HGQ package

Subpackages

• HGQ.bops package
  • Submodules
  • HGQ.bops.bops module
    • CalibratedBOPs
      • CalibratedBOPs.on_epoch_end()
    • FreeBOPs
      • FreeBOPs.on_epoch_end()
    • ResetMinMax
      • ResetMinMax.on_epoch_end()
      • ResetMinMax.reset_minmax()
    • trace_minmax()
  • Module contents
• HGQ.layers package
  • Subpackages
    • HGQ.layers.experimental package
      • Submodules
      • HGQ.layers.experimental.attn module
      • Module contents
  • Submodules
  • HGQ.layers.base module
    • ABSBaseLayer
      • ABSBaseLayer.input_bw
      • ABSBaseLayer.input_bw_exact
      • ABSBaseLayer.last_layer
    • HLayerBase
      • HLayerBase.act_bw
      • HLayerBase.act_bw_exact
      • HLayerBase.beta
      • HLayerBase.build()
      • HLayerBase.call()
      • HLayerBase.can_bias_cover_rnd
      • HLayerBase.compute_exact_bops
      • HLayerBase.forward()
      • HLayerBase.fused_bias
      • HLayerBase.fused_kernel
      • HLayerBase.fused_qbias
      • HLayerBase.fused_qkernel
      • HLayerBase.get_config()
      • HLayerBase.get_keras_config()
      • HLayerBase.init_quantizers()
      • HLayerBase.kernel_bw
      • HLayerBase.kernel_bw_exact
      • HLayerBase.kq_config
      • HLayerBase.paq_config
      • HLayerBase.post_build()
      • HLayerBase.reset_minmax()
    • scale_grad()
  • HGQ.layers.batchnorm_base module
    • FakeObj
    • HBatchNormBase
      • HBatchNormBase.adapt_fused_bn_kernel_bw_bits()
      • HBatchNormBase.fused_bias
      • HBatchNormBase.fused_kernel
      • HBatchNormBase.post_build()
    • HBatchNormalization
      • HBatchNormalization.compute_exact_bops
      • HBatchNormalization.compute_output_shape()
      • HBatchNormalization.forward()
      • HBatchNormalization.post_build()
  • HGQ.layers.conv module
    • HConv
      • HConv.compute_exact_bops
      • HConv.convolution_op()
      • HConv.forward()
      • HConv.jit_forward()
      • HConv.post_build()
    • HConv1D
    • HConv1DBatchNorm
    • HConv2D
    • HConv2DBatchNorm
    • HConvBatchNorm
      • HConvBatchNorm.bn_train_jit_forward()
      • HConvBatchNorm.forward()
  • HGQ.layers.dense module
    • HDense
      • HDense.compute_exact_bops
      • HDense.forward()
      • HDense.jit_forward()
      • HDense.parallel_factor
      • HDense.post_build()
    • HDenseBatchNorm
      • HDenseBatchNorm.bn_train_jit_forward()
      • HDenseBatchNorm.forward()
  • HGQ.layers.misc module
    • HActivation
      • HActivation.compute_output_shape()
      • HActivation.post_build()
    • HAdd
      • HAdd.compute_output_shape()
      • HAdd.forward()
    • HQuantize
      • HQuantize.compute_output_shape()
      • HQuantize.forward()
  • HGQ.layers.passive_layers module
    • PAveragePooling1D
    • PAveragePooling2D
    • PAvgPool1D
    • PAvgPool2D
    • PConcatenate
      • PConcatenate.act_bw
      • PConcatenate.act_bw_exact
      • PConcatenate.input_bw
    • PDropout
    • PFlatten
    • PLayerBase
      • PLayerBase.act_bw
      • PLayerBase.act_bw_exact
    • PMaxPool1D
    • PMaxPool2D
    • PMaxPooling1D
    • PMaxPooling2D
    • PPermute
    • PPool1D
      • PPool1D.act_bw
      • PPool1D.act_bw_exact
      • PPool1D.build()
    • PPool2D
      • PPool2D.act_bw
      • PPool2D.act_bw_exact
      • PPool2D.build()
    • PReshape
    • Signature
      • Signature.act_bw
      • Signature.act_bw_exact
      • Signature.build()
      • Signature.call()
      • Signature.get_config()
      • Signature.input_bw
  • Module contents
• HGQ.proxy package
  • Subpackages
    • HGQ.proxy.plugins package
      • Submodules
      • HGQ.proxy.plugins.qkeras module
      • Module contents
  • Submodules
  • HGQ.proxy.convert module
    • Namer
      • Namer.next_name()
    • ProxyLayerXFormer
      • ProxyLayerXFormer.get_kbiRS()
    • apply_layer()
    • convert_model()
    • copy_fused_weights()
    • get_all_nodes()
    • get_weight()
    • solve_dependencies()
    • to_keras_layer()
    • to_proxy_model()
  • HGQ.proxy.fixed_point_quantizer module
    • FixedPointQuantizer
      • FixedPointQuantizer.call()
      • FixedPointQuantizer.from_config()
      • FixedPointQuantizer.fusible
      • FixedPointQuantizer.get_config()
      • FixedPointQuantizer.heterogeneous
      • FixedPointQuantizer.result_t_kif
    • RND()
    • RND_CONV()
    • RND_INF()
    • RND_MIN_INF()
    • RND_ZERO()
    • SAT()
    • SAT_SYM()
    • SAT_ZERO()
    • TRN()
    • TRN_ZERO()
    • WRAP()
    • WRAP_SM()
    • fixed()
    • gfixed()
    • gfixed_quantizer()
    • ufixed()
  • HGQ.proxy.precision_derivation module
    • STREAM
    • activation_kif_forward()
    • derive_result_kifRS_from_next_quantizers()
    • get_arr_container()
    • get_config()
    • get_config_table_tablesize_result()
    • get_config_wight_accum_result_bias()
    • get_input_kifs()
    • get_produced_kif()
    • get_request_kif()
    • get_requested_kif()
    • get_result_kifRS()
    • get_whatever_quantizer()
    • merge_precision()
    • register_qconf()
    • result_kifRS_layer_with_fusible_quantizer()
  • HGQ.proxy.unary_lut module
    • UnaryLUT
      • UnaryLUT.build()
      • UnaryLUT.call()
      • UnaryLUT.from_activation()
      • UnaryLUT.get_config()
      • UnaryLUT.proxy_ready
    • xfr_to_unary_lut()
  • Module contents
• HGQ.quantizer package
  • Submodules
  • HGQ.quantizer.quantizer module
    • HGQ
      • HGQ.adapt_bw_bits()
      • HGQ.bias_forward()
      • HGQ.build()
      • HGQ.bw_clip
      • HGQ.degeneracy
      • HGQ.exact_q_value
      • HGQ.forward()
      • HGQ.from_config()
      • HGQ.get_bits()
      • HGQ.get_bits_exact()
      • HGQ.init_minmax()
      • HGQ.minmax_record
      • HGQ.minmax_reg_reset()
      • HGQ.regularizer
      • HGQ.rnd_strategy
      • HGQ.skip_dims
    • get_arr_bits()
    • q_round()
  • Module contents
• HGQ.utils package
  • Submodules
  • HGQ.utils.utils module
    • MonoL1
      • MonoL1.get_config()
    • apf_to_tuple()
    • get_default_kq_conf()
    • get_default_paq_conf()
    • set_default_kq_conf()
    • set_default_paq_conf()
    • tuple_to_apf()
    • warn()
  • Module contents

Module contents

class HGQ.Shutup

Bases: object

close()

flush()

write(s)