From 5b19cbbbf1cd35e8bfa7ecc2bda1ebfeccc82d3f Mon Sep 17 00:00:00 2001 From: xiaying Date: Mon, 3 Jun 2024 20:09:34 +0800 Subject: [PATCH] [MNN:Sync] Sync Internal 2.9.1 --- docs/faq.md | 13 +- express/Executor.cpp | 8 +- express/Utils.cpp | 16 +- express/module/StaticModule.cpp | 24 +- express/module/StaticModule.hpp | 2 +- include/MNN/MNNDefine.h | 2 +- source/backend/arm82/Arm82Unary.cpp | 10 +- source/backend/cpu/BinaryUtils.hpp | 61 +- source/backend/cpu/CPUAttention.cpp | 26 +- source/backend/cpu/CPUCast.cpp | 10 +- source/backend/cpu/CPUCast.hpp | 2 +- source/backend/cpu/CPULayerNorm.cpp | 126 +- source/backend/cpu/CPULayerNorm.hpp | 9 +- source/backend/cpu/CPUMatMul.cpp | 160 +- source/backend/cpu/CPUMatMul.hpp | 16 +- source/backend/cpu/CPURNNSequenceGRU.cpp | 103 +- source/backend/cpu/CPURNNSequenceGRU.hpp | 14 +- source/backend/cpu/CPUReduction.cpp | 2 +- source/backend/cpu/CPUSoftmax.cpp | 291 +-- source/backend/cpu/CPUSoftmax.hpp | 14 +- source/backend/cpu/CPUUnary.cpp | 10 +- .../backend/cpu/arm/CommonOptFunctionNeon.cpp | 1 - source/backend/cpu/arm/arm32/MNNExpC8.S | 21 +- source/backend/cpu/arm/arm64/MNNExpC8.S | 18 + source/backend/cpu/arm/arm64/MNNMaxFloat.S | 29 +- source/backend/cpu/arm/arm64/MNNSoftmax.S | 3 +- .../low_memory/MNNPackedMatMulRemain_int4.S | 249 ++- .../low_memory/MNNPackedMatMulRemain_int8.S | 32 +- .../arm64/low_memory/MNNPackedMatMul_int4.S | 296 ++- source/backend/cpu/bf16/BF16Unary.cpp | 10 +- .../backend/cpu/compute/CommonOptFunction.cpp | 74 +- .../backend/cpu/compute/CommonOptFunction.h | 6 +- .../backend/cpu/compute/ConvolutionHybrid.cpp | 14 +- .../backend/cpu/compute/Int8FunctionsOpt.cpp | 55 - source/backend/cpu/compute/Int8FunctionsOpt.h | 4 - .../cpu/x86_x64/FunctionDispatcher.cpp | 5 +- .../cpu/x86_x64/avx/FunctionSummary.hpp | 2 +- source/backend/cpu/x86_x64/avx/GemmInt8.cpp | 3 - .../backend/cpu/x86_x64/avx/MathFunctions.cpp | 96 +- .../cpu/x86_x64/avxfma/FunctionSummary.hpp | 3 +- .../cpu/x86_x64/avxfma/MathFunctions.cpp | 16 +- .../cpu/x86_x64/sse/FunctionSummary.hpp | 2 +- .../backend/cpu/x86_x64/sse/MathFunctions.cpp | 89 +- source/backend/metal/MetalAttention.mm | 124 +- .../opencl/core/OpenCLRunningUtils.cpp | 5 +- .../opencl/core/runtime/OpenCLRuntime.cpp | 64 +- .../buffer/AttentionBufExecution.cpp | 35 +- .../buffer/AttentionBufExecution.hpp | 1 + .../execution/buffer/BinaryBufExecution.cpp | 35 +- .../execution/buffer/ConvBufExecution.cpp | 275 ++- .../execution/buffer/ConvBufExecution.hpp | 14 + .../buffer/ConvBufLowMemoryExecution.cpp | 6 +- .../execution/buffer/ConvBufWinograd.cpp | 67 +- .../execution/buffer/ConvBufWinograd.hpp | 2 + .../buffer/LayerNormBufExecution.cpp | 6 +- .../execution/buffer/LoopBufExecution.cpp | 907 +++++++--- .../execution/buffer/LoopBufExecution.hpp | 4 + .../execution/buffer/MatmulBufExecution.cpp | 187 +- .../execution/buffer/RasterBufExecution.cpp | 10 +- .../execution/buffer/SoftmaxBufExecution.cpp | 4 +- .../opencl/execution/cl/attention_buf.cl | 101 +- .../backend/opencl/execution/cl/binary_buf.cl | 59 +- .../opencl/execution/cl/conv_2d_buf.cl | 6 +- .../backend/opencl/execution/cl/gather_buf.cl | 66 +- .../backend/opencl/execution/cl/gemm_buf.cl | 93 +- .../opencl/execution/cl/gemv_conv1x1_buf.cl | 1605 +++++++++++------ .../backend/opencl/execution/cl/loop_buf.cl | 358 +++- .../opencl/execution/cl/matmul_local_buf.cl | 408 +++++ .../opencl/execution/cl/matmul_params_buf.cl | 1169 ++++++++++++ .../opencl/execution/cl/opencl_program.cc | 26 +- .../execution/image/CommonExecution.cpp | 1 - .../execution/image/SoftmaxExecution.cpp | 2 +- source/core/IDSTDecoder.hpp | 2 +- source/core/OpCommonUtils.cpp | 75 +- source/core/Pipeline.cpp | 2 +- source/core/Schedule.hpp | 1 + source/geometry/GeometryComputerUtils.cpp | 3 + source/math/Matrix.cpp | 118 +- test/expr/ExecutorResetTest.cpp | 54 + test/op/RasterTest.cpp | 94 + test/op/SequenceGRUTest.cpp | 5 + test/op/SoftmaxTest.cpp | 11 +- test/speed/HybridConvSpeedTest.cpp | 36 +- test/speed/SoftmaxSpeed.cpp | 47 + .../source/optimizer/merge/FuseAttention.cpp | 14 +- .../optimizer/onnxextra/OnnxSoftmax.cpp | 11 +- tools/cpp/ExprDebug.hpp | 16 +- tools/cpp/ModuleBasic.cpp | 15 +- tools/cpp/SequenceModuleTest.cpp | 2 - tools/cpp/backendTest.cpp | 23 +- tools/cpp/testModel_expr.cpp | 9 +- tools/script/make_test_for_mnn.py | 2 + tools/train/source/demo/MnistUtils.cpp | 4 +- transformers/diffusion/main.cpp | 25 +- transformers/diffusion/pipeline.cpp | 16 +- transformers/diffusion/tokenizer.cpp | 339 +++- transformers/diffusion/tokenizer.hpp | 55 +- transformers/llm/engine/include/llm.hpp | 2 +- transformers/llm/engine/llm_demo.cpp | 125 +- transformers/llm/engine/src/llm.cpp | 32 +- transformers/llm/engine/src/tokenizer.cpp | 2 +- transformers/llm/export/llm_export.py | 35 +- .../Qwen1_5-0_5B-Chat/modeling_qwen2.py | 28 +- .../Qwen1_5-1_8B-Chat/modeling_qwen2.py | 28 +- .../Qwen1_5-4B-Chat/modeling_qwen2.py | 28 +- .../Qwen1_5-7B-Chat/modeling_qwen2.py | 28 +- 106 files changed, 6757 insertions(+), 2117 deletions(-) create mode 100644 source/backend/opencl/execution/cl/matmul_local_buf.cl create mode 100644 source/backend/opencl/execution/cl/matmul_params_buf.cl create mode 100644 test/speed/SoftmaxSpeed.cpp diff --git a/docs/faq.md b/docs/faq.md index 1dd93af33..c25515abc 100644 --- a/docs/faq.md +++ b/docs/faq.md @@ -225,8 +225,19 @@ OpenCL / Vulkan 采用静态变量自注册的方式往 MNN 主库注册后端. - 一般是直接访问了 tensor 的 host - 按 [输入数据](./inference/session.html#id8) 和[获取输出](./inference/session.html#id21) 里面的方式建host tensor 并 copy ，参考相关文档修改使用代码 - 是否可基于 deviceId 直接传 GPU 地址？ - - 可以，需要理解 MNN GPU 内存布局并传上下文给 MNN ，但相关实现较复杂 + - 可以，可以通过setDevicePtr设置输入VARP的GPU地址,通过copyToDevicePtr设置输出VARP拷贝到的GPU地址 + - 相关使用参考tools/cpp/GpuInterTest.cpp + - 目前OPENCL推理支持OPENCL/OPENGL内存做输入输出。CUDA推理支持CUDA内存做输入输出 - 采用 MNN_Express 系列接口，可以支持模型之间的内存直接传递不做拷贝 + +### 多卡GPU上，用户指定特定GPU做推理问题 + +- 通过设置MNNDeviceContext结构体参数来指定特定GPU + - 通过设置platformSize、platformId、deviceId参数来进行指定 + - 目前支持OpenCL和CUDA后端进行设置 + - 具体可以参考：tools/cpp/testModel.cpp + + ## 性能相关 ### 使用 GPU 时，调用 copyToHostTensor / copyFromHostTensor 非常慢 GPU 后端调用 copy 的时间包含两个部分 diff --git a/express/Executor.cpp b/express/Executor.cpp index 201562e96..93f0fd486 100644 --- a/express/Executor.cpp +++ b/express/Executor.cpp @@ -595,7 +595,13 @@ void Executor::_makeCache(const std::vector& expr, bool forceCPU) { Session::ModeGroup group; group.inputMode = Interpreter::Session_Input_User; group.outputMode = Interpreter::Session_Output_User; - group.callBackMode = Interpreter::Session_Release; + auto globalExecutor = ExecutorScope::Current(); + auto debug = globalExecutor->getDebugTools(); + if (debug->after != nullptr && debug->before != nullptr) { + group.callBackMode = Interpreter::Session_Debug; + } else { + group.callBackMode = Interpreter::Session_Release; + } group.memoryUsageMode = Interpreter::Session_Memory_Cache; std::shared_ptr cahce(new ComputeCache); for (auto& iter : dstExpr) { diff --git a/express/Utils.cpp b/express/Utils.cpp index 5875ade02..015f214dd 100644 --- a/express/Utils.cpp +++ b/express/Utils.cpp @@ -10,6 +10,7 @@ #include #include #include +#include #include "MNN_generated.h" #include "core/TensorUtils.hpp" #include "core/Session.hpp" @@ -188,6 +189,9 @@ void* Executor::ComputeCache::mapOutput(int offset, Tensor* dest) { //MNN_ASSERT(nullptr != ptr); return ptr; } + if (0 == tensor->usize()) { + return nullptr; + } Utils::allocMemoryForHostTensor(dest); tensor->copyToHostTensor(dest); MNN_ASSERT(nullptr != dest->host()); @@ -213,6 +217,9 @@ ErrorCode Executor::ComputeCache::compute() { std::stack dfsStack; std::set visited; dfsStack.push(this); + ErrorCode code = NO_ERROR; + auto globalExecutor = ExecutorScope::Current(); + auto debug = globalExecutor->getDebugTools(); while (!dfsStack.empty()) { //printf("stcak = %d\n", dfsStack.size()); auto cache = dfsStack.top(); @@ -248,7 +255,14 @@ ErrorCode Executor::ComputeCache::compute() { } else { visited.insert(cache); dfsStack.pop(); - cache->mSession->run(); + if (debug->after != nullptr && debug->before != nullptr) { + code = mSession->runWithCallBack(debug->before, debug->after); + } else { + code = mSession->run(); + } + if (NO_ERROR != code) { + return code; + } cache->mContentDirty = false; } } diff --git a/express/module/StaticModule.cpp b/express/module/StaticModule.cpp index dd63c1718..f382d2ff6 100644 --- a/express/module/StaticModule.cpp +++ b/express/module/StaticModule.cpp @@ -185,7 +185,8 @@ void StaticModule::resetInputOutputs() { des->usage = Tensor::InsideDescribe::INPUT; } pipelineInfo.first.inputTensorCopyCache.insert(std::make_pair(mInputTensors[i], std::make_tuple(nullptr, nullptr, true, true))); - mPrevInputTensor[i] = nullptr; + mPrevInputTensor[i].first = nullptr; + mPrevInputTensor[i].second = nullptr; } mOutputTensors.resize(mResource->mOutputFromTensor.size()); for (int i = 0; i < mResource->mOutputFromTensor.size(); ++i) { @@ -221,9 +222,15 @@ StaticModule::StaticModule(std::vector inputs, if (bnCache.cache.first->type() == MNN_FORWARD_CPU) { bnCache.cache.second = bnCache.cache.first; } else { + // Use Multi-thread if user has set numberthread > 1 BackendConfig defaultConfig; defaultConfig.flags = 4; - bnCache.cache.second.reset(rt.second->onCreate(&defaultConfig)); + auto cpurt = rt.first.find(MNN_FORWARD_CPU); + if (cpurt != rt.first.end()) { + bnCache.cache.second.reset(cpurt->second->onCreate(&defaultConfig)); + } else { + bnCache.cache.second.reset(rt.second->onCreate(&defaultConfig)); + } } if (config.rearrange) { mResource->mBuffer = preRearrangeWeights(scheduleInfo, bnCache.cache.first.get(), bnCache.cache.second.get()); @@ -285,7 +292,8 @@ StaticModule::~StaticModule() { void StaticModule::onClearCache() { if (nullptr != mSession) { for (int i=0; igetPipelineInfo(0).first.inputTensorCopyCache) { std::get<3>(iter.second) = true; @@ -318,19 +326,23 @@ std::vector StaticModule::onForward(const std::vectorgetPipelineInfo(0); if (mResource->mModes.inputMode == Interpreter::Session_Input_User) { + pipelineInfo.first.inputBackendChange = false; for (int i = 0; i < inputs.size(); ++i) { if (nullptr == mInputTensors[i]) { continue; } auto inputTensor = Utils::getTensor(inputs[i]); Schedule::TENSORCACHE* cacheTensor = nullptr; - - if (mPrevInputTensor[i] != inputTensor) { + if (mPrevInputTensor[i].first != inputTensor) { + auto newBackend = TensorUtils::getDescribeOrigin(inputTensor)->getBackend(); + if (mPrevInputTensor[i].second != newBackend) { + pipelineInfo.first.inputBackendChange = true; + } auto cacheIter = pipelineInfo.first.inputTensorCopyCache.find(mInputTensors[i]); cacheTensor = &cacheIter->second; MNN_ASSERT(cacheIter != pipelineInfo.first.inputTensorCopyCache.end()); std::get<3>(cacheIter->second) = true; - mPrevInputTensor[i] = inputTensor; + mPrevInputTensor[i] = std::make_pair(inputTensor, newBackend); if (std::get<1>(*cacheTensor) != nullptr) { if (!WrapExecution::needWrap(inputTensor, TensorUtils::getDescribeOrigin(std::get<0>(*cacheTensor))->getBackend())) { // No need copy now, reset it diff --git a/express/module/StaticModule.hpp b/express/module/StaticModule.hpp index f01adc270..3b5b8bb5d 100644 --- a/express/module/StaticModule.hpp +++ b/express/module/StaticModule.hpp @@ -49,7 +49,7 @@ class StaticModule : public Module { }; std::shared_ptr mSession; std::vector mInputTensors; - std::vector mPrevInputTensor; + std::vector> mPrevInputTensor; std::vector mOutputTensors; std::shared_ptr mResource; }; diff --git a/include/MNN/MNNDefine.h b/include/MNN/MNNDefine.h index 45dc30bfb..dc81a3872 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 9 -#define MNN_VERSION_PATCH 0 +#define MNN_VERSION_PATCH 1 #define MNN_VERSION STR(MNN_VERSION_MAJOR) "." STR(MNN_VERSION_MINOR) "." STR(MNN_VERSION_PATCH) #endif /* MNNDefine_h */ diff --git a/source/backend/arm82/Arm82Unary.cpp b/source/backend/arm82/Arm82Unary.cpp index b5aa6726d..a47be5c0d 100644 --- a/source/backend/arm82/Arm82Unary.cpp +++ b/source/backend/arm82/Arm82Unary.cpp @@ -114,8 +114,10 @@ struct _Exp { void operator()(void* outRaw, const void* inpRaw, int realSize) const { auto out = (float*)outRaw; auto inp = (const float*)inpRaw; - float offset[2] = { + float offset[4] = { 1.0f, + 0.0f, + 0.0f, 0.0f }; MNNExp(out, inp, offset, realSize); @@ -125,9 +127,11 @@ struct _ExpM1 { void operator()(void* outRaw, const void* inpRaw, int realSize) const { auto out = (float*)outRaw; auto inp = (const float*)inpRaw; - float offset[2] = { + float offset[4] = { 1.0f, - -1.0f + -1.0f, + 0.0f, + 0.0f }; MNNExp(out, inp, offset, realSize); } diff --git a/source/backend/cpu/BinaryUtils.hpp b/source/backend/cpu/BinaryUtils.hpp index 368e46b41..404a1d33d 100644 --- a/source/backend/cpu/BinaryUtils.hpp +++ b/source/backend/cpu/BinaryUtils.hpp @@ -198,7 +198,26 @@ void executeVec(void* outputRaw, const void* inputRaw0, const void* inputRaw1, i if (-1 == needBroadcastIndex) { if (sizeDivUnit > 0) { - for (int i = 0; i < sizeDivUnit; ++i) { + int sizeDivC4 = sizeDivUnit / 4; + int sizeDivUnitRemain = sizeDivUnit % 4; + for (int i = 0; i < sizeDivC4; ++i) { + V a0 = V::load(src0); + V b0 = V::load(src1); + V a1 = V::load(src0 + 1 * pack); + V b1 = V::load(src1 + 1 * pack); + V a2 = V::load(src0 + 2 * pack); + V b2 = V::load(src1 + 2 * pack); + V a3 = V::load(src0 + 3 * pack); + V b3 = V::load(src1 + 3 * pack); + V::save(dst, compute(a0, b0)); + V::save(dst+1*pack, compute(a1, b1)); + V::save(dst+2*pack, compute(a2, b2)); + V::save(dst+3*pack, compute(a3, b3)); + src0 += 4*pack; + src1 += 4*pack; + dst += 4*pack; + } + for (int i = 0; i < sizeDivUnitRemain; ++i) { V a = V::load(src0); V b = V::load(src1); V::save(dst, compute(a, b)); @@ -222,11 +241,23 @@ void executeVec(void* outputRaw, const void* inputRaw0, const void* inputRaw1, i const U srcValue0 = src0[0]; V a = V(srcValue0); if (sizeDivUnit > 0) { - for (int i = 0; i < sizeDivUnit; ++i) { - const auto src1Ptr = src1; - auto dstPtr = dst; - V b = V::load(src1Ptr); - V::save(dstPtr, compute(a, b)); + int sizeDivC4 = sizeDivUnit / 4; + int sizeUnitRemain = sizeDivUnit % 4; + for (int i = 0; i < sizeDivC4; ++i) { + V b0 = V::load(src1); + V b1 = V::load(src1 + 1*pack); + V b2 = V::load(src1 + 2*pack); + V b3 = V::load(src1 + 3*pack); + V::save(dst, compute(a, b0)); + V::save(dst+1*pack, compute(a, b1)); + V::save(dst+2*pack, compute(a, b2)); + V::save(dst+3*pack, compute(a, b3)); + src1 += 4*pack; + dst += 4*pack; + } + for (int i = 0; i < sizeUnitRemain; ++i) { + V b = V::load(src1); + V::save(dst, compute(a, b)); src1 += pack; dst += pack; } @@ -243,7 +274,23 @@ void executeVec(void* outputRaw, const void* inputRaw0, const void* inputRaw1, i const auto srcValue1 = static_cast(src1[0]); V b = V(srcValue1); if (sizeDivUnit > 0) { - for (int i = 0; i < sizeDivUnit; ++i) { + int sizeDivC4 = sizeDivUnit / 4; + int sizeUnitRemain = sizeDivUnit % 4; + for (int i = 0; i < sizeDivC4; ++i) { + const auto src0Ptr = src0; + auto dstPtr = dst; + V a0 = V::load(src0Ptr); + V a1 = V::load(src0Ptr + 1*pack); + V a2 = V::load(src0Ptr + 2*pack); + V a3 = V::load(src0Ptr + 3*pack); + V::save(dstPtr, compute(a0, b)); + V::save(dstPtr+1*pack, compute(a1, b)); + V::save(dstPtr+2*pack, compute(a2, b)); + V::save(dstPtr+3*pack, compute(a3, b)); + src0 += 4*pack; + dst += 4*pack; + } + for (int i = 0; i < sizeUnitRemain; ++i) { const auto src0Ptr = src0; auto dstPtr = dst; V a = V::load(src0Ptr); diff --git a/source/backend/cpu/CPUAttention.cpp b/source/backend/cpu/CPUAttention.cpp index 43b4206d9..4d7b0b894 100644 --- a/source/backend/cpu/CPUAttention.cpp +++ b/source/backend/cpu/CPUAttention.cpp @@ -113,14 +113,23 @@ static void prefill_unpack(char* pack_qkv, char* unpack_qkv, int mNumHead, int m template static void prefill_softmax(int* mask_ptr, float* mask_qk, float* softmax_qk, char* unpack_qk, char* pack_qk, - float mScale, int eP, int query_e, int seq_len, float min_val) { + float mScale, int eP, int query_e, int seq_len, float min_val, bool float_mask) { T* qk_src = reinterpret_cast(unpack_qk); T* qk_dst = reinterpret_cast(pack_qk); - for (int i = 0; i < seq_len * seq_len; i++) { - if (mask_ptr[i]) { - mask_qk[i] = qk_src[i] * mScale; - } else { - mask_qk[i] = min_val; + if (float_mask) { + T* fpmask_ptr = reinterpret_cast(mask_ptr); + // float mask + for (int i = 0; i < seq_len * seq_len; i++) { + mask_qk[i] = qk_src[i] * mScale + fpmask_ptr[i]; + } + } else { + // int mask + for (int i = 0; i < seq_len * seq_len; i++) { + if (mask_ptr[i]) { + mask_qk[i] = qk_src[i] * mScale; + } else { + mask_qk[i] = min_val; + } } } for (int i = 0; i < seq_len; i++) { @@ -258,6 +267,7 @@ ErrorCode CPUAttentionImpl::onExecute(Backend* _backend, const std::vectorgetType() == halide_type_of()); auto shape = query->shape(); int seq_len = shape[1]; mThreadNum = ((CPUBackend *)backend())->threadNumber(); @@ -324,9 +334,9 @@ ErrorCode CPUAttentionImpl::onExecute(Backend* _backend, const std::vectorhost(); if (bytes == 2) { - prefill_softmax(mask_ptr, mask_qk, softmax_qk, unpack_qk, pack_qk, mScale, eP, query_e, seq_len, -65504.0); + prefill_softmax(mask_ptr, mask_qk, softmax_qk, unpack_qk, pack_qk, mScale, eP, query_e, seq_len, -65504.0, float_mask); } else { - prefill_softmax(mask_ptr, mask_qk, softmax_qk, unpack_qk, pack_qk, mScale, eP, query_e, seq_len, std::numeric_limits::lowest()); + prefill_softmax(mask_ptr, mask_qk, softmax_qk, unpack_qk, pack_qk, mScale, eP, query_e, seq_len, std::numeric_limits::lowest(), float_mask); } // qk @ v for (int i = 0 ; i < loop_e; i++) { diff --git a/source/backend/cpu/CPUCast.cpp b/source/backend/cpu/CPUCast.cpp index d85cb2425..ad989f0f3 100644 --- a/source/backend/cpu/CPUCast.cpp +++ b/source/backend/cpu/CPUCast.cpp @@ -14,7 +14,7 @@ #include namespace MNN { -ErrorCode CPUCastCreator::cast(void* const inputRaw, void* outputRaw, ConvertType type, +ErrorCode CPUCastCreator::cast(const void* inputRaw, void* outputRaw, ConvertType type, int number, float scale, float zero, float min, float max, const CPUBackend* bn) { auto pack = bn->functions()->pack; int c4Size = number / pack; @@ -22,11 +22,11 @@ ErrorCode CPUCastCreator::cast(void* const inputRaw, void* outputRaw, ConvertTyp if (type == FlOAT_TO_INT8) { scale = (scale == 0.f ? 0.f : 1.f / scale); std::vector scales(pack, scale); - bn->int8Functions()->MNNFloat2Int8(static_cast(inputRaw), static_cast(outputRaw), c4Size, scales.data(), min, max, zero); + bn->int8Functions()->MNNFloat2Int8((float*)(inputRaw), (int8_t*)(outputRaw), c4Size, scales.data(), min, max, zero); if (remain > 0) { std::vector tempSrc(pack); std::vector tempDst(pack); - ::memcpy(tempSrc.data(), static_cast(inputRaw) + c4Size * pack, remain * sizeof(float)); + ::memcpy(tempSrc.data(), (float*)(inputRaw) + c4Size * pack, remain * sizeof(float)); bn->int8Functions()->MNNFloat2Int8(tempSrc.data(), tempDst.data(), 1, scales.data(), min, max, zero); ::memcpy(static_cast(outputRaw) + c4Size * pack, tempDst.data(), remain * sizeof(int8_t)); } @@ -34,11 +34,11 @@ ErrorCode CPUCastCreator::cast(void* const inputRaw, void* outputRaw, ConvertTyp } if (type == INT8_TO_FlOAT) { std::vector scales(pack, scale); - bn->int8Functions()->MNNInt8ScaleToFloat(static_cast(outputRaw), static_cast(inputRaw), scales.data(), c4Size, zero); + bn->int8Functions()->MNNInt8ScaleToFloat((float*)(outputRaw), (int8_t*)(inputRaw), scales.data(), c4Size, zero); if (remain > 0) { std::vector tempDst(pack); std::vector tempSrc(pack); - ::memcpy(tempSrc.data(), static_cast(inputRaw) + c4Size * pack, remain * sizeof(int8_t)); + ::memcpy(tempSrc.data(), (int8_t*)(inputRaw) + c4Size * pack, remain * sizeof(int8_t)); bn->int8Functions()->MNNInt8ScaleToFloat(tempDst.data(), tempSrc.data(), scales.data(), 1, zero); ::memcpy(static_cast(outputRaw) + c4Size * pack, tempDst.data(), remain * sizeof(float)); } diff --git a/source/backend/cpu/CPUCast.hpp b/source/backend/cpu/CPUCast.hpp index d1fe5cbed..7b6041928 100644 --- a/source/backend/cpu/CPUCast.hpp +++ b/source/backend/cpu/CPUCast.hpp @@ -21,7 +21,7 @@ class CPUCastCreator : public CPUBackend::Creator { virtual Execution* onCreate(const std::vector& inputs, const std::vector& outputs, const MNN::Op* op, Backend* backend) const override; static ErrorCode cast(const Tensor* input, const Tensor* output, const CPUBackend* bn, ConvertType type); - static ErrorCode cast(void* const inputRaw, void* outputRaw, ConvertType type, int number, float scale, float zero, float min, float max, const CPUBackend* bn); + static ErrorCode cast(const void* inputRaw, void* outputRaw, ConvertType type, int number, float scale, float zero, float min, float max, const CPUBackend* bn); }; } // namespace MNN #endif /* CPUCast_hpp */ diff --git a/source/backend/cpu/CPULayerNorm.cpp b/source/backend/cpu/CPULayerNorm.cpp index 48225d960..804d26c22 100644 --- a/source/backend/cpu/CPULayerNorm.cpp +++ b/source/backend/cpu/CPULayerNorm.cpp @@ -9,6 +9,7 @@ #include #include "backend/cpu/CPULayerNorm.hpp" #include "backend/cpu/CPUBackend.hpp" +#include "CPUCast.hpp" #include "backend/cpu/compute/CommonOptFunction.h" #include "core/Execution.hpp" #include "core/Concurrency.h" @@ -34,13 +35,15 @@ std::shared_ptr CPULayerNorm::makeResource(const MNN::Op if (layer_norm_param->gamma() && layer_norm_param->beta()) { int size = layer_norm_param->gamma()->size(); res->mIniGammaBeta = true; - res->mGamma.reset(Tensor::createDevice({size})); + // Use uint8_t to avoid lowp reduce float bytes + res->mGamma.reset(Tensor::createDevice({size * 4})); auto status = backend->onAcquireBuffer(res->mGamma.get(), Backend::STATIC); if (!status) { MNN_ERROR("Out of memory when gamma is acquired in CPULayerNorm.\n"); return nullptr; } - res->mBeta.reset(Tensor::createDevice({size})); + // Use uint8_t to avoid lowp reduce float bytes + res->mBeta.reset(Tensor::createDevice({size * 4})); status = backend->onAcquireBuffer(res->mBeta.get(), Backend::STATIC); if (!status) { MNN_ERROR("Out of memory when beta is acquired in CPULayerNorm.\n"); @@ -62,33 +65,43 @@ ErrorCode CPULayerNorm::onExecute(const std::vector &inputs, const std::vector &outputs) { const float* gamma = mResource->mIniGammaBeta ? mResource->mGamma->host() : nullptr; const float* beta = mResource->mIniGammaBeta ? mResource->mBeta->host() : nullptr; - - if (mInpZero.data()) { - const int8_t* input = inputs[0]->host(); - int8_t* output = outputs[0]->host(); - MNN_CONCURRENCY_BEGIN(tId, mOutterSize) { - auto core = static_cast(backend())->int8Functions(); - QuanPrePostParameters params; - params.maxValue = mMaxMinValue[0]; - params.minValue = mMaxMinValue[1]; - params.inputScale = mInpScale.data(); - params.outputScale = mOutScale.data(); - params.inputZeroPoint = mInpZero.data(); - params.outputZeroPoint = mOutZero.data(); - const int8_t* inner_input = input + tId * mInnerSize; - int8_t* inner_output = output + tId * mInnerSize; - core->MNNNormInt8(inner_output, inner_input, gamma, beta, mResource->mEpsilon, mInnerSize, ¶ms, mResource->mRMSNorm); - } - MNN_CONCURRENCY_END(); - return NO_ERROR; + auto input = inputs[0]->host(); + auto output = outputs[0]->host(); + auto bn = static_cast(backend()); + auto core = bn->functions(); + auto threadNumber = bn->threadNumber(); + threadNumber = ALIMIN(threadNumber, mOutterSize); + auto int8core = bn->int8Functions(); + int bytes = core->bytes; + auto inputQuan = TensorUtils::getDescribe(inputs[0])->quantAttr.get(); + auto outputQuan = TensorUtils::getDescribe(outputs[0])->quantAttr.get(); + + if (CPUBackend::getDataType(inputs[0]) == DataType_DT_INT8 || inputs[0]->getType().bytes() == 1) { + bytes = 1; } - const float* input = inputs.at(0)->host(); - float* output = outputs.at(0)->host(); - MNN_CONCURRENCY_BEGIN(tId, mOutterSize) { - const float* inner_input = input + tId * mInnerSize; - float* inner_output = output + tId * mInnerSize; - MNNNorm(inner_output, inner_input, gamma, beta, mResource->mEpsilon, mInnerSize, mResource->mRMSNorm); + MNN_CONCURRENCY_BEGIN(ttId, threadNumber) { + for (int tId=ttId; tId < mOutterSize; tId += threadNumber) { + const float* inner_input = (const float*)(input + tId * mInnerSize * bytes); + float* inner_output = (float*)(output + tId * mInnerSize * bytes); + if (bytes != 4) { + auto tmpInput = (float*)(mTmpInputFloat.ptr() + ttId * mInnerSize * sizeof(float)); + auto tmpOutput = (float*)(mTmpOutputFloat.ptr() + ttId * mInnerSize * sizeof(float)); + if (bytes == 1) { + CPUCastCreator::cast(inner_input, tmpInput, CPUCastCreator::INT8_TO_FlOAT, mInnerSize, inputQuan->scale, inputQuan->zero, inputQuan->min, inputQuan->max, bn); + } else { + core->MNNLowpToFp32((const int16_t*)inner_input, tmpInput, mInnerSize); + } + MNNNorm(tmpOutput, tmpInput, gamma, beta, mResource->mEpsilon, mInnerSize, mResource->mRMSNorm); + if (bytes == 1) { + CPUCastCreator::cast(tmpOutput, inner_output, CPUCastCreator::FlOAT_TO_INT8, mInnerSize, outputQuan->scale, outputQuan->zero, outputQuan->min, outputQuan->max, bn); + } else { + core->MNNFp32ToLowp(tmpOutput, (int16_t*)inner_output, mInnerSize); + } + } else { + MNNNorm(inner_output, inner_input, gamma, beta, mResource->mEpsilon, mInnerSize, mResource->mRMSNorm); + } + } } MNN_CONCURRENCY_END(); return NO_ERROR; @@ -98,42 +111,39 @@ ErrorCode CPULayerNorm::onResize(const std::vector &inputs, const std::vector &outputs) { mOutterSize = 1; mInnerSize = 1; - int rank = inputs.at(0)->dimensions(); - if (mResource->mGroup > 1) { - mOutterSize = inputs.at(0)->length(0) * mResource->mGroup; - for (int i = 1; i < rank; i++) { + do { + // Compute outter and inner + int rank = inputs.at(0)->dimensions(); + if (mResource->mGroup > 1) { + mOutterSize = inputs.at(0)->length(0) * mResource->mGroup; + for (int i = 1; i < rank; i++) { + mInnerSize *= inputs.at(0)->length(i); + } + mInnerSize /= mResource->mGroup; + if (mResource->mIniGammaBeta) { + MNN_ASSERT(mResource->mGamma->size() == mInnerSize * sizeof(float)); + } + break; + } + for (int i = 0; i < rank - mResource->mAxis; ++i) { + mOutterSize *= inputs.at(0)->length(i); + } + for (int i = rank - mResource->mAxis; i < rank; ++i) { mInnerSize *= inputs.at(0)->length(i); } - mInnerSize /= mResource->mGroup; if (mResource->mIniGammaBeta) { MNN_ASSERT(mResource->mGamma->size() == mInnerSize * sizeof(float)); } - - return NO_ERROR; - } - for (int i = 0; i < rank - mResource->mAxis; ++i) { - mOutterSize *= inputs.at(0)->length(i); - } - for (int i = rank - mResource->mAxis; i < rank; ++i) { - mInnerSize *= inputs.at(0)->length(i); - } - if (mResource->mIniGammaBeta) { - MNN_ASSERT(mResource->mGamma->size() == mInnerSize * sizeof(float)); - } - if (CPUBackend::getDataType(inputs[0]) == DataType_DT_INT8 || inputs[0]->getType().bytes() == 1) { - mInpZero.resize(1); - mOutZero.resize(1); - mInpScale.resize(1); - mOutScale.resize(1); - mMaxMinValue.resize(2); - auto inpQuantAttr = TensorUtils::getDescribe(inputs[0])->quantAttr; - auto outQuantAttr = TensorUtils::getDescribe(outputs[0])->quantAttr; - mInpZero[0] = inpQuantAttr->zero; - mOutZero[0] = outQuantAttr->zero; - mInpScale[0] = inpQuantAttr->scale; - mOutScale[0] = outQuantAttr->scale == 0.f? 0.f : 1.0f / outQuantAttr->scale; - mMaxMinValue[0] = outQuantAttr->max; - mMaxMinValue[1] = outQuantAttr->min; + } while (false); + auto bn = static_cast(backend()); + auto threadNumber = ALIMIN(bn->threadNumber(), mOutterSize); + auto buf = bn->getBufferAllocator(); + + if (CPUBackend::getDataType(inputs[0]) == DataType_DT_INT8 || inputs[0]->getType().bytes() == 1 || bn->functions()->bytes != 4) { + mTmpInputFloat = buf->alloc(threadNumber * mInnerSize * sizeof(float)); + mTmpOutputFloat = buf->alloc(threadNumber * mInnerSize * sizeof(float)); + buf->free(mTmpInputFloat); + buf->free(mTmpOutputFloat); } return NO_ERROR; } diff --git a/source/backend/cpu/CPULayerNorm.hpp b/source/backend/cpu/CPULayerNorm.hpp index 9fc39bfad..aa610aef8 100644 --- a/source/backend/cpu/CPULayerNorm.hpp +++ b/source/backend/cpu/CPULayerNorm.hpp @@ -11,6 +11,7 @@ #include "core/Execution.hpp" #include "core/Macro.h" +#include "core/BufferAllocator.hpp" namespace MNN { class CPULayerNorm : public Execution { public: @@ -35,12 +36,8 @@ class CPULayerNorm : public Execution { std::shared_ptr mResource; int mInnerSize = 1; int mOutterSize = 1; - // LayerNormInt8 parameters. - std::vector mInpScale; - std::vector mOutScale; - std::vector mInpZero; - std::vector mOutZero; - std::vector mMaxMinValue; + MemChunk mTmpInputFloat; + MemChunk mTmpOutputFloat; }; } // namespace MNN #endif /* CPULayerNorm_hpp */ diff --git a/source/backend/cpu/CPUMatMul.cpp b/source/backend/cpu/CPUMatMul.cpp index a1dfb41ea..1ad8ff4aa 100644 --- a/source/backend/cpu/CPUMatMul.cpp +++ b/source/backend/cpu/CPUMatMul.cpp @@ -24,7 +24,7 @@ namespace MNN { CPUMatMul::CPUMatMul(Backend* backend, bool transposeA, bool transposeB, bool transposeC, bool multiThread) : Execution(backend), mTransposeA(transposeA), mTransposeB(transposeB), mTransposeC(transposeC), mSupportMultiThread(multiThread) { - mComputer.reset(new StrassenMatrixComputor(backend, mSupportMultiThread, 5)); + // Do nothing } void CPUMatMul::_scheduleForVecE(int e, int l, int h) { @@ -37,7 +37,7 @@ void CPUMatMul::_scheduleForVecE(int e, int l, int h) { param.BTranspose = mTransposeB; param.numberThread = numberThread; auto func = static_cast(backend())->functions()->MNNComputeMatMulForE_1; - mPostFunctions.emplace_back(std::make_pair([param, func]( + mPreFunctions.emplace_back(std::make_pair([param, func]( int tId, const float* A, const float* B, const float* biasPtr, float* C) { func(A, B, C, biasPtr, ¶m, tId); }, numberThread)); @@ -54,7 +54,7 @@ void CPUMatMul::_scheduleForVec(int e, int l, int h) { auto func = static_cast(backend())->functions()->MNNComputeMatMulForH_1; // TODD: Support e = 1 MNN_ASSERT(h == 1); - mPostFunctions.emplace_back(std::make_pair([param, func]( + mPreFunctions.emplace_back(std::make_pair([param, func]( int tId, const float* A, const float* B, const float* biasPtr, float* C) { func(A, B, C, biasPtr, ¶m, tId); }, numberThread)); @@ -66,12 +66,16 @@ ErrorCode CPUMatMul::onResize(const std::vector& inputs, const std::vec Tensor* C = outputs[0]; auto core = static_cast(backend())->functions(); mPreFunctions.clear(); - mPostFunctions.clear(); int e, l, h; - OpCommonUtils::computeMatMulSize(mTransposeA, mTransposeB, A, B, e, l, h); + bool valid = OpCommonUtils::computeMatMulSize(mTransposeA, mTransposeB, A, B, e, l, h); + if (!valid) { + return COMPUTE_SIZE_ERROR; + } + mE = 0; + mL = 0; + mH = 0; // If encoded but resized as h=1/e=1, the computer should clear firstly - mComputer->onReset(); if (h == 1) { _scheduleForVec(e, l, h); return NO_ERROR; @@ -83,38 +87,19 @@ ErrorCode CPUMatMul::onResize(const std::vector& inputs, const std::vec } int eP, lP, hP; core->MNNGetMatMulPackMode(&eP, &lP, &hP); + int numberThread = mSupportMultiThread ? ((CPUBackend*)backend())->threadNumber() : 1; auto bufferAlloc = static_cast(backend())->getBufferAllocator(); - auto ATPtrAlloc = bufferAlloc->alloc(UP_DIV(l, core->pack) * e * core->pack * core->bytes); + auto ATPtrAlloc = bufferAlloc->alloc(eP * l * core->bytes * numberThread); auto BTPtrAlloc = bufferAlloc->alloc(UP_DIV(h, hP) * UP_DIV(l, lP) * lP * hP * core->bytes); - auto CTPtrAlloc = bufferAlloc->alloc(UP_DIV(h, core->pack) * e * core->pack * core->bytes); + auto CTPtrAlloc = bufferAlloc->alloc(UP_DIV(h, core->pack) * eP * core->pack * core->bytes * numberThread); if (ATPtrAlloc.invalid() || BTPtrAlloc.invalid() || CTPtrAlloc.invalid()) { return OUT_OF_MEMORY; } - int numberThread = mSupportMultiThread ? ((CPUBackend*)backend())->threadNumber() : 1; - mPreFunctions.emplace_back(std::make_pair([BTPtrAlloc, l, h, this, core] (int tId, const float* APtr, const float* BPtr, const float* Bias) { + mPreFunctions.emplace_back(std::make_pair([BTPtrAlloc, l, h, this, core] (int tId, const float* APtr, const float* BPtr, const float* Bias, float* C) { core->MNNPackForMatMul_B((float*)BTPtrAlloc.ptr(), BPtr, h, l, mTransposeB); } , 1)); - if (mTransposeA) { - // l, e -> lC4, e, 4 - mPreFunctions.emplace_back(std::make_pair([ATPtrAlloc, e, l, core](int tId, const float* APtr, const float* BPtr, const float* Bias) { - int offset[] = { - e, e - }; - core->MNNPackCUnit((float*)ATPtrAlloc.ptr(), APtr, e, l, offset); - }, 1)); - } else { - // e, l -> lC4, e, 4 - mPreFunctions.emplace_back(std::make_pair( - [ATPtrAlloc, e, l, core](int tId, const float* APtr, const float* BPtr, const float* Bias) { - int offset[] = { - e, e - }; - core->MNNPackCUnitTranspose((float*)ATPtrAlloc.ptr(), APtr, e, l, offset); - }, 1)); - } bool useBias = false; - std::vector postParameters; MemChunk bdestAlloc; bool bdestNeedFree = false; if (inputs.size() > 2) { @@ -122,59 +107,44 @@ ErrorCode CPUMatMul::onResize(const std::vector& inputs, const std::vec useBias = true; auto biasLength = bias->elementSize(); if (biasLength % core->pack != 0) { - mStrassenUseBiasDirectly = false; + mUseBiasDirectly = false; // Padding to align of 4 bdestAlloc = bufferAlloc->alloc(UP_DIV(biasLength, core->pack) * core->pack * core->bytes); bdestNeedFree = true; if (bdestAlloc.invalid()) { return OUT_OF_MEMORY; } + mTempBias = bdestAlloc; mPreFunctions.emplace_back(std::make_pair( - [biasLength, bdestAlloc, core](int tId, const float* APtr, const float* BPtr, const float* borigin) { + [biasLength, bdestAlloc, core](int tId, const float* APtr, const float* BPtr, const float* borigin, float* C) { ::memset(bdestAlloc.ptr(), 0, UP_DIV(biasLength, core->pack) * core->bytes * core->pack); ::memcpy(bdestAlloc.ptr(), borigin, biasLength * core->bytes); }, 1)); } else { - mStrassenUseBiasDirectly = true; + mUseBiasDirectly = true; if (TensorUtils::getDescribeOrigin(bias)->mem.get()) { bdestAlloc = TensorUtils::getDescribeOrigin(bias)->mem->chunk(); } } - postParameters = { + mPostParameters = { 1.0f, 1.0f, -std::numeric_limits().max(), std::numeric_limits().max(), }; } - auto code = mComputer->onEncode(e, l, h, e * core->pack, UP_DIV(l, lP) * lP * hP, e * core->pack, ATPtrAlloc, BTPtrAlloc, CTPtrAlloc, useBias, bdestAlloc, postParameters); - if (NO_ERROR != code) { - return code; - } if (bdestNeedFree) { bufferAlloc->free(bdestAlloc); } - // hC4, e, 4 -> e, h - if (mTransposeC) { - mPostFunctions.emplace_back(std::make_pair([CTPtrAlloc, e, h, core]( - int tId, const float* APtr, const float* BPtr, const float* biasPtr, float* CPtr) { - int offset[] = { - e, e - }; - core->MNNUnpackCUnitTranspose(CPtr, (float*)CTPtrAlloc.ptr(), e, h, offset); - }, 1)); - } else { - mPostFunctions.emplace_back(std::make_pair([CTPtrAlloc, e, h, core]( - int tId, const float* APtr, const float* BPtr, const float* biasPtr, float* CPtr) { - int offset[] = { - e, e - }; - core->MNNUnpackCUnit(CPtr, (float*)CTPtrAlloc.ptr(), e, h, offset); - }, 1)); - } bufferAlloc->free(ATPtrAlloc); bufferAlloc->free(BTPtrAlloc); bufferAlloc->free(CTPtrAlloc); + mTempA = ATPtrAlloc; + mTempB = BTPtrAlloc; + mTempC = CTPtrAlloc; + mE = e; + mL = l; + mH = h; return NO_ERROR; } @@ -195,19 +165,81 @@ ErrorCode CPUMatMul::onExecute(const std::vector& inputs, const std::ve void CPUMatMul::execute(const float* APtr, const float* BPtr, float* CPtr, const float* biasPtr) { for (auto& f : mPreFunctions) { MNN_CONCURRENCY_BEGIN(tId, f.second) { - f.first(tId, APtr, BPtr, biasPtr); + f.first(tId, APtr, BPtr, biasPtr, CPtr); } MNN_CONCURRENCY_END(); } - if (mStrassenUseBiasDirectly) { - mComputer->onExecute(nullptr, nullptr, (uint8_t*)biasPtr, nullptr); - } else { - mComputer->onExecute(); - } - for (auto& f : mPostFunctions) { - MNN_CONCURRENCY_BEGIN(tId, f.second) { - f.first(tId, APtr, BPtr, biasPtr, CPtr); + if (mE > 0) { + auto core = static_cast(backend())->functions(); + int eP, lP, hP; + core->MNNGetMatMulPackMode(&eP, &lP, &hP); + const float* postPtr = mPostParameters.data(); + if (!mUseBiasDirectly) { + biasPtr = (const float*)mTempBias.ptr(); } + if (nullptr == biasPtr) { + postPtr = nullptr; + } + int tileCount = UP_DIV(mE, eP); + int numberThread = mSupportMultiThread ? ((CPUBackend*)backend())->threadNumber() : 1; + MNN_CONCURRENCY_BEGIN(tId, numberThread) { + auto TA = mTempA.ptr() + tId * eP * mL * core->bytes; + auto TB = mTempB.ptr(); + auto hC4 = UP_DIV(mH, core->pack); + auto TC = mTempC.ptr() + tId * eP * hC4 * core->pack * core->bytes; + size_t parameters[6]; + parameters[0] = eP * core->bytes; + parameters[1] = mL; + parameters[2] = mH; + parameters[3] = eP * core->pack * core->bytes; + parameters[4] = 0; + parameters[5] = 0; + for (int tx=tId; txbytes, (uint8_t*)APtr + (y * mE + xStart) * core->bytes, core->bytes * xC); + } + } else { + // e, l -> l, eP + int dims[] = { + xC, + mL, + mL, + eP + }; + if (core->bytes == 2) { + auto S = (const int16_t*)APtr + xStart * mL; + auto D = (int16_t*)TA; + MNNTranspose16Bit(D, S, dims); + } else if (core->bytes == 4) { + auto S = (const int32_t*)APtr + xStart * mL; + auto D = (int32_t*)TA; + MNNTranspose32Bit(D, S, dims); + } + } + if (xC == eP) { + core->MNNPackedMatMul((float*)TC, (float*)TA, (float*)TB, parameters, postPtr, biasPtr, nullptr, nullptr); + } else { + core->MNNPackedMatMulRemain((float*)TC, (float*)TA, (float*)TB, xC, parameters, postPtr, biasPtr, nullptr, nullptr); + } + int area[] = { + eP, + mE + }; + if (mTransposeC) { + // hC4, e, 4 -> e, h + auto dst = (uint8_t*)CPtr + xStart * mH * core->bytes; + core->MNNUnpackCUnitTranspose((float*)dst, (const float*)TC, xC, mH, area); + } else { + // hC4, e, 4 -> h, e + auto dst = (uint8_t*)CPtr + xStart * core->bytes; + core->MNNUnpackCUnit((float*)dst, (const float*)TC, xC, mH, area); + } + } + }; MNN_CONCURRENCY_END(); } } diff --git a/source/backend/cpu/CPUMatMul.hpp b/source/backend/cpu/CPUMatMul.hpp index 103ee6723..8ecf670fd 100644 --- a/source/backend/cpu/CPUMatMul.hpp +++ b/source/backend/cpu/CPUMatMul.hpp @@ -30,10 +30,18 @@ class CPUMatMul : public Execution { bool mTransposeB; bool mTransposeC; bool mSupportMultiThread = false; - std::vector, int>> mPreFunctions; - std::vector, int>> mPostFunctions; - std::shared_ptr mComputer; - bool mStrassenUseBiasDirectly = false; + std::vector, int>> mPreFunctions; + bool mUseBiasDirectly = false; + MemChunk mTempA; + MemChunk mTempB; + MemChunk mTempC; + MemChunk mTempBias; + + int mE; + int mL; + int mH; + std::vector mPostParameters; + }; } // namespace MNN diff --git a/source/backend/cpu/CPURNNSequenceGRU.cpp b/source/backend/cpu/CPURNNSequenceGRU.cpp index 19808dd43..815e0bcb8 100644 --- a/source/backend/cpu/CPURNNSequenceGRU.cpp +++ b/source/backend/cpu/CPURNNSequenceGRU.cpp @@ -10,63 +10,43 @@ #include #include "backend/cpu/CPUBackend.hpp" #include "backend/cpu/compute/ConvOpt.h" +#include "backend/cpu/compute/CommonOptFunction.h" #include "math/Matrix.hpp" #include "core/TensorUtils.hpp" namespace MNN { -static inline float sigmoid(float x) { - return 1. / (1. + expf(-x)); -} - static inline void ArrayProduct(float* C, float* A, float* B, const int length) { - int numUnit4 = length >> 2; - if (numUnit4 > 0) { - MNNMatrixProd(C, A, B, numUnit4, 0, 0, 0, 1); - } - for (int i = numUnit4 << 2; i < length; i++) { - C[i] = A[i] * B[i]; - } - return; -} - -static inline void ArrayAdd(float* C, float* A, float* B, const int length) { - int numUnit4 = length >> 2; - if (numUnit4 > 0) { - MNNMatrixAdd(C, A, B, numUnit4, 0, 0, 0, 1); - } - for (int i = numUnit4 << 2; i < length; i++) { - C[i] = A[i] + B[i]; - } + MNNMatrixProdCommon(C, A, B, length, 0, 0, 0, 1); return; } // implement GRU cell function // Ref: tensorflow/python/ops/rnn_cell_impl.py -static void runRNNStep(const float* input, const int inputLength, const bool linearBeforeReset, +void CPURNNSequenceGRU::runRNNStep(const float* input, const int inputLength, const bool linearBeforeReset, std::shared_ptr& hiddenState, const int numUnits, Tensor* gateWeight, Tensor* gateBias, Tensor* candidateWeight, Tensor* candidateBias, Tensor* recurrentBias, std::shared_ptr& inputAndState, std::shared_ptr& gate, std::shared_ptr& resetHt) { + auto bn = static_cast(backend()); // gate is (z_t, r_t) auto inputAndStatePtr = inputAndState->host(); auto hiddenStatePtr = hiddenState->host(); ::memcpy(inputAndStatePtr, input, inputLength * sizeof(float)); ::memcpy(inputAndStatePtr + inputLength, hiddenStatePtr, numUnits * sizeof(float)); inputAndState->setLength(1, inputLength + numUnits); - // to be fused + // // [x_t, h_t-1] * [W_zr, R_zr]: (1, inputLength + numUnits) X (inputLength + numUnits, 2 * numUnits) - Math::Matrix::multi(gate.get(), inputAndState.get(), gateWeight); - Math::Matrix::add(gate.get(), gate.get(), gateBias); + mMatMulIU2U->execute(inputAndState->host(), gateWeight->host(), gate->host(), gateBias->host()); recurrentBias->setLength(1, 2 * numUnits); Math::Matrix::add(gate.get(), gate.get(), recurrentBias); // (1, 2*numUnits) const int gateSize = gate->elementSize(); auto gatePtr = gate->host(); - for (int i = 0; i < gateSize; ++i) { - gatePtr[i] = sigmoid(gatePtr[i]); - } + auto core = bn->functions(); + auto sigmoidFunc = core->MNNSelectUnaryFunctionForFloat(UnaryOpOperation_SIGMOID, bn->precisionMode()); + sigmoidFunc(gatePtr, gatePtr, gateSize); // reset gate, // r_t is the second segment auto rtPtr = gatePtr + numUnits; @@ -74,25 +54,15 @@ static void runRNNStep(const float* input, const int inputLength, const bool lin // calculate Rt (.) (Ht_1 * Rh + Rbh) auto recurrentHiddenBiasPtr = recurrentBias->host() + 2 * numUnits; auto rhWeightPtr = candidateWeight->host() + inputLength * numUnits; - Tensor* rhWeight = Tensor::create({numUnits, numUnits}, candidateWeight->getType(), (void*)(rhWeightPtr), TensorUtils::getDimType(candidateWeight)); - Math::Matrix::multi(resetHt.get(), hiddenState.get(), rhWeight); - ArrayAdd(resetHt->host(), resetHt->host(), recurrentHiddenBiasPtr, numUnits), + mMatMulU2U->execute(hiddenState->host(), rhWeightPtr, resetHt->host(), recurrentHiddenBiasPtr); ArrayProduct(resetHt->host(), rtPtr, resetHt->host(), numUnits); // calculate Xt * Wh - Tensor* XtWhTensor = Tensor::create({1, numUnits}, inputAndState->getType(), (void*)(inputAndStatePtr + inputLength + numUnits), TensorUtils::getDimType(inputAndState.get())); - Tensor* inputTensor = Tensor::create({1, inputLength}, inputAndState->getType(), (void*)(input), TensorUtils::getDimType(inputAndState.get())); - candidateWeight->setLength(0, inputLength); - Math::Matrix::multi(XtWhTensor, inputTensor, candidateWeight); + mMatMulI2U->execute(input, candidateWeight->host(), inputAndStatePtr + inputLength + numUnits, nullptr); // sum 3 parts - ArrayAdd(resetHt->host(), resetHt->host(), XtWhTensor->host(), numUnits); - ArrayAdd(rtPtr, resetHt->host(), candidateBias->host(), numUnits), - candidateWeight->setLength(0, inputLength + numUnits); - - // release wrapper - delete rhWeight; - delete XtWhTensor; - delete inputTensor; + Math::Matrix::add(resetHt->host(), resetHt->host(), inputAndStatePtr + inputLength + numUnits, numUnits); + Math::Matrix::add(rtPtr, resetHt->host(), candidateBias->host(), numUnits); + } else { // r_t: (1, numUnits) auto resetGatePtr = inputAndStatePtr + inputLength; @@ -101,12 +71,10 @@ static void runRNNStep(const float* input, const int inputLength, const bool lin // deal with recurrent bias and linear_before_reset parameter auto recurrentBiasAddedPtr = inputAndStatePtr + inputLength + numUnits; auto recurrentHiddenBiasPtr = recurrentBias->host() + 2 * numUnits; - - ArrayAdd(recurrentBiasAddedPtr, recurrentHiddenBiasPtr, candidateBias->host(), numUnits); - // [x_t, h_t1](1, inputLength + numUnits) * candidateWeight_(inputLength + numUnits, numUnits) - Math::Matrix::multi(resetHt.get(), inputAndState.get(), candidateWeight); + Math::Matrix::add(recurrentBiasAddedPtr, recurrentHiddenBiasPtr, candidateBias->host(), numUnits); + mMatMulI2U->execute(inputAndState->host(), candidateWeight->host(), resetHt->host(), nullptr); // reuse r_t memory as h_t' - ArrayAdd(rtPtr, resetHt->host(), recurrentBiasAddedPtr, numUnits); + Math::Matrix::add(rtPtr, resetHt->host(), recurrentBiasAddedPtr, numUnits); } for (int i = 0; i < numUnits; ++i) { @@ -123,11 +91,15 @@ CPURNNSequenceGRU::CPURNNSequenceGRU(const Op* op, Backend* backend) : MNN::Exec mIsBidirectionalRNN = rnnParam->isBidirectionalRNN(); mNumUnits = rnnParam->numUnits(); mlinearBeforeReset = rnnParam->linearBeforeReset(); - + mMatMulIU2U.reset(new CPUMatMul(backend, false, false, true, true)); + mMatMulU2U.reset(new CPUMatMul(backend, false, false, true, true)); + mMatMulI2U.reset(new CPUMatMul(backend, false, false, true, true)); } CPURNNSequenceGRU::~CPURNNSequenceGRU() { - // Do nothing + mMatMulIU2U.reset(); + mMatMulU2U.reset(); + mMatMulI2U.reset(); } ErrorCode CPURNNSequenceGRU::onResize(const std::vector& inputs, const std::vector& outputs) { @@ -143,7 +115,33 @@ ErrorCode CPURNNSequenceGRU::onResize(const std::vector& inputs, const backend()->onAcquireBuffer(mInputAndState.get(), Backend::DYNAMIC); backend()->onAcquireBuffer(mGate.get(), Backend::DYNAMIC); backend()->onAcquireBuffer(mResetHt.get(), Backend::DYNAMIC); - + mInputAndState->setLength(1, inputLastDimSize + mNumUnits); + auto code = mMatMulIU2U->onResize({mInputAndState.get(), inputs[1]}, {mGate.get()}); + if (NO_ERROR != code) { + return code; + } + mInputAndState->setLength(1, inputLastDimSize + 2 * mNumUnits); + + if (mlinearBeforeReset) { + std::shared_ptr rhWeight(Tensor::create({mNumUnits, mNumUnits})); + // unit, unit * unit -> unit + code = mMatMulU2U->onResize({mHiddenState.get(), rhWeight.get()}, {mResetHt.get()}); + if (NO_ERROR != code) { + return code; + } + std::shared_ptr XtWhTensor(Tensor::create({1, mNumUnits})); + std::shared_ptr inputTensor(Tensor::create({1, inputLastDimSize})); + std::shared_ptr wTensor(Tensor::create({inputLastDimSize, mNumUnits})); + code = mMatMulI2U->onResize({inputTensor.get(), wTensor.get()}, {XtWhTensor.get()}); + } else { + std::shared_ptr A(Tensor::create({1, mNumUnits + inputLastDimSize})); + std::shared_ptr B(Tensor::create({mNumUnits + inputLastDimSize, mNumUnits})); + std::shared_ptr C(Tensor::create({1, mNumUnits})); + code = mMatMulI2U->onResize({A.get(), B.get()}, {C.get()}); + } + if (NO_ERROR != code) { + return code; + } backend()->onReleaseBuffer(mHiddenState.get(), Backend::DYNAMIC); backend()->onReleaseBuffer(mInputAndState.get(), Backend::DYNAMIC); backend()->onReleaseBuffer(mGate.get(), Backend::DYNAMIC); @@ -163,6 +161,7 @@ ErrorCode CPURNNSequenceGRU::onExecute(const std::vector& inputs, const auto fwCandidateWeight = inputs[3]; auto fwCandidateBias = inputs[4]; auto fwRecurrentBias = inputs[5]; + auto cpuBn = static_cast(backend()); // fwGateWeight->printShape();// mFwGateWeight // fwGateBias->printShape();// mFwGateBias diff --git a/source/backend/cpu/CPURNNSequenceGRU.hpp b/source/backend/cpu/CPURNNSequenceGRU.hpp index 0aa018c9f..c2b56816c 100644 --- a/source/backend/cpu/CPURNNSequenceGRU.hpp +++ b/source/backend/cpu/CPURNNSequenceGRU.hpp @@ -10,7 +10,7 @@ #define CPURNNSequenceGRU_hpp #include "core/Execution.hpp" - +#include "CPUMatMul.hpp" namespace MNN { class CPURNNSequenceGRU : public Execution { @@ -21,6 +21,11 @@ class CPURNNSequenceGRU : public Execution { virtual ErrorCode onResize(const std::vector &inputs, const std::vector &outputs) override; private: + void runRNNStep(const float* input, const int inputLength, const bool linearBeforeReset, + std::shared_ptr& hiddenState, const int numUnits, Tensor* gateWeight, Tensor* gateBias, + Tensor* candidateWeight, Tensor* candidateBias, Tensor* recurrentBias, + std::shared_ptr& inputAndState, std::shared_ptr& gate, + std::shared_ptr& resetHt); bool mKeepAllOutputs; bool mIsBidirectionalRNN; bool mlinearBeforeReset; @@ -30,6 +35,13 @@ class CPURNNSequenceGRU : public Execution { std::shared_ptr mInputAndState; std::shared_ptr mGate; std::shared_ptr mResetHt; + + // For inputLength + numUnit -> numUnit + std::shared_ptr mMatMulIU2U; + // For numUnit -> numUnit + std::shared_ptr mMatMulU2U; + // For inputLength -> numUnit + std::shared_ptr mMatMulI2U; }; } // namespace MNN diff --git a/source/backend/cpu/CPUReduction.cpp b/source/backend/cpu/CPUReduction.cpp index 9a726d783..b603054e9 100644 --- a/source/backend/cpu/CPUReduction.cpp +++ b/source/backend/cpu/CPUReduction.cpp @@ -249,7 +249,7 @@ class MaxReduce : public Reduction { auto srcInside = srcOutSide + ii; auto dstInside = dstOutSide + ii; float Max = srcInside[0]; - if (1 == inside) { + if (1 == inside && axisSize > UNIT * 2) { int32_t inputCountUnit = axisSize / (UNIT * 2); int32_t remain = axisSize - (inputCountUnit * UNIT * 2); float maxArray[UNIT] = UNIT_DUP(Max); diff --git a/source/backend/cpu/CPUSoftmax.cpp b/source/backend/cpu/CPUSoftmax.cpp index 215f0c6f8..c8cfecede 100644 --- a/source/backend/cpu/CPUSoftmax.cpp +++ b/source/backend/cpu/CPUSoftmax.cpp @@ -15,95 +15,173 @@ #include "core/Macro.h" #include "core/TensorUtils.hpp" #include "CPUTensorConvert.hpp" -#ifdef MNN_USE_NEON -#include -#endif namespace MNN { - -int CPUSoftmax::_softmax1(const float *srcData, float *dstData, int outside, int channel, int threadNum) { - MNN_CONCURRENCY_BEGIN(tId, threadNum) +static void ___MNNSoftmax(float* dest, const float* source, size_t size, MNNBinaryExecute mulfunction) { + float exprOffset[4] = { + 1.0f, + 0.0f, + 0.0f, + 0.0f + }; + // Compute Max { - const float *srcY = srcData + tId * channel; - float *dstY = dstData + tId * channel; - for (int y = (int)tId; y < outside; y += threadNum, srcY += channel * threadNum, dstY += channel * threadNum) { - MNNSoftmax(dstY, srcY, channel); + int32_t inputCountUnit = size / (4 * 2); + int32_t remain = size - (inputCountUnit * 4 * 2); + float Max = source[0]; + if (inputCountUnit > 0) { + float maxArray[4] = {Max, Max, Max, Max}; + MNNMaxFloat((float*)source, maxArray, inputCountUnit); + for (int i = 0; i < 4; i++) { + Max = ALIMAX(Max, maxArray[i]); + } } + if (remain > 0) { + int currentIndex = inputCountUnit * 4 * 2; + for (int i = 0; i < remain; i++) { + float currentInputData = source[currentIndex + i]; + Max = ALIMAX(Max, currentInputData); + } + } + exprOffset[2] = -Max; } - MNN_CONCURRENCY_END(); - return 0; + MNNExp(dest, source, exprOffset, size); + float sumDiv = 1.0f / exprOffset[3]; + mulfunction(dest, dest, &sumDiv, size, 1); } -int CPUSoftmax::_softmaxCommon(const float *srcData, float *dstData, int inside, int outside, int channel, - float *maxValue, float *sumValue, int threadNum) { - if (inside == 1) - return _softmax1(srcData, dstData, outside, channel, threadNum); - const int stepY = inside * channel; - MNN_CONCURRENCY_BEGIN(tId, threadNum); - { - const float *srcY = srcData + tId * stepY; - float *dstY = dstData + tId * stepY; - float *maxValueSub = maxValue + tId * inside; - - for (int y = (int)tId; y < outside; y += threadNum, srcY += stepY * threadNum, dstY += stepY * threadNum) { - memcpy(maxValueSub, srcY, sizeof(float) * inside); - const float *src = srcY + inside; - for (int c = 1; c < channel; ++c, src += inside) { - for (int x = 0; x < inside; ++x) { - if (src[x] > maxValueSub[x]) - maxValueSub[x] = src[x]; +int CPUSoftmax::_softmaxCommon(const uint8_t *srcData, uint8_t *dstData) { + auto cpuBn = static_cast(backend()); + auto core = cpuBn->functions(); + auto fp32Core = core; + if (core->bytes != 4) { + fp32Core = MNNGetCoreFunctions(); + } + MNNBinaryExecute addFunction; + MNNUnaryExecute recFunction; + MNNBinaryExecute mulFunction; + mulFunction = fp32Core->MNNSelectBinaryFunctionForFloat(BinaryOpOperation_MUL); + + auto bytes = core->bytes; + int threadNumber = ALIMIN(cpuBn->threadNumber(), mOutside); + int outsideStride = mChannel * mInside; + if (mInside > core->pack && mChannel < core->pack) { + auto maxFunction = core->MNNSelectBinaryFunctionForFloat(BinaryOpOperation_MAXIMUM); + auto subFunction = core->MNNSelectBinaryFunctionForFloat(BinaryOpOperation_SUB); + addFunction = fp32Core->MNNSelectBinaryFunctionForFloat(BinaryOpOperation_ADD); + recFunction = fp32Core->MNNSelectUnaryFunctionForFloat(UnaryOpOperation_RECIPROCAL, 1);//Use high precision + MNN_CONCURRENCY_BEGIN(tId, threadNumber) { + auto tempInput = (float*)(mTmpInput.ptr() + tId * outsideStride * sizeof(float)); + auto tempOutput = (float*)(mTmpOutput.ptr() + tId * outsideStride * sizeof(float)); + for (int o=tId; obytes != 4) { + workSrc = tempInput; + workDst = tempOutput; + core->MNNLowpToFp32((int16_t*)(dstO), workSrc, outsideStride); + } + // Use Fp32 to compute Begin + MNNExp(workDst, workSrc, exprOffset, outsideStride); - auto totalSize = channel * inside * outside; - //Exp - auto schedule = ((CPUBackend*)backend())->multiThreadDivide(totalSize); - int sizeDivide = schedule.first; - int scheduleNumber = schedule.second; - - MNN_CONCURRENCY_BEGIN(tId, scheduleNumber) { - int start = sizeDivide * (int)tId; - int realSize = sizeDivide; - if (tId == scheduleNumber -1 ) { - realSize = totalSize - start; - } - if (realSize > 0) { - float ab[2] = { - -1.0f, - 0.0f - }; - MNNExp(dstData + start, dstData + start, ab, realSize); - } + // Sum to tempInput + ::memcpy(tempInput, workDst, mInside * sizeof(float)); + + for (int z=1; zbytes != 4) { + core->MNNFp32ToLowp(workDst, (int16_t*)(dstO), outsideStride); + } + } + }; + MNN_CONCURRENCY_END(); + return 0; } - MNN_CONCURRENCY_END(); - - MNN_CONCURRENCY_BEGIN(tId, threadNum); - { - const float *srcY = srcData + tId * stepY; - float *dstY = dstData + tId * stepY; - float *sumValueSub = sumValue + tId * inside; - for (int y = (int)tId; y < outside; y += threadNum, srcY += stepY * threadNum, dstY += stepY * threadNum) { - memset(sumValueSub, 0, sizeof(float) * inside); - float *dst = dstY; - for (int c = 0; c < channel; ++c, dst += inside) { - for (int x = 0; x < inside; ++x) { - sumValueSub[x] += dst[x]; + MNN_CONCURRENCY_BEGIN(tId, threadNumber) { + auto tempInput = (float*)(mTmpInput.ptr() + tId * outsideStride * sizeof(float)); + auto tempOutput = (float*)(mTmpOutput.ptr() + tId * outsideStride * sizeof(float)); + for (int o=tId; oMNNLowpToFp32((int16_t*)(srcO), tempInput, outsideStride); + workDst = tempOutput; + workSrc = tempInput; + } + } else { + int dims[] = { + mChannel, + mInside, + mInside, + mChannel + }; + if (bytes != 4) { + MNN_ASSERT(bytes == 2); + MNNTranspose16Bit((int16_t*)tempOutput, (int16_t*)(srcO), dims); + core->MNNLowpToFp32((int16_t*)tempOutput, tempInput, outsideStride); + workDst = tempOutput; + workSrc = tempInput; + } else { + // Use output to cache transpoe result + MNNTranspose32Bit((int32_t*)dstO, (int32_t*)(srcO), dims); + workDst = tempInput; + workSrc = (float*)dstO; } } - dst = dstY; - for (int c = 0; c < channel; ++c, dst += inside) { - for (int x = 0; x < inside; ++x) { - dst[x] /= sumValueSub[x]; + for (int v=0; vMNNFp32ToLowp(tempOutput, (int16_t*)(dstO), outsideStride); + } + } else { + int dims[] = { + mInside, + mChannel, + mChannel, + mInside + }; + if (bytes != 4) { + MNN_ASSERT(bytes == 2); + core->MNNFp32ToLowp((float*)tempOutput, (int16_t*)tempInput, outsideStride); + MNNTranspose16Bit((int16_t*)dstO, (int16_t*)(tempInput), dims); + } else { + MNNTranspose32Bit((int32_t*)dstO, (int32_t*)(tempInput), dims); } } } @@ -136,27 +214,31 @@ ErrorCode CPUSoftmax::onResize(const std::vector &inputs, const std::v backend()->onAcquireBuffer(&mStorage, Backend::DYNAMIC); } - int inside = 1; - int dims = input->buffer().dimensions; - for (int i = axis + 1; i < dims; ++i) { + int inside = 1; + int outside = 1; + int channel = 1; + for (int i = 0; i < axis; ++i) { + outside *= input->length(i); + } + channel = input->length(axis); + for (int i = axis + 1; i < dimensions; ++i) { inside *= input->length(i); } - - if (inside != 1) { // not run _softmax1, we need maxValue Tensor and sumValue Tensor. - int threadNum = ((CPUBackend *)backend())->threadNumber(); - - mMaxValue.buffer().dim[0].extent = inside * threadNum; - mMaxValue.buffer().dimensions = 1; - mMaxValue.setType(DataType_DT_FLOAT); - backend()->onAcquireBuffer(&mMaxValue, Backend::DYNAMIC); - - mSumValue.buffer().dim[0].extent = inside * threadNum; - mSumValue.buffer().dimensions = 1; - mSumValue.setType(DataType_DT_FLOAT); - backend()->onAcquireBuffer(&mSumValue, Backend::DYNAMIC); - - backend()->onReleaseBuffer(&mMaxValue, Backend::DYNAMIC); - backend()->onReleaseBuffer(&mSumValue, Backend::DYNAMIC); + mInside = inside; + mOutside = outside; + mChannel = channel; + auto cpuBn = static_cast(backend()); + if (inside != 1 || cpuBn->functions()->bytes != 4) { // not run _softmax1, we need maxValue Tensor and sumValue Tensor. + int threadNum = cpuBn->threadNumber(); + auto buf = cpuBn->getBufferAllocator(); + threadNum = ALIMIN(threadNum, outside); + + mTmpInput = buf->alloc(threadNum * inside * channel * sizeof(float)); + if (cpuBn->functions()->bytes != 4) { + mTmpOutput = buf->alloc(threadNum * inside * channel * sizeof(float)); + buf->free(mTmpOutput); + } + buf->free(mTmpInput); } if (mNeedUnpackC4) { @@ -175,10 +257,6 @@ ErrorCode CPUSoftmax::onExecute(const std::vector &inputs, const std:: auto outputDataPtr = outputTensor->host(); const int batch = inputTensor->batch(); const auto dims = inputTensor->buffer().dimensions; - int axis = mAxis; - if (axis < 0) { - axis += inputTensor->dimensions(); - } float *tempData = nullptr; if (mNeedUnpackC4) { @@ -189,26 +267,15 @@ ErrorCode CPUSoftmax::onExecute(const std::vector &inputs, const std:: for (int i = 2; i < dims; ++i) { areaInput *= inputTensor->length(i); } - int inside = 1; - int outside = 1; - int channel = 1; - for (int i = 0; i < axis; ++i) { - outside *= inputTensor->length(i); - } - channel = inputTensor->length(axis); - for (int i = axis + 1; i < dims; ++i) { - inside *= inputTensor->length(i); - } int threadNum = ((CPUBackend *)backend())->threadNumber(); if (!mNeedUnpackC4) { - _softmaxCommon(inputDataPtr, outputDataPtr, inside, outside, channel, mMaxValue.host(), - mSumValue.host(), threadNum); + _softmaxCommon((uint8_t*)inputDataPtr, (uint8_t*)outputDataPtr); return NO_ERROR; } auto functions = static_cast(backend())->functions(); CPUTensorConverter::convert(inputDataPtr, outputDataPtr, MNN_DATA_FORMAT_NC4HW4, MNN_DATA_FORMAT_NCHW, batch, areaInput, inputTensor->channel(), functions->bytes, functions); - _softmaxCommon(outputDataPtr, tempData, inside, outside, channel, mMaxValue.host(), mSumValue.host(), threadNum); + _softmaxCommon((uint8_t*)outputDataPtr, (uint8_t*)tempData); CPUTensorConverter::convert(tempData, outputDataPtr, MNN_DATA_FORMAT_NCHW, MNN_DATA_FORMAT_NC4HW4, batch, areaInput, inputTensor->channel(), functions->bytes, functions); return NO_ERROR; } diff --git a/source/backend/cpu/CPUSoftmax.hpp b/source/backend/cpu/CPUSoftmax.hpp index 66e21f323..c76cd7554 100644 --- a/source/backend/cpu/CPUSoftmax.hpp +++ b/source/backend/cpu/CPUSoftmax.hpp @@ -10,7 +10,7 @@ #define CPUSoftmax_hpp #include "core/Execution.hpp" - +#include "core/BufferAllocator.hpp" namespace MNN { class CPUSoftmax : public Execution { public: @@ -21,15 +21,17 @@ class CPUSoftmax : public Execution { static Execution* create(const MNN::Op *op, Backend *backend); private: - int _softmaxCommon(const float *srcData, float *dstData, int inside, int outside, int channel, float *maxValue, - float *sumValue, int threadNum); - int _softmax1(const float *srcData, float *dstData, int outside, int channel, int threadNum); + int _softmaxCommon(const uint8_t* srcData, uint8_t* dstData); int mAxis; Tensor mStorage; - Tensor mMaxValue; - Tensor mSumValue; bool mNeedUnpackC4; + MemChunk mTmpInput; + MemChunk mTmpOutput; + + int mInside; + int mOutside; + int mChannel; }; } // namespace MNN diff --git a/source/backend/cpu/CPUUnary.cpp b/source/backend/cpu/CPUUnary.cpp index 9c5feaa70..a046b7f4d 100644 --- a/source/backend/cpu/CPUUnary.cpp +++ b/source/backend/cpu/CPUUnary.cpp @@ -325,8 +325,10 @@ static void _Square(void* out, const void* inp, int realSize) { static void _EXP(void* outRaw, const void* inpRaw, int realSize) { auto out = (float*)outRaw; auto inp = (const float*)inpRaw; - float offset[2] = { + float offset[] = { 1.0f, + 0.0f, + 0.0f, 0.0f }; MNNExp(out, inp, offset, realSize); @@ -334,9 +336,11 @@ static void _EXP(void* outRaw, const void* inpRaw, int realSize) { static void _EXPM1(void* outRaw, const void* inpRaw, int realSize) { auto out = (float*)outRaw; auto inp = (const float*)inpRaw; - float offset[2] = { + float offset[] = { 1.0f, - -1.0f + -1.0f, + 0.0f, + 0.0f }; MNNExp(out, inp, offset, realSize); } diff --git a/source/backend/cpu/arm/CommonOptFunctionNeon.cpp b/source/backend/cpu/arm/CommonOptFunctionNeon.cpp index 06180fcef..159202ff2 100644 --- a/source/backend/cpu/arm/CommonOptFunctionNeon.cpp +++ b/source/backend/cpu/arm/CommonOptFunctionNeon.cpp @@ -4,7 +4,6 @@ #include #include "./FunctionSummary.hpp" #include "core/MemoryFormater.h" - extern "C" { void MNNTranspose32Bit4x4(int32_t* dstO, const int32_t* srcO, int32_t* dim); void MNNTranspose16Bit8x8(int16_t* dstO, const int16_t* srcO, int32_t* dim); diff --git a/source/backend/cpu/arm/arm32/MNNExpC8.S b/source/backend/cpu/arm/arm32/MNNExpC8.S index 45558c603..cf1b75585 100644 --- a/source/backend/cpu/arm/arm32/MNNExpC8.S +++ b/source/backend/cpu/arm/arm32/MNNExpC8.S @@ -18,11 +18,15 @@ asm_function MNNExpC8 //r0: dest, r1:source, r2: offset, r3:parameters, r4:countC8 push {r4, r5, lr} ldr r4, [sp, #12] -vpush {q4, q5} +vpush {q4, q5, q6, q7} +vmov.i32 q7, #0 ldr r5, [r2, #0] vdup.32 q4, r5 // Alpha ldr r5, [r2, #4] vdup.32 q5, r5 // Beta +ldr r5, [r2, #8] +vdup.32 q6, r5 // Bias + vld1.32 {q0, q1}, [r3] @@ -35,6 +39,8 @@ Loop: vld1.32 {q8, q9}, [r1]! vmul.f32 q8, q8, q4 vmul.f32 q9, q9, q4 +vadd.f32 q8, q8, q6 +vadd.f32 q9, q9, q6 vmin.f32 q8, q8, q2 vmin.f32 q9, q9, q2 @@ -78,13 +84,22 @@ vadd.i32 q13, q13, q9 vadd.f32 q12, q12, q5 vadd.f32 q13, q13, q5 +vadd.f32 q7, q12, q7 vst1.32 {q12, q13}, [r0]! +vadd.f32 q7, q13, q7 subs r4, r4, #1 bne Loop - -vpop {q4, q5} +add r5, r2, #12 +vld1.32 {d0[0]}, [r5] +vadd.f32 d14, d14, d15 +vtrn.32 d14, d15 +vadd.f32 d14, d14, d15 +vadd.f32 d0, d14, d0 +vst1.32 {d0[0]}, [r5] + +vpop {q4, q5, q6, q7} pop {r4, r5, pc} diff --git a/source/backend/cpu/arm/arm64/MNNExpC8.S b/source/backend/cpu/arm/arm64/MNNExpC8.S index 105c23401..3b89f039d 100644 --- a/source/backend/cpu/arm/arm64/MNNExpC8.S +++ b/source/backend/cpu/arm/arm64/MNNExpC8.S @@ -18,6 +18,8 @@ asm_function MNNExpC8 //x0: dest, x1:source, x2: offset, x3:parameters, x4:countC8 ldr w5, [x2, #0] ldr w6, [x2, #4] +ldr w7, [x2, #8] + ld1 {v0.4s, v1.4s}, [x3] movi v2.4s, #23 movi v3.4s, #87 @@ -25,12 +27,18 @@ scvtf v3.4s, v3.4s fneg v4.4s, v3.4s dup v30.4s, w5 dup v31.4s, w6 +dup v29.4s, w7 + +// Summer +movi v28.4s, #0 Loop: ld1 {v16.4s, v17.4s}, [x1], #32 fmul v16.4s, v16.4s, v30.4s fmul v17.4s, v17.4s, v30.4s +fadd v16.4s, v16.4s, v29.4s +fadd v17.4s, v17.4s, v29.4s fmin v16.4s, v16.4s, v3.4s fmin v17.4s, v17.4s, v3.4s fmax v18.4s, v16.4s, v4.4s @@ -74,10 +82,20 @@ fadd v20.4s, v20.4s, v31.4s fadd v21.4s, v21.4s, v31.4s st1 {v20.4s, v21.4s}, [x0], #32 +fadd v28.4s, v28.4s, v20.4s +fadd v28.4s, v28.4s, v21.4s subs x4, x4, #1 bne Loop +// Bias +add x7, x2, #12 +ld1 {v27.s}[0], [x7] +faddp v28.4s, v28.4s, v28.4s +faddp v28.2s, v28.2s, v28.2s +fadd v27.2s, v28.2s, v27.2s +st1 {v27.s}[0], [x7] + ret #endif diff --git a/source/backend/cpu/arm/arm64/MNNMaxFloat.S b/source/backend/cpu/arm/arm64/MNNMaxFloat.S index 594efa620..f9d2b7051 100644 --- a/source/backend/cpu/arm/arm64/MNNMaxFloat.S +++ b/source/backend/cpu/arm/arm64/MNNMaxFloat.S @@ -23,18 +23,43 @@ beq End # maxBuffer : v30 ld1 {v30.4s}, [x1] +mov v31.16b, v30.16b + +cmp x2, #2 +blt Loop +mov v29.16b, v30.16b +mov v28.16b, v30.16b +LoopC4: + ld1 {v0.4s, v1.4s, v2.4s, v3.4s}, [x0], #64 + fmax v30.4s, v1.4s, v30.4s + fmax v31.4s, v0.4s, v31.4s + fmax v29.4s, v2.4s, v29.4s + fmax v28.4s, v3.4s, v28.4s + sub x2, x2, #2 + cmp x2, #2 + bge LoopC4 + +fmax v30.4s, v30.4s, v29.4s +fmax v31.4s, v31.4s, v28.4s + +cmp x2, #0 +beq ComputeEnd + Loop: ld1 {v0.4s, v1.4s}, [x0], #32 fmax v30.4s, v1.4s, v30.4s - fmax v30.4s, v0.4s, v30.4s + fmax v31.4s, v0.4s, v31.4s subs x2, x2, #1 bne Loop -st1 {v30.4s}, [x1] +ComputeEnd: +fmax v30.4s, v30.4s, v31.4s +st1 {v30.4s}, [x1] End: + ret #endif diff --git a/source/backend/cpu/arm/arm64/MNNSoftmax.S b/source/backend/cpu/arm/arm64/MNNSoftmax.S index 23c45935e..03532335e 100644 --- a/source/backend/cpu/arm/arm64/MNNSoftmax.S +++ b/source/backend/cpu/arm/arm64/MNNSoftmax.S @@ -94,8 +94,7 @@ Loop_10: fmul v21.4s, v20.4s, v6.4s fcvtzs v21.4s, v21.4s scvtf v22.4s, v21.4s - fmul v22.4s, v22.4s, v7.4s - fadd v20.4s, v20.4s, v22.4s + fmla v20.4s, v22.4s, v7.4s fmul v22.4s, v20.4s, v16.4s fadd v22.4s, v22.4s, v17.4s fmul v22.4s, v20.4s, v22.4s diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMulRemain_int4.S b/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMulRemain_int4.S index b7c904480..e0dabde36 100644 --- a/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMulRemain_int4.S +++ b/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMulRemain_int4.S @@ -27,7 +27,7 @@ stp x21, x22, [sp, #(16 * 6)] stp x19, x20, [sp, #(16 * 7)] mov w22, #0x0f -dup v10.8b, w22 +dup v10.16b, w22 mov x22, x7 // alpha mov x23, x8 // bias @@ -67,8 +67,6 @@ LoopE8: LoopH8x8: mov x15, x1 subs x12, x9, #1 - ld1 {v12.4s, v13.4s}, [x14], #32 // alpha - ld1 {v14.4s, v15.4s}, [x24], #32 // bias ld1 {v0.s}[0], [x13], #4 ushr v1.8b, v0.8b, #4 @@ -78,12 +76,8 @@ LoopE8: sxtl v4.8h, v3.8b sxtl v8.4s, v4.4h sxtl2 v9.4s, v4.8h - scvtf v0.4s, v8.4s - scvtf v1.4s, v9.4s - fmul v3.4s, v0.4s, v12.4s - fmul v4.4s, v1.4s, v13.4s - fadd v3.4s, v3.4s, v14.4s - fadd v4.4s, v4.4s, v15.4s + scvtf v3.4s, v8.4s + scvtf v4.4s, v9.4s ld1 {v0.4s, v1.4s}, [x15], x11 fmul v16.4s, v3.4s, v0.s[0] @@ -91,6 +85,9 @@ LoopE8: fmul v18.4s, v3.4s, v0.s[2] fmul v19.4s, v3.4s, v0.s[3] + mov v14.16b, v0.16b + mov v15.16b, v1.16b + fmul v20.4s, v4.4s, v0.s[0] fmul v21.4s, v4.4s, v0.s[1] fmul v22.4s, v4.4s, v0.s[2] @@ -116,12 +113,8 @@ LoopE8: sxtl v4.8h, v3.8b sxtl v8.4s, v4.4h sxtl2 v9.4s, v4.8h - scvtf v0.4s, v8.4s - scvtf v1.4s, v9.4s - fmul v3.4s, v0.4s, v12.4s - fmul v4.4s, v1.4s, v13.4s - fadd v3.4s, v3.4s, v14.4s - fadd v4.4s, v4.4s, v15.4s + scvtf v3.4s, v8.4s + scvtf v4.4s, v9.4s ld1 {v0.4s, v1.4s}, [x15], x11 fmla v16.4s, v3.4s, v0.s[0] @@ -144,6 +137,9 @@ LoopE8: fmla v30.4s, v4.4s, v1.s[2] fmla v31.4s, v4.4s, v1.s[3] + fadd v14.4s, v0.4s, v14.4s + fadd v15.4s, v1.4s, v15.4s + subs x12, x12, #1 bne LoopL @@ -153,6 +149,52 @@ LoopE8: sub x8, x8, #2 cmp x8, #2 + mov v0.16b, v14.16b + mov v1.16b, v15.16b + + ld1 {v12.4s, v13.4s}, [x14], #32 // alpha + ld1 {v14.4s, v15.4s}, [x24], #32 // bias + + fmul v16.4s, v16.4s, v12.4s + fmul v17.4s, v17.4s, v12.4s + fmul v18.4s, v18.4s, v12.4s + fmul v19.4s, v19.4s, v12.4s + + fmul v24.4s, v24.4s, v12.4s + fmul v25.4s, v25.4s, v12.4s + fmul v26.4s, v26.4s, v12.4s + fmul v27.4s, v27.4s, v12.4s + + fmul v20.4s, v20.4s, v13.4s + fmul v21.4s, v21.4s, v13.4s + fmul v22.4s, v22.4s, v13.4s + fmul v23.4s, v23.4s, v13.4s + + fmul v28.4s, v28.4s, v13.4s + fmul v29.4s, v29.4s, v13.4s + fmul v30.4s, v30.4s, v13.4s + fmul v31.4s, v31.4s, v13.4s + + fmla v16.4s, v14.4s, v0.s[0] + fmla v17.4s, v14.4s, v0.s[1] + fmla v18.4s, v14.4s, v0.s[2] + fmla v19.4s, v14.4s, v0.s[3] + + fmla v20.4s, v15.4s, v0.s[0] + fmla v21.4s, v15.4s, v0.s[1] + fmla v22.4s, v15.4s, v0.s[2] + fmla v23.4s, v15.4s, v0.s[3] + + fmla v24.4s, v14.4s, v1.s[0] + fmla v25.4s, v14.4s, v1.s[1] + fmla v26.4s, v14.4s, v1.s[2] + fmla v27.4s, v14.4s, v1.s[3] + + fmla v28.4s, v15.4s, v1.s[0] + fmla v29.4s, v15.4s, v1.s[1] + fmla v30.4s, v15.4s, v1.s[2] + fmla v31.4s, v15.4s, v1.s[3] + cbz x5, StoreLH8 AddBiasLH8: ld1 {v0.4s, v1.4s}, [x20], #32 @@ -225,11 +267,6 @@ LoopE8: stp q30, q31, [x0, #(32 * 3)] add x0, x0, x7 - // st1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x0], #64 - // st1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x0], x14 - // st1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x0], #64 - // st1 {v28.4s, v29.4s, v30.4s, v31.4s}, [x0], x14 - bge LoopH8x8 LH4: @@ -237,8 +274,6 @@ LoopE8: LoopHRemain: mov x15, x1 subs x12, x9, #1 - ld1 {v12.4s}, [x14] // alpha - ld1 {v14.4s}, [x24] // bias ld1 {v0.s}[0], [x13], #4 ushr v1.8b, v0.8b, #4 @@ -247,9 +282,7 @@ LoopE8: sxtl v4.8h, v3.8b sxtl v8.4s, v4.4h - scvtf v0.4s, v8.4s - fmul v3.4s, v0.4s, v12.4s - fadd v3.4s, v3.4s, v14.4s + scvtf v3.4s, v8.4s ld1 {v0.4s}, [x15], #16 fmul v16.4s, v3.4s, v0.s[0] @@ -263,6 +296,10 @@ LoopE8: fmul v21.4s, v3.4s, v1.s[1] fmul v22.4s, v3.4s, v1.s[2] fmul v23.4s, v3.4s, v1.s[3] + + mov v14.16b, v0.16b + mov v15.16b, v1.16b + beq LoopLREnd LoopLR: @@ -273,9 +310,7 @@ LoopE8: sxtl v4.8h, v3.8b sxtl v8.4s, v4.4h - scvtf v0.4s, v8.4s - fmul v3.4s, v0.4s, v12.4s - fadd v3.4s, v3.4s, v14.4s + scvtf v3.4s, v8.4s ld1 {v0.4s}, [x15], #16 fmla v16.4s, v3.4s, v0.s[0] fmla v17.4s, v3.4s, v0.s[1] @@ -284,6 +319,8 @@ LoopE8: sub x15, x15, #16 fmla v19.4s, v3.4s, v0.s[3] add x15, x15, x11 + fadd v14.4s, v0.4s, v14.4s + fadd v15.4s, v1.4s, v15.4s fmla v20.4s, v3.4s, v1.s[0] fmla v21.4s, v3.4s, v1.s[1] @@ -293,6 +330,30 @@ LoopE8: subs x12, x12, #1 bne LoopLR LoopLREnd: + mov v0.16b, v14.16b + mov v1.16b, v15.16b + ld1 {v12.4s}, [x14] // alpha + ld1 {v14.4s}, [x24] // bias + + fmul v16.4s, v16.4s, v12.4s + fmul v17.4s, v17.4s, v12.4s + fmul v18.4s, v18.4s, v12.4s + fmul v19.4s, v19.4s, v12.4s + + fmul v20.4s, v20.4s, v12.4s + fmul v21.4s, v21.4s, v12.4s + fmul v22.4s, v22.4s, v12.4s + fmul v23.4s, v23.4s, v12.4s + + fmla v16.4s, v14.4s, v0.s[0] + fmla v17.4s, v14.4s, v0.s[1] + fmla v18.4s, v14.4s, v0.s[2] + fmla v19.4s, v14.4s, v0.s[3] + + fmla v20.4s, v14.4s, v1.s[0] + fmla v21.4s, v14.4s, v1.s[1] + fmla v22.4s, v14.4s, v1.s[2] + fmla v23.4s, v14.4s, v1.s[3] cbz x5, StoreLH8x4 AddBiasLH8x4: @@ -612,34 +673,76 @@ LoopE1: E1LH8: E1LoopH8: mov x15, x1 - subs x12, x9, #1 + mov x12, x9 - ld1 {v12.4s, v13.4s}, [x14], #32 // alpha - ld1 {v14.4s, v15.4s}, [x24], #32 // bias + movi v16.16b, #0 + movi v20.16b, #0 - ld1 {v0.s}[0], [x13], #4 - ushr v1.8b, v0.8b, #4 - and v2.8b, v0.8b, v10.8b - zip1 v3.8b, v1.8b, v2.8b - - sxtl v4.8h, v3.8b - sxtl v8.4s, v4.4h - sxtl2 v9.4s, v4.8h - scvtf v0.4s, v8.4s - scvtf v1.4s, v9.4s - fmul v3.4s, v0.4s, v12.4s - fmul v4.4s, v1.4s, v13.4s - fadd v3.4s, v3.4s, v14.4s - fadd v4.4s, v4.4s, v15.4s - - ld1 {v0.s}[0], [x15], x11 - fmul v16.4s, v3.4s, v0.s[0] - fmul v20.4s, v4.4s, v0.s[0] + movi v17.16b, #0 +#if 1 + cmp x12, #4 + blt E1LoopL + E1LoopL4: + sub x12, x12, #4 + ld1 {v3.4s}, [x13], #16 + ld1 {v0.s}[0], [x15], x11 + ushr v1.16b, v3.16b, #4 + ld1 {v0.s}[1], [x15], x11 + and v2.16b, v3.16b, v10.16b + zip1 v3.16b, v1.16b, v2.16b + zip2 v4.16b, v1.16b, v2.16b + ld1 {v0.s}[2], [x15], x11 + + sxtl v24.8h, v3.8b + sxtl2 v25.8h, v3.16b + ld1 {v0.s}[3], [x15], x11 + + sxtl v28.4s, v24.4h + sxtl2 v29.4s, v24.8h + sxtl v30.4s, v25.4h + sxtl2 v31.4s, v25.8h + + scvtf v28.4s, v28.4s + scvtf v29.4s, v29.4s + scvtf v30.4s, v30.4s + scvtf v31.4s, v31.4s + + fadd v17.4s, v0.4s, v17.4s + + fmla v16.4s, v28.4s, v0.s[0] + fmla v20.4s, v29.4s, v0.s[0] + fmla v16.4s, v30.4s, v0.s[1] + fmla v20.4s, v31.4s, v0.s[1] + + sxtl v24.8h, v4.8b + sxtl2 v25.8h, v4.16b + + sxtl v28.4s, v24.4h + sxtl2 v29.4s, v24.8h + sxtl v30.4s, v25.4h + sxtl2 v31.4s, v25.8h + + scvtf v28.4s, v28.4s + scvtf v29.4s, v29.4s + scvtf v30.4s, v30.4s + scvtf v31.4s, v31.4s + + fmla v16.4s, v28.4s, v0.s[2] + fmla v20.4s, v29.4s, v0.s[2] + fmla v16.4s, v30.4s, v0.s[3] + fmla v20.4s, v31.4s, v0.s[3] + + cmp x12, #4 + bge E1LoopL4 + faddp v17.4s, v17.4s, v17.4s + faddp v17.2s, v17.2s, v17.2s + cmp x12, #0 beq E1LoopLEnd +#endif E1LoopL: - + subs x12, x12, #1 ld1 {v0.s}[0], [x13], #4 ushr v1.8b, v0.8b, #4 and v2.8b, v0.8b, v10.8b @@ -648,25 +751,32 @@ LoopE1: sxtl v4.8h, v3.8b sxtl v8.4s, v4.4h sxtl2 v9.4s, v4.8h - scvtf v0.4s, v8.4s - scvtf v1.4s, v9.4s - fmul v3.4s, v0.4s, v12.4s - fmul v4.4s, v1.4s, v13.4s - fadd v3.4s, v3.4s, v14.4s - fadd v4.4s, v4.4s, v15.4s + scvtf v3.4s, v8.4s + scvtf v4.4s, v9.4s + ld1 {v0.s}[0], [x15], x11 fmla v16.4s, v3.4s, v0.s[0] fmla v20.4s, v4.4s, v0.s[0] + fadd v17.2s, v0.2s, v17.2s - subs x12, x12, #1 bne E1LoopL E1LoopLEnd: add x13, x13, x19 sub x8, x8, #2 + ld1 {v12.4s, v13.4s}, [x14], #32 // alpha + ld1 {v14.4s, v15.4s}, [x24], #32 // bias cmp x8, #2 + dup v17.4s, v17.s[0] + fmul v16.4s, v12.4s, v16.4s + fmul v20.4s, v13.4s, v20.4s + fmul v14.4s, v17.4s, v14.4s + fmul v15.4s, v17.4s, v15.4s + fadd v16.4s, v14.4s, v16.4s + fadd v20.4s, v15.4s, v20.4s + cbz x5, StoreLH1x8 AddBiasLH1x8: ld1 {v0.4s, v1.4s}, [x20], #32 @@ -692,21 +802,18 @@ LoopE1: mov x15, x1 subs x12, x9, #1 - ld1 {v12.4s}, [x14] // alpha - ld1 {v14.4s}, [x24] // bias ld1 {v0.s}[0], [x13], #4 ushr v1.8b, v0.8b, #4 and v2.8b, v0.8b, v10.8b zip1 v3.8b, v1.8b, v2.8b - sxtl v4.8h, v3.8b - sxtl v8.4s, v4.4h - scvtf v0.4s, v8.4s - fmul v3.4s, v0.4s, v12.4s - fadd v3.4s, v3.4s, v14.4s + sxtl v3.8h, v3.8b + sxtl v3.4s, v3.4h + scvtf v3.4s, v3.4s ld1 {v0.s}[0], [x15], x11 fmul v16.4s, v3.4s, v0.s[0] + mov v4.16b, v0.16b beq E1LoopLREnd @@ -716,17 +823,21 @@ LoopE1: and v2.8b, v0.8b, v10.8b zip1 v3.8b, v1.8b, v2.8b - sxtl v4.8h, v3.8b - sxtl v8.4s, v4.4h - scvtf v0.4s, v8.4s - fmul v3.4s, v0.4s, v12.4s - fadd v3.4s, v3.4s, v14.4s + sxtl v3.8h, v3.8b + sxtl v3.4s, v3.4h + scvtf v3.4s, v3.4s + ld1 {v0.s}[0], [x15], x11 fmla v16.4s, v3.4s, v0.s[0] + fadd v4.2s, v0.2s, v4.2s subs x12, x12, #1 bne E1LoopLR E1LoopLREnd: + ld1 {v12.4s}, [x14] // alpha + ld1 {v14.4s}, [x24] // bias + fmul v16.4s, v12.4s, v16.4s + fmla v16.4s, v14.4s, v4.s[0] cbz x5, StoreLH1x4 AddBiasLH1x4: diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMulRemain_int8.S b/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMulRemain_int8.S index 1a8ec2287..4daaf415c 100644 --- a/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMulRemain_int8.S +++ b/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMulRemain_int8.S @@ -575,24 +575,19 @@ LoopE1: mov x15, x1 subs x12, x9, #1 - ld1 {v12.4s, v13.4s}, [x14], #32 // alpha - ld1 {v14.4s, v15.4s}, [x24], #32 // bias - ld1 {v3.8b}, [x13], #8 sxtl v4.8h, v3.8b sxtl v8.4s, v4.4h sxtl2 v9.4s, v4.8h - scvtf v0.4s, v8.4s - scvtf v1.4s, v9.4s - fmul v3.4s, v0.4s, v12.4s - fmul v4.4s, v1.4s, v13.4s - fadd v3.4s, v3.4s, v14.4s - fadd v4.4s, v4.4s, v15.4s + scvtf v3.4s, v8.4s + scvtf v4.4s, v9.4s ld1 {v0.s}[0], [x15], x11 fmul v16.4s, v3.4s, v0.s[0] fmul v20.4s, v4.4s, v0.s[0] + mov v2.16b, v0.16b + beq E1LoopLEnd E1LoopL: @@ -600,22 +595,27 @@ LoopE1: ld1 {v3.8b}, [x13], #8 sxtl v4.8h, v3.8b sxtl v8.4s, v4.4h - sxtl2 v9.4s, v4.8h - scvtf v0.4s, v8.4s - scvtf v1.4s, v9.4s - fmul v3.4s, v0.4s, v12.4s - fmul v4.4s, v1.4s, v13.4s - fadd v3.4s, v3.4s, v14.4s - fadd v4.4s, v4.4s, v15.4s ld1 {v0.s}[0], [x15], x11 + sxtl2 v9.4s, v4.8h + scvtf v3.4s, v8.4s + scvtf v4.4s, v9.4s fmla v16.4s, v3.4s, v0.s[0] fmla v20.4s, v4.4s, v0.s[0] + fadd v2.2s, v0.2s, v2.2s subs x12, x12, #1 bne E1LoopL E1LoopLEnd: + ld1 {v12.4s, v13.4s}, [x14], #32 // alpha + ld1 {v14.4s, v15.4s}, [x24], #32 // bias + + fmul v16.4s, v16.4s, v12.4s + fmul v20.4s, v20.4s, v13.4s + fmla v16.4s, v14.4s, v2.s[0] + fmla v20.4s, v15.4s, v2.s[0] + add x13, x13, x19 sub x8, x8, #2 cmp x8, #2 diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMul_int4.S b/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMul_int4.S index 17566bc4f..4528e96dd 100644 --- a/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMul_int4.S +++ b/source/backend/cpu/arm/arm64/low_memory/MNNPackedMatMul_int4.S @@ -49,106 +49,112 @@ LH8: LoopH: mov x15, x1 - ld1 {v4.4s, v5.4s}, [x19], #32 // alpha - ld1 {v6.4s, v7.4s}, [x20], #32 // bias subs x12, x9, #1 - ld1 {v0.s}[0], [x2], #4 - ushr v1.8b, v0.8b, #4 + ld1 {v2.s}[0], [x2], #4 + ushr v1.8b, v2.8b, #4 movi v3.8b, #0x0f - and v2.8b, v0.8b, v3.8b - zip1 v3.8b, v1.8b, v2.8b + and v0.8b, v2.8b, v3.8b + zip1 v0.8b, v1.8b, v0.8b - sxtl v0.8h, v3.8b - sxtl v1.4s, v0.4h - sxtl2 v2.4s, v0.8h - scvtf v0.4s, v1.4s - scvtf v1.4s, v2.4s - mov v2.16b, v7.16b - fmla v2.4s, v1.4s, v5.4s - mov v1.16b, v6.16b - fmla v1.4s, v0.4s, v4.4s + ld1 {v2.4s, v3.4s, v4.4s}, [x15], #48 - ld1 {v0.4s}, [x15], #16 - fmul v8.4s, v1.4s, v0.s[0] - fmul v9.4s, v1.4s, v0.s[1] - fmul v10.4s, v1.4s, v0.s[2] - fmul v11.4s, v1.4s, v0.s[3] - fmul v20.4s, v2.4s, v0.s[0] - fmul v21.4s, v2.4s, v0.s[1] - fmul v22.4s, v2.4s, v0.s[2] - fmul v23.4s, v2.4s, v0.s[3] + sxtl v0.8h, v0.8b + sxtl2 v1.4s, v0.8h + sxtl v0.4s, v0.4h + scvtf v0.4s, v0.4s + scvtf v1.4s, v1.4s - ld1 {v0.4s}, [x15], #16 - fmul v12.4s, v1.4s, v0.s[0] - fmul v13.4s, v1.4s, v0.s[1] - fmul v14.4s, v1.4s, v0.s[2] - fmul v15.4s, v1.4s, v0.s[3] - fmul v24.4s, v2.4s, v0.s[0] - fmul v25.4s, v2.4s, v0.s[1] - fmul v26.4s, v2.4s, v0.s[2] - fmul v27.4s, v2.4s, v0.s[3] + fmul v8.4s, v0.4s, v2.s[0] + fmul v9.4s, v0.4s, v2.s[1] + fmul v10.4s, v0.4s, v2.s[2] + fmul v11.4s, v0.4s, v2.s[3] - ld1 {v0.4s}, [x15], #16 - fmul v16.4s, v1.4s, v0.s[0] - fmul v17.4s, v1.4s, v0.s[1] - fmul v18.4s, v1.4s, v0.s[2] - fmul v19.4s, v1.4s, v0.s[3] - fmul v28.4s, v2.4s, v0.s[0] - fmul v29.4s, v2.4s, v0.s[1] - fmul v30.4s, v2.4s, v0.s[2] - fmul v31.4s, v2.4s, v0.s[3] + mov v5.16b, v2.16b + + fmul v20.4s, v1.4s, v2.s[0] + fmul v21.4s, v1.4s, v2.s[1] + fmul v22.4s, v1.4s, v2.s[2] + fmul v23.4s, v1.4s, v2.s[3] + + fmul v12.4s, v0.4s, v3.s[0] + fmul v13.4s, v0.4s, v3.s[1] + fmul v14.4s, v0.4s, v3.s[2] + fmul v15.4s, v0.4s, v3.s[3] + + mov v6.16b, v3.16b + + fmul v24.4s, v1.4s, v3.s[0] + fmul v25.4s, v1.4s, v3.s[1] + fmul v26.4s, v1.4s, v3.s[2] + fmul v27.4s, v1.4s, v3.s[3] + + fmul v16.4s, v0.4s, v4.s[0] + fmul v17.4s, v0.4s, v4.s[1] + fmul v18.4s, v0.4s, v4.s[2] + fmul v19.4s, v0.4s, v4.s[3] + + mov v7.16b, v4.16b + + fmul v28.4s, v1.4s, v4.s[0] + fmul v29.4s, v1.4s, v4.s[1] + fmul v30.4s, v1.4s, v4.s[2] + fmul v31.4s, v1.4s, v4.s[3] beq LoopLEnd LoopL1: subs x12, x12, #1 - ld1 {v0.s}[0], [x2], #4 - ushr v1.8b, v0.8b, #4 + ld1 {v2.s}[0], [x2], #4 + ushr v1.8b, v2.8b, #4 movi v3.8b, #0x0f - and v2.8b, v0.8b, v3.8b - zip1 v3.8b, v1.8b, v2.8b + and v0.8b, v2.8b, v3.8b + zip1 v0.8b, v1.8b, v0.8b - sxtl v0.8h, v3.8b - sxtl v1.4s, v0.4h - sxtl2 v2.4s, v0.8h - scvtf v0.4s, v1.4s - scvtf v1.4s, v2.4s - mov v2.16b, v7.16b - fmla v2.4s, v1.4s, v5.4s - mov v1.16b, v6.16b - fmla v1.4s, v0.4s, v4.4s - - ld1 {v0.4s}, [x15], #16 - fmla v8.4s, v1.4s, v0.s[0] - fmla v9.4s, v1.4s, v0.s[1] - fmla v10.4s, v1.4s, v0.s[2] - fmla v11.4s, v1.4s, v0.s[3] - fmla v20.4s, v2.4s, v0.s[0] - fmla v21.4s, v2.4s, v0.s[1] - fmla v22.4s, v2.4s, v0.s[2] - fmla v23.4s, v2.4s, v0.s[3] - - ld1 {v0.4s}, [x15], #16 - fmla v12.4s, v1.4s, v0.s[0] - fmla v13.4s, v1.4s, v0.s[1] - fmla v14.4s, v1.4s, v0.s[2] - fmla v15.4s, v1.4s, v0.s[3] - fmla v24.4s, v2.4s, v0.s[0] - fmla v25.4s, v2.4s, v0.s[1] - fmla v26.4s, v2.4s, v0.s[2] - fmla v27.4s, v2.4s, v0.s[3] - - ld1 {v0.4s}, [x15], #16 - fmla v16.4s, v1.4s, v0.s[0] - fmla v17.4s, v1.4s, v0.s[1] - fmla v18.4s, v1.4s, v0.s[2] - fmla v19.4s, v1.4s, v0.s[3] - fmla v28.4s, v2.4s, v0.s[0] - fmla v29.4s, v2.4s, v0.s[1] - fmla v30.4s, v2.4s, v0.s[2] - fmla v31.4s, v2.4s, v0.s[3] + ld1 {v2.4s, v3.4s, v4.4s}, [x15], #48 + + sxtl v0.8h, v0.8b + sxtl2 v1.4s, v0.8h + sxtl v0.4s, v0.4h + scvtf v0.4s, v0.4s + scvtf v1.4s, v1.4s + + fmla v8.4s, v0.4s, v2.s[0] + fmla v9.4s, v0.4s, v2.s[1] + fmla v10.4s, v0.4s, v2.s[2] + fmla v11.4s, v0.4s, v2.s[3] + + fadd v5.4s, v2.4s, v5.4s + + fmla v20.4s, v1.4s, v2.s[0] + fmla v21.4s, v1.4s, v2.s[1] + fmla v22.4s, v1.4s, v2.s[2] + fmla v23.4s, v1.4s, v2.s[3] + + fmla v12.4s, v0.4s, v3.s[0] + fmla v13.4s, v0.4s, v3.s[1] + fmla v14.4s, v0.4s, v3.s[2] + fmla v15.4s, v0.4s, v3.s[3] + + fadd v6.4s, v3.4s, v6.4s + + fmla v24.4s, v1.4s, v3.s[0] + fmla v25.4s, v1.4s, v3.s[1] + fmla v26.4s, v1.4s, v3.s[2] + fmla v27.4s, v1.4s, v3.s[3] + + fmla v16.4s, v0.4s, v4.s[0] + fmla v17.4s, v0.4s, v4.s[1] + fmla v18.4s, v0.4s, v4.s[2] + fmla v19.4s, v0.4s, v4.s[3] + + fadd v7.4s, v4.4s, v7.4s + + fmla v28.4s, v1.4s, v4.s[0] + fmla v29.4s, v1.4s, v4.s[1] + fmla v30.4s, v1.4s, v4.s[2] + fmla v31.4s, v1.4s, v4.s[3] bne LoopL1 @@ -157,6 +163,73 @@ LoopH: add x2, x2, x11 sub x10, x10, #2 cmp x10, #2 + + mov v0.16b, v5.16b + mov v1.16b, v6.16b + mov v2.16b, v7.16b + + ld1 {v4.4s, v5.4s}, [x19], #32 // alpha + ld1 {v6.4s, v7.4s}, [x20], #32 // bias + + fmul v8.4s, v8.4s, v4.4s + fmul v9.4s, v9.4s, v4.4s + fmul v10.4s, v10.4s, v4.4s + fmul v11.4s, v11.4s, v4.4s + + fmul v12.4s, v12.4s, v4.4s + fmul v13.4s, v13.4s, v4.4s + fmul v14.4s, v14.4s, v4.4s + fmul v15.4s, v15.4s, v4.4s + + fmul v16.4s, v16.4s, v4.4s + fmul v17.4s, v17.4s, v4.4s + fmul v18.4s, v18.4s, v4.4s + fmul v19.4s, v19.4s, v4.4s + + fmul v20.4s, v20.4s, v5.4s + fmul v21.4s, v21.4s, v5.4s + fmul v22.4s, v22.4s, v5.4s + fmul v23.4s, v23.4s, v5.4s + + fmul v24.4s, v24.4s, v5.4s + fmul v25.4s, v25.4s, v5.4s + fmul v26.4s, v26.4s, v5.4s + fmul v27.4s, v27.4s, v5.4s + + fmul v28.4s, v28.4s, v5.4s + fmul v29.4s, v29.4s, v5.4s + fmul v30.4s, v30.4s, v5.4s + fmul v31.4s, v31.4s, v5.4s + + fmla v8.4s, v6.4s, v0.s[0] + fmla v9.4s, v6.4s, v0.s[1] + fmla v10.4s, v6.4s, v0.s[2] + fmla v11.4s, v6.4s, v0.s[3] + + fmla v12.4s, v6.4s, v1.s[0] + fmla v13.4s, v6.4s, v1.s[1] + fmla v14.4s, v6.4s, v1.s[2] + fmla v15.4s, v6.4s, v1.s[3] + + fmla v16.4s, v6.4s, v2.s[0] + fmla v17.4s, v6.4s, v2.s[1] + fmla v18.4s, v6.4s, v2.s[2] + fmla v19.4s, v6.4s, v2.s[3] + + fmla v20.4s, v7.4s, v0.s[0] + fmla v21.4s, v7.4s, v0.s[1] + fmla v22.4s, v7.4s, v0.s[2] + fmla v23.4s, v7.4s, v0.s[3] + + fmla v24.4s, v7.4s, v1.s[0] + fmla v25.4s, v7.4s, v1.s[1] + fmla v26.4s, v7.4s, v1.s[2] + fmla v27.4s, v7.4s, v1.s[3] + + fmla v28.4s, v7.4s, v2.s[0] + fmla v29.4s, v7.4s, v2.s[1] + fmla v30.4s, v7.4s, v2.s[2] + fmla v31.4s, v7.4s, v2.s[3] cbz x4, StoreLH8 @@ -279,9 +352,6 @@ LoopHRemain: mov x15, x1 subs x12, x9, #1 - ld1 {v20.4s}, [x19], #16 // alpha - ld1 {v21.4s}, [x20], #16 // bias - ld1 {v0.s}[0], [x2], #4 ushr v1.8b, v0.8b, #4 movi v3.8b, #0x0f @@ -290,9 +360,7 @@ LoopHRemain: sxtl v0.8h, v0.8b sxtl v1.4s, v0.4h - scvtf v1.4s, v1.4s - mov v3.16b, v21.16b - fmla v3.4s, v1.4s, v20.4s + scvtf v3.4s, v1.4s ld1 {v0.4s}, [x15], #16 fmul v8.4s, v3.4s, v0.s[0] @@ -310,6 +378,10 @@ LoopHRemain: fmul v18.4s, v3.4s, v2.s[2] fmul v19.4s, v3.4s, v2.s[3] + mov v4.16b, v0.16b + mov v5.16b, v1.16b + mov v6.16b, v2.16b + beq LoopLREnd LoopLR: @@ -324,11 +396,7 @@ LoopHRemain: sxtl v0.8h, v3.8b sxtl2 v2.8h, v3.16b sxtl v1.4s, v0.4h - sxtl v2.4s, v2.4h - scvtf v1.4s, v1.4s - scvtf v2.4s, v2.4s - mov v3.16b, v21.16b - fmla v3.4s, v1.4s, v20.4s + scvtf v3.4s, v1.4s ld1 {v0.4s, v1.4s, v2.4s}, [x15], #48 fmla v8.4s, v3.4s, v0.s[0] @@ -344,9 +412,45 @@ LoopHRemain: fmla v18.4s, v3.4s, v2.s[2] fmla v19.4s, v3.4s, v2.s[3] + fadd v4.4s, v0.4s, v4.4s + fadd v5.4s, v1.4s, v5.4s + fadd v6.4s, v2.4s, v6.4s + bne LoopLR LoopLREnd: + ld1 {v20.4s}, [x19], #16 // alpha + ld1 {v21.4s}, [x20], #16 // bias + + fmul v8.4s, v8.4s, v20.4s + fmul v9.4s, v9.4s, v20.4s + fmul v10.4s, v10.4s, v20.4s + fmul v11.4s, v11.4s, v20.4s + + fmul v12.4s, v12.4s, v20.4s + fmul v13.4s, v13.4s, v20.4s + fmul v14.4s, v14.4s, v20.4s + fmul v15.4s, v15.4s, v20.4s + + fmul v16.4s, v16.4s, v20.4s + fmul v17.4s, v17.4s, v20.4s + fmul v18.4s, v18.4s, v20.4s + fmul v19.4s, v19.4s, v20.4s + + fmla v8.4s, v21.4s, v4.s[0] + fmla v9.4s, v21.4s, v4.s[1] + fmla v10.4s, v21.4s, v4.s[2] + fmla v11.4s, v21.4s, v4.s[3] + + fmla v12.4s, v21.4s, v5.s[0] + fmla v13.4s, v21.4s, v5.s[1] + fmla v14.4s, v21.4s, v5.s[2] + fmla v15.4s, v21.4s, v5.s[3] + + fmla v16.4s, v21.4s, v6.s[0] + fmla v17.4s, v21.4s, v6.s[1] + fmla v18.4s, v21.4s, v6.s[2] + fmla v19.4s, v21.4s, v6.s[3] cbz x4, StoreLH4 AddBiasLH4: diff --git a/source/backend/cpu/bf16/BF16Unary.cpp b/source/backend/cpu/bf16/BF16Unary.cpp index 112e940ac..16259cfd7 100644 --- a/source/backend/cpu/bf16/BF16Unary.cpp +++ b/source/backend/cpu/bf16/BF16Unary.cpp @@ -94,8 +94,10 @@ struct _Exp { void operator()(void* outRaw, const void* inpRaw, int realSize) const { auto out = (float*)outRaw; auto inp = (const float*)inpRaw; - float offset[2] = { + float offset[4] = { 1.0f, + 0.0f, + 0.0f, 0.0f }; MNNExp(out, inp, offset, realSize); @@ -105,9 +107,11 @@ struct _ExpM1 { void operator()(void* outRaw, const void* inpRaw, int realSize) const { auto out = (float*)outRaw; auto inp = (const float*)inpRaw; - float offset[2] = { + float offset[4] = { 1.0f, - -1.0f + -1.0f, + 0.0f, + 0.0f }; MNNExp(out, inp, offset, realSize); } diff --git a/source/backend/cpu/compute/CommonOptFunction.cpp b/source/backend/cpu/compute/CommonOptFunction.cpp index acc2c3c5f..72983f925 100644 --- a/source/backend/cpu/compute/CommonOptFunction.cpp +++ b/source/backend/cpu/compute/CommonOptFunction.cpp @@ -1976,12 +1976,13 @@ void MNNUnpackC4(float* dst, const float* src, size_t area, size_t depth, int* a MNNUnpackC4Common(dst, src, area, depth, areaOffset); } -void MNNExpC8(float* dest, const float* source, const float* offset, const float* parameters, size_t countC8) { +void MNNExpC8(float* dest, const float* source, float* offset, const float* parameters, size_t countC8) { auto count = countC8 * 8; auto param = parameters[0]; float xLimit = 87; + float summer = offset[3]; for (int i = 0; i < count; ++i) { - auto x = source[i] * offset[0]; + auto x = source[i] * offset[0] + offset[2]; x = ALIMAX(x, -xLimit); x = ALIMIN(x, xLimit); int div = (x * parameters[1]); @@ -1993,7 +1994,9 @@ void MNNExpC8(float* dest, const float* source, const float* offset, const float ((((parameters[7] * t + parameters[6]) * t + parameters[5]) * t + parameters[4]) * t + parameters[3]) * t + parameters[2]; dest[i] = expBasic * expRemain + offset[1]; + summer+= dest[i]; } + offset[3] = summer; } void MNNSoftmax(float* dest, const float* source, size_t size) { @@ -2537,7 +2540,7 @@ void MNNPackTranspose(float* dst, const float* src, size_t area, size_t depth, i } } -void MNNExp(float* dst, const float* src, const float* offset, size_t dataSize) { +void MNNExp(float* dst, const float* src, float* offset, size_t dataSize) { int countC8 = static_cast(dataSize) / 8; int remain = static_cast(dataSize) % 8; float parameters[] = { @@ -2547,11 +2550,27 @@ void MNNExp(float* dst, const float* src, const float* offset, size_t dataSize) MNNExpC8(dst, src, offset, parameters, countC8); } if (remain > 0) { - float intmp[8] = {0}; - float outmp[8] = {0}; - ::memcpy(intmp, src + 8 * countC8, remain * sizeof(float)); - MNNExpC8(outmp, intmp, offset, parameters, 1); - ::memcpy(dst + 8 * countC8, outmp, remain * sizeof(float)); + auto param = parameters[0]; + float xLimit = 87; + float summer = offset[3]; + auto source = src + countC8 * 8; + auto dest = dst + countC8 * 8; + for (int i = 0; i < remain; ++i) { + auto x = source[i] * offset[0] + offset[2]; + x = ALIMAX(x, -xLimit); + x = ALIMIN(x, xLimit); + int div = (x * parameters[1]); + int div2 = (div + 127) << 23; + auto xReamin = x - div * param; + float expBasic = *(float*)(&div2); + auto t = xReamin; + auto expRemain = + ((((parameters[7] * t + parameters[6]) * t + parameters[5]) * t + parameters[4]) * t + parameters[3]) * t + + parameters[2]; + dest[i] = expBasic * expRemain + offset[1]; + summer+= dest[i]; + } + offset[3] = summer; } } @@ -2577,8 +2596,10 @@ void MNNTanh(float* dst, const float* src, size_t dataSize) { dst[i] = tanhf_poly(src[i]); } */ - float offset[2] = { + float offset[4] = { -2.0f, + 0.0f, + 0.0f, 0.0f }; MNNExp(dst, src, offset, dataSize); @@ -2798,19 +2819,32 @@ void MNNComputeMatMulForE_1(const float* A, const float* B, float* C, const floa C[y] = sumRemain + sumValue[0] + sumValue[1] + sumValue[2] + sumValue[3]; } } else { - auto hC4 = h / 4; - auto hR = hC4 * 4; + auto hC4 = h / 16; + auto hR = hC4 * 16; for (int y=tId; y(reinterpret_cast(alphaPtr) + hU * hP * bytes); ::memset(alphaPtr, 0, 2 * hU * hP * bytes); int h = int8Info->alpha.size(); - if (int8Info->canUseInt4) { + if (int8Info->canUseInt4 && int8Info->asymmetric) { // int4 to uint4, -8 offset merge to bias for (int i = 0; i < h/2; ++i) { int8Info->alpha.get()[2 * i] -= 8 * int8Info->alpha.get()[2 * i + 1]; @@ -61,6 +61,12 @@ bool ConvolutionHybrid::initQuantizeResource(std::shared_ptrMNNFp32ToLowp(int8Info->alpha.get(), reinterpret_cast(alphaPtr), h); + if (int8Info->canUseInt4) { + for (int i = 0; i < h; ++i) { + int8Info->alpha.get()[i] *= -8.0; + core->MNNFp32ToLowp(int8Info->alpha.get(), reinterpret_cast(biasPtr), h); + } + } } } else { if (int8Info->asymmetric) { @@ -72,7 +78,11 @@ bool ConvolutionHybrid::initQuantizeResource(std::shared_ptralpha.get()[i]; - biasPtr[i] = 0.f; + if (int8Info->canUseInt4) { + biasPtr[i] = -8.0 * int8Info->alpha.get()[i]; + } else { + biasPtr[i] = 0.f; + } } } } diff --git a/source/backend/cpu/compute/Int8FunctionsOpt.cpp b/source/backend/cpu/compute/Int8FunctionsOpt.cpp index e1f29a14e..2d046de25 100644 --- a/source/backend/cpu/compute/Int8FunctionsOpt.cpp +++ b/source/backend/cpu/compute/Int8FunctionsOpt.cpp @@ -142,58 +142,6 @@ static void _MNNPackC4Int8ForMatMul_ASparse(int8_t* destOrigin, int8_t const** s } } -void MNNNormInt8(int8_t* dst, const int8_t* src, const float* gamma, const float* beta, float epsilon, size_t size, QuanPrePostParameters* params, bool RMSNorm) { -#ifdef MNN_USE_SSE - uint8_t* srcPtr = (uint8_t*)src; - uint8_t* dstPtr = (uint8_t*)dst; - int offset = 128; -#else - const int8_t* srcPtr = src; - int8_t* dstPtr = dst; - int offset = 0; -#endif - int inpZero = static_cast(params->inputZeroPoint[0]); - int outZero = static_cast(params->outputZeroPoint[0]); - float inpScale = params->inputScale[0]; - float outScale = params->outputScale[0]; - float sum = 0.f; - int max_ = static_cast(params->maxValue); - int min_ = static_cast(params->minValue); - float mean = 0; - if(false == RMSNorm){ - for (int j = 0; j < size; ++j) { - float fx = (srcPtr[j] - inpZero - offset) * inpScale; - sum += fx; - } - mean = sum / size; - } - float square_sum = 0.f; - for (int j = 0; j < size; ++j) { - float fx = (srcPtr[j] - inpZero - offset) * inpScale; - square_sum += (fx - mean) * (fx - mean); - } - float variable = square_sum / size; - variable = 1.f / std::sqrt(variable + epsilon); - - if (gamma && beta) { - for (int j = 0; j < size; ++j) { - float fx = (srcPtr[j] - inpZero - offset) * inpScale; - float fy = (fx - mean) * variable * gamma[j] + beta[j]; - int sy = fy * outScale + outZero; - sy = ALIMAX(min_, ALIMIN(sy, max_)); - dstPtr[j] = sy + offset; - } - } else { - for (int j = 0; j < size; ++j) { - float fx = (srcPtr[j] - inpZero - offset) * inpScale; - float fy = (fx - mean) * variable; - int sy = roundf(fy * outScale) + outZero; - sy = ALIMAX(min_, ALIMIN(sy, max_)); - dstPtr[j] = sy + offset; - } - } -} - #ifndef MNN_USE_NEON void MNNPackedSparseQuantMatMulEpx1(int8_t* C, const int8_t* A, const int8_t* B, const size_t* sparseQuantParam, const QuanPostTreatParameters* post, unsigned int* NNZMap, int* dataOffsetMap) { @@ -2126,9 +2074,6 @@ void MNNCoreInt8FunctionInit() { gCoreFunc->MNNAvgPoolInt8 = MNNAvgPoolInt8; gCoreFunc->MNNMaxPoolInt8 = MNNMaxPoolInt8; - // Norm - gCoreFunc->MNNNormInt8 = MNNNormInt8; - // ReluWithSlopeChannel gCoreFunc->MNNReluWithSlopeChannelInt8 = MNNReluWithSlopeChannelInt8; diff --git a/source/backend/cpu/compute/Int8FunctionsOpt.h b/source/backend/cpu/compute/Int8FunctionsOpt.h index b23bd44b8..eea714090 100644 --- a/source/backend/cpu/compute/Int8FunctionsOpt.h +++ b/source/backend/cpu/compute/Int8FunctionsOpt.h @@ -67,7 +67,6 @@ void MNNBinarySqdInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* void MNNBinaryMaxInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, ssize_t* inputScalesInt32, float* inputScalesFp32, const QuanPrePostParameters* params, size_t elementSize, size_t needBroadcast); void MNNBinaryMinInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, ssize_t* inputScalesInt32, float* inputScalesFp32, const QuanPrePostParameters* params, size_t elementSize, size_t needBroadcast); void MNNScaleAndAddBiasInt8(int8_t* dst, const int8_t* src, const int32_t* bias, const int32_t* alpha, int32_t mShiftBits, ssize_t minValue, ssize_t maxValue, int8_t* inputZeroPoint, int8_t* outputZeroPoint, ssize_t planeNumber, ssize_t biasNumber, ssize_t pack = 4); -void MNNNormInt8(int8_t* dst, const int8_t* src, const float* gamma, const float* beta, float epsilon, size_t size, QuanPrePostParameters* params, bool RMSNorm = false); #ifdef __cplusplus } #endif @@ -102,9 +101,6 @@ struct CoreInt8Functions { void (*MNNMaxPoolInt8)(int8_t* dst, int8_t* src, size_t outputWidth, size_t inputWidth, size_t kernelx, size_t kernely, size_t stridesx); void (*MNNAvgPoolInt8)(int8_t* dst, int8_t* src, size_t outputWidth, size_t inputWidth, size_t kernelx, size_t kernely, size_t stridesx, ssize_t paddingx, ssize_t factor); - // Norm - void (*MNNNormInt8)(int8_t* dst, const int8_t* src, const float* gamma, const float* beta, float epsilon, size_t size, QuanPrePostParameters* params, bool RMSNorm); - // Relu void (*MNNReluWithSlopeChannelInt8)(int8_t* dst, const int8_t* src, const float* slope, size_t planeNumber, size_t depthQuad, QuanPrePostParameters *params); }; diff --git a/source/backend/cpu/x86_x64/FunctionDispatcher.cpp b/source/backend/cpu/x86_x64/FunctionDispatcher.cpp index 044d0f0e3..f3dc97bdc 100644 --- a/source/backend/cpu/x86_x64/FunctionDispatcher.cpp +++ b/source/backend/cpu/x86_x64/FunctionDispatcher.cpp @@ -28,7 +28,7 @@ struct FunctionGroup { int eP = 12; int lP = 1; int hP = 4; - void (*MNNExpC8)(float* dest, const float* source, const float* offset, const float* parameters, size_t countC8) = _SSE_MNNExpC8; + void (*MNNExpC8)(float* dest, const float* source, float* offset, const float* parameters, size_t countC8) = _SSE_MNNExpC8; void (*MNNSoftmax)(float* dest, const float* source, size_t size) = _SSE_MNNSoftmax; void (*MNNReluInt8)(int8_t* dst, const int8_t* src, size_t size, ssize_t zeroPoint) = _SSE_MNNReluInt8; void (*MNNHardSwish)(float* dst, const float* src, size_t size) = _SSE_MNNHardSwish; @@ -130,7 +130,6 @@ void MNNInt8FunctionInit() { auto core = MNN::MNNGetInt8CoreFunctions(); core->MNNAvgPoolInt8 = MNNAvgPoolUint8; core->MNNMaxPoolInt8 = MNNMaxPoolInt8_; - core->MNNNormInt8 = _SSE_MNNNormInt8; core->MNNReluWithSlopeChannelInt8 = _SSE_MNNReluWithSlopeChannelInt8; if (cpuFlags & libyuv::kCpuHasSSE41) { core->MNNFloat2Int8 = _SSE_MNNFloat2Int8; @@ -185,7 +184,7 @@ void MNNGelu(float* dst, const float* src, size_t size, float* parameters) { return gFunc.MNNGelu(dst, src, size, parameters); } -void MNNExpC8(float* dest, const float* source, const float* offset, const float* parameters, size_t countC8) { +void MNNExpC8(float* dest, const float* source, float* offset, const float* parameters, size_t countC8) { gFunc.MNNExpC8(dest, source, offset, parameters, countC8); } diff --git a/source/backend/cpu/x86_x64/avx/FunctionSummary.hpp b/source/backend/cpu/x86_x64/avx/FunctionSummary.hpp index 5efad49af..e6056c907 100644 --- a/source/backend/cpu/x86_x64/avx/FunctionSummary.hpp +++ b/source/backend/cpu/x86_x64/avx/FunctionSummary.hpp @@ -55,7 +55,7 @@ void _AVX_MNNDynamicQuantFP32(const float* src, int8_t* dst, const float* scale, #endif void _AVX_MNNPackC4ForMatMul_A(float* destOrigin, float const** sourceGroup, const int32_t* info, const int32_t* el); -void _AVX_MNNExpC8(float* dest, const float* source, const float* offset, const float* parameters, size_t countC8); +void _AVX_MNNExpC8(float* dest, const float* source, float* offset, const float* parameters, size_t countC8); void _AVX_MNNSoftmax(float* dest, const float* source, size_t size); void _AVX_MNNFloat2Int8(const float* src, int8_t* dst, size_t sizeQuad, const float* scalep, ssize_t minV, ssize_t maxV, ssize_t zeroPoint); void _AVX_MNNInt8ScaleToFloat(float* dst, const int8_t* src, const float* scale, size_t sizeQuad, ssize_t zeroPoint); diff --git a/source/backend/cpu/x86_x64/avx/GemmInt8.cpp b/source/backend/cpu/x86_x64/avx/GemmInt8.cpp index 2db0ffc37..18c4422d1 100644 --- a/source/backend/cpu/x86_x64/avx/GemmInt8.cpp +++ b/source/backend/cpu/x86_x64/avx/GemmInt8.cpp @@ -754,7 +754,4 @@ void _AVX_MNNInt8FunctionInit(void* functions) { // conv depthwise gAVX2CoreInt8Functions->ConvDepthwiseLineInt8 = _AVX_MNNLineDepthWiseInt8AddBiasScaleUnit; - - // Norm - gAVX2CoreInt8Functions->MNNNormInt8 = _AVX_MNNNormInt8; } diff --git a/source/backend/cpu/x86_x64/avx/MathFunctions.cpp b/source/backend/cpu/x86_x64/avx/MathFunctions.cpp index 7ada7603e..aef76a84c 100644 --- a/source/backend/cpu/x86_x64/avx/MathFunctions.cpp +++ b/source/backend/cpu/x86_x64/avx/MathFunctions.cpp @@ -59,10 +59,11 @@ void _AVX_MNNGelu(float *dst, const float *src, size_t size, float* parameters) _mm256_storeu_ps(dst + i * 8, y); } } -void _AVX_MNNExpC8(float* dest, const float* source, const float* offset, const float* parameters, size_t countC8) { +void _AVX_MNNExpC8(float* dest, const float* source, float* offset, const float* parameters, size_t countC8) { auto count = countC8; auto A = _mm256_broadcast_ss(offset + 0); auto B = _mm256_broadcast_ss(offset + 1); + auto C = _mm256_broadcast_ss(offset + 2); auto p0 = _mm256_set1_ps(parameters[0]); auto p1 = _mm256_set1_ps(parameters[1]); auto p2 = _mm256_set1_ps(parameters[2]); @@ -76,8 +77,10 @@ void _AVX_MNNExpC8(float* dest, const float* source, const float* offset, const auto basic = _mm256_set1_epi32(1 << 23); auto temp127 = _mm256_set1_epi32(127); auto negZero = _mm256_set1_ps(-0.f); + auto summer = _mm256_setzero_ps(); for (int i = 0; i < count; ++i) { auto x = _mm256_mul_ps(_mm256_loadu_ps(source + i * 8), A); + x = _mm256_add_ps(x, C); x = _mm256_max_ps(x, xMin); x = _mm256_min_ps(x, xMax); auto div = _mm256_mul_ps(x, p1); @@ -99,8 +102,17 @@ void _AVX_MNNExpC8(float* dest, const float* source, const float* offset, const auto c8 = _mm256_mul_ps(c7, t); auto c9 = _mm256_add_ps(c8, p2); auto expRemain = c9; - _mm256_storeu_ps(dest + 8 * i, _mm256_add_ps(_mm256_mul_ps(expBasic, expRemain), B)); + auto res = _mm256_add_ps(_mm256_mul_ps(expBasic, expRemain), B); + _mm256_storeu_ps(dest + 8 * i, res); + summer = _mm256_add_ps(summer, res); } + float tmp[8]; + _mm256_storeu_ps(tmp, summer); + float total = offset[3]; + for (int i=0; i<8; ++i) { + total+=tmp[i]; + } + offset[3] = total; } @@ -270,82 +282,4 @@ void _AVX_MNNNorm(float *dst, const float *src, const float *gamma, const float dst[i] = (src[i] - mean) * variable; } } -} - -void _AVX_MNNNormInt8(int8_t* dst, const int8_t* src, const float* gamma, const float* beta, float epsilon, size_t size, QuanPrePostParameters* params, bool RMSNorm) { - float tmpfloat8[8]; - int count = static_cast(size / 8); - int remain = count * 8; - std::vector inpf(size); - std::vector outf(size); - std::vector inpScale(4, params->inputScale[0]); - std::vector outScale(4, params->outputScale[0]); - float* srcf = inpf.data(); - float* dstf = outf.data(); - // step 0: Int8 -> Float - _AVX_MNNInt8ScaleToFloat(inpf.data(), src, inpScale.data(), size / 4, params->inputZeroPoint[0]); - float mean = 0; - // step 1: get sum - if(!RMSNorm){ - float sum = 0.f; - if (count > 0) { - auto sumVal = _mm256_set1_ps(0.f); - for (int i = 0; i < count; i++) { - sumVal = _mm256_add_ps(sumVal, _mm256_loadu_ps(srcf + i * 8)); - } - _mm256_storeu_ps(tmpfloat8, sumVal); - for (int i = 0; i < 8; i++) { - sum += tmpfloat8[i]; - } - } - for (int i = remain; i < size; i++) { - sum += srcf[i]; - } - mean = sum / size; - } - // step 2: get square_sum - float square_sum = 0.f; - auto meanVal = _mm256_set1_ps(mean); - if (count > 0) { - auto sumVal = _mm256_set1_ps(0.f); - for (int i = 0; i < count; i++) { - auto x = _mm256_sub_ps(_mm256_loadu_ps(srcf + i * 8), meanVal); - sumVal = _mm256_add_ps(sumVal, _mm256_mul_ps(x, x)); - } - _mm256_storeu_ps(tmpfloat8, sumVal); - for (int i = 0; i < 8; i++) { - square_sum += tmpfloat8[i]; - } - } - for (int i = remain; i < size; i++) { - float x = (srcf[i] - mean); - square_sum += x * x; - } - // step 3: get result - float variable = square_sum / size; - variable = 1.f / sqrt(variable + epsilon); - auto variableVal = _mm256_set1_ps(variable); - if (gamma && beta) { - for (int i = 0; i < count; i++) { - auto x = _mm256_sub_ps(_mm256_loadu_ps(srcf + i * 8), meanVal); - auto g = _mm256_loadu_ps(gamma + i * 8); - auto b = _mm256_loadu_ps(beta + i * 8); - auto y = _mm256_add_ps(_mm256_mul_ps(_mm256_mul_ps(x, g), variableVal), b); - _mm256_storeu_ps(dstf + i * 8, y); - } - for (int i = remain; i < size; i++) { - dstf[i] = (srcf[i] - mean) * gamma[i] * variable + beta[i] ; - } - } else { - for (int i = 0; i < count; i++) { - auto x = _mm256_sub_ps(_mm256_loadu_ps(srcf + i * 8), meanVal); - auto y = _mm256_mul_ps(x, variableVal); - _mm256_storeu_ps(dstf + i * 8, y); - } - for (int i = remain; i < size; i++) { - dstf[i] = (srcf[i] - mean) * variable; - } - } - // step 4: Float -> Int8 - _AVX_MNNFloat2Int8(dstf, dst, size / 4, outScale.data(), params->minValue, params->maxValue, params->outputZeroPoint[0]); -} +} \ No newline at end of file diff --git a/source/backend/cpu/x86_x64/avxfma/FunctionSummary.hpp b/source/backend/cpu/x86_x64/avxfma/FunctionSummary.hpp index 577449db1..9d911dbb1 100644 --- a/source/backend/cpu/x86_x64/avxfma/FunctionSummary.hpp +++ b/source/backend/cpu/x86_x64/avxfma/FunctionSummary.hpp @@ -43,8 +43,7 @@ void _AVX_MNNPackedMatMulFMA_BF16(float* C, const float* A, const float* B, cons void _AVX_MNNPackedMatMulRemainFMA_BF16(float* C, const float* A, const float* B, size_t eSize, const size_t* parameter, const float* postParameters, const float* bias, const float* k, const float* b); void _AVX_MNNComputeMatMulForH_1FMA(const float* A, const float* B, float* C, const float* biasPtr, const MatMulParam* param, size_t tId); void _AVX_MNNGeluFMA(float *dst, const float *src, size_t size, float* parameters); -void _AVX_MNNExpC8FMA(float* dest, const float* source, const float* offset, const float* parameters, size_t countC8); -void _AVX_MNNExpFMA(float* dst, const float* src, const float* offset, size_t dataSize); +void _AVX_MNNExpC8FMA(float* dest, const float* source, float* offset, const float* parameters, size_t countC8); void _AVX_MNNPackedSparseMatMulEpx1NFMA(float* C, const float* A, const float* B, size_t eSize, const size_t* parameter, const float* postParameters, const float* bias, unsigned int* NNZMap, int* dataOffsetMap); void _AVX_MNNPackedSparseMatMulEpx4NFMA(float* C, const float* A, const float* B, size_t eSize, const size_t* parameter, const float* postParameters, const float* bias, unsigned int* NNZMap, int* dataOffsetMap); diff --git a/source/backend/cpu/x86_x64/avxfma/MathFunctions.cpp b/source/backend/cpu/x86_x64/avxfma/MathFunctions.cpp index eeaab5cc5..e999d2633 100644 --- a/source/backend/cpu/x86_x64/avxfma/MathFunctions.cpp +++ b/source/backend/cpu/x86_x64/avxfma/MathFunctions.cpp @@ -55,10 +55,11 @@ void _AVX_MNNGeluFMA(float *dst, const float *src, size_t size, float* parameter } } -void _AVX_MNNExpC8FMA(float* dest, const float* source, const float* offset, const float* parameters, size_t countC8) { +void _AVX_MNNExpC8FMA(float* dest, const float* source, float* offset, const float* parameters, size_t countC8) { auto count = countC8; auto A = _mm256_broadcast_ss(offset + 0); auto B = _mm256_broadcast_ss(offset + 1); + auto C = _mm256_broadcast_ss(offset + 2); auto p0 = _mm256_set1_ps(parameters[0]); auto p1 = _mm256_set1_ps(parameters[1]); auto p2 = _mm256_set1_ps(parameters[2]); @@ -72,8 +73,10 @@ void _AVX_MNNExpC8FMA(float* dest, const float* source, const float* offset, con auto basic = _mm256_set1_epi32(1 << 23); auto temp127 = _mm256_set1_epi32(127); auto negZero = _mm256_set1_ps(-0.f); + auto summer = _mm256_setzero_ps(); for (int i = 0; i < count; ++i) { auto x = _mm256_mul_ps(_mm256_loadu_ps(source + i * 8), A); + x = _mm256_add_ps(x, C); x = _mm256_max_ps(x, xMin); x = _mm256_min_ps(x, xMax); auto div = _mm256_mul_ps(x, p1); @@ -90,6 +93,15 @@ void _AVX_MNNExpC8FMA(float* dest, const float* source, const float* offset, con auto c7 = _mm256_fmadd_ps(c5, t, p3); auto c9 = _mm256_fmadd_ps(c7, t, p2); auto expRemain = c9; - _mm256_storeu_ps(dest + 8 * i, _mm256_fmadd_ps(expBasic, expRemain, B)); + auto res = _mm256_fmadd_ps(expBasic, expRemain, B); + summer = _mm256_add_ps(summer, res); + _mm256_storeu_ps(dest + 8 * i, res); } + float tmp[8]; + _mm256_storeu_ps(tmp, summer); + float total = offset[3]; + for (int i=0; i<8; ++i) { + total+=tmp[i]; + } + offset[3] = total; } diff --git a/source/backend/cpu/x86_x64/sse/FunctionSummary.hpp b/source/backend/cpu/x86_x64/sse/FunctionSummary.hpp index 7225618d8..d0a2fed31 100644 --- a/source/backend/cpu/x86_x64/sse/FunctionSummary.hpp +++ b/source/backend/cpu/x86_x64/sse/FunctionSummary.hpp @@ -72,7 +72,7 @@ void _SSE_MNNConvRunForLineDepthwise(float* dst, const float* src, const float* size_t srcHStep, size_t dstHStep); void _SSE_MNNGemmInt8AddBiasScale_16x4_Unit(int8_t* dst, const int8_t* src, const int8_t* weight, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, const QuanPostTreatParameters* post, size_t realDst); -void _SSE_MNNExpC8(float* dest, const float* source, const float* offset, const float* parameters, size_t countC8); +void _SSE_MNNExpC8(float* dest, const float* source, float* offset, const float* parameters, size_t countC8); void _SSE_MNNPackForMatMul_B(float* dest, const float* source, size_t h, size_t l, bool transpose); void _SSE_MNNFloat2Int8(const float* src, int8_t* dst, size_t sizeQuad, const float* scalep, ssize_t minValue, ssize_t maxValue, ssize_t zeroPoint); diff --git a/source/backend/cpu/x86_x64/sse/MathFunctions.cpp b/source/backend/cpu/x86_x64/sse/MathFunctions.cpp index 26381b16b..f5c66ce5f 100644 --- a/source/backend/cpu/x86_x64/sse/MathFunctions.cpp +++ b/source/backend/cpu/x86_x64/sse/MathFunctions.cpp @@ -13,10 +13,11 @@ #include "core/Macro.h" #include "FunctionSummary.hpp" -void _SSE_MNNExpC8(float* dest, const float* source, const float* offset, const float* parameters, size_t countC8) { +void _SSE_MNNExpC8(float* dest, const float* source, float* offset, const float* parameters, size_t countC8) { auto count = countC8 * 2; auto A = _mm_set1_ps(offset[0]); auto B = _mm_set1_ps(offset[1]); + auto C = _mm_set1_ps(offset[2]); auto p0 = _mm_set1_ps(parameters[0]); auto p1 = _mm_set1_ps(parameters[1]); auto p2 = _mm_set1_ps(parameters[2]); @@ -27,9 +28,11 @@ void _SSE_MNNExpC8(float* dest, const float* source, const float* offset, const auto p7 = _mm_set1_ps(parameters[7]); auto xMax = _mm_set1_ps(87); auto xMin = _mm_set1_ps(-87); + auto summer = _mm_setzero_ps(); // auto basic = _mm_set1_epi32(1 << 23); for (int i = 0; i < count; ++i) { auto x = _mm_mul_ps(_mm_loadu_ps(source + i * 4), A); + x = _mm_add_ps(x, C); x = _mm_max_ps(x, xMin); x = _mm_min_ps(x, xMax); auto div = _mm_mul_ps(x, p1); @@ -52,8 +55,17 @@ void _SSE_MNNExpC8(float* dest, const float* source, const float* offset, const auto c8 = _mm_mul_ps(c7, t); auto c9 = _mm_add_ps(c8, p2); auto expRemain = c9; - _mm_storeu_ps(dest + 4 * i, _mm_add_ps(_mm_mul_ps(expBasic, expRemain), B)); + auto res = _mm_add_ps(_mm_mul_ps(expBasic, expRemain), B); + _mm_storeu_ps(dest + 4 * i, res); + summer = _mm_add_ps(summer, res); } + float tmp[4]; + _mm_storeu_ps(tmp, summer); + float total = offset[3]; + for (int i=0; i<4; ++i) { + total+=tmp[i]; + } + offset[3] = total; } void _SSE_MNNSoftmax(float* dest, const float* source, size_t size) { @@ -277,79 +289,6 @@ void _SSE_MNNNorm(float *dst, const float *src, const float *gamma, const float } } } -void _SSE_MNNNormInt8(int8_t* dst, const int8_t* src, const float* gamma, const float* beta, float epsilon, size_t size, QuanPrePostParameters* params, bool RMSNorm) { - float tmpfloat4[4]; - int count = static_cast(size / 4); - int remain = count * 4; - float sum = 0.f; - std::vector inpf(size); - std::vector outf(size); - std::vector inpScale(4, params->inputScale[0]); - std::vector outScale(4, params->outputScale[0]); - float* srcf = inpf.data(); - float* dstf = outf.data(); - // step 0: Int8 -> Float - _SSE_MNNInt8ScaleToFloat(inpf.data(), src, inpScale.data(), size / 4, params->inputZeroPoint[0]); - float mean = 0; - if(!RMSNorm){ - // step 1: get sum - if (count > 0) { - auto sumVal = _mm_set1_ps(0.f); - for (int i = 0; i < count; i++) { - sumVal = _mm_add_ps(sumVal, _mm_loadu_ps(srcf + i * 4)); - } - _mm_storeu_ps(tmpfloat4, sumVal); - sum += (tmpfloat4[0] + tmpfloat4[1] + tmpfloat4[2] + tmpfloat4[3]); - } - for (int i = remain; i < size; i++) { - sum += srcf[i]; - } - mean = sum / size; - } - // step 2: get square_sum - float square_sum = 0.f; - auto meanVal = _mm_set1_ps(mean); - if (count > 0) { - auto sumVal = _mm_set1_ps(0.f); - for (int i = 0; i < count; i++) { - auto x = _mm_sub_ps(_mm_loadu_ps(srcf + i * 4), meanVal); - sumVal = _mm_add_ps(sumVal, _mm_mul_ps(x, x)); - } - _mm_storeu_ps(tmpfloat4, sumVal); - square_sum += (tmpfloat4[0] + tmpfloat4[1] + tmpfloat4[2] + tmpfloat4[3]); - } - for (int i = remain; i < size; i++) { - float x = (srcf[i] - mean); - square_sum += x * x; - } - // step 3: get result - float variable = square_sum / size; - variable = 1.f / sqrt(variable + epsilon); - auto variableVal = _mm_set1_ps(variable); - if (gamma && beta) { - for (int i = 0; i < count; i++) { - auto x = _mm_sub_ps(_mm_loadu_ps(srcf + i * 4), meanVal); - auto g = _mm_loadu_ps(gamma + i * 4); - auto b = _mm_loadu_ps(beta + i * 4); - auto y = _mm_add_ps(_mm_mul_ps(_mm_mul_ps(x, g), variableVal), b); - _mm_storeu_ps(dstf + i * 4, y); - } - for (int i = remain; i < size; i++) { - dstf[i] = (src[i] - mean) * gamma[i] * variable + beta[i] ; - } - } else { - for (int i = 0; i < count; i++) { - auto x = _mm_sub_ps(_mm_loadu_ps(srcf + i * 4), meanVal); - auto y = _mm_mul_ps(x, variableVal); - _mm_storeu_ps(dstf + i * 4, y); - } - for (int i = remain; i < size; i++) { - dstf[i] = (srcf[i] - mean) * variable; - } - } - // step 4: Float -> Int8 - _SSE_MNNFloat2Int8(dstf, dst, size / 4, outScale.data(), params->minValue, params->maxValue, params->outputZeroPoint[0]); -} void _SSE_MNNReluWithSlopeChannelInt8(int8_t* dst, const int8_t* src, const float* slope, size_t planeNumber, size_t depthQuad, QuanPrePostParameters *params) { uint8_t* dstO = (uint8_t*)dst; diff --git a/source/backend/metal/MetalAttention.mm b/source/backend/metal/MetalAttention.mm index 324266913..5bdba5fff 100644 --- a/source/backend/metal/MetalAttention.mm +++ b/source/backend/metal/MetalAttention.mm @@ -32,7 +32,11 @@ kernel void main0(const device T* input0 [[buffer(0)]], const device T* input1 [[buffer(1)]], device T* output [[buffer(2)]], device T* past_key [[buffer(3)]], +#ifdef FLOAT_MASK + const device T* mask [[buffer(4)]], +#else const device int* mask [[buffer(4)]], +#endif constant Param& param [[buffer(5)]], uint3 gid[[thread_position_in_grid]]) { const int x = gid.x; // query_seq_len @@ -65,7 +69,11 @@ kernel void main0(const device T* input0 [[buffer(0)]], out0 *= Vscale; +#ifdef FLOAT_MASK + out0 = mask[((x + 0) * key_seq_len + (z + 0))] + out0; +#else out0 = mask[((x + 0) * key_seq_len + (z + 0))] == 0 ? -FLT_MAX : out0; +#endif output[output_offset + x * key_seq_len + z] = (T)out0; #else const device T *B_offset = input1 + offset_head; @@ -187,12 +195,12 @@ virtual bool onClone(Backend* bn, const Op* op, Execution** dst) override { bool mIsDecode = false; std::shared_ptr mTempQK, mTempSoftMax; int mNumHead = 0, mHeadDim = 0, mValueH = 0; - id mKernel_softmax; + id mKernel_softmax = nil; - id mKernel_qk; - id mKernel_qkv; - id mKernelPrefill_qk; - id mKernelPrefill_qkv; + id mKernel_qk = nil; + id mKernel_qkv = nil; + id mKernelPrefill_qk = nil; + id mKernelPrefill_qkv = nil; id mParamQKV; id mParamSoftmax; }; @@ -205,57 +213,16 @@ virtual bool onClone(Backend* bn, const Op* op, Execution** dst) override { float scale; }; AttentionBufExecution::AttentionBufExecution(Backend *backend, bool kv_cahce) - : MetalExecution(backend) , mKVCache(kv_cahce){ + : MetalExecution(backend) , mKVCache(kv_cahce) { _init(); } void AttentionBufExecution::_init() { mCache.reset(new SharedCache); auto mtbn = static_cast(backend()); auto context = (__bridge MNNMetalContext *)mtbn->context(); - mKernel_softmax = [context pipelineWithName:@"softmax_plane" fp16:mtbn->useFp16InsteadFp32()]; mParamQKV = [context newDeviceBuffer:sizeof(Param) access:CPUWriteOnly]; mParamSoftmax = [context newDeviceBuffer:4 * sizeof(int) access:CPUWriteOnly]; - auto rt = mtbn->runtime(); - std::string T = "float"; - if (mtbn->useFp16InsteadFp32()) { - T = "half"; - } - std::vector keys = { - "matmul_qk_div_mask", - T - }; - auto pipeline = rt->findPipeline(keys); - if (nil == pipeline) { - // Rebuild Pipeline - MTLCompileOptions *decodeOption = [[MTLCompileOptions alloc] init]; - decodeOption.preprocessorMacros = @{ - @"T" : @(T.c_str()), - }; - - MTLCompileOptions* encodeOption = [[MTLCompileOptions alloc] init]; - encodeOption.preprocessorMacros = @{ - @"T" : @(T.c_str()), - @"FOR_PREFILL": @"1" - }; - mKernel_qk = mtbn->makeComputePipelineWithSourceOption(gMatMulDivMask, "main0", decodeOption); - mKernelPrefill_qk = mtbn->makeComputePipelineWithSourceOption(gMatMulDivMask, "main0", encodeOption); - mKernel_qkv = mtbn->makeComputePipelineWithSourceOption(gMatMulQKV, "main0", decodeOption); - mKernelPrefill_qkv = mtbn->makeComputePipelineWithSourceOption(gMatMulQKV, "main0", encodeOption); - rt->insertPipeline({"matmul_qk_div_mask", T}, mKernel_qk); - rt->insertPipeline({"matmul_qk_div_mask", T, "PREFILL"}, mKernelPrefill_qk); - rt->insertPipeline({"matmul_qkv", T}, mKernel_qkv); - rt->insertPipeline({"matmul_qkv", T, "PREFILL"}, mKernelPrefill_qkv); - } else { - mKernel_qk = rt->findPipeline({"matmul_qk_div_mask", T}); - mKernelPrefill_qk = rt->findPipeline({"matmul_qk_div_mask", T, "PREFILL"}); - mKernel_qkv = rt->findPipeline({"matmul_qkv", T}); - mKernelPrefill_qkv = rt->findPipeline({"matmul_qkv", T, "PREFILL"}); - } - MNN_ASSERT(nil != mKernel_qk); - MNN_ASSERT(nil != mKernel_qkv); - MNN_ASSERT(nil != mKernelPrefill_qk); - MNN_ASSERT(nil != mKernelPrefill_qkv); } void AttentionBufExecution::reallocKVCache() { @@ -315,7 +282,68 @@ virtual bool onClone(Backend* bn, const Op* op, Execution** dst) override { auto mtbn = static_cast(backend()); auto context = (__bridge MNNMetalContext *)mtbn->context(); auto shape = query->shape(); - + if (nil == mKernel_softmax) { + // Init Kernel + bool float_mask = (mask->getType() == halide_type_of()); + auto rt = mtbn->runtime(); + std::string T = "float"; + if (mtbn->useFp16InsteadFp32()) { + T = "half"; + } + std::vector qkKeys = { + {"matmul_qk_div_mask", T} + }; + std::vector qkvKeys = { + {"matmul_qkv", T} + }; + std::vector qkPrefillKeys = { + {"matmul_qk_div_mask", T, "FOR_PREFILL"} + }; + if (float_mask) { + qkPrefillKeys.emplace_back("FLOAT_MASK"); + } + std::vector qkvPrefillKeys = { + {"matmul_qkv", T, "FOR_PREFILL"} + }; + std::vector> keys = { + qkKeys, + qkvKeys, + qkPrefillKeys, + qkvPrefillKeys + }; + std::vector sources = { + gMatMulDivMask, + gMatMulQKV, + gMatMulDivMask, + gMatMulQKV, + }; + std::vector> pipelines(keys.size()); + for (int i=0; ifindPipeline(keys[i]); + if (nil == pipeline) { + // Rebuild Pipeline + MTLCompileOptions *option = [[MTLCompileOptions alloc] init]; + auto dic = [NSMutableDictionary dictionaryWithCapacity:0]; + [dic setValue:@(keys[i][1].c_str()) forKey:@"T"]; + for (int j=2; jmakeComputePipelineWithSourceOption(sources[i], "main0", option); + rt->insertPipeline(keys[i], pipeline); + } + pipelines[i] = pipeline; + } + mKernel_qk = pipelines[0]; + mKernel_qkv = pipelines[1]; + mKernelPrefill_qk = pipelines[2]; + mKernelPrefill_qkv = pipelines[3]; + MNN_ASSERT(nil != mKernel_qk); + MNN_ASSERT(nil != mKernel_qkv); + MNN_ASSERT(nil != mKernelPrefill_qk); + MNN_ASSERT(nil != mKernelPrefill_qkv); + mKernel_softmax = [context pipelineWithName:@"softmax_plane" fp16:mtbn->useFp16InsteadFp32()]; + } int seq_len = shape[1]; mNumHead = shape[2]; mHeadDim = shape[3]; diff --git a/source/backend/opencl/core/OpenCLRunningUtils.cpp b/source/backend/opencl/core/OpenCLRunningUtils.cpp index bddba3fe4..f374b6f73 100644 --- a/source/backend/opencl/core/OpenCLRunningUtils.cpp +++ b/source/backend/opencl/core/OpenCLRunningUtils.cpp @@ -574,11 +574,10 @@ bool localWSTune(const std::map(gws[j]) - static_cast(gwsAndLws[i].first[j])); } - point = sqrt(point); if(point < minPoint){ index = i; minPoint = point; diff --git a/source/backend/opencl/core/runtime/OpenCLRuntime.cpp b/source/backend/opencl/core/runtime/OpenCLRuntime.cpp index 040993b23..ee7b149e6 100644 --- a/source/backend/opencl/core/runtime/OpenCLRuntime.cpp +++ b/source/backend/opencl/core/runtime/OpenCLRuntime.cpp @@ -110,7 +110,7 @@ OpenCLRuntime::OpenCLRuntime(const BackendConfig::PrecisionMode precision, const } #endif - if (deviceName == "QUALCOMM Adreno(TM)") { + if (deviceName.find("QUALCOMM Adreno") != std::string::npos) { mGpuType = ADRENO; // if device is QUALCOMM's and version is 2.0 , set spacial optimized param @@ -582,12 +582,14 @@ std::shared_ptr OpenCLRuntime::buildKernelWithCache(const std::strin buildOptionsStr += " -DINPUT_TYPE_I4=half4"; buildOptionsStr += " -DINPUT_TYPE=half"; buildOptionsStr += " -DINPUT_TYPE4=half4"; + buildOptionsStr += " -DINPUT_TYPE16=half16"; buildOptionsStr += " -DRI_DATA=read_imageh"; }else{ buildOptionsStr += " -DINPUT_TYPE_I=float"; buildOptionsStr += " -DINPUT_TYPE_I4=float4"; buildOptionsStr += " -DINPUT_TYPE=float"; buildOptionsStr += " -DINPUT_TYPE4=float4"; + buildOptionsStr += " -DINPUT_TYPE16=float16"; buildOptionsStr += " -DRI_DATA=read_imagef"; } } @@ -601,11 +603,13 @@ std::shared_ptr OpenCLRuntime::buildKernelWithCache(const std::strin if(output->getType().bits == 8){ buildOptionsStr += " -DOUTPUT_TYPE=char"; buildOptionsStr += " -DOUTPUT_TYPE4=char4"; + buildOptionsStr += " -DOUTPUT_TYPE16=char16"; buildOptionsStr += " -DCONVERT_OUTPUT4=convert_char4"; buildOptionsStr += " -DWI_DATA=write_imagei"; } else if(output->getType().bits == 32){ buildOptionsStr += " -DOUTPUT_TYPE=int"; buildOptionsStr += " -DOUTPUT_TYPE4=int4"; + buildOptionsStr += " -DOUTPUT_TYPE16=int16"; buildOptionsStr += " -DCONVERT_OUTPUT4=convert_int4"; buildOptionsStr += " -DWI_DATA=write_imagei"; } else { @@ -619,11 +623,13 @@ std::shared_ptr OpenCLRuntime::buildKernelWithCache(const std::strin if(output->getType().bits == 8){ buildOptionsStr += " -DOUTPUT_TYPE=uchar"; buildOptionsStr += " -DOUTPUT_TYPE4=uchar4"; + buildOptionsStr += " -DOUTPUT_TYPE16=uchar16"; buildOptionsStr += " -DCONVERT_OUTPUT4=convert_uchar4"; buildOptionsStr += " -DWI_DATA=write_imageui"; } else if(output->getType().bits == 32){ buildOptionsStr += " -DOUTPUT_TYPE=uint"; buildOptionsStr += " -DOUTPUT_TYPE4=uint4"; + buildOptionsStr += " -DOUTPUT_TYPE16=uint16"; buildOptionsStr += " -DCONVERT_OUTPUT4=convert_uint4"; buildOptionsStr += " -DWI_DATA=write_imageui"; } else { @@ -637,7 +643,9 @@ std::shared_ptr OpenCLRuntime::buildKernelWithCache(const std::strin buildOptionsStr += " -DCONVERT_OUTPUT_I4=convert_half4"; buildOptionsStr += " -DOUTPUT_TYPE=half"; buildOptionsStr += " -DOUTPUT_TYPE4=half4"; + buildOptionsStr += " -DOUTPUT_TYPE16=half16"; buildOptionsStr += " -DCONVERT_OUTPUT4=convert_half4"; + buildOptionsStr += " -DCONVERT_OUTPUT16=convert_half16"; buildOptionsStr += " -DWI_DATA=write_imageh"; }else{ buildOptionsStr += " -DOUTPUT_TYPE_I=float"; @@ -645,7 +653,9 @@ std::shared_ptr OpenCLRuntime::buildKernelWithCache(const std::strin buildOptionsStr += " -DCONVERT_OUTPUT_I4=convert_float4"; buildOptionsStr += " -DOUTPUT_TYPE=float"; buildOptionsStr += " -DOUTPUT_TYPE4=float4"; + buildOptionsStr += " -DOUTPUT_TYPE16=float16"; buildOptionsStr += " -DCONVERT_OUTPUT4=convert_float4"; + buildOptionsStr += " -DCONVERT_OUTPUT16=convert_float16"; buildOptionsStr += " -DWI_DATA=write_imagef"; } } @@ -910,7 +920,11 @@ void OpenCLRuntime::printEventTime(){ return; } int raster_num = 0, raster_time = 0; - unsigned int conv_time = 0, while_time = 0; + unsigned int conv_time = 0, loop_bg_time = 0, loop_bg_gemm_time = 0; + unsigned int conv_gemm2_buf_time = 0, conv_gemm1_buf_time = 0; + unsigned int conv_1x1_buf_time = 0, conv_ori_buf_time = 0, wino_gemm_time = 0; + + std::vector> kernels(mEvents.size()); for(int i = 0; i < mEvents.size(); ++i){ auto event = &mEvents[i].second; cl_int res = event->wait(); @@ -919,16 +933,52 @@ void OpenCLRuntime::printEventTime(){ auto StopNanos = event->getProfilingInfo(); auto kernel_time = (unsigned int)((StopNanos - StartNanos) / 1000.0); mKernelTime += kernel_time; - if(mEvents[i].first == "ConvBuf2D" || (mEvents[i].first.length() >= 11 && mEvents[i].first.substr(0, 11) == "Convolution")) { + if (mEvents[i].first.length() >= 15 && mEvents[i].first.substr(0, 15) == "ConvBuf2D-gemm2") { + conv_gemm2_buf_time += kernel_time; + conv_time += kernel_time; + } else if (mEvents[i].first.length() >= 15 && mEvents[i].first.substr(0, 15) == "ConvBuf2D-gemm1") { + conv_gemm1_buf_time += kernel_time; + conv_time += kernel_time; + } else if (mEvents[i].first.length() >= 17 && mEvents[i].first.substr(0, 17) == "ConvBuf2D-conv1x1") { + conv_1x1_buf_time += kernel_time; + conv_time += kernel_time; + } else if (mEvents[i].first.length() >= 13 && mEvents[i].first.substr(0, 13) == "ConvBuf2D-ori") { + conv_ori_buf_time += kernel_time; conv_time += kernel_time; + } else if (mEvents[i].first.length() >= 11 && mEvents[i].first.substr(0, 11) == "Convolution") { + conv_time += kernel_time; + } + if((mEvents[i].first.length() >= 10 && mEvents[i].first.substr(0, 10) == "While-gemm")) { + loop_bg_time += kernel_time; } - if((mEvents[i].first.length() >= 5 && mEvents[i].first.substr(0, 5) == "While")) { - while_time += kernel_time; + if((mEvents[i].first.length() >= 20 && mEvents[i].first.substr(0, 20) == "While-gemm-batchgemm")) { + loop_bg_gemm_time += kernel_time; } - MNN_PRINT("kernel time = %d us %s\n", kernel_time, mEvents[i].first.c_str()); + if((mEvents[i].first.length() >= 23 && mEvents[i].first.substr(0, 23) == "Conv-winograd-batchgemm")) { + wino_gemm_time += kernel_time; + conv_time += kernel_time; + } + + kernels[i] = std::make_pair(mEvents[i].first, kernel_time); + } +#ifdef SORT_PROFILE_TIME + for(int i = 0; i < mEvents.size(); i++) { + for(int j = i+1; j < mEvents.size(); j++) { + if(kernels[i].second > kernels[j].second) { + auto tmp = kernels[i]; + kernels[i].first = kernels[j].first; + kernels[i].second = kernels[j].second; + kernels[j].first = tmp.first; + kernels[j].second = tmp.second; + } + } + } +#endif + for(int i = 0; i < mEvents.size(); i++) { + MNN_PRINT("kernel time = %d us %s\n", kernels[i].second, kernels[i].first.c_str()); } mEvents.clear(); - MNN_PRINT("total kernel time = %d us, conv time = %d us, while time = %d us\n", mKernelTime, conv_time, while_time); + MNN_PRINT("total kernel time = %d us, conv time = %d us (gemm2:%d us, gemm1:%d us, 1x1:%d us, ori:%d us, wino: %d us, other: %d us), while gemm time = %d us (core gemm time: %d us)\n", mKernelTime, conv_time, conv_gemm2_buf_time, conv_gemm1_buf_time, conv_1x1_buf_time, conv_ori_buf_time, wino_gemm_time, conv_time-conv_gemm2_buf_time-conv_gemm1_buf_time-conv_1x1_buf_time-conv_ori_buf_time-wino_gemm_time, loop_bg_time, loop_bg_gemm_time); #endif } } // namespace MNN diff --git a/source/backend/opencl/execution/buffer/AttentionBufExecution.cpp b/source/backend/opencl/execution/buffer/AttentionBufExecution.cpp index 6006882fd..3ff74740f 100644 --- a/source/backend/opencl/execution/buffer/AttentionBufExecution.cpp +++ b/source/backend/opencl/execution/buffer/AttentionBufExecution.cpp @@ -25,11 +25,7 @@ void AttentionBufImpl::allocKVCache() { return; } mMaxLength = mPastLength + mExpandChunk; - int byte = 4; - if(mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()){ - byte = 2; - } - size_t buffer_size = UP_DIV(mMaxLength, 4) * mNumHead * mHeadDim * 4 * byte; + size_t buffer_size = UP_DIV(mMaxLength, 4) * mNumHead * mHeadDim * 4 * mByte; // past_key: [1, numhead, headdim, maxlen] mPastKey.reset(new cl::Buffer(mOpenCLBackend->getOpenCLRuntime()->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR, buffer_size)); // past_value: [1, numhead, maxlen, headdim] @@ -40,13 +36,9 @@ void AttentionBufImpl::reallocKVCache() { if (!mKVCache || mPastLength < mMaxLength) { return; } - int byte = 4; - if(mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()){ - byte = 2; - } - size_t old_size = mNumHead * UP_DIV(mMaxLength, 4) * mHeadDim * 4 * byte; + size_t old_size = mNumHead * UP_DIV(mMaxLength, 4) * mHeadDim * 4 * mByte; mMaxLength = mPastLength + mExpandChunk; - size_t buffer_size = UP_DIV(mMaxLength, 4) * mNumHead * mHeadDim * 4 * byte; + size_t buffer_size = UP_DIV(mMaxLength, 4) * mNumHead * mHeadDim * 4 * mByte; // past_key: [1, numhead, headdim, maxlen] auto new_key = new cl::Buffer(mOpenCLBackend->getOpenCLRuntime()->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR, buffer_size); // past_value: [1, numhead, maxlen, headdim] @@ -77,7 +69,7 @@ void AttentionBufImpl::reallocKVCache() { mPastKey.reset(new_key); mPastValue.reset(new_value); - size_t temp_size = UP_DIV(mMaxLength, 4) * mNumHead * 4 * byte; + size_t temp_size = UP_DIV(mMaxLength, 4) * mNumHead * 4 * mByte; mTempQK.reset(new cl::Buffer(mOpenCLBackend->getOpenCLRuntime()->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR, temp_size)); mTempSoftMax.reset(new cl::Buffer(mOpenCLBackend->getOpenCLRuntime()->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR, temp_size)); @@ -145,17 +137,16 @@ ErrorCode AttentionBufImpl::onResize(Backend *backend, const std::vectorgetOpenCLRuntime()->isSupportedFP16()){ - byte = 2; + mByte = 2; } + allocKVCache(); if (mIsDecode) { - size_t buffer_size = UP_DIV(mMaxLength, 4) * mNumHead * 4 * byte; + size_t buffer_size = UP_DIV(mMaxLength, 4) * mNumHead * 4 * mByte; mTempQK.reset(new cl::Buffer(mOpenCLBackend->getOpenCLRuntime()->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR, buffer_size)); mTempSoftMax.reset(new cl::Buffer(mOpenCLBackend->getOpenCLRuntime()->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR, buffer_size)); } else { - size_t buffer_size = UP_DIV(mPastLength, 4) * mPastLength * mNumHead * 4 * byte; + size_t buffer_size = UP_DIV(mPastLength, 4) * mPastLength * mNumHead * 4 * mByte; mTempQK.reset(new cl::Buffer(mOpenCLBackend->getOpenCLRuntime()->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR, buffer_size)); mTempSoftMax.reset(new cl::Buffer(mOpenCLBackend->getOpenCLRuntime()->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR, buffer_size)); } @@ -169,6 +160,9 @@ ErrorCode AttentionBufImpl::onResize(Backend *backend, const std::vectorgetType() == halide_type_of()){ + buildOption.emplace("-DADD_MASK"); + } mKernel_qk = runtime->buildKernel("attention_buf", "matmul_qk_div_mask", buildOption, inputs[0], outputs[0]); mGlobalWorkSizeQk = {static_cast(UP_DIV(seq_len, 4)), static_cast(mNumHead), static_cast(UP_DIV(mKv_seq_len, 4))}; auto maxWorkGroupSize = static_cast(runtime->getMaxWorkGroupSize(mKernel_qk)); @@ -209,7 +203,7 @@ ErrorCode AttentionBufImpl::onResize(Backend *backend, const std::vectorgetMaxWorkItemSizes()[0], mMaxWorkGroupSize); + auto MaxLocalSize = std::min(std::min(runtime->getMaxWorkItemSizes()[0], mMaxWorkGroupSize), static_cast(512)); int localSize = getLocalSize(mKv_seq_len, MaxLocalSize); if(localSize < 4){ localSize = 1; @@ -269,10 +263,7 @@ ErrorCode AttentionBufImpl::onResize(Backend *backend, const std::vectorbuildKernel("attention_buf", "matmul_qkv", buildOption, inputs[0], outputs[0]); auto maxWorkGroupSize = static_cast(runtime->getMaxWorkGroupSize(mKernel_qkv)); - mGlobalWorkSizeQkv = {static_cast(UP_DIV(seq_len, 4)), static_cast(mNumHead), static_cast(mHeadDim)}; - if(mIsDecode){ - mGlobalWorkSizeQkv = {static_cast(1), static_cast(mNumHead), static_cast(UP_DIV(mHeadDim, 4))}; - } + mGlobalWorkSizeQkv = {static_cast(UP_DIV(seq_len, 4)), static_cast(mNumHead), static_cast(UP_DIV(mHeadDim, 4))}; uint32_t index = 0; cl_int ret = CL_SUCCESS; diff --git a/source/backend/opencl/execution/buffer/AttentionBufExecution.hpp b/source/backend/opencl/execution/buffer/AttentionBufExecution.hpp index 1d6ac005b..20ee66ec6 100644 --- a/source/backend/opencl/execution/buffer/AttentionBufExecution.hpp +++ b/source/backend/opencl/execution/buffer/AttentionBufExecution.hpp @@ -61,6 +61,7 @@ class AttentionBufImpl { int mSoftmaxShape[4]; cl_recording_qcom mRecording{NULL}; std::vector mOpRecordUpdateInfo; + int mByte = 4; }; class AttentionBufExecution : public CommonExecution { diff --git a/source/backend/opencl/execution/buffer/BinaryBufExecution.cpp b/source/backend/opencl/execution/buffer/BinaryBufExecution.cpp index 2455d7943..35c98970c 100644 --- a/source/backend/opencl/execution/buffer/BinaryBufExecution.cpp +++ b/source/backend/opencl/execution/buffer/BinaryBufExecution.cpp @@ -257,20 +257,33 @@ ErrorCode BinaryBufExecution::onEncode(const std::vector &inputs, cons #endif /* MNN_SUPPORT_INTEL_SUBGROUP */ int shape[4] = {outputShape[0], outputShape[1], outputShape[2], UP_DIV(outputShape[3], 4)}; int fullCount[2] = {1, 1}; + fullCount[0] = realSize(inputs[0]) == 1 ? 0 : 1; + fullCount[1] = realSize(inputs[1]) == 1 ? 0 : 1; int activationType = 0; if(mOp->type() == OpType_BinaryOp) { activationType = mOp->main_as_BinaryOp()->activationType(); } auto &unit = mUnits[0]; - unit.kernel = runTime->buildKernel("binary_buf", "binary_buf", mBuildOptions, inputs[0], output); + + std::set buildOptions = mBuildOptions; + int wh_pack = 1; + if((outputShape[1]*outputShape[2]) % 4 == 0) { + wh_pack = 4; + buildOptions.emplace("-DWH_PACK4"); + } + if(fullCount[0] == 0) { + buildOptions.emplace("-DA_SINGLE"); + } + if(fullCount[1] == 0) { + buildOptions.emplace("-DB_SINGLE"); + } + unit.kernel = runTime->buildKernel("binary_buf", "binary_buf", buildOptions, inputs[0], output); mMaxWorkGroupSize = static_cast(runTime->getMaxWorkGroupSize(unit.kernel)); mGlobalWorkSize = {(uint32_t)UP_DIV(outputShape[3], 4) * outputShape[0], - (uint32_t)outputShape[1]*outputShape[2]}; - fullCount[0] = realSize(inputs[0]) == 1 ? 0 : 1; - fullCount[1] = realSize(inputs[1]) == 1 ? 0 : 1; - + (uint32_t)UP_DIV(outputShape[1]*outputShape[2], wh_pack)}; + uint32_t index = 0; cl_int ret = CL_SUCCESS; ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[0]); @@ -284,7 +297,7 @@ ErrorCode BinaryBufExecution::onEncode(const std::vector &inputs, cons MNN_CHECK_CL_SUCCESS(ret, "setArg BinaryBufExecution"); std::string name = "binary_buf"; - mLocalWorkSize = localWS2DDefault(mGlobalWorkSize, mMaxWorkGroupSize, openCLBackend->getOpenCLRuntime(), name, unit.kernel).first; + mLocalWorkSize = {(uint32_t)16, (uint32_t)16}; unit.globalWorkSize = {mGlobalWorkSize[0], mGlobalWorkSize[1]}; unit.localWorkSize = {mLocalWorkSize[0], mLocalWorkSize[1]}; @@ -293,7 +306,15 @@ ErrorCode BinaryBufExecution::onEncode(const std::vector &inputs, cons fullCount[0] = 1; fullCount[1] = realSize(inputs[i]) == 1 ? 0 : 1; auto &unit = mUnits[i-1]; - unit.kernel = runTime->buildKernel("binary_buf", "binary_buf", mBuildOptions, inputs[i], output); + + std::set buildOptions = mBuildOptions; + if((outputShape[1]*outputShape[2]) % 4 == 0) { + buildOptions.emplace("-DWH_PACK4"); + } + if(fullCount[1] == 0) { + buildOptions.emplace("-DB_SINGLE"); + } + unit.kernel = runTime->buildKernel("binary_buf", "binary_buf", buildOptions, inputs[i], output); uint32_t index = 0; ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[0]); diff --git a/source/backend/opencl/execution/buffer/ConvBufExecution.cpp b/source/backend/opencl/execution/buffer/ConvBufExecution.cpp index e0d6697b9..fc3778133 100644 --- a/source/backend/opencl/execution/buffer/ConvBufExecution.cpp +++ b/source/backend/opencl/execution/buffer/ConvBufExecution.cpp @@ -335,10 +335,68 @@ ConvBufExecution::ConvBufExecution(const std::vector &inputs, const st int weightSize = 0; ConvolutionCommon::getConvParameters(&quanCommon, backend, conv2dParams, &mFilterDataPtr, &weightSize); //select opt conv method - mResource->mConv1x1Opt = (mResource->mKernelHeight == mResource->mKernelWidth && mResource->mKernelHeight == 1 && mPaddings[0] == 0 && - mPaddings[1] == 0 && mResource->mStrides[0] == 1 && mResource->mStrides[1] == 1 && inputs[0]->width() >= 4); + bool isConv1x1 = (mResource->mKernelHeight == mResource->mKernelWidth && mResource->mKernelHeight == 1 && mPaddings[0] == 0 && + mPaddings[1] == 0 && mResource->mStrides[0] == 1 && mResource->mStrides[1] == 1); + bool useConvGemm = isConv1x1 && inputs[0]->width() == 1 && inputs[0]->height() == 1; + if (useConvGemm) { + // Enough computation + bool isTotalLarge = (inputs[0]->batch() * 1.0 / 512 * mResource->mInputChannel / 512 * mResource->mOutputChannel / 512 > 1.0); + bool isEachDimLarge = (inputs[0]->batch() > 256 && mResource->mInputChannel > 128 && mResource->mOutputChannel > 256); + if(isTotalLarge && isEachDimLarge) { + mResource->mConvGemmOptLevel = 2; + } else if(isTotalLarge && inputs[0]->batch() % 64 == 0 && mResource->mInputChannel % 8 == 0 && mResource->mOutputChannel % 64 == 0) { + mResource->mConvGemmOptLevel = 1; + } + } + mResource->mConv1x1Opt = isConv1x1 && inputs[0]->width() >= 4; } - if (mResource->mConv1x1Opt) { + if (mResource->mConvGemmOptLevel > 0) { + // Tile Match with mConvGemmOptLevel == 2 + int tileK = 32; + int tileN = 128; + + if(mResource->mConvGemmOptLevel == 1) { + tileK = 8; + tileN = 64; + } + + int buffer_size = ROUND_UP(mResource->mOutputChannel, tileN) * ROUND_UP(mResource->mInputChannel, tileK); + mResource->mFilter.reset( + Tensor::createDevice({buffer_size})); + mOpenCLBackend->onAcquireBuffer(mResource->mFilter.get(), Backend::STATIC); + + if (mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()) { + buffer_size *= sizeof(half_float::half); + } else { + buffer_size *= sizeof(float); + } + + cl::Buffer &filterBuffer = openCLBuffer(mResource->mFilter.get()); + cl_int error; + auto ptrCL = mOpenCLBackend->getOpenCLRuntime()->commandQueue().enqueueMapBuffer( + filterBuffer, true, CL_MAP_WRITE, 0, buffer_size, nullptr, nullptr, &error); + if(nullptr != ptrCL && error == CL_SUCCESS){ + memset((void *)ptrCL, 0, buffer_size); + if (mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()) { + // [Ci, Co] ( [K, N] ) + for (int o = 0; o < mResource->mOutputChannel; o++) { + for (int i = 0; i < mResource->mInputChannel; i++) { + ((half_float::half *)ptrCL)[i * ROUND_UP(mResource->mOutputChannel, tileN) + o] = (half_float::half)(mFilterDataPtr[o * mResource->mInputChannel + i]); + } + } + } else { + for (int o = 0; o < mResource->mOutputChannel; o++) { + for (int i = 0; i < mResource->mInputChannel; i++) { + ((float *)ptrCL)[i * ROUND_UP(mResource->mOutputChannel, tileN) + o] = (mFilterDataPtr[o * mResource->mInputChannel + i]); + } + } + } + }else{ + MNN_ERROR("Map error filterPtrCL == nullptr \n"); + } + mOpenCLBackend->getOpenCLRuntime()->commandQueue().enqueueUnmapMemObject(filterBuffer, ptrCL); + + } else if (mResource->mConv1x1Opt) { //At first, set packCout equal to 4 if(mResource->mOutputChannel >= 16){ setConv1x1WeightBuffer(8, 4, mFilterDataPtr); @@ -448,8 +506,173 @@ ErrorCode ConvBufExecution::onResize(const std::vector &inputs, const mPaddings[0] = padding.second;//padY mPaddings[1] = padding.first;//padX + // printf("nchw %d %d %d %d, cohw %d %d %d, khw %d %d gemm:%d \n", inputs[0]->batch(), inputs[0]->channel(), inputs[0]->height(), inputs[0]->width(), outputs[0]->channel(), outputs[0]->height(), outputs[0]->width(), mResource->mKernelWidth, mResource->mKernelHeight, mResource->mConvGemmOptLevel); + std::string info = std::to_string(inputChannels) + "_" + std::to_string(outChannel) + "_" + std::to_string(mResource->mKernelHeight) + "_" + std::to_string(mResource->mKernelWidth) + "_" + std::to_string(mResource->mStrides[0]) + "_" + std::to_string(mResource->mStrides[1]) + "_" + std::to_string(mResource->mDilations[0]) + "_" + std::to_string(mResource->mDilations[1]); - if (mResource->mConv1x1Opt) { + + if (mResource->mConvGemmOptLevel == 2) { + // set large tile + int tileM = 128; + int tileN = 128; + int tileK = 32; + int localM = 32; + int localN = 8; + int M = outputShape.at(0); + int N = outputShape.at(3); + int K = inputShape.at(3); + int alignM = ROUND_UP(M, tileM); + int alignN = ROUND_UP(N, tileN); + int alignK = ROUND_UP(K, tileK); + + // ReArrange input + mConvGemmInpTensor.reset(Tensor::createDevice({alignK * alignM})); + mConvGemmOutTensor.reset(Tensor::createDevice({alignN * alignM})); + mOpenCLBackend->onAcquireBuffer(mConvGemmInpTensor.get(), Backend::DYNAMIC); + mOpenCLBackend->onAcquireBuffer(mConvGemmOutTensor.get(), Backend::DYNAMIC); + mOpenCLBackend->onReleaseBuffer(mConvGemmOutTensor.get(), Backend::DYNAMIC); + mOpenCLBackend->onReleaseBuffer(mConvGemmInpTensor.get(), Backend::DYNAMIC); + { + std::set buildOptions; + mPreKernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("gemm_buf", "transpose_pad", buildOptions); + uint32_t maxWorkGroupSize = static_cast(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mPreKernel)); + mPreGlobalWorkSize = {static_cast(alignM/4), static_cast(alignK/4)}; + + int offset = 0; + int idx = 0; + cl_int ret = CL_SUCCESS; + ret |= mPreKernel->get().setArg(idx++, static_cast(mPreGlobalWorkSize[0])); + ret |= mPreKernel->get().setArg(idx++, static_cast(mPreGlobalWorkSize[1])); + ret |= mPreKernel->get().setArg(idx++, static_cast(alignM)); + ret |= mPreKernel->get().setArg(idx++, static_cast(alignK)); + ret |= mPreKernel->get().setArg(idx++, static_cast(M)); + ret |= mPreKernel->get().setArg(idx++, static_cast(K)); + ret |= mPreKernel->get().setArg(idx++, openCLBuffer(input)); + ret |= mPreKernel->get().setArg(idx++, openCLBuffer(mConvGemmInpTensor.get())); + MNN_CHECK_CL_SUCCESS(ret, "setArg mConvgemmOptLevel==2 PreKernel"); + mPreLocalWorkSize = localWS2DDefault(mPreGlobalWorkSize, maxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), "transpose_pad", mPreKernel).first; + + mOpenCLBackend->recordKernel2d(mPreKernel, mPreGlobalWorkSize, mPreLocalWorkSize); + mPreGlobalWorkSize[0] = ROUND_UP(mPreGlobalWorkSize[0], std::max((uint32_t)1, mPreLocalWorkSize[0])); + mPreGlobalWorkSize[1] = ROUND_UP(mPreGlobalWorkSize[1], std::max((uint32_t)1, mPreLocalWorkSize[1])); + } + std::set buildOptions = mResource->mBuildOptions; + + // Can't add bias now, for slow speed +// buildOptions.emplace(" -DBIAS"); + + buildOptions.emplace(" -DGEMMK=0 -DKREG=1 -DKWG=32 -DKWI=2 -DMDIMA=32 -DMDIMC=32 -DMWG=128 -DNDIMB=8 -DNDIMC=8 -DNWG=128 -DSA=0 -DSB=0 -DSTRM=0 -DSTRN=1 -DVWM=2 -DVWN=8 -DOUTPUTMN"); + + if(mOpenCLBackend->getOpenCLRuntime()->getGpuType() == GpuType::ADRENO) { + buildOptions.emplace("-DUSE_CL_MAD=1"); + buildOptions.emplace("-DRELAX_WORKGROUP_SIZE=1"); + } + if(mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()){ + buildOptions.emplace(" -DPRECISION=16"); + } else { + buildOptions.emplace(" -DPRECISION=32"); + } + + mKernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("matmul_params_buf", "Xgemm", buildOptions); + + int out_per_thread_m = tileM / localM; + int out_per_thread_n = tileN / localN; + + mGlobalWorkSize = {static_cast(alignM/out_per_thread_m), static_cast(alignN/out_per_thread_n)}; + mLocalWorkSize = {static_cast(localM), static_cast(localN)}; + + float alpha = 1.0; + float beta = 0.0f; + int offset = 0; + int idx = 0; + cl_int ret = CL_SUCCESS; + ret |= mKernel->get().setArg(idx++, static_cast(alignM)); + ret |= mKernel->get().setArg(idx++, static_cast(alignN)); + ret |= mKernel->get().setArg(idx++, static_cast(alignK)); + ret |= mKernel->get().setArg(idx++, alpha); + ret |= mKernel->get().setArg(idx++, beta); + ret |= mKernel->get().setArg(idx++, openCLBuffer(mConvGemmInpTensor.get())); + ret |= mKernel->get().setArg(idx++, openCLBuffer(mResource->mFilter.get())); +// ret |= mKernel->get().setArg(idx++, openCLBuffer(mResource->mBias.get())); + ret |= mKernel->get().setArg(idx++, openCLBuffer(mConvGemmOutTensor.get())); + ret |= mKernel->get().setArg(idx++, offset); + ret |= mKernel->get().setArg(idx++, offset); + ret |= mKernel->get().setArg(idx++, offset); + + MNN_CHECK_CL_SUCCESS(ret, "setArg Conv1x1Buf mConvgemmOptLevel==2 Kernel Select"); + mOpenCLBackend->recordKernel2d(mKernel, mGlobalWorkSize, mLocalWorkSize); + mGlobalWorkSize[0] = ROUND_UP(mGlobalWorkSize[0], std::max((uint32_t)1, mLocalWorkSize[0])); + mGlobalWorkSize[1] = ROUND_UP(mGlobalWorkSize[1], std::max((uint32_t)1, mLocalWorkSize[1])); + + { + std::set buildOptions; + mPostKernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("gemm_buf", "add_bias", buildOptions); + uint32_t maxWorkGroupSize = static_cast(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mPostKernel)); + + mPostGlobalWorkSize = {static_cast(M), static_cast(UP_DIV(N, 16))}; + + int offset = 0; + int idx = 0; + cl_int ret = CL_SUCCESS; + ret |= mPostKernel->get().setArg(idx++, static_cast(mPostGlobalWorkSize[0])); + ret |= mPostKernel->get().setArg(idx++, static_cast(mPostGlobalWorkSize[1])); + ret |= mPostKernel->get().setArg(idx++, static_cast(alignM)); + ret |= mPostKernel->get().setArg(idx++, static_cast(alignN)); + ret |= mPostKernel->get().setArg(idx++, static_cast(M)); + ret |= mPostKernel->get().setArg(idx++, static_cast(N)); + ret |= mPostKernel->get().setArg(idx++, openCLBuffer(mConvGemmOutTensor.get())); + ret |= mPostKernel->get().setArg(idx++, openCLBuffer(mResource->mBias.get())); + ret |= mPostKernel->get().setArg(idx++, openCLBuffer(output)); + + MNN_CHECK_CL_SUCCESS(ret, "setArg mConvgemmOptLevel==2 PostKernel"); + mPostLocalWorkSize = localWS2DDefault(mPostGlobalWorkSize, maxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), "add_bias", mPostKernel).first; + mOpenCLBackend->recordKernel2d(mPostKernel, mPostGlobalWorkSize, mPostLocalWorkSize); + mPostGlobalWorkSize[0] = ROUND_UP(mPostGlobalWorkSize[0], std::max((uint32_t)1, mPostLocalWorkSize[0])); + mPostGlobalWorkSize[1] = ROUND_UP(mPostGlobalWorkSize[1], std::max((uint32_t)1, mPostLocalWorkSize[1])); + + mOpenCLBackend->endRecord(mRecording); + } + return NO_ERROR; + } else if (mResource->mConvGemmOptLevel == 1) { + // set small tile + int tileM = 64; + int tileN = 64; + int tileK = 8; + int localM = 16; + int localN = 16; + int M = outputShape.at(0); + int N = outputShape.at(3); + int K = inputShape.at(3); + + std::set buildOptions = mResource->mBuildOptions;; + buildOptions.emplace(" -DBIAS"); + + if(N % 128 == 0) { + tileN = 128; + buildOptions.emplace(" -DOPWM=64 -DOPWN=128 -DCPWK=8 -DOPTM=4 -DOPTN=8"); + } else { + buildOptions.emplace(" -DOPWM=64 -DOPWN=64 -DCPWK=8 -DOPTM=4 -DOPTN=4"); + } + + + mKernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("matmul_local_buf", "matmul_local_buf", buildOptions); + int out_per_thread_m = tileM / localM; + int out_per_thread_n = tileN / localN; + + mGlobalWorkSize = {static_cast(M/out_per_thread_m), static_cast(N/out_per_thread_n)}; + mLocalWorkSize = {static_cast(localM), static_cast(localN)}; + + int idx = 0; + cl_int ret = CL_SUCCESS; + ret |= mKernel->get().setArg(idx++, static_cast(M)); + ret |= mKernel->get().setArg(idx++, static_cast(N)); + ret |= mKernel->get().setArg(idx++, static_cast(K)); + ret |= mKernel->get().setArg(idx++, openCLBuffer(input)); + ret |= mKernel->get().setArg(idx++, openCLBuffer(mResource->mFilter.get())); + ret |= mKernel->get().setArg(idx++, openCLBuffer(mResource->mBias.get())); + ret |= mKernel->get().setArg(idx++, openCLBuffer(output)); + + MNN_CHECK_CL_SUCCESS(ret, "setArg Conv1x1Buf mConvgemmOptLevel==1 Kernel Select"); + } else if (mResource->mConv1x1Opt) { // {"conv_2d_1x1_c4h1w4", "conv_2d_1x1_c4h1w2", "conv_2d_1x1_c4h1w1", "conv_2d_1x1_c8h1w4"}; const int total_kernel = 3; @@ -503,14 +726,13 @@ ErrorCode ConvBufExecution::onResize(const std::vector &inputs, const std::pair, int> retTune; retTune = gws2dLwsTune(kernel[knl_idx], globalWorkSize[knl_idx], kernelName[knl_idx] + info, maxWorkGroupSize); - //printf("cov1x1 %d, %d\n", knl_idx, retTune.second); if(min_cost.first > retTune.second) { min_cost.first = retTune.second; min_cost.second = knl_idx; mLocalWorkSize = {retTune.first[0], retTune.first[1]}; } } - + std::shared_ptr quanCommon; int min_index = min_cost.second; mGlobalWorkSize = {globalWorkSize[min_index][0], globalWorkSize[min_index][1]}; @@ -607,7 +829,7 @@ ErrorCode ConvBufExecution::onResize(const std::vector &inputs, const } int min_index = min_cost.second; mGlobalWorkSize = {globalWorkSize[min_index][0], globalWorkSize[min_index][1]}; - + std::set buildOption = mResource->mBuildOptions; if(outputShape.at(3) % itemC[min_index] != 0){ buildOption.emplace("-DCHANNEL_LEAVE"); @@ -669,9 +891,40 @@ ErrorCode ConvBufExecution::onExecute(const std::vector &inputs, const } } #ifdef ENABLE_OPENCL_TIME_PROFILER + if (mPreKernel) { + cl::Event event0; + runKernel2D(mPreKernel, mPreGlobalWorkSize, mPreLocalWorkSize, mOpenCLBackend->getOpenCLRuntime(), &event0); + mOpenCLBackend->getOpenCLRuntime()->pushEvent({"ConvBuf2D-gemm2-0", event0}); + } cl::Event event; runKernel2D(mKernel, mGlobalWorkSize, mLocalWorkSize, mOpenCLBackend->getOpenCLRuntime(), &event); - mOpenCLBackend->getOpenCLRuntime()->pushEvent({"ConvBuf2D", event}); + std::string name = "ConvBuf2D"; + std::string b = std::to_string(inputs[0]->batch()); + std::string ci = std::to_string(inputs[0]->channel()); + std::string hi = std::to_string(inputs[0]->height()); + std::string wi = std::to_string(inputs[0]->width()); + std::string co = std::to_string(outputs[0]->channel()); + std::string ho = std::to_string(outputs[0]->height()); + std::string wo = std::to_string(outputs[0]->width()); + std::string kh = std::to_string(mResource->mKernelHeight); + std::string kw = std::to_string(mResource->mKernelWidth); + std::string total = std::to_string(1.0 / 1000000 * inputs[0]->batch() * inputs[0]->channel() * outputs[0]->channel() * outputs[0]->height() * outputs[0]->width() * mResource->mKernelHeight * mResource->mKernelWidth); + if (mResource->mConvGemmOptLevel > 0) { + name += "-gemm"; + name += std::to_string(mResource->mConvGemmOptLevel) + "-m" + b + "n" + co + "k" + ci; + } else if (mResource->mConv1x1Opt) { + name += "-conv1x1"; + name += "-b" + b + "ci" + ci + "hi" + hi + "wi" + wi + "co" + co; + } else { + name += "-ori-b" + b + "ci" + ci + "hi" + hi + "wi" + wi + "co" + co+ "ho" + ho + "wo" + wo + "kh" + kh + "kw" + kw; + } + name += "-total:" + total + "*10^6"; + mOpenCLBackend->getOpenCLRuntime()->pushEvent({name.c_str(), event}); + if (mPostKernel) { + cl::Event event2; + runKernel2D(mPostKernel, mPostGlobalWorkSize, mPostLocalWorkSize, mOpenCLBackend->getOpenCLRuntime(), &event2); + mOpenCLBackend->getOpenCLRuntime()->pushEvent({"ConvBuf2D-gemm2-2", event2}); + } #else if(mOpenCLBackend->isUseRecordQueue()){ mOpenCLBackend->addRecord(mRecording, mOpRecordUpdateInfo); @@ -680,7 +933,13 @@ ErrorCode ConvBufExecution::onExecute(const std::vector &inputs, const #endif return NO_ERROR; } + if (mPreKernel) { + runKernel2D(mPreKernel, mPreGlobalWorkSize, mPreLocalWorkSize, mOpenCLBackend->getOpenCLRuntime()); + } runKernel2D(mKernel, mGlobalWorkSize, mLocalWorkSize, mOpenCLBackend->getOpenCLRuntime()); + if (mPostKernel) { + runKernel2D(mPostKernel, mPostGlobalWorkSize, mPostLocalWorkSize, mOpenCLBackend->getOpenCLRuntime()); + } #endif #ifdef LOG_VERBOSE diff --git a/source/backend/opencl/execution/buffer/ConvBufExecution.hpp b/source/backend/opencl/execution/buffer/ConvBufExecution.hpp index 06fd52127..d5477c603 100644 --- a/source/backend/opencl/execution/buffer/ConvBufExecution.hpp +++ b/source/backend/opencl/execution/buffer/ConvBufExecution.hpp @@ -33,6 +33,12 @@ struct ConvBufResource { std::set mBuildOptions; bool mConv1x1Opt = false; bool mConv1x1C8Opt = false; + /* + 0 -> not use + 1 -> use small tile + 2 -> use quieter large tile + */ + int mConvGemmOptLevel = 0; std::shared_ptr mRasterExe; bool mUseImage = false; }; @@ -67,6 +73,14 @@ class ConvBufExecution : public ConvBufCommonExecution, public CommonExecution { std::vector mGlobalWorkSize{1, 1, 1}; std::vector mLocalWorkSize{1, 1, 1, 1}; std::shared_ptr mKernel; + std::shared_ptr mConvGemmInpTensor; + std::shared_ptr mConvGemmOutTensor; + std::shared_ptr mPreKernel = nullptr; + std::vector mPreGlobalWorkSize{1, 1, 1}; + std::vector mPreLocalWorkSize{1, 1, 1, 1}; + std::shared_ptr mPostKernel = nullptr; + std::vector mPostGlobalWorkSize{1, 1, 1}; + std::vector mPostLocalWorkSize{1, 1, 1, 1}; const float* mFilterDataPtr = nullptr; }; diff --git a/source/backend/opencl/execution/buffer/ConvBufLowMemoryExecution.cpp b/source/backend/opencl/execution/buffer/ConvBufLowMemoryExecution.cpp index af8012c8a..a7b1cc817 100644 --- a/source/backend/opencl/execution/buffer/ConvBufLowMemoryExecution.cpp +++ b/source/backend/opencl/execution/buffer/ConvBufLowMemoryExecution.cpp @@ -361,9 +361,9 @@ void ConvBufLowMemoryExecution::tuneGemmLowMemory(Tensor * input, Tensor * outpu } std::string info = std::to_string(inputChannels) + "_" + std::to_string(outChannel); if(batch > 1){ - global_y = UP_DIV(batch, 2) * height; - buildOption.emplace("-DBACTH_BLOCK2"); - info += "_BATCH_BLOCK2"; + global_y = UP_DIV(batch, 4) * height; + buildOption.emplace("-DBACTH_BLOCK4"); + info += "_BATCH_BLOCK4"; } int knl_idx = 0; actual_kernel = 3; diff --git a/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp b/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp index 8deb3dd50..5ddba38fb 100644 --- a/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp +++ b/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp @@ -29,14 +29,8 @@ bool ConvBufWinograd::valid(const Convolution2DCommon* common, const Tensor* inp if (isIntel) { return input->width() * input->height() <= 4096; } - if (output->channel() > 512) { - return false; - } - const int input_channel_limit = output->channel() <= 64 ? 1024 : 512; - if(input->channel() < 32 || input->channel() > input_channel_limit){ - return false; - } - return (input->width() <= 32 && input->height() <= 32); + + return input->channel() >= 32 && output->channel() >= 32 && input->width() < output->channel(); } ConvBufWinograd::ConvBufWinograd(const MNN::Op* op, Backend* backend) : CommonExecution(backend, op) { @@ -600,6 +594,63 @@ ErrorCode ConvBufWinograd::onEncode(const std::vector& inputs, const st return NO_ERROR; } + +ErrorCode ConvBufWinograd::onExecute(const std::vector &inputs, const std::vector &outputs) { + auto openCLBackend = static_cast(backend()); + auto runtime = openCLBackend->getOpenCLRuntime(); +#ifdef ENABLE_OPENCL_TIME_PROFILER + int idx = 0; +#else + if(openCLBackend->isUseRecordQueue()){ + openCLBackend->addRecord(mRecording, mOpRecordUpdateInfo); + return NO_ERROR; + } +#endif + auto res = CL_SUCCESS; + for (auto &unit : mUnits) { + #ifdef ENABLE_OPENCL_TIME_PROFILER + cl::Event event; + res = runtime->commandQueue().enqueueNDRangeKernel(unit.kernel->get(), + cl::NullRange, + unit.globalWorkSize, + unit.localWorkSize, + nullptr, + &event); + std::string name = "Conv-winograd"; + + if(idx % 3 == 1) { + name += "-batchgemm"; + } else { + name += "-rearrange"; + } + auto wUnit = UP_DIV(outputs[0]->width(), UNIT); + auto hUnit = UP_DIV(outputs[0]->height(), UNIT); + auto icC4 = ROUND_UP(inputs[0]->channel(), 4); + + auto ocC4 = ROUND_UP(outputs[0]->channel(), 4); + int alpha = mKernelX + UNIT - 1; + + auto gemmHeight = ocC4; + auto gemmWidth = ROUND_UP(wUnit * hUnit, 4); + + std::string b = std::to_string(alpha*alpha); + std::string m = std::to_string(gemmWidth); + std::string n = std::to_string(gemmHeight); + std::string k = std::to_string(icC4); + std::string total = std::to_string(1.0 / 1000000 * alpha*alpha * gemmWidth * gemmHeight * icC4); + name += "-b" + b + "m" + m + "n" + n + "k" + k + "-total:" + total + "*10^6"; + runtime->pushEvent({name.c_str(), event}); + idx++; + #else + res = runtime->commandQueue().enqueueNDRangeKernel(unit.kernel->get(), + cl::NullRange, + unit.globalWorkSize, + unit.localWorkSize); + #endif + MNN_CHECK_CL_SUCCESS(res, "While-gemm execute"); + } + return NO_ERROR; +} } // namespace OpenCL } // namespace MNN diff --git a/source/backend/opencl/execution/buffer/ConvBufWinograd.hpp b/source/backend/opencl/execution/buffer/ConvBufWinograd.hpp index dc3c9a2e2..4cfe2abc7 100644 --- a/source/backend/opencl/execution/buffer/ConvBufWinograd.hpp +++ b/source/backend/opencl/execution/buffer/ConvBufWinograd.hpp @@ -34,6 +34,8 @@ class ConvBufWinograd : public CommonExecution { virtual bool onClone(Backend* bn, const Op* op, Execution** dst) override; static bool valid(const Convolution2DCommon* common, const Tensor* input, const Tensor* output, bool isIntel = false, int limit = 8192); std::vector getLocalWS(std::string kernelName, int index, std::vector &gws, const uint32_t maxWorkGroupSize, cl::Kernel mKernel); + virtual ErrorCode onExecute(const std::vector& inputs, const std::vector& outputs) override; + #ifdef MNN_SUPPORT_INTEL_SUBGROUP ErrorCode SubgroupOnResize(const std::vector &inputs, const std::vector &outputs); #endif /* MNN_SUPPORT_INTEL_SUBGROUP */ diff --git a/source/backend/opencl/execution/buffer/LayerNormBufExecution.cpp b/source/backend/opencl/execution/buffer/LayerNormBufExecution.cpp index 673713141..0f6b3f629 100644 --- a/source/backend/opencl/execution/buffer/LayerNormBufExecution.cpp +++ b/source/backend/opencl/execution/buffer/LayerNormBufExecution.cpp @@ -94,7 +94,7 @@ ErrorCode LayerNormBufExecution::onEncode(const std::vector &inputs, c Tensor *input = inputs[0]; Tensor *output = outputs[0]; auto runtime = ((OpenCLBackend *)backend())->getOpenCLRuntime(); - auto MaxLocalSize = std::min(runtime->getMaxWorkItemSizes()[0], mMaxWorkGroupSize) / 4; + auto MaxLocalSize = std::min(std::min(runtime->getMaxWorkItemSizes()[0], mMaxWorkGroupSize), (uint32_t)256); std::vector inputShape = tensorShapeFormat(input); std::vector outputShape = tensorShapeFormat(output); @@ -122,7 +122,7 @@ ErrorCode LayerNormBufExecution::onEncode(const std::vector &inputs, c } inner_size /= group_; } - +// printf("out:%d in:%d, %d %d %d %d, %d\n", outter_size, inner_size, inputBatch, inputHeight, inputWidth, inputChannels, group_); std::set buildOptions; if(RMSNorm){ buildOptions.emplace("-DRMSNORM"); @@ -302,7 +302,7 @@ class LayerNormBufCreator : public OpenCLBackend::Creator { TensorUtils::setTensorSupportPack(outputs[i], false); } const auto* layer_norm_param = op->main_as_LayerNorm(); - return new LayerNormBufExecution(inputs, op, backend); + return new LayerNormBufExecution(inputs, op, backend); } }; diff --git a/source/backend/opencl/execution/buffer/LoopBufExecution.cpp b/source/backend/opencl/execution/buffer/LoopBufExecution.cpp index 60d795ea2..55a624f78 100644 --- a/source/backend/opencl/execution/buffer/LoopBufExecution.cpp +++ b/source/backend/opencl/execution/buffer/LoopBufExecution.cpp @@ -12,42 +12,104 @@ namespace MNN { namespace OpenCL { - + static void _TileOrPackTensor(Tensor *input, Tensor *output, std::shared_ptr& kernelW, cl::NDRange &globalWorkSize, - cl::NDRange &localWorkSize, const int Width, const int Height, const int Channel, - const int Batch, OpenCLBackend *bn, const std::string &KernelName, std::set buildOptions) { + cl::NDRange &localWorkSize, const int Width, const int Height, const int Channel, + const int Batch, OpenCLBackend *bn, const std::string& KernelName, std::set buildOptions, + const int WidthPad, const int HeightPad, const int ChannelPad) { + bool fastTileTranspose = false; if (TensorUtils::getDescribe(output)->dimensionFormat == MNN::MNN_DATA_FORMAT_NHWC || TensorUtils::getDescribe(input)->dimensionFormat == MNN::MNN_DATA_FORMAT_NHWC){ buildOptions.emplace("-DMNN_NHWC"); + } else { + if (KernelName == "tile_buf" && buildOptions.find("-DTRANSPOSE") != buildOptions.end() && (buildOptions.find("-DDIMENSION_3") != buildOptions.end() || buildOptions.find("-DDIMENSION_4") != buildOptions.end())) { + fastTileTranspose = true; + } + } + + std::string runKernelName = KernelName; + unsigned int tileW = 64; + unsigned int tileC = 64; + unsigned int tileH = 64; + unsigned int localW = 8; + unsigned int localC = 8; + unsigned int localH = 8; + if(fastTileTranspose) { + if(buildOptions.find("-DDIMENSION_4") != buildOptions.end()) { + runKernelName = "tile_trans_4d_buf"; + // match with tileW tileH tileW/localW tileH/localH + buildOptions.emplace(" -DWGSW=64 -DWGSH=64 -DTSW=8 -DTSH=8"); + } else { + runKernelName = "tile_trans_3d_buf"; + // match with tileW tileH tileW/localW tileH/localH + buildOptions.emplace(" -DWGSC=64 -DWGSH=64 -DTSC=8 -DTSH=8"); + } + } if(input->getType().code == halide_type_int){ - kernelW = bn->getOpenCLRuntime()->buildKernel("loop_buf", KernelName, buildOptions, input, input); + kernelW = bn->getOpenCLRuntime()->buildKernel("loop_buf", runKernelName, buildOptions, input, input); }else if (output->getType().code == halide_type_int){ - kernelW = bn->getOpenCLRuntime()->buildKernel("loop_buf", KernelName, buildOptions, output, output); + kernelW = bn->getOpenCLRuntime()->buildKernel("loop_buf", runKernelName, buildOptions, output, output); }else { - kernelW = bn->getOpenCLRuntime()->buildKernel("loop_buf", KernelName, buildOptions, input, output); + kernelW = bn->getOpenCLRuntime()->buildKernel("loop_buf", runKernelName, buildOptions, input, output); } auto kernel = kernelW->get(); uint32_t mMaxWorkGroupSize = static_cast(bn->getOpenCLRuntime()->getMaxWorkGroupSize(kernelW)); - std::vector mGlobalWorkSize = {(uint32_t)(Width * Height), (uint32_t)(UP_DIV(Channel, 4)), (uint32_t)(Batch)}; + + if(fastTileTranspose) { + int w_per_thread = tileW / localW; + int h_per_thread = tileH / localH; + std::vector mGlobalWorkSize = {(uint32_t)WidthPad/w_per_thread, (uint32_t)HeightPad/h_per_thread, (uint32_t)(UP_DIV(ChannelPad, 4)*Batch)}; + std::vector mLocalWorkSize = {localW, localH, 1}; + + if(buildOptions.find("-DDIMENSION_3") != buildOptions.end()) { + int c_per_thread = tileC / localC; + int h_per_thread = tileH / localH; + mGlobalWorkSize = {(uint32_t)ChannelPad/c_per_thread, (uint32_t)HeightPad/h_per_thread, (uint32_t)Batch}; + mLocalWorkSize = {localC, localH, 1}; + } - uint32_t index = 0; - cl_int ret = CL_SUCCESS; - ret |= kernel.setArg(index++, mGlobalWorkSize[0]); - ret |= kernel.setArg(index++, mGlobalWorkSize[1]); - ret |= kernel.setArg(index++, mGlobalWorkSize[2]); - ret |= kernel.setArg(index++, openCLBuffer(input)); - ret |= kernel.setArg(index++, openCLBuffer(output)); - ret |= kernel.setArg(index++, Width); - ret |= kernel.setArg(index++, Height); - ret |= kernel.setArg(index++, Channel); - MNN_CHECK_CL_SUCCESS(ret, "setArg LoopBuf _TileOrPackTensor"); - - std::vector mLocalWorkSize = localWS3DDefault(mGlobalWorkSize, mMaxWorkGroupSize, bn->getOpenCLRuntime(), KernelName, kernelW).first; - - globalWorkSize = {mGlobalWorkSize[0], mGlobalWorkSize[1], mGlobalWorkSize[2]}; - localWorkSize = {mLocalWorkSize[0], mLocalWorkSize[1], mLocalWorkSize[2]}; - bn->recordKernel3d(kernelW, mGlobalWorkSize, mLocalWorkSize); + uint32_t index = 0; + cl_int ret = CL_SUCCESS; + ret |= kernel.setArg(index++, openCLBuffer(input)); + ret |= kernel.setArg(index++, openCLBuffer(output)); + ret |= kernel.setArg(index++, WidthPad); + ret |= kernel.setArg(index++, HeightPad); + ret |= kernel.setArg(index++, ChannelPad); + ret |= kernel.setArg(index++, Batch); + ret |= kernel.setArg(index++, Width); + ret |= kernel.setArg(index++, Height); + ret |= kernel.setArg(index++, Channel); + MNN_CHECK_CL_SUCCESS(ret, "setArg LoopBuf _TileOrPackTensor tile_transpose_fast_buf"); + + globalWorkSize = {mGlobalWorkSize[0], mGlobalWorkSize[1], mGlobalWorkSize[2]}; + localWorkSize = {mLocalWorkSize[0], mLocalWorkSize[1], mLocalWorkSize[2]}; + bn->recordKernel3d(kernelW, mGlobalWorkSize, mLocalWorkSize); + } else { + std::vector mGlobalWorkSize = {(uint32_t)WidthPad, (uint32_t)HeightPad, (uint32_t)(UP_DIV(ChannelPad, 4)*Batch)}; + + uint32_t index = 0; + cl_int ret = CL_SUCCESS; + ret |= kernel.setArg(index++, mGlobalWorkSize[0]); + ret |= kernel.setArg(index++, mGlobalWorkSize[1]); + ret |= kernel.setArg(index++, mGlobalWorkSize[2]); + ret |= kernel.setArg(index++, openCLBuffer(input)); + ret |= kernel.setArg(index++, openCLBuffer(output)); + ret |= kernel.setArg(index++, WidthPad); + ret |= kernel.setArg(index++, HeightPad); + ret |= kernel.setArg(index++, ChannelPad); + ret |= kernel.setArg(index++, Batch); + ret |= kernel.setArg(index++, Width); + ret |= kernel.setArg(index++, Height); + ret |= kernel.setArg(index++, Channel); + MNN_CHECK_CL_SUCCESS(ret, "setArg LoopBuf _TileOrPackTensor"); + + std::vector mLocalWorkSize = localWS3DDefault(mGlobalWorkSize, mMaxWorkGroupSize, bn->getOpenCLRuntime(), KernelName, kernelW).first; + + globalWorkSize = {mGlobalWorkSize[0], mGlobalWorkSize[1], mGlobalWorkSize[2]}; + localWorkSize = {mLocalWorkSize[0], mLocalWorkSize[1], mLocalWorkSize[2]}; + bn->recordKernel3d(kernelW, mGlobalWorkSize, mLocalWorkSize); + } } static void _setTensorStack(std::vector &result, const std::vector &inputs, @@ -63,246 +125,547 @@ static void _setTensorStack(std::vector &result, const std::vectortensorNumber()); - auto cmd = loop->commands()->GetAs(0); - } - ErrorCode LoopGatherBufExecution::onEncode(const std::vector &inputs, const std::vector &outputs) { - auto cmd = mLoop->commands()->GetAs(0); - OpenCLBackend *mOpenCLBackend = (OpenCLBackend *)backend(); - auto runTime = mOpenCLBackend->getOpenCLRuntime(); - _setTensorStack(mTensors, inputs, outputs, mLoop); - mUnits.clear(); - mOffsetTensors.clear(); - int x = cmd->size()->data()[0]; - int y = cmd->size()->data()[1]; - int z = cmd->size()->data()[2]; - int n = mLoop->loopNumber(); - int inputSize = mTensors[cmd->indexes()->data()[1]]->elementSize(); - - auto srcStride = cmd->view()->GetAs(1)->stride()->data(); - auto dstStride = cmd->view()->GetAs(0)->stride()->data(); - for (int i = 0; i < 3; ++i) { +LoopGatherBufExecution::LoopGatherBufExecution(const LoopParam *loop, const MNN::Op *op, Backend *bn) +: CommonExecution(bn, op) { + mLoop = loop; + mTensors.resize(mLoop->tensorNumber()); + auto cmd = loop->commands()->GetAs(0); +} +ErrorCode LoopGatherBufExecution::onEncode(const std::vector &inputs, const std::vector &outputs) { + auto cmd = mLoop->commands()->GetAs(0); + OpenCLBackend *mOpenCLBackend = (OpenCLBackend *)backend(); + auto runTime = mOpenCLBackend->getOpenCLRuntime(); + _setTensorStack(mTensors, inputs, outputs, mLoop); + mUnits.clear(); + mOffsetTensors.clear(); + int x = cmd->size()->data()[0]; + int y = cmd->size()->data()[1]; + int z = cmd->size()->data()[2]; + int n = mLoop->loopNumber(); + int inputSize = mTensors[cmd->indexes()->data()[1]]->elementSize(); + + auto srcStride = cmd->view()->GetAs(1)->stride()->data(); + auto dstStride = cmd->view()->GetAs(0)->stride()->data(); + for (int i = 0; i < 3; ++i) { mStride_src[i] = srcStride[i]; mStride_dst[i] = dstStride[i]; - } - - mStride_src[3] = cmd->view()->GetAs(1)->offset(); - mStride_dst[3] = cmd->view()->GetAs(0)->offset(); - ::memcpy(mStep, cmd->steps()->data(), cmd->steps()->size() * sizeof(int)); - ::memcpy(mIter, cmd->iterIndexes()->data(), cmd->iterIndexes()->size() * sizeof(int)); - - // gather - { - auto input = mTensors[cmd->indexes()->data()[1]]; - auto output = mTensors[cmd->indexes()->data()[0]]; - std::vector inputShape = tensorShapeFormat(input); - std::vector outputShape = tensorShapeFormat(output); - int inputShapeVec[4] = {inputShape[2], inputShape[1], inputShape[3], inputShape[0]}; - int outputShapeVec[4] = {outputShape[2], outputShape[1], outputShape[3], inputShape[0]}; - int offset_index = 0; - - Unit unit; - std::set buildOptions; - if (TensorUtils::getDescribe(output)->dimensionFormat == MNN::MNN_DATA_FORMAT_NHWC){ - buildOptions.emplace("-DGATHER_OUTPUT_NHWC"); - } - if (TensorUtils::getDescribe(input)->dimensionFormat == MNN::MNN_DATA_FORMAT_NHWC){ - buildOptions.emplace("-DGATHER_INPUT_NHWC"); - } - if (mIter[0] >= 0) { - auto tensor = mTensors[cmd->iterIndexes()->data()[0]]; - std::vector shape = tensorShapeFormat(tensor); - if(shape[3] == 1){ - buildOptions.emplace("-DOFFSET_DST_CHANNEL_STRIDE4"); - } - } - if (mIter[1] >= 0) { - auto tensor = mTensors[cmd->iterIndexes()->data()[1]]; - std::vector shape = tensorShapeFormat(tensor); - if(shape[3] == 1){ - buildOptions.emplace("-DOFFSET_SRC_CHANNEL_STRIDE4"); - } - } - unit.kernel = runTime->buildKernel("gather_buf", "batch_gather_buf", buildOptions, input, output); - uint32_t mMaxWorkGroupSize = static_cast(runTime->getMaxWorkGroupSize(unit.kernel)); - std::vector mGlobalWorkSize = {(uint32_t)(x * y), (uint32_t)(z), (uint32_t)(n)}; - - uint32_t index = 0; - cl_int ret = CL_SUCCESS; - ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[0]); - ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[1]); - ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[2]); - ret |= unit.kernel->get().setArg(index++, openCLBuffer(output)); - ret |= unit.kernel->get().setArg(index++, openCLBuffer(input)); - for (int i = 0; i < cmd->iterIndexes()->size(); ++i) { - if (mIter[i] >= 0) { - ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTensors[cmd->iterIndexes()->data()[i]])); - } else { - ret |= unit.kernel->get().setArg(index++, openCLBuffer(input)); - } - } - ret |= unit.kernel->get().setArg(index++, x); - ret |= unit.kernel->get().setArg(index++, sizeof(mStride_src), mStride_src); - ret |= unit.kernel->get().setArg(index++, sizeof(mStride_dst), mStride_dst); - ret |= unit.kernel->get().setArg(index++, sizeof(mStep), mStep); - ret |= unit.kernel->get().setArg(index++, sizeof(mIter), mIter); - ret |= unit.kernel->get().setArg(index++, sizeof(outputShapeVec), outputShapeVec); - ret |= unit.kernel->get().setArg(index++, sizeof(inputShapeVec), inputShapeVec); - ret |= unit.kernel->get().setArg(index++, inputSize); - MNN_CHECK_CL_SUCCESS(ret, "setArg LoopGatherBufExecution"); - - std::vector mLocalWorkSize = localWS3DDefault(mGlobalWorkSize, mMaxWorkGroupSize, runTime, "batch_gather_buf", unit.kernel).first; - - unit.globalWorkSize = {mGlobalWorkSize[0], mGlobalWorkSize[1], mGlobalWorkSize[2]}; - unit.localWorkSize = {mLocalWorkSize[0], mLocalWorkSize[1], mLocalWorkSize[2]}; - mUnits.emplace_back(unit); - mOpenCLBackend->recordKernel3d(unit.kernel, mGlobalWorkSize, mLocalWorkSize); - } - - - return NO_ERROR; - } - - -LoopBatchMatMulBufExecution::LoopBatchMatMulBufExecution(const LoopParam *loop, const MNN::Op *op, Backend *bn) - : CommonExecution(bn, op) { - mLoop = loop; - mTensors.resize(mLoop->tensorNumber()); - auto cmd = loop->commands()->GetAs(0); -} -ErrorCode LoopBatchMatMulBufExecution::onEncode(const std::vector &inputs, const std::vector &outputs) { - auto cmd = mLoop->commands()->GetAs(0); - mHasBias = cmd->indexes()->size() > 3; - mTransposeA = cmd->op()->main_as_MatMul()->transposeA(); - mTransposeB = cmd->op()->main_as_MatMul()->transposeB(); - OpenCLBackend *mOpenCLBackend = (OpenCLBackend *)backend(); - auto runTime = mOpenCLBackend->getOpenCLRuntime(); - _setTensorStack(mTensors, inputs, outputs, mLoop); - - mOffset[0] = cmd->view()->GetAs(0)->offset(); - mOffset[1] = cmd->view()->GetAs(1)->offset(); - mOffset[2] = cmd->view()->GetAs(2)->offset(); - mUnits.clear(); - mOffsetTensors.clear(); - mTmpTensors.resize(3); - if (mHasBias) { - mTmpTensors.resize(4); - mOffset[3] = cmd->view()->GetAs(3)->offset(); - } - - ::memcpy(mStep, cmd->steps()->data(), cmd->steps()->size() * sizeof(int)); - ::memcpy(mIter, cmd->iterIndexes()->data(), cmd->iterIndexes()->size() * sizeof(int)); - int e = cmd->size()->data()[0]; - int l = cmd->size()->data()[1]; - int h = cmd->size()->data()[2]; - int n = mLoop->loopNumber(); - - // tile input - for (int i = 1; i < cmd->indexes()->size(); ++i) { - auto input = mTensors[cmd->indexes()->data()[i]]; - std::vector Shape = tensorShapeFormat(input); - const int Channel = Shape.at(3); - const int Width = Shape.at(2); - const int Height = Shape.at(1); - const int Batch = Shape.at(0); - mTmpTensors[i] = std::make_shared(Tensor::createDevice(std::vector{Batch, Channel, Height, Width}, Tensor::CAFFE)); - - mOpenCLBackend->onAcquireBuffer(mTmpTensors[i].get(), Backend::DYNAMIC); - - Unit unit; - _TileOrPackTensor(input, mTmpTensors[i].get(), unit.kernel, unit.globalWorkSize, unit.localWorkSize, Width, Height, Channel, Batch, mOpenCLBackend, "tile_buf", mBuildOptions); - mUnits.emplace_back(unit); - } - - for(int i = 0; i < cmd->iterIndexes()->size(); ++i){ - if (mIter[i] >= 0) { - auto input = mTensors[cmd->iterIndexes()->data()[i]]; - std::vector Shape = tensorShapeFormat(input); - const int Channel = Shape.at(3); - const int Width = Shape.at(2); - const int Height = Shape.at(1); - const int Batch = Shape.at(0); - mOffsetTensors.emplace_back(std::make_shared(Tensor::createDevice(std::vector{Batch, Channel, Height, Width}, Tensor::CAFFE))); - mOpenCLBackend->onAcquireBuffer(mOffsetTensors.back().get(), Backend::DYNAMIC); - - Unit unit; - _TileOrPackTensor(input, mOffsetTensors.back().get(), unit.kernel, unit.globalWorkSize, unit.localWorkSize, Width, Height, Channel, Batch, mOpenCLBackend, "tile_buf", mBuildOptions); - mUnits.emplace_back(unit); - } - } - - // matmul - { - mTmpTensors[0] = std::make_shared(Tensor::createDevice(std::vector{1, n, e, h}, Tensor::CAFFE)); - mOpenCLBackend->onAcquireBuffer(mTmpTensors[0].get(), Backend::DYNAMIC); + } + + mStride_src[3] = cmd->view()->GetAs(1)->offset(); + mStride_dst[3] = cmd->view()->GetAs(0)->offset(); + ::memcpy(mStep, cmd->steps()->data(), cmd->steps()->size() * sizeof(int)); + ::memcpy(mIter, cmd->iterIndexes()->data(), cmd->iterIndexes()->size() * sizeof(int)); + + // gather + { + auto input = mTensors[cmd->indexes()->data()[1]]; + auto output = mTensors[cmd->indexes()->data()[0]]; + std::vector inputShape = tensorShapeFormat(input); + std::vector outputShape = tensorShapeFormat(output); + int inputShapeVec[4] = {inputShape[2], inputShape[1], inputShape[3], inputShape[0]}; + int outputShapeVec[4] = {outputShape[2], outputShape[1], outputShape[3], outputShape[0]}; int offset_index = 0; - + Unit unit; - std::string KernelName = "batch_matmul"; - std::set buildOptions = mBuildOptions; - if (mHasBias) { - buildOptions.emplace("-DBIAS"); + std::set buildOptions; + if (TensorUtils::getDescribe(output)->dimensionFormat == MNN::MNN_DATA_FORMAT_NHWC){ + buildOptions.emplace("-DGATHER_OUTPUT_NHWC"); } - if (mTransposeA) { - buildOptions.emplace("-DTRANSPOSE_A"); + if (TensorUtils::getDescribe(input)->dimensionFormat == MNN::MNN_DATA_FORMAT_NHWC){ + buildOptions.emplace("-DGATHER_INPUT_NHWC"); } - if (mTransposeB) { - buildOptions.emplace("-DTRANSPOSE_B"); + + if (mIter[0] >= 0) { + buildOptions.emplace("-DOFFSET_DST"); } - buildOptions.emplace("-DH_LEAVES=" + std::to_string(h % 4)); - unit.kernel = runTime->buildKernel("loop", KernelName, buildOptions, mTensors[cmd->indexes()->data()[1]], mTensors[cmd->indexes()->data()[0]]); + if (mIter[1] >= 0) { + buildOptions.emplace("-DOFFSET_SRC"); + } + + unit.kernel = runTime->buildKernel("gather_buf", "batch_gather_buf", buildOptions, input, output); uint32_t mMaxWorkGroupSize = static_cast(runTime->getMaxWorkGroupSize(unit.kernel)); - std::vector mGlobalWorkSize = {(uint32_t)(UP_DIV(h, 4)), (uint32_t)(UP_DIV(e, 4)),(uint32_t)(n)}; - + std::vector mGlobalWorkSize = {(uint32_t)(x * y), (uint32_t)(z), (uint32_t)(n)}; + uint32_t index = 0; cl_int ret = CL_SUCCESS; ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[0]); ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[1]); ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[2]); - ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTmpTensors[0].get())); - ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTmpTensors[1].get())); - ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTmpTensors[2].get())); - if (mHasBias) { - ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTmpTensors[3].get())); - } + ret |= unit.kernel->get().setArg(index++, openCLBuffer(output)); + ret |= unit.kernel->get().setArg(index++, openCLBuffer(input)); for (int i = 0; i < cmd->iterIndexes()->size(); ++i) { if (mIter[i] >= 0) { - ret |= unit.kernel->get().setArg(index++, openCLBuffer(mOffsetTensors[offset_index++].get())); - } else { - ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTensors[cmd->indexes()->data()[1]])); + auto tensor = mTensors[cmd->iterIndexes()->data()[i]]; + std::vector shape = tensorShapeFormat(tensor); + int offsetShapeVec[4] = {shape[2], shape[1], shape[3], shape[0]};// WHCN + ret |= unit.kernel->get().setArg(index++, openCLBuffer(tensor)); + ret |= unit.kernel->get().setArg(index++, sizeof(offsetShapeVec), offsetShapeVec); } } - ret |= unit.kernel->get().setArg(index++, e); - ret |= unit.kernel->get().setArg(index++, l); - ret |= unit.kernel->get().setArg(index++, h); - ret |= unit.kernel->get().setArg(index++, sizeof(mOffset), mOffset); - ret |= unit.kernel->get().setArg(index++, sizeof(mIter), mIter); + ret |= unit.kernel->get().setArg(index++, x); + ret |= unit.kernel->get().setArg(index++, sizeof(mStride_src), mStride_src); + ret |= unit.kernel->get().setArg(index++, sizeof(mStride_dst), mStride_dst); ret |= unit.kernel->get().setArg(index++, sizeof(mStep), mStep); - MNN_CHECK_CL_SUCCESS(ret, "setArg LoopBatchMatMulBufExecution"); - - std::vector mLocalWorkSize = localWS3DDefault(mGlobalWorkSize, mMaxWorkGroupSize, runTime, KernelName, unit.kernel).first; - + ret |= unit.kernel->get().setArg(index++, sizeof(mIter), mIter); + ret |= unit.kernel->get().setArg(index++, sizeof(outputShapeVec), outputShapeVec); + ret |= unit.kernel->get().setArg(index++, sizeof(inputShapeVec), inputShapeVec); + ret |= unit.kernel->get().setArg(index++, inputSize); + MNN_CHECK_CL_SUCCESS(ret, "setArg LoopGatherBufExecution"); + + std::vector mLocalWorkSize = localWS3DDefault(mGlobalWorkSize, mMaxWorkGroupSize, runTime, "batch_gather_buf", unit.kernel).first; + unit.globalWorkSize = {mGlobalWorkSize[0], mGlobalWorkSize[1], mGlobalWorkSize[2]}; unit.localWorkSize = {mLocalWorkSize[0], mLocalWorkSize[1], mLocalWorkSize[2]}; mUnits.emplace_back(unit); mOpenCLBackend->recordKernel3d(unit.kernel, mGlobalWorkSize, mLocalWorkSize); - } + } + return NO_ERROR; +} - //pack output - { - auto output = mTensors[cmd->indexes()->data()[0]]; - std::vector Shape = tensorShapeFormat(output); - const int Channel = Shape.at(3); - const int Width = Shape.at(2); - const int Height = Shape.at(1); - const int Batch = Shape.at(0); - Unit unit; - _TileOrPackTensor(mTmpTensors[0].get(), output, unit.kernel, unit.globalWorkSize, unit.localWorkSize, Width, Height, Channel, Batch, mOpenCLBackend, "pack_buf", mBuildOptions); - mUnits.emplace_back(unit); - } + +LoopBatchMatMulBufExecution::LoopBatchMatMulBufExecution(const LoopParam *loop, const MNN::Op *op, Backend *bn) +: CommonExecution(bn, op) { + mLoop = loop; + mTensors.resize(mLoop->tensorNumber()); +} + +static std::tuple getTileDimensionSize(std::tuple shape, std::tuple tile, MNN_DATA_FORMAT format, int dimension, bool transpose, int index) { + if(index > 2 || index < 0) { + MNN_ERROR("Error getTileDimensionSize index, only support 1 for input_1, 2 for input_2, 0 for output!\n"); + return shape; + } + // tile: {e, l, h} + int tile_e = std::get<0>(tile); + int tile_l = std::get<1>(tile); + int tile_h = std::get<2>(tile); + // shape: {w, h, c} + int pad_w = std::get<0>(shape); + int pad_h = std::get<1>(shape); + int pad_c = std::get<2>(shape); + + // output + if(index == 0) { + if (format == MNN::MNN_DATA_FORMAT_NHWC) { + if(dimension == 3) { + // [N, H, W] -> (n, e, h) + pad_h = ROUND_UP(pad_h, tile_e); + pad_w = ROUND_UP(pad_w, tile_h); + } else { + // [N*H, W, C] -> [n, e, h] + pad_w = ROUND_UP(pad_w, tile_e); + pad_c = ROUND_UP(pad_c, tile_h); + } + } else { + if(dimension == 3) { + // [N, C, H] -> (n, e, h) + pad_c = ROUND_UP(pad_c, tile_e); + pad_h = ROUND_UP(pad_h, tile_h); + } else { + // [N*C, H, W] -> [n, e, h] + pad_h = ROUND_UP(pad_h, tile_e); + pad_w = ROUND_UP(pad_w, tile_h); + } + } + return std::make_tuple(pad_w, pad_h, pad_c); + } + + if (format == MNN::MNN_DATA_FORMAT_NHWC) { + if(dimension == 3) { + if(transpose) { + if(index == 1) { + // [N, H, W] -> (n, l, e) + pad_h = ROUND_UP(pad_h, tile_l); + pad_w = ROUND_UP(pad_w, tile_e); + } else { + // [N, H, W] -> (n, h, l) + pad_h = ROUND_UP(pad_h, tile_h); + pad_w = ROUND_UP(pad_w, tile_l); + } + } else { + if(index == 1) { + // [N, H, W] -> (n, e, l) + pad_h = ROUND_UP(pad_h, tile_e); + pad_w = ROUND_UP(pad_w, tile_l); + } else { + // [N, H, W] -> (n, l, h) + pad_h = ROUND_UP(pad_h, tile_l); + pad_w = ROUND_UP(pad_w, tile_h); + } + } + } else { + if(transpose) { + if(index == 1) { + // [N*H, W, C] -> (n, l, e) + pad_w = ROUND_UP(pad_w, tile_l); + pad_c = ROUND_UP(pad_c, tile_e); + } else { + // [N*H, W, C] -> (n, h, l) + pad_w = ROUND_UP(pad_w, tile_h); + pad_c = ROUND_UP(pad_c, tile_l); + } + } else { + if(index == 1) { + // [N*H, W, C] -> [n, e, l] + pad_w = ROUND_UP(pad_w, tile_e); + pad_c = ROUND_UP(pad_c, tile_l); + } else { + // [N*H, W, C] -> [n, l, h] + pad_w = ROUND_UP(pad_w, tile_l); + pad_c = ROUND_UP(pad_c, tile_h); + } + } + } + } else { + if(dimension == 3) { + if(transpose) { + if(index == 1) { + // [N, C, H] -> (n, l, e) + pad_c = ROUND_UP(pad_c, tile_l); + pad_h = ROUND_UP(pad_h, tile_e); + } else { + // [N, C, H] -> (n, h, l) + pad_c = ROUND_UP(pad_c, tile_h); + pad_h = ROUND_UP(pad_h, tile_l); + } + } else { + if(index == 1) { + // [N, C, H] -> (n, e, l) + pad_c = ROUND_UP(pad_c, tile_e); + pad_h = ROUND_UP(pad_h, tile_l); + } else { + // [N, C, H] -> (n, l, h) + pad_c = ROUND_UP(pad_c, tile_l); + pad_h = ROUND_UP(pad_h, tile_h); + } + } + } else { + if(transpose) { + if(index == 1) { + // [N*C, H, W] -> (n, l, e) + pad_h = ROUND_UP(pad_h, tile_l); + pad_w = ROUND_UP(pad_w, tile_e); + } else { + // [N*C, H, W] -> (n, h, l) + pad_h = ROUND_UP(pad_h, tile_h); + pad_w = ROUND_UP(pad_w, tile_l); + } + } else { + if(index == 1) { + // [N*C, H, W] -> [n, e, l] + pad_h = ROUND_UP(pad_h, tile_e); + pad_w = ROUND_UP(pad_w, tile_l); + } else { + // [N*C, H, W] -> [n, l, h] + pad_h = ROUND_UP(pad_h, tile_l); + pad_w = ROUND_UP(pad_w, tile_h); + } + } + } + } + return std::make_tuple(pad_w, pad_h, pad_c); +} + +ErrorCode LoopBatchMatMulBufExecution::onEncode(const std::vector &inputs, const std::vector &outputs) { + auto cmd = mLoop->commands()->GetAs(0); + mHasBias = cmd->indexes()->size() > 3; + mTransposeA = cmd->op()->main_as_MatMul()->transposeA(); + mTransposeB = cmd->op()->main_as_MatMul()->transposeB(); + OpenCLBackend *mOpenCLBackend = (OpenCLBackend *)backend(); + auto runTime = mOpenCLBackend->getOpenCLRuntime(); + _setTensorStack(mTensors, inputs, outputs, mLoop); + + mOffset[0] = cmd->view()->GetAs(0)->offset(); + mOffset[1] = cmd->view()->GetAs(1)->offset(); + mOffset[2] = cmd->view()->GetAs(2)->offset(); + mUnits.clear(); + mOffsetTensors.clear(); + mTmpTensors.resize(3); + if (mHasBias) { + mTmpTensors.resize(4); + mOffset[3] = cmd->view()->GetAs(3)->offset(); + } + + ::memcpy(mStep, cmd->steps()->data(), cmd->steps()->size() * sizeof(int)); + ::memcpy(mIter, cmd->iterIndexes()->data(), cmd->iterIndexes()->size() * sizeof(int)); + int e = cmd->size()->data()[0]; + int l = cmd->size()->data()[1]; + int h = cmd->size()->data()[2]; + int n = mLoop->loopNumber(); + + int tileM = 64; + int tileN = 32; + int tileK = 32; + bool isTotalLarge = (e * 1.0 / 512 * l / 512 * h / 512 > 0.5); + bool isDimLarge = (e > 256 && l > 256 && h > 256); + int max_eh = std::max(e, h); + int min_eh = std::min(e, h); + isDimLarge = isDimLarge || (l >= 512 && (max_eh > 1024 || min_eh > 32)); + + mBatchGemmOpt = isTotalLarge && isDimLarge; + for(int i = 0; i < cmd->iterIndexes()->size(); ++i){ + if (mIter[i] >= 0) { + mBatchGemmOpt = false; + break; + } + } + + if(mHasBias) { + mBatchGemmOpt = false; + } + + bool needRearrangeA = false; + if(mBatchGemmOpt && !mTransposeA) { + // rearrange to [n, l, e] + needRearrangeA = true; + } + bool needRearrangeB = false; + if(mBatchGemmOpt && mTransposeB) { + // rearrange to [n, l, h] + needRearrangeB = true; + } + + // tile input + for (int i = 1; i < cmd->indexes()->size(); ++i) { + auto input = mTensors[cmd->indexes()->data()[i]]; + std::vector Shape = tensorShapeFormat(input); + const int Channel = Shape.at(3); + const int Width = Shape.at(2); + const int Height = Shape.at(1); + const int Batch = Shape.at(0); + bool needTranspose = false; + if(i == 1) { + needTranspose = needRearrangeA; + } else if(i == 2) { + needTranspose = needRearrangeB; + } + + Unit unit; + std::set buildOptions = mBuildOptions; + if(needTranspose) { + buildOptions.emplace("-DTRANSPOSE"); + } + if(input->buffer().dimensions == 3) { + buildOptions.emplace("-DDIMENSION_3"); + } + if(input->buffer().dimensions == 4) { + buildOptions.emplace("-DDIMENSION_4"); + } + + int WidthPad = Width; + int HeightPad = Height; + int ChannelPad = Channel; + + if(mBatchGemmOpt) { + auto shape = getTileDimensionSize(std::make_tuple(Width, Height, Channel), std::make_tuple(tileM, tileK, tileN), TensorUtils::getDescribe(input)->dimensionFormat, input->buffer().dimensions, needTranspose, i); + WidthPad = std::get<0>(shape); + HeightPad = std::get<1>(shape); + ChannelPad = std::get<2>(shape); + } + + mTmpTensors[i] = std::make_shared(Tensor::createDevice(std::vector{Batch, ChannelPad, HeightPad, WidthPad}, Tensor::CAFFE)); + // MNN_PRINT("input%d, %d %d %d %d\n", i, Batch, ChannelPad, HeightPad, WidthPad); + + mOpenCLBackend->onAcquireBuffer(mTmpTensors[i].get(), Backend::DYNAMIC); + _TileOrPackTensor(input, mTmpTensors[i].get(), unit.kernel, unit.globalWorkSize, unit.localWorkSize, Width, Height, Channel, Batch, mOpenCLBackend, "tile_buf", buildOptions, WidthPad, HeightPad, ChannelPad); + mUnits.emplace_back(unit); + } + + for(int i = 0; i < cmd->iterIndexes()->size(); ++i){ + if (mIter[i] >= 0) { + auto input = mTensors[cmd->iterIndexes()->data()[i]]; + std::vector Shape = tensorShapeFormat(input); + const int Channel = Shape.at(3); + const int Width = Shape.at(2); + const int Height = Shape.at(1); + const int Batch = Shape.at(0); + mOffsetTensors.emplace_back(std::make_shared(Tensor::createDevice(std::vector{Batch, Channel, Height, Width}, Tensor::CAFFE))); + mOpenCLBackend->onAcquireBuffer(mOffsetTensors.back().get(), Backend::DYNAMIC); + // MNN_PRINT("input%d offset, %d %d %d %d\n", i, Batch, Channel, Height, Width); + + Unit unit; + _TileOrPackTensor(input, mOffsetTensors.back().get(), unit.kernel, unit.globalWorkSize, unit.localWorkSize, Width, Height, Channel, Batch, mOpenCLBackend, "tile_buf", mBuildOptions, Width, Height, Channel); + mUnits.emplace_back(unit); + } + } + + mBatch = n; + mM = e; + mN = h; + mK = l; + if(mBatchGemmOpt) { + // matmul + int e_pack = ROUND_UP(e, tileM); + int l_pack = ROUND_UP(l, tileK); + int h_pack = ROUND_UP(h, tileN); + mTmpTensors[0] = std::make_shared(Tensor::createDevice(std::vector{1, n, e_pack, h_pack}, Tensor::CAFFE)); + mOpenCLBackend->onAcquireBuffer(mTmpTensors[0].get(), Backend::DYNAMIC); + + std::set buildOptions = mBuildOptions; + int GEMMK=0, KREG=1, KWG=32, KWI=2, MDIMA=16, MDIMC=16, MWG=64, NDIMB=8, NDIMC=8, NWG=32, SA=0, SB=0, STRM=0, STRN=0, VWM=4, VWN=4; + buildOptions.emplace("-DGEMMK=" + std::to_string(GEMMK)); + buildOptions.emplace("-DKREG=" + std::to_string(KREG)); + buildOptions.emplace("-DKWG=" + std::to_string(KWG)); + buildOptions.emplace("-DKWI=" + std::to_string(KWI)); + buildOptions.emplace("-DMDIMA=" + std::to_string(MDIMA)); + buildOptions.emplace("-DMDIMC=" + std::to_string(MDIMC)); + buildOptions.emplace("-DMWG=" + std::to_string(MWG)); + buildOptions.emplace("-DNDIMB=" + std::to_string(NDIMB)); + buildOptions.emplace("-DNDIMC=" + std::to_string(NDIMC)); + buildOptions.emplace("-DNWG=" + std::to_string(NWG)); + buildOptions.emplace("-DSA=" + std::to_string(SA)); + buildOptions.emplace("-DSB=" + std::to_string(SB)); + buildOptions.emplace("-DSTRM=" + std::to_string(STRM)); + buildOptions.emplace("-DSTRN=" + std::to_string(STRN)); + buildOptions.emplace("-DVWM=" + std::to_string(VWM)); + buildOptions.emplace("-DVWN=" + std::to_string(VWN)); + + if(mOpenCLBackend->getOpenCLRuntime()->getGpuType() == GpuType::ADRENO) { + buildOptions.emplace("-DUSE_CL_MAD=1"); + buildOptions.emplace("-DRELAX_WORKGROUP_SIZE=1"); + } + + if(mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()){ + buildOptions.emplace(" -DPRECISION=16"); + } else { + buildOptions.emplace(" -DPRECISION=32"); + } + + int localM = MDIMC; + int localN = NDIMC; + + for(int b = 0; b < n; b++) { + Unit unit; + unit.kernel = mOpenCLBackend->getOpenCLRuntime()->buildKernel("matmul_params_buf", "Xgemm", buildOptions); + + int out_per_thread_m = tileM / localM; + int out_per_thread_n = tileN / localN; + + std::vector globalWorkSize = {static_cast(e_pack/out_per_thread_m), static_cast(h_pack/out_per_thread_n)}; + std::vector localWorkSize = {static_cast(localM), static_cast(localN)}; + + float alpha = 1.0; + float beta = 0.0f; + // A: [n, l, e] + // B: [n, l, h] + int offset_a = b * l_pack * e_pack; + int offset_b = b * l_pack * h_pack; + int offset_c = b * e_pack * h_pack; + + int idx = 0; + cl_int ret = CL_SUCCESS; + ret |= unit.kernel->get().setArg(idx++, static_cast(e_pack)); + ret |= unit.kernel->get().setArg(idx++, static_cast(h_pack)); + ret |= unit.kernel->get().setArg(idx++, static_cast(l_pack)); + ret |= unit.kernel->get().setArg(idx++, alpha); + ret |= unit.kernel->get().setArg(idx++, beta); + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(mTmpTensors[1].get())); + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(mTmpTensors[2].get())); + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(mTmpTensors[0].get())); + ret |= unit.kernel->get().setArg(idx++, offset_a); + ret |= unit.kernel->get().setArg(idx++, offset_b); + ret |= unit.kernel->get().setArg(idx++, offset_c); + MNN_CHECK_CL_SUCCESS(ret, "setArg LoopBuf GemmTile Kernel"); + + unit.globalWorkSize = {globalWorkSize[0], globalWorkSize[1]}; + unit.localWorkSize = {localWorkSize[0], localWorkSize[1]}; + mUnits.emplace_back(unit); + mOpenCLBackend->recordKernel2d(unit.kernel, globalWorkSize, localWorkSize); + } + } else { + // matmul + mTmpTensors[0] = std::make_shared(Tensor::createDevice(std::vector{1, n, e, h}, Tensor::CAFFE)); + mOpenCLBackend->onAcquireBuffer(mTmpTensors[0].get(), Backend::DYNAMIC); + int offset_index = 0; + + // MNN_PRINT("batchgemm:%d, %d %d %d, transAB %d %d, bias:%d, inputsize:%d\n", n, e, h, l, mTransposeA, mTransposeB, mHasBias, cmd->indexes()->size()); + Unit unit; + std::string KernelName = "batch_matmul"; + std::set buildOptions = mBuildOptions; + if (mHasBias) { + buildOptions.emplace("-DBIAS"); + } + if (mTransposeA) { + buildOptions.emplace("-DTRANSPOSE_A"); + } + if (mTransposeB) { + buildOptions.emplace("-DTRANSPOSE_B"); + } + buildOptions.emplace("-DH_LEAVES=" + std::to_string(h % 4)); + unit.kernel = runTime->buildKernel("loop", KernelName, buildOptions, mTensors[cmd->indexes()->data()[1]], mTensors[cmd->indexes()->data()[0]]); + uint32_t mMaxWorkGroupSize = static_cast(runTime->getMaxWorkGroupSize(unit.kernel)); + std::vector mGlobalWorkSize = {(uint32_t)(UP_DIV(h, 4)), (uint32_t)(UP_DIV(e, 4)),(uint32_t)(n)}; + + uint32_t index = 0; + cl_int ret = CL_SUCCESS; + ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[0]); + ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[1]); + ret |= unit.kernel->get().setArg(index++, mGlobalWorkSize[2]); + ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTmpTensors[0].get())); + ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTmpTensors[1].get())); + ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTmpTensors[2].get())); + if (mHasBias) { + ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTmpTensors[3].get())); + } + for (int i = 0; i < cmd->iterIndexes()->size(); ++i) { + if (mIter[i] >= 0) { + ret |= unit.kernel->get().setArg(index++, openCLBuffer(mOffsetTensors[offset_index++].get())); + } else { + ret |= unit.kernel->get().setArg(index++, openCLBuffer(mTensors[cmd->indexes()->data()[1]])); + } + } + ret |= unit.kernel->get().setArg(index++, e); + ret |= unit.kernel->get().setArg(index++, l); + ret |= unit.kernel->get().setArg(index++, h); + ret |= unit.kernel->get().setArg(index++, sizeof(mOffset), mOffset); + ret |= unit.kernel->get().setArg(index++, sizeof(mIter), mIter); + ret |= unit.kernel->get().setArg(index++, sizeof(mStep), mStep); + MNN_CHECK_CL_SUCCESS(ret, "setArg LoopBatchMatMulBufExecution"); + + std::vector mLocalWorkSize = localWS3DDefault(mGlobalWorkSize, mMaxWorkGroupSize, runTime, KernelName, unit.kernel).first; + + unit.globalWorkSize = {mGlobalWorkSize[0], mGlobalWorkSize[1], mGlobalWorkSize[2]}; + unit.localWorkSize = {mLocalWorkSize[0], mLocalWorkSize[1], mLocalWorkSize[2]}; + mUnits.emplace_back(unit); + mOpenCLBackend->recordKernel3d(unit.kernel, mGlobalWorkSize, mLocalWorkSize); + } + + //pack output + { + auto output = mTensors[cmd->indexes()->data()[0]]; + std::vector Shape = tensorShapeFormat(output); + const int Channel = Shape.at(3); + const int Width = Shape.at(2); + const int Height = Shape.at(1); + const int Batch = Shape.at(0); + // MNN_PRINT("output, %d %d %d %d\n", Batch, Channel, Height, Width); + + Unit unit; + std::set buildOptions = mBuildOptions; + if(mBatchGemmOpt) { + buildOptions.emplace("-DTRANSPOSE"); + if (mHasBias) { + buildOptions.emplace("-DBIAS"); + } + if(output->buffer().dimensions == 3) { + buildOptions.emplace("-DDIMENSION_3"); + } + if(output->buffer().dimensions == 4) { + buildOptions.emplace("-DDIMENSION_4"); + } + } + + int WidthPad = Width; + int HeightPad = Height; + int ChannelPad = Channel; + if(mBatchGemmOpt) { + auto shape = getTileDimensionSize(std::make_tuple(Width, Height, Channel), std::make_tuple(tileM, tileK, tileN), TensorUtils::getDescribe(output)->dimensionFormat, output->buffer().dimensions, false, 0); + WidthPad = std::get<0>(shape); + HeightPad = std::get<1>(shape); + ChannelPad = std::get<2>(shape); + } + _TileOrPackTensor(mTmpTensors[0].get(), output, unit.kernel, unit.globalWorkSize, unit.localWorkSize, Width, Height, Channel, Batch, mOpenCLBackend, "pack_buf", buildOptions, WidthPad, HeightPad, ChannelPad); + mUnits.emplace_back(unit); + } for (int i = 0; i < cmd->indexes()->size(); ++i) { mOpenCLBackend->onReleaseBuffer(mTmpTensors[i].get(), Backend::DYNAMIC); @@ -314,6 +677,68 @@ ErrorCode LoopBatchMatMulBufExecution::onEncode(const std::vector &inp return NO_ERROR; } +ErrorCode LoopBatchMatMulBufExecution::onExecute(const std::vector &inputs, const std::vector &outputs) { + auto openCLBackend = static_cast(backend()); + auto runtime = openCLBackend->getOpenCLRuntime(); +#ifdef ENABLE_OPENCL_TIME_PROFILER + int idx = 0; +#else + if(openCLBackend->isUseRecordQueue()){ + openCLBackend->addRecord(mRecording, mOpRecordUpdateInfo); + return NO_ERROR; + } +#endif + auto res = CL_SUCCESS; + for (auto &unit : mUnits) { + #ifdef ENABLE_OPENCL_TIME_PROFILER + cl::Event event; + res = runtime->commandQueue().enqueueNDRangeKernel(unit.kernel->get(), + cl::NullRange, + unit.globalWorkSize, + unit.localWorkSize, + nullptr, + &event); + std::string name = "While-gemm"; + + if(mBatchGemmOpt) { + if(idx <= mUnits.size()-2 && idx >= mUnits.size()-1-mBatch) { + name += "-batchgemm"; + } else if(idx == 0) { + name += "-rearrangeA"; + } else if(idx == 1) { + name += "-rearrangeB"; + } else { + name += "-rearrangeC"; + } + } else { + if(idx == mUnits.size()-2) { + name += "-batchgemm"; + } else if(idx == 0) { + name += "-rearrangeA"; + } else if(idx == 1) { + name += "-rearrangeB"; + } else { + name += "-rearrangeC"; + } + } + std::string b = std::to_string(mBatch); + std::string m = std::to_string(mM); + std::string n = std::to_string(mN); + std::string k = std::to_string(mK); + std::string total = std::to_string(1.0 / 1000000 * mBatch * mM * mN * mK); + name += "-b" + b + "m" + m + "n" + n + "k" + k + "-total:" + total + "*10^6"; + runtime->pushEvent({name.c_str(), event}); + idx++; + #else + res = runtime->commandQueue().enqueueNDRangeKernel(unit.kernel->get(), + cl::NullRange, + unit.globalWorkSize, + unit.localWorkSize); + #endif + MNN_CHECK_CL_SUCCESS(res, "While-gemm execute"); + } + return NO_ERROR; +} LoopBinaryBufExecution::LoopBinaryBufExecution(const LoopParam *loop, const std::string &compute, const MNN::Op *op, Backend *bn) : CommonExecution(bn, op) { mLoop = loop; diff --git a/source/backend/opencl/execution/buffer/LoopBufExecution.hpp b/source/backend/opencl/execution/buffer/LoopBufExecution.hpp index 6345ccd5f..aba7848ff 100644 --- a/source/backend/opencl/execution/buffer/LoopBufExecution.hpp +++ b/source/backend/opencl/execution/buffer/LoopBufExecution.hpp @@ -39,6 +39,8 @@ class LoopBatchMatMulBufExecution : public CommonExecution { LoopBatchMatMulBufExecution(const LoopParam *loop, const MNN::Op *op, Backend *bn); virtual ~LoopBatchMatMulBufExecution() = default; virtual ErrorCode onEncode(const std::vector &inputs, const std::vector &outputs) override; + virtual ErrorCode onExecute(const std::vector &inputs, const std::vector &outputs) override; + private: const LoopParam *mLoop; @@ -52,6 +54,8 @@ class LoopBatchMatMulBufExecution : public CommonExecution { bool mTransposeA = false; bool mTransposeB = false; std::set mBuildOptions; + bool mBatchGemmOpt = false; + int mBatch, mM, mN, mK; }; diff --git a/source/backend/opencl/execution/buffer/MatmulBufExecution.cpp b/source/backend/opencl/execution/buffer/MatmulBufExecution.cpp index 56ce02e80..0d0e645db 100644 --- a/source/backend/opencl/execution/buffer/MatmulBufExecution.cpp +++ b/source/backend/opencl/execution/buffer/MatmulBufExecution.cpp @@ -30,74 +30,173 @@ ErrorCode MatMulBufExecution::onEncode(const std::vector &inputs, cons std::vector input0Shape = tensorShapeFormat(input0); std::vector input1Shape = tensorShapeFormat(input1); std::vector outputShape = tensorShapeFormat(output); - + std::set buildOptions; + int M = input0Shape[0]; + int K = input0Shape[3]; if(mTransposeA) { - mKernelName = mTransposeB ? "matmul_transA_transB_buf":"matmul_transA_buf"; - } else { - mKernelName = mTransposeB ? "matmul_transB_buf":"matmul_buf"; + M = input0Shape[3]; + K = input0Shape[0]; } - + int N = mTransposeB ? input1Shape[0]: input1Shape[3]; + + const int K_4 = UP_DIV(K, 4); + const int N_4 = UP_DIV(N, 4); + const int M_4 = UP_DIV(M, 4); + + // set large tile + unsigned int tileM = 128; + unsigned int tileN = 128; + unsigned int tileK = 32; + unsigned int localM = 32; + unsigned int localN = 8; + if(inputs.size() > 2) { buildOptions.emplace("-DBIAS"); } - unit.kernel = runtime->buildKernel("matmul_buf", mKernelName, buildOptions); + + bool canUseTile = (M % tileM == 0) && \ + (N % tileN == 0) && \ + (K % tileK == 0); + bool canUseLargeTile = canUseTile && mTransposeA && !mTransposeB && inputs.size() == 2; + if (!canUseLargeTile) { + // set small tile + tileM = 64; + tileN = 128; + tileK = 8; + localM = 16; + localN = 16; + + canUseTile = (M % tileM == 0) && (N % tileN == 0) && (K % tileK == 0); + } + + if(canUseLargeTile) { + // Match with Large tileM->MWG tileN->NWG tileK->KWG localM->MDIMA localN->NDIMC + buildOptions.emplace(" -DGEMMK=0 -DKREG=1 -DKWG=32 -DKWI=2 -DMDIMA=32 -DMDIMC=32 -DMWG=128 -DNDIMB=8 -DNDIMC=8 -DNWG=128 -DSA=0 -DSB=0 -DSTRM=0 -DSTRN=1 -DVWM=2 -DVWN=8 -DOUTPUTMN"); + if(mOpenCLBackend->getOpenCLRuntime()->getGpuType() == GpuType::ADRENO) { + buildOptions.emplace("-DUSE_CL_MAD=1"); + buildOptions.emplace("-DRELAX_WORKGROUP_SIZE=1"); + } + if(runtime->isSupportedFP16()){ + buildOptions.emplace(" -DPRECISION=16"); + } else { + buildOptions.emplace(" -DPRECISION=32"); + } + unit.kernel = runtime->buildKernel("matmul_params_buf", "Xgemm", buildOptions); + + } else if(canUseTile) { + if(mTransposeA) { + buildOptions.emplace(" -DTRANSPOSE_A"); + } + if(mTransposeB) { + buildOptions.emplace(" -DTRANSPOSE_B"); + } + // Match with Small tileM->OPWM tileN->OPWN tileK->CPWK localM->OPWM/OPTM localN->OPWN/OPTN + buildOptions.emplace(" -DOPWM=64 -DOPWN=128 -DCPWK=8 -DOPTM=4 -DOPTN=8"); + + unit.kernel = runtime->buildKernel("matmul_local_buf", "matmul_local_buf", buildOptions); + } else { + if(mTransposeA) { + mKernelName = mTransposeB ? "matmul_transA_transB_buf":"matmul_transA_buf"; + } else { + mKernelName = mTransposeB ? "matmul_transB_buf":"matmul_buf"; + } + unit.kernel = runtime->buildKernel("matmul_buf", mKernelName, buildOptions); + } + mMaxWorkGroupSize = static_cast(runtime->getMaxWorkGroupSize(unit.kernel)); - //处理二维矩阵相乘，N C相当于H W - //二维矩阵相乘 cl_int ret = CL_SUCCESS; - if(mTransposeA) { - const int height = input0Shape.at(3);//input0 H - const int outputChannel = input0Shape.at(0);//input0 W - const int width = mTransposeB ? input1Shape.at(0): input1Shape.at(3);//input1 WW - const int outputChannelBlocks = UP_DIV(outputChannel, 4); - const int widthblocks = UP_DIV(width, 4); - const int heightblocks = UP_DIV(height, 4); + if(canUseLargeTile) { + + int out_per_thread_m = tileM / localM; + int out_per_thread_n = tileN / localN; - mGlobalWorkSize = {static_cast(widthblocks), static_cast(heightblocks)}; + mGlobalWorkSize = {static_cast(M/out_per_thread_m), static_cast(N/out_per_thread_n)}; + mLocalWorkSize = {localM, localN}; + + float alpha = 1.0; + float beta = 0.0f; + int offset = 0; int idx = 0; - ret |= unit.kernel->get().setArg(idx++, mGlobalWorkSize[0]); - ret |= unit.kernel->get().setArg(idx++, mGlobalWorkSize[1]); + ret |= unit.kernel->get().setArg(idx++, static_cast(M)); + ret |= unit.kernel->get().setArg(idx++, static_cast(N)); + ret |= unit.kernel->get().setArg(idx++, static_cast(K)); + ret |= unit.kernel->get().setArg(idx++, alpha); + ret |= unit.kernel->get().setArg(idx++, beta); ret |= unit.kernel->get().setArg(idx++, openCLBuffer(input0)); ret |= unit.kernel->get().setArg(idx++, openCLBuffer(input1)); - if(inputs.size() > 2) { + if (inputs.size() > 2) { ret |= unit.kernel->get().setArg(idx++, openCLBuffer(inputs[2])); } ret |= unit.kernel->get().setArg(idx++, openCLBuffer(output)); - ret |= unit.kernel->get().setArg(idx++, static_cast(outputChannel)); - ret |= unit.kernel->get().setArg(idx++, static_cast(outputChannelBlocks)); - ret |= unit.kernel->get().setArg(idx++, static_cast(height)); - ret |= unit.kernel->get().setArg(idx++, static_cast(heightblocks)); - ret |= unit.kernel->get().setArg(idx++, static_cast(widthblocks)); - ret |= unit.kernel->get().setArg(idx++, static_cast(width)); - MNN_CHECK_CL_SUCCESS(ret, "setArg MatMulBufExecution mTransposeA"); - - mLocalWorkSize = localWS2DDefault(mGlobalWorkSize, mMaxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), mKernelName, unit.kernel).first; - } - else { - const int height = input0Shape.at(0);//input0 H - const int outputChannel = input0Shape.at(3);//input0 W - const int width = mTransposeB ? input1Shape.at(0): input1Shape.at(3);//input1 W - const int outputChannelBlocks = UP_DIV(outputChannel, 4); - const int widthblocks = UP_DIV(width, 4); + ret |= unit.kernel->get().setArg(idx++, offset); + ret |= unit.kernel->get().setArg(idx++, offset); + ret |= unit.kernel->get().setArg(idx++, offset); - mGlobalWorkSize = {static_cast(widthblocks), static_cast(height)}; + MNN_CHECK_CL_SUCCESS(ret, "setArg MatMulBufExecution use large tile opt"); + + } else if(canUseTile) { + int out_per_thread_m = tileM / localM; + int out_per_thread_n = tileN / localN; + + mGlobalWorkSize = {static_cast(M/out_per_thread_m), static_cast(N/out_per_thread_n)}; + mLocalWorkSize = {localM, localN}; + int idx = 0; - ret |= unit.kernel->get().setArg(idx++, mGlobalWorkSize[0]); - ret |= unit.kernel->get().setArg(idx++, mGlobalWorkSize[1]); + ret |= unit.kernel->get().setArg(idx++, static_cast(M)); + ret |= unit.kernel->get().setArg(idx++, static_cast(N)); + ret |= unit.kernel->get().setArg(idx++, static_cast(K)); ret |= unit.kernel->get().setArg(idx++, openCLBuffer(input0)); ret |= unit.kernel->get().setArg(idx++, openCLBuffer(input1)); if(inputs.size() > 2) { ret |= unit.kernel->get().setArg(idx++, openCLBuffer(inputs[2])); } ret |= unit.kernel->get().setArg(idx++, openCLBuffer(output)); - ret |= unit.kernel->get().setArg(idx++, static_cast(outputChannel)); - ret |= unit.kernel->get().setArg(idx++, static_cast(outputChannelBlocks)); - ret |= unit.kernel->get().setArg(idx++, static_cast(widthblocks)); - ret |= unit.kernel->get().setArg(idx++, static_cast(width)); - MNN_CHECK_CL_SUCCESS(ret, "setArg MatMulBufExecution"); - mLocalWorkSize = localWS2DDefault(mGlobalWorkSize, mMaxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), mKernelName, unit.kernel).first; + + MNN_CHECK_CL_SUCCESS(ret, "setArg MatMulBufExecution use tile opt"); + + } else { + if(mTransposeA) { + mGlobalWorkSize = {static_cast(N_4), static_cast(M_4)}; + int idx = 0; + ret |= unit.kernel->get().setArg(idx++, mGlobalWorkSize[0]); + ret |= unit.kernel->get().setArg(idx++, mGlobalWorkSize[1]); + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(input0)); + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(input1)); + if(inputs.size() > 2) { + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(inputs[2])); + } + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(output)); + ret |= unit.kernel->get().setArg(idx++, static_cast(K)); + ret |= unit.kernel->get().setArg(idx++, static_cast(K_4)); + ret |= unit.kernel->get().setArg(idx++, static_cast(M)); + ret |= unit.kernel->get().setArg(idx++, static_cast(M_4)); + ret |= unit.kernel->get().setArg(idx++, static_cast(N_4)); + ret |= unit.kernel->get().setArg(idx++, static_cast(N)); + MNN_CHECK_CL_SUCCESS(ret, "setArg MatMulBufExecution mTransposeA"); + + mLocalWorkSize = localWS2DDefault(mGlobalWorkSize, mMaxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), mKernelName, unit.kernel).first; + } + else { + + mGlobalWorkSize = {static_cast(N_4), static_cast(M)}; + int idx = 0; + ret |= unit.kernel->get().setArg(idx++, mGlobalWorkSize[0]); + ret |= unit.kernel->get().setArg(idx++, mGlobalWorkSize[1]); + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(input0)); + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(input1)); + if(inputs.size() > 2) { + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(inputs[2])); + } + ret |= unit.kernel->get().setArg(idx++, openCLBuffer(output)); + ret |= unit.kernel->get().setArg(idx++, static_cast(K)); + ret |= unit.kernel->get().setArg(idx++, static_cast(K_4)); + ret |= unit.kernel->get().setArg(idx++, static_cast(N_4)); + ret |= unit.kernel->get().setArg(idx++, static_cast(N)); + MNN_CHECK_CL_SUCCESS(ret, "setArg MatMulBufExecution"); + mLocalWorkSize = localWS2DDefault(mGlobalWorkSize, mMaxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), mKernelName, unit.kernel).first; + } } mOpenCLBackend->recordKernel2d(unit.kernel, mGlobalWorkSize, mLocalWorkSize); unit.globalWorkSize = {mGlobalWorkSize[0], mGlobalWorkSize[1]}; diff --git a/source/backend/opencl/execution/buffer/RasterBufExecution.cpp b/source/backend/opencl/execution/buffer/RasterBufExecution.cpp index 97685e670..d663a6c9f 100644 --- a/source/backend/opencl/execution/buffer/RasterBufExecution.cpp +++ b/source/backend/opencl/execution/buffer/RasterBufExecution.cpp @@ -132,10 +132,7 @@ ErrorCode RasterBufExecution::onEncode(const std::vector &____inputs, 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]))}; + unit.globalWorkSize = {gws[0], gws[1], gws[2]}; mOpenCLBackend->recordKernel3d(unit.kernel, gws, lws); }else{ for(auto& slice : des->regions){ @@ -194,10 +191,7 @@ ErrorCode RasterBufExecution::onEncode(const std::vector &____inputs, 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]))}; + unit.globalWorkSize = {gws[0], gws[1], gws[2]}; mOpenCLBackend->recordKernel3d(unit.kernel, gws, lws); } } diff --git a/source/backend/opencl/execution/buffer/SoftmaxBufExecution.cpp b/source/backend/opencl/execution/buffer/SoftmaxBufExecution.cpp index 7b8807382..fa2dc9216 100644 --- a/source/backend/opencl/execution/buffer/SoftmaxBufExecution.cpp +++ b/source/backend/opencl/execution/buffer/SoftmaxBufExecution.cpp @@ -55,7 +55,7 @@ ErrorCode SoftmaxBufExecution::onEncode(const std::vector &inputs, con const auto dims = input->buffer().dimensions; auto runtime = mOpenCLBackend->getOpenCLRuntime(); - auto MaxLocalSize = std::min(runtime->getMaxWorkItemSizes()[0], mMaxWorkGroupSize) / 4; + auto MaxLocalSize = std::min(std::min(runtime->getMaxWorkItemSizes()[0], mMaxWorkGroupSize), static_cast(256)); int inside = 1; int outside = 1; @@ -99,6 +99,8 @@ ErrorCode SoftmaxBufExecution::onEncode(const std::vector &inputs, con mAxis = 3; mGlobalWorkSize = {(uint32_t)(localSize), (uint32_t)channelBlocks, (uint32_t)outputBatch*outputHeight}; } + +// printf("softmax: %d %d %d %d, %d\n", inputBatch, inputChannels, inputHeight, inputWidth, mAxis); buildSoftmaxKernel(localSize); cl_int ret = CL_SUCCESS; diff --git a/source/backend/opencl/execution/cl/attention_buf.cl b/source/backend/opencl/execution/cl/attention_buf.cl index 1d7ca6db3..a1f6f9113 100644 --- a/source/backend/opencl/execution/cl/attention_buf.cl +++ b/source/backend/opencl/execution/cl/attention_buf.cl @@ -16,7 +16,11 @@ __kernel void matmul_qk_div_mask(GLOBAL_SIZE_3_DIMS __global const FLOAT *input1, // key [1 key_seq_len/4 head_num head_dim 4] __global FLOAT *output, // prefill [1 head_num query_seq_len/4 key_seq_len 4] decode[1 head_num key_seq_len/4 4] __global FLOAT *past_key, // [1 key_seq_len/4 head_num head_dim 4] +#ifdef ADD_MASK + __global const FLOAT* mask, +#else __global const int* mask, // [1 1 query_seq_len key_seq_len 4] +#endif __private const float scale, __private const int query_seq_len, __private const int key_seq_len, @@ -116,7 +120,28 @@ __kernel void matmul_qk_div_mask(GLOBAL_SIZE_3_DIMS out1 *= Vscale; out2 *= Vscale; out3 *= Vscale; + +#ifdef ADD_MASK + out0.s0 += mask[((x4 + 0) * key_seq_len + (z4 + 0)) * 4]; + out1.s0 += mask[((x4 + 0) * key_seq_len + (z4 + 1)) * 4]; + out2.s0 += mask[((x4 + 0) * key_seq_len + (z4 + 2)) * 4]; + out3.s0 += mask[((x4 + 0) * key_seq_len + (z4 + 3)) * 4]; + + out0.s1 += mask[((x4 + 1) * key_seq_len + (z4 + 0)) * 4]; + out1.s1 += mask[((x4 + 1) * key_seq_len + (z4 + 1)) * 4]; + out2.s1 += mask[((x4 + 1) * key_seq_len + (z4 + 2)) * 4]; + out3.s1 += mask[((x4 + 1) * key_seq_len + (z4 + 3)) * 4]; + out0.s2 += mask[((x4 + 2) * key_seq_len + (z4 + 0)) * 4]; + out1.s2 += mask[((x4 + 2) * key_seq_len + (z4 + 1)) * 4]; + out2.s2 += mask[((x4 + 2) * key_seq_len + (z4 + 2)) * 4]; + out3.s2 += mask[((x4 + 2) * key_seq_len + (z4 + 3)) * 4]; + + out0.s3 += mask[((x4 + 3) * key_seq_len + (z4 + 0)) * 4]; + out1.s3 += mask[((x4 + 3) * key_seq_len + (z4 + 1)) * 4]; + out2.s3 += mask[((x4 + 3) * key_seq_len + (z4 + 2)) * 4]; + out3.s3 += mask[((x4 + 3) * key_seq_len + (z4 + 3)) * 4]; +#else out0.s0 = mask[((x4 + 0) * key_seq_len + (z4 + 0)) * 4] == 0 ? -FLT_MAX : out0.s0; out1.s0 = mask[((x4 + 0) * key_seq_len + (z4 + 1)) * 4] == 0 ? -FLT_MAX : out1.s0; out2.s0 = mask[((x4 + 0) * key_seq_len + (z4 + 2)) * 4] == 0 ? -FLT_MAX : out2.s0; @@ -136,6 +161,7 @@ __kernel void matmul_qk_div_mask(GLOBAL_SIZE_3_DIMS out1.s3 = mask[((x4 + 3) * key_seq_len + (z4 + 1)) * 4] == 0 ? -FLT_MAX : out1.s3; out2.s3 = mask[((x4 + 3) * key_seq_len + (z4 + 2)) * 4] == 0 ? -FLT_MAX : out2.s3; out3.s3 = mask[((x4 + 3) * key_seq_len + (z4 + 3)) * 4] == 0 ? -FLT_MAX : out3.s3; +#endif vstore4(CONVERT_FLOAT4(out0), 0, output + output_offset + x * key_seq_len * 4 + z4 * 4); if(z4 + 1 >= key_seq_len) return; @@ -207,18 +233,22 @@ __kernel void matmul_qkv(GLOBAL_SIZE_3_DIMS const int x = get_global_id(0); // prefill qk_seq_len / 4 decode 1 const int y = get_global_id(1); // head_num - const int z = get_global_id(2); // head_dim + const int z = get_global_id(2); // head_dim << 2 + const int z4 = z << 2; DEAL_NON_UNIFORM_DIM3(x, y, z); #ifdef OPENCL_PREFILL_ATTENTION const int offset = head_num * head_dim * 4; - const int offset_head = y * head_dim * 4 + z * 4; + const int offset_head = y * head_dim * 4 + z4 * 4; const int value_seq_len4 = (value_seq_len + 3) / 4; const int qk_seq_len4 = (qk_seq_len + 3) / 4; __global const FLOAT *A_offset = input0 + (y * qk_seq_len4 + x) * value_seq_len * 4; __global const FLOAT *B_offset = input1 + offset_head; __global FLOAT *Pastvalue_offset = past_value + offset_head; - COMPUTE_FLOAT4 out = 0; + COMPUTE_FLOAT4 out0 = 0; + COMPUTE_FLOAT4 out1 = 0; + COMPUTE_FLOAT4 out2 = 0; + COMPUTE_FLOAT4 out3 = 0; for(int i = 0; i < value_seq_len4 - 1; ++i){ int index = i << 2; @@ -226,26 +256,67 @@ __kernel void matmul_qkv(GLOBAL_SIZE_3_DIMS COMPUTE_FLOAT4 A1 = CONVERT_COMPUTE_FLOAT4(vload4(index + 1, A_offset)); COMPUTE_FLOAT4 A2 = CONVERT_COMPUTE_FLOAT4(vload4(index + 2, A_offset)); COMPUTE_FLOAT4 A3 = CONVERT_COMPUTE_FLOAT4(vload4(index + 3, A_offset)); - COMPUTE_FLOAT4 B = CONVERT_COMPUTE_FLOAT4(vload4(0, B_offset + i * offset)); + COMPUTE_FLOAT16 B = CONVERT_COMPUTE_FLOAT16(vload16(0, B_offset + i * offset)); + + out0 = mad(A0, (COMPUTE_FLOAT4)B.s0, out0); + out0 = mad(A1, (COMPUTE_FLOAT4)B.s1, out0); + out0 = mad(A2, (COMPUTE_FLOAT4)B.s2, out0); + out0 = mad(A3, (COMPUTE_FLOAT4)B.s3, out0); + + out1 = mad(A0, (COMPUTE_FLOAT4)B.s4, out1); + out1 = mad(A1, (COMPUTE_FLOAT4)B.s5, out1); + out1 = mad(A2, (COMPUTE_FLOAT4)B.s6, out1); + out1 = mad(A3, (COMPUTE_FLOAT4)B.s7, out1); - out = mad(A0, (COMPUTE_FLOAT4)B.s0, out); - out = mad(A1, (COMPUTE_FLOAT4)B.s1, out); - out = mad(A2, (COMPUTE_FLOAT4)B.s2, out); - out = mad(A3, (COMPUTE_FLOAT4)B.s3, out); + out2 = mad(A0, (COMPUTE_FLOAT4)B.s8, out2); + out2 = mad(A1, (COMPUTE_FLOAT4)B.s9, out2); + out2 = mad(A2, (COMPUTE_FLOAT4)B.sa, out2); + out2 = mad(A3, (COMPUTE_FLOAT4)B.sb, out2); + + out3 = mad(A0, (COMPUTE_FLOAT4)B.sc, out3); + out3 = mad(A1, (COMPUTE_FLOAT4)B.sd, out3); + out3 = mad(A2, (COMPUTE_FLOAT4)B.se, out3); + out3 = mad(A3, (COMPUTE_FLOAT4)B.sf, out3); - vstore4(CONVERT_FLOAT4(B), 0, Pastvalue_offset + i * offset); + vstore16(CONVERT_FLOAT16(B), 0, Pastvalue_offset + i * offset); } - - COMPUTE_FLOAT4 B = CONVERT_COMPUTE_FLOAT4(vload4(0, B_offset + (value_seq_len4 - 1) * offset)); - vstore4(CONVERT_FLOAT4(B), 0, Pastvalue_offset + (value_seq_len4 - 1) * offset); + +#ifdef HEADDIM_LEAVE + COMPUTE_FLOAT16 B = CONVERT_COMPUTE_FLOAT16(vload16(0, B_offset + (value_seq_len4 - 1) * offset)); COMPUTE_FLOAT *B_ptr = (COMPUTE_FLOAT*)&B; for(int i = (value_seq_len4 - 1) * 4, j = 0; i < value_seq_len; ++i, ++j){ COMPUTE_FLOAT4 A0 = CONVERT_COMPUTE_FLOAT4(vload4(i, A_offset)); - out = mad(A0, (COMPUTE_FLOAT4)B_ptr[j], out); + out0 = mad(A0, (COMPUTE_FLOAT4)B_ptr[j], out0); + out1 = mad(A0, (COMPUTE_FLOAT4)B_ptr[j + 4], out1); + out2 = mad(A0, (COMPUTE_FLOAT4)B_ptr[j + 8], out2); + out3 = mad(A0, (COMPUTE_FLOAT4)B_ptr[j + 12], out3); } - vstore4(CONVERT_FLOAT4(out), 0, output + x * offset + (y * head_dim + z) * 4); + vstore4(CONVERT_FLOAT4(out0), 0, output + x * offset + (y * head_dim + z4) * 4); + vstore4(CONVERT_FLOAT4(B.s0123), 0, Pastvalue_offset + (value_seq_len4 - 1) * offset); + if(z4 + 1 >= head_dim) return; + vstore4(CONVERT_FLOAT4(out1), 0, output + x * offset + (y * head_dim + z4 + 1) * 4); + vstore4(CONVERT_FLOAT4(B.s4567), 1, Pastvalue_offset + (value_seq_len4 - 1) * offset); + if(z4 + 2 >= head_dim) return; + vstore4(CONVERT_FLOAT4(out2), 0, output + x * offset + (y * head_dim + z4 + 2) * 4); + vstore4(CONVERT_FLOAT4(B.s89ab), 2, Pastvalue_offset + (value_seq_len4 - 1) * offset); + if(z4 + 3 >= head_dim) return; + vstore4(CONVERT_FLOAT4(out3), 0, output + x * offset + (y * head_dim + z4 + 3) * 4); + vstore4(CONVERT_FLOAT4(B.scdef), 3, Pastvalue_offset + (value_seq_len4 - 1) * offset); +#else + COMPUTE_FLOAT16 B = CONVERT_COMPUTE_FLOAT16(vload16(0, B_offset + (value_seq_len4 - 1) * offset)); + vstore16(CONVERT_FLOAT16(B), 0, Pastvalue_offset + (value_seq_len4 - 1) * offset); + COMPUTE_FLOAT *B_ptr = (COMPUTE_FLOAT*)&B; + for(int i = (value_seq_len4 - 1) * 4, j = 0; i < value_seq_len; ++i, ++j){ + COMPUTE_FLOAT4 A0 = CONVERT_COMPUTE_FLOAT4(vload4(i, A_offset)); + out0 = mad(A0, (COMPUTE_FLOAT4)B_ptr[j], out0); + out1 = mad(A0, (COMPUTE_FLOAT4)B_ptr[j + 4], out1); + out2 = mad(A0, (COMPUTE_FLOAT4)B_ptr[j + 8], out2); + out3 = mad(A0, (COMPUTE_FLOAT4)B_ptr[j + 12], out3); + } + vstore16(CONVERT_FLOAT16((COMPUTE_FLOAT16)(out0, out1, out2, out3)), 0, output + x * offset + (y * head_dim + z4) * 4); +#endif + #else - const int z4 = z << 2; const int value_seq_len4 = (value_seq_len + 3) / 4; const int offset = head_num * head_dim * 4; const int offset_head = y * head_dim * 4 + z4 * 4; diff --git a/source/backend/opencl/execution/cl/binary_buf.cl b/source/backend/opencl/execution/cl/binary_buf.cl index 383ca782b..3528882ab 100644 --- a/source/backend/opencl/execution/cl/binary_buf.cl +++ b/source/backend/opencl/execution/cl/binary_buf.cl @@ -11,16 +11,58 @@ __kernel void binary_buf(__private int global_dim0, __private int global_dim1, int2 pos = (int2)(get_global_id(0), get_global_id(1));//NC4, HW if (pos.x < global_dim0 && pos.y < global_dim1) { - int offset = pos.x * (shape.y*shape.z) + pos.y; + #ifdef WH_PACK4 + int offset = pos.x * (shape.y*shape.z/4) + pos.y; + #ifdef A_SINGLE + float data0 = input0[0]; + float16 in0_16 = (float16)data0; + #else + float16 in0_16 = convert_float16(vload16(offset, input0)); + #endif - float4 in0 = convert_float4(vload4(offset*isFull.x, input0)); - float4 in1 = convert_float4(vload4(offset*isFull.y, input1)); - if(isFull.x == 0) { - in0 = (float4)(in0.x, in0.x, in0.x, in0.x); - } - if(isFull.y == 0) { - in1 = (float4)(in1.x, in1.x, in1.x, in1.x); + #ifdef B_SINGLE + float data1 = input1[0]; + float16 in1_16 = (float16)data1; + #else + float16 in1_16 = convert_float16(vload16(offset, input1)); + #endif + + float16 out; + float4 in0 = in0_16.s0123; + float4 in1 = in1_16.s0123; + out.s0123 = OPERATOR; + + in0 = in0_16.s4567; + in1 = in1_16.s4567; + out.s4567 = OPERATOR; + + in0 = in0_16.s89ab; + in1 = in1_16.s89ab; + out.s89ab = OPERATOR; + + in0 = in0_16.scdef; + in1 = in1_16.scdef; + out.scdef = OPERATOR; + + if(activationType == 1) { + out = fmax(out, (float16)0); } + vstore16(CONVERT_OUTPUT16(out), offset, output); + #else + int offset = pos.x * (shape.y*shape.z) + pos.y; + #ifdef A_SINGLE + float data0 = input0[0]; + float4 in0 = (float4)(data0, data0, data0, data0); + #else + float4 in0 = convert_float4(vload4(offset, input0)); + #endif + + #ifdef B_SINGLE + float data1 = input1[0]; + float4 in1 = (float4)(data1, data1, data1, data1); + #else + float4 in1 = convert_float4(vload4(offset, input1)); + #endif float4 out = OPERATOR; @@ -28,6 +70,7 @@ __kernel void binary_buf(__private int global_dim0, __private int global_dim1, out = fmax(out, (float4)0); } vstore4(CONVERT_OUTPUT4(out), offset, output); + #endif } } diff --git a/source/backend/opencl/execution/cl/conv_2d_buf.cl b/source/backend/opencl/execution/cl/conv_2d_buf.cl index ce041937c..b6d6dd475 100644 --- a/source/backend/opencl/execution/cl/conv_2d_buf.cl +++ b/source/backend/opencl/execution/cl/conv_2d_buf.cl @@ -148,7 +148,6 @@ void conv_2d_1x1_c8h1w4(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks, const int intput_width_idx0 = out_w4_idx; for (int in_channel_block_idx = 0; in_channel_block_idx < in_c_block; ++in_channel_block_idx) { - int input_width_base = mul24(in_channel_block_idx, out_w); int offset = mad24(out_c_idx, in_c_block, in_channel_block_idx)*8; const int inp_offset = @@ -308,7 +307,6 @@ void conv_2d_1x1_c8h1w2(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks, const int intput_width_idx0 = out_w2_idx; for (int in_channel_block_idx = 0; in_channel_block_idx < in_c_block; ++in_channel_block_idx) { - int input_width_base = mul24(in_channel_block_idx, out_w); int offset = mad24(out_c_idx, in_c_block, in_channel_block_idx)*8; const int inp_offset = @@ -422,8 +420,7 @@ void conv_2d_1x1_c4h1w1(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks, const int intput_width_idx0 = out_w_idx; for (int in_channel_block_idx = 0; in_channel_block_idx < in_c_block; ++in_channel_block_idx) { - int input_width_base = mul24(in_channel_block_idx, out_w); - + int offset = mad24(out_c_idx, in_c_block, in_channel_block_idx)*4; const int inp_offset = (((out_b_idx*in_c_block + in_channel_block_idx)*out_h + out_h_idx)* out_w + intput_width_idx0)*4; @@ -484,7 +481,6 @@ void conv_2d_1x1_c4h1w2(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks, const int intput_width_idx0 = out_w2_idx; for (int in_channel_block_idx = 0; in_channel_block_idx < in_c_block; ++in_channel_block_idx) { - int input_width_base = mul24(in_channel_block_idx, out_w); int offset = mad24(out_c_idx, in_c_block, in_channel_block_idx)*4; const int inp_offset = diff --git a/source/backend/opencl/execution/cl/gather_buf.cl b/source/backend/opencl/execution/cl/gather_buf.cl index 6e239ffef..22b23dbe0 100644 --- a/source/backend/opencl/execution/cl/gather_buf.cl +++ b/source/backend/opencl/execution/cl/gather_buf.cl @@ -4,14 +4,21 @@ __kernel void batch_gather_buf(__private int global_dim0, __private int global_dim1, __private int global_dim2, __global OUTPUT_TYPE* output, __global INPUT_TYPE* input, - __global int* offset_dst, __global int* offset_src, + #ifdef OFFSET_DST + __global int* offset_dst_ptr, + __private const int4 offset_dst_shape,// w, h, c, n + #endif + #ifdef OFFSET_SRC + __global int* offset_src_ptr, + __private const int4 offset_src_shape,// w, h, c, n + #endif __private const int x_size, __private const int4 stride_src, __private const int4 stride_dst, __private const int2 steps, __private const int2 iters, - __private const int4 dst_c4size, - __private const int4 src_c4size, + __private const int4 dst_c4size,// w, h, c, n + __private const int4 src_c4size,// w, h, c, n __private const int inputSize) { int3 pos = (int3)(get_global_id(0), get_global_id(1), get_global_id(2)); @@ -21,24 +28,51 @@ __kernel void batch_gather_buf(__private int global_dim0, __private int global_d int y = pos.x / x_size; int2 index = (int2)(pos.z, pos.z); - if (iters.x >= 0) { -#ifdef OFFSET_DST_CHANNEL_STRIDE4 - index.x = offset_dst[pos.z * 4]; -#else - index.x = offset_dst[pos.z]; -#endif - } - if (iters.y >= 0) { -#ifdef OFFSET_SRC_CHANNEL_STRIDE4 - index.y = offset_src[pos.z * 4]; -#else - index.y = offset_src[pos.z]; -#endif + #ifdef OFFSET_DST + { + int offset_value = pos.z; + int off_c4_size = (offset_dst_shape.z + 3) >> 2; + #ifdef GATHER_INPUT_NHWC + int off_c = offset_value % offset_dst_shape.z; offset_value /= offset_dst_shape.z; + int off_w = offset_value % offset_dst_shape.x; offset_value /= offset_dst_shape.x; + int off_h = offset_value % offset_dst_shape.y; + int off_b = offset_value / offset_dst_shape.y; + #else + int off_w = offset_value % offset_dst_shape.x; offset_value /= offset_dst_shape.x; + int off_h = offset_value % offset_dst_shape.y; offset_value /= offset_dst_shape.y; + int off_c = offset_value % offset_dst_shape.z; + int off_b = offset_value / offset_dst_shape.z; + #endif + int real_dst_offset = (((off_b * off_c4_size + off_c / 4) * offset_dst_shape.y + off_h) * offset_dst_shape.x + off_w) * 4 + off_c % 4; + index.x = offset_dst_ptr[real_dst_offset]; } + #endif + + #ifdef OFFSET_SRC + { + int offset_value = pos.z; + int off_c4_size = (offset_src_shape.z + 3) >> 2; + #ifdef GATHER_INPUT_NHWC + int off_c = offset_value % offset_src_shape.z; offset_value /= offset_src_shape.z; + int off_w = offset_value % offset_src_shape.x; offset_value /= offset_src_shape.x; + int off_h = offset_value % offset_src_shape.y; + int off_b = offset_value / offset_src_shape.y; + #else + int off_w = offset_value % offset_src_shape.x; offset_value /= offset_src_shape.x; + int off_h = offset_value % offset_src_shape.y; offset_value /= offset_src_shape.y; + int off_c = offset_value % offset_src_shape.z; + int off_b = offset_value / offset_src_shape.z; + #endif + int real_src_offset = (((off_b * off_c4_size + off_c / 4) * offset_src_shape.y + off_h) * offset_src_shape.x + off_w) * 4 + off_c % 4; + index.y = offset_src_ptr[real_src_offset]; + } + #endif + int2 offset = index * steps; int src_offset = offset.y + stride_src.w + x * stride_src.x + y * stride_src.y + pos.y * stride_src.z; int dst_offset = offset.x + stride_dst.w + x * stride_dst.x + y * stride_dst.y + pos.y * stride_dst.z; + int src_offsetC4, dst_offsetC4; { #ifdef GATHER_INPUT_NHWC diff --git a/source/backend/opencl/execution/cl/gemm_buf.cl b/source/backend/opencl/execution/cl/gemm_buf.cl index 2022fd9e3..cd4c7fc94 100644 --- a/source/backend/opencl/execution/cl/gemm_buf.cl +++ b/source/backend/opencl/execution/cl/gemm_buf.cl @@ -28,11 +28,8 @@ __kernel void gemm_buf(GLOBAL_SIZE_DIM2 COMPUTE_FLOAT16 o = (COMPUTE_FLOAT16)0; int kenerlY = mad24(pos_z, height, pos_y); - int srcY = mad24(pos_z, width, pos_x); - for (int k = 0; k < srcChannelC4; ++k) { - __private int index = mul24(k, 4); - + for (int k = 0; k < srcChannelC4; ++k) { //NHWC [1, 1, alpha2*height, srcChannelC4*4] x 4 //index:[0, 0, pos_z*width+pos_y, index+0] //int inp1_offset = (((k * (alpha2*height) + kenerlY) * (srcChannelC4*4) + index)*4 + 0)*4; @@ -49,10 +46,7 @@ __kernel void gemm_buf(GLOBAL_SIZE_DIM2 o = mad((COMPUTE_FLOAT16)((COMPUTE_FLOAT4)s.s2, (COMPUTE_FLOAT4)s.s6, (COMPUTE_FLOAT4)s.sa, (COMPUTE_FLOAT4)s.se), (COMPUTE_FLOAT16)(k_v16.s89ab, k_v16.s89ab, k_v16.s89ab, k_v16.s89ab), o); o = mad((COMPUTE_FLOAT16)((COMPUTE_FLOAT4)s.s3, (COMPUTE_FLOAT4)s.s7, (COMPUTE_FLOAT4)s.sb, (COMPUTE_FLOAT4)s.sf), (COMPUTE_FLOAT16)(k_v16.scdef, k_v16.scdef, k_v16.scdef, k_v16.scdef), o); } - - __private int out_y_idx = mul24(pos_y, 4); - //NC4HW4 [dstChannelC4, alpha2, 4, UP_DIV(wUnit*hUnit,4)] x 4 - + //index: [pos_y, pos_z, 0, pos_x] int out_offset = (((pos_y * alpha2 + pos_z) * 4 + 0) * width + pos_x) * 4; @@ -112,9 +106,6 @@ __kernel void gemm_buf2(GLOBAL_SIZE_DIM2 o1 = mad((COMPUTE_FLOAT16)((COMPUTE_FLOAT4)s.s3, (COMPUTE_FLOAT4)s.s7, (COMPUTE_FLOAT4)s.sb, (COMPUTE_FLOAT4)s.sf), (COMPUTE_FLOAT16)(k_v16.scdef, k_v16.scdef, k_v16.scdef, k_v16.scdef), o1); } - __private int out_y_idx = mul24(pos_y, 4); - //NC4HW4 [dstChannelC4, alpha2, 4, UP_DIV(wUnit*hUnit,4)] x 4 - //index: [pos_y, pos_z, 0, pos_x] int out_offset = (((pos_y * alpha2 + pos_z) * 4 + 0) * width + pos_x) * 4; @@ -129,3 +120,83 @@ __kernel void gemm_buf2(GLOBAL_SIZE_DIM2 vstore4(CONVERT_FLOAT4(o1.s89ab), 1, output+out_offset+8*width); vstore4(CONVERT_FLOAT4(o1.scdef), 1, output+out_offset+12*width); } + +// [M, K/4, 4] -> [alignK, alignM] +__kernel void transpose_pad(GLOBAL_SIZE_DIM2 + const int alignM, + const int alignK, + const int M, + const int K, + __global const FLOAT* input, + __global FLOAT* output + ) { + const int idx_m4 = get_global_id(0); // idx M + const int idx_k4 = get_global_id(1); // idx K + UNIFORM_BOUNDRY_CHECK(idx_m4, idx_k4); + + const int idx_m = idx_m4 << 2; + const int idx_k = idx_k4 << 2; + const int K_4 = (K + 3) >> 2; + const int in_offset_base = (idx_m * K_4 + idx_k4) * 4; + const int out_offset_base = idx_k * alignM + idx_m; + + FLOAT4 m0k4 = (idx_k4 >= K_4 || idx_m + 0 >= M) ? (FLOAT4)0 : vload4(0, input + in_offset_base); + FLOAT4 m1k4 = (idx_k4 >= K_4 || idx_m + 1 >= M) ? (FLOAT4)0 : vload4(0, input + in_offset_base + (K_4 << 2)); + FLOAT4 m2k4 = (idx_k4 >= K_4 || idx_m + 2 >= M) ? (FLOAT4)0 : vload4(0, input + in_offset_base + (K_4 << 2) * 2); + FLOAT4 m3k4 = (idx_k4 >= K_4 || idx_m + 3 >= M) ? (FLOAT4)0 : vload4(0, input + in_offset_base + (K_4 << 2) * 3); + + vstore4((FLOAT4)(m0k4.x, m1k4.x, m2k4.x, m3k4.x), 0, output + out_offset_base); + vstore4((FLOAT4)(m0k4.y, m1k4.y, m2k4.y, m3k4.y), 0, output + out_offset_base + alignM); + vstore4((FLOAT4)(m0k4.z, m1k4.z, m2k4.z, m3k4.z), 0, output + out_offset_base + alignM + alignM); + vstore4((FLOAT4)(m0k4.w, m1k4.w, m2k4.w, m3k4.w), 0, output + out_offset_base + alignM + alignM + alignM); +} + +// [alignM, alignN] -> [M, N/4, 4] +__kernel void add_bias(GLOBAL_SIZE_DIM2 + const int alignM, + const int alignN, + const int M, + const int N, + __global const FLOAT* input0, + __global const FLOAT* input1, + __global FLOAT* output + ) { + const int idx_m = get_global_id(0); // idx M + const int idx_n_16 = get_global_id(1); // idx N + UNIFORM_BOUNDRY_CHECK(idx_m, idx_n_16); + + const int N_16 = (N + 15) >> 4; + const int N_left = N & 15; + bool canVec16 = (N_left == 0 || (N_left != 0 && idx_n_16 < N_16 - 1)); + if(canVec16) { + FLOAT16 res0 = vload16(0, input0 + idx_m * alignN + (idx_n_16 << 4)); + FLOAT16 res1 = vload16(0, input1 + (idx_n_16 << 4)); + FLOAT16 res = res0 + res1; + vstore16(res, 0, output + ((idx_m * N_16 + idx_n_16) << 4)); + } else { + const int N_4 = (N + 3) >> 2; + + FLOAT4 res0 = vload4(0, input0 + idx_m * alignN + (idx_n_16 << 4)); + FLOAT4 res1 = vload4(0, input1 + (idx_n_16 << 4)); + FLOAT4 res = res0 + res1; + vstore4(res, 0, output + ((idx_m * N_16 + idx_n_16) << 4)); + + if(idx_n_16 * 4 + 1 >= N_4) return; + res0 = vload4(0, input0 + idx_m * alignN + (idx_n_16 << 4) + 4); + res1 = vload4(0, input1 + (idx_n_16 << 4) + 4); + res = res0 + res1; + vstore4(res, 0, output + ((idx_m * N_16 + idx_n_16) << 4) + 4); + + if(idx_n_16 * 4 + 2 >= N_4) return; + res0 = vload4(0, input0 + idx_m * alignN + (idx_n_16 << 4) + 8); + res1 = vload4(0, input1 + (idx_n_16 << 4) + 8); + res = res0 + res1; + vstore4(res, 0, output + ((idx_m * N_16 + idx_n_16) << 4) + 8); + + if(idx_n_16 * 4 + 3 >= N_4) return; + res0 = vload4(0, input0 + idx_m * alignN + (idx_n_16 << 4) + 12); + res1 = vload4(0, input1 + (idx_n_16 << 4) + 12); + res = res0 + res1; + vstore4(res, 0, output + ((idx_m * N_16 + idx_n_16) << 4) + 12); + } +} diff --git a/source/backend/opencl/execution/cl/gemv_conv1x1_buf.cl b/source/backend/opencl/execution/cl/gemv_conv1x1_buf.cl index ffe697e66..9c762a8bf 100644 --- a/source/backend/opencl/execution/cl/gemv_conv1x1_buf.cl +++ b/source/backend/opencl/execution/cl/gemv_conv1x1_buf.cl @@ -51,8 +51,8 @@ __kernel void gemm_conv_c4_buf(GLOBAL_SIZE_DIM2 const int out_c_idx = out_c_w_idx / width; const int out_w_idx = out_c_w_idx % width; -#ifdef BACTH_BLOCK2 - const int out_b_idx = (out_b_h_idx / height) << 1; +#ifdef BACTH_BLOCK4 + const int out_b_idx = (out_b_h_idx / height) << 2; #else const int out_b_idx = out_b_h_idx / height; #endif @@ -61,11 +61,15 @@ __kernel void gemm_conv_c4_buf(GLOBAL_SIZE_DIM2 COMPUTE_FLOAT4 bias0 = CONVERT_COMPUTE_FLOAT4(vload4(out_c_idx, bias)); COMPUTE_FLOAT sum = 0; COMPUTE_FLOAT4 out = 0; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT sum1 = 0; - COMPUTE_FLOAT4 out1 = 0; +#ifdef BACTH_BLOCK4 + COMPUTE_FLOAT sum1 = 0, sum2 = 0, sum3 = 0; + COMPUTE_FLOAT4 out1 = 0, out2 = 0, out3 = 0; int input_offset1 = (((out_b_idx + 1) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; - bool isValidBatch = out_b_idx + 1 < batch; + int input_offset2 = (((out_b_idx + 2) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; + int input_offset3 = (((out_b_idx + 3) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; + bool isValidBatch1 = out_b_idx + 1 < batch; + bool isValidBatch2 = out_b_idx + 2 < batch; + bool isValidBatch3 = out_b_idx + 3 < batch; #endif int input_offset = ((out_b_idx * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; @@ -90,122 +94,172 @@ __kernel void gemm_conv_c4_buf(GLOBAL_SIZE_DIM2 #else for (int k = 0; k < srcChannelC4/4; ++k) { #endif -#ifdef WIDTH_HEIGHT_1 - COMPUTE_FLOAT16 in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset)); -#else +#ifndef WIDTH_HEIGHT_1 int k4 = k << 2; - COMPUTE_FLOAT16 in; - in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); - in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 1) * wh)); - in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 2) * wh)); - in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 3) * wh)); -#endif - sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in1 = 0; - if(isValidBatch){ -#ifdef WIDTH_HEIGHT_1 - in1 = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset1)); -#else - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 1) * wh)); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 2) * wh)); - in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 3) * wh)); -#endif - sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; - } #endif + COMPUTE_FLOAT16 weights0, weights1, weights2, weights3; #if (defined USE_LOW_BIT_WEIGHT_INT8) - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 16)); - COMPUTE_FLOAT16 weights2 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 32)); - COMPUTE_FLOAT16 weights3 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 48)); + weights0 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); + weights1 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 16)); + weights2 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 32)); + weights3 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 48)); #elif (defined USE_LOW_BIT_WEIGHT_INT4) - uchar16 charWeightsInt40 = vload16(0, weight + weight_offset + k * weight_oc_offset); - uchar16 charWeightsInt41 = vload16(0, weight + weight_offset + k * weight_oc_offset + 16); - COMPUTE_FLOAT16 weights0, weights1, weights2, weights3; { - char16 charWeights0 = 0; - char16 charWeights1 = 0; - UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt40); - weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); - weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); + uchar16 charWeightsInt40 = vload16(0, weight + weight_offset + k * weight_oc_offset); + uchar16 charWeightsInt41 = vload16(0, weight + weight_offset + k * weight_oc_offset + 16); + { + char16 charWeights0 = 0; + char16 charWeights1 = 0; + UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt40); + weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); + weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); + UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt41); + weights2 = CONVERT_COMPUTE_FLOAT16(charWeights0); + weights3 = CONVERT_COMPUTE_FLOAT16(charWeights1); + } } - +#endif { - char16 charWeights0 = 0; - char16 charWeights1 = 0; - UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt41); - weights2 = CONVERT_COMPUTE_FLOAT16(charWeights0); - weights3 = CONVERT_COMPUTE_FLOAT16(charWeights1); + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 3) * wh)); +#endif + sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out.s0); + DOT16X16(in, weights1, out.s1); + DOT16X16(in, weights2, out.s2); + DOT16X16(in, weights3, out.s3); + } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset1)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 3) * wh)); +#endif + sum1 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out1.s0); + DOT16X16(in, weights1, out1.s1); + DOT16X16(in, weights2, out1.s2); + DOT16X16(in, weights3, out1.s3); + } + if(isValidBatch2){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset2)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 3) * wh)); +#endif + sum2 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out2.s0); + DOT16X16(in, weights1, out2.s1); + DOT16X16(in, weights2, out2.s2); + DOT16X16(in, weights3, out2.s3); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset3)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 3) * wh)); +#endif + sum3 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out3.s0); + DOT16X16(in, weights1, out3.s1); + DOT16X16(in, weights2, out3.s2); + DOT16X16(in, weights3, out3.s3); } -#endif - DOT16X16(in, weights0, out.s0); - DOT16X16(in, weights1, out.s1); - DOT16X16(in, weights2, out.s2); - DOT16X16(in, weights3, out.s3); -#ifdef BACTH_BLOCK2 - DOT16X16(in1, weights0, out1.s0); - DOT16X16(in1, weights1, out1.s1); - DOT16X16(in1, weights2, out1.s2); - DOT16X16(in1, weights3, out1.s3); #endif } #ifdef INPUT_CHANNEL_LEAVE { int k = srcChannelC16 - 1; int k4 = k * 4; - COMPUTE_FLOAT16 in; - in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); - in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 1) * wh) : (FLOAT4)0); - in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 2) * wh) : (FLOAT4)0); - in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 3) * wh) : (FLOAT4)0); - sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; - -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in1 = 0; - if(isValidBatch){ - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 1) * wh) : (FLOAT4)0); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 2) * wh) : (FLOAT4)0); - in1.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 3) * wh) : (FLOAT4)0); - sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; - } -#endif + COMPUTE_FLOAT16 weights0, weights1, weights2, weights3; #if (defined USE_LOW_BIT_WEIGHT_INT8) - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 16)); - COMPUTE_FLOAT16 weights2 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 32)); - COMPUTE_FLOAT16 weights3 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 48)); + weights0 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); + weights1 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 16)); + weights2 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 32)); + weights3 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 48)); #elif (defined USE_LOW_BIT_WEIGHT_INT4) - uchar16 charWeightsInt40 = vload16(0, weight + weight_offset + k * weight_oc_offset); - uchar16 charWeightsInt41 = vload16(0, weight + weight_offset + k * weight_oc_offset + 16); - COMPUTE_FLOAT16 weights0, weights1, weights2, weights3; { + uchar16 charWeightsInt40 = vload16(0, weight + weight_offset + k * weight_oc_offset); + uchar16 charWeightsInt41 = vload16(0, weight + weight_offset + k * weight_oc_offset + 16); char16 charWeights0 = 0; char16 charWeights1 = 0; UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt40); weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); - } - - { - char16 charWeights0 = 0; - char16 charWeights1 = 0; UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt41); weights2 = CONVERT_COMPUTE_FLOAT16(charWeights0); weights3 = CONVERT_COMPUTE_FLOAT16(charWeights1); } #endif - DOT16X16(in, weights0, out.s0); - DOT16X16(in, weights1, out.s1); - DOT16X16(in, weights2, out.s2); - DOT16X16(in, weights3, out.s3); -#ifdef BACTH_BLOCK2 - DOT16X16(in1, weights0, out1.s0); - DOT16X16(in1, weights1, out1.s1); - DOT16X16(in1, weights2, out1.s2); - DOT16X16(in1, weights3, out1.s3); + { + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 3) * wh) : (FLOAT4)0); + sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out.s0); + DOT16X16(in, weights1, out.s1); + DOT16X16(in, weights2, out.s2); + DOT16X16(in, weights3, out.s3); + } + +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 3) * wh) : (FLOAT4)0); + sum1 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out1.s0); + DOT16X16(in, weights1, out1.s1); + DOT16X16(in, weights2, out1.s2); + DOT16X16(in, weights3, out1.s3); + } + if(isValidBatch2){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset2 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset2 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset2 + (k4 + 3) * wh) : (FLOAT4)0); + sum2 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out2.s0); + DOT16X16(in, weights1, out2.s1); + DOT16X16(in, weights2, out2.s2); + DOT16X16(in, weights3, out2.s3); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset3 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset3 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset3 + (k4 + 3) * wh) : (FLOAT4)0); + sum3 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out3.s0); + DOT16X16(in, weights1, out3.s1); + DOT16X16(in, weights2, out3.s2); + DOT16X16(in, weights3, out3.s3); + } #endif } #endif @@ -220,8 +274,8 @@ __kernel void gemm_conv_c4_buf(GLOBAL_SIZE_DIM2 #endif vstore4(CONVERT_FLOAT4(out), 0, output+out_offset); -#ifdef BACTH_BLOCK2 - if(isValidBatch){ +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ out_offset += dstChannelC4 * height * width * 4; out1 = bias0 + mad(out1, Scale, sum1 * Offset); #ifdef RELU @@ -234,6 +288,32 @@ __kernel void gemm_conv_c4_buf(GLOBAL_SIZE_DIM2 vstore4(CONVERT_FLOAT4(out1), 0, output+out_offset); } + if(isValidBatch2){ + out_offset += dstChannelC4 * height * width * 4; + out2 = bias0 + mad(out2, Scale, sum2 * Offset); +#ifdef RELU + out2 = fmax(out2, (COMPUTE_FLOAT4)0); +#endif + +#ifdef RELU6 + out2 = clamp(out2, (COMPUTE_FLOAT4)0, (COMPUTE_FLOAT4)6); +#endif + + vstore4(CONVERT_FLOAT4(out2), 0, output+out_offset); + } + if(isValidBatch3){ + out_offset += dstChannelC4 * height * width * 4; + out3 = bias0 + mad(out3, Scale, sum3 * Offset); +#ifdef RELU + out3 = fmax(out3, (COMPUTE_FLOAT4)0); +#endif + +#ifdef RELU6 + out3 = clamp(out3, (COMPUTE_FLOAT4)0, (COMPUTE_FLOAT4)6); +#endif + + vstore4(CONVERT_FLOAT4(out3), 0, output+out_offset); + } #endif } @@ -260,8 +340,8 @@ __kernel void gemm_conv_c2_buf(GLOBAL_SIZE_DIM2 const int out_c_idx = out_c_w_idx / width; const int out_w_idx = out_c_w_idx % width; -#ifdef BACTH_BLOCK2 - const int out_b_idx = (out_b_h_idx / height) << 1; +#ifdef BACTH_BLOCK4 + const int out_b_idx = (out_b_h_idx / height) << 2; #else const int out_b_idx = out_b_h_idx / height; #endif @@ -270,11 +350,15 @@ __kernel void gemm_conv_c2_buf(GLOBAL_SIZE_DIM2 COMPUTE_FLOAT2 bias0 = CONVERT_COMPUTE_FLOAT2(vload2(out_c_idx, bias)); COMPUTE_FLOAT sum = 0; COMPUTE_FLOAT2 out = 0; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT sum1 = 0; - COMPUTE_FLOAT2 out1 = 0; +#ifdef BACTH_BLOCK4 + COMPUTE_FLOAT sum1 = 0, sum2 = 0, sum3 = 0; + COMPUTE_FLOAT2 out1 = 0, out2 = 0, out3 = 0; int input_offset1 = (((out_b_idx + 1) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; - bool isValidBatch = out_b_idx + 1 < batch; + int input_offset2 = (((out_b_idx + 2) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; + int input_offset3 = (((out_b_idx + 3) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; + bool isValidBatch1 = out_b_idx + 1 < batch; + bool isValidBatch2 = out_b_idx + 2 < batch; + bool isValidBatch3 = out_b_idx + 3 < batch; #endif int input_offset = ((out_b_idx * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; int out_offset = (((out_b_idx * dstChannelC4 + (out_c_idx * 2) / 4) * height + out_h_idx) * width + out_w_idx) * 4 + ((out_c_idx * 2)%4); @@ -298,86 +382,142 @@ __kernel void gemm_conv_c2_buf(GLOBAL_SIZE_DIM2 #else for (int k = 0; k < srcChannelC4/4; ++k) { #endif +#ifndef WIDTH_HEIGHT_1 + int k4 = k << 2; +#endif + COMPUTE_FLOAT16 weights0, weights1; +#if (defined USE_LOW_BIT_WEIGHT_INT8) + weights0 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); + weights1 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 16)); +#elif (defined USE_LOW_BIT_WEIGHT_INT4) + { + uchar16 charWeightsInt4 = vload16(0, weight + weight_offset + k * weight_oc_offset); + char16 charWeights0 = 0; + char16 charWeights1 = 0; + UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt4); + weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); + weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); + } +#endif + { + COMPUTE_FLOAT16 in; #ifdef WIDTH_HEIGHT_1 - COMPUTE_FLOAT16 in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset)); + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset)); #else - COMPUTE_FLOAT16 in; - int k4 = k << 2; - in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); - in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 1) * wh)); - in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 2) * wh)); - in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 3) * wh)); -#endif - sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in1 = 0; - if(isValidBatch){ + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 3) * wh)); +#endif + sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out.s0); + DOT16X16(in, weights1, out.s1); + } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in; #ifdef WIDTH_HEIGHT_1 - in1 = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset1)); + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset1)); #else - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 1) * wh)); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 2) * wh)); - in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 3) * wh)); -#endif - sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 3) * wh)); +#endif + sum1 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out1.s0); + DOT16X16(in, weights1, out1.s1); + } + if(isValidBatch2){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset2)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 3) * wh)); +#endif + sum2 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out2.s0); + DOT16X16(in, weights1, out2.s1); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset3)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 3) * wh)); +#endif + sum3 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out3.s0); + DOT16X16(in, weights1, out3.s1); } -#endif -#if (defined USE_LOW_BIT_WEIGHT_INT8) - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 16)); -#elif (defined USE_LOW_BIT_WEIGHT_INT4) - uchar16 charWeightsInt4 = vload16(0, weight + weight_offset + k * weight_oc_offset); - char16 charWeights0 = 0; - char16 charWeights1 = 0; - UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt4); - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); -#endif - DOT16X16(in, weights0, out.s0); - DOT16X16(in, weights1, out.s1); -#ifdef BACTH_BLOCK2 - DOT16X16(in1, weights0, out1.s0); - DOT16X16(in1, weights1, out1.s1); #endif } #ifdef INPUT_CHANNEL_LEAVE { int k = srcChannelC16 - 1; - COMPUTE_FLOAT16 in = 0; int k4 = k * 4; - in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); - in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 1) * wh) : (FLOAT4)0); - in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 2) * wh) : (FLOAT4)0); - in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 3) * wh) : (FLOAT4)0); - sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in1 = 0; - if(isValidBatch){ - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 1) * wh) : (FLOAT4)0); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 2) * wh) : (FLOAT4)0); - in1.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 3) * wh) : (FLOAT4)0); - sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; - } -#endif + COMPUTE_FLOAT16 weights0, weights1; #if (defined USE_LOW_BIT_WEIGHT_INT8) - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 16)); + weights0 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); + weights1 = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset + 16)); #elif (defined USE_LOW_BIT_WEIGHT_INT4) - uchar16 charWeightsInt4 = vload16(0, weight + weight_offset + k * weight_oc_offset); - char16 charWeights0 = 0; - char16 charWeights1 = 0; - UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt4); - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); -#endif - DOT16X16(in, weights0, out.s0); - DOT16X16(in, weights1, out.s1); -#ifdef BACTH_BLOCK2 - DOT16X16(in1, weights0, out1.s0); - DOT16X16(in1, weights1, out1.s1); + { + uchar16 charWeightsInt4 = vload16(0, weight + weight_offset + k * weight_oc_offset); + char16 charWeights0 = 0; + char16 charWeights1 = 0; + UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt4); + weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); + weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); + } +#endif + { + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 3) * wh) : (FLOAT4)0); + sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out.s0); + DOT16X16(in, weights1, out.s1); + } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 3) * wh) : (FLOAT4)0); + sum1 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out1.s0); + DOT16X16(in, weights1, out1.s1); + } + if(isValidBatch2){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset2 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset2 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset2 + (k4 + 3) * wh) : (FLOAT4)0); + sum2 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out2.s0); + DOT16X16(in, weights1, out2.s1); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset3 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset3 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset3 + (k4 + 3) * wh) : (FLOAT4)0); + sum3 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out3.s0); + DOT16X16(in, weights1, out3.s1); + } #endif } #endif @@ -392,8 +532,8 @@ __kernel void gemm_conv_c2_buf(GLOBAL_SIZE_DIM2 #endif vstore2(CONVERT_FLOAT2(out), 0, output+out_offset); -#ifdef BACTH_BLOCK2 - if(isValidBatch){ +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ out_offset += dstChannelC4 * height * width * 4; out1 = bias0 + mad(out1, Scale, sum1 * Offset); #ifdef RELU @@ -406,6 +546,32 @@ __kernel void gemm_conv_c2_buf(GLOBAL_SIZE_DIM2 vstore2(CONVERT_FLOAT2(out1), 0, output+out_offset); } + if(isValidBatch2){ + out_offset += dstChannelC4 * height * width * 4; + out2 = bias0 + mad(out2, Scale, sum2 * Offset); +#ifdef RELU + out2 = fmax(out2, (COMPUTE_FLOAT2)0); +#endif + +#ifdef RELU6 + out2 = clamp(out2, (COMPUTE_FLOAT2)0, (COMPUTE_FLOAT2)6); +#endif + + vstore2(CONVERT_FLOAT2(out2), 0, output+out_offset); + } + if(isValidBatch3){ + out_offset += dstChannelC4 * height * width * 4; + out3 = bias0 + mad(out3, Scale, sum3 * Offset); +#ifdef RELU + out3 = fmax(out3, (COMPUTE_FLOAT2)0); +#endif + +#ifdef RELU6 + out3 = clamp(out3, (COMPUTE_FLOAT2)0, (COMPUTE_FLOAT2)6); +#endif + + vstore2(CONVERT_FLOAT2(out3), 0, output+out_offset); + } #endif } @@ -432,8 +598,8 @@ __kernel void gemm_conv_c1_buf(GLOBAL_SIZE_DIM2 const int out_c_idx = out_c_w_idx / width; const int out_w_idx = out_c_w_idx % width; -#ifdef BACTH_BLOCK2 - const int out_b_idx = (out_b_h_idx / height) << 1; +#ifdef BACTH_BLOCK4 + const int out_b_idx = (out_b_h_idx / height) << 2; #else const int out_b_idx = out_b_h_idx / height; #endif @@ -443,11 +609,15 @@ __kernel void gemm_conv_c1_buf(GLOBAL_SIZE_DIM2 COMPUTE_FLOAT sum = 0; COMPUTE_FLOAT out = 0; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT sum1 = 0; - COMPUTE_FLOAT out1 = 0; +#ifdef BACTH_BLOCK4 + COMPUTE_FLOAT sum1 = 0, sum2 = 0, sum3 = 0; + COMPUTE_FLOAT out1 = 0, out2 = 0, out3 = 0; int input_offset1 = (((out_b_idx + 1) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; - bool isValidBatch = out_b_idx + 1 < batch; + int input_offset2 = (((out_b_idx + 2) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; + int input_offset3 = (((out_b_idx + 3) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; + bool isValidBatch1 = out_b_idx + 1 < batch; + bool isValidBatch2 = out_b_idx + 2 < batch; + bool isValidBatch3 = out_b_idx + 3 < batch; #endif int input_offset = ((out_b_idx * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; @@ -471,75 +641,127 @@ __kernel void gemm_conv_c1_buf(GLOBAL_SIZE_DIM2 #else for (int k = 0; k < srcChannelC4/4; ++k) { #endif +#ifndef WIDTH_HEIGHT_1 + int k4 = k << 2; +#endif + COMPUTE_FLOAT16 weights; +#if (defined USE_LOW_BIT_WEIGHT_INT8) + weights = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); +#elif (defined USE_LOW_BIT_WEIGHT_INT4) + { + uchar8 charWeightsInt4 = vload8(0, weight + weight_offset + k * weight_oc_offset); + char16 charWeights = 0; + UCHAR8_TO_CHAR16(charWeights, charWeightsInt4); + weights = CONVERT_COMPUTE_FLOAT16(charWeights); + } +#endif + { + COMPUTE_FLOAT16 in; #ifdef WIDTH_HEIGHT_1 - COMPUTE_FLOAT16 in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset)); + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset)); #else - COMPUTE_FLOAT16 in; - int k4 = k << 2; - in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); - in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 1) * wh)); - in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 2) * wh)); - in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 3) * wh)); -#endif - sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in1 = 0; - if(isValidBatch){ + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 3) * wh)); +#endif + sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights, out); + } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in; #ifdef WIDTH_HEIGHT_1 - in1 = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset1)); + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset1)); #else - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 1) * wh)); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 2) * wh)); - in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 3) * wh)); + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 3) * wh)); #endif - sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + sum1 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights, out1); } + if(isValidBatch2){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset2)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 3) * wh)); #endif -#if (defined USE_LOW_BIT_WEIGHT_INT8) - COMPUTE_FLOAT16 weights = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); -#elif (defined USE_LOW_BIT_WEIGHT_INT4) - uchar8 charWeightsInt4 = vload8(0, weight + weight_offset + k * weight_oc_offset); - char16 charWeights = 0; - UCHAR8_TO_CHAR16(charWeights, charWeightsInt4); - COMPUTE_FLOAT16 weights = CONVERT_COMPUTE_FLOAT16(charWeights); + sum2 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights, out2); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(k, input + input_offset3)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 3) * wh)); #endif - DOT16X16(in, weights, out); -#ifdef BACTH_BLOCK2 - DOT16X16(in1, weights, out1); + sum3 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights, out3); + } #endif } #ifdef INPUT_CHANNEL_LEAVE { int k = srcChannelC16 - 1; - COMPUTE_FLOAT16 in = 0; int k4 = k * 4; - in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); - in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 1) * wh) : (FLOAT4)0); - in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 2) * wh) : (FLOAT4)0); - in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 3) * wh) : (FLOAT4)0); - sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in1 = 0; - if(isValidBatch){ + COMPUTE_FLOAT16 weights; +#if (defined USE_LOW_BIT_WEIGHT_INT8) + weights = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); +#elif (defined USE_LOW_BIT_WEIGHT_INT4) + { + uchar8 charWeightsInt4 = vload8(0, weight + weight_offset + k * weight_oc_offset); + char16 charWeights = 0; + UCHAR8_TO_CHAR16(charWeights, charWeightsInt4); + weights = CONVERT_COMPUTE_FLOAT16(charWeights); + } +#endif + { + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 3) * wh) : (FLOAT4)0); + sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights, out); + } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in; in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); in1.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 1) * wh) : (FLOAT4)0); in1.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 2) * wh) : (FLOAT4)0); in1.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset1 + (k4 + 3) * wh) : (FLOAT4)0); - sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + sum1 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights, out1); + } + if(isValidBatch2){ + COMPUTE_FLOAT16 in; + in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k4 * wh)); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset2 + (k4 + 1) * wh) : (FLOAT4)0); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset2 + (k4 + 2) * wh) : (FLOAT4)0); + in1.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset2 + (k4 + 3) * wh) : (FLOAT4)0); + sum2 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights, out2); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in; + in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k4 * wh)); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset3 + (k4 + 1) * wh) : (FLOAT4)0); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset3 + (k4 + 2) * wh) : (FLOAT4)0); + in1.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset3 + (k4 + 3) * wh) : (FLOAT4)0); + sum3 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights, out3); } -#endif -#if (defined USE_LOW_BIT_WEIGHT_INT8) - COMPUTE_FLOAT16 weights = CONVERT_COMPUTE_FLOAT16(vload16(0, weight + weight_offset + k * weight_oc_offset)); -#elif (defined USE_LOW_BIT_WEIGHT_INT4) - uchar8 charWeightsInt4 = vload8(0, weight + weight_offset + k * weight_oc_offset); - char16 charWeights = 0; - UCHAR8_TO_CHAR16(charWeights, charWeightsInt4); - COMPUTE_FLOAT16 weights = CONVERT_COMPUTE_FLOAT16(charWeights); -#endif - DOT16X16(in, weights, out); -#ifdef BACTH_BLOCK2 - DOT16X16(in1, weights, out1); #endif } #endif @@ -553,8 +775,8 @@ __kernel void gemm_conv_c1_buf(GLOBAL_SIZE_DIM2 out = clamp(out, 0, 6); #endif output[out_offset] = out; -#ifdef BACTH_BLOCK2 - if(isValidBatch){ +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ out_offset += dstChannelC4 * height * width * 4; out1 = bias0 + mad(out1, Scale, sum1 * Offset); #ifdef RELU @@ -567,9 +789,34 @@ __kernel void gemm_conv_c1_buf(GLOBAL_SIZE_DIM2 output[out_offset] = out1; } + if(isValidBatch2){ + out_offset += dstChannelC4 * height * width * 4; + out2 = bias0 + mad(out2, Scale, sum2 * Offset); +#ifdef RELU + out2 = fmax(out2, 0); +#endif + +#ifdef RELU6 + out2 = clamp(out2, 0, 6); +#endif + + output[out_offset] = out2; + } + if(isValidBatch3){ + out_offset += dstChannelC4 * height * width * 4; + out3 = bias0 + mad(out3, Scale, sum3 * Offset); +#ifdef RELU + out3 = fmax(out3, 0); +#endif + +#ifdef RELU6 + out3 = clamp(out3, 0, 6); +#endif + + output[out_offset] = out3; + } #endif } - __kernel void gemm_conv_c2_image(GLOBAL_SIZE_DIM2 __global const FLOAT* input, __read_only image2d_t weight, @@ -588,8 +835,8 @@ __kernel void gemm_conv_c2_image(GLOBAL_SIZE_DIM2 const int out_c_idx = (out_c_w_idx / width) << 1; const int out_w_idx = out_c_w_idx % width; -#ifdef BACTH_BLOCK2 - const int out_b_idx = (out_b_h_idx / height) << 1; +#ifdef BACTH_BLOCK4 + const int out_b_idx = (out_b_h_idx / height) << 2; #else const int out_b_idx = out_b_h_idx / height; #endif @@ -599,11 +846,15 @@ __kernel void gemm_conv_c2_image(GLOBAL_SIZE_DIM2 COMPUTE_FLOAT2 out = 0; COMPUTE_FLOAT sum = 0; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT sum1 = 0; - COMPUTE_FLOAT2 out1 = 0; +#ifdef BACTH_BLOCK4 + COMPUTE_FLOAT sum1 = 0, sum2 = 0, sum3 = 0; + COMPUTE_FLOAT2 out1 = 0, out2 = 0, out3 = 0; int input_offset1 = (((out_b_idx + 1) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; - bool isValidBatch = out_b_idx + 1 < batch; + int input_offset2 = (((out_b_idx + 2) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; + int input_offset3 = (((out_b_idx + 3) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; + bool isValidBatch1 = out_b_idx + 1 < batch; + bool isValidBatch2 = out_b_idx + 2 < batch; + bool isValidBatch3 = out_b_idx + 3 < batch; #endif int input_offset = ((out_b_idx * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; @@ -622,76 +873,118 @@ __kernel void gemm_conv_c2_image(GLOBAL_SIZE_DIM2 #else for (int k = 0; k < srcChannelC4/4; k++) { #endif -#ifdef WIDTH_HEIGHT_1 - COMPUTE_FLOAT16 in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 16)); -#else - COMPUTE_FLOAT16 in0 = 0; +#ifndef WIDTH_HEIGHT_1 int k4 = k * 4; - in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); - in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 1) * wh)); - in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 2) * wh)); - in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 3) * wh)); - #endif - sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in1 = 0; - if(isValidBatch){ + COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k)))); + COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx + 1, k)))); + { + COMPUTE_FLOAT16 in; #ifdef WIDTH_HEIGHT_1 - in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 16)); + in = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 16)); #else - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 1) * wh)); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 2) * wh)); - in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 3) * wh)); -#endif - sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 3) * wh)); +#endif + sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out.s0); + DOT16X16(in, weights1, out.s1); } -#endif - - { - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k)))); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx + 1, k)))); - DOT16X16(in0, weights0, out.s0); - DOT16X16(in0, weights1, out.s1); -#ifdef BACTH_BLOCK2 - DOT16X16(in1, weights0, out1.s0); - DOT16X16(in1, weights1, out1.s1); -#endif +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 16)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 3) * wh)); +#endif + sum1 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out1.s0); + DOT16X16(in, weights1, out1.s1); + } + if(isValidBatch2){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset2 + k * 16)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 3) * wh)); +#endif + sum2 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out2.s0); + DOT16X16(in, weights1, out2.s1); } + if(isValidBatch3){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset3 + k * 16)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 3) * wh)); +#endif + sum3 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out3.s0); + DOT16X16(in, weights1, out3.s1); + } +#endif } #ifdef INPUT_CHANNEL_LEAVE { int k = srcChannelC16 - 1; - COMPUTE_FLOAT16 in0 = 0; int k4 = k * 4; - in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); - in0.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 1) * wh) : (FLOAT4)0); - in0.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 2) * wh) : (FLOAT4)0); - in0.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 3) * wh) : (FLOAT4)0); - - sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in1 = 0; - if(isValidBatch){ - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < vload4(0, input + input_offset1 + (k4 + 1) * wh) : (FLOAT4)0); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < vload4(0, input + input_offset1 + (k4 + 2) * wh) : (FLOAT4)0); - in1.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < vload4(0, input + input_offset1 + (k4 + 3) * wh) : (FLOAT4)0); - sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; - } -#endif - + COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k)))); + COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx + 1, k)))); { - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k)))); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx + 1, k)))); - DOT16X16(in0, weights0, out.s0); - DOT16X16(in0, weights1, out.s1); -#ifdef BACTH_BLOCK2 - DOT16X16(in1, weights0, out1.s0); - DOT16X16(in1, weights1, out1.s1); -#endif + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 3) * wh) : (FLOAT4)0); + sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out.s0); + DOT16X16(in, weights1, out.s1); + } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < vload4(0, input + input_offset1 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < vload4(0, input + input_offset1 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < vload4(0, input + input_offset1 + (k4 + 3) * wh) : (FLOAT4)0); + sum1 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out1.s0); + DOT16X16(in, weights1, out1.s1); } + if(isValidBatch2){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < vload4(0, input + input_offset2 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < vload4(0, input + input_offset2 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < vload4(0, input + input_offset2 + (k4 + 3) * wh) : (FLOAT4)0); + sum2 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out2.s0); + DOT16X16(in, weights1, out2.s1); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < vload4(0, input + input_offset3 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < vload4(0, input + input_offset3 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < vload4(0, input + input_offset3 + (k4 + 3) * wh) : (FLOAT4)0); + sum3 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out3.s0); + DOT16X16(in, weights1, out3.s1); + } +#endif } #endif #elif (defined USE_LOW_BIT_WEIGHT_INT4) @@ -701,143 +994,217 @@ __kernel void gemm_conv_c2_image(GLOBAL_SIZE_DIM2 #else for (int k = 0; k < srcChannelC4/8; k++) { #endif -#ifdef WIDTH_HEIGHT_1 - COMPUTE_FLOAT16 in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 32)); - COMPUTE_FLOAT16 in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 32 + 16)); -#else - COMPUTE_FLOAT16 in0 = 0; - COMPUTE_FLOAT16 in1 = 0; +#ifndef WIDTH_HEIGHT_1 int k8 = k * 8; - in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k8 * wh)); - in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 1) * wh)); - in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 2) * wh)); - in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 3) * wh)); - - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 4) * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 5) * wh)); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 6) * wh)); - in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 7) * wh)); - -#endif - sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; - sum += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in2 = 0; - COMPUTE_FLOAT16 in3 = 0; - if(isValidBatch){ -#ifdef WIDTH_HEIGHT_1 - in2 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 32)); - in3 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 32 + 16)); -#else - in2.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k8 * wh)); - in2.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 1) * wh)); - in2.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 2) * wh)); - in2.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 3) * wh)); - - in3.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 4) * wh)); - in3.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 5) * wh)); - in3.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 6) * wh)); - in3.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 7) * wh)); -#endif - sum1 += in2.s0 + in2.s1 + in2.s2 + in2.s3 + in2.s4 + in2.s5 + in2.s6 + in2.s7 + in2.s8 + in2.s9 + in2.sa + in2.sb + in2.sc + in2.sd + in2.se + in2.sf; - sum1 += in3.s0 + in3.s1 + in3.s2 + in3.s3 + in3.s4 + in3.s5 + in3.s6 + in3.s7 + in3.s8 + in3.s9 + in3.sa + in3.sb + in3.sc + in3.sd + in3.se + in3.sf; - } #endif - + COMPUTE_FLOAT16 weights0, weights1, weights2, weights3; { uchar16 charWeightsInt4 = as_uchar16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k))); char16 charWeights0 = 0; char16 charWeights1 = 0; UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt4); - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); - DOT16X16(in0, weights0, out.s0); - DOT16X16(in1, weights1, out.s0); -#ifdef BACTH_BLOCK2 - DOT16X16(in2, weights0, out1.s0); - DOT16X16(in3, weights1, out1.s0); -#endif + weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); + weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); } - { uchar16 charWeightsInt4 = as_uchar16(read_imagef(weight, SAMPLER, (int2)(out_c_idx + 1, k))); char16 charWeights0 = 0; char16 charWeights1 = 0; UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt4); - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); - DOT16X16(in0, weights0, out.s1); - DOT16X16(in1, weights1, out.s1); -#ifdef BACTH_BLOCK2 - DOT16X16(in2, weights0, out1.s1); - DOT16X16(in3, weights1, out1.s1); + weights2 = CONVERT_COMPUTE_FLOAT16(charWeights0); + weights3 = CONVERT_COMPUTE_FLOAT16(charWeights1); + } + { + COMPUTE_FLOAT16 in0, in1; +#ifdef WIDTH_HEIGHT_1 + in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 32)); + in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 32 + 16)); +#else + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 1) * wh)); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 2) * wh)); + in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 3) * wh)); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 4) * wh)); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 5) * wh)); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 6) * wh)); + in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 7) * wh)); + #endif + sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out.s0); + DOT16X16(in1, weights1, out.s0); + DOT16X16(in0, weights2, out.s1); + DOT16X16(in1, weights3, out.s1); } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in0, in1; +#ifdef WIDTH_HEIGHT_1 + in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 32)); + in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 32 + 16)); +#else + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 1) * wh)); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 2) * wh)); + in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 3) * wh)); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 4) * wh)); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 5) * wh)); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 6) * wh)); + in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 7) * wh)); +#endif + sum1 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out1.s0); + DOT16X16(in1, weights1, out1.s0); + DOT16X16(in0, weights2, out1.s1); + DOT16X16(in1, weights3, out1.s1); + } + if(isValidBatch2){ + COMPUTE_FLOAT16 in0, in1; +#ifdef WIDTH_HEIGHT_1 + in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset2 + k * 32)); + in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset2 + k * 32 + 16)); +#else + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 1) * wh)); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 2) * wh)); + in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 3) * wh)); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 4) * wh)); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 5) * wh)); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 6) * wh)); + in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 7) * wh)); +#endif + sum2 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum2 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out2.s0); + DOT16X16(in1, weights1, out2.s0); + DOT16X16(in0, weights2, out2.s1); + DOT16X16(in1, weights3, out2.s1); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in0, in1; +#ifdef WIDTH_HEIGHT_1 + in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset3 + k * 32)); + in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset3 + k * 32 + 16)); +#else + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 1) * wh)); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 2) * wh)); + in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 3) * wh)); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 4) * wh)); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 5) * wh)); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 6) * wh)); + in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 7) * wh)); +#endif + sum3 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum3 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out3.s0); + DOT16X16(in1, weights1, out3.s0); + DOT16X16(in0, weights2, out3.s1); + DOT16X16(in1, weights3, out3.s1); + } +#endif } #ifdef INPUT_CHANNEL_LEAVE { int k = srcChannelC32 - 1; - COMPUTE_FLOAT16 in0 = 0; - COMPUTE_FLOAT16 in1 = 0; int k8 = k * 8; - in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k8 * wh)); - in0.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 1) * wh) : (FLOAT4)0); - in0.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 2) * wh) : (FLOAT4)0); - in0.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 3) * wh) : (FLOAT4)0); - - in1.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 4) * wh) : (FLOAT4)0); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 5) * wh) : (FLOAT4)0); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 6) * wh) : (FLOAT4)0); - in1.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 7) * wh) : (FLOAT4)0); - sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; - sum += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in2 = 0; - COMPUTE_FLOAT16 in3 = 0; - if(isValidBatch){ - in2.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k8 * wh)); - in2.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < vload4(0, input + input_offset1 + (k8 + 1) * wh) : (FLOAT4)0); - in2.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < vload4(0, input + input_offset1 + (k8 + 2) * wh) : (FLOAT4)0); - in2.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < vload4(0, input + input_offset1 + (k8 + 3) * wh) : (FLOAT4)0); - - in3.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 4) * wh) : (FLOAT4)0); - in3.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 5) * wh) : (FLOAT4)0); - in3.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 6) * wh) : (FLOAT4)0); - in3.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 7) * wh) : (FLOAT4)0); - sum1 += in2.s0 + in2.s1 + in2.s2 + in2.s3 + in2.s4 + in2.s5 + in2.s6 + in2.s7 + in2.s8 + in2.s9 + in2.sa + in2.sb + in2.sc + in2.sd + in2.se + in2.sf; - sum1 += in3.s0 + in3.s1 + in3.s2 + in3.s3 + in3.s4 + in3.s5 + in3.s6 + in3.s7 + in3.s8 + in3.s9 + in3.sa + in3.sb + in3.sc + in3.sd + in3.se + in3.sf; - } -#endif - + COMPUTE_FLOAT16 weights0, weights1, weights2, weights3; { uchar16 charWeightsInt4 = as_uchar16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k))); char16 charWeights0 = 0; char16 charWeights1 = 0; UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt4); - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); - DOT16X16(in0, weights0, out.s0); - DOT16X16(in1, weights1, out.s0); -#ifdef BACTH_BLOCK2 - DOT16X16(in2, weights0, out1.s0); - DOT16X16(in3, weights1, out1.s0); -#endif + weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); + weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); } - { uchar16 charWeightsInt4 = as_uchar16(read_imagef(weight, SAMPLER, (int2)(out_c_idx + 1, k))); char16 charWeights0 = 0; char16 charWeights1 = 0; UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt4); - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); - DOT16X16(in0, weights0, out.s1); - DOT16X16(in1, weights1, out.s1); -#ifdef BACTH_BLOCK2 - DOT16X16(in2, weights0, out1.s1); - DOT16X16(in3, weights1, out1.s1); -#endif + weights2 = CONVERT_COMPUTE_FLOAT16(charWeights0); + weights3 = CONVERT_COMPUTE_FLOAT16(charWeights1); } + { + COMPUTE_FLOAT16 in0, in1; + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 1) * wh) : (FLOAT4)0); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 2) * wh) : (FLOAT4)0); + in0.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 3) * wh) : (FLOAT4)0); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 4) * wh) : (FLOAT4)0); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 5) * wh) : (FLOAT4)0); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 6) * wh) : (FLOAT4)0); + in1.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 7) * wh) : (FLOAT4)0); + sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out.s0); + DOT16X16(in1, weights1, out.s0); + DOT16X16(in0, weights2, out.s1); + DOT16X16(in1, weights3, out.s1); + } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in0, in1; + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < vload4(0, input + input_offset1 + (k8 + 1) * wh) : (FLOAT4)0); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < vload4(0, input + input_offset1 + (k8 + 2) * wh) : (FLOAT4)0); + in0.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < vload4(0, input + input_offset1 + (k8 + 3) * wh) : (FLOAT4)0); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 4) * wh) : (FLOAT4)0); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 5) * wh) : (FLOAT4)0); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 6) * wh) : (FLOAT4)0); + in1.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 7) * wh) : (FLOAT4)0); + sum1 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out1.s0); + DOT16X16(in1, weights1, out1.s0); + DOT16X16(in0, weights2, out1.s1); + DOT16X16(in1, weights3, out1.s1); + } + if(isValidBatch2){ + COMPUTE_FLOAT16 in0, in1; + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < vload4(0, input + input_offset2 + (k8 + 1) * wh) : (FLOAT4)0); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < vload4(0, input + input_offset2 + (k8 + 2) * wh) : (FLOAT4)0); + in0.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < vload4(0, input + input_offset2 + (k8 + 3) * wh) : (FLOAT4)0); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset2 + (k8 + 4) * wh) : (FLOAT4)0); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset2 + (k8 + 5) * wh) : (FLOAT4)0); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset2 + (k8 + 6) * wh) : (FLOAT4)0); + in1.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset2 + (k8 + 7) * wh) : (FLOAT4)0); + sum2 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum2 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out2.s0); + DOT16X16(in1, weights1, out2.s0); + DOT16X16(in0, weights2, out2.s1); + DOT16X16(in1, weights3, out2.s1); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in0, in1; + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < vload4(0, input + input_offset3 + (k8 + 1) * wh) : (FLOAT4)0); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < vload4(0, input + input_offset3 + (k8 + 2) * wh) : (FLOAT4)0); + in0.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < vload4(0, input + input_offset3 + (k8 + 3) * wh) : (FLOAT4)0); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset3 + (k8 + 4) * wh) : (FLOAT4)0); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset3 + (k8 + 5) * wh) : (FLOAT4)0); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset3 + (k8 + 6) * wh) : (FLOAT4)0); + in1.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset3 + (k8 + 7) * wh) : (FLOAT4)0); + sum3 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum3 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out3.s0); + DOT16X16(in1, weights1, out3.s0); + DOT16X16(in0, weights2, out3.s1); + DOT16X16(in1, weights3, out3.s1); + } +#endif } #endif #endif //USE_LOW_BIT_WEIGHT_INT4 @@ -850,8 +1217,8 @@ __kernel void gemm_conv_c2_image(GLOBAL_SIZE_DIM2 out = clamp(out, (COMPUTE_FLOAT2)0, (COMPUTE_FLOAT2)6); #endif vstore2(CONVERT_FLOAT2(out), 0, output + out_offset); -#ifdef BACTH_BLOCK2 - if(isValidBatch){ +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ out_offset += dstChannelC4 * height * width * 4; out1 = bias0 + mad(out1, Scale, sum1 * Offset); #ifdef RELU @@ -864,6 +1231,32 @@ __kernel void gemm_conv_c2_image(GLOBAL_SIZE_DIM2 vstore2(CONVERT_FLOAT2(out1), 0, output+out_offset); } + if(isValidBatch2){ + out_offset += dstChannelC4 * height * width * 4; + out2 = bias0 + mad(out2, Scale, sum2 * Offset); +#ifdef RELU + out2 = fmax(out2, (COMPUTE_FLOAT2)0); +#endif + +#ifdef RELU6 + out2 = clamp(out2, (COMPUTE_FLOAT2)0, (COMPUTE_FLOAT2)6); +#endif + + vstore2(CONVERT_FLOAT2(out2), 0, output+out_offset); + } + if(isValidBatch3){ + out_offset += dstChannelC4 * height * width * 4; + out3 = bias0 + mad(out3, Scale, sum3 * Offset); +#ifdef RELU + out3 = fmax(out3, (COMPUTE_FLOAT2)0); +#endif + +#ifdef RELU6 + out3 = clamp(out3, (COMPUTE_FLOAT2)0, (COMPUTE_FLOAT2)6); +#endif + + vstore2(CONVERT_FLOAT2(out3), 0, output+out_offset); + } #endif } __kernel void gemm_conv_c1_image(GLOBAL_SIZE_DIM2 @@ -884,8 +1277,8 @@ __kernel void gemm_conv_c1_image(GLOBAL_SIZE_DIM2 const int out_c_idx = out_c_w_idx / width; const int out_w_idx = out_c_w_idx % width; -#ifdef BACTH_BLOCK2 - const int out_b_idx = (out_b_h_idx / height) << 1; +#ifdef BACTH_BLOCK4 + const int out_b_idx = (out_b_h_idx / height) << 2; #else const int out_b_idx = out_b_h_idx / height; #endif @@ -900,11 +1293,15 @@ __kernel void gemm_conv_c1_image(GLOBAL_SIZE_DIM2 #ifndef WIDTH_HEIGHT_1 int wh = width * height * 4; #endif -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT sum1 = 0; - COMPUTE_FLOAT out1 = 0; +#ifdef BACTH_BLOCK4 + COMPUTE_FLOAT sum1 = 0, sum2 = 0, sum3 = 0; + COMPUTE_FLOAT out1 = 0, out2 = 0, out3 = 0; int input_offset1 = (((out_b_idx + 1) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; - bool isValidBatch = out_b_idx + 1 < batch; + int input_offset2 = (((out_b_idx + 2) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; + int input_offset3 = (((out_b_idx + 3) * srcChannelC4 * height + out_h_idx) * width + out_w_idx) * 4; + bool isValidBatch1 = out_b_idx + 1 < batch; + bool isValidBatch2 = out_b_idx + 2 < batch; + bool isValidBatch3 = out_b_idx + 3 < batch; #endif const COMPUTE_FLOAT Scale = dequantScale[out_c_idx]; const COMPUTE_FLOAT Offset = dequantOffset[out_c_idx]; @@ -916,70 +1313,108 @@ __kernel void gemm_conv_c1_image(GLOBAL_SIZE_DIM2 #else for (int k = 0; k < srcChannelC4/4; k++) { #endif +#ifndef WIDTH_HEIGHT_1 + int k4 = k * 4; +#endif + COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k)))); + { + COMPUTE_FLOAT16 in; #ifdef WIDTH_HEIGHT_1 - COMPUTE_FLOAT16 in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 16)); + in = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 16)); #else - COMPUTE_FLOAT16 in0 = 0; - int k4 = k * 4; - in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); - in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 1) * wh)); - in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 2) * wh)); - in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 3) * wh)); - + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k4 + 3) * wh)); #endif - sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in1 = 0; - if(isValidBatch){ + sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out); + } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in; #ifdef WIDTH_HEIGHT_1 - in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 16)); + in = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 16)); #else - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 1) * wh)); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 2) * wh)); - in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 3) * wh)); + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k4 + 3) * wh)); #endif - sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + sum1 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out1); } + if(isValidBatch2){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset2 + k * 16)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k4 + 3) * wh)); #endif - - { - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k)))); - DOT16X16(in0, weights0, out); -#ifdef BACTH_BLOCK2 - DOT16X16(in1, weights0, out1); + sum2 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out2); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in; +#ifdef WIDTH_HEIGHT_1 + in = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset3 + k * 16)); +#else + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 1) * wh)); + in.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 2) * wh)); + in.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k4 + 3) * wh)); #endif + sum3 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out3); } +#endif } #ifdef INPUT_CHANNEL_LEAVE { int k = srcChannelC16 - 1; - COMPUTE_FLOAT16 in0 = 0; int k4 = k * 4; - in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); - in0.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 1) * wh) : (FLOAT4)0); - in0.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 2) * wh) : (FLOAT4)0); - in0.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 3) * wh) : (FLOAT4)0); - - sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in1 = 0; - if(isValidBatch){ - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < vload4(0, input + input_offset1 + (k4 + 1) * wh) : (FLOAT4)0); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < vload4(0, input + input_offset1 + (k4 + 2) * wh) : (FLOAT4)0); - in1.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < vload4(0, input + input_offset1 + (k4 + 3) * wh) : (FLOAT4)0); - sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; - } -#endif - + COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k)))); { - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(as_char16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k)))); - DOT16X16(in0, weights0, out); -#ifdef BACTH_BLOCK2 - DOT16X16(in1, weights0, out1); -#endif + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k4 + 3) * wh) : (FLOAT4)0); + sum += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out); + } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < vload4(0, input + input_offset1 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < vload4(0, input + input_offset1 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < vload4(0, input + input_offset1 + (k4 + 3) * wh) : (FLOAT4)0); + sum1 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out1); + } + if(isValidBatch2){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < vload4(0, input + input_offset2 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < vload4(0, input + input_offset2 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < vload4(0, input + input_offset2 + (k4 + 3) * wh) : (FLOAT4)0); + sum2 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out2); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in; + in.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k4 * wh)); + in.s4567 = CONVERT_COMPUTE_FLOAT4(k4 + 1 < vload4(0, input + input_offset3 + (k4 + 1) * wh) : (FLOAT4)0); + in.s89ab = CONVERT_COMPUTE_FLOAT4(k4 + 2 < vload4(0, input + input_offset3 + (k4 + 2) * wh) : (FLOAT4)0); + in.scdef = CONVERT_COMPUTE_FLOAT4(k4 + 3 < vload4(0, input + input_offset3 + (k4 + 3) * wh) : (FLOAT4)0); + sum3 += in.s0 + in.s1 + in.s2 + in.s3 + in.s4 + in.s5 + in.s6 + in.s7 + in.s8 + in.s9 + in.sa + in.sb + in.sc + in.sd + in.se + in.sf; + DOT16X16(in, weights0, out3); } +#endif } #endif #elif (defined USE_LOW_BIT_WEIGHT_INT4) @@ -989,113 +1424,187 @@ __kernel void gemm_conv_c1_image(GLOBAL_SIZE_DIM2 #else for (int k = 0; k < srcChannelC4/8; k++) { #endif -#ifdef WIDTH_HEIGHT_1 - COMPUTE_FLOAT16 in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 32)); - COMPUTE_FLOAT16 in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 32 + 16)); -#else - COMPUTE_FLOAT16 in0 = 0; - COMPUTE_FLOAT16 in1 = 0; +#ifndef WIDTH_HEIGHT_1 int k8 = k * 8; - in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k8 * wh)); - in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 1) * wh)); - in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 2) * wh)); - in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 3) * wh)); - - in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 4) * wh)); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 5) * wh)); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 6) * wh)); - in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 7) * wh)); - -#endif - sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; - sum += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in2 = 0; - COMPUTE_FLOAT16 in3 = 0; - if(isValidBatch){ -#ifdef WIDTH_HEIGHT_1 - in2 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 32)); - in3 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 32 + 16)); -#else - in2.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k8 * wh)); - in2.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 1) * wh)); - in2.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 2) * wh)); - in2.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 3) * wh)); - - in3.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 4) * wh)); - in3.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 5) * wh)); - in3.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 6) * wh)); - in3.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 7) * wh)); -#endif - sum1 += in2.s0 + in2.s1 + in2.s2 + in2.s3 + in2.s4 + in2.s5 + in2.s6 + in2.s7 + in2.s8 + in2.s9 + in2.sa + in2.sb + in2.sc + in2.sd + in2.se + in2.sf; - sum1 += in3.s0 + in3.s1 + in3.s2 + in3.s3 + in3.s4 + in3.s5 + in3.s6 + in3.s7 + in3.s8 + in3.s9 + in3.sa + in3.sb + in3.sc + in3.sd + in3.se + in3.sf; - } #endif + COMPUTE_FLOAT16 weights0, weights1; { uchar16 charWeightsInt4 = as_uchar16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k))); char16 charWeights0 = 0; char16 charWeights1 = 0; UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt4); - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); + weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); + weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); + } + { + COMPUTE_FLOAT16 in0, in1; +#ifdef WIDTH_HEIGHT_1 + in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 32)); + in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset + k * 32 + 16)); +#else + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 1) * wh)); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 2) * wh)); + in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 3) * wh)); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 4) * wh)); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 5) * wh)); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 6) * wh)); + in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + (k8 + 7) * wh)); + +#endif + sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; DOT16X16(in0, weights0, out); DOT16X16(in1, weights1, out); -#ifdef BACTH_BLOCK2 - DOT16X16(in2, weights0, out1); - DOT16X16(in3, weights1, out1); + } + +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in0, in1; +#ifdef WIDTH_HEIGHT_1 + in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 32)); + in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset1 + k * 32 + 16)); +#else + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 1) * wh)); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 2) * wh)); + in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 3) * wh)); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 4) * wh)); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 5) * wh)); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 6) * wh)); + in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + (k8 + 7) * wh)); #endif + sum1 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out1); + DOT16X16(in1, weights1, out1); + } + if(isValidBatch2){ + COMPUTE_FLOAT16 in0, in1; +#ifdef WIDTH_HEIGHT_1 + in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset2 + k * 32)); + in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset2 + k * 32 + 16)); +#else + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 1) * wh)); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 2) * wh)); + in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 3) * wh)); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 4) * wh)); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 5) * wh)); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 6) * wh)); + in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + (k8 + 7) * wh)); +#endif + sum2 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum2 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out2); + DOT16X16(in1, weights1, out2); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in0, in1; +#ifdef WIDTH_HEIGHT_1 + in0 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset3 + k * 32)); + in1 = CONVERT_COMPUTE_FLOAT16(vload16(0, input + input_offset3 + k * 32 + 16)); +#else + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k8 + 1) * wh)); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k8 + 2) * wh)); + in0.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k8 + 3) * wh)); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k8 + 4) * wh)); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k8 + 5) * wh)); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k8 + 6) * wh)); + in1.scdef = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + (k8 + 7) * wh)); +#endif + sum3 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum3 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in0, weights0, out3); + DOT16X16(in1, weights1, out3); } +#endif } #ifdef INPUT_CHANNEL_LEAVE { int k = srcChannelC32 - 1; - COMPUTE_FLOAT16 in0 = 0; - COMPUTE_FLOAT16 in1 = 0; int k8 = k * 8; - in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k8 * wh)); - in0.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 1) * wh) : (FLOAT4)0); - in0.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 2) * wh) : (FLOAT4)0); - in0.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 3) * wh) : (FLOAT4)0); - - in1.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 4) * wh) : (FLOAT4)0); - in1.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 5) * wh) : (FLOAT4)0); - in1.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 6) * wh) : (FLOAT4)0); - in1.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 7) * wh) : (FLOAT4)0); - sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; - sum += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; -#ifdef BACTH_BLOCK2 - COMPUTE_FLOAT16 in2 = 0; - COMPUTE_FLOAT16 in3 = 0; - if(isValidBatch){ - in2.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k8 * wh)); - in2.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < vload4(0, input + input_offset1 + (k8 + 1) * wh) : (FLOAT4)0); - in2.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < vload4(0, input + input_offset1 + (k8 + 2) * wh) : (FLOAT4)0); - in2.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < vload4(0, input + input_offset1 + (k8 + 3) * wh) : (FLOAT4)0); - - in3.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 4) * wh) : (FLOAT4)0); - in3.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 5) * wh) : (FLOAT4)0); - in3.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 6) * wh) : (FLOAT4)0); - in3.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 7) * wh) : (FLOAT4)0); - sum1 += in2.s0 + in2.s1 + in2.s2 + in2.s3 + in2.s4 + in2.s5 + in2.s6 + in2.s7 + in2.s8 + in2.s9 + in2.sa + in2.sb + in2.sc + in2.sd + in2.se + in2.sf; - sum1 += in3.s0 + in3.s1 + in3.s2 + in3.s3 + in3.s4 + in3.s5 + in3.s6 + in3.s7 + in3.s8 + in3.s9 + in3.sa + in3.sb + in3.sc + in3.sd + in3.se + in3.sf; - } -#endif - + COMPUTE_FLOAT16 weights0, weights1; { uchar16 charWeightsInt4 = as_uchar16(read_imagef(weight, SAMPLER, (int2)(out_c_idx, k))); char16 charWeights0 = 0; char16 charWeights1 = 0; UCHAR16_TO_2CHAR16(charWeights0, charWeights1, charWeightsInt4); - COMPUTE_FLOAT16 weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); - COMPUTE_FLOAT16 weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); + weights0 = CONVERT_COMPUTE_FLOAT16(charWeights0); + weights1 = CONVERT_COMPUTE_FLOAT16(charWeights1); + } + { + COMPUTE_FLOAT16 in0, in1; + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 1) * wh) : (FLOAT4)0); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 2) * wh) : (FLOAT4)0); + in0.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 3) * wh) : (FLOAT4)0); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 4) * wh) : (FLOAT4)0); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 5) * wh) : (FLOAT4)0); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 6) * wh) : (FLOAT4)0); + in1.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset + (k8 + 7) * wh) : (FLOAT4)0); + sum += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; DOT16X16(in0, weights0, out); DOT16X16(in1, weights1, out); -#ifdef BACTH_BLOCK2 + } +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ + COMPUTE_FLOAT16 in0, in1; + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset1 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < vload4(0, input + input_offset1 + (k8 + 1) * wh) : (FLOAT4)0); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < vload4(0, input + input_offset1 + (k8 + 2) * wh) : (FLOAT4)0); + in0.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < vload4(0, input + input_offset1 + (k8 + 3) * wh) : (FLOAT4)0); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 4) * wh) : (FLOAT4)0); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 5) * wh) : (FLOAT4)0); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 6) * wh) : (FLOAT4)0); + in1.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset1 + (k8 + 7) * wh) : (FLOAT4)0); + sum1 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum1 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; DOT16X16(in2, weights0, out1); DOT16X16(in3, weights1, out1); -#endif } + if(isValidBatch2){ + COMPUTE_FLOAT16 in0, in1; + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset2 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < vload4(0, input + input_offset2 + (k8 + 1) * wh) : (FLOAT4)0); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < vload4(0, input + input_offset2 + (k8 + 2) * wh) : (FLOAT4)0); + in0.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < vload4(0, input + input_offset2 + (k8 + 3) * wh) : (FLOAT4)0); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset2 + (k8 + 4) * wh) : (FLOAT4)0); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset2 + (k8 + 5) * wh) : (FLOAT4)0); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset2 + (k8 + 6) * wh) : (FLOAT4)0); + in1.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset2 + (k8 + 7) * wh) : (FLOAT4)0); + sum2 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum2 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in2, weights0, out2); + DOT16X16(in3, weights1, out2); + } + if(isValidBatch3){ + COMPUTE_FLOAT16 in0, in1; + in0.s0123 = CONVERT_COMPUTE_FLOAT4(vload4(0, input + input_offset3 + k8 * wh)); + in0.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 1 < vload4(0, input + input_offset3 + (k8 + 1) * wh) : (FLOAT4)0); + in0.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 2 < vload4(0, input + input_offset3 + (k8 + 2) * wh) : (FLOAT4)0); + in0.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 3 < vload4(0, input + input_offset3 + (k8 + 3) * wh) : (FLOAT4)0); + + in1.s0123 = CONVERT_COMPUTE_FLOAT4(k8 + 4 < srcChannelC4 ? vload4(0, input + input_offset3 + (k8 + 4) * wh) : (FLOAT4)0); + in1.s4567 = CONVERT_COMPUTE_FLOAT4(k8 + 5 < srcChannelC4 ? vload4(0, input + input_offset3 + (k8 + 5) * wh) : (FLOAT4)0); + in1.s89ab = CONVERT_COMPUTE_FLOAT4(k8 + 6 < srcChannelC4 ? vload4(0, input + input_offset3 + (k8 + 6) * wh) : (FLOAT4)0); + in1.scdef = CONVERT_COMPUTE_FLOAT4(k8 + 7 < srcChannelC4 ? vload4(0, input + input_offset3 + (k8 + 7) * wh) : (FLOAT4)0); + sum3 += in0.s0 + in0.s1 + in0.s2 + in0.s3 + in0.s4 + in0.s5 + in0.s6 + in0.s7 + in0.s8 + in0.s9 + in0.sa + in0.sb + in0.sc + in0.sd + in0.se + in0.sf; + sum3 += in1.s0 + in1.s1 + in1.s2 + in1.s3 + in1.s4 + in1.s5 + in1.s6 + in1.s7 + in1.s8 + in1.s9 + in1.sa + in1.sb + in1.sc + in1.sd + in1.se + in1.sf; + DOT16X16(in2, weights0, out3); + DOT16X16(in3, weights1, out3); + } +#endif } #endif #endif //USE_LOW_BIT_WEIGHT_INT4 @@ -1108,8 +1617,8 @@ __kernel void gemm_conv_c1_image(GLOBAL_SIZE_DIM2 out = clamp(out, 0, 6); #endif output[out_offset] = out; -#ifdef BACTH_BLOCK2 - if(isValidBatch){ +#ifdef BACTH_BLOCK4 + if(isValidBatch1){ out_offset += dstChannelC4 * height * width * 4; out1 = bias0 + mad(out1, Scale, sum1 * Offset); #ifdef RELU @@ -1122,6 +1631,32 @@ __kernel void gemm_conv_c1_image(GLOBAL_SIZE_DIM2 output[out_offset] = out1; } + if(isValidBatch2){ + out_offset += dstChannelC4 * height * width * 4; + out2 = bias0 + mad(out2, Scale, sum2 * Offset); +#ifdef RELU + out2 = fmax(out2, 0); +#endif + +#ifdef RELU6 + out1 = clamp(out2, 0, 6); +#endif + + output[out_offset] = out2; + } + if(isValidBatch3){ + out_offset += dstChannelC4 * height * width * 4; + out3 = bias0 + mad(out3, Scale, sum3 * Offset); +#ifdef RELU + out3 = fmax(out3, 0); +#endif + +#ifdef RELU6 + out3 = clamp(out3, 0, 6); +#endif + + output[out_offset] = out3; + } #endif } diff --git a/source/backend/opencl/execution/cl/loop_buf.cl b/source/backend/opencl/execution/cl/loop_buf.cl index 047eefd7d..c73eaa11a 100644 --- a/source/backend/opencl/execution/cl/loop_buf.cl +++ b/source/backend/opencl/execution/cl/loop_buf.cl @@ -2,34 +2,307 @@ #pragma OPENCL EXTENSION cl_khr_fp16 : enable #endif #define PI 3.141592653589f +#ifndef WGSW + #define WGSW 64 // work-group handle size W dimension +#endif +#ifndef WGSC + #define WGSC 64 // work-group handle size C dimension +#endif +#ifndef WGSH + #define WGSH 64 // work-group handle size H dimension +#endif +#ifndef TSW + #define TSW 8 // thread handle size W dimension +#endif +#ifndef TSC + #define TSC 8 // thread handle size C dimension +#endif +#ifndef TSH + #define TSH 8 // thread handle size H dimension +#endif + +// [N C4 H 1 4] -> [N H C 1] +__kernel void tile_trans_3d_buf(__global INPUT_TYPE* input, + __global OUTPUT_TYPE* output, + __private const int widthPad, + __private const int heightPad, + __private const int channelPad, + __private const int batch, + __private const int width, + __private const int height, + __private const int channel +) { + int b = get_global_id(2); + + const int lidc = get_local_id(0); + const int lidh = get_local_id(1); + // group id + const int c = get_group_id(0) * WGSC; + const int h = get_group_id(1) * WGSH; + const int channel_4 = (channel + 3) >> 2; + + int jc = lidc; + int ih = lidh; + + __local INPUT_TYPE4 localData[WGSH][WGSC/4];//h64c64 + + #pragma unroll + for(int i = 0; i < TSH; i++) { + #pragma unroll + for(int j = 0; j < TSC / 4; j++) { + int offset_h = i * WGSH / TSH + ih; + int offset_c = j * WGSC / TSC + jc ; + // [TSH, WGSH / TSH] [TSC / 4, WGSC / TSC, 4] + localData[offset_h][offset_c] = (h + offset_h >= height || c + 4 * offset_c >= channel) ? (INPUT_TYPE4)0 : vload4(0, input + ((b * channel_4 + (c/4+offset_c)) * height + (h+offset_h)) * 4); + } + } + + barrier(CLK_LOCAL_MEM_FENCE); + + // C offset: [WGSC / TSC, TSC / 4] + // H offset: [WGSH / TSH, TSH] + int oc_base = jc * TSC / 4; + int oh_base = ih * TSH; + + //#pragma unroll + for(int i = 0; i < TSH; i++) { + int oh = oh_base + i; + + //#pragma unroll + for(int j = 0; j < TSC / 4; j++) { + int oc = oc_base + j; + + OUTPUT_TYPE4 value = CONVERT_OUTPUT4(localData[oh][oc]); + + vstore4(value, 0, output + ((b * heightPad + h + oh) * channelPad + c + 4 * oc)); + } + } +} +// [N C4 H W 4] -> [N C W H] +__kernel void tile_trans_4d_buf(__global INPUT_TYPE* input, + __global OUTPUT_TYPE* output, + __private const int widthPad, + __private const int heightPad, + __private const int channelPad, + __private const int batch, + __private const int width, + __private const int height, + __private const int channel +) { + int bc = get_global_id(2); + int b = bc % batch; + int c4 = bc / batch; + int c = c4 << 2; + + const int lidw = get_local_id(0); + const int lidh = get_local_id(1); + // group id + const int w = get_group_id(0) * WGSW; + const int h = get_group_id(1) * WGSH; + const int channel_4 = (channel + 3) >> 2; + + int jw = lidw; + int ih = lidh; + + __local INPUT_TYPE4 localData[WGSH][WGSW];//w32h32c4 + + #pragma unroll + for(int i = 0; i < TSH; i++) { + #pragma unroll + for(int j = 0; j < TSW; j++) { + int offset_h = h + ih + i * WGSH/TSH; + int offset_w = w + jw + j * WGSW/TSW; + localData[ih + i * WGSH / TSH][jw + j * WGSW/TSW] = (offset_h >= height || offset_w >= width) ? (INPUT_TYPE4)0 : vload4(0, input + (((b * channel_4 + c4) * height + offset_h) * width + offset_w) * 4); + } + } + + barrier(CLK_LOCAL_MEM_FENCE); + + // c4w32h32 + int oh = ih * TSH >> 4; + int mh = ih & (16 / TSH - 1); + // TSW offset: [TSH / 4, TSW / 4, 16 / TSH] + int ow_base = jw * TSW; + int oh_offset = oh << 4; + + //#pragma unroll + for(int i = 0; i < TSH / 4; i++) { + //#pragma unroll + for(int j = 0; j < TSW / 4; j++) { + + // c4 + OUTPUT_TYPE16 value; + int ow = ow_base + (((i * TSW / 4) + j) * (16 / TSH) + mh); + + value.s0 = localData[0+oh_offset][ow].s0; + value.s1 = localData[1+oh_offset][ow].s0; + value.s2 = localData[2+oh_offset][ow].s0; + value.s3 = localData[3+oh_offset][ow].s0; + value.s4 = localData[4+oh_offset][ow].s0; + value.s5 = localData[5+oh_offset][ow].s0; + value.s6 = localData[6+oh_offset][ow].s0; + value.s7 = localData[7+oh_offset][ow].s0; + value.s8 = localData[8+oh_offset][ow].s0; + value.s9 = localData[9+oh_offset][ow].s0; + value.sa = localData[10+oh_offset][ow].s0; + value.sb = localData[11+oh_offset][ow].s0; + value.sc = localData[12+oh_offset][ow].s0; + value.sd = localData[13+oh_offset][ow].s0; + value.se = localData[14+oh_offset][ow].s0; + value.sf = localData[15+oh_offset][ow].s0; + vstore16(value, 0, output + (((b * channelPad + c + 0) * widthPad + w + ow) * heightPad + h + oh_offset)); + + if(c + 1 < channel) { + value.s0 = localData[0+oh_offset][ow].s1; + value.s1 = localData[1+oh_offset][ow].s1; + value.s2 = localData[2+oh_offset][ow].s1; + value.s3 = localData[3+oh_offset][ow].s1; + value.s4 = localData[4+oh_offset][ow].s1; + value.s5 = localData[5+oh_offset][ow].s1; + value.s6 = localData[6+oh_offset][ow].s1; + value.s7 = localData[7+oh_offset][ow].s1; + value.s8 = localData[8+oh_offset][ow].s1; + value.s9 = localData[9+oh_offset][ow].s1; + value.sa = localData[10+oh_offset][ow].s1; + value.sb = localData[11+oh_offset][ow].s1; + value.sc = localData[12+oh_offset][ow].s1; + value.sd = localData[13+oh_offset][ow].s1; + value.se = localData[14+oh_offset][ow].s1; + value.sf = localData[15+oh_offset][ow].s1; + vstore16(value, 0, output + (((b * channelPad + c + 1) * widthPad + w + ow) * heightPad + h + oh_offset)); + } + + if(c + 2 < channel) { + value.s0 = localData[0+oh_offset][ow].s2; + value.s1 = localData[1+oh_offset][ow].s2; + value.s2 = localData[2+oh_offset][ow].s2; + value.s3 = localData[3+oh_offset][ow].s2; + value.s4 = localData[4+oh_offset][ow].s2; + value.s5 = localData[5+oh_offset][ow].s2; + value.s6 = localData[6+oh_offset][ow].s2; + value.s7 = localData[7+oh_offset][ow].s2; + value.s8 = localData[8+oh_offset][ow].s2; + value.s9 = localData[9+oh_offset][ow].s2; + value.sa = localData[10+oh_offset][ow].s2; + value.sb = localData[11+oh_offset][ow].s2; + value.sc = localData[12+oh_offset][ow].s2; + value.sd = localData[13+oh_offset][ow].s2; + value.se = localData[14+oh_offset][ow].s2; + value.sf = localData[15+oh_offset][ow].s2; + vstore16(value, 0, output + (((b * channelPad + c + 2) * widthPad + w + ow) * heightPad + h + oh_offset)); + } + + if(c + 3 < channel) { + value.s0 = localData[0+oh_offset][ow].s3; + value.s1 = localData[1+oh_offset][ow].s3; + value.s2 = localData[2+oh_offset][ow].s3; + value.s3 = localData[3+oh_offset][ow].s3; + value.s4 = localData[4+oh_offset][ow].s3; + value.s5 = localData[5+oh_offset][ow].s3; + value.s6 = localData[6+oh_offset][ow].s3; + value.s7 = localData[7+oh_offset][ow].s3; + value.s8 = localData[8+oh_offset][ow].s3; + value.s9 = localData[9+oh_offset][ow].s3; + value.sa = localData[10+oh_offset][ow].s3; + value.sb = localData[11+oh_offset][ow].s3; + value.sc = localData[12+oh_offset][ow].s3; + value.sd = localData[13+oh_offset][ow].s3; + value.se = localData[14+oh_offset][ow].s3; + value.sf = localData[15+oh_offset][ow].s3; + vstore16(value, 0, output + (((b * channelPad + c + 3) * widthPad + w + ow) * heightPad + h + oh_offset)); + } + } + } +} + __kernel void tile_buf(__private int global_dim0, __private int global_dim1, __private int global_dim2, __global INPUT_TYPE* input, __global OUTPUT_TYPE* output, + __private const int widthPad, + __private const int heightPad, + __private const int channelPad, + __private const int batch, __private const int width, __private const int height, __private const int channel){ int3 pos = (int3)(get_global_id(0), get_global_id(1), get_global_id(2)); if (pos.x < global_dim0 && pos.y < global_dim1 && pos.z < global_dim2) { - const int w = pos.x % width; - const int h = pos.x / width; - const int c = pos.y << 2; + const int b = pos.z % batch; + const int w = pos.x; + const int h = pos.y; + const int c_4 = pos.z / batch; + + const int c = c_4 << 2; const int x_src_pitch = 4; const int y_src_pitch = x_src_pitch * width; const int c_src_pitch = y_src_pitch * height; const int b_src_pitch = c_src_pitch * ((channel + 3) / 4); + + bool outBound = (w >= width || h >= height || c >= channel); #ifdef MNN_NHWC + #if defined(DIMENSION_3) && defined(TRANSPOSE) + // [N, W, H, 1] const int c_dst_pitch = 1; - const int x_dst_pitch = c_dst_pitch * channel; - const int y_dst_pitch = x_dst_pitch * width; - const int b_dst_pitch = y_dst_pitch * height; + const int y_dst_pitch = c_dst_pitch * channelPad; + const int x_dst_pitch = y_dst_pitch * heightPad; + const int b_dst_pitch = x_dst_pitch * widthPad; + OUTPUT_TYPE4 value = outBound ? (OUTPUT_TYPE4)0 : CONVERT_OUTPUT4(vload4(0, input + b * b_src_pitch + c_4 * c_src_pitch + h * y_src_pitch + w * x_src_pitch)); + #elif defined(DIMENSION_4) && defined(TRANSPOSE) + // [N, H, C, W] + const int x_dst_pitch = 1; + const int c_dst_pitch = x_dst_pitch * widthPad; + const int y_dst_pitch = c_dst_pitch * channelPad; + const int b_dst_pitch = y_dst_pitch * heightPad; + OUTPUT_TYPE4 value = outBound ? (OUTPUT_TYPE4)0 : CONVERT_OUTPUT4(vload4(0, input + b * b_src_pitch + c_4 * c_src_pitch + h * y_src_pitch + w * x_src_pitch)); + #elif defined(DIMENSION_3) + // [N, H, W, 1] + const int c_dst_pitch = 1; + const int x_dst_pitch = c_dst_pitch * channelPad; + const int y_dst_pitch = x_dst_pitch * widthPad; + const int b_dst_pitch = y_dst_pitch * heightPad; + OUTPUT_TYPE4 value = outBound ? (OUTPUT_TYPE4)0 : CONVERT_OUTPUT4(vload4(0, input + b * b_src_pitch + c_4 * c_src_pitch + h * y_src_pitch + w * x_src_pitch)); + #else + // [N, H, W, C] + const int c_dst_pitch = 1; + const int x_dst_pitch = c_dst_pitch * channelPad; + const int y_dst_pitch = x_dst_pitch * widthPad; + const int b_dst_pitch = y_dst_pitch * heightPad; + OUTPUT_TYPE4 value = outBound ? (OUTPUT_TYPE4)0 : CONVERT_OUTPUT4(vload4(0, input + b * b_src_pitch + c_4 * c_src_pitch + h * y_src_pitch + w * x_src_pitch)); + #endif #else + #if defined(DIMENSION_3) && defined(TRANSPOSE) + // [N, H, C, 1] const int x_dst_pitch = 1; - const int y_dst_pitch = x_dst_pitch * width; - const int c_dst_pitch = y_dst_pitch * height; - const int b_dst_pitch = c_dst_pitch * channel; + const int c_dst_pitch = x_dst_pitch * widthPad; + const int y_dst_pitch = c_dst_pitch * channelPad; + const int b_dst_pitch = y_dst_pitch * heightPad; + OUTPUT_TYPE4 value = outBound ? (OUTPUT_TYPE4)0 : CONVERT_OUTPUT4(vload4(0, input + b * b_src_pitch + c_4 * c_src_pitch + h * y_src_pitch + w * x_src_pitch)); + + #elif defined(DIMENSION_4) && defined(TRANSPOSE) + // [N, C, W, H] + const int y_dst_pitch = 1; + const int x_dst_pitch = y_dst_pitch * heightPad; + const int c_dst_pitch = x_dst_pitch * widthPad; + const int b_dst_pitch = c_dst_pitch * channelPad; + OUTPUT_TYPE4 value = outBound ? (OUTPUT_TYPE4)0 : CONVERT_OUTPUT4(vload4(0, input + b * b_src_pitch + c_4 * c_src_pitch + h * y_src_pitch + w * x_src_pitch)); + #elif defined(DIMENSION_3) + // [N, C, H, 1] + const int x_dst_pitch = 1; + const int y_dst_pitch = x_dst_pitch * widthPad; + const int c_dst_pitch = y_dst_pitch * heightPad; + const int b_dst_pitch = c_dst_pitch * channelPad; + OUTPUT_TYPE4 value = outBound ? (OUTPUT_TYPE4)0 : CONVERT_OUTPUT4(vload4(0, input + b * b_src_pitch + c_4 * c_src_pitch + h * y_src_pitch + w * x_src_pitch)); + #else + // [N, C, H, W] + const int x_dst_pitch = 1; + const int y_dst_pitch = x_dst_pitch * widthPad; + const int c_dst_pitch = y_dst_pitch * heightPad; + const int b_dst_pitch = c_dst_pitch * channelPad; + OUTPUT_TYPE4 value = outBound ? (OUTPUT_TYPE4)0 : CONVERT_OUTPUT4(vload4(0, input + b * b_src_pitch + c_4 * c_src_pitch + h * y_src_pitch + w * x_src_pitch)); + #endif #endif - __global OUTPUT_TYPE* dst_ptr = output + pos.z * b_dst_pitch + c * c_dst_pitch + h * y_dst_pitch + w * x_dst_pitch; - OUTPUT_TYPE4 value = CONVERT_OUTPUT4(vload4(0, input + pos.z * b_src_pitch + pos.y * c_src_pitch + h * y_src_pitch + w * x_src_pitch)); + __global OUTPUT_TYPE* dst_ptr = output + b * b_dst_pitch + c * c_dst_pitch + h * y_dst_pitch + w * x_dst_pitch; + dst_ptr[0] = value.x; if(c + 1 >= channel)return; dst_ptr[c_dst_pitch] = value.y; @@ -42,36 +315,77 @@ __kernel void tile_buf(__private int global_dim0, __private int global_dim1, __p __kernel void pack_buf(__private int global_dim0, __private int global_dim1, __private int global_dim2, __global INPUT_TYPE* input, __global OUTPUT_TYPE* output, + __private const int widthPad, + __private const int heightPad, + __private const int channelPad, + __private const int batch, __private const int width, __private const int height, __private const int channel){ int3 pos = (int3)(get_global_id(0), get_global_id(1), get_global_id(2)); if (pos.x < global_dim0 && pos.y < global_dim1 && pos.z < global_dim2) { - const int w = pos.x % width; - const int h = pos.x / width; - const int c = pos.y << 2; + + const int b = pos.z % batch; + const int w = pos.x; + const int h = pos.y; + const int c_4 = pos.z / batch; + + const int c = c_4 << 2; + if(w >= width || h >= height || c >= channel) { + return; + } const int x_dst_pitch = 4; const int y_dst_pitch = x_dst_pitch * width; const int c_dst_pitch = y_dst_pitch * height; const int b_dst_pitch = c_dst_pitch * ((channel + 3) / 4); #ifdef MNN_NHWC + #if defined(TRANSPOSE) && defined(DIMENSION_3) + // [N, W, H, 1] const int c_src_pitch = 1; - const int x_src_pitch = c_src_pitch * channel; - const int y_src_pitch = x_src_pitch * width; - const int b_src_pitch = y_src_pitch * height; + const int y_src_pitch = c_src_pitch; + const int x_src_pitch = y_src_pitch * heightPad; + const int b_src_pitch = x_src_pitch * widthPad; + #elif defined(TRANSPOSE) && defined(DIMENSION_4) + // [N, H, C, W] + const int x_src_pitch = 1; + const int c_src_pitch = x_src_pitch * widthPad; + const int y_src_pitch = c_src_pitch * channelPad; + const int b_src_pitch = y_src_pitch * heightPad; + #else + // [N, H, W, C] + const int c_src_pitch = 1; + const int x_src_pitch = c_src_pitch * channelPad; + const int y_src_pitch = x_src_pitch * widthPad; + const int b_src_pitch = y_src_pitch * heightPad; + #endif #else + #if defined(TRANSPOSE) && defined(DIMENSION_3) + // dst:[N, C, H, 1] -> src:[N, H, C, 1] const int x_src_pitch = 1; - const int y_src_pitch = x_src_pitch * width; - const int c_src_pitch = y_src_pitch * height; - const int b_src_pitch = c_src_pitch * channel; + const int c_src_pitch = x_src_pitch * widthPad; + const int y_src_pitch = c_src_pitch * channelPad; + const int b_src_pitch = y_src_pitch * heightPad; + #elif defined(TRANSPOSE) && defined(DIMENSION_4) + // dst:[N, C, H, W] -> src:[N, C, W, H] + const int y_src_pitch = 1; + const int x_src_pitch = y_src_pitch * heightPad; + const int c_src_pitch = x_src_pitch * widthPad; + const int b_src_pitch = c_src_pitch * channelPad; + #else + // [N, C, H, W] + const int x_src_pitch = 1; + const int y_src_pitch = x_src_pitch * widthPad; + const int c_src_pitch = y_src_pitch * heightPad; + const int b_src_pitch = c_src_pitch * channelPad; + #endif #endif - __global INPUT_TYPE* src_ptr = input + pos.z * b_src_pitch + c * c_src_pitch + h * y_src_pitch + w * x_src_pitch; + __global INPUT_TYPE* src_ptr = input + b * b_src_pitch + c * c_src_pitch + h * y_src_pitch + w * x_src_pitch; OUTPUT_TYPE4 value = (OUTPUT_TYPE4)0; OUTPUT_TYPE *value_ptr = (OUTPUT_TYPE*)&value; for(int i = 0; i < 4 && (i + c < channel); ++i){ value_ptr[i] = (OUTPUT_TYPE)src_ptr[i * c_src_pitch]; } - vstore4(value, 0, output + pos.z * b_dst_pitch + pos.y * c_dst_pitch + h * y_dst_pitch + w * x_dst_pitch); + vstore4(value, 0, output + b * b_dst_pitch + c_4 * c_dst_pitch + h * y_dst_pitch + w * x_dst_pitch); } } diff --git a/source/backend/opencl/execution/cl/matmul_local_buf.cl b/source/backend/opencl/execution/cl/matmul_local_buf.cl new file mode 100644 index 000000000..1e2119c99 --- /dev/null +++ b/source/backend/opencl/execution/cl/matmul_local_buf.cl @@ -0,0 +1,408 @@ +#ifdef MNN_SUPPORT_FP16 +#pragma OPENCL EXTENSION cl_khr_fp16 : enable +#endif + +/* + \ + #define OPWM 64 // The outputsize-per-workgroup in dimension M + #define OPWN 128 // The outputsize-per-workgroup in dimension N + #define CPWK 8 // The cachesize-per-workgroup in dimension K + #define OPTM 4 // The outputsize-per-thread in dimension M + #define OPTN 8 // The outputsize-per-thread in dimension N + */ +#define TPWM (OPWM/OPTM) // The threadsize-per-workgroup in dimension M +#define TPWN (OPWN/OPTN) // The threadsize-per-workgroup in dimension N +#define LPTA ((CPWK*OPWM)/(TPWM*TPWN)) // Loads-num-per-thread for A +#define LPTB ((CPWK*OPWN)/(TPWM*TPWN)) // Loads-num-per-thread for B + +// vetorize + pragma unroll +__kernel void matmul_local_buf(const int M, const int N, const int K, + __global const FLOAT* A, +#if (defined USE_LOW_BIT_WEIGHT_INT8) + __global const char* B, + __global const float* dequantScale, + __global const float* dequantOffset, +#elif (defined USE_LOW_BIT_WEIGHT_INT4) + __global const uchar* B, + __global const float* dequantScale, + __global const float* dequantOffset, +#else + __global const FLOAT* B, +#endif +#ifdef BIAS + __global const FLOAT* bias, +#endif + __global FLOAT* C) { + + // Local thread id + const int lidm = get_local_id(0); // Local row ID + const int lidn = get_local_id(1); // Local col ID + // group id + const int offsetM = get_group_id(0) * OPWM; // Work-group offset M + const int offsetN = get_group_id(1) * OPWN; // Work-group offset N + + // Local memory for work-group cache of A and B + __local FLOAT Alocal[CPWK][OPWM]; + __local FLOAT Blocal[OPWN][CPWK+2]; + + // Allocate register space + COMPUTE_FLOAT sum[OPTM][OPTN]; + + // Initialise the accumulation registers + for (int wm=0; wm local (matrix A) + #if SA == 1 + GlobalToLocalA(agm, alm, kSizeM, tid, kwg); + #endif + // Loads data: off-chip --> local (matrix B) + #if SB == 1 + GlobalToLocalB(bgm, blm, kSizeN, tid, kwg); + #endif + #if SA == 1 || SB == 1 + barrier(CLK_LOCAL_MEM_FENCE); + #endif + + // Loops over all workitem tiles, unrolled by a factor KWI + for (int pwi = 0; pwi < KWG * KREG; pwi += KWI * KREG) { + #pragma unroll + for (int _pit = 0; _pit < KWI*KREG; _pit += KREG) { + #if SA == 0 || SB == 0 + int idk = kwg + pwi + _pit; + #endif + #if SA == 1 || SB == 1 + int kg = pwi + _pit; + #endif + + // Loads matrix A (kernel 0) or matrix B (kernel 1) + #pragma unroll + for (int _mi = 0; _mi < MWI/VWM; _mi += 1) { + // Loads data: local --> private (matrix A) + #if GEMMK == 0 && SA == 1 + apm[_mi] = LocalToPrivateA(alm, _mi, kg); + // Loads data: off-chip --> private (matrix A) + #elif GEMMK == 0 && SA == 0 + apm[_mi] = GlobalToPrivateA(agm, _mi, kSizeM, idk, kwg); + // Loads data: 2D global --> 2D private (matrix B) + #elif GEMMK == 1 + #pragma unroll + for (int _ki = 0; _ki < KREG; _ki += 1) { + bpm[_ki * (MWI/VWM) + _mi] = GlobalToPrivateB2D(b_ptr, tid_x, _mi, kSizeN, idk, _ki); + } + #endif + } + + // Loads matrix B (kernel 0) or matrix A (kernel 1) + #if GEMMK == 0 + #pragma unroll + for (int _ni = 0; _ni < NWI/VWN; _ni += 1) { + // Loads data: local --> private (matrix B) + #if SB == 1 + bpm[_ni] = LocalToPrivateB(blm, _ni, kg); + // Loads data: off-chip --> private (matrix B) + #else + bpm[_ni] = GlobalToPrivateB(bgm, _ni, kSizeN, idk); + #endif + } + #elif GEMMK == 1 + // Loads data: 2D global --> 2D private (matrix A). Partly, shuffled later among subgroups + #if USE_SUBGROUP_SHUFFLING == 1 + const int _ni = clblast_get_sub_group_local_id(); + #pragma unroll + for (int _ki = 0; _ki < KREG/VWN; _ki += 1) { + apm[_ki] = GlobalToPrivateA2D(a_ptr, tid_y, _ni, kSizeK, idk, _ki); + } + // Loads data: 2D global --> 2D private (matrix A) + #else + #pragma unroll + for (int _ni = 0; _ni < NWI; _ni += 1) { + #pragma unroll + for (int _ki = 0; _ki < KREG/VWN; _ki += 1) { + apm[_ni * (KREG/VWN) + _ki] = GlobalToPrivateA2D(a_ptr, tid_y, _ni, kSizeK, idk, _ki); + } + } + #endif + #endif + + // Performs the accumulation (Cpm += Apm * Bpm) + #if GEMMK == 0 + #pragma unroll + for (int _ni = 0; _ni < NWI/VWN; _ni += 1) { + #pragma unroll + for (int _mi = 0; _mi < MWI/VWM; _mi += 1) { + const realM aval = apm[_mi]; + #if VWN == 1 + cpm[(_ni*VWN + 0)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 0)*(MWI/VWM) + _mi], aval, bpm[_ni]); + #elif VWN == 2 + cpm[(_ni*VWN + 0)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 0)*(MWI/VWM) + _mi], aval, bpm[_ni].x); + cpm[(_ni*VWN + 1)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 1)*(MWI/VWM) + _mi], aval, bpm[_ni].y); + #elif VWN == 4 + cpm[(_ni*VWN + 0)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 0)*(MWI/VWM) + _mi], aval, bpm[_ni].x); + cpm[(_ni*VWN + 1)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 1)*(MWI/VWM) + _mi], aval, bpm[_ni].y); + cpm[(_ni*VWN + 2)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 2)*(MWI/VWM) + _mi], aval, bpm[_ni].z); + cpm[(_ni*VWN + 3)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 3)*(MWI/VWM) + _mi], aval, bpm[_ni].w); + #elif VWN == 8 + cpm[(_ni*VWN + 0)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 0)*(MWI/VWM) + _mi], aval, bpm[_ni].s0); + cpm[(_ni*VWN + 1)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 1)*(MWI/VWM) + _mi], aval, bpm[_ni].s1); + cpm[(_ni*VWN + 2)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 2)*(MWI/VWM) + _mi], aval, bpm[_ni].s2); + cpm[(_ni*VWN + 3)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 3)*(MWI/VWM) + _mi], aval, bpm[_ni].s3); + cpm[(_ni*VWN + 4)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 4)*(MWI/VWM) + _mi], aval, bpm[_ni].s4); + cpm[(_ni*VWN + 5)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 5)*(MWI/VWM) + _mi], aval, bpm[_ni].s5); + cpm[(_ni*VWN + 6)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 6)*(MWI/VWM) + _mi], aval, bpm[_ni].s6); + cpm[(_ni*VWN + 7)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 7)*(MWI/VWM) + _mi], aval, bpm[_ni].s7); + #elif VWN == 16 + cpm[(_ni*VWN + 0 )*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 0 )*(MWI/VWM) + _mi], aval, bpm[_ni].s0); + cpm[(_ni*VWN + 1 )*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 1 )*(MWI/VWM) + _mi], aval, bpm[_ni].s1); + cpm[(_ni*VWN + 2 )*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 2 )*(MWI/VWM) + _mi], aval, bpm[_ni].s2); + cpm[(_ni*VWN + 3 )*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 3 )*(MWI/VWM) + _mi], aval, bpm[_ni].s3); + cpm[(_ni*VWN + 4 )*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 4 )*(MWI/VWM) + _mi], aval, bpm[_ni].s4); + cpm[(_ni*VWN + 5 )*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 5 )*(MWI/VWM) + _mi], aval, bpm[_ni].s5); + cpm[(_ni*VWN + 6 )*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 6 )*(MWI/VWM) + _mi], aval, bpm[_ni].s6); + cpm[(_ni*VWN + 7 )*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 7 )*(MWI/VWM) + _mi], aval, bpm[_ni].s7); + cpm[(_ni*VWN + 8 )*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 8 )*(MWI/VWM) + _mi], aval, bpm[_ni].s8); + cpm[(_ni*VWN + 9 )*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 9 )*(MWI/VWM) + _mi], aval, bpm[_ni].s9); + cpm[(_ni*VWN + 10)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 10)*(MWI/VWM) + _mi], aval, bpm[_ni].sA); + cpm[(_ni*VWN + 11)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 11)*(MWI/VWM) + _mi], aval, bpm[_ni].sB); + cpm[(_ni*VWN + 12)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 12)*(MWI/VWM) + _mi], aval, bpm[_ni].sC); + cpm[(_ni*VWN + 13)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 13)*(MWI/VWM) + _mi], aval, bpm[_ni].sD); + cpm[(_ni*VWN + 14)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 14)*(MWI/VWM) + _mi], aval, bpm[_ni].sE); + cpm[(_ni*VWN + 15)*(MWI/VWM) + _mi] = MultiplyAddVector(cpm[(_ni*VWN + 15)*(MWI/VWM) + _mi], aval, bpm[_ni].sF); + #endif + } + } + #elif GEMMK == 1 + #pragma unroll + for (int _ni = 0; _ni < NWI; _ni += 1) { + #pragma unroll + for (int _mi = 0; _mi < MWI/VWM; _mi += 1) { + #pragma unroll + for (int _ki = 0; _ki < KREG/VWN; _ki += 1) { + #if USE_SUBGROUP_SHUFFLING == 1 + const realN aval = clblast_sub_group_shuffle(apm[_ki], _ni); + #else + const realN aval = apm[_ni * (KREG/VWN) + _ki]; + #endif + #if VWN == 1 + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 0) * (MWI/VWM) + _mi], aval); + #elif VWN == 2 + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 0) * (MWI/VWM) + _mi], aval.x); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 1) * (MWI/VWM) + _mi], aval.y); + #elif VWN == 4 + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 0) * (MWI/VWM) + _mi], aval.x); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 1) * (MWI/VWM) + _mi], aval.y); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 2) * (MWI/VWM) + _mi], aval.z); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 3) * (MWI/VWM) + _mi], aval.w); + #elif VWN == 8 + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 0) * (MWI/VWM) + _mi], aval.s0); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 1) * (MWI/VWM) + _mi], aval.s1); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 2) * (MWI/VWM) + _mi], aval.s2); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 3) * (MWI/VWM) + _mi], aval.s3); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 4) * (MWI/VWM) + _mi], aval.s4); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 5) * (MWI/VWM) + _mi], aval.s5); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 6) * (MWI/VWM) + _mi], aval.s6); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 7) * (MWI/VWM) + _mi], aval.s7); + #elif VWN == 16 + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 0 ) * (MWI/VWM) + _mi], aval.s0); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 1 ) * (MWI/VWM) + _mi], aval.s1); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 2 ) * (MWI/VWM) + _mi], aval.s2); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 3 ) * (MWI/VWM) + _mi], aval.s3); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 4 ) * (MWI/VWM) + _mi], aval.s4); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 5 ) * (MWI/VWM) + _mi], aval.s5); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 6 ) * (MWI/VWM) + _mi], aval.s6); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 7 ) * (MWI/VWM) + _mi], aval.s7); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 8 ) * (MWI/VWM) + _mi], aval.s8); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 9 ) * (MWI/VWM) + _mi], aval.s9); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 10) * (MWI/VWM) + _mi], aval.sA); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 11) * (MWI/VWM) + _mi], aval.sB); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 12) * (MWI/VWM) + _mi], aval.sC); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 13) * (MWI/VWM) + _mi], aval.sD); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 14) * (MWI/VWM) + _mi], aval.sE); + cpm[_ni * (MWI/VWM) + _mi] = MultiplyAddVector(cpm[_ni * (MWI/VWM) + _mi], bpm[(VWN * _ki + 15) * (MWI/VWM) + _mi], aval.sF); + #endif + } + } + } + #endif + + } + } + #if SA == 1 || SB == 1 + barrier(CLK_LOCAL_MEM_FENCE); + #endif + } + #if GLOBAL_MEM_FENCE == 1 + barrier(CLK_GLOBAL_MEM_FENCE); + #endif + + #ifdef OUTPUTMN + // Revise to [M, N] + realN cpn; // MWI * NWI + + real* cpn_mxn = (real *)(&cpn); + real* cpm_nxm = (real *)cpm; + + #pragma unroll + for (int _mi = 0; _mi < MWI; _mi += 1) { + + #pragma unroll + for (int _ni = 0; _ni < NWI/VWN; _ni += 1) { + #pragma unroll + for (int _nip = 0; _nip < VWN; _nip += 1) { + cpn_mxn[_nip] = cpm_nxm[(_ni*VWN+_nip) * MWI + _mi]; + } + + StoreResultsN((__global realN* )cgm, cpn, + #ifdef BIAS + egm, + #endif + _mi, _ni, kSizeN, alpha, beta); + } + } + + #else + + // Stores an MWG * NWG tile of results and performs the multiplication with alpha and beta + #if GEMMK == 0 + const int cld = kSizeM; + #elif GEMMK == 1 + const int cld = kSizeN; + #endif + + #pragma unroll + for (int _ni = 0; _ni < NWI; _ni += 1) { + #pragma unroll + for (int _mi = 0; _mi < MWI/VWM; _mi += 1) { + StoreResultsM(cgm, cpm[_ni * (MWI/VWM) + _mi], _mi, _ni, cld, alpha, beta); + } + } + #endif +} + +// Main entry point of the kernel. This is the regular full version. +#if RELAX_WORKGROUP_SIZE == 1 + __kernel +#else + __kernel __attribute__((reqd_work_group_size(MDIMC, NDIMC, 1))) +#endif +void Xgemm(const int kSizeM, const int kSizeN, const int kSizeK, + const real_arg arg_alpha, + const real_arg arg_beta, + const __global realM* restrict agm, // [K, M] + const __global realN* restrict bgm, // [K, N] + #ifdef BIAS + const __global realN* restrict egm, // [N] + #endif + __global realM* cgm, + const int a_offset, const int b_offset, const int c_offset) { + const real alpha = GetRealArg(arg_alpha); + const real beta = GetRealArg(arg_beta); + + // Adds the offsets (in case of use of a single temporary buffer for A, B, and C) + agm = (const __global realM*)((const __global real*)agm + a_offset); + bgm = (const __global realN*)((const __global real*)bgm + b_offset); + cgm = (__global realM*)((const __global real*)cgm + c_offset); + + // Allocates workgroup-private memory (local memory) + #if SA == 1 + __local realM alm[KWG * MWG/VWM]; + #endif + #if SB == 1 + __local realN blm[KWG * NWG/VWN]; + #endif + + // Computes the matrix-multiplication and stores the result in global memory + #if SA == 1 && SB == 1 + XgemmBody(kSizeM, kSizeN, kSizeK, agm, bgm, + #ifdef BIAS + egm, + #endif + cgm, alpha, beta, alm, blm); + #elif SA == 1 + XgemmBody(kSizeM, kSizeN, kSizeK, agm, bgm, + #ifdef BIAS + egm, + #endif + cgm, alpha, beta, alm); + #elif SB == 1 + XgemmBody(kSizeM, kSizeN, kSizeK, agm, bgm, + #ifdef BIAS + egm, + #endif + cgm, alpha, beta, blm); + #else + XgemmBody(kSizeM, kSizeN, kSizeK, agm, bgm, + #ifdef BIAS + egm, + #endif + cgm, alpha, beta); + #endif +} diff --git a/source/backend/opencl/execution/cl/opencl_program.cc b/source/backend/opencl/execution/cl/opencl_program.cc index ae5bd9565..36938ef60 100644 --- a/source/backend/opencl/execution/cl/opencl_program.cc +++ b/source/backend/opencl/execution/cl/opencl_program.cc @@ -49,7 +49,7 @@ extern const std::map> OpenCLProgramMap #ifndef MNN_OPENCL_BUFFER_CLOSED { "gemv_conv1x1_buf", - { 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} }, #endif { @@ -65,6 +65,12 @@ extern const std::map> OpenCLProgramMap #endif #endif #ifndef MNN_OPENCL_BUFFER_CLOSED +{ + "matmul_local_buf", + { 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} + }, +#endif +#ifndef MNN_OPENCL_BUFFER_CLOSED { "conv_2d_int_buf", { 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} @@ -87,7 +93,7 @@ extern const std::map> OpenCLProgramMap #ifndef MNN_OPENCL_BUFFER_CLOSED { "binary_buf", - { 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} }, #endif #ifndef MNN_OPENCL_BUFFER_CLOSED @@ -173,7 +179,7 @@ extern const std::map> OpenCLProgramMap #ifndef MNN_OPENCL_BUFFER_CLOSED { "gemm_buf", - { 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} }, #endif { @@ -201,7 +207,7 @@ extern const std::map> OpenCLProgramMap #ifndef MNN_OPENCL_BUFFER_CLOSED { "attention_buf", - { 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} }, #endif #ifndef MNN_OPENCL_BUFFER_CLOSED @@ -243,7 +249,7 @@ extern const std::map> OpenCLProgramMap #ifndef MNN_OPENCL_BUFFER_CLOSED { "conv_2d_buf", - { 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} }, #endif { @@ -269,7 +275,7 @@ extern const std::map> OpenCLProgramMap #ifndef MNN_OPENCL_BUFFER_CLOSED { "gather_buf", - { 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} }, #endif #ifndef MNN_OPENCL_BUFFER_CLOSED @@ -292,6 +298,12 @@ extern const std::map> OpenCLProgramMap { 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} }, #endif +#ifndef MNN_OPENCL_BUFFER_CLOSED +{ + "matmul_params_buf", + { 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} @@ -313,7 +325,7 @@ extern const std::map> OpenCLProgramMap #ifndef MNN_OPENCL_BUFFER_CLOSED { "loop_buf", - { 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} }, #endif { diff --git a/source/backend/opencl/execution/image/CommonExecution.cpp b/source/backend/opencl/execution/image/CommonExecution.cpp index 473d6a67e..61611104e 100644 --- a/source/backend/opencl/execution/image/CommonExecution.cpp +++ b/source/backend/opencl/execution/image/CommonExecution.cpp @@ -62,7 +62,6 @@ ErrorCode CommonExecution::onExecute(const std::vector &inputs, const unit.localWorkSize, nullptr, &event); - runtime->pushEvent({EnumNameOpType(mOpType) + std::to_string(idx++), event}); #else res = runtime->commandQueue().enqueueNDRangeKernel(unit.kernel->get(), diff --git a/source/backend/opencl/execution/image/SoftmaxExecution.cpp b/source/backend/opencl/execution/image/SoftmaxExecution.cpp index ab4348310..125c3c9d2 100644 --- a/source/backend/opencl/execution/image/SoftmaxExecution.cpp +++ b/source/backend/opencl/execution/image/SoftmaxExecution.cpp @@ -49,7 +49,7 @@ int SoftmaxExecution::getLocalSize(int size, int maxGroupSize){ ErrorCode SoftmaxExecution::onEncode(const std::vector &inputs, const std::vector &outputs) { mUnits.resize(1); auto &unit = mUnits[0]; - auto MaxLocalSize = std::min(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkItemSizes()[0], mMaxWorkGroupSize); + auto MaxLocalSize = std::min(std::min(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkItemSizes()[0], mMaxWorkGroupSize), static_cast(512)); Tensor *input = inputs[0]; Tensor *output = outputs[0]; diff --git a/source/core/IDSTDecoder.hpp b/source/core/IDSTDecoder.hpp index 14ddc60be..05f61ca77 100644 --- a/source/core/IDSTDecoder.hpp +++ b/source/core/IDSTDecoder.hpp @@ -134,7 +134,7 @@ static void InsertSimpleSet(PSIMPLE_SET set, int8_t value) { // SimpleRank(set->UniSet, set->CurUniCnt, 1); } -void DestorySimpleSet(PSIMPLE_SET set) { +static void DestorySimpleSet(PSIMPLE_SET set) { if (set->UniSet != nullptr) free(set->UniSet); free(set); diff --git a/source/core/OpCommonUtils.cpp b/source/core/OpCommonUtils.cpp index 405b9d9bb..fcf0dd32e 100644 --- a/source/core/OpCommonUtils.cpp +++ b/source/core/OpCommonUtils.cpp @@ -109,6 +109,39 @@ static std::tuple _computeStride(const std::tuple& } return std::make_tuple(inside, axis, outside); } + +static bool _checkFuseValid(const OpCommonUtils::SPLITS& srcTup, const OpCommonUtils::SPLITS& srcSplits, bool swapnc, bool swapcw, bool srcAllLengthValid) { + auto srcFused = _computeAxisFused(srcTup); + if (swapnc) { + // cw can't be fused if n > 1, because layout is c, n, w + if (std::get<1>(srcFused) && srcAllLengthValid) { + return false; + } + if (std::get<0>(srcFused)) { + // nc fuse but n is not full, don't support fuse + if (std::get<2>(srcTup) + 1 != std::get<2>(srcSplits)) { + return false; + } + } + } else if (swapcw) { + // nc can't be fused if w > 1 + if (std::get<0>(srcFused) && srcAllLengthValid) { + return false; + } + if (std::get<1>(srcFused)) { + // cw fuse but c is not full, don't support fuse + if (std::get<1>(srcTup) + 1 != std::get<1>(srcSplits)) { + return false; + } + } + } else { + // nw can't be fused if c > 1 + if (std::get<2>(srcFused) && srcAllLengthValid) { + return false; + } + } + return true; +} bool OpCommonUtils::canBlitFast(const Tensor::InsideDescribe::Region& region, const SPLITS& srcSplits, const SPLITS& dstSplits, int pack, bool swapnc, bool swapcw) { int srcCOffset = (region.src.offset / std::get<0>(srcSplits)) % std::get<1>(srcSplits); @@ -130,43 +163,11 @@ bool OpCommonUtils::canBlitFast(const Tensor::InsideDescribe::Region& region, co if (std::get<1>(dstTup) != std::get<1>(srcTup)) { return false; } - if (srcAllLengthValid) { - auto srcFused = _computeAxisFused(srcTup); - if (swapnc) { - // cw can't be fused, because layout is c, n, w - if (std::get<1>(srcFused)) { - return false; - } - } else if (swapcw) { - // nc can't be fused - if (std::get<0>(srcFused)) { - return false; - } - } else { - // nw can't be fused - if (std::get<2>(srcFused)) { - return false; - } - } + if (!_checkFuseValid(srcTup, srcSplits, swapnc, swapcw, srcAllLengthValid)) { + return false; } - if (dstAllLengthValid) { - auto dstFused = _computeAxisFused(dstTup); - if (swapnc) { - // cw can't be fused, because layout is c, n, w - if (std::get<1>(dstFused)) { - return false; - } - } else if (swapcw) { - // nc can't be fused - if (std::get<0>(dstFused)) { - return false; - } - } else { - // nw can't be fused - if (std::get<2>(dstFused)) { - return false; - } - } + if (!_checkFuseValid(dstTup, dstSplits, swapnc, swapcw, dstAllLengthValid)) { + return false; } } return true; @@ -573,6 +574,8 @@ bool OpCommonUtils::opCompabilityForLowp(const Op* op, int bytes) { case OpType_ROIAlign: case OpType_DynamicQuant: case OpType_Attention: + case OpType_LayerNorm: + case OpType_Softmax: return true; default: break; diff --git a/source/core/Pipeline.cpp b/source/core/Pipeline.cpp index 641120d2f..f2e030e5a 100644 --- a/source/core/Pipeline.cpp +++ b/source/core/Pipeline.cpp @@ -1088,7 +1088,7 @@ ErrorCode Pipeline::allocMemory(bool firstMalloc, bool forbidReplace) { } } } - if (OpCommonUtils::supportDynamicInputMemory(mInfo.first.cache.first->type())) { + if (OpCommonUtils::supportDynamicInputMemory(mInfo.first.cache.first->type()) && (!mInfo.first.inputBackendChange)) { return NO_ERROR; } } diff --git a/source/core/Schedule.hpp b/source/core/Schedule.hpp index 83e5da7c2..a13b213f5 100644 --- a/source/core/Schedule.hpp +++ b/source/core/Schedule.hpp @@ -89,6 +89,7 @@ class MNN_PUBLIC Schedule { bool needComputeShape = true; bool needComputeGeometry = true; bool reportError = true; + bool inputBackendChange = false; std::map inputTensorCopyCache; }; typedef std::pair> PipelineInfo; diff --git a/source/geometry/GeometryComputerUtils.cpp b/source/geometry/GeometryComputerUtils.cpp index 54607eab6..54db0c1d0 100644 --- a/source/geometry/GeometryComputerUtils.cpp +++ b/source/geometry/GeometryComputerUtils.cpp @@ -310,10 +310,13 @@ ErrorCode GeometryComputerUtils::shapeComputeAndGeometryTransform( } info.computeCache.needExecuteConst = dirty; if (dirty) { + backupBackend->onExecuteBegin(); auto code = cp->execution->onExecute(c.inputs, c.outputs); if (NO_ERROR != code) { return NOT_SUPPORT; } + backupBackend->onExecuteEnd(); + for (auto t : c.outputs) { TensorUtils::getDescribe(t)->stageMask &= (~Tensor::InsideDescribe::StageInfo::CONTENT_NOT_CHANGE); } diff --git a/source/math/Matrix.cpp b/source/math/Matrix.cpp index 9af425b5a..020897ab4 100644 --- a/source/math/Matrix.cpp +++ b/source/math/Matrix.cpp @@ -10,6 +10,8 @@ #include "core/MNNMemoryUtils.h" #include "core/Macro.h" #include "core/TensorUtils.hpp" +#include "backend/cpu/compute/CommonOptFunction.h" +#include "backend/cpu/compute/ConvOpt.h" #include #ifdef MNN_USE_NEON @@ -164,9 +166,7 @@ void Matrix::multi (float* C, float* A, float* B, int M, int K, int N, bool A_ne } void Matrix::add (float* C, float* A, float* B, int size) { - for (int i = 0; i < size; ++i) { - C[i] = A[i] + B[i]; - } + MNNMatrixAddCommon(C, A, B, size, 0, 0, 0, 1); } void Matrix::add(Tensor* C, const Tensor* A, const Tensor* B) { @@ -186,45 +186,8 @@ void Matrix::add(Tensor* C, const Tensor* A, const Tensor* B) { bOffset = 0; MNN_ASSERT(B->length(0) == A->length(1)); } - const int size = width; - for (int y=0; yhost() + y * A->stride(0); - auto b = B->host() + y * bOffset; - auto c = C->host() + y * C->stride(0); - int i = 0; -#ifdef MNN_USE_NEON - for (; i <= size - 16; i += 16) { - float32x4_t a0 = vld1q_f32(a + i); - float32x4_t a1 = vld1q_f32(a + i + 4); - float32x4_t a2 = vld1q_f32(a + i + 8); - float32x4_t a3 = vld1q_f32(a + i + 12); - float32x4_t b0 = vld1q_f32(b + i); - float32x4_t b1 = vld1q_f32(b + i + 4); - float32x4_t b2 = vld1q_f32(b + i + 8); - float32x4_t b3 = vld1q_f32(b + i + 12); - - float32x4_t sum0 = vaddq_f32(a0, b0); - float32x4_t sum1 = vaddq_f32(a1, b1); - float32x4_t sum2 = vaddq_f32(a2, b2); - float32x4_t sum3 = vaddq_f32(a3, b3); - - vst1q_f32(c + i, sum0); - vst1q_f32(c + i + 4, sum1); - vst1q_f32(c + i + 8, sum2); - vst1q_f32(c + i + 12, sum3); - } - - for (; i <= size - 4; i += 4) { - float32x4_t aa = vld1q_f32(a + i); - float32x4_t bb = vld1q_f32(b + i); - float32x4_t sum = vaddq_f32(aa, bb); - vst1q_f32(c + i, sum); - } -#endif - for (; i < size; ++i) { - c[i] = a[i] + b[i]; - } - } + MNNMatrixAddCommon(C->host(), A->host(), B->host(), width, C->stride(0), A->stride(0), bOffset, height); + return; } void Matrix::sub(Tensor* C, const Tensor* A, const Tensor* B) { @@ -244,37 +207,7 @@ void Matrix::sub(Tensor* C, const Tensor* A, const Tensor* B) { bOffset = 0; MNN_ASSERT(B->length(0) == A->length(1)); } - const int size = width; - for (int y=0; yhost() + y * A->stride(0); - auto b = B->host() + y * bOffset; - auto c = C->host() + y * C->stride(0); - int i = 0; -#ifdef MNN_USE_NEON - for (; i <= size - 8; i += 8) { - float32x4_t a0 = vld1q_f32(a + i); - float32x4_t a1 = vld1q_f32(a + i + 4); - float32x4_t b0 = vld1q_f32(b + i); - float32x4_t b1 = vld1q_f32(b + i + 4); - - float32x4_t sub0 = vsubq_f32(a0, b0); - float32x4_t sub1 = vsubq_f32(a1, b1); - - vst1q_f32(c + i, sub0); - vst1q_f32(c + i + 4, sub1); - } - - for (; i <= size - 4; i += 4) { - float32x4_t aa = vld1q_f32(a + i); - float32x4_t bb = vld1q_f32(b + i); - float32x4_t sub = vsubq_f32(aa, bb); - vst1q_f32(c + i, sub); - } -#endif - for (; i < size; ++i) { - c[i] = a[i] - b[i]; - } - } + MNNMatrixSubCommon(C->host(), A->host(), B->host(), width, C->stride(0), A->stride(0), bOffset, height); } void Matrix::dot(Tensor* C, const Tensor* A, const Tensor* B) { @@ -292,44 +225,7 @@ void Matrix::dot(Tensor* C, const Tensor* A, const Tensor* B) { const int aw = A->stride(0); const int bw = B->stride(0); const int cw = C->stride(0); - - for(int y = 0; y < height; y++) { - auto a = A->host() + y * aw; - auto b = B->host() + y * bw; - auto c = C->host() + y * cw; - int i = 0; -#ifdef MNN_USE_NEON - for (; i <= width - 16; i += 16) { - float32x4_t a0 = vld1q_f32(a + i); - float32x4_t a1 = vld1q_f32(a + i + 4); - float32x4_t a2 = vld1q_f32(a + i + 8); - float32x4_t a3 = vld1q_f32(a + i + 12); - float32x4_t b0 = vld1q_f32(b + i); - float32x4_t b1 = vld1q_f32(b + i + 4); - float32x4_t b2 = vld1q_f32(b + i + 8); - float32x4_t b3 = vld1q_f32(b + i + 12); - - float32x4_t c0 = vmulq_f32(a0, b0); - float32x4_t c1 = vmulq_f32(a1, b1); - float32x4_t c2 = vmulq_f32(a2, b2); - float32x4_t c3 = vmulq_f32(a3, b3); - - vst1q_f32(c + i, c0); - vst1q_f32(c + i + 4, c1); - vst1q_f32(c + i + 8, c2); - vst1q_f32(c + i + 12, c3); - } - for (; i <= width - 4; i += 4) { - float32x4_t aa = vld1q_f32(a + i); - float32x4_t bb = vld1q_f32(b + i); - float32x4_t cc = vmulq_f32(aa, bb); - vst1q_f32(c + i, cc); - } -#endif - for (; i < width; ++i) { - c[i] = a[i] * b[i]; - } - } + MNNMatrixProdCommon(C->host(), A->host(), B->host(), width, cw, aw, bw, height); } void Matrix::invert(Tensor* dst, const Tensor* src) { diff --git a/test/expr/ExecutorResetTest.cpp b/test/expr/ExecutorResetTest.cpp index 55f920b7a..60050c454 100644 --- a/test/expr/ExecutorResetTest.cpp +++ b/test/expr/ExecutorResetTest.cpp @@ -126,3 +126,57 @@ class ExecutorConfigTest : public MNNTestCase { return true; }}; MNNTestSuiteRegister(ExecutorConfigTest, "expr/ExecutorConfigTest"); + +class ExecutorCallBackTest : public MNNTestCase { + virtual bool run(int precision) { + int beforeSuccess = 0; + int afterSuccess = 0; + MNN::TensorCallBackWithInfo beforeCallBack = [&](const std::vector& ntensors, const MNN::OperatorInfo* info) { + beforeSuccess = 1; + return true; + }; + MNN::TensorCallBackWithInfo callBack = [&](const std::vector& ntensors, const MNN::OperatorInfo* info) { + afterSuccess = 1; + return true; + }; + MNN::BackendConfig config; + std::shared_ptr exe(Executor::newExecutor(MNN_FORWARD_CPU, config, 1)); + MNN::Express::ExecutorScope scope(exe); + { + auto input = _Input({}, NCHW); + input->writeMap()[0] = 0.5f; + auto output = _Square(input); + auto outputPtr = output->readMap(); + if (beforeSuccess != 0 || afterSuccess != 0) { + FUNC_PRINT(1); + return false; + } + } + exe->setCallBack(std::move(beforeCallBack), std::move(callBack)); + { + auto input = _Input({}, NCHW); + input->writeMap()[0] = 0.5f; + auto output = _Square(input); + auto outputPtr = output->readMap(); + if (beforeSuccess == 0 || afterSuccess == 0) { + FUNC_PRINT(1); + return false; + } + } + afterSuccess = 0; + beforeSuccess = 0; + exe->setCallBack(nullptr, nullptr); + { + auto input = _Input({}, NCHW); + input->writeMap()[0] = 0.5f; + auto output = _Square(input); + auto outputPtr = output->readMap(); + if (beforeSuccess != 0 || afterSuccess != 0) { + FUNC_PRINT(1); + return false; + } + } + return true; + } +}; +MNNTestSuiteRegister(ExecutorCallBackTest, "expr/ExecutorCallBackTest"); diff --git a/test/op/RasterTest.cpp b/test/op/RasterTest.cpp index e893545cd..2b3e0a9e1 100644 --- a/test/op/RasterTest.cpp +++ b/test/op/RasterTest.cpp @@ -60,3 +60,97 @@ class RasrerTest : public MNNTestCase { }; MNNTestSuiteRegister(RasrerTest, "op/raster"); + +class BlitC4Test : public MNNTestCase { +public: + virtual ~BlitC4Test() = default; + bool _run(int precision, bool lazy) { + int w = 1; + int h = 1; + int n = 16; + int c = 5; + auto input0 = _Input({n, c, h, w}, NCHW); + auto input1 = _Input({n, c, h, w}, NCHW); + auto input2 = _Input({n, c, h, w}, NCHW); + std::vector inputPtr = { + input0->writeMap(), + input1->writeMap(), + input2->writeMap(), + }; + + int p = (int)inputPtr.size(); + std::vector outputData(n * c * h * w * p); + float current = 0.0f; + for (int pp=0; pp(), NC4HW4); + output = _Convert(output, NCHW); + output = _Reshape(output, {p, -1}); + output = _Reverse(output, _Scalar(0)); + auto outputPtr = output->readMap(); + if (!checkVector(outputPtr, outputData.data(), n * c * h * w * p, 0.01f)) { + MNN_ERROR("blitc4 test failed!\n"); + return false; + } + return true; + } + virtual bool run(int precision) { + ExecutorScope::Current()->lazyEval = false; + auto res = _run(precision, false); + if (!res) { + FUNC_PRINT(1); + return false; + } + ExecutorScope::Current()->lazyEval = true; + ExecutorScope::Current()->setLazyComputeMode(MNN::Express::Executor::LAZY_CONTENT); + res = _run(precision, true); + if (!res) { + FUNC_PRINT(1); + return false; + } + ExecutorScope::Current()->setLazyComputeMode(MNN::Express::Executor::LAZY_FULL); + res = _run(precision, true); + return res; + } + +}; +MNNTestSuiteRegister(BlitC4Test, "op/blitc4"); diff --git a/test/op/SequenceGRUTest.cpp b/test/op/SequenceGRUTest.cpp index e64394ea8..5a7506798 100644 --- a/test/op/SequenceGRUTest.cpp +++ b/test/op/SequenceGRUTest.cpp @@ -85,6 +85,7 @@ class SequenceGRUTest : public MNNTestCase { inputVector = {.02f, .03f, .04f, .05f}; expectedOutput = {0.13871552, 0.16327533, 0.22743227, 0.31147933, 0.40466055}; // expectedOutput is corresponding to process generating W R B init_h if (!runOneCase(seq_length, batch_size, input_size, hidden_size, linear_before_reset, direction, inputVector, expectedOutput, precision)) { + FUNC_PRINT(1); return false; } @@ -105,6 +106,7 @@ class SequenceGRUTest : public MNNTestCase { 1. , 1.0996624 , 1.199979 , 1.299999 , 1.4 }; if (!runOneCase(seq_length, batch_size, input_size, hidden_size, linear_before_reset, direction, inputVector, expectedOutput, precision)) { + FUNC_PRINT(1); return false; } @@ -124,6 +126,7 @@ class SequenceGRUTest : public MNNTestCase { 1. , 1.0996624 , 1.199979 , 1.299999 , 1.4 }; if (!runOneCase(seq_length, batch_size, input_size, hidden_size, linear_before_reset, direction, inputVector, expectedOutput, precision)) { + FUNC_PRINT(1); return false; } @@ -150,6 +153,7 @@ class SequenceGRUTest : public MNNTestCase { }; if (!runOneCase(seq_length, batch_size, input_size, hidden_size, linear_before_reset, direction, inputVector, expectedOutput, precision)) { + FUNC_PRINT(1); return false; } @@ -229,6 +233,7 @@ class SequenceGRUTest : public MNNTestCase { std::vector resetVector = {0.287277, 0.214750, 0.090576, 0.398373, -0.421496, 0.052028, 0.406057, -0.098014, 0.318175, 0.142186, -0.037555, -0.071489, -0.063382, 0.320072, 0.369938, -0.209685, 0.086919, -0.263211, -0.078951, 0.354884, 0.037687, -0.071904, 0.006871, -0.100023, 0.156079, -0.183713, 0.150567, 0.070017, 0.409908, 0.156630, 0.128784, 0.241898, 0.360459, -0.002390, 0.078114, -0.221953, 0.048813, 0.159372, -0.473903, 0.341716, -0.074726, -0.229925, -0.125897, 0.264855, 0.128768, -0.391468, 0.212113, -0.203500, -0.333478, 0.372343, -0.214939, -0.176529, 0.147964, 0.104717, -0.294629, -0.535996, 0.339898, 0.488992, -0.354578, -0.257927, 0.181307, 0.156471, -0.125256, 0.191860, 0.196151, -0.454833, 0.162862, -0.255140, -0.087758, 0.049678, 0.276180, 0.225371, -0.211493, -0.214432, -0.033578, 0.116653, 0.193325, -0.211291, 0.137850, 0.185354, -0.048057, 0.440436, 0.144528, -0.031473, -0.135642, -0.078938, 0.251697, -0.235174, -0.005954, -0.177559, -0.198067, -0.143995, -0.063350, 0.304994, -0.376365, -0.334468, 0.134615, 0.343005, -0.425562, -0.187150, 0.178114, -0.119742, -0.340388, -0.369391, 0.397219, -0.147231, -0.165387, -0.269001, -0.207626, 0.562645, -0.158592, -0.079757, 0.251634, -0.364720, -0.108712, 0.257295, 0.426612, -0.095508, -0.529108, -0.192178, 0.184372, 0.390627, -0.415596, -0.196986, -0.020013, -0.246564, -0.068698, -0.062890, 0.044368, -0.032994, -0.004112, 0.060453, 0.004359, 0.016292, 0.101389, 0.183560, 0.141363, 0.141044, 0.044078, 0.005571, -0.031920, 0.094417, -0.008156, -0.028248, 0.145471, -0.091542, -0.183646, 0.060711, -0.069058, 0.131308, -0.082982, -0.206802, 0.000494, -0.028212, -0.003209, -0.037756, 0.005499, -0.028111, -0.075251, -0.057563, 0.003691, 0.026742, 0.042003, 0.043941, -0.027303, -0.096616, -0.145425, 0.205335, -0.168716, -0.206853, 0.019892, -0.013290, 0.087005, 0.017939, 0.023715, 0.070432, 0.051735, 0.076373, 0.007487, 0.003148, 0.063318, -0.133158, 0.050944, 0.026693, 0.088682, 0.107466, -0.000240, 0.059179, 0.012007, 0.001295, -0.027814, 0.106481, 0.060817, -0.043011, 0.005915, 0.071643, -0.114850, -0.031449, 0.134601, 0.253229, -0.030734, -0.044963, -0.081597, 0.197085, 0.036557, -0.030926, -0.015205, -0.039302, -0.022707, 0.196219, 0.084307, 0.070778, -0.042765, -0.089670, 0.229571, -0.059334, -0.056095, -0.175765, -0.014922, -0.091574, -0.126727, 0.140028, -0.126635, 0.092460, -0.261929, -0.033790, -0.159593, 0.027859, 0.057765, -0.021969, -0.034185, 0.044082, 0.047249, -0.309147, 0.033542, -0.174501, -0.119300, 0.019729, -0.005803, -0.008042, 0.127686, -0.167036, 0.077650, -0.262827, 0.183922, -0.280151, 0.026013, -0.110590, 0.030700, 0.194173, 0.079703, -0.011345, 0.132223, -0.099352, -0.164442, -0.043469, 0.219285, 0.283557, -0.048069, 0.056840, -0.116045, 0.002973, 0.087762, -0.047933, 0.117347, 0.295000, -0.078714, -0.117229, 0.116230, 0.113436, 0.200392, -0.286040, 0.135319, -0.177906, 0.023649, 0.123917, 0.139076, -0.245786, -0.115695, -0.144694, 0.588226, -0.227302, 0.045254, 0.065815, -0.068997, 0.251489, 0.158206, 0.276531, 0.295193, -0.097621, 0.224042, -0.208098, 0.272127, 0.112700, -0.191879, -0.064897, 0.204931, 0.019217, 0.050588, 0.435509, 0.071139, -0.011949, -0.051957, -0.039265, -0.207714, 0.030285, -0.128548, 0.010602, -0.016463, -0.063373, -0.060169, -0.101026, -0.000618, 0.065426, -0.245348, -0.156505, 0.074914, 0.133577, -0.216101, -0.187142, 0.036033, -0.032196, 0.040572, -0.105899, 0.048335, 0.206491, 0.182083, 0.081661, -0.086152, -0.311524, 0.136701, 0.072705, 0.249317, 0.068438, 0.112123, -0.281068, -0.004704, 0.171776, 0.253534, -0.081872, -0.188049, -0.032059, -0.179632, -0.227357, -0.337056, -0.065557, -0.250028, 0.057996, 0.045912, 0.360500, -0.094208, -0.359105, 0.143036, 0.352252, 0.077775, -0.189313, 0.188254, 0.010288, -0.061616, -0.240178, 0.139866, 0.019231, -0.185783, -0.109127, -0.049475, 0.118055, -0.071449, 0.164586, 0.231527, -0.092660, -0.134488, -0.062552, 0.317626, 0.035521, 0.088916, 0.071135, 0.082444, -0.039036, -0.429748, -0.232392, -0.317698, -0.026154, 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-0.054142, 0.009170, 0.043356, -0.011852, -0.057237, -0.092457, -0.001861, 0.079040, 0.038752, 0.000478, -0.147281, 0.108816, 0.054452, 0.014435, -0.016536, 0.001765, 0.029161, -0.104119, 0.000050, 0.085848, -0.155666, 0.087534, -0.054427, -0.069855, -0.003410, -0.024559, -0.302418, -0.148022, -0.339870, -0.042736, -0.411872, -0.376947, -0.224661, -0.175464, -0.210236, -0.294205, -0.182781, -0.227071, -0.281346, -0.096066, -0.270087, -0.157691, -0.307708, -0.178243, -0.307888, -0.128414, -0.204428, -0.317637, -0.244810, -0.129043, -0.140158, -0.256181, -0.204332, -0.171900, -0.163929, -0.319944, -0.224456, -0.158474, -0.147765, -0.403372, -0.338020, -0.252197, -0.309505, -0.220688, -0.163197, -0.229195, -0.275305, -0.142635, -0.234226, -0.186923, -0.375516, -0.145823, -0.261270, 0.002064, -0.281713, -0.278477, -0.206887, -0.263662, -0.185083, -0.284782, -0.164416, -0.097562, -0.078690, -0.198976, -0.232426, -0.299356, -0.108884, -0.097209, -0.109520, -0.182795, -0.315295, -0.202429, 0.058249, -0.234785, -0.043382, -0.101903, -0.150034, -0.274684, -0.218132, -0.069052, -0.161637, -0.220508, -0.196727, -0.247224, -0.377484, -0.271510, -0.100683, -0.128067, -0.249486, -0.114074, -0.262666, -0.056404, -0.111519, -0.149003, -0.165698, -0.267425, -0.079347, -0.312855, -0.420943, -0.139386, -0.195095, -0.045430, -0.245977, -0.158910, -0.336396, -0.251802, -0.230582, -0.257947, -0.056655, -0.225275, -0.199508, -0.104133, -0.385808, -0.041198, -0.094518, -0.211998, -0.370311, -0.350007, -0.189796, -0.193277, -0.216567, -0.117793, -0.221594, -0.258134, -0.180975, -0.140456, -0.351946, -0.353110, -0.331539, -0.134173, -0.123364, -0.179961, -0.317358, -0.260652, 0.022418, -0.026937, 0.056083, 0.001294, 0.039279, 0.054423, 0.068017, 0.078765, 0.099165, 0.095004, 0.021506, -0.040976, 0.096581, 0.097486, 0.120403, -0.020753, -0.030394, 0.046623, 0.098203, 0.043495, 0.096151, 0.124305, -0.050162, 0.064527, 0.009979, 0.047035, 0.075184, 0.083856, 0.016512, 0.084056, 0.055015, -0.035873, -0.005569, 0.078753, 0.082670, 0.092820, -0.003442, 0.100228, 0.075547, 0.043107, 0.001980, 0.080683, -0.024940, 0.054782, 0.041704, 0.064219, 0.008134, 0.051686, 0.127144, 0.048476, 0.020712, -0.008735, 0.051902, 0.019304, 0.143384, -0.040664, 0.132960, 0.018134, 0.118937, 0.119111, 0.114486, 0.000958, 0.030124, 0.037017, 0.020003, 0.003412, 0.043210, -0.037371, 0.044102, 0.161216, 0.031908, 0.098475, 0.054037, 0.002748, 0.004043, 0.001373, 0.090507, 0.081334, 0.094703, 0.134854, 0.024781, 0.072615, 0.024211, 0.052095, 0.019205, 0.070868, -0.009097, 0.066041, 0.071109, 0.058609, -0.014289, 0.101177, 0.022740, 0.008919, 0.041555, 0.098744, 0.003883, 0.074453, -0.011335, 0.092479, 0.103962, 0.099081, 0.106338, 0.035359, 0.053637, 0.087335, 0.174473, 0.030174, 0.083324, 0.125951, 0.107435, 0.035655, 0.065586, 0.188240, 0.048536, 0.095515, 0.155148, 0.114432, 0.110459, 0.055935, 0.167633, 0.139792, 0.065974, 0.045815, 0.060056, 0.013300, 0.010019, 0.020853, -0.028086, -0.001328, -0.003729, 0.017950, -0.041540, -0.026346, -0.024358, 0.104981, 0.111939, -0.085205, 0.062360, -0.028462, -0.051812, -0.072681, -0.010319, 0.029667, -0.047927, -0.013112, 0.033895, -0.089609, 0.176393, 0.007968, -0.018426, 0.058496, 0.051446, -0.040418, 0.069176, 0.067798, 0.030929, 0.045634, -0.076394, -0.013664, -0.003860, -0.030808, 0.014354, 0.068498, -0.076986, 0.070619, -0.052484, -0.130708, 0.029534, -0.031265, 0.073411, -0.049409, 0.028203, -0.023289, 0.022930, 0.045371, 0.010430, -0.132715, -0.061300, 0.047417, -0.014392, 0.039358, 0.099867, 0.082099, 0.040922, -0.020553, -0.065259, 0.129907, -0.010589, 0.121135, -0.059971, -0.005949, -0.009185, -0.046685, 0.002074, 0.023370, 0.007984, 0.026594, -0.037232, 0.016046, -0.038815, 0.007368, 0.054341, -0.004911, -0.088558, -0.007318, -0.052966, -0.042203, -0.005270, 0.001546, 0.098319, 0.030689, -0.034426, 0.046851, 0.016900, 0.024692, 0.066554, -0.044699, -0.020010, 0.074446, 0.108760, -0.017229, 0.079276, 0.092050, 0.123707, -0.062991, 0.084709, 0.022046, -0.036654, -0.045280, -0.028854, 0.185201, 0.003461, -0.044023, -0.059663, -0.048069, 0.014121, 0.059291, 0.129892, 0.018049, -0.020708, 0.100715, -0.031194, -0.041910, 0.016800, 0.058042, 0.090423, 0.031629, -0.025138, -0.000210, -0.071837, 0.132697, 0.033406, -0.029829, 0.066637, -0.106844}; if (!runOneWeightCase(seq_length, batch_size, input_size, hidden_size, linear_before_reset, direction, inputVector, weightVector, resetVector, biasVector, expectedOutput, precision)) { + FUNC_PRINT(1); return false; } diff --git a/test/op/SoftmaxTest.cpp b/test/op/SoftmaxTest.cpp index a7cfc568c..8a3578591 100644 --- a/test/op/SoftmaxTest.cpp +++ b/test/op/SoftmaxTest.cpp @@ -202,14 +202,15 @@ class SoftmaxTest : public MNNTestCase { } } // testcase - if(0) + if(1) { const std::vector axis_vec = {1, 4, 32, 128, 256, 576, 1024}; const std::vector outside_vec = {1, 32, 1024, 65536}; const std::vector inside_vec = {1, 4, 7}; + const int limitSize = 3; - for(int k = 0; k < outside_vec.size(); k++) { - for(int j = 0; j < axis_vec.size(); j++) { + for(int k = 0; k < outside_vec.size() && k < limitSize; k++) { + for(int j = 0; j < axis_vec.size() && j < limitSize; j++) { for(int i = 0; i < inside_vec.size(); i++) { int outside = outside_vec[k]; int axis = axis_vec[j]; @@ -230,11 +231,11 @@ class SoftmaxTest : public MNNTestCase { auto gotOutput = output->readMap(); int count = 0; for (int i = 0; i < expectedOutput.size(); ++i) { - if(gotOutput[i] - expectedOutput[i] > 0.0001 || gotOutput[i] - expectedOutput[i] < -0.0001) { + if(gotOutput[i] - expectedOutput[i] > 0.01 || gotOutput[i] - expectedOutput[i] < -0.01) { count++; } } - if (!checkVector(gotOutput, expectedOutput.data(), total, 0.0001)) { + if (!checkVector(gotOutput, expectedOutput.data(), total, 0.01)) { MNN_ERROR("SoftmaxTest test failed! error count:%d\n", count); return false; } diff --git a/test/speed/HybridConvSpeedTest.cpp b/test/speed/HybridConvSpeedTest.cpp index 43c1b4ce2..548596dd3 100644 --- a/test/speed/HybridConvSpeedTest.cpp +++ b/test/speed/HybridConvSpeedTest.cpp @@ -56,13 +56,6 @@ class HybridConvSpeedTestCommon : public MNNTestCase { auto y = _HybridConv(weightFp32, std::move(bias), std::move(wScale), x, channel, kernel, PaddingMode::CAFFE, strides, dilate, 1, pad, false, false, nbit, false); auto yfp32 = _Conv(std::move(weightFp32), std::move(biasdup), x, {ic, oc}, kernel, PaddingMode::CAFFE, strides, dilate, 1, pad); - - if (nbit != 8) { - std::unique_ptr op(y->expr().first->get()->UnPack()); - op->main.AsConvolution2D()->symmetricQuan->nbits = nbit; - y = Variable::create(Expr::create(op.get(), {x})); - op.reset(); - } auto yInfo = y->getInfo(); auto ow = yInfo->dim[3], oh = yInfo->dim[2]; #if defined (__aarch64__) && (precision == 2) @@ -73,18 +66,20 @@ class HybridConvSpeedTestCommon : public MNNTestCase { auto yPtr = y->readMap(); auto tgPtr = yfp32->readMap(); auto elesize = batch * oc * oh * ow; - if (nbit == 8) { - for (int i = 0; i < elesize; ++i) { - float targetValue = tgPtr[i], computeResult = yPtr[i]; - float diff = targetValue - computeResult; - float ratio = fabsf(diff) / fmax(targetValue, computeResult); - if (targetValue != 0 && computeResult != 0 && ratio > 0.02) { - MNN_PRINT("HybridConv result Error: %f -> %f\n", targetValue, computeResult); - return false; - } else if ((targetValue == 0 || computeResult == 0) && fabsf(diff) > 0.02) { - MNN_PRINT("HybridConv result Error: %f -> %f\n", targetValue, computeResult); - return false; - } + float limit = 0.02f; + if (nbit < 8) { + limit = 0.1f; + } + for (int i = 0; i < elesize; ++i) { + float targetValue = tgPtr[i], computeResult = yPtr[i]; + float diff = targetValue - computeResult; + float ratio = fabsf(diff) / fmax(targetValue, computeResult); + if (targetValue != 0 && computeResult != 0 && ratio > limit) { + MNN_PRINT("HybridConv result Error: %f -> %f\n", targetValue, computeResult); + return false; + } else if ((targetValue == 0 || computeResult == 0) && fabsf(diff) > limit) { + MNN_PRINT("HybridConv result Error: %f -> %f\n", targetValue, computeResult); + return false; } } if (testSpeed) { @@ -112,9 +107,10 @@ class HybridConvSpeedInt8Test : public HybridConvSpeedTestCommon { INTS channel1 = {1496, 256}; int batch[2] = {1, 13}; std::vector kernels = {1, 1}; - std::vector weightBits = {8}; + std::vector weightBits = {8, 4}; bool lowmemory = true; for (auto& bits : weightBits) { + MNN_PRINT("Test for %d bits\n", bits); for (int n = 0; n < 2; ++n) { auto res = testKernel("Low memory HybridConv test:", inputShape, kernels, channel0, pad, strides, dilate, batch[n], bits, precision, true); if (!res) { diff --git a/test/speed/SoftmaxSpeed.cpp b/test/speed/SoftmaxSpeed.cpp new file mode 100644 index 000000000..22cb02dac --- /dev/null +++ b/test/speed/SoftmaxSpeed.cpp @@ -0,0 +1,47 @@ +// +// SoftmaxSpeed.cpp +// MNNTests +// +// Created by MNN on 2019/09/17. +// Copyright © 2018, Alibaba Group Holding Limited +// + +#include +#include +#include +#include +#define MNN_OPEN_TIME_TRACE +#include +#include "MNNTestSuite.h" +using namespace MNN::Express; +#define TIME 100 +class SoftmaxSpeed : public MNNTestCase { +public: + void SoftmaxTest() { + std::vector> oci = { + {4096, 1024, 1}, + {4096, 2, 1024}, + {4096, 32, 32}, + }; + for (auto& iter : oci) { + auto outside = std::get<0>(iter); + auto axis = std::get<1>(iter); + auto inside = std::get<2>(iter); + auto x = _Input({outside, axis, inside}, NCHW); + auto output = _Softmax(x, 1); + MNN::Timer _t; + for (int i = 0; i < TIME; ++i) { + x->writeMap(); + output->readMap(); + } + float cost = (float)_t.durationInUs()/1000.0f / (float)TIME; + MNN_PRINT("Test Speed for softmax outside:%d, axis:%d, inside:%d, run %d, avgtime: %f ms\n", outside, axis, inside, TIME, cost); + + } + } + virtual bool run(int precision) { + SoftmaxTest(); + return true; + } +}; +MNNTestSuiteRegister(SoftmaxSpeed, "speed/Softmax"); diff --git a/tools/converter/source/optimizer/merge/FuseAttention.cpp b/tools/converter/source/optimizer/merge/FuseAttention.cpp index b13132ac5..c0b69061c 100644 --- a/tools/converter/source/optimizer/merge/FuseAttention.cpp +++ b/tools/converter/source/optimizer/merge/FuseAttention.cpp @@ -66,15 +66,19 @@ FuseAttention::FuseAttention() { if (!helpers::IsSoftmax(x)) { return false; } - // where + // mask x = x->inputs().at(0)->expr().first; - if (!helpers::IsSelect(x)) { + if (helpers::IsSelect(x)) { + mask = x->inputs().at(0); + x = x->inputs().at(1)->expr().first; + } else if (helpers::IsBinaryAdd(x)) { + mask = x->inputs().at(1); + x = x->inputs().at(0)->expr().first; + } else { return false; } - // mask - mask = x->inputs().at(0); + // div - x = x->inputs().at(1)->expr().first; if (helpers::IsCast(x)) { x = x->inputs().at(0)->expr().first; } diff --git a/tools/converter/source/optimizer/onnxextra/OnnxSoftmax.cpp b/tools/converter/source/optimizer/onnxextra/OnnxSoftmax.cpp index 1cf7e44fa..5244881c7 100644 --- a/tools/converter/source/optimizer/onnxextra/OnnxSoftmax.cpp +++ b/tools/converter/source/optimizer/onnxextra/OnnxSoftmax.cpp @@ -42,8 +42,15 @@ class OnnxSoftmaxTransform : public OnnxExtraManager::Transform { return newExpr; } auto shape = _Shape(input, true); - auto newShape = _Stack({_ReduceProd(_Slice(shape, _ConstInt(0), _ConstInt(axis))), _ReduceProd(_Slice(shape, _ConstInt(axis), _ConstInt(-1)))}); - input = _Reshape(input, newShape); + { + std::unique_ptr flat(new OpT); + flat->type = OpType_Flatten; + flat->main.type = OpParameter_Flatten; + flat->main.value = new FlattenT; + flat->main.AsFlatten()->endAxis = 0; + flat->main.AsFlatten()->axis = axis; + input = Variable::create(Expr::create(flat.get(), {input})); + } auto output = _Softmax(input, -1); auto newExpr = _Reshape(output, shape)->expr().first; newExpr->setName(expr->name()); diff --git a/tools/cpp/ExprDebug.hpp b/tools/cpp/ExprDebug.hpp index 9630a160e..0665f193c 100644 --- a/tools/cpp/ExprDebug.hpp +++ b/tools/cpp/ExprDebug.hpp @@ -1,4 +1,6 @@ #include +#include +#include #define DUMP_NUM_DATA(type) \ auto data = tensor->host(); \ for (int z = 0; z < outside; ++z) { \ @@ -128,29 +130,29 @@ static void _initDebug() { struct TimeTraceInfo { - std::map>> mTypes; + std::map>>> mTypes; void begin(const MNN::OperatorInfo* info) { auto tIter = mTypes.find(info->type()); if (tIter == mTypes.end()) { - std::map> _t; + std::map>> _t; mTypes.insert(std::make_pair(info->type(), _t)); tIter = mTypes.find(info->type()); } mInserIter = tIter->second.find(info->name()); if (mInserIter == tIter->second.end()) { - std::vector _t; + std::vector> _t; tIter->second.insert(std::make_pair(info->name(), _t)); mInserIter = tIter->second.find(info->name()); } mTimer.reset(); } - void end() { + void end(const MNN::OperatorInfo* info) { auto timeInMs = (float)mTimer.durationInUs() / 1000.0f; - mInserIter->second.emplace_back(timeInMs); + mInserIter->second.emplace_back(std::make_pair(timeInMs, info->flops())); } private: - std::map>::iterator mInserIter; + std::map>>::iterator mInserIter; MNN::Timer mTimer; }; static TimeTraceInfo* gTimeTraceInfo = nullptr; @@ -165,7 +167,7 @@ static void _initTimeTrace() { for (auto t : ntensors) { t->wait(MNN::Tensor::MAP_TENSOR_READ, true); } - gTimeTraceInfo->end(); + gTimeTraceInfo->end(info); return true; }; MNN::Express::Executor::getGlobalExecutor()->setCallBack(std::move(beforeCallBack), std::move(callBack)); diff --git a/tools/cpp/ModuleBasic.cpp b/tools/cpp/ModuleBasic.cpp index 9dafd4c7e..aacb1d4d6 100644 --- a/tools/cpp/ModuleBasic.cpp +++ b/tools/cpp/ModuleBasic.cpp @@ -14,8 +14,6 @@ #include #include "rapidjson/document.h" #include "core/MemoryFormater.h" -#include -#include #include #include "ExprDebug.hpp" @@ -400,16 +398,23 @@ int main(int argc, char *argv[]) { } if (nullptr != gTimeTraceInfo) { float opSummer = 0.0f; + float opFlopsSummber = 0.0f; for (auto& iter : gTimeTraceInfo->mTypes) { float summer = 0.0f; + float summerflops = 0.0f; for (auto& t : iter.second) { - summer += std::accumulate(t.second.begin(), t.second.end(), 0.0f); + for (auto& t0 : t.second) { + summer += t0.first; + summerflops += t0.second; + } } summer = summer / (float)t; - MNN_PRINT("%s : %.7f\n", iter.first.c_str(), summer); + summerflops = summerflops / (float)t; + MNN_PRINT("%s : %.7f, FLOP: %.7f, Speed: %.7f GFlops\n", iter.first.c_str(), summer, summerflops, summerflops / summer); opSummer += summer; + opFlopsSummber+= summerflops; } - MNN_PRINT("OP Summer: %.7f\n", opSummer); + MNN_PRINT("OP Summer: %.7f, Flops: %.7f, Speed: %.7f GFlops\n", opSummer, opFlopsSummber, opFlopsSummber/opSummer); } auto minTime = std::min_element(times.begin(), times.end()); auto maxTime = std::max_element(times.begin(), times.end()); diff --git a/tools/cpp/SequenceModuleTest.cpp b/tools/cpp/SequenceModuleTest.cpp index 692dca881..0b89b45b7 100644 --- a/tools/cpp/SequenceModuleTest.cpp +++ b/tools/cpp/SequenceModuleTest.cpp @@ -12,8 +12,6 @@ #include #include #include "rapidjson/document.h" -#include -#include #include #include "ExprDebug.hpp" //#define OPEN_TRACE diff --git a/tools/cpp/backendTest.cpp b/tools/cpp/backendTest.cpp index 4af648ba1..18637f989 100644 --- a/tools/cpp/backendTest.cpp +++ b/tools/cpp/backendTest.cpp @@ -49,7 +49,7 @@ static void _zeroInputs(const Interpreter* net, const Session* session) { } static void compareForwadType(Interpreter* net, MNNForwardType expectType, MNNForwardType compareType, float tolerance, const std::map>& inputs, const std::string& stopOp, BackendConfig::PrecisionMode precision, int modeNum) { - std::vector> correctResult; + std::map>> correctResult; int index; MNN::ScheduleConfig expectConfig, compareConfig; BackendConfig backendConfig; @@ -74,22 +74,27 @@ static void compareForwadType(Interpreter* net, MNNForwardType expectType, MNNFo if (op->name() == stopOp) { return false; } + if (op->name().empty()) { + return true; + } if (op->type() == "Raster") { return true; } + std::vector> tensors(t.size()); for (int i=0; ielementSize() <= 0) { - return true; + continue; } if (tensor->buffer().device == 0 && tensor->buffer().host == nullptr) { - return true; + continue; } std::shared_ptr copyTensor(new MNN::Tensor(tensor, tensor->getDimensionType())); tensor->copyToHostTensor(copyTensor.get()); - correctResult.emplace_back(copyTensor); + tensors[i] = copyTensor; } + correctResult.insert(std::make_pair(op->name(), tensors)); return true; }; MNN::TensorCallBackWithInfo compareExpect = [&](const std::vector& t, const OperatorInfo* op) { @@ -99,19 +104,23 @@ static void compareForwadType(Interpreter* net, MNNForwardType expectType, MNNFo if (op->type() == "Raster") { return true; } + if (correctResult.find(op->name()) == correctResult.end()) { + return true; + } + auto correctTensors = correctResult[op->name()]; for (int i=0; ielementSize() <= 0) { - return true; + continue; } if (tensor->buffer().device == 0 && tensor->buffer().host == nullptr) { - return true; + continue; } tensor->wait(MNN::Tensor::MAP_TENSOR_READ, false); std::shared_ptr copyTensor(new MNN::Tensor(tensor, tensor->getDimensionType())); tensor->copyToHostTensor(copyTensor.get()); - auto expectTensor = correctResult[index++]; + auto expectTensor = correctTensors[i]; auto correct = TensorUtils::compareTensors(copyTensor.get(), expectTensor.get(), tolerance, true); if (!correct) { MNN_PRINT("%s - %d is error\n", op->name().c_str(), i); diff --git a/tools/cpp/testModel_expr.cpp b/tools/cpp/testModel_expr.cpp index 5cb741e48..7d30b00bf 100644 --- a/tools/cpp/testModel_expr.cpp +++ b/tools/cpp/testModel_expr.cpp @@ -94,7 +94,14 @@ int main(int argc, const char* argv[]) { MNN_PRINT("Usage: ./testModel_expr.out model.mnn input.mnn output.mnn [type] [tolerance] [precision]\n"); return 0; } + MNN::ScheduleConfig sdConfig; + auto rtMgr = std::shared_ptr(MNN::Express::Executor::RuntimeManager::createRuntimeManager(sdConfig), MNN::Express::Executor::RuntimeManager::destroy); +//#define TEST_DEBUG +#ifdef TEST_DEBUG + _initTensorStatic(); //_initDebug(); + rtMgr->setMode(MNN::Interpreter::Session_Debug); +#endif // check given & expect const char* modelPath = argv[1]; const char* inputName = argv[2]; @@ -134,7 +141,7 @@ int main(int argc, const char* argv[]) { } Module::Config config; config.rearrange = true; - std::shared_ptr m(Module::load(inputNames, outputNames, modelPath, &config), [](void* net) { + std::shared_ptr m(Module::load(inputNames, outputNames, modelPath, rtMgr, &config), [](void* net) { MNN::Express::Module::destroy((MNN::Express::Module*)net); }); if (nullptr == m) { diff --git a/tools/script/make_test_for_mnn.py b/tools/script/make_test_for_mnn.py index 2a35a1bd3..3accee478 100644 --- a/tools/script/make_test_for_mnn.py +++ b/tools/script/make_test_for_mnn.py @@ -28,6 +28,7 @@ def run(): var = inputVars[i] dtype = var.dtype input['shape'] = var.shape + dformat = var.data_format var = np.random.random(var.shape) if dtype == np.int32: var = var * 10.0 @@ -36,6 +37,7 @@ def run(): with open(os.path.join(outputDir, input['name'] + '.txt'), 'w') as f: for floatValue in data: f.write('%f\n' %floatValue) + var = F.convert(var, dformat) inputs.append(var) config['inputs'].append(input) diff --git a/tools/train/source/demo/MnistUtils.cpp b/tools/train/source/demo/MnistUtils.cpp index 5b3850c11..83c9dbb46 100644 --- a/tools/train/source/demo/MnistUtils.cpp +++ b/tools/train/source/demo/MnistUtils.cpp @@ -24,6 +24,7 @@ #include "RandomGenerator.hpp" #include "Transformer.hpp" #include "OpGrad.hpp" +#include "../../../cpp/ExprDebug.hpp" using namespace MNN; using namespace MNN::Express; using namespace MNN::Train; @@ -36,7 +37,8 @@ void MnistUtils::train(std::shared_ptr model, std::string root) { } auto exe = Executor::getGlobalExecutor(); BackendConfig config; - exe->setGlobalExecutorConfig(MNN_FORWARD_CUDA, config, 4); + exe->setGlobalExecutorConfig(MNN_FORWARD_CPU, config, 4); +// _initTensorStatic(); std::shared_ptr sgd(new SGD(model)); sgd->setMomentum(0.9f); // sgd->setMomentum2(0.99f); diff --git a/transformers/diffusion/main.cpp b/transformers/diffusion/main.cpp index 2b6fbf25b..23f3f33c2 100644 --- a/transformers/diffusion/main.cpp +++ b/transformers/diffusion/main.cpp @@ -3,17 +3,26 @@ int main(int argc, const char* argv[]) { if (argc < 3) { - printf("Usage: ./diffusion_demo "); - return 1; + printf("Usage: ./diffusion_demo "); + return 0; } - auto sentence = argv[1]; - auto img_name = argv[2]; - auto resource_path = argv[3]; - printf("input setnetce: %s\n", sentence); - printf("output img_name: %s\n", img_name); + auto resource_path = argv[1]; + auto img_name = argv[2]; + + std::string input_text; + for (int i = 3; i < argc; ++i) { + input_text += argv[i]; + if (i < argc - 1) { + input_text += " "; + } + } + printf("model resource path: %s\n", resource_path); + printf("output img_name: %s\n", img_name); + printf("input texts: %s\n", input_text.c_str()); + diffusion::Pipeline pipeline(resource_path); - pipeline.run(sentence, img_name); + pipeline.run(input_text, img_name); return 0; } diff --git a/transformers/diffusion/pipeline.cpp b/transformers/diffusion/pipeline.cpp index 3cd64e5f3..57a16443e 100644 --- a/transformers/diffusion/pipeline.cpp +++ b/transformers/diffusion/pipeline.cpp @@ -18,6 +18,9 @@ #include #endif +//#define TEXT_MAX_LEN 512 // Taiyi_SD +#define TEXT_MAX_LEN 77 // SD_1.5 + //#define MNN_DUMP_DATA using namespace CV; @@ -129,7 +132,7 @@ bool Pipeline::load_modules(std::string modelPath) { } VARP Pipeline::text_encoder(const std::vector& ids) { - auto inputs_ids_ = _Const(ids.data(), {2, 512}, NCHW, halide_type_of()); + auto inputs_ids_ = _Const(ids.data(), {2, TEXT_MAX_LEN}, NCHW, halide_type_of()); auto outputs = mModules[0]->onForward({inputs_ids_}); auto output = _Convert(outputs[0], NCHW); @@ -138,7 +141,7 @@ VARP Pipeline::text_encoder(const std::vector& ids) { #ifdef MNN_DUMP_DATA auto xx = output->readMap(); for(int i=0; i<10; i+=2) { - printf("%f %f ", xx[i], xx[i+512*768]); + printf("%f %f ", xx[i], xx[i+TEXT_MAX_LEN*768]); } printf("\n\n"); #endif @@ -256,7 +259,7 @@ VARP Pipeline::unet(VARP text_embeddings) { printf("%f %f %f ", xx[i], yy[i], zz[i]); } for(int i=0; i<6; i+=2) { - printf("%f %f %f ", xx[16384+i], yy[16384+i], zz[512*768+i]); + printf("%f %f %f ", xx[16384+i], yy[16384+i], zz[TEXT_MAX_LEN*768+i]); } printf("\n\n"); #endif @@ -298,11 +301,14 @@ VARP Pipeline::vae_decoder(VARP latent) { } bool Pipeline::run(const std::string& sentence, const std::string& img_name) { - diffusion::tokenizer tok(mModelPath + "/vocab.txt"); + std::unique_ptr tok; +// tok.reset(new diffusion::BertTokenizer); + tok.reset(new diffusion::CLIPTokenizer); + tok->load(mModelPath); load_modules(mModelPath); AUTOTIME; - auto ids = tok.sentence(sentence, 512); + auto ids = tok->encode(sentence, TEXT_MAX_LEN); auto text_embeddings = text_encoder(ids); auto latent = unet(text_embeddings); diff --git a/transformers/diffusion/tokenizer.cpp b/transformers/diffusion/tokenizer.cpp index 02400e487..b1881fafc 100644 --- a/transformers/diffusion/tokenizer.cpp +++ b/transformers/diffusion/tokenizer.cpp @@ -3,29 +3,324 @@ #include #include #include "tokenizer.hpp" - +#include "core/Macro.h" +#include +#include +#include +#include +#include +#include "rapidjson/document.h" +#include "rapidjson/filereadstream.h" +#include "rapidjson/error/en.h" namespace diffusion { -tokenizer::tokenizer(std::string dictPath) { - std::ifstream dictFile(dictPath); +bool BertTokenizer::load(const std::string& dictPath) { + std::ifstream dictFile(dictPath + "/vocab.txt"); + if(dictFile.is_open()) { + MNN_ERROR("tokenize load error, vocab.txt not found in %s\n", dictPath.c_str()); + return false; + } int index = 0; std::string word; while (dictFile >> word) { - mWordDict.insert(std::make_pair(std::move(word), index++)); + mVocabs.insert(std::make_pair(std::move(word), index++)); + } + mStartIdx = this->word_piece("[CLS]")[0]; + mEndIdx = this->word_piece("[SEP]")[0]; + return true; +} + +std::vector BertTokenizer::word_piece(const std::string& token) { + auto it = mVocabs.find(token); + if (it != mVocabs.end()) { + return {it->second}; + } + std::vector ids; + std::string current = token; + while (!current.empty()) { + int match_id = -1; + size_t match_pos = 0; + for (int len = current.size(); len > 0; --len) { + std::string candidate = current.substr(0, len); + if (!ids.empty()) { + candidate = "##" + candidate; + } + auto it = mVocabs.find(candidate); + if (it != mVocabs.end()) { + match_id = it->second; + match_pos = len; + break; + } + } + // [UNK] + if (match_id == -1) { + ids.push_back(100); + break; + } + ids.push_back(match_id); + // not first word, adding ## prefix + current = current.substr(match_pos); + } + return ids; +} + + +std::vector BertTokenizer::encode(const std::string& str, int maxlen) { + std::vector ids(maxlen * 2, 0); + // uncond + ids[0] = mStartIdx; + ids[1] = mEndIdx; + // ids + int idx = maxlen; + ids[idx++] = mStartIdx; + + std::vector tokens; + std::string current_token; + size_t i = 0; + while (i < str.size()) { + current_token.clear(); + unsigned char c = static_cast(str[i]); + // handle multi-byte UTF-8 characters + if ((c & 0x80) != 0) { + unsigned char mask = 0xE0; // 1110 0000 for 3-byte char + if ((c & mask) == mask) { + current_token = str.substr(i, 3); + i += 3; + } else { + ++i; + continue; + } + } + // handle continuous sequence of letters and digits + else if (std::isalnum(c)) { + while (i < str.size() && std::isalnum(static_cast(str[i]))) { + current_token += std::tolower(str[i]); + ++i; + } + } + // handle punctuation and symbols + else if (std::ispunct(c)) { + current_token = str[i]; + ++i; + } + // handle space, tab, enter + else if (std::isspace(c)) { + ++i; + continue; + } + // handle any other single-byte characters + else { + current_token = str[i]; + ++i; + } + if (!current_token.empty()) { + tokens.push_back(current_token); + } + } + + for (auto token : tokens) { + for (auto id : word_piece(token)) { + ids[idx++] = id; + } + } + + ids[idx++] = mEndIdx; + return ids; +} + +bool CLIPTokenizer::load(const std::string& filePath) { + bool res_0 = loadVocab(filePath + "/vocab.json"); + bool res_1 = loadMerges(filePath + "/merges.txt"); + return res_0 && res_1; +} + +std::wstring utf8_to_wstring(const std::string& str) { + std::wstring_convert> myconv; + return myconv.from_bytes(str); +} + +std::string wstring_to_utf8(const std::wstring& str) { + std::wstring_convert> myconv; + return myconv.to_bytes(str); +} + +bool CLIPTokenizer::loadVocab(const std::string& vocabFilePath) { + FILE* fp = fopen(vocabFilePath.c_str(), "rb"); + if (!fp) { + MNN_ERROR("File %s open failed.\n", vocabFilePath.c_str()); + return false; + } + + char readBuffer[65536]; + rapidjson::FileReadStream is(fp, readBuffer, sizeof(readBuffer)); + + rapidjson::Document doc; + doc.ParseStream(is); + fclose(fp); + + if (doc.HasParseError()) { + MNN_ERROR("JSON parse error: %s\n", rapidjson::GetParseError_En(doc.GetParseError())); + return false; + } + + if (!doc.IsObject()) { + MNN_ERROR("JSON is not an object.\n"); + return false; + } + + for (rapidjson::Value::ConstMemberIterator itr = doc.MemberBegin(); itr != doc.MemberEnd(); ++itr) { + const char* key = itr->name.GetString(); + + if (itr->value.IsInt()) { + int intValue = itr->value.GetInt(); + mVocabs[std::string(key)] = intValue; +// std::cout << key << ": " << intValue << std::endl; + } else { + MNN_ERROR("Value for key: %s is not an integer.\n", key); + } + } + + auto _insert_range = [=](int start, int end) { + for (int c = start; c <= end; c++) { + b2u_.insert({uint8_t(c), wchar_t(c)}); + } + }; + + b2u_.clear(); + _insert_range(L'!', L'~'); + _insert_range(L'¡', L'¬'); + _insert_range(L'®', L'ÿ'); + + int n = 0; + for (int b = 0; b < 256; b++) { + if (b2u_.find(uint8_t(b)) == b2u_.end()) { + b2u_.insert({uint8_t(b), wchar_t(256 + n)}); + n++; + } } - mStartIdx = this->word("[CLS]"); - mEndIdx = this->word("[SEP]"); + for (auto e : b2u_) { + u2b_.insert({e.second, e.first}); + } + + return true; +} + +bool CLIPTokenizer::loadMerges(const std::string& mergesFilePath) { + std::ifstream file(mergesFilePath); + std::string line; + + if (!file.is_open()) { + MNN_ERROR("Failed to open merges file: %s\n", mergesFilePath.c_str()); + return false; + } + int count = 0; + while (getline(file, line)) { + if (line.empty() || line[0] == '#') { + continue; + } + + size_t colonPos = line.find(' '); + if (colonPos != std::string::npos) { + std::string token_0 = line.substr(0, colonPos); + std::string token_1 = line.substr(colonPos + 1); + bpe_ranks_[std::make_pair(utf8_to_wstring(token_0), utf8_to_wstring(token_1))] = count++; + } + } + return true; } + +void get_pairs(const std::wstring& word, std::vector>* pairs) { + pairs->clear(); + + if (word.size() < 2) return; -int tokenizer::word(std::string word) { - const auto& iter = mWordDict.find(word); - if (iter != mWordDict.end()) { - return iter->second; + wchar_t previous = word[0]; + for (int i = 1; i < word.size(); i++) { + pairs->push_back({std::wstring(1, previous), std::wstring(1, word[i])}); + previous = word[i]; } - return -1; } -std::vector tokenizer::sentence(std::string sentence, int maxlen) { +void CLIPTokenizer::bpe(const std::wstring& token, const BPERanks& bpe_ranks, std::vector* result) { + std::set merged; // records indices in pairs that were merged. + auto _left = [](int i, std::set& merged) { + for (int j = i - 1; j >= -1; j--) { + if (merged.find(j) == merged.end()) return j; + } + return -1; + }; + auto _right = [](int i, int cap, std::set& merged) { + for (int j = i + 1; j < cap; j++) { + if (merged.find(j) == merged.end()) return j; + } + return cap; + }; + + std::vector> pairs; + get_pairs(token, &pairs); + + while (true) { + int min_score = INT_MAX; + int to_merge = -1; // indices into pairs. + + for (int i = 0; i < pairs.size(); ++i) { + if (merged.find(i) == merged.end()) { // pair i is not merged. + auto iter = bpe_ranks.find(pairs[i]); + int score = iter != bpe_ranks.end() ? iter->second : INT_MAX; + if (score < min_score) { + min_score = score; + to_merge = i; + } + } + } + + if (to_merge == -1) break; + + merged.insert(to_merge); + std::wstring merge_into = pairs[to_merge].first + pairs[to_merge].second; + + int l = _left(to_merge, merged); + if (l >= 0) pairs[l].second = merge_into; + int r = _right(to_merge, pairs.size(), merged); + if (r < pairs.size()) pairs[r].first = merge_into; + } // end while (true) + + if (merged.size() == pairs.size()) { + result->push_back(token); + + } else { + for (int i = 0; i < pairs.size(); ++i) { + if (merged.find(i) == merged.end()) { + if (_left(i, merged) < 0) result->push_back(pairs[i].first); + result->push_back(pairs[i].second); + } + } + } +} + +std::vector CLIPTokenizer::encode(const std::string& text, int maxlen) { + + std::regex re("('s|'t|'re|'ve|'m|'ll|'d| ?[[:alpha:]]+| ?[[:digit:]]+| ?[^\\s\\w]+|\\s+)"); + std::string input = text; + std::vector result; + std::string token; + std::smatch match; + while (std::regex_search(input, match, re)) { + token = match.str(0); + input = match.suffix().str(); + + std::wstring wtoken; + for (char c : token) { + wtoken.push_back(b2u_.at(uint8_t(c))); + } + std::vector bpe_tokens; + bpe(wtoken, bpe_ranks_, &bpe_tokens); + + for (auto ws : bpe_tokens) { + result.push_back(wstring_to_utf8(ws)); + } + } + std::vector ids(maxlen * 2, 0); // uncond ids[0] = mStartIdx; @@ -33,24 +328,12 @@ std::vector tokenizer::sentence(std::string sentence, int maxlen) { // ids int idx = maxlen; ids[idx++] = mStartIdx; - for (size_t i = 0; i < sentence.length();) { - int wordlen = 1; - if ((sentence[i] & 0xf8) == 0xf0) { - wordlen = 4; - } else if ((sentence[i] & 0xf0) == 0xe0) { - wordlen = 3; - } else if ((sentence[i] & 0xe0) == 0xc0) { - wordlen = 2; - } - if ((i + wordlen) > sentence.length()) { - wordlen = 1; - } - std::string word = sentence.substr(i, wordlen); - ids[idx++] = this->word(word); - i += wordlen; + for (auto s : result) { + ids[idx++] = mVocabs.at(s); } ids[idx++] = mEndIdx; + return ids; } -} // diffusion \ No newline at end of file +} // diffusion diff --git a/transformers/diffusion/tokenizer.hpp b/transformers/diffusion/tokenizer.hpp index 529aa05bf..5c7d76e40 100644 --- a/transformers/diffusion/tokenizer.hpp +++ b/transformers/diffusion/tokenizer.hpp @@ -4,15 +4,56 @@ namespace diffusion { -class tokenizer { +class Tokenizer { public: - tokenizer(std::string dictPath); - ~tokenizer() {} - int word(std::string word); - std::vector sentence(std::string sentence, int maxlen = 0); + Tokenizer() = default; + virtual ~Tokenizer() = default; + virtual bool load(const std::string& filePath) = 0; + virtual std::vector encode(const std::string& sentence, int maxlen = 0) = 0; +}; + +class BertTokenizer : public Tokenizer{ +public: + BertTokenizer() = default; + virtual bool load(const std::string& filePath) override; + virtual std::vector encode(const std::string& sentence, int maxlen = 0) override; +private: + std::vector word_piece(const std::string& token); private: int mStartIdx, mEndIdx; - std::unordered_map mWordDict; + std::unordered_map mVocabs; +}; + +class CLIPTokenizer : public Tokenizer{ +struct hash_pair_wstring { + size_t operator()(const std::pair& p) const { + auto hash1 = std::hash{}(p.first); + auto hash2 = std::hash{}(p.second); + // If hash1 == hash2, their XOR is zero. + return (hash1 != hash2) ? hash1 ^ hash2 : hash1; + } +}; +using BPERanks = std::unordered_map, int, hash_pair_wstring>; + +public: + CLIPTokenizer() = default; + virtual bool load(const std::string& filePath) override; + virtual std::vector encode(const std::string& sentence, int maxlen = 0) override; + +private: + bool loadVocab(const std::string& vocabFilePath); + bool loadMerges(const std::string& mergesFilePath); + +private: + void bpe(const std::wstring& token, const BPERanks& bpe_ranks, std::vector* result); + BPERanks bpe_ranks_; + std::unordered_map b2u_; + std::unordered_map u2b_; + + std::unordered_map mVocabs; + + int mStartIdx = 49406; + int mEndIdx = 49407; }; -} // diffusion \ No newline at end of file +} // diffusion diff --git a/transformers/llm/engine/include/llm.hpp b/transformers/llm/engine/include/llm.hpp index 3053b0f0c..73f79eb47 100644 --- a/transformers/llm/engine/include/llm.hpp +++ b/transformers/llm/engine/include/llm.hpp @@ -259,7 +259,7 @@ class Qwen2_0_5b : public Qwen2 { Qwen2_0_5b() { model_name_ = "Qwen2_0.5b"; layer_nums_ = 24; - key_value_shape_ = {2, 1, 16, 0, 64}; + key_value_shape_ = {2, 1, 0, 16, 64}; hidden_size_ = 1024; } }; diff --git a/transformers/llm/engine/llm_demo.cpp b/transformers/llm/engine/llm_demo.cpp index 37b7b44c4..f8eb04593 100644 --- a/transformers/llm/engine/llm_demo.cpp +++ b/transformers/llm/engine/llm_demo.cpp @@ -35,25 +35,63 @@ static void trace_prepare(Llm* llm) { MNN_PRINT("Prepare for resize opt End\n"); llm->trace(false); } -static void benchmark(Llm* llm, std::string prompt_file) { - std::cout << "prompt file is " << prompt_file << std::endl; - std::ifstream prompt_fs(prompt_file); - std::vector prompts; - std::string prompt; - while (std::getline(prompt_fs, prompt)) { - // prompt start with '#' will be ignored - if (prompt.substr(0, 1) == "#") { - continue; + +std::vector> parse_csv(const std::vector& lines) { + std::vector> csv_data; + std::string line; + std::vector row; + std::string cell; + bool insideQuotes = false; + bool startCollecting = false; + + // content to stream + std::string content = ""; + for (auto line : lines) { + content = content + line + "\n"; + } + std::istringstream stream(content); + + while (stream.peek() != EOF) { + char c = stream.get(); + if (c == '"') { + if (insideQuotes && stream.peek() == '"') { // quote + cell += '"'; + stream.get(); // skip quote + } else { + insideQuotes = !insideQuotes; // start or end text in quote + } + startCollecting = true; + } else if (c == ',' && !insideQuotes) { // end element, start new element + row.push_back(cell); + cell.clear(); + startCollecting = false; + } else if ((c == '\n' || stream.peek() == EOF) && !insideQuotes) { // end line + row.push_back(cell); + csv_data.push_back(row); + cell.clear(); + row.clear(); + startCollecting = false; + } else { + cell += c; + startCollecting = true; } - prompts.push_back(prompt); } + return csv_data; +} + +static int benchmark(Llm* llm, const std::vector& prompts) { int prompt_len = 0; int decode_len = 0; int64_t prefill_time = 0; int64_t decode_time = 0; // llm->warmup(); for (int i = 0; i < prompts.size(); i++) { - llm->response(prompts[i]); + const auto& prompt = prompts[i]; + // prompt start with '#' will be ignored + if (prompt.substr(0, 1) == "#") { + continue; + } + llm->response(prompt); prompt_len += llm->prompt_len_; decode_len += llm->gen_seq_len_; prefill_time += llm->prefill_us_; @@ -70,8 +108,70 @@ static void benchmark(Llm* llm, std::string prompt_file) { printf("prefill speed = %.2f tok/s\n", prompt_len / prefill_s); printf(" decode speed = %.2f tok/s\n", decode_len / decode_s); printf("##################################\n"); + return 0; +} + +static int ceval(Llm* llm, const std::vector& lines, std::string filename) { + auto csv_data = parse_csv(lines); + int right = 0, wrong = 0; + llm->max_seq_len_ = 512; + std::vector answers; + for (int i = 1; i < csv_data.size(); i++) { + const auto& elements = csv_data[i]; + std::string prompt = elements[1]; + prompt += "\n\nA. " + elements[2]; + prompt += "\nB. " + elements[3]; + prompt += "\nC. " + elements[4]; + prompt += "\nD. " + elements[5]; + prompt += "\n\n"; + printf("%s", prompt.c_str()); + printf("## 进度: %d / %lu\n", i, lines.size() - 1); + auto res = llm->response(prompt.c_str()); + llm->reset(); + answers.push_back(res); + } + { + auto position = filename.rfind("/"); + if (position != std::string::npos) { + filename = filename.substr(position + 1, -1); + } + position = filename.find("_val"); + if (position != std::string::npos) { + filename.replace(position, 4, "_res"); + } + std::cout << "store to " << filename << std::endl; + } + std::ofstream ofp(filename); + ofp << "id,answer" << std::endl; + for (int i = 0; i < answers.size(); i++) { + auto& answer = answers[i]; + ofp << i << ",\""<< answer << "\"" << std::endl; + } + ofp.close(); + return 0; } +static int eval(Llm* llm, std::string prompt_file) { + std::cout << "prompt file is " << prompt_file << std::endl; + std::ifstream prompt_fs(prompt_file); + std::vector prompts; + std::string prompt; + while (std::getline(prompt_fs, prompt)) { + if (prompt.back() == '\r') { + prompt.pop_back(); + } + prompts.push_back(prompt); + } + prompt_fs.close(); + if (prompts.empty()) { + return 1; + } + // ceval + if (prompts[0] == "id,question,A,B,C,D,answer") { + return ceval(llm, prompts, prompt_file); + } + return benchmark(llm, prompts); +} int main(int argc, const char* argv[]) { if (argc < 2) { @@ -103,6 +203,5 @@ int main(int argc, const char* argv[]) { llm->chat(); } std::string prompt_file = argv[4]; - benchmark(llm.get(), prompt_file); - return 0; + return eval(llm.get(), prompt_file); } diff --git a/transformers/llm/engine/src/llm.cpp b/transformers/llm/engine/src/llm.cpp index 466f4ffa5..d3c0520db 100644 --- a/transformers/llm/engine/src/llm.cpp +++ b/transformers/llm/engine/src/llm.cpp @@ -231,6 +231,7 @@ void Llm::load(const std::string& model_dir) { cpuBackendConfig.precision = (BackendConfig::PrecisionMode)(mPrecisionMemory % 4); cpuBackendConfig.memory = (BackendConfig::MemoryMode)((mPrecisionMemory / 4) % 4); + printf("### precision, memory = %d, %d\n", (mPrecisionMemory % 4), ((mPrecisionMemory / 4) % 4)); config.backendConfig = &cpuBackendConfig; runtime_manager_.reset(Executor::RuntimeManager::createRuntimeManager(config)); runtime_manager_->setHint(MNN::Interpreter::MEM_ALLOCATOR_TYPE, 0); @@ -748,28 +749,25 @@ std::vector Llama2_7b::tokenizer(const std::string& query) { } VARP Llama2_7b::gen_attention_mask(int seq_len) { - if (seq_len == 1) { - auto attention_mask = _Input({1, 1, 1, all_seq_len_ + 1}, NCHW, halide_type_of()); - auto ptr = attention_mask->writeMap(); - for (int i = 0; i < all_seq_len_ + 1; i++) { - ptr[i] = 0; - } - return attention_mask; + if (needNewVar(attention_mask_, 2, seq_len)) { + attention_mask_ = _Input({1, 1, seq_len, seq_len}, NCHW, halide_type_of()); } else { - auto attention_mask = _Input({1, 1, seq_len, seq_len}, NCHW, halide_type_of()); - auto ptr = attention_mask->writeMap(); - for (int i = 0; i < seq_len; i++) { - for (int j = 0; j < seq_len; j++) { - ptr[seq_len * i + j] = (j > i) * std::numeric_limits::lowest(); - } + return attention_mask_; + } + auto ptr = attention_mask_->writeMap(); + for (int i = 0; i < seq_len; i++) { + for (int j = 0; j < seq_len; j++) { + ptr[seq_len * i + j] = (j > i) * std::numeric_limits::lowest(); } - return attention_mask; } + return attention_mask_; } VARP Llama2_7b::gen_position_ids(int seq_len) { - auto position_ids = _Input({1, seq_len}, NCHW, halide_type_of()); - auto ptr = position_ids->writeMap(); + if (needNewVar(position_ids_, 1, seq_len)) { + position_ids_ = _Input({1, seq_len}, NCHW, halide_type_of()); + } + auto ptr = position_ids_->writeMap(); if (seq_len == 1) { ptr[0] = all_seq_len_; } else { @@ -777,7 +775,7 @@ VARP Llama2_7b::gen_position_ids(int seq_len) { ptr[i] = i; } } - return position_ids; + return position_ids_; } bool Llama2_7b::is_stop(int token_id) { diff --git a/transformers/llm/engine/src/tokenizer.cpp b/transformers/llm/engine/src/tokenizer.cpp index 63be777ba..fb71443f0 100644 --- a/transformers/llm/engine/src/tokenizer.cpp +++ b/transformers/llm/engine/src/tokenizer.cpp @@ -602,7 +602,7 @@ void HuggingfaceTokenizer::bpe(const std::wstring& token, const BPERanks& bpe_ra } std::vector HuggingfaceTokenizer::encode(const std::string& str) { - std::regex re("('s|'t|'re|'ve|'m|'ll|'d| ?[[:alpha:]]+| ?[[:digit:]]+| ?[^\\s\\w]+|\\s+)"); + std::regex re("('s|'t|'re|'ve|'m|'ll|'d| ?[[:alpha:]]+| ?(_+)| ?[[:digit:]]+| ?[^\\s\\w]+|\\s+)"); std::string input = str; std::vector result; std::string token; diff --git a/transformers/llm/export/llm_export.py b/transformers/llm/export/llm_export.py index 3ee64ca77..456106ec6 100644 --- a/transformers/llm/export/llm_export.py +++ b/transformers/llm/export/llm_export.py @@ -771,21 +771,22 @@ def visual_embed(self, input_ids): return hidden_states.view(-1, 1, self.hidden_size) class QWEN2Block(torch.nn.Module): - def __init__(self, name, block, block_id, hidden_size, head_dim, final_layernorm = None): + def __init__(self, name, block, block_id, config, final_layernorm = None): super().__init__() self.name = name self.block = block self.block_id = block_id self.final_layernorm = final_layernorm - self.hidden_size = hidden_size - self.head_dim = head_dim + self.hidden_size = config.hidden_size + self.head_dim = config.hidden_size // config.num_attention_heads + self.rope_theta = config.rope_theta def forward(self, hidden_states, attention_mask, position_ids, past_kv): - theta = 1.0 / (10000.0 ** (torch.arange(0, self.head_dim, 2, dtype=torch.float32) / self.head_dim)) + theta = 1.0 / (self.rope_theta ** (torch.arange(0, self.head_dim, 2, dtype=torch.float32) / self.head_dim)) position_ids = position_ids.float().reshape(-1, 1) idx_theta = position_ids * theta rotary_pos_emb = torch.cat((idx_theta, idx_theta), dim=-1) - rotary_pos_emb = rotary_pos_emb.unsqueeze(0).unsqueeze(0) + rotary_pos_emb = rotary_pos_emb.unsqueeze(1).unsqueeze(0) rotary_pos_emb = torch.stack([torch.cos(rotary_pos_emb), torch.sin(rotary_pos_emb)]) hidden_states = hidden_states.view(1, -1, self.hidden_size) hidden_states, presents = self.block(hidden_states=hidden_states, @@ -815,30 +816,36 @@ def load_model(self): self.final_layernorm_ = transformer.norm # some wrapper self.stop_id = self.tokenizer.eos_token_id - if hasattr(model, 'generation_config'): + if hasattr(self.model, 'generation_config'): self.stop_ids.append(self.stop_id) for id in self.model.generation_config.eos_token_id: self.stop_ids.append(id) self.block_nums = self.config.num_hidden_layers self.hidden_size = self.config.hidden_size self.num_heads = self.config.num_attention_heads + self.rope_theta = self.config.rope_theta self.head_dim = self.hidden_size // self.num_heads - self.embed = Embedding(self.embed_, self.embed_bf16) + if self.embed_.weight is self.lm_.weight: + import copy + embed_copy = copy.deepcopy(self.embed_) + self.embed = Embedding(embed_copy, self.embed_bf16) + else: + self.embed = Embedding(self.embed_, self.embed_bf16) self.lm = Lm(self.lm_) - self.past_kv_shape = [self.block_nums, 2, 1, self.num_heads, 0, self.head_dim] - self.blocks = [QWEN2Block(self.model_name, self.blocks_[i], i, self.hidden_size, self.head_dim, self.final_layernorm_ if i == len(self.blocks_) - 1 else None) for i in range(self.block_nums)] + self.past_kv_shape = [self.block_nums, 2, 1, 0, self.num_heads, self.head_dim] + self.blocks = [QWEN2Block(self.model_name, self.blocks_[i], i, self.config, self.final_layernorm_ if i == len(self.blocks_) - 1 else None) for i in range(self.block_nums)] # some config for export self.block_dynamic_axes = { "inputs_embeds" : { 0: "seq_len" }, "attention_mask" : { 2: "seq_len", 3: "seq_len" }, "position_ids" : { 0: "seq_len" }, - "past_key_values" : { 2: "history_len" } + "past_key_values" : { 1: "history_len" } } self.model_dynamic_axes = { "input_ids" : { 0: "seq_len" }, "attention_mask" : { 2: "seq_len", 3: "seq_len" }, "position_ids" : { 0: "seq_len" }, - "past_key_values" : { 3: "history_len" } + "past_key_values" : { 2: "history_len" } } def build_prompt(self, query): @@ -922,7 +929,7 @@ def load_model(self): # some wrapper self.hidden_size = self.embed_.weight.shape[-1] self.stop_id = self.tokenizer.eos_token_id - if hasattr(model, 'generation_config'): + if hasattr(self.model, 'generation_config'): self.stop_ids.append(self.stop_id) self.stop_ids.append(self.model.generation_config.eos_token_id) if self.model_name == 'Llama3_8B': @@ -940,13 +947,13 @@ def load_model(self): self.block_dynamic_axes = { "inputs_embeds" : { 0: "seq_len" }, "attention_mask" : { 2: "seq_len", 3: "seq_len" }, - "position_ids" : { 0: "seq_len" }, + "position_ids" : { 1: "seq_len" }, "past_key_values" : { 3: "history_len" } } self.model_dynamic_axes = { "input_ids" : { 0: "seq_len" }, "attention_mask" : { 2: "seq_len", 3: "seq_len" }, - "position_ids" : { 0: "seq_len" }, + "position_ids" : { 1: "seq_len" }, "past_key_values" : { 4: "history_len" } } diff --git a/transformers/llm/export/llm_models/Qwen1_5-0_5B-Chat/modeling_qwen2.py b/transformers/llm/export/llm_models/Qwen1_5-0_5B-Chat/modeling_qwen2.py index 23b740356..8afc2ecb5 100644 --- a/transformers/llm/export/llm_models/Qwen1_5-0_5B-Chat/modeling_qwen2.py +++ b/transformers/llm/export/llm_models/Qwen1_5-0_5B-Chat/modeling_qwen2.py @@ -262,6 +262,7 @@ def forward( key_states = self.k_proj(hidden_states) value_states = self.v_proj(hidden_states) + ''' query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) @@ -291,9 +292,30 @@ def forward( # key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs) past_key_value = torch.stack((key_states, value_states)) # repeat k/v heads if n_kv_heads < n_heads - key_states = repeat_kv(key_states, self.num_key_value_groups) - value_states = repeat_kv(value_states, self.num_key_value_groups) - + # key_states = repeat_kv(key_states, self.num_key_value_groups) + # value_states = repeat_kv(value_states, self.num_key_value_groups) + ''' + #--------------- + query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim) + key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim) + value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim) + kv_seq_len = key_states.shape[1] + if past_key_value is not None: + kv_seq_len += past_key_value[0].shape[1] + # rope + cos, sin = rotary_pos_emb + query_states = (query_states * cos) + (rotate_half(query_states) * sin) + key_states = (key_states * cos) + (rotate_half(key_states) * sin) + # kv cache + if past_key_value is not None: + past_key, past_value = past_key_value[0], past_key_value[1] + key_states = torch.cat((past_key, key_states), dim=1) + value_states = torch.cat((past_value, value_states), dim=1) + past_key_value = torch.stack((key_states, value_states)) + query_states = query_states.transpose(1, 2) + key_states = key_states.transpose(1, 2) + value_states = value_states.transpose(1, 2) + #--------------- attn_weights = torch.matmul(query_states, key_states.transpose(2, 3)) / math.sqrt(self.head_dim) if attn_weights.size() != (bsz, self.num_heads, q_len, kv_seq_len): diff --git a/transformers/llm/export/llm_models/Qwen1_5-1_8B-Chat/modeling_qwen2.py b/transformers/llm/export/llm_models/Qwen1_5-1_8B-Chat/modeling_qwen2.py index 23b740356..8afc2ecb5 100644 --- a/transformers/llm/export/llm_models/Qwen1_5-1_8B-Chat/modeling_qwen2.py +++ b/transformers/llm/export/llm_models/Qwen1_5-1_8B-Chat/modeling_qwen2.py @@ -262,6 +262,7 @@ def forward( key_states = self.k_proj(hidden_states) value_states = self.v_proj(hidden_states) + ''' query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) @@ -291,9 +292,30 @@ def forward( # key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs) past_key_value = torch.stack((key_states, value_states)) # repeat k/v heads if n_kv_heads < n_heads - key_states = repeat_kv(key_states, self.num_key_value_groups) - value_states = repeat_kv(value_states, self.num_key_value_groups) - + # key_states = repeat_kv(key_states, self.num_key_value_groups) + # value_states = repeat_kv(value_states, self.num_key_value_groups) + ''' + #--------------- + query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim) + key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim) + value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim) + kv_seq_len = key_states.shape[1] + if past_key_value is not None: + kv_seq_len += past_key_value[0].shape[1] + # rope + cos, sin = rotary_pos_emb + query_states = (query_states * cos) + (rotate_half(query_states) * sin) + key_states = (key_states * cos) + (rotate_half(key_states) * sin) + # kv cache + if past_key_value is not None: + past_key, past_value = past_key_value[0], past_key_value[1] + key_states = torch.cat((past_key, key_states), dim=1) + value_states = torch.cat((past_value, value_states), dim=1) + past_key_value = torch.stack((key_states, value_states)) + query_states = query_states.transpose(1, 2) + key_states = key_states.transpose(1, 2) + value_states = value_states.transpose(1, 2) + #--------------- attn_weights = torch.matmul(query_states, key_states.transpose(2, 3)) / math.sqrt(self.head_dim) if attn_weights.size() != (bsz, self.num_heads, q_len, kv_seq_len): diff --git a/transformers/llm/export/llm_models/Qwen1_5-4B-Chat/modeling_qwen2.py b/transformers/llm/export/llm_models/Qwen1_5-4B-Chat/modeling_qwen2.py index 23b740356..8afc2ecb5 100644 --- a/transformers/llm/export/llm_models/Qwen1_5-4B-Chat/modeling_qwen2.py +++ b/transformers/llm/export/llm_models/Qwen1_5-4B-Chat/modeling_qwen2.py @@ -262,6 +262,7 @@ def forward( key_states = self.k_proj(hidden_states) value_states = self.v_proj(hidden_states) + ''' query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) @@ -291,9 +292,30 @@ def forward( # key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs) past_key_value = torch.stack((key_states, value_states)) # repeat k/v heads if n_kv_heads < n_heads - key_states = repeat_kv(key_states, self.num_key_value_groups) - value_states = repeat_kv(value_states, self.num_key_value_groups) - + # key_states = repeat_kv(key_states, self.num_key_value_groups) + # value_states = repeat_kv(value_states, self.num_key_value_groups) + ''' + #--------------- + query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim) + key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim) + value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim) + kv_seq_len = key_states.shape[1] + if past_key_value is not None: + kv_seq_len += past_key_value[0].shape[1] + # rope + cos, sin = rotary_pos_emb + query_states = (query_states * cos) + (rotate_half(query_states) * sin) + key_states = (key_states * cos) + (rotate_half(key_states) * sin) + # kv cache + if past_key_value is not None: + past_key, past_value = past_key_value[0], past_key_value[1] + key_states = torch.cat((past_key, key_states), dim=1) + value_states = torch.cat((past_value, value_states), dim=1) + past_key_value = torch.stack((key_states, value_states)) + query_states = query_states.transpose(1, 2) + key_states = key_states.transpose(1, 2) + value_states = value_states.transpose(1, 2) + #--------------- attn_weights = torch.matmul(query_states, key_states.transpose(2, 3)) / math.sqrt(self.head_dim) if attn_weights.size() != (bsz, self.num_heads, q_len, kv_seq_len): diff --git a/transformers/llm/export/llm_models/Qwen1_5-7B-Chat/modeling_qwen2.py b/transformers/llm/export/llm_models/Qwen1_5-7B-Chat/modeling_qwen2.py index 23b740356..8afc2ecb5 100644 --- a/transformers/llm/export/llm_models/Qwen1_5-7B-Chat/modeling_qwen2.py +++ b/transformers/llm/export/llm_models/Qwen1_5-7B-Chat/modeling_qwen2.py @@ -262,6 +262,7 @@ def forward( key_states = self.k_proj(hidden_states) value_states = self.v_proj(hidden_states) + ''' query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim).transpose(1, 2) key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim).transpose(1, 2) @@ -291,9 +292,30 @@ def forward( # key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs) past_key_value = torch.stack((key_states, value_states)) # repeat k/v heads if n_kv_heads < n_heads - key_states = repeat_kv(key_states, self.num_key_value_groups) - value_states = repeat_kv(value_states, self.num_key_value_groups) - + # key_states = repeat_kv(key_states, self.num_key_value_groups) + # value_states = repeat_kv(value_states, self.num_key_value_groups) + ''' + #--------------- + query_states = query_states.view(bsz, q_len, self.num_heads, self.head_dim) + key_states = key_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim) + value_states = value_states.view(bsz, q_len, self.num_key_value_heads, self.head_dim) + kv_seq_len = key_states.shape[1] + if past_key_value is not None: + kv_seq_len += past_key_value[0].shape[1] + # rope + cos, sin = rotary_pos_emb + query_states = (query_states * cos) + (rotate_half(query_states) * sin) + key_states = (key_states * cos) + (rotate_half(key_states) * sin) + # kv cache + if past_key_value is not None: + past_key, past_value = past_key_value[0], past_key_value[1] + key_states = torch.cat((past_key, key_states), dim=1) + value_states = torch.cat((past_value, value_states), dim=1) + past_key_value = torch.stack((key_states, value_states)) + query_states = query_states.transpose(1, 2) + key_states = key_states.transpose(1, 2) + value_states = value_states.transpose(1, 2) + #--------------- attn_weights = torch.matmul(query_states, key_states.transpose(2, 3)) / math.sqrt(self.head_dim) if attn_weights.size() != (bsz, self.num_heads, q_len, kv_seq_len):