├── .github └── workflows │ └── tests.yml ├── LICENSE ├── README.md ├── composer.json ├── phpstan-baseline.neon ├── phpstan-interop.neon ├── phpstan.neon.dist ├── samples ├── basic-image-classification-custom.php ├── basic-image-classification.php ├── basic-text-classification.php ├── cnn-image-classification.php ├── image-classification-with-cnn.php ├── learn-add-numbers-with-rnn.php ├── neural-machine-translation-with-attention.php └── neural-machine-translation-with-transformer.php └── src ├── Activation ├── AbstractActivation.php ├── Activation.php ├── FunctionFactory.php ├── ReLU.php ├── Sigmoid.php ├── Softmax.php └── Tanh.php ├── Backend ├── RindowBlas │ └── Backend.php └── RindowCLBlast │ └── Backend.php ├── Builder ├── Builder.php ├── Data.php ├── Datasets.php ├── Gradient.php ├── Layers.php ├── Losses.php ├── Metrics.php ├── Models.php ├── NeuralNetworks.php ├── Optimizers.php └── Utils.php ├── Callback ├── AbstractCallback.php ├── Broadcaster.php ├── Callback.php ├── CallbackList.php └── Events.php ├── Data ├── Dataset │ ├── CSVDataset.php │ ├── ClassifiedDirectoryDataset.php │ ├── Dataset.php │ ├── DatasetFilter.php │ ├── NDArrayDataset.php │ └── SequentialDataset.php ├── Image │ ├── ImageClassifiedDataset.php │ └── ImageFilter.php └── Sequence │ ├── Preprocessor.php │ ├── TextClassifiedDataset.php │ ├── TextFilter.php │ └── Tokenizer.php ├── Dataset ├── Cifar10.php ├── FashionMnist.php └── Mnist.php ├── Gradient ├── ArrayShape.php ├── ArraySpec.php ├── Core │ ├── AbstractFunction.php │ ├── ArrayShape.php │ ├── ArraySpec.php │ ├── GradientTape.php │ ├── GradientUtils.php │ ├── GraphFunction.php │ ├── GraphSession.php │ ├── GraphUtils.php │ ├── MaskedNDArray.php │ ├── Modules.php │ ├── Scalar.php │ ├── StopGradient.php │ ├── Variable.php │ └── VariableReference.php ├── Func │ ├── Add.php │ ├── Bandpart.php │ ├── Cast.php │ ├── ClipByValue.php │ ├── Div.php │ ├── Equal.php │ ├── Exp.php │ ├── Get.php │ ├── Greater.php │ ├── Increment.php │ ├── Less.php │ ├── Log.php │ ├── Matmul.php │ ├── Mul.php │ ├── Nop.php │ ├── NotEqual.php │ ├── Ones.php │ ├── OnesLike.php │ ├── ReduceMean.php │ ├── ReduceSum.php │ ├── Repeat.php │ ├── Reshape.php │ ├── Scale.php │ ├── Shape.php │ ├── Split.php │ ├── Sqrt.php │ ├── Square.php │ ├── Sub.php │ ├── Transpose.php │ ├── Zeros.php │ └── ZerosLike.php ├── GraphFunction.php ├── MaskedNDArray.php ├── Module.php ├── Scalar.php └── Variable.php ├── Layer ├── AbstractAttentionLayer.php ├── AbstractConv.php ├── AbstractGlobalAveragePooling.php ├── AbstractGlobalMaxPooling.php ├── AbstractImage.php ├── AbstractLayer.php ├── AbstractLayerBase.php ├── AbstractMultiInputLayer.php ├── AbstractNormalization.php ├── AbstractPooling.php ├── AbstractRNNCell.php ├── AbstractRNNLayer.php ├── Activation.php ├── Add.php ├── Attention.php ├── AveragePooling1D.php ├── AveragePooling2D.php ├── AveragePooling3D.php ├── BatchNormalization.php ├── Concatenate.php ├── Conv1D.php ├── Conv2D.php ├── Conv3D.php ├── Debug.php ├── Dense.php ├── Dropout.php ├── EinsumDense.php ├── Embedding.php ├── ExpandDims.php ├── Flatten.php ├── GRU.php ├── GRUCell.php ├── Gather.php ├── GlobalAveragePooling1D.php ├── GlobalAveragePooling2D.php ├── GlobalAveragePooling3D.php ├── GlobalMaxPooling1D.php ├── GlobalMaxPooling2D.php ├── GlobalMaxPooling3D.php ├── InheritMask.php ├── Input.php ├── LSTM.php ├── LSTMCell.php ├── Layer.php ├── LayerNormalization.php ├── Max.php ├── MaxPooling1D.php ├── MaxPooling2D.php ├── MaxPooling3D.php ├── MultiHeadAttention.php ├── RNNCell.php ├── RNNLayer.php ├── RepeatVector.php ├── SequentialLayer.php ├── SimpleRNN.php └── SimpleRNNCell.php ├── Loss ├── AbstractLoss.php ├── BinaryCrossEntropy.php ├── CategoricalCrossEntropy.php ├── Huber.php ├── Loss.php ├── MeanSquaredError.php └── SparseCategoricalCrossEntropy.php ├── Metric ├── AbstractMetric.php ├── BinaryAccuracy.php ├── CategoricalAccuracy.php ├── GenericMetric.php ├── MeanNorm2Error.php ├── MeanSquaredError.php ├── Metric.php ├── MetricCatalog.php ├── ScalarMetric.php └── SparseCategoricalAccuracy.php ├── Model ├── AbstractModel.php ├── Model.php ├── ModelLoader.php └── Sequential.php ├── Optimizer ├── Adam.php ├── Optimizer.php ├── RMSprop.php ├── SGD.php └── Schedule │ ├── ExponentialDecay.php │ ├── InverseTimeDecay.php │ └── LearningRateSchedule.php └── Support ├── Control ├── Context.php └── Execute.php ├── Dir.php ├── GenericUtils.php └── HDA ├── HDA.php ├── HDAFactory.php ├── HDASqlite.php ├── HDASqliteFactory.php └── HDASqliteIterator.php /.github/workflows/tests.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/rindow/rindow-neuralnetworks/HEAD/.github/workflows/tests.yml -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/rindow/rindow-neuralnetworks/HEAD/LICENSE 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