Index

A

add_weight() (qkeras.quantizers.frozen_quantizer.FrozenFixedPointQuantizer method) all_places() (in module hgq.quantizer.config)

all_quantizer_types() (in module hgq.config.quantizer) (in module hgq.quantizer.config)

B

b (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKBI property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKIF property) (hgq.quantizer.internal.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerKBI property) (hgq.quantizer.internal.FixedPointQuantizerKIF property) b0 (hgq.quantizer.config.KBIConfig attribute) BaseBetaPID (class in hgq.utils.sugar.beta_pid) batch() (hgq.utils.dataset.Dataset method) (hgq.utils.sugar.Dataset method) bc (hgq.quantizer.config.KBIConfig attribute) beta (hgq.layers.batch_normalization.QBatchNormalization property) (hgq.layers.core.base.QLayerBase property) (hgq.layers.core.QLayerBase property) (hgq.layers.QBatchNormalization property) beta0 (hgq.config.layer.GlobalConfig attribute) BetaPID (class in hgq.utils.sugar) (class in hgq.utils.sugar.beta_pid) BetaScheduler (class in hgq.utils.sugar) (class in hgq.utils.sugar.beta_scheduler) bits (hgq.layers.Quantizer property) (hgq.quantizer.internal.base.DummyQuantizer property) (hgq.quantizer.internal.base.TrainableQuantizerBase property) (hgq.quantizer.internal.DummyQuantizer property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerBase property) (hgq.quantizer.internal.float_point_quantizer.FloatPointQuantizer property) (hgq.quantizer.internal.FloatPointQuantizer property) (hgq.quantizer.internal.TrainableQuantizerBase property) (hgq.quantizer.Quantizer property) (hgq.quantizer.quantizer.Quantizer property) (qkeras.quantizers.quantized_bits property) (qkeras.quantizers.quantized_bits.quantized_bits property) bits_() (hgq.layers.Quantizer method) (hgq.quantizer.Quantizer method) (hgq.quantizer.quantizer.Quantizer method) BitwidthMapperBase (class in hgq.quantizer.internal) (class in hgq.quantizer.internal.base) bq (hgq.layers.batch_normalization.QBatchNormalization property) (hgq.layers.conv.QBaseConv property) (hgq.layers.core.dense.QDense property) (hgq.layers.core.einsum_dense.QEinsumDense property) (hgq.layers.core.QDense property) (hgq.layers.core.QEinsumDense property) (hgq.layers.einsum_dense_batchnorm.QEinsumDenseBatchnorm property) (hgq.layers.QBatchNormalization property) (hgq.layers.QEinsumDense property) (hgq.layers.QEinsumDenseBatchnorm property) br (hgq.quantizer.config.KBIConfig attribute) build() (hgq.layers.batch_normalization.QBatchNormalization method) (hgq.layers.conv.QBaseConv method) (hgq.layers.core.base.MultipleQuantizers method) (hgq.layers.core.base.QLayerBase method) (hgq.layers.core.base.QLayerBaseMultiInputs method) (hgq.layers.core.base.QLayerBaseSingleInput method) (hgq.layers.core.dense.QBatchNormDense method) (hgq.layers.core.dense.QDense method) (hgq.layers.core.einsum_dense.QEinsumDense method) (hgq.layers.core.QBatchNormDense method) (hgq.layers.core.QDense method) (hgq.layers.core.QEinsumDense method) (hgq.layers.core.QLayerBase method) (hgq.layers.core.QLayerBaseMultiInputs method) (hgq.layers.core.QLayerBaseSingleInput method) (hgq.layers.einsum_dense_batchnorm.QEinsumDenseBatchnorm method) (hgq.layers.multi_head_attention.QMultiHeadAttention method) (hgq.layers.ops.accum.QMeanPow2 method) (hgq.layers.ops.accum.QSum method) (hgq.layers.ops.einsum.QEinsum method) (hgq.layers.ops.merge.QAveragePow2 method) (hgq.layers.ops.merge.QDot method) (hgq.layers.ops.QAveragePow2 method) (hgq.layers.ops.QDot method) (hgq.layers.ops.QEinsum method) (hgq.layers.ops.QMeanPow2 method) (hgq.layers.ops.QSum method) (hgq.layers.QAveragePow2 method) (hgq.layers.QBatchNormalization method) (hgq.layers.QBatchNormDense method) (hgq.layers.QDot method) (hgq.layers.QEinsum method) (hgq.layers.QEinsumDense method) (hgq.layers.QEinsumDenseBatchnorm method) (hgq.layers.QMeanPow2 method) (hgq.layers.QMultiHeadAttention method) (hgq.layers.QSoftmax method) (hgq.layers.QSum method) (hgq.layers.Quantizer method) (hgq.layers.softmax.QSoftmax method) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase method) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKBI method) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKIF method) (hgq.quantizer.internal.FixedPointQuantizerBase method) (hgq.quantizer.internal.FixedPointQuantizerKBI method) (hgq.quantizer.internal.FixedPointQuantizerKIF method) (hgq.quantizer.internal.float_point_quantizer.FloatPointQuantizer method) (hgq.quantizer.internal.FloatPointQuantizer method) (hgq.quantizer.Quantizer method) (hgq.quantizer.quantizer.Quantizer method) (qkeras.quantizers.frozen_quantizer.FrozenFixedPointQuantizer method)

bw_mapper (hgq.quantizer.config.FloatConfig attribute) (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) (hgq.quantizer.config.QuantizerConfigBase attribute) bw_to_x() (hgq.quantizer.internal.base.BitwidthMapperBase method) (hgq.quantizer.internal.base.DefaultBitwidthMapper method) (hgq.quantizer.internal.BitwidthMapperBase method) (hgq.quantizer.internal.DefaultBitwidthMapper method)

C

call() (hgq.layers.activation.QUnaryFunctionLUT method) (hgq.layers.batch_normalization.QBatchNormalization method) (hgq.layers.conv.QBaseConv method) (hgq.layers.conv.QConv1D method) (hgq.layers.core.base.MultipleQuantizers method) (hgq.layers.core.dense.QBatchNormDense method) (hgq.layers.core.dense.QDense method) (hgq.layers.core.einsum_dense.QEinsumDense method) (hgq.layers.core.QBatchNormDense method) (hgq.layers.core.QDense method) (hgq.layers.core.QEinsumDense method) (hgq.layers.einsum_dense_batchnorm.QEinsumDenseBatchnorm method) (hgq.layers.multi_head_attention.QMultiHeadAttention method) (hgq.layers.ops.accum.QSum method) (hgq.layers.ops.einsum.QEinsum method) (hgq.layers.ops.merge.QMerge method) (hgq.layers.ops.QEinsum method) (hgq.layers.ops.QSum method) (hgq.layers.QBatchNormalization method) (hgq.layers.QBatchNormDense method) (hgq.layers.QConv1D method) (hgq.layers.QEinsum method) (hgq.layers.QEinsumDense method) (hgq.layers.QEinsumDenseBatchnorm method) (hgq.layers.QMultiHeadAttention method) (hgq.layers.QSoftmax method) (hgq.layers.QSum method) (hgq.layers.Quantizer method) (hgq.layers.QUnaryFunctionLUT method) (hgq.layers.softmax.QSoftmax method) (hgq.quantizer.internal.base.DummyQuantizer method) (hgq.quantizer.internal.base.TrainableQuantizerBase method) (hgq.quantizer.internal.DummyQuantizer method) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase method) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKBI method) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKIF method) (hgq.quantizer.internal.FixedPointQuantizerBase method) (hgq.quantizer.internal.FixedPointQuantizerKBI method) (hgq.quantizer.internal.FixedPointQuantizerKIF method) (hgq.quantizer.internal.float_point_quantizer.FloatPointQuantizer method) (hgq.quantizer.internal.FloatPointQuantizer method) (hgq.quantizer.internal.TrainableQuantizerBase method) (hgq.quantizer.Quantizer method) (hgq.quantizer.quantizer.Quantizer method)

check_axis() (in module hgq.quantizer.internal.base) check_save_load_own_variables() (in module hgq.layers.core.base) compute_output_shape() (hgq.layers.multi_head_attention.QMultiHeadAttention method) (hgq.layers.QMultiHeadAttention method) (hgq.layers.QSoftmax method) (hgq.layers.softmax.QSoftmax method) (hgq.quantizer.internal.base.TrainableQuantizerBase method) (hgq.quantizer.internal.TrainableQuantizerBase method)

D

Dataset (class in hgq.utils.dataset) (class in hgq.utils.sugar) DefaultBitwidthMapper (class in hgq.quantizer.internal) (class in hgq.quantizer.internal.base)

DummyQuantizer (class in hgq.quantizer.internal) (class in hgq.quantizer.internal.base)

E

e (hgq.quantizer.internal.float_point_quantizer.FloatPointQuantizer property) (hgq.quantizer.internal.FloatPointQuantizer property) e0 (hgq.quantizer.config.FloatConfig attribute) (hgq.quantizer.internal.float_point_quantizer.FloatPointQuantizer property) (hgq.quantizer.internal.FloatPointQuantizer property) e00 (hgq.quantizer.config.FloatConfig attribute) e0c (hgq.quantizer.config.FloatConfig attribute) e0r (hgq.quantizer.config.FloatConfig attribute) ebops (hgq.layers.core.base.QLayerBase property) (hgq.layers.core.QLayerBase property) (hgq.layers.multi_head_attention.QMultiHeadAttention property) (hgq.layers.QMultiHeadAttention property) (hgq.layers.QSoftmax property) (hgq.layers.softmax.QSoftmax property) ec (hgq.quantizer.config.FloatConfig attribute) enable_ebops (hgq.config.layer.GlobalConfig attribute) (hgq.layers.core.base.QLayerBase property) (hgq.layers.core.QLayerBase property) enable_iq (hgq.config.layer.GlobalConfig attribute) (hgq.layers.core.base.QLayerBase property) (hgq.layers.core.QLayerBase property)

enable_lora() (hgq.layers.core.base.QLayerBase method) (hgq.layers.core.QLayerBase method) enable_oq (hgq.config.layer.GlobalConfig attribute) (hgq.layers.core.base.QLayerBase property) (hgq.layers.core.QLayerBase property) epsilon (hgq.quantizer.internal.base.DummyQuantizer property) (hgq.quantizer.internal.base.TrainableQuantizerBase property) (hgq.quantizer.internal.DummyQuantizer property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerBase property) (hgq.quantizer.internal.float_point_quantizer.FloatPointQuantizer property) (hgq.quantizer.internal.FloatPointQuantizer property) (hgq.quantizer.internal.TrainableQuantizerBase property) epsilon_() (hgq.layers.Quantizer method) (hgq.quantizer.Quantizer method) (hgq.quantizer.quantizer.Quantizer method) er (hgq.quantizer.config.FloatConfig attribute)

F

f (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKBI property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKIF property) (hgq.quantizer.internal.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerKBI property) (hgq.quantizer.internal.FixedPointQuantizerKIF property) f0 (hgq.quantizer.config.KIFConfig attribute) fc (hgq.quantizer.config.KIFConfig attribute) FixedPointQuantizerBase (class in hgq.quantizer.internal) (class in hgq.quantizer.internal.fixed_point_quantizer) FixedPointQuantizerKBI (class in hgq.quantizer.internal) (class in hgq.quantizer.internal.fixed_point_quantizer) FixedPointQuantizerKIF (class in hgq.quantizer.internal) (class in hgq.quantizer.internal.fixed_point_quantizer) FloatConfig (class in hgq.quantizer.config) FloatPointQuantizer (class in hgq.quantizer.internal) (class in hgq.quantizer.internal.float_point_quantizer)

fr (hgq.quantizer.config.KIFConfig attribute) FreeEBOPs (class in hgq.utils.sugar) (class in hgq.utils.sugar.ebops) from_config() (hgq.config.quantizer.QuantizerConfig class method) (hgq.config.QuantizerConfig class method) (hgq.layers.core.base.QLayerBase class method) (hgq.layers.core.QLayerBase class method) (hgq.layers.Quantizer class method) (hgq.quantizer.config.QuantizerConfig class method) (hgq.quantizer.internal.base.BitwidthMapperBase class method) (hgq.quantizer.internal.BitwidthMapperBase class method) (hgq.quantizer.Quantizer class method) (hgq.quantizer.quantizer.Quantizer class method) (hgq.quantizer.QuantizerConfig class method) from_string() (qkeras.quantizers.quantized_bits class method) (qkeras.quantizers.quantized_bits.quantized_bits class method) FrozenFixedPointQuantizer (class in qkeras.quantizers.frozen_quantizer)

G

gamma (hgq.layers.batch_normalization.QBatchNormalization property) (hgq.layers.QBatchNormalization property) gather_vars_to_kwargs() (in module hgq.utils.misc) get_any_k() (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase method) (hgq.quantizer.internal.FixedPointQuantizerBase method) get_avg_beta() (hgq.utils.sugar.beta_pid.BetaPID method) (hgq.utils.sugar.BetaPID method) get_config() (hgq.config.quantizer.QuantizerConfig method) (hgq.config.QuantizerConfig method) (hgq.constraints.Max method) (hgq.constraints.Min method) (hgq.constraints.MinMax method) (hgq.layers.activation.QUnaryFunctionLUT method) (hgq.layers.batch_normalization.QBatchNormalization method) (hgq.layers.conv.QBaseConv method) (hgq.layers.conv.QConv1D method) (hgq.layers.conv.QConv2D method) (hgq.layers.conv.QConv3D method) (hgq.layers.core.base.QLayerBase method) (hgq.layers.core.base.QLayerBaseMultiInputs method) (hgq.layers.core.base.QLayerBaseSingleInput method) (hgq.layers.core.dense.QBatchNormDense method) (hgq.layers.core.dense.QDense method) (hgq.layers.core.einsum_dense.QEinsumDense method) (hgq.layers.core.QBatchNormDense method) (hgq.layers.core.QDense method) (hgq.layers.core.QEinsumDense method) (hgq.layers.core.QLayerBase method) (hgq.layers.core.QLayerBaseMultiInputs method) (hgq.layers.core.QLayerBaseSingleInput method) (hgq.layers.einsum_dense_batchnorm.QEinsumDenseBatchnorm method) (hgq.layers.multi_head_attention.QMultiHeadAttention method) (hgq.layers.ops.accum.QMeanPow2 method) (hgq.layers.ops.accum.QSum method) (hgq.layers.ops.einsum.QEinsum method) (hgq.layers.ops.merge.QAdd method) (hgq.layers.ops.merge.QAveragePow2 method) (hgq.layers.ops.merge.QDot method) (hgq.layers.ops.merge.QMaximum method) (hgq.layers.ops.merge.QMerge method) (hgq.layers.ops.merge.QMinimum method) (hgq.layers.ops.merge.QMultiply method) (hgq.layers.ops.merge.QSubtract method) (hgq.layers.ops.QAdd method) (hgq.layers.ops.QAveragePow2 method) (hgq.layers.ops.QDot method) (hgq.layers.ops.QEinsum method) (hgq.layers.ops.QMaximum method) (hgq.layers.ops.QMeanPow2 method) (hgq.layers.ops.QMinimum method) (hgq.layers.ops.QMultiply method) (hgq.layers.ops.QSubtract method) (hgq.layers.ops.QSum method) (hgq.layers.QAdd method) (hgq.layers.QAveragePow2 method) (hgq.layers.QBatchNormalization method) (hgq.layers.QBatchNormDense method) (hgq.layers.QConv1D method) (hgq.layers.QConv2D method) (hgq.layers.QConv3D method) (hgq.layers.QDot method) (hgq.layers.QEinsum method) (hgq.layers.QEinsumDense method) (hgq.layers.QEinsumDenseBatchnorm method) (hgq.layers.QMaximum method) (hgq.layers.QMeanPow2 method) (hgq.layers.QMinimum method) (hgq.layers.QMultiHeadAttention method) (hgq.layers.QMultiply method) (hgq.layers.QSoftmax method) (hgq.layers.QSubtract method) (hgq.layers.QSum method) (hgq.layers.Quantizer method) (hgq.layers.QUnaryFunctionLUT method) (hgq.layers.softmax.QSoftmax method) (hgq.quantizer.config.QuantizerConfig method) (hgq.quantizer.internal.base.BitwidthMapperBase method) (hgq.quantizer.internal.base.DefaultBitwidthMapper method) (hgq.quantizer.internal.BitwidthMapperBase method) (hgq.quantizer.internal.DefaultBitwidthMapper method) (hgq.quantizer.Quantizer method) (hgq.quantizer.quantizer.Quantizer method) (hgq.quantizer.QuantizerConfig method) (hgq.regularizers.MonoL1 method) (qkeras.initializers.initializer.QInitializer method) (qkeras.initializers.QInitializer method) (qkeras.quantizers.frozen_quantizer.FrozenFixedPointQuantizer method) (qkeras.quantizers.quantized_bits method) (qkeras.quantizers.quantized_bits.quantized_bits method)

get_ebops() (hgq.utils.sugar.beta_pid.BaseBetaPID method) get_fused_qkernel_and_qbias() (hgq.layers.core.dense.QBatchNormDense method) (hgq.layers.core.QBatchNormDense method) (hgq.layers.einsum_dense_batchnorm.QEinsumDenseBatchnorm method) (hgq.layers.QBatchNormDense method) (hgq.layers.QEinsumDenseBatchnorm method) get_method_source() (in module hgq.layers.core.base) get_minimal_i() (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKBI method) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKIF method) (hgq.quantizer.internal.FixedPointQuantizerKBI method) (hgq.quantizer.internal.FixedPointQuantizerKIF method) get_minimum_i() (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase method) (hgq.quantizer.internal.FixedPointQuantizerBase method) get_quantizer() (hgq.config.quantizer.QuantizerConfig method) (hgq.config.QuantizerConfig method) (hgq.quantizer.config.QuantizerConfig method) (hgq.quantizer.QuantizerConfig method) (qkeras.quantizers.quantized_bits method) (qkeras.quantizers.quantized_bits.quantized_bits method) get_quantizer_config_kwargs() (hgq.layers.Quantizer method) (hgq.quantizer.Quantizer method) (hgq.quantizer.quantizer.Quantizer method) GlobalConfig (class in hgq.config.layer)

H

heterogeneous_axis (hgq.quantizer.config.FloatConfig attribute) (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) (hgq.quantizer.config.QuantizerConfigBase attribute) hgq module hgq.config module hgq.config.layer module hgq.config.quantizer module hgq.constraints module hgq.layers module hgq.layers.activation module hgq.layers.batch_normalization module hgq.layers.conv module hgq.layers.core module hgq.layers.core.base module hgq.layers.core.dense module hgq.layers.core.einsum_dense module hgq.layers.einsum_dense_batchnorm module hgq.layers.multi_head_attention module hgq.layers.ops module hgq.layers.ops.accum module hgq.layers.ops.einsum module hgq.layers.ops.merge module hgq.layers.softmax module

hgq.quantizer module hgq.quantizer.config module hgq.quantizer.internal module hgq.quantizer.internal.base module hgq.quantizer.internal.fixed_point_quantizer module hgq.quantizer.internal.float_point_quantizer module hgq.quantizer.quantizer module hgq.regularizers module hgq.utils module hgq.utils.dataset module hgq.utils.minmax_trace module hgq.utils.misc module hgq.utils.singleton module hgq.utils.sugar module hgq.utils.sugar.beta_pid module hgq.utils.sugar.beta_scheduler module hgq.utils.sugar.ebops module hgq.utils.sugar.pareto module hgq.utils.sugar.pbar module homogeneous_axis (hgq.quantizer.config.FloatConfig attribute) (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) (hgq.quantizer.config.QuantizerConfigBase attribute)

I

i (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKBI property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKIF property) (hgq.quantizer.internal.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerKBI property) (hgq.quantizer.internal.FixedPointQuantizerKIF property) i0 (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) i_decay_speed (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerBase property) ic (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) inference_weight_shape() (hgq.quantizer.internal.base.BitwidthMapperBase method) (hgq.quantizer.internal.base.DefaultBitwidthMapper method) (hgq.quantizer.internal.BitwidthMapperBase method) (hgq.quantizer.internal.DefaultBitwidthMapper method)

integers (qkeras.quantizers.quantized_bits property) (qkeras.quantizers.quantized_bits.quantized_bits property) iq (hgq.layers.core.base.QLayerBaseMultiInputs property) (hgq.layers.core.base.QLayerBaseSingleInput property) (hgq.layers.core.QLayerBaseMultiInputs property) (hgq.layers.core.QLayerBaseSingleInput property) iq_confs (hgq.layers.core.base.QLayerBaseMultiInputs property) (hgq.layers.core.QLayerBaseMultiInputs property) ir (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) is_weight (hgq.quantizer.config.FloatConfig attribute) (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) (hgq.quantizer.config.QuantizerConfigBase attribute)

K

k (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKBI property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKIF property) (hgq.quantizer.internal.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerKBI property) (hgq.quantizer.internal.FixedPointQuantizerKIF property) k0 (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) KBIConfig (class in hgq.quantizer.config) keep_negative (qkeras.quantizers.quantized_bits property) (qkeras.quantizers.quantized_bits.quantized_bits property) keepdims (hgq.layers.ops.accum.QSum property) (hgq.layers.ops.QSum property) (hgq.layers.QSum property) kif (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKBI property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKIF property) (hgq.quantizer.internal.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerKBI property) (hgq.quantizer.internal.FixedPointQuantizerKIF property)

KIFConfig (class in hgq.quantizer.config) kq (hgq.layers.batch_normalization.QBatchNormalization property) (hgq.layers.conv.QBaseConv property) (hgq.layers.core.dense.QDense property) (hgq.layers.core.einsum_dense.QEinsumDense property) (hgq.layers.core.QDense property) (hgq.layers.core.QEinsumDense property) (hgq.layers.einsum_dense_batchnorm.QEinsumDenseBatchnorm property) (hgq.layers.QBatchNormalization property) (hgq.layers.QEinsumDense property) (hgq.layers.QEinsumDenseBatchnorm property)

L

LayerConfigScope (class in hgq.config) (class in hgq.config.layer)

load_own_variables() (hgq.layers.core.base.QLayerBase method) (hgq.layers.core.QLayerBase method)

M

m (hgq.quantizer.internal.float_point_quantizer.FloatPointQuantizer property) (hgq.quantizer.internal.FloatPointQuantizer property) m0 (hgq.quantizer.config.FloatConfig attribute) Max (class in hgq.constraints) max (hgq.quantizer.internal.base.DummyQuantizer property) (hgq.quantizer.internal.base.TrainableQuantizerBase property) (hgq.quantizer.internal.DummyQuantizer property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerBase property) (hgq.quantizer.internal.float_point_quantizer.FloatPointQuantizer property) (hgq.quantizer.internal.FloatPointQuantizer property) (hgq.quantizer.internal.TrainableQuantizerBase property) (qkeras.quantizers.quantized_bits property) (qkeras.quantizers.quantized_bits.quantized_bits property) max_() (hgq.layers.Quantizer method) (hgq.quantizer.Quantizer method) (hgq.quantizer.quantizer.Quantizer method) mc (hgq.quantizer.config.FloatConfig attribute) Min (class in hgq.constraints) min (hgq.quantizer.internal.base.DummyQuantizer property) (hgq.quantizer.internal.base.TrainableQuantizerBase property) (hgq.quantizer.internal.DummyQuantizer property) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerBase property) (hgq.quantizer.internal.float_point_quantizer.FloatPointQuantizer property) (hgq.quantizer.internal.FloatPointQuantizer property) (hgq.quantizer.internal.TrainableQuantizerBase property) (qkeras.quantizers.quantized_bits property) (qkeras.quantizers.quantized_bits.quantized_bits property) min_() (hgq.layers.Quantizer method) (hgq.quantizer.Quantizer method) (hgq.quantizer.quantizer.Quantizer method) minimal_i_given_xb() (in module hgq.quantizer.internal.fixed_point_quantizer) minimal_i_given_xf() (in module hgq.quantizer.internal.fixed_point_quantizer) MinMax (class in hgq.constraints) module hgq hgq.config hgq.config.layer hgq.config.quantizer hgq.constraints hgq.layers hgq.layers.activation hgq.layers.batch_normalization hgq.layers.conv hgq.layers.core hgq.layers.core.base hgq.layers.core.dense hgq.layers.core.einsum_dense hgq.layers.einsum_dense_batchnorm hgq.layers.multi_head_attention hgq.layers.ops hgq.layers.ops.accum hgq.layers.ops.einsum hgq.layers.ops.merge hgq.layers.softmax hgq.quantizer hgq.quantizer.config hgq.quantizer.internal hgq.quantizer.internal.base hgq.quantizer.internal.fixed_point_quantizer hgq.quantizer.internal.float_point_quantizer hgq.quantizer.quantizer hgq.regularizers hgq.utils hgq.utils.dataset hgq.utils.minmax_trace hgq.utils.misc hgq.utils.singleton hgq.utils.sugar hgq.utils.sugar.beta_pid hgq.utils.sugar.beta_scheduler hgq.utils.sugar.ebops hgq.utils.sugar.pareto hgq.utils.sugar.pbar qkeras qkeras.initializers qkeras.initializers.initializer qkeras.qlayers qkeras.quantizers qkeras.quantizers.frozen_quantizer qkeras.quantizers.quantized_bits qkeras.quantizers.utils

MonoL1 (class in hgq.regularizers) mr (hgq.quantizer.config.FloatConfig attribute) MultipleQuantizers (class in hgq.layers.core.base)

O

on_epoch_begin() (hgq.utils.sugar.beta_pid.BaseBetaPID method) (hgq.utils.sugar.beta_pid.BetaPID method) (hgq.utils.sugar.beta_scheduler.BetaScheduler method) (hgq.utils.sugar.BetaPID method) (hgq.utils.sugar.BetaScheduler method) (hgq.utils.sugar.PBar method) (hgq.utils.sugar.pbar.PBar method) on_epoch_end() (hgq.utils.sugar.beta_pid.BetaPID method) (hgq.utils.sugar.beta_scheduler.BetaScheduler method) (hgq.utils.sugar.BetaPID method) (hgq.utils.sugar.BetaScheduler method) (hgq.utils.sugar.ebops.FreeEBOPs method) (hgq.utils.sugar.FreeEBOPs method) (hgq.utils.sugar.pareto.ParetoFront method) (hgq.utils.sugar.ParetoFront method) (hgq.utils.sugar.PBar method) (hgq.utils.sugar.pbar.PBar method)

on_train_begin() (hgq.utils.sugar.beta_pid.BetaPID method) (hgq.utils.sugar.BetaPID method) (hgq.utils.sugar.pareto.ParetoFront method) (hgq.utils.sugar.ParetoFront method) on_train_end() (hgq.utils.sugar.PBar method) (hgq.utils.sugar.pbar.PBar method) oq (hgq.layers.core.base.QLayerBase property) (hgq.layers.core.QLayerBase property) overflow_mode (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerBase property) override() (hgq.config.quantizer.QuantizerConfigScope method) (hgq.config.QuantizerConfigScope method) (hgq.quantizer.config.QuantizerConfigScope method)

P

ParetoFront (class in hgq.utils.sugar) (class in hgq.utils.sugar.pareto) parse_string_to_args() (in module qkeras.quantizers.utils) PBar (class in hgq.utils.sugar) (class in hgq.utils.sugar.pbar)

PID (class in hgq.utils.sugar.beta_pid) PieceWiseSchedule (class in hgq.utils.sugar) (class in hgq.utils.sugar.beta_scheduler)

Q

q_type (hgq.layers.Quantizer property) (hgq.quantizer.Quantizer property) (hgq.quantizer.quantizer.Quantizer property) QAdd (class in hgq.layers) (class in hgq.layers.ops) (class in hgq.layers.ops.merge) QAveragePow2 (class in hgq.layers) (class in hgq.layers.ops) (class in hgq.layers.ops.merge) QBaseConv (class in hgq.layers.conv) QBatchNormalization (class in hgq.layers) (class in hgq.layers.batch_normalization) QBatchNormDense (class in hgq.layers) (class in hgq.layers.core) (class in hgq.layers.core.dense) qbias (hgq.layers.conv.QBaseConv property) (hgq.layers.core.dense.QBatchNormDense property) (hgq.layers.core.dense.QDense property) (hgq.layers.core.einsum_dense.QEinsumDense property) (hgq.layers.core.QBatchNormDense property) (hgq.layers.core.QDense property) (hgq.layers.core.QEinsumDense property) (hgq.layers.einsum_dense_batchnorm.QEinsumDenseBatchnorm property) (hgq.layers.QBatchNormDense property) (hgq.layers.QEinsumDense property) (hgq.layers.QEinsumDenseBatchnorm property) QConv1D (class in hgq.layers) (class in hgq.layers.conv) QConv2D (class in hgq.layers) (class in hgq.layers.conv) QConv3D (class in hgq.layers) (class in hgq.layers.conv) QDense (class in hgq.layers.core) (class in hgq.layers.core.dense) QDot (class in hgq.layers) (class in hgq.layers.ops) (class in hgq.layers.ops.merge) QEinsum (class in hgq.layers) (class in hgq.layers.ops) (class in hgq.layers.ops.einsum) QEinsumDense (class in hgq.layers) (class in hgq.layers.core) (class in hgq.layers.core.einsum_dense) QEinsumDenseBatchnorm (class in hgq.layers) (class in hgq.layers.einsum_dense_batchnorm) QInitializer (class in qkeras.initializers) (class in qkeras.initializers.initializer) qkeras module qkeras.initializers module qkeras.initializers.initializer module qkeras.qlayers module qkeras.quantizers module qkeras.quantizers.frozen_quantizer module qkeras.quantizers.quantized_bits module qkeras.quantizers.utils module

qkeras_layer_wrap() (in module qkeras.qlayers) qkernel (hgq.layers.conv.QBaseConv property) (hgq.layers.core.dense.QBatchNormDense property) (hgq.layers.core.dense.QDense property) (hgq.layers.core.einsum_dense.QEinsumDense property) (hgq.layers.core.QBatchNormDense property) (hgq.layers.core.QDense property) (hgq.layers.core.QEinsumDense property) (hgq.layers.einsum_dense_batchnorm.QEinsumDenseBatchnorm property) (hgq.layers.QBatchNormDense property) (hgq.layers.QEinsumDense property) (hgq.layers.QEinsumDenseBatchnorm property) QLayerBase (class in hgq.layers.core) (class in hgq.layers.core.base) QLayerBaseMultiInputs (class in hgq.layers.core) (class in hgq.layers.core.base) QLayerBaseSingleInput (class in hgq.layers.core) (class in hgq.layers.core.base) QLayerMeta (class in hgq.layers.core.base) QMaximum (class in hgq.layers) (class in hgq.layers.ops) (class in hgq.layers.ops.merge) QMeanPow2 (class in hgq.layers) (class in hgq.layers.ops) (class in hgq.layers.ops.accum) QMerge (class in hgq.layers.ops.merge) QMinimum (class in hgq.layers) (class in hgq.layers.ops) (class in hgq.layers.ops.merge) QMultiHeadAttention (class in hgq.layers) (class in hgq.layers.multi_head_attention) QMultiply (class in hgq.layers) (class in hgq.layers.ops) (class in hgq.layers.ops.merge) qscaler_and_qoffset (hgq.layers.batch_normalization.QBatchNormalization property) (hgq.layers.QBatchNormalization property) QSoftmax (class in hgq.layers) (class in hgq.layers.softmax) QSubtract (class in hgq.layers) (class in hgq.layers.ops) (class in hgq.layers.ops.merge) QSum (class in hgq.layers) (class in hgq.layers.ops) (class in hgq.layers.ops.accum) quantize() (hgq.quantizer.internal.base.TrainableQuantizerBase method) (hgq.quantizer.internal.TrainableQuantizerBase method) quantized_bits (class in qkeras.quantizers) (class in qkeras.quantizers.quantized_bits) quantized_relu (class in qkeras.quantizers.quantized_bits) Quantizer (class in hgq.layers) (class in hgq.quantizer) (class in hgq.quantizer.quantizer) QuantizerConfig (class in hgq.config) (class in hgq.config.quantizer) (class in hgq.quantizer) (class in hgq.quantizer.config) QuantizerConfigBase (class in hgq.quantizer.config) QuantizerConfigScope (class in hgq.config) (class in hgq.config.quantizer) (class in hgq.quantizer.config) QUnaryFunctionLUT (class in hgq.layers) (class in hgq.layers.activation)

R

round_mode (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerBase property)

S

save_own_variables() (hgq.layers.core.base.QLayerBase method) (hgq.layers.core.QLayerBase method) scale (hgq.layers.ops.accum.QSum property) (hgq.layers.ops.QSum property) (hgq.layers.QSum property) seed_gen (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerBase property)

set_beta() (hgq.utils.sugar.beta_pid.BaseBetaPID method) Singleton (class in hgq.utils.singleton) str_float_int_or_none() (in module qkeras.quantizers.utils) symmetric (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerBase property) (hgq.quantizer.internal.FixedPointQuantizerBase property) (qkeras.quantizers.quantized_bits property) (qkeras.quantizers.quantized_bits.quantized_bits property)

T

trace_minmax() (in module hgq.utils) (in module hgq.utils.minmax_trace) trainable (hgq.quantizer.config.FloatConfig attribute) (hgq.quantizer.config.KBIConfig attribute) (hgq.quantizer.config.KIFConfig attribute) (hgq.quantizer.config.QuantizerConfigBase attribute)

TrainableQuantizerBase (class in hgq.quantizer.internal) (class in hgq.quantizer.internal.base) TrainingFlagWrapper (class in hgq.utils.minmax_trace) try_build_output_quantizer() (hgq.layers.core.base.QLayerBase method) (hgq.layers.core.QLayerBase method)

U

update_gains() (hgq.utils.sugar.beta_pid.PID method)

update_gains_KcTiTd() (hgq.utils.sugar.beta_pid.PID method)

V

validate_config() (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKBI method) (hgq.quantizer.internal.fixed_point_quantizer.FixedPointQuantizerKIF method) (hgq.quantizer.internal.FixedPointQuantizerKBI method) (hgq.quantizer.internal.FixedPointQuantizerKIF method)

W

warn_no_synth() (in module hgq.utils.misc)

X

x_to_bw_absmax() (hgq.quantizer.internal.base.BitwidthMapperBase method) (hgq.quantizer.internal.base.DefaultBitwidthMapper method) (hgq.quantizer.internal.BitwidthMapperBase method) (hgq.quantizer.internal.DefaultBitwidthMapper method)

x_to_bw_sign() (hgq.quantizer.internal.base.DefaultBitwidthMapper method) (hgq.quantizer.internal.DefaultBitwidthMapper method)