Index

A

accumulator (qkeras.qtools.generate_layer_data_type_map.LayerDataType attribute) AccumulatorFactory (class in qkeras.qtools.quantized_operators.accumulator_factory) activation (qkeras.qrecurrent.QBidirectional property) (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) activation_compression() (in module qkeras.codebook) Add (class in qkeras.qtools.quantized_operators.merge_factory) add_bn_fusing_weights() (in module qkeras.utils) Adder (class in qkeras.qtools.quantized_operators.multiplier_impl) AddToNodeDict() (in module qkeras.qtools.qgraph) adjust_accumulator_for_auto_po2() (in module qkeras.qtools.qtools_util) adjust_multiplier_for_auto_po2() (in module qkeras.qtools.qtools_util)

alpha (qkeras.quantizers.bernoulli attribute) (qkeras.quantizers.binary attribute) (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.stochastic_binary attribute) (qkeras.quantizers.stochastic_ternary attribute) (qkeras.quantizers.ternary attribute) ALPHA_STRING_OPTIONS (qkeras.quantizers.quantized_linear attribute) analyze_accumulator() (in module qkeras.estimate) analyze_accumulator_from_sample() (in module qkeras.estimate) AndGate (class in qkeras.qtools.quantized_operators.multiplier_impl) assert_neither_input_and_weights_is_floating_point() (in module qkeras.qtools.quantized_operators.multiplier_impl) auto_alpha (qkeras.quantizers.quantized_linear property) Average (class in qkeras.qtools.quantized_operators.merge_factory)

B

b_shapes (qkeras.qtools.generate_layer_data_type_map.LayerDataType attribute) BaseQuantizer (class in qkeras.base_quantizer) Bernoulli (class in qkeras.qtools.quantized_operators.quantizer_impl) bernoulli (class in qkeras.quantizers) bias_add_portable() (in module qkeras.ops_portable) bias_constraint (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) bias_initializer (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) bias_quantizer (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) (qkeras.qtools.generate_layer_data_type_map.LayerDataType attribute) bias_quantizer_internal (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) bias_regularizer (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) Binary (class in qkeras.qtools.quantized_operators.quantizer_impl) binary (class in qkeras.quantizers) binary_sigmoid() (in module qkeras.quantizers)

binary_tanh() (in module qkeras.quantizers) BinaryToThermometer() (in module qkeras.b2t) bits (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedBits attribute) (qkeras.quantizers.binary attribute) (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.quantized_linear property) (qkeras.quantizers.quantized_po2 attribute) (qkeras.quantizers.quantized_relu attribute) (qkeras.quantizers.quantized_relu_po2 attribute) (qkeras.quantizers.quantized_sigmoid attribute) (qkeras.quantizers.quantized_tanh attribute) (qkeras.quantizers.quantized_ulaw attribute) (qkeras.quantizers.stochastic_binary attribute) (qkeras.quantizers.stochastic_ternary attribute) (qkeras.quantizers.ternary attribute) build() (qkeras.base_quantizer.BaseQuantizer method) (qkeras.qconv2d_batchnorm.QConv2DBatchnorm method) (qkeras.qconvolutional.QDepthwiseConv2D method) (qkeras.qdense_batchnorm.QDenseBatchnorm method) (qkeras.qdepthwise_conv2d_transpose.QDepthwiseConv2DTranspose method) (qkeras.qdepthwiseconv2d_batchnorm.QDepthwiseConv2DBatchnorm method) (qkeras.qlayers.QAdaptiveActivation method) (qkeras.qmac.QScaleShift method) (qkeras.qseparable_conv2d_transpose.QSeparableConv2DTranspose method)

C

calculate_ace() (qkeras.qtools.run_qtools.QTools method) calculate_output_bytes() (qkeras.qtools.run_qtools.QTools method) calculate_qnoise_factor() (qkeras.callbacks.QNoiseScheduler method) calculate_weight_bytes() (qkeras.qtools.run_qtools.QTools method) call() (qkeras.qconv2d_batchnorm.QConv2DBatchnorm method) (qkeras.qconvolutional.QConv1D method) (qkeras.qconvolutional.QConv2D method) (qkeras.qconvolutional.QConv2DTranspose method) (qkeras.qconvolutional.QDepthwiseConv2D method) (qkeras.qconvolutional.QSeparableConv1D method) (qkeras.qconvolutional.QSeparableConv2D method) (qkeras.qdense_batchnorm.QDenseBatchnorm method) (qkeras.qdepthwise_conv2d_transpose.QDepthwiseConv2DTranspose method) (qkeras.qdepthwiseconv2d_batchnorm.QDepthwiseConv2DBatchnorm method) (qkeras.qlayers.QActivation method) (qkeras.qlayers.QAdaptiveActivation method) (qkeras.qlayers.QDense method) (qkeras.qmac.QScaleShift method) (qkeras.qnormalization.QBatchNormalization method) (qkeras.qpooling.QAveragePooling2D method) (qkeras.qpooling.QGlobalAveragePooling2D method) (qkeras.qrecurrent.QGRU method) (qkeras.qrecurrent.QGRUCell method) (qkeras.qrecurrent.QLSTM method) (qkeras.qrecurrent.QLSTMCell method) (qkeras.qrecurrent.QSimpleRNN method) (qkeras.qrecurrent.QSimpleRNNCell method) (qkeras.qseparable_conv2d_transpose.QSeparableConv2DTranspose method) Clip (class in qkeras.qlayers) clone_model() (in module qkeras.utils) clone_model_and_freeze_auto_po2_scale() (in module qkeras.utils) clone_optimizer() (in module qkeras.utils) clone_quantizer() (qkeras.qtools.quantized_operators.quantizer_factory.QuantizerFactory method) compute_final_output_shape() (qkeras.qdepthwise_conv2d_transpose.QDepthwiseConv2DTranspose method) (qkeras.qseparable_conv2d_transpose.QSeparableConv2DTranspose method) compute_output_shape() (qkeras.qlayers.QActivation method) (qkeras.qlayers.QAdaptiveActivation method) (qkeras.qlayers.QDense method) (qkeras.qnormalization.QBatchNormalization method) (qkeras.qrecurrent.QGRU method) (qkeras.qrecurrent.QLSTM method) (qkeras.qrecurrent.QSimpleRNN method)

compute_pooling_area() (qkeras.qpooling.QGlobalAveragePooling2D method) Concatenate (class in qkeras.qtools.quantized_operators.merge_factory) ConfigClass (class in qkeras.qtools.settings) constant_bool_value() (in module qkeras.ops_portable) conv_transpose_op() (qkeras.qdepthwise_conv2d_transpose.QDepthwiseConv2DTranspose method) (qkeras.qseparable_conv2d_transpose.QSeparableConv2DTranspose method) convert_folded_layer_to_unfolded() (in module qkeras.bn_folding_utils) convert_qkeras_quantizer() (qkeras.qtools.quantized_operators.quantizer_impl.Bernoulli method) (qkeras.qtools.quantized_operators.quantizer_impl.Binary method) (qkeras.qtools.quantized_operators.quantizer_impl.FloatingPoint method) (qkeras.qtools.quantized_operators.quantizer_impl.PowerOfTwo method) (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedBits method) (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedRelu method) (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedTanh method) (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedUlaw method) (qkeras.qtools.quantized_operators.quantizer_impl.ReluPowerOfTwo method) (qkeras.qtools.quantized_operators.quantizer_impl.StochasticBinary method) (qkeras.qtools.quantized_operators.quantizer_impl.StochasticTernary method) (qkeras.qtools.quantized_operators.quantizer_impl.Ternary method) convert_to_folded_model() (in module qkeras.utils) convert_to_qkeras_quantizer() (qkeras.qtools.quantized_operators.quantizer_impl.Bernoulli method) (qkeras.qtools.quantized_operators.quantizer_impl.Binary method) (qkeras.qtools.quantized_operators.quantizer_impl.FloatingPoint method) (qkeras.qtools.quantized_operators.quantizer_impl.PowerOfTwo method) (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedBits method) (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedRelu method) (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedTanh method) (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedUlaw method) (qkeras.qtools.quantized_operators.quantizer_impl.ReluPowerOfTwo method) (qkeras.qtools.quantized_operators.quantizer_impl.StochasticBinary method) (qkeras.qtools.quantized_operators.quantizer_impl.StochasticTernary method) (qkeras.qtools.quantized_operators.quantizer_impl.Ternary method) convolution_op() (qkeras.qconvolutional.QConv2D method) create_activation_cache() (in module qkeras.estimate) create_file_writer() (in module qkeras.callbacks) create_in_out_table() (in module qkeras.codebook) CreateGraph() (in module qkeras.qtools.qgraph)

D

data_type_scale (qkeras.quantizers.quantized_linear property) deconv_output_length() (in module qkeras.qconvolutional) default_quantization_scale (qkeras.quantizers.quantized_linear property)

Dot (class in qkeras.qtools.quantized_operators.merge_factory) dropout (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property)

E

elements_per_scale (qkeras.quantizers.binary attribute) (qkeras.quantizers.quantized_bits attribute) energy_estimate() (in module qkeras.qtools.qenergy.qenergy)

extract_energy_profile() (qkeras.qtools.run_qtools.QTools method) extract_energy_sum() (qkeras.qtools.run_qtools.QTools method) extract_model_operations() (in module qkeras.estimate)

F

find_bn_fusing_layer_pair() (in module qkeras.utils) find_divisors() (in module qkeras.qtools.qtools_util) FixedPointAccumulator (class in qkeras.qtools.quantized_operators.accumulator_impl) FixedPointAdder (class in qkeras.qtools.quantized_operators.adder_impl) FixedPointMultiplier (class in qkeras.qtools.quantized_operators.multiplier_impl) FloatingPoint (class in qkeras.qtools.quantized_operators.quantizer_impl) FloatingPointAccumulator (class in qkeras.qtools.quantized_operators.accumulator_impl) FloatingPointAdder (class in qkeras.qtools.quantized_operators.adder_impl) FloatingPointDivider (class in qkeras.qtools.quantized_operators.divider_impl) FloatingPointMultiplier (class in qkeras.qtools.quantized_operators.multiplier_impl) from_config() (qkeras.qconvolutional.QConv2D class method) (qkeras.qlayers.Clip class method) (qkeras.qlayers.QActivation class method) (qkeras.qlayers.QInitializer class method) (qkeras.qrecurrent.QGRU class method) (qkeras.qrecurrent.QLSTM class method) (qkeras.qrecurrent.QSimpleRNN class method) (qkeras.quantizers.bernoulli class method) (qkeras.quantizers.binary class method) (qkeras.quantizers.quantized_bits class method) (qkeras.quantizers.quantized_linear class method) (qkeras.quantizers.quantized_po2 class method) (qkeras.quantizers.quantized_relu class method) (qkeras.quantizers.quantized_relu_po2 class method) (qkeras.quantizers.quantized_sigmoid class method) (qkeras.quantizers.quantized_tanh class method) (qkeras.quantizers.quantized_ulaw class method) (qkeras.quantizers.stochastic_binary class method) (qkeras.quantizers.stochastic_ternary class method) (qkeras.quantizers.ternary class method)

FusedBNFactory (class in qkeras.qtools.quantized_operators.fused_bn_factory)

G

gate_bits (qkeras.qtools.quantized_operators.multiplier_impl.Shifter attribute) gate_factor (qkeras.qtools.quantized_operators.multiplier_impl.Shifter attribute) generate_layer_data_type_map() (in module qkeras.qtools.generate_layer_data_type_map) GenerateGraphFromModel() (in module qkeras.qtools.qgraph) GenerateInputQuantizerList() (in module qkeras.qtools.qgraph) get_auto_range_constraint_initializer() (in module qkeras.qlayers) get_bn_quantizers() (in module qkeras.qtools.generate_layer_data_type_map) get_clip_bounds() (qkeras.quantizers.quantized_linear method) get_config() (in module qkeras.utils) (qkeras.qconv2d_batchnorm.QConv2DBatchnorm method) (qkeras.qconvolutional.QConv1D method) (qkeras.qconvolutional.QConv2D method) (qkeras.qconvolutional.QConv2DTranspose method) (qkeras.qconvolutional.QDepthwiseConv2D method) (qkeras.qconvolutional.QSeparableConv1D method) (qkeras.qconvolutional.QSeparableConv2D method) (qkeras.qdense_batchnorm.QDenseBatchnorm method) (qkeras.qdepthwise_conv2d_transpose.QDepthwiseConv2DTranspose method) (qkeras.qdepthwiseconv2d_batchnorm.QDepthwiseConv2DBatchnorm method) (qkeras.qlayers.Clip method) (qkeras.qlayers.QActivation method) (qkeras.qlayers.QAdaptiveActivation method) (qkeras.qlayers.QDense method) (qkeras.qlayers.QInitializer method) (qkeras.qmac.QScaleShift method) (qkeras.qnormalization.QBatchNormalization method) (qkeras.qpooling.QAveragePooling2D method) (qkeras.qpooling.QGlobalAveragePooling2D method) (qkeras.qrecurrent.QGRU method) (qkeras.qrecurrent.QGRUCell method) (qkeras.qrecurrent.QLSTM method) (qkeras.qrecurrent.QLSTMCell method) (qkeras.qrecurrent.QSimpleRNN method) (qkeras.qrecurrent.QSimpleRNNCell method) (qkeras.qseparable_conv2d_transpose.QSeparableConv2DTranspose method) (qkeras.quantizers.bernoulli method) (qkeras.quantizers.binary method) (qkeras.quantizers.quantized_bits method) (qkeras.quantizers.quantized_hswish method) (qkeras.quantizers.quantized_linear method) (qkeras.quantizers.quantized_po2 method) (qkeras.quantizers.quantized_relu method) (qkeras.quantizers.quantized_relu_po2 method) (qkeras.quantizers.quantized_sigmoid method) (qkeras.quantizers.quantized_tanh method) (qkeras.quantizers.quantized_ulaw method) (qkeras.quantizers.stochastic_binary method) (qkeras.quantizers.stochastic_ternary method) (qkeras.quantizers.ternary method) get_constraint() (in module qkeras.qlayers) get_exp() (in module qkeras.qtools.quantized_operators.quantizer_impl) get_folded_weights() (qkeras.qconv2d_batchnorm.QConv2DBatchnorm method) (qkeras.qdense_batchnorm.QDenseBatchnorm method) (qkeras.qdepthwiseconv2d_batchnorm.QDepthwiseConv2DBatchnorm method) get_initializer() (in module qkeras.qlayers) get_input_quantizers() (in module qkeras.qtools.qtools_util) get_input_quantizers_advanced() (in module qkeras.qtools.qtools_util) get_layer_info() (in module qkeras.qtools.qtools_util) get_min_max_exp() (qkeras.qtools.quantized_operators.quantizer_impl.PowerOfTwo method) get_model_sparsity() (in module qkeras.utils) get_np_value() (in module qkeras.qtools.quantized_operators.quantizer_impl) get_op_type() (in module qkeras.qtools.qenergy.qenergy) get_operation_count() (in module qkeras.qtools.qtools_util) get_operation_type() (in module qkeras.estimate) get_prunable_weights() (qkeras.qconvolutional.QConv1D method) (qkeras.qconvolutional.QConv2D method) (qkeras.qconvolutional.QConv2DTranspose method) (qkeras.qconvolutional.QDepthwiseConv2D method) (qkeras.qconvolutional.QSeparableConv1D method) (qkeras.qconvolutional.QSeparableConv2D method) (qkeras.qdepthwise_conv2d_transpose.QDepthwiseConv2DTranspose method) (qkeras.qlayers.QActivation method) (qkeras.qlayers.QAdaptiveActivation method) (qkeras.qlayers.QDense method) (qkeras.qmac.QScaleShift method) (qkeras.qnormalization.QBatchNormalization method) (qkeras.qrecurrent.QGRU method) (qkeras.qrecurrent.QLSTM method) (qkeras.qrecurrent.QSimpleRNN method) (qkeras.qseparable_conv2d_transpose.QSeparableConv2DTranspose method)

get_quant_mode() (in module qkeras.estimate) get_quantization_config() (qkeras.qconv2d_batchnorm.QConv2DBatchnorm method) (qkeras.qconvolutional.QConv1D method) (qkeras.qconvolutional.QConv2D method) (qkeras.qconvolutional.QDepthwiseConv2D method) (qkeras.qdense_batchnorm.QDenseBatchnorm method) (qkeras.qdepthwiseconv2d_batchnorm.QDepthwiseConv2DBatchnorm method) (qkeras.qlayers.QActivation method) (qkeras.qlayers.QAdaptiveActivation method) (qkeras.qlayers.QDense method) (qkeras.qmac.QScaleShift method) (qkeras.qpooling.QAveragePooling2D method) (qkeras.qpooling.QGlobalAveragePooling2D method) (qkeras.qrecurrent.QBidirectional method) (qkeras.qrecurrent.QGRU method) (qkeras.qrecurrent.QLSTM method) (qkeras.qrecurrent.QSimpleRNN method) get_quantized_initializer() (in module qkeras.quantizers) get_quantizer() (in module qkeras.quantizers) get_quantizers() (qkeras.callbacks.QNoiseScheduler method) (qkeras.qconv2d_batchnorm.QConv2DBatchnorm method) (qkeras.qconvolutional.QConv1D method) (qkeras.qconvolutional.QConv2D method) (qkeras.qconvolutional.QConv2DTranspose method) (qkeras.qconvolutional.QDepthwiseConv2D method) (qkeras.qconvolutional.QSeparableConv1D method) (qkeras.qconvolutional.QSeparableConv2D method) (qkeras.qdense_batchnorm.QDenseBatchnorm method) (qkeras.qdepthwise_conv2d_transpose.QDepthwiseConv2DTranspose method) (qkeras.qdepthwiseconv2d_batchnorm.QDepthwiseConv2DBatchnorm method) (qkeras.qlayers.QDense method) (qkeras.qmac.QScaleShift method) (qkeras.qnormalization.QBatchNormalization method) (qkeras.qpooling.QAveragePooling2D method) (qkeras.qpooling.QGlobalAveragePooling2D method) (qkeras.qrecurrent.QBidirectional method) (qkeras.qrecurrent.QGRU method) (qkeras.qrecurrent.QLSTM method) (qkeras.qrecurrent.QSimpleRNN method) (qkeras.qseparable_conv2d_transpose.QSeparableConv2DTranspose method) get_roofline_numbers() (qkeras.qtools.run_qtools.QTools method) get_scale_from_quantized_bits_with_auto_po2() (in module qkeras.qtools.qtools_util) get_val() (in module qkeras.qtools.qtools_util) get_weight_scale() (in module qkeras.quantizers) get_weights() (in module qkeras.qtools.qtools_util) (qkeras.qlayers.QAdaptiveActivation method) get_y_from_TFOpLambda() (in module qkeras.utils) GetActivationSuffix() (in module qkeras.qoctave) GraphAddHiddenInputLayer() (in module qkeras.qtools.qgraph) GraphAddSingleSourceSingleSink() (in module qkeras.qtools.qgraph) GraphGetInputs() (in module qkeras.qtools.qgraph) GraphGetOutputs() (in module qkeras.qtools.qgraph) GraphPropagateActivationsToEdges() (in module qkeras.qtools.qgraph) GraphRemoveNode() (in module qkeras.qtools.qgraph) GraphRemoveNodeWithNodeType() (in module qkeras.qtools.qgraph) GraphUpdateEdge() (in module qkeras.qtools.qgraph)

H

hard_sigmoid() (in module qkeras.quantizers)

hard_tanh() (in module qkeras.quantizers)

I

IAccumulator (class in qkeras.qtools.quantized_operators.accumulator_impl) IAdder (class in qkeras.qtools.quantized_operators.adder_factory) IAdderImpl (class in qkeras.qtools.quantized_operators.adder_impl) IDivider (class in qkeras.qtools.quantized_operators.divider_factory) IDividerImpl (class in qkeras.qtools.quantized_operators.divider_impl) IMerger (class in qkeras.qtools.quantized_operators.merge_factory) implementation (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) implemented_as() (qkeras.qtools.quantized_operators.accumulator_impl.FixedPointAccumulator static method) (qkeras.qtools.quantized_operators.accumulator_impl.FloatingPointAccumulator static method) (qkeras.qtools.quantized_operators.accumulator_impl.IAccumulator static method) (qkeras.qtools.quantized_operators.accumulator_impl.Po2Accumulator static method) (qkeras.qtools.quantized_operators.adder_impl.FixedPointAdder static method) (qkeras.qtools.quantized_operators.adder_impl.FloatingPointAdder static method) (qkeras.qtools.quantized_operators.adder_impl.IAdderImpl static method) (qkeras.qtools.quantized_operators.adder_impl.Po2Adder static method) (qkeras.qtools.quantized_operators.adder_impl.Po2FixedPointAdder static method) (qkeras.qtools.quantized_operators.divider_impl.FloatingPointDivider static method) (qkeras.qtools.quantized_operators.divider_impl.IDividerImpl static method) (qkeras.qtools.quantized_operators.divider_impl.Shifter static method) (qkeras.qtools.quantized_operators.divider_impl.Subtractor static method) (qkeras.qtools.quantized_operators.merge_factory.Add method) (qkeras.qtools.quantized_operators.merge_factory.Maximum static method) (qkeras.qtools.quantized_operators.merge_factory.Multiply method) (qkeras.qtools.quantized_operators.multiplier_impl.Adder static method) (qkeras.qtools.quantized_operators.multiplier_impl.AndGate static method) (qkeras.qtools.quantized_operators.multiplier_impl.FixedPointMultiplier static method) (qkeras.qtools.quantized_operators.multiplier_impl.FloatingPointMultiplier static method) (qkeras.qtools.quantized_operators.multiplier_impl.IMultiplier static method) (qkeras.qtools.quantized_operators.multiplier_impl.Mux static method) (qkeras.qtools.quantized_operators.multiplier_impl.Shifter static method) (qkeras.qtools.quantized_operators.multiplier_impl.XorGate static method)

IMultiplier (class in qkeras.qtools.quantized_operators.multiplier_impl) input (qkeras.qtools.quantized_operators.multiplier_impl.Shifter attribute) input_quantizer_list (qkeras.qtools.generate_layer_data_type_map.LayerDataType attribute) int_bits (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedBits attribute) integer (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.quantized_linear property) (qkeras.quantizers.quantized_relu attribute) (qkeras.quantizers.quantized_ulaw attribute) IQuantizer (class in qkeras.qtools.quantized_operators.quantizer_impl) is_merge_layers() (in module qkeras.qtools.qtools_util) is_nested() (in module qkeras.ops_portable) is_quantized_clip (qkeras.quantizers.quantized_relu attribute) is_quantizer_supported() (qkeras.qtools.quantized_operators.quantizer_factory.QuantizerFactory method) is_shape_alternation_layers() (in module qkeras.qtools.qtools_util) is_signed (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedBits attribute) is_TFOpLambda_layer() (in module qkeras.utils) is_upsampled() (in module qkeras.qtools.qtools_util) ISubtractor (class in qkeras.qtools.quantized_operators.subtractor_factory)

K

keep_negative (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_linear property) kernel_constraint (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) kernel_initializer (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property)

kernel_quantizer (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) kernel_quantizer_internal (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) kernel_regularizer (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property)

L

LayerDataType (class in qkeras.qtools.generate_layer_data_type_map) load_own_variables() (qkeras.qconv2d_batchnorm.QConv2DBatchnorm method) (qkeras.qdense_batchnorm.QDenseBatchnorm method) (qkeras.qdepthwiseconv2d_batchnorm.QDepthwiseConv2DBatchnorm method)

load_qmodel() (in module qkeras.utils) log2_rounding (qkeras.quantizers.quantized_po2 attribute) (qkeras.quantizers.quantized_relu_po2 attribute) lookup() (qkeras.registry.Registry method) lookup_quantizer() (in module qkeras.quantizer_registry)

M

make_accumulator() (qkeras.qtools.quantized_operators.accumulator_factory.AccumulatorFactory method) make_default_quantizer() (qkeras.qtools.quantized_operators.quantizer_factory.QuantizerFactory method) make_multiplier() (qkeras.qtools.quantized_operators.multiplier_factory.MultiplierFactory method) make_quantizer() (qkeras.qtools.quantized_operators.adder_factory.IAdder method) (qkeras.qtools.quantized_operators.divider_factory.IDivider method) (qkeras.qtools.quantized_operators.fused_bn_factory.FusedBNFactory method) (qkeras.qtools.quantized_operators.merge_factory.MergeFactory method) (qkeras.qtools.quantized_operators.qbn_factory.QBNFactory method) (qkeras.qtools.quantized_operators.quantizer_factory.QuantizerFactory method) (qkeras.qtools.quantized_operators.subtractor_factory.ISubtractor method) map_to_json() (in module qkeras.qtools.interface) max() (qkeras.quantizers.bernoulli method) (qkeras.quantizers.binary method) (qkeras.quantizers.quantized_bits method) (qkeras.quantizers.quantized_linear method) (qkeras.quantizers.quantized_po2 method) (qkeras.quantizers.quantized_relu method) (qkeras.quantizers.quantized_relu_po2 method) (qkeras.quantizers.quantized_sigmoid method) (qkeras.quantizers.quantized_tanh method) (qkeras.quantizers.quantized_ulaw method) (qkeras.quantizers.stochastic_binary method) (qkeras.quantizers.stochastic_ternary method) (qkeras.quantizers.ternary method) max_po2_exponent (qkeras.quantizers.binary attribute) (qkeras.quantizers.quantized_bits attribute) max_value (qkeras.quantizers.quantized_po2 attribute) (qkeras.quantizers.quantized_relu_po2 attribute) Maximum (class in qkeras.qtools.quantized_operators.merge_factory) memory_read_energy() (in module qkeras.qtools.qenergy.qenergy) memory_write_energy() (in module qkeras.qtools.qenergy.qenergy) MergeFactory (class in qkeras.qtools.quantized_operators.merge_factory) min() (qkeras.quantizers.bernoulli method) (qkeras.quantizers.binary method) (qkeras.quantizers.quantized_bits method) (qkeras.quantizers.quantized_hswish method) (qkeras.quantizers.quantized_linear method) (qkeras.quantizers.quantized_po2 method) (qkeras.quantizers.quantized_relu method) (qkeras.quantizers.quantized_relu_po2 method) (qkeras.quantizers.quantized_sigmoid method) (qkeras.quantizers.quantized_tanh method) (qkeras.quantizers.quantized_ulaw method) (qkeras.quantizers.stochastic_binary method) (qkeras.quantizers.stochastic_ternary method) (qkeras.quantizers.ternary method) min_po2_exponent (qkeras.quantizers.binary attribute) (qkeras.quantizers.quantized_bits attribute) Minimum (class in qkeras.qtools.quantized_operators.merge_factory) mode (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedBits attribute) model_quantize() (in module qkeras.utils) model_save_quantized_weights() (in module qkeras.utils) module qkeras qkeras.b2t qkeras.base_quantizer qkeras.bn_folding_utils qkeras.callbacks qkeras.codebook qkeras.estimate qkeras.ops_portable qkeras.qconv2d_batchnorm qkeras.qconvolutional qkeras.qdense_batchnorm qkeras.qdepthwise_conv2d_transpose qkeras.qdepthwiseconv2d_batchnorm qkeras.qlayers qkeras.qmac qkeras.qnormalization qkeras.qoctave qkeras.qpooling qkeras.qrecurrent qkeras.qseparable_conv2d_transpose qkeras.qtools qkeras.qtools.config_public qkeras.qtools.generate_layer_data_type_map qkeras.qtools.interface qkeras.qtools.qenergy qkeras.qtools.qenergy.qenergy qkeras.qtools.qgraph qkeras.qtools.qtools_util qkeras.qtools.quantized_operators qkeras.qtools.quantized_operators.accumulator_factory qkeras.qtools.quantized_operators.accumulator_impl qkeras.qtools.quantized_operators.adder_factory qkeras.qtools.quantized_operators.adder_impl qkeras.qtools.quantized_operators.divider_factory qkeras.qtools.quantized_operators.divider_impl qkeras.qtools.quantized_operators.fused_bn_factory qkeras.qtools.quantized_operators.merge_factory qkeras.qtools.quantized_operators.multiplier_factory qkeras.qtools.quantized_operators.multiplier_impl qkeras.qtools.quantized_operators.qbn_factory qkeras.qtools.quantized_operators.quantizer_factory qkeras.qtools.quantized_operators.quantizer_impl qkeras.qtools.quantized_operators.subtractor_factory qkeras.qtools.run_qtools qkeras.qtools.settings qkeras.quantizer_imports qkeras.quantizer_registry qkeras.quantizers qkeras.registry qkeras.utils

multiplier (qkeras.qtools.generate_layer_data_type_map.LayerDataType attribute) MultiplierFactory (class in qkeras.qtools.quantized_operators.multiplier_factory) Multiply (class in qkeras.qtools.quantized_operators.merge_factory) Mux (class in qkeras.qtools.quantized_operators.multiplier_impl)

N

name (qkeras.qtools.quantized_operators.quantizer_impl.QuantizedBits attribute) name() (qkeras.qtools.quantized_operators.multiplier_impl.IMultiplier method) negative_slope (qkeras.quantizers.quantized_relu attribute) (qkeras.quantizers.quantized_relu_po2 attribute)

non_trainable_variables (qkeras.base_quantizer.BaseQuantizer property) number_of_unrolls (qkeras.quantizers.stochastic_ternary attribute)

O

OctaveConv2D() (in module qkeras.qoctave) on_epoch_begin() (qkeras.callbacks.QNoiseScheduler method) on_epoch_end() (qkeras.callbacks.QNoiseScheduler method) on_train_batch_begin() (qkeras.callbacks.QNoiseScheduler method) on_train_begin() (qkeras.callbacks.QNoiseScheduler method)

operation_count (qkeras.qtools.generate_layer_data_type_map.LayerDataType attribute) output (qkeras.qtools.quantized_operators.multiplier_impl.Shifter attribute) output_quantizer (qkeras.qtools.generate_layer_data_type_map.LayerDataType attribute) output_quantizer() (qkeras.qtools.quantized_operators.multiplier_impl.IMultiplier method) output_shapes (qkeras.qtools.generate_layer_data_type_map.LayerDataType attribute)

P

parameter_read_energy() (in module qkeras.qtools.qenergy.qenergy) pe() (qkeras.qtools.run_qtools.QTools method) po2_qbits_converter() (in module qkeras.qtools.quantized_operators.adder_impl) po2_to_qbits() (in module qkeras.qtools.quantized_operators.accumulator_impl) Po2Accumulator (class in qkeras.qtools.quantized_operators.accumulator_impl) Po2Adder (class in qkeras.qtools.quantized_operators.adder_impl) Po2FixedPointAdder (class in qkeras.qtools.quantized_operators.adder_impl)

populate_bias_quantizer_from_accumulator() (in module qkeras.bn_folding_utils) populate_quantizer() (in module qkeras.qtools.interface) post_training_scale (qkeras.quantizers.quantized_bits attribute) PowerOfTwo (class in qkeras.qtools.quantized_operators.quantizer_impl) print_model_sparsity() (in module qkeras.utils) print_qstats() (in module qkeras.estimate) (in module qkeras.qtools.interface) PrintGraph() (in module qkeras.qtools.qgraph)

Q

QActivation (class in qkeras.qlayers) QAdaptiveActivation (class in qkeras.qlayers) QAveragePooling2D (class in qkeras.qpooling) QBatchNormalization (class in qkeras.qnormalization) QBidirectional (class in qkeras.qrecurrent) QBNFactory (class in qkeras.qtools.quantized_operators.qbn_factory) QConv1D (class in qkeras.qconvolutional) QConv2D (class in qkeras.qconvolutional) QConv2DBatchnorm (class in qkeras.qconv2d_batchnorm) QConv2DTranspose (class in qkeras.qconvolutional) QDense (class in qkeras.qlayers) QDenseBatchnorm (class in qkeras.qdense_batchnorm) QDepthwiseConv2D (class in qkeras.qconvolutional) QDepthwiseConv2DBatchnorm (class in qkeras.qdepthwiseconv2d_batchnorm) QDepthwiseConv2DTranspose (class in qkeras.qdepthwise_conv2d_transpose) QGlobalAveragePooling2D (class in qkeras.qpooling) QGRU (class in qkeras.qrecurrent) QGRUCell (class in qkeras.qrecurrent) QInitializer (class in qkeras.qlayers) qkeras module qkeras.b2t module qkeras.base_quantizer module qkeras.bn_folding_utils module qkeras.callbacks module qkeras.codebook module qkeras.estimate module qkeras.ops_portable module qkeras.qconv2d_batchnorm module qkeras.qconvolutional module qkeras.qdense_batchnorm module qkeras.qdepthwise_conv2d_transpose module qkeras.qdepthwiseconv2d_batchnorm module qkeras.qlayers module qkeras.qmac module qkeras.qnormalization module qkeras.qoctave module qkeras.qpooling module qkeras.qrecurrent module qkeras.qseparable_conv2d_transpose module qkeras.qtools module qkeras.qtools.config_public module qkeras.qtools.generate_layer_data_type_map module qkeras.qtools.interface module qkeras.qtools.qenergy module qkeras.qtools.qenergy.qenergy module qkeras.qtools.qgraph module qkeras.qtools.qtools_util module qkeras.qtools.quantized_operators module qkeras.qtools.quantized_operators.accumulator_factory module

qkeras.qtools.quantized_operators.accumulator_impl module qkeras.qtools.quantized_operators.adder_factory module qkeras.qtools.quantized_operators.adder_impl module qkeras.qtools.quantized_operators.divider_factory module qkeras.qtools.quantized_operators.divider_impl module qkeras.qtools.quantized_operators.fused_bn_factory module qkeras.qtools.quantized_operators.merge_factory module qkeras.qtools.quantized_operators.multiplier_factory module qkeras.qtools.quantized_operators.multiplier_impl module qkeras.qtools.quantized_operators.qbn_factory module qkeras.qtools.quantized_operators.quantizer_factory module qkeras.qtools.quantized_operators.quantizer_impl module qkeras.qtools.quantized_operators.subtractor_factory module qkeras.qtools.run_qtools module qkeras.qtools.settings module qkeras.quantizer_imports module qkeras.quantizer_registry module qkeras.quantizers module qkeras.registry module qkeras.utils module QLSTM (class in qkeras.qrecurrent) QLSTMCell (class in qkeras.qrecurrent) QMobileNetSeparableConv2D() (in module qkeras.qconvolutional) qnoise_factor (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.quantized_po2 attribute) (qkeras.quantizers.quantized_relu attribute) (qkeras.quantizers.quantized_relu_po2 attribute) QNoiseScheduler (class in qkeras.callbacks) QOctaveConv2D() (in module qkeras.qoctave) QScaleShift (class in qkeras.qmac) QSeparableConv1D (class in qkeras.qconvolutional) QSeparableConv2D (class in qkeras.qconvolutional) QSeparableConv2DTranspose (class in qkeras.qseparable_conv2d_transpose) QSimpleRNN (class in qkeras.qrecurrent) QSimpleRNNCell (class in qkeras.qrecurrent) QTools (class in qkeras.qtools.run_qtools) qtools_stats_print() (qkeras.qtools.run_qtools.QTools method) qtools_stats_to_json() (qkeras.qtools.run_qtools.QTools method) quadratic_approximation (qkeras.quantizers.quantized_po2 attribute) (qkeras.quantizers.quantized_relu_po2 attribute) quantize_activation() (in module qkeras.utils) quantized_bits (class in qkeras.quantizers) quantized_hswish (class in qkeras.quantizers) quantized_linear (class in qkeras.quantizers) quantized_model_debug() (in module qkeras.utils) quantized_model_dump() (in module qkeras.utils) quantized_model_from_json() (in module qkeras.utils) quantized_po2 (class in qkeras.quantizers) quantized_relu (class in qkeras.quantizers) quantized_relu_po2 (class in qkeras.quantizers) quantized_sigmoid (class in qkeras.quantizers) quantized_tanh (class in qkeras.quantizers) quantized_ulaw (class in qkeras.quantizers) QuantizedBits (class in qkeras.qtools.quantized_operators.quantizer_impl) QuantizedRelu (class in qkeras.qtools.quantized_operators.quantizer_impl) QuantizedTanh (class in qkeras.qtools.quantized_operators.quantizer_impl) QuantizedUlaw (class in qkeras.qtools.quantized_operators.quantizer_impl) quantizer_bits_calculator() (qkeras.qtools.quantized_operators.quantizer_impl.PowerOfTwo method) QuantizerFactory (class in qkeras.qtools.quantized_operators.quantizer_factory)

R

range() (qkeras.quantizers.quantized_bits method) (qkeras.quantizers.quantized_linear method) (qkeras.quantizers.quantized_relu method) recurrent_activation (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) recurrent_constraint (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) recurrent_dropout (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) recurrent_initializer (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) recurrent_quantizer (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property)

recurrent_quantizer_internal (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) recurrent_regularizer (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) register() (qkeras.registry.Registry method) register_quantizer() (in module qkeras.quantizer_registry) Registry (class in qkeras.registry) relu_shift (qkeras.quantizers.quantized_hswish attribute) relu_upper_bound (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.quantized_relu attribute) ReluPowerOfTwo (class in qkeras.qtools.quantized_operators.quantizer_impl) remove_mask_keys() (in module qkeras.utils) reset_after (qkeras.qrecurrent.QGRU property)

S

safe_eval() (in module qkeras) save_own_variables() (qkeras.qconv2d_batchnorm.QConv2DBatchnorm method) (qkeras.qdense_batchnorm.QDenseBatchnorm method) (qkeras.qdepthwiseconv2d_batchnorm.QDepthwiseConv2DBatchnorm method) scalar() (in module qkeras.callbacks) scale (qkeras.quantizers.quantized_linear property) scale_axis (qkeras.quantizers.binary attribute) (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.quantized_linear property) set_internal_sigmoid() (in module qkeras.quantizers) set_qnoise_factor() (qkeras.callbacks.QNoiseScheduler method) set_quantizers() (qkeras.callbacks.QNoiseScheduler method) set_weights() (qkeras.qlayers.QAdaptiveActivation method) Shifter (class in qkeras.qtools.quantized_operators.divider_impl) (class in qkeras.qtools.quantized_operators.multiplier_impl) smooth_sigmoid() (in module qkeras.quantizers) smooth_tanh() (in module qkeras.quantizers)

state_quantizer (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) state_quantizer_internal (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) stochastic_binary (class in qkeras.quantizers) stochastic_round() (in module qkeras.quantizers) stochastic_round_po2() (in module qkeras.quantizers) stochastic_ternary (class in qkeras.quantizers) StochasticBinary (class in qkeras.qtools.quantized_operators.quantizer_impl) StochasticTernary (class in qkeras.qtools.quantized_operators.quantizer_impl) Subtractor (class in qkeras.qtools.quantized_operators.divider_impl) symmetric (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.quantized_sigmoid attribute) (qkeras.quantizers.quantized_tanh attribute) (qkeras.quantizers.quantized_ulaw attribute)

T

TagMissingError temperature (qkeras.quantizers.bernoulli attribute) (qkeras.quantizers.stochastic_binary attribute) (qkeras.quantizers.stochastic_ternary attribute) Ternary (class in qkeras.qtools.quantized_operators.quantizer_impl) ternary (class in qkeras.quantizers)

threshold (qkeras.quantizers.stochastic_ternary attribute) (qkeras.quantizers.ternary attribute) to_python_bool_if_possible() (in module qkeras.ops_portable) to_scalar() (in module qkeras.qtools.qenergy.qenergy) trainable_variables (qkeras.base_quantizer.BaseQuantizer property) two_tier_embedding_compression() (in module qkeras.codebook)

U

u (qkeras.quantizers.quantized_ulaw attribute) UnacceptedQuantizerError unfold_model() (in module qkeras.bn_folding_utils) unit_forget_bias (qkeras.qrecurrent.QLSTM property) units (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) update() (qkeras.qtools.settings.ConfigClass method) update_inference_values() (qkeras.qtools.quantized_operators.quantizer_impl.PowerOfTwo method) update_output_quantizer_in_graph() (in module qkeras.qtools.generate_layer_data_type_map) update_qnoise_factor() (qkeras.base_quantizer.BaseQuantizer method) (qkeras.callbacks.QNoiseScheduler method) update_quantizer() (qkeras.qtools.quantized_operators.quantizer_impl.PowerOfTwo method) use_01 (qkeras.quantizers.binary attribute) use_bias (qkeras.qrecurrent.QGRU property) (qkeras.qrecurrent.QLSTM property) (qkeras.qrecurrent.QSimpleRNN property) use_real_sigmoid (qkeras.quantizers.bernoulli attribute) (qkeras.quantizers.quantized_sigmoid attribute) (qkeras.quantizers.stochastic_binary attribute) (qkeras.quantizers.stochastic_ternary attribute) use_real_tanh (qkeras.quantizers.quantized_tanh attribute)

use_sigmoid (qkeras.quantizers.quantized_relu attribute) use_sign_function (qkeras.quantizers.quantized_linear property) use_ste (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.quantized_po2 attribute) (qkeras.quantizers.quantized_relu attribute) (qkeras.quantizers.quantized_relu_po2 attribute) use_stochastic_rounding (qkeras.quantizers.binary attribute) (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.quantized_linear property) (qkeras.quantizers.quantized_po2 attribute) (qkeras.quantizers.quantized_relu attribute) (qkeras.quantizers.quantized_relu_po2 attribute) (qkeras.quantizers.quantized_sigmoid attribute) (qkeras.quantizers.quantized_tanh attribute) (qkeras.quantizers.ternary attribute) use_variables (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.quantized_linear property) (qkeras.quantizers.quantized_po2 attribute) (qkeras.quantizers.quantized_relu attribute) (qkeras.quantizers.quantized_relu_po2 attribute)

V

var_name (qkeras.quantizers.quantized_bits attribute) (qkeras.quantizers.quantized_hswish attribute) (qkeras.quantizers.quantized_po2 attribute) (qkeras.quantizers.quantized_relu attribute) (qkeras.quantizers.quantized_relu_po2 attribute)

variables (qkeras.base_quantizer.BaseQuantizer property)

W

w_shapes (qkeras.qtools.generate_layer_data_type_map.LayerDataType attribute) weight (qkeras.qtools.quantized_operators.multiplier_impl.Shifter attribute)

weight_compression() (in module qkeras.codebook) weight_quantizer (qkeras.qtools.generate_layer_data_type_map.LayerDataType attribute) WrongInputQuantizerError

X

x (qkeras.quantizers.binary attribute) (qkeras.quantizers.stochastic_binary attribute) (qkeras.quantizers.stochastic_ternary attribute) (qkeras.quantizers.ternary attribute)

XorGate (class in qkeras.qtools.quantized_operators.multiplier_impl)