 test failed!\n"); + return false; + } + } else if (precision == 2) { + if (!checkIndicesHalf(input0->readMap(), expectedOutput0.data(), gotOutput1, K, numRow, lengthRow)) { + MNN_ERROR("TopKV2 test failed!\n"); + return false; + } + } + + return true; + } + +}; + + +MNNTestSuiteRegister(TopKV2Test, "op/TopKV2"); diff --git a/tools/converter/source/common/writeFb.cpp b/tools/converter/source/common/writeFb.cpp index 5b948e470..cb274dedb 100644 --- a/tools/converter/source/common/writeFb.cpp +++ b/tools/converter/source/common/writeFb.cpp @@ -158,7 +158,7 @@ int writeFb(std::unique_ptr& netT, const std::string& MNNModelFile, c output.write((const char*)bufferOutput, sizeOutput); } if (!netT->subgraphs.empty()) { - MNN_PRINT("The model has subgraphs, please use MNN::Module to run it\n"); + MNN_PRINT("The model has subgraphs, please use MNN::Express::Module to run it\n"); } #ifdef MNN_DUMP_SUBGRAPH diff --git a/tools/converter/source/onnx/onnxConverter.cpp b/tools/converter/source/onnx/onnxConverter.cpp index 93f26fdd8..b22740a21 100644 --- a/tools/converter/source/onnx/onnxConverter.cpp +++ b/tools/converter/source/onnx/onnxConverter.cpp @@ -21,58 +21,6 @@ #include "onnxConverter.hpp" #include "onnxOpConverter.hpp" -std::vector topoSort(const ::onnx::GraphProto& onnxGraph) { - std::vector idxMap; - const int nodeCount = onnxGraph.node_size(); - std::map outputMap; - std::map> graph; // key --[in]--> values - std::vector inDegree(nodeCount); - // build Graph and inDegree - for (int i = 0; i < nodeCount; ++i) { - const auto& onnxNode = onnxGraph.node(i); - if (onnxNode.op_type() == "Loop" || onnxNode.op_type() == "If") { - return idxMap; - } - for (int k = 0; k < onnxNode.output_size(); k++) { - outputMap.insert(std::make_pair(onnxNode.output(k), i)); - } - } - for (int i = 0; i < nodeCount; ++i) { - const auto& onnxNode = onnxGraph.node(i); - for (int k = 0; k < onnxNode.input_size(); k++) { - auto inputName = onnxNode.input(k); - auto iter = outputMap.find(inputName); - if (iter != outputMap.end()) { - graph[iter->second].push_back(i); - } - } - } - for (auto node : graph) { - for (auto output : node.second) { - inDegree[output]++; - } - } - // topo sort - std::queue validNode; - for (int i = 0; i < nodeCount; i++) { - if (!inDegree[i]) { - validNode.push(i); - } - } - while (!validNode.empty()) { - int node = validNode.front(); - validNode.pop(); - idxMap.push_back(node); - for (auto succ : graph[node]) { - if (--inDegree[succ] == 0) { - validNode.push(succ); - } - } - } - MNN_ASSERT(idxMap.size() == nodeCount); - return idxMap; -} - int onnx2MNNNet(const std::string inputModel, const std::string bizCode, std::unique_ptr& netT) { std::string modelDir; @@ -117,6 +65,7 @@ int onnx2MNNNet(const std::string inputModel, const std::string bizCode, MNNOp->main.type = MNN::OpParameter_Input; auto inputParam = new MNN::InputT; const auto it = inputs.find(iter.first); + //FUNC_PRINT_ALL(iter.first.c_str(), s); DCHECK(it != inputs.end()) << "Input Paramter ERROR ==> " << iter.first; const auto& tensorInfo = (it->second)->type().tensor_type(); const int inputDimSize = tensorInfo.shape().dim_size(); @@ -138,8 +87,24 @@ int onnx2MNNNet(const std::string inputModel, const std::string bizCode, } // onnx model not all topo sort graph, sort it - std::vector idxMap = topoSort(onnxGraph); - + std::vector idxMap = OnnxScope::topoSort(onnxGraph); + + auto makeConst = [&](const std::string& inputName) { + const auto it = initializers.find(inputName); + if (it != initializers.end() && scope->lookupTensor(it->first) == -1) { + // Create const Op + MNN::OpT* constOp = new MNN::OpT; + constOp->type = MNN::OpType_Const; + constOp->main.type = MNN::OpParameter_Blob; + constOp->main.value = onnxOpConverter::convertTensorToBlob(it->second, modelDir); + constOp->name = it->first; + constOp->outputIndexes.push_back(scope->declareTensor(it->first)); + netT->oplists.emplace_back(constOp); + } + }; + for (int i=0; i MNN node for (int idx = 0; idx < nodeCount; ++idx) { int i = idxMap.size() == nodeCount ? idxMap[idx] : idx; @@ -158,17 +123,7 @@ int onnx2MNNNet(const std::string inputModel, const std::string bizCode, // convert initializer to be Constant node(op) for (int k = 0; k < onnxNode.input_size(); ++k) { const auto& inputName = onnxNode.input(k); - const auto it = initializers.find(inputName); - if (it != initializers.end() && scope->lookupTensor(it->first) == -1) { - // Create const Op - MNN::OpT* constOp = new MNN::OpT; - constOp->type = MNN::OpType_Const; - constOp->main.type = MNN::OpParameter_Blob; - constOp->main.value = onnxOpConverter::convertTensorToBlob(it->second, modelDir); - constOp->name = it->first; - constOp->outputIndexes.push_back(scope->declareTensor(it->first)); - netT->oplists.emplace_back(constOp); - } + makeConst(inputName); } // build input and output diff --git a/tools/converter/source/onnx/onnxOpConverter.cpp b/tools/converter/source/onnx/onnxOpConverter.cpp index a5b732787..767f8867b 100644 --- a/tools/converter/source/onnx/onnxOpConverter.cpp +++ b/tools/converter/source/onnx/onnxOpConverter.cpp @@ -6,6 +6,7 @@ // Copyright © 2018, Alibaba Group Holding Limited // +#include #include "onnxOpConverter.hpp" #include "OpCount.hpp" #include "OnnxTmpGraph.hpp" @@ -20,6 +21,67 @@ static int32_t _limit(int64_t i64) { } return i64; } +std::vector OnnxScope::topoSort(const onnx::GraphProto& onnxGraph) { + std::vector idxMap; + const int nodeCount = onnxGraph.node_size(); + std::map outputMap; + std::map> graph; // key --[in]--> values + std::vector inDegree(nodeCount); + // build Graph and inDegree + for (int i = 0; i < nodeCount; ++i) { + const auto& onnxNode = onnxGraph.node(i); + for (int k = 0; k < onnxNode.output_size(); k++) { + outputMap.insert(std::make_pair(onnxNode.output(k), i)); + } + } + for (int i = 0; i < nodeCount; ++i) { + const auto& onnxNode = onnxGraph.node(i); + for (int k = 0; k < onnxNode.input_size(); k++) { + auto inputName = onnxNode.input(k); + auto iter = outputMap.find(inputName); + if (iter != outputMap.end()) { + graph[iter->second].push_back(i); + } + } + if (onnxNode.op_type() == "Loop") { + auto& body = onnxNode.attribute(0).g(); + for (int j=0; jsecond].push_back(i); + } + } + } + } + } + for (auto node : graph) { + for (auto output : node.second) { + inDegree[output]++; + } + } + // topo sort + std::queue validNode; + for (int i = 0; i < nodeCount; i++) { + if (!inDegree[i]) { + validNode.push(i); + } + } + while (!validNode.empty()) { + int node = validNode.front(); + validNode.pop(); + idxMap.push_back(node); + for (auto succ : graph[node]) { + if (--inDegree[succ] == 0) { + validNode.push(succ); + } + } + } + MNN_ASSERT(idxMap.size() == nodeCount); + return idxMap; +} + class DefaultonnxOpConverter : public onnxOpConverter { public: virtual void run(MNN::OpT* dstOp, const onnx::NodeProto* onnxNode, @@ -107,6 +169,7 @@ onnxOpConverter* onnxOpConverterSuit::search(const std::string& name) { MNN::DataType onnxOpConverter::convertDataType(int32_t itype) { static std::map<::onnx::TensorProto_DataType, MNN::DataType> dataTypeMap{ {onnx::TensorProto_DataType_FLOAT, MNN::DataType_DT_FLOAT}, + {onnx::TensorProto_DataType_FLOAT16, MNN::DataType_DT_HALF}, {onnx::TensorProto_DataType_INT8, MNN::DataType_DT_INT8}, {onnx::TensorProto_DataType_INT32, MNN::DataType_DT_INT32}, {onnx::TensorProto_DataType_INT64, MNN::DataType_DT_INT32}, // For compability, use int32 instead of int64 @@ -188,6 +251,8 @@ MNN::BlobT* onnxOpConverter::convertTensorToBlob(const onnx::TensorProto* consta CASE_DATA_TYPE(onnx::TensorProto_DataType_DOUBLE, double); CASE_DATA_TYPE(onnx::TensorProto_DataType_INT64, int64); CASE_DATA_TYPE(onnx::TensorProto_DataType_INT32, int32); + CASE_DATA_TYPE(onnx::TensorProto_DataType_UINT8, int32); + CASE_DATA_TYPE(onnx::TensorProto_DataType_INT8, int32); CASE_DATA_TYPE(onnx::TensorProto_DataType_FLOAT, float); CASE_DATA_TYPE(onnx::TensorProto_DataType_UINT64, uint64); CASE_DATA_TYPE(onnx::TensorProto_DataType_BOOL, int32); @@ -265,13 +330,22 @@ MNN::BlobT* onnxOpConverter::convertTensorToBlob(const onnx::TensorProto* consta break; } case onnx::TensorProto_DataType_UINT8: { - auto source = (uint8_t*)tensor_content; constantParam->uint8s.resize(dataSize); - for (int i = 0; i < dataSize; ++i) { - constantParam->uint8s[i] = source[i]; + if (constantTp->int32_data_size() > 0) { + auto source = (int32_t*)tensor_content; + for (int i = 0; i < dataSize; ++i) { + constantParam->uint8s[i] = source[i]; + } + } else { + ::memcpy(constantParam->uint8s.data(), tensor_content, dataSize * sizeof(uint8_t)); } break; } + case onnx::TensorProto_DataType_FLOAT16: { + constantParam->uint8s.resize(dataSize * sizeof(int16_t)); + ::memcpy(constantParam->uint8s.data(), tensor_content, dataSize * sizeof(int16_t)); + break; + } case onnx::TensorProto_DataType_FLOAT: { float* tempFloatData = (float*)tensor_content; constantParam->float32s.resize(dataSize); @@ -411,7 +485,33 @@ std::vector OnnxScope::buildSubGraph(const onnx::GraphProto* graph, } // Find Extra Input from outside graph std::map outsideInputs; - for (int i = 0; i < graph->node_size(); i++) { + auto findConst = [&](const std::string& name) { + if (scope->lookupTensor(name) >= 0) { + return; + } + // onnx subgraph may use tensor from initializers in outter level graph, recurrsive find it + for (auto curScope = scope.get(); curScope != nullptr; ) { + const auto& curInits = curScope->mInitializers; + const auto it = curInits.find(name); + if (it != curInits.end()) { + // Create const Op + MNN::OpT* constOp = new MNN::OpT; + constOp->type = MNN::OpType_Const; + constOp->main.type = MNN::OpParameter_Blob; + constOp->main.value = onnxOpConverter::convertTensorToBlob(it->second); + constOp->name = it->first; + constOp->outputIndexes.push_back(scope->declareTensor(it->first)); + subgraph->nodes.emplace_back(constOp); + break; + } + curScope = reinterpret_cast(curScope->mParent); + } + }; + for (int i=0; ioutput_size(); ++i) { + findConst(graph->output(i).name()); + } + auto indexes = OnnxScope::topoSort(*graph); + for (auto i : indexes) { const auto& onnxNode = graph->node(i); const auto& opType = onnxNode.op_type(); // name maybe null, use the first output name as node-name @@ -423,26 +523,7 @@ std::vector OnnxScope::buildSubGraph(const onnx::GraphProto* graph, MNNOp->main.type = opConverter->type(); for (int k = 0; k < onnxNode.input_size(); ++k) { const auto& inputName = onnxNode.input(k); - if (scope->lookupTensor(inputName) >= 0) { - continue; - } - // onnx subgraph may use tensor from initializers in outter level graph, recurrsive find it - for (auto curScope = scope.get(); curScope != nullptr; ) { - const auto& curInits = curScope->mInitializers; - const auto it = curInits.find(inputName); - if (it != curInits.end()) { - // Create const Op - MNN::OpT* constOp = new MNN::OpT; - constOp->type = MNN::OpType_Const; - constOp->main.type = MNN::OpParameter_Blob; - constOp->main.value = onnxOpConverter::convertTensorToBlob(it->second); - constOp->name = it->first; - constOp->outputIndexes.push_back(scope->declareTensor(it->first)); - subgraph->nodes.emplace_back(constOp); - break; - } - curScope = reinterpret_cast(curScope->mParent); - } + findConst(inputName); } // build input and output for (int k = 0; k < onnxNode.input_size(); k++) { @@ -453,6 +534,7 @@ std::vector OnnxScope::buildSubGraph(const onnx::GraphProto* graph, if (iter == outsideInputs.end()) { idx = scope->declareTensor(inputName); std::unique_ptr inputOp(new MNN::OpT); + //FUNC_PRINT_ALL(inputName.c_str(), s); inputOp->name = inputName; inputOp->type = MNN::OpType_Input; inputOp->main.type = MNN::OpParameter_Input; @@ -501,9 +583,10 @@ std::vector OnnxScope::buildSubGraph(const onnx::GraphProto* graph, int N = graph->input_size() - 2, K = graph->output_size() - N - 1; for (int i = 0; i < N + 1; i++) { int idx = scope->lookupTensor(graph->output(i).name()); - MNN_ASSERT(idx >= 0); if (idx >= 0) { subgraph->outputs.push_back(idx); + } else { + FUNC_PRINT_ALL(graph->output(i).name().c_str(), s); } } std::vector resOutside; diff --git a/tools/converter/source/onnx/onnxOpConverter.hpp b/tools/converter/source/onnx/onnxOpConverter.hpp index b4ce06c51..702c8e112 100644 --- a/tools/converter/source/onnx/onnxOpConverter.hpp +++ b/tools/converter/source/onnx/onnxOpConverter.hpp @@ -19,6 +19,7 @@ class OnnxScope : public ConverterScope { public: + static std::vector topoSort(const onnx::GraphProto& onnxGraph); OnnxScope(const onnx::GraphProto* graph, MNN::NetT* net) : mGraph(graph), ConverterScope(net) { onnxInit(); } OnnxScope(const onnx::GraphProto* graph, MNN::SubGraphProtoT* subnet, MNN::NetT* net, OnnxScope* parent) : mGraph(graph), ConverterScope(subnet, net, parent) { onnxInit(); } diff --git a/tools/converter/source/optimizer/merge/FuseTemplateOp.cpp b/tools/converter/source/optimizer/merge/FuseTemplateOp.cpp index 60a4ab7e3..bcea82781 100644 --- a/tools/converter/source/optimizer/merge/FuseTemplateOp.cpp +++ b/tools/converter/source/optimizer/merge/FuseTemplateOp.cpp @@ -342,7 +342,12 @@ static auto gRegister = []() { continue; } auto inputVar = inputVarIter->second; - auto newVar = _Gelu(inputVar); + std::unique_ptr newUnary(new MNN::OpT); + newUnary->type = OpType_UnaryOp; + newUnary->main.type = OpParameter_UnaryOp; + newUnary->main.value = new UnaryOpT; + newUnary->main.AsUnaryOp()->opType = UnaryOpOperation_GELU_STANDARD; + auto newVar = MNN::Express::Variable::create(MNN::Express::Expr::create(newUnary.get(), {inputVar})); newVar->setName(expr->outputName(0)); Expr::replace(expr, newVar->expr().first); return true; diff --git a/tools/converter/source/optimizer/onnxextra/DynamicQuantizeLinear.cpp b/tools/converter/source/optimizer/onnxextra/DynamicQuantizeLinear.cpp new file mode 100644 index 000000000..d6b23abf8 --- /dev/null +++ b/tools/converter/source/optimizer/onnxextra/DynamicQuantizeLinear.cpp @@ -0,0 +1,52 @@ +// +// DynamicQuantizeLinear.cpp +// MNNConverter +// +// Created by MNN on 2023/08/14. +// Copyright © 2018, Alibaba Group Holding Limited +// + +#include +#include "MNN_generated.h" +#include "OnnxExtraManager.hpp" + +namespace MNN { +namespace Express { +// Ref from https://github.com/onnx/onnx/blob/main/docs/Operators.md#DynamicQuantizeLinear +class OnnxDynamicQuantizeLinearTransform : public OnnxExtraManager::Transform { +public: + virtual EXPRP onExecute(EXPRP expr) const override { + auto x = expr->inputs()[0]; + auto range = _Scalar(1.0f/255.0f); + auto maxX = _ReduceMax(x); + auto minX = _ReduceMin(x); + auto scale = (maxX - minX) * range; + auto scaleReq = _Reciprocal(scale); + // Qmin = 0 + auto interZero = _Negative(minX * scaleReq); + auto zeroFloat = _Round(_Relu6(interZero, 0.0f, 255.0f)); + auto zero = _Cast(zeroFloat); + auto y = _Cast(_Round(_Relu6(_Round(x * scaleReq) + zeroFloat, 0.0f, 255.0f))); + std::unique_ptr iden(new MNN::OpT); + iden->type = OpType_Identity; + + + auto newExpr = MNN::Express::Expr::create(iden.get(), {y, scale, zero}, 3); + newExpr->setName(expr->name()); + for (int i=0; i<3; ++i) { + auto v = MNN::Express::Variable::create(newExpr, i); + v->setName(expr->outputName(i)); + } + return newExpr; + } +}; + + +static auto gRegister = []() { + OnnxExtraManager::get()->insert("DynamicQuantizeLinear", + std::shared_ptr(new OnnxDynamicQuantizeLinearTransform)); + return true; +}(); + +} // namespace Express +} // namespace MNN diff --git a/tools/converter/source/optimizer/onnxextra/MatMulInteger.cpp b/tools/converter/source/optimizer/onnxextra/MatMulInteger.cpp new file mode 100644 index 000000000..3e2b23715 --- /dev/null +++ b/tools/converter/source/optimizer/onnxextra/MatMulInteger.cpp @@ -0,0 +1,45 @@ +// +// MatMulInteger.cpp +// MNNConverter +// +// Created by MNN on 2023/08/14. +// Copyright © 2018, Alibaba Group Holding Limited +// + +#include +#include "MNN_generated.h" +#include "OnnxExtraManager.hpp" + +namespace MNN { +namespace Express { +// Ref from https://github.com/onnx/onnx/blob/main/docs/Operators.md#MatMulInteger +// Use float instead of uint8 to complete it +class OnnxMatMulIntegerTransform : public OnnxExtraManager::Transform { +public: + virtual EXPRP onExecute(EXPRP expr) const override { + auto inputs = expr->inputs(); + auto x = inputs[0]; + auto y = inputs[1]; + x = _Cast(x); + y = _Cast(y); + if (inputs.size() > 2) { + x = x - _Cast(inputs[2]); + y = y - _Cast(inputs[3]); + } + auto z = _MatMul(x, y); + auto zInt = _Cast(z); + auto newExpr = zInt->expr().first; + newExpr->setName(expr->name()); + return newExpr; + } +}; + + +static auto gRegister = []() { + OnnxExtraManager::get()->insert("MatMulInteger", + std::shared_ptr(new OnnxMatMulIntegerTransform)); + return true; +}(); + +} // namespace Express +} // namespace MNN diff --git a/tools/converter/source/optimizer/postconvert/AddTensorFormatConverter.cpp b/tools/converter/source/optimizer/postconvert/AddTensorFormatConverter.cpp index 45afb60ba..5aaa2b914 100644 --- a/tools/converter/source/optimizer/postconvert/AddTensorFormatConverter.cpp +++ b/tools/converter/source/optimizer/postconvert/AddTensorFormatConverter.cpp @@ -358,13 +358,15 @@ class AddTensorFormatConverter : public PostConverter { if (config->keepInputFormat) { // Change Output auto& outputs = mNet->outputName; + std::vector> extraOp; for (auto& op : mNet->oplists) { for (int idx : op->outputIndexes) { for (int j = 0; j < outputs.size(); j++) { if (mNet->tensorName[idx] == outputs[j]) { auto outputFormat = tensorFormats[idx]; if (outputFormat == MNN_DATA_FORMAT_NC4HW4) { - auto newOutputName = outputs[j] + "__tr"; + auto newOutputName = outputs[j] + "__before_tr"; + mNet->tensorName[idx] = newOutputName; // Append a convert op MNN::OpT* transformOp = new MNN::OpT; MNN::TensorConvertInfoT* tc = new MNN::TensorConvertInfoT; @@ -374,17 +376,20 @@ class AddTensorFormatConverter : public PostConverter { transformOp->main.value = tc; transformOp->name = newOutputName; transformOp->inputIndexes.push_back(idx); - transformOp->outputIndexes.push_back(mNet->tensorName.size()); + int newOutputIndex = (int)mNet->tensorName.size(); + transformOp->outputIndexes.push_back(newOutputIndex); tensorFormats.push_back(originTensorType); - mNet->tensorName.push_back(transformOp->name); + mNet->tensorName.push_back(outputs[j]); transformOp->type = MNN::OpType_ConvertTensor; - outputs[j] = newOutputName; - mNet->oplists.emplace_back(transformOp); + extraOp.emplace_back(transformOp); } } } } } + for (auto&& op : extraOp) { + mNet->oplists.emplace_back(std::move(op)); + } } else { // Change Input for (auto iter = mNet->oplists.begin(); iter != mNet->oplists.end(); iter++) { diff --git a/tools/cv/source/imgproc/geometric.cpp b/tools/cv/source/imgproc/geometric.cpp index cf3d5fc57..2b9065df5 100644 --- a/tools/cv/source/imgproc/geometric.cpp +++ b/tools/cv/source/imgproc/geometric.cpp @@ -9,6 +9,7 @@ #include "cv/imgproc/geometric.hpp" #include #include +#include namespace MNN { namespace CV { diff --git a/tools/train/source/nn/NN.cpp b/tools/train/source/nn/NN.cpp index 1c2f5094c..eeac358f8 100644 --- a/tools/train/source/nn/NN.cpp +++ b/tools/train/source/nn/NN.cpp @@ -561,7 +561,7 @@ class ConvBNReluFusedModule : public Module { mWinogradAttr.reset(new WinogradInt8Attr); mWinogradTransInputMaxPos = addParameter(mWinogradTransInputMax); mWinogradTransInputMinPos = addParameter(mWinogradTransInputMin); - mWinogradTransWeightScalePos = addParameter(nullptr); + mWinogradTransWeightScalePos = addParameter(mWinogradTransInputMax); } setName(mConvParameter.name); modules[i] = nullptr; @@ -675,6 +675,10 @@ class ConvBNReluFusedModule : public Module { if (nullptr == originValue) { return newValue; } + auto ptr = originValue->readMap(); + if (ptr[0] == -100.0f) { + return newValue; + } switch (mScaleUpdateMethod) { case NN::MovingAverage: return originValue * _Scalar(mMomentum) + newValue * _Scalar(1.0f-mMomentum); @@ -700,7 +704,7 @@ class ConvBNReluFusedModule : public Module { maxUnit = std::max(std::min(maxUnit, MAX_UNIT), MIN_UNIT); auto units = std::pair({0, 0}); - float maxRate = 1.0f, originCost = outH * outW * inChannel * outChannel * kernelH * kernelW; + float maxRate = 2.0f, originCost = outH * outW * inChannel * outChannel * kernelH * kernelW; std::set supportSu{4, 6}; for (int uh = MIN_UNIT; uh <= maxUnit; ++uh) { for (int uw = MIN_UNIT; uw <= maxUnit; ++uw) { @@ -1097,8 +1101,8 @@ class ConvBNReluFusedModule : public Module { NN::ScaleUpdateMethod mScaleUpdateMethod; bool mAccumulateToInt16 = false; std::shared_ptr mWinogradAttr; - VARP mWinogradTransInputMin = nullptr; - VARP mWinogradTransInputMax = nullptr; + VARP mWinogradTransInputMin = _Const(-100.f); + VARP mWinogradTransInputMax = _Const(-100.f); int mWinogradTransInputMinPos = -1; int mWinogradTransInputMaxPos = -1; int mWinogradTransWeightScalePos = -1;