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| <div class="title">Class Hierarchy</div> </div> |
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| <p><a href="inherits.html">Go to the graphical class hierarchy</a></p> |
| This inheritance list is sorted roughly, but not completely, alphabetically:</div><div class="directory"> |
| <div class="levels">[detail level <span onclick="javascript:toggleLevel(1);">1</span><span onclick="javascript:toggleLevel(2);">2</span><span onclick="javascript:toggleLevel(3);">3</span>]</div><table class="directory"> |
| <tr id="row_0_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="structsinga_1_1__Context.html" target="_self">singa::_Context</a></td><td class="desc"></td></tr> |
| <tr id="row_1_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="structsinga_1_1lang_1_1__Cpp.html" target="_self">singa::lang::_Cpp</a></td><td class="desc">To implemente functions using cpp libraries </td></tr> |
| <tr id="row_2_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="structsinga_1_1lang_1_1__Cuda.html" target="_self">singa::lang::_Cuda</a></td><td class="desc">To implemente functions using cuda libraries </td></tr> |
| <tr id="row_3_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="structsinga_1_1lang_1_1__Opencl.html" target="_self">singa::lang::_Opencl</a></td><td class="desc">To implement function using opencl libraries </td></tr> |
| <tr id="row_4_" class="even"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_4_" class="arrow" onclick="toggleFolder('4_')">▼</span><span class="icona"><span class="icon">C</span></span><b>basic_ostringstream</b></td><td class="desc"></td></tr> |
| <tr id="row_4_0_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span id="arr_4_0_" class="arrow" onclick="toggleFolder('4_0_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1logging_1_1LogMessage.html" target="_self">singa::logging::LogMessage</a></td><td class="desc"></td></tr> |
| <tr id="row_4_0_0_" class="even"><td class="entry"><span style="width:48px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1logging_1_1LogMessageFatal.html" target="_self">singa::logging::LogMessageFatal</a></td><td class="desc"></td></tr> |
| <tr id="row_5_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Block.html" target="_self">singa::Block</a></td><td class="desc"><a class="el" href="classsinga_1_1Block.html" title="Block represent a chunk of memory (on device or host). ">Block</a> represent a chunk of memory (on device or host) </td></tr> |
| <tr id="row_6_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Channel.html" target="_self">singa::Channel</a></td><td class="desc"><a class="el" href="classsinga_1_1Channel.html" title="Channel for appending metrics or other information into files or screen. ">Channel</a> for appending metrics or other information into files or screen </td></tr> |
| <tr id="row_7_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1ChannelManager.html" target="_self">singa::ChannelManager</a></td><td class="desc"></td></tr> |
| <tr id="row_8_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1logging_1_1CheckOpMessageBuilder.html" target="_self">singa::logging::CheckOpMessageBuilder</a></td><td class="desc"></td></tr> |
| <tr id="row_9_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="structsinga_1_1logging_1_1CheckOpString.html" target="_self">singa::logging::CheckOpString</a></td><td class="desc"></td></tr> |
| <tr id="row_10_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Constraint.html" target="_self">singa::Constraint</a></td><td class="desc">Apply constraints for parameters (gradient) </td></tr> |
| <tr id="row_11_"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_11_" class="arrow" onclick="toggleFolder('11_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Decoder.html" target="_self">singa::Decoder</a></td><td class="desc">The base decoder that converts a string into a set of tensors </td></tr> |
| <tr id="row_11_0_" class="even"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1CSVDecoder.html" target="_self">singa::CSVDecoder</a></td><td class="desc">Decode the string of csv formated data into data tensor (dtype is kFloat32) and optionally a label tensor (dtype is kInt) </td></tr> |
| <tr id="row_12_"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_12_" class="arrow" onclick="toggleFolder('12_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Device.html" target="_self">singa::Device</a></td><td class="desc">Allocate memory and execute <a class="el" href="classsinga_1_1Tensor.html" title="A Tensor instance is a multi-dimensional array resident on a Device (default device is the host CPU)...">Tensor</a> operations </td></tr> |
| <tr id="row_12_0_" class="even"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1CppCPU.html" target="_self">singa::CppCPU</a></td><td class="desc">Represent a CPU device which may have multiple threads/executors </td></tr> |
| <tr id="row_13_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1DeviceMemPool.html" target="_self">singa::DeviceMemPool</a></td><td class="desc"></td></tr> |
| <tr id="row_14_" class="even"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_14_" class="arrow" onclick="toggleFolder('14_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Encoder.html" target="_self">singa::Encoder</a></td><td class="desc">Base encoder class that convert a set of tensors into string for storage </td></tr> |
| <tr id="row_14_0_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1CSVEncoder.html" target="_self">singa::CSVEncoder</a></td><td class="desc">Convert values from tensors into a csv formated string </td></tr> |
| <tr id="row_15_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classFactory.html" target="_self">Factory< T, ID ></a></td><td class="desc"><a class="el" href="classFactory.html" title="Factory template to generate class (or a sub-class) object based on id. ">Factory</a> template to generate class (or a sub-class) object based on id </td></tr> |
| <tr id="row_16_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1FeedForwardNet.html" target="_self">singa::FeedForwardNet</a></td><td class="desc">The feed-forward neural net </td></tr> |
| <tr id="row_17_" class="even"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_17_" class="arrow" onclick="toggleFolder('17_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Initializer.html" target="_self">singa::Initializer</a></td><td class="desc"></td></tr> |
| <tr id="row_17_0_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1init_1_1Constant.html" target="_self">singa::init::Constant</a></td><td class="desc"></td></tr> |
| <tr id="row_17_1_" class="even"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1init_1_1Gaussian.html" target="_self">singa::init::Gaussian</a></td><td class="desc"></td></tr> |
| <tr id="row_17_2_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1init_1_1MSRA.html" target="_self">singa::init::MSRA</a></td><td class="desc">Ref: [He, Zhang, Ren and Sun 2015]: Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification </td></tr> |
| <tr id="row_17_3_" class="even"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1init_1_1Uniform.html" target="_self">singa::init::Uniform</a></td><td class="desc"></td></tr> |
| <tr id="row_17_4_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1init_1_1Xavier.html" target="_self">singa::init::Xavier</a></td><td class="desc">Ref: [Bengio and Glorot 2010] Understanding the difficulty of training deep feedforward neural networks </td></tr> |
| <tr id="row_18_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Layer.html" target="_self">singa::Layer</a></td><td class="desc">The base layer class </td></tr> |
| <tr id="row_19_"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_19_" class="arrow" onclick="toggleFolder('19_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Loss.html" target="_self">singa::Loss</a></td><td class="desc">The base loss class, which declares the APIs for computing the objective score (loss) for a pair of prediction (from the model) and the target (i.e </td></tr> |
| <tr id="row_19_0_" class="even"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1MSE.html" target="_self">singa::MSE</a></td><td class="desc"><a class="el" href="classsinga_1_1MSE.html" title="MSE is for mean squared error or squared euclidean distance. ">MSE</a> is for mean squared error or squared euclidean distance </td></tr> |
| <tr id="row_19_1_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1SoftmaxCrossEntropy.html" target="_self">singa::SoftmaxCrossEntropy</a></td><td class="desc">Softmax + cross entropy for multi-category classification </td></tr> |
| <tr id="row_20_" class="even"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_20_" class="arrow" onclick="toggleFolder('20_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Metric.html" target="_self">singa::Metric</a></td><td class="desc">The base metric class, which declares the APIs for computing the performance evaluation metrics given the prediction of the model and the ground truth, i.e., the target </td></tr> |
| <tr id="row_20_0_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Accuracy.html" target="_self">singa::Accuracy</a></td><td class="desc">Compute the accuray of the prediction, which is matched against the ground truth labels </td></tr> |
| <tr id="row_21_" class="even"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_21_" class="arrow" onclick="toggleFolder('21_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Optimizer.html" target="_self">singa::Optimizer</a></td><td class="desc">The base class for gradient descent algorithms used to update the model parameters in order to optimize the objective (loss) function </td></tr> |
| <tr id="row_21_0_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1AdaGrad.html" target="_self">singa::AdaGrad</a></td><td class="desc"></td></tr> |
| <tr id="row_21_1_" class="even"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Nesterov.html" target="_self">singa::Nesterov</a></td><td class="desc"></td></tr> |
| <tr id="row_21_2_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1RMSProp.html" target="_self">singa::RMSProp</a></td><td class="desc"></td></tr> |
| <tr id="row_21_3_" class="even"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1SGD.html" target="_self">singa::SGD</a></td><td class="desc"></td></tr> |
| <tr id="row_22_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Platform.html" target="_self">singa::Platform</a></td><td class="desc">This class queries all available calculating devices on a given machine grouped according to manufacturer or device drivers </td></tr> |
| <tr id="row_23_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classPriorityQueue.html" target="_self">PriorityQueue< T ></a></td><td class="desc">Thread safe priority queue </td></tr> |
| <tr id="row_24_"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_24_" class="arrow" onclick="toggleFolder('24_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1io_1_1Reader.html" target="_self">singa::io::Reader</a></td><td class="desc">General <a class="el" href="classsinga_1_1io_1_1Reader.html" title="General Reader that provides functions for reading tuples. ">Reader</a> that provides functions for reading tuples </td></tr> |
| <tr id="row_24_0_" class="even"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1io_1_1BinFileReader.html" target="_self">singa::io::BinFileReader</a></td><td class="desc">Binfilereader reads tuples from binary file with key-value pairs </td></tr> |
| <tr id="row_24_1_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1io_1_1TextFileReader.html" target="_self">singa::io::TextFileReader</a></td><td class="desc"><a class="el" href="classsinga_1_1io_1_1TextFileReader.html" title="TextFileReader reads tuples from CSV file. ">TextFileReader</a> reads tuples from CSV file </td></tr> |
| <tr id="row_25_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classRegistra.html" target="_self">Registra< Base, Sub, ID ></a></td><td class="desc"></td></tr> |
| <tr id="row_26_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Regularizer.html" target="_self">singa::Regularizer</a></td><td class="desc">Apply regularization for parameters (gradient), e.g., L1 norm and L2 norm </td></tr> |
| <tr id="row_27_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classSafeQueue.html" target="_self">SafeQueue< T, Container ></a></td><td class="desc">Thread-safe queue </td></tr> |
| <tr id="row_28_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classSafeQueue.html" target="_self">SafeQueue< Element, std::priority_queue< Element > ></a></td><td class="desc"></td></tr> |
| <tr id="row_29_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Scheduler.html" target="_self">singa::Scheduler</a></td><td class="desc">Scheduling <a class="el" href="classsinga_1_1Tensor.html" title="A Tensor instance is a multi-dimensional array resident on a Device (default device is the host CPU)...">Tensor</a> operations with dependency detection </td></tr> |
| <tr id="row_30_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classSingleton.html" target="_self">Singleton< T ></a></td><td class="desc">Thread-safe implementation for C++11 according to </td></tr> |
| <tr id="row_31_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Snapshot.html" target="_self">singa::Snapshot</a></td><td class="desc">The snapshot management </td></tr> |
| <tr id="row_32_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Tensor.html" target="_self">singa::Tensor</a></td><td class="desc">A <a class="el" href="classsinga_1_1Tensor.html" title="A Tensor instance is a multi-dimensional array resident on a Device (default device is the host CPU)...">Tensor</a> instance is a multi-dimensional array resident on a <a class="el" href="classsinga_1_1Device.html" title="Allocate memory and execute Tensor operations. ">Device</a> (default device is the host CPU) </td></tr> |
| <tr id="row_33_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Timer.html" target="_self">singa::Timer</a></td><td class="desc">For benchmarking the time cost of operations </td></tr> |
| <tr id="row_34_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="structtinydir__dir.html" target="_self">tinydir_dir</a></td><td class="desc"></td></tr> |
| <tr id="row_35_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="structtinydir__file.html" target="_self">tinydir_file</a></td><td class="desc">Defined(_TINYDIR_MALLOC) </td></tr> |
| <tr id="row_36_"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Tokenizer.html" target="_self">singa::Tokenizer</a></td><td class="desc">Tokenize a string </td></tr> |
| <tr id="row_37_" class="even"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_37_" class="arrow" onclick="toggleFolder('37_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Transformer.html" target="_self">singa::Transformer</a></td><td class="desc">Base apply class that does data transformations in pre-processing stage </td></tr> |
| <tr id="row_37_0_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1ImageTransformer.html" target="_self">singa::ImageTransformer</a></td><td class="desc"></td></tr> |
| <tr id="row_38_" class="even"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_38_" class="arrow" onclick="toggleFolder('38_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1Updater.html" target="_self">singa::Updater</a></td><td class="desc">Basic <a class="el" href="classsinga_1_1Updater.html" title="Basic Updater class just forward all the method function call to the wrapped Optimizer. ">Updater</a> class just forward all the method function call to the wrapped <a class="el" href="classsinga_1_1Optimizer.html" title="The base class for gradient descent algorithms used to update the model parameters in order to optimi...">Optimizer</a> </td></tr> |
| <tr id="row_38_0_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1LocalUpdater.html" target="_self">singa::LocalUpdater</a></td><td class="desc"><a class="el" href="classsinga_1_1LocalUpdater.html" title="LocalUpdater do gradient aggregation and update gradient calling the wrapped Optimizer on a specific ...">LocalUpdater</a> do gradient aggregation and update gradient calling the wrapped <a class="el" href="classsinga_1_1Optimizer.html" title="The base class for gradient descent algorithms used to update the model parameters in order to optimi...">Optimizer</a> on a specific device (i.e., CPU or GPU) </td></tr> |
| <tr id="row_39_" class="even"><td class="entry"><span style="width:16px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1VirtualMemory.html" target="_self">singa::VirtualMemory</a></td><td class="desc">Manage device memory pool including garbage collection, memory opt </td></tr> |
| <tr id="row_40_"><td class="entry"><span style="width:0px;display:inline-block;"> </span><span id="arr_40_" class="arrow" onclick="toggleFolder('40_')">▼</span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1io_1_1Writer.html" target="_self">singa::io::Writer</a></td><td class="desc">General <a class="el" href="classsinga_1_1io_1_1Writer.html" title="General Writer that provides functions for writing tuples. ">Writer</a> that provides functions for writing tuples </td></tr> |
| <tr id="row_40_0_" class="even"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1io_1_1BinFileWriter.html" target="_self">singa::io::BinFileWriter</a></td><td class="desc">BinFile stores training/validation/test tuples </td></tr> |
| <tr id="row_40_1_"><td class="entry"><span style="width:32px;display:inline-block;"> </span><span class="icona"><span class="icon">C</span></span><a class="el" href="classsinga_1_1io_1_1TextFileWriter.html" target="_self">singa::io::TextFileWriter</a></td><td class="desc"><a class="el" href="classsinga_1_1io_1_1TextFileWriter.html" title="TextFileWriter write training/validation/test tuples in CSV file. ">TextFileWriter</a> write training/validation/test tuples in CSV file </td></tr> |
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