RandomDataGenerator.RandomDataGenerator Class Reference

Public Member Functions
	__init__ (self, shape)
	gen (self, dtype)

Data Fields
	shape

Protected Member Functions
	_unsupported_types (self)
	_gen_uint8 (self)
	_gen_int16 (self)
	_gen_float32 (self)

Protected Attributes
	_unsupported_types

Detailed Description

Definition at line 22 of file RandomDataGenerator.py.

Constructor & Destructor Documentation

__init__()

RandomDataGenerator.RandomDataGenerator.__init__	(		self,
			shape
	)

Definition at line 23 of file RandomDataGenerator.py.

    def __init__(self, shape):
        self.shape = shape
 

Member Function Documentation

_gen_float32()

RandomDataGenerator.RandomDataGenerator._gen_float32 (   self )

protected

Definition at line 35 of file RandomDataGenerator.py.

    def _gen_float32(self):
        return np.array(10 * np.random.random_sample(self.shape) - 5, np.float32)
 

References onert::ir::OperandInfo.shape(), RunTimeOperandInfo.shape(), RandomDataGenerator.RandomDataGenerator.shape, luci_interpreter::Tensor.shape(), luci_interpreter::kernels::BroadcastTo.shape(), luci_interpreter::kernels::Reshape.shape(), nnkit::support::tftestinfo::ParsedTensor.shape(), onert::ir::OperandInfo.shape(), locomotiv::NodeData.shape(), ndarray::Array< T >.shape(), locomotiv::NodeDataImpl.shape(), loco::DepthwiseFilterDecoder.shape(), loco::PermutingDecoder< Domain::DepthwiseFilter >.shape(), loco::FeatureDecoder.shape(), loco::PermutingDecoder< Domain::Feature >.shape(), loco::FilterDecoder.shape(), loco::PermutingDecoder< Domain::Filter >.shape(), onert::ir::OperandInfo.shape(), moco::TensorPackEnumerator.shape(), loco::MatrixDecoder.shape(), loco::PermutingDecoder< Domain::Matrix >.shape(), moco::ModelSignature.shape(), moco::ModelSignature.shape(), loco::DepthwiseFilterEncoder.shape(), loco::FeatureEncoder.shape(), loco::FilterEncoder.shape(), loco::MatrixEncoder.shape(), loco::PermutingEncoder< Domain::Feature >.shape(), loco::PermutingEncoder< Domain::Filter >.shape(), loco::PermutingEncoder< Domain::DepthwiseFilter >.shape(), loco::PermutingEncoder< Domain::Matrix >.shape(), locoex::TFLReshape.shape(), luci::CircleBroadcastTo.shape(), luci::CircleReshape.shape(), luci::CircleScatterNd.shape(), moco::TensorSliceEnumerator.shape(), moco::TFReshape.shape(), loco::Mixin< Trait::TensorShaped >.shape(), circle_eval_diff::TensorShape.shape(), loco::NodeMixin< NodeTrait::TensorShape >.shape(), InputLayer::Return.shape(), FixedReshapeLayer::Return.shape(), loco::Mixin< Trait::TensorShaped >.shape(), nnkit::TensorContext.shape(), nnkit::support::caffe::TensorContext< DType >.shape(), nnkit::support::moco::tf::TensorContext.shape(), nnkit::support::onnx::TensorContext.shape(), nnkit::support::tf::TensorContext.shape(), nnkit::support::tflite::TensorContext.shape(), tflimport::TensorContext.shape(), nncc::core::ADT::feature::View< T >.shape(), nncc::core::ADT::kernel::ViewImpl< float >.shape(), nncc::core::ADT::kernel::ViewImpl< T >.shape(), nncc::core::ADT::tensor::View< T >.shape(), coco::Arg.shape(), coco::FeatureObject.shape(), coco::KernelObject.shape(), ann::TensorOperand.shape(), locoex::TFLReshape.shape(), loco::Mixin< Trait::TensorShaped >.shape(), luci::CircleBroadcastTo.shape(), luci::CircleReshape.shape(), luci::CircleScatterNd.shape(), ParamType.shape, moco::TFReshape.shape(), nnc::sir::TensorDescriptor.shape, onnx_legalizer._TensorInfo.shape, record_minmax::DataBuffer.shape, nnfw::cker::InputTensor< T >.shape, nnfw::cker::Tensor.shape, nnfw::misc::feature::Object< T >.shape(), nnfw::misc::feature::TextFormatter< T >.shape(), nnfw::misc::tensor::Object< T >.shape(), onert::ir::Operand.shape(), nncc::core::ADT::kernel::View< T >.shape(), coco::FeatureLayout.shape(), coco::KernelLayout.shape(), nncc::core::ADT::kernel::Buffer< float >.shape(), nncc::core::ADT::kernel::Buffer< T >.shape(), nncc::core::ADT::kernel::Overlay< T, InputIt >.shape(), coco::FeatureLayouts::BCHW.shape(), coco::FeatureLayouts::BHWC.shape(), coco::FeatureLayouts::BC.shape(), coco::FeatureLayouts::Generic.shape(), coco::KernelLayouts::NCHW.shape(), coco::KernelLayouts::NHWC.shape(), coco::KernelLayouts::Generic.shape(), nncc::core::ADT::kernel::View< float >.shape(), and onert::backend::custom::TypeInfo.shape.

Referenced by RandomDataGenerator.RandomDataGenerator.gen().

_gen_int16()

RandomDataGenerator.RandomDataGenerator._gen_int16 (   self )

protected

Definition at line 32 of file RandomDataGenerator.py.

    def _gen_int16(self):
        return np.random.randint(-32767, high=32768, size=self.shape, dtype=np.int16)
 

References onert::ir::OperandInfo.shape(), RunTimeOperandInfo.shape(), RandomDataGenerator.RandomDataGenerator.shape, luci_interpreter::Tensor.shape(), luci_interpreter::kernels::BroadcastTo.shape(), luci_interpreter::kernels::Reshape.shape(), nnkit::support::tftestinfo::ParsedTensor.shape(), onert::ir::OperandInfo.shape(), locomotiv::NodeData.shape(), ndarray::Array< T >.shape(), locomotiv::NodeDataImpl.shape(), loco::DepthwiseFilterDecoder.shape(), loco::PermutingDecoder< Domain::DepthwiseFilter >.shape(), loco::FeatureDecoder.shape(), loco::PermutingDecoder< Domain::Feature >.shape(), loco::FilterDecoder.shape(), loco::PermutingDecoder< Domain::Filter >.shape(), onert::ir::OperandInfo.shape(), moco::TensorPackEnumerator.shape(), loco::MatrixDecoder.shape(), loco::PermutingDecoder< Domain::Matrix >.shape(), moco::ModelSignature.shape(), moco::ModelSignature.shape(), loco::DepthwiseFilterEncoder.shape(), loco::FeatureEncoder.shape(), loco::FilterEncoder.shape(), loco::MatrixEncoder.shape(), loco::PermutingEncoder< Domain::Feature >.shape(), loco::PermutingEncoder< Domain::Filter >.shape(), loco::PermutingEncoder< Domain::DepthwiseFilter >.shape(), loco::PermutingEncoder< Domain::Matrix >.shape(), locoex::TFLReshape.shape(), luci::CircleBroadcastTo.shape(), luci::CircleReshape.shape(), luci::CircleScatterNd.shape(), moco::TensorSliceEnumerator.shape(), moco::TFReshape.shape(), loco::Mixin< Trait::TensorShaped >.shape(), circle_eval_diff::TensorShape.shape(), loco::NodeMixin< NodeTrait::TensorShape >.shape(), InputLayer::Return.shape(), FixedReshapeLayer::Return.shape(), loco::Mixin< Trait::TensorShaped >.shape(), nnkit::TensorContext.shape(), nnkit::support::caffe::TensorContext< DType >.shape(), nnkit::support::moco::tf::TensorContext.shape(), nnkit::support::onnx::TensorContext.shape(), nnkit::support::tf::TensorContext.shape(), nnkit::support::tflite::TensorContext.shape(), tflimport::TensorContext.shape(), nncc::core::ADT::feature::View< T >.shape(), nncc::core::ADT::kernel::ViewImpl< float >.shape(), nncc::core::ADT::kernel::ViewImpl< T >.shape(), nncc::core::ADT::tensor::View< T >.shape(), coco::Arg.shape(), coco::FeatureObject.shape(), coco::KernelObject.shape(), ann::TensorOperand.shape(), locoex::TFLReshape.shape(), loco::Mixin< Trait::TensorShaped >.shape(), luci::CircleBroadcastTo.shape(), luci::CircleReshape.shape(), luci::CircleScatterNd.shape(), ParamType.shape, moco::TFReshape.shape(), nnc::sir::TensorDescriptor.shape, onnx_legalizer._TensorInfo.shape, record_minmax::DataBuffer.shape, nnfw::cker::InputTensor< T >.shape, nnfw::cker::Tensor.shape, nnfw::misc::feature::Object< T >.shape(), nnfw::misc::feature::TextFormatter< T >.shape(), nnfw::misc::tensor::Object< T >.shape(), onert::ir::Operand.shape(), nncc::core::ADT::kernel::View< T >.shape(), coco::FeatureLayout.shape(), coco::KernelLayout.shape(), nncc::core::ADT::kernel::Buffer< float >.shape(), nncc::core::ADT::kernel::Buffer< T >.shape(), nncc::core::ADT::kernel::Overlay< T, InputIt >.shape(), coco::FeatureLayouts::BCHW.shape(), coco::FeatureLayouts::BHWC.shape(), coco::FeatureLayouts::BC.shape(), coco::FeatureLayouts::Generic.shape(), coco::KernelLayouts::NCHW.shape(), coco::KernelLayouts::NHWC.shape(), coco::KernelLayouts::Generic.shape(), nncc::core::ADT::kernel::View< float >.shape(), and onert::backend::custom::TypeInfo.shape.

Referenced by RandomDataGenerator.RandomDataGenerator.gen().

_gen_uint8()

RandomDataGenerator.RandomDataGenerator._gen_uint8 (   self )

protected

Definition at line 29 of file RandomDataGenerator.py.

    def _gen_uint8(self):
        return np.random.randint(0, high=256, size=self.shape, dtype=np.uint8)
 

References onert::ir::OperandInfo.shape(), RunTimeOperandInfo.shape(), RandomDataGenerator.RandomDataGenerator.shape, luci_interpreter::Tensor.shape(), luci_interpreter::kernels::BroadcastTo.shape(), luci_interpreter::kernels::Reshape.shape(), nnkit::support::tftestinfo::ParsedTensor.shape(), onert::ir::OperandInfo.shape(), locomotiv::NodeData.shape(), ndarray::Array< T >.shape(), locomotiv::NodeDataImpl.shape(), loco::DepthwiseFilterDecoder.shape(), loco::PermutingDecoder< Domain::DepthwiseFilter >.shape(), loco::FeatureDecoder.shape(), loco::PermutingDecoder< Domain::Feature >.shape(), loco::FilterDecoder.shape(), loco::PermutingDecoder< Domain::Filter >.shape(), onert::ir::OperandInfo.shape(), moco::TensorPackEnumerator.shape(), loco::MatrixDecoder.shape(), loco::PermutingDecoder< Domain::Matrix >.shape(), moco::ModelSignature.shape(), moco::ModelSignature.shape(), loco::DepthwiseFilterEncoder.shape(), loco::FeatureEncoder.shape(), loco::FilterEncoder.shape(), loco::MatrixEncoder.shape(), loco::PermutingEncoder< Domain::Feature >.shape(), loco::PermutingEncoder< Domain::Filter >.shape(), loco::PermutingEncoder< Domain::DepthwiseFilter >.shape(), loco::PermutingEncoder< Domain::Matrix >.shape(), locoex::TFLReshape.shape(), luci::CircleBroadcastTo.shape(), luci::CircleReshape.shape(), luci::CircleScatterNd.shape(), moco::TensorSliceEnumerator.shape(), moco::TFReshape.shape(), loco::Mixin< Trait::TensorShaped >.shape(), circle_eval_diff::TensorShape.shape(), loco::NodeMixin< NodeTrait::TensorShape >.shape(), InputLayer::Return.shape(), FixedReshapeLayer::Return.shape(), loco::Mixin< Trait::TensorShaped >.shape(), nnkit::TensorContext.shape(), nnkit::support::caffe::TensorContext< DType >.shape(), nnkit::support::moco::tf::TensorContext.shape(), nnkit::support::onnx::TensorContext.shape(), nnkit::support::tf::TensorContext.shape(), nnkit::support::tflite::TensorContext.shape(), tflimport::TensorContext.shape(), nncc::core::ADT::feature::View< T >.shape(), nncc::core::ADT::kernel::ViewImpl< float >.shape(), nncc::core::ADT::kernel::ViewImpl< T >.shape(), nncc::core::ADT::tensor::View< T >.shape(), coco::Arg.shape(), coco::FeatureObject.shape(), coco::KernelObject.shape(), ann::TensorOperand.shape(), locoex::TFLReshape.shape(), loco::Mixin< Trait::TensorShaped >.shape(), luci::CircleBroadcastTo.shape(), luci::CircleReshape.shape(), luci::CircleScatterNd.shape(), ParamType.shape, moco::TFReshape.shape(), nnc::sir::TensorDescriptor.shape, onnx_legalizer._TensorInfo.shape, record_minmax::DataBuffer.shape, nnfw::cker::InputTensor< T >.shape, nnfw::cker::Tensor.shape, nnfw::misc::feature::Object< T >.shape(), nnfw::misc::feature::TextFormatter< T >.shape(), nnfw::misc::tensor::Object< T >.shape(), onert::ir::Operand.shape(), nncc::core::ADT::kernel::View< T >.shape(), coco::FeatureLayout.shape(), coco::KernelLayout.shape(), nncc::core::ADT::kernel::Buffer< float >.shape(), nncc::core::ADT::kernel::Buffer< T >.shape(), nncc::core::ADT::kernel::Overlay< T, InputIt >.shape(), coco::FeatureLayouts::BCHW.shape(), coco::FeatureLayouts::BHWC.shape(), coco::FeatureLayouts::BC.shape(), coco::FeatureLayouts::Generic.shape(), coco::KernelLayouts::NCHW.shape(), coco::KernelLayouts::NHWC.shape(), coco::KernelLayouts::Generic.shape(), nncc::core::ADT::kernel::View< float >.shape(), and onert::backend::custom::TypeInfo.shape.

Referenced by RandomDataGenerator.RandomDataGenerator.gen().

_unsupported_types()

RandomDataGenerator.RandomDataGenerator._unsupported_types (   self )

protected

Definition at line 26 of file RandomDataGenerator.py.

    def _unsupported_types(self):
        raise RuntimeError('Unsupported data type')
 

gen()

RandomDataGenerator.RandomDataGenerator.gen	(		self,
			dtype
	)

Definition at line 38 of file RandomDataGenerator.py.

    def gen(self, dtype):
        gen_book = dict()
        gen_book[TensorType.UINT8] = self._gen_uint8
        gen_book[TensorType.INT16] = self._gen_int16
        gen_book[TensorType.FLOAT32] = self._gen_float32
 
        return gen_book.get(dtype, self._unsupported_types)()

References RandomDataGenerator.RandomDataGenerator._gen_float32(), RandomDataGenerator.RandomDataGenerator._gen_int16(), and RandomDataGenerator.RandomDataGenerator._gen_uint8().

Field Documentation

_unsupported_types

RandomDataGenerator.RandomDataGenerator._unsupported_types

protected

Definition at line 44 of file RandomDataGenerator.py.

shape

RandomDataGenerator.RandomDataGenerator.shape

Definition at line 24 of file RandomDataGenerator.py.

Referenced by RandomDataGenerator.RandomDataGenerator._gen_float32(), RandomDataGenerator.RandomDataGenerator._gen_int16(), and RandomDataGenerator.RandomDataGenerator._gen_uint8().

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The documentation for this class was generated from the following file:

• compiler/dalgona-test/RandomDataGenerator.py