Index

A

ACExponentPrecisionDefinition (class in hls4ml.backends.oneapi.oneapi_types) ACFixedPrecisionDefinition (class in hls4ml.backends.fpga.fpga_types) ACIntegerPrecisionDefinition (class in hls4ml.backends.fpga.fpga_types) Activation (class in hls4ml.model.layers) ActivationConfigTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) ActivationFunctionTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) ActivationStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.core_templates) ActivationTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.core_templates) ACTypeConverter (class in hls4ml.backends.fpga.fpga_types) add_bias() (hls4ml.model.layers.ApplyAlpha method) (hls4ml.model.layers.Layer method) add_edge() (in module hls4ml.utils.plot) add_output_variable() (hls4ml.model.layers.Layer method) add_weights() (hls4ml.model.layers.ApplyAlpha method) (hls4ml.model.layers.Layer method) add_weights_variable() (hls4ml.model.layers.Layer method) AggregratedArrayVariableConverter (class in hls4ml.backends.oneapi.oneapi_types) APFixedPrecisionDefinition (class in hls4ml.backends.fpga.fpga_types)

APIntegerPrecisionDefinition (class in hls4ml.backends.fpga.fpga_types) apply_flow() (hls4ml.model.graph.ModelGraph method) ApplyAlpha (class in hls4ml.model.layers) ApplyAlphaConfigTemplate (class in hls4ml.backends.catapult.passes.quantization_templates) (class in hls4ml.backends.oneapi.passes.quantization_templates) (class in hls4ml.backends.quartus.passes.quantization_templates) (class in hls4ml.backends.vivado.passes.quantization_templates) ApplyAlphaFunctionTemplate (class in hls4ml.backends.catapult.passes.quantization_templates) (class in hls4ml.backends.oneapi.passes.quantization_templates) (class in hls4ml.backends.quartus.passes.quantization_templates) (class in hls4ml.backends.vivado.passes.quantization_templates) ApplyAlphaStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.quantization_templates) ApplyAlphaTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.quantization_templates) ApplyResourceStrategy (class in hls4ml.backends.catapult.passes.resource_strategy) (class in hls4ml.backends.oneapi.passes.resource_strategy) (class in hls4ml.backends.quartus.passes.resource_strategy) (class in hls4ml.backends.vivado.passes.resource_strategy) ApplyWinogradKernelTransformation (class in hls4ml.backends.catapult.passes.convolution_winograd) (class in hls4ml.backends.oneapi.passes.convolution_winograd) (class in hls4ml.backends.quartus.passes.convolution_winograd) APTypeConverter (class in hls4ml.backends.fpga.fpga_types) ArrayVariableConverter (class in hls4ml.backends.fpga.fpga_types) Attribute (class in hls4ml.model.attributes) AttributeDict (class in hls4ml.model.attributes) AttributeMapping (class in hls4ml.model.attributes)

B

Backend (class in hls4ml.backends.backend) BatchNormalization (class in hls4ml.model.layers) BatchNormalizationConfigTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) BatchNormalizationFunctionTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) BatchNormalizationQuantizedTanh (class in hls4ml.backends.fpga.fpga_layers) BatchNormalizationQuantizedTanhConfigTemplate (class in hls4ml.backends.catapult.passes.bn_quant) (class in hls4ml.backends.oneapi.passes.bn_quant) (class in hls4ml.backends.quartus.passes.bn_quant) (class in hls4ml.backends.vivado.passes.bn_quant) BatchNormalizationQuantizedTanhFunctionTemplate (class in hls4ml.backends.catapult.passes.bn_quant) (class in hls4ml.backends.oneapi.passes.bn_quant) (class in hls4ml.backends.quartus.passes.bn_quant) (class in hls4ml.backends.vivado.passes.bn_quant) BatchNormalizationQuantizedTanhStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.bn_quant) BatchNormalizationQuantizedTanhTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.bn_quant) BatchNormalizationStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.core_templates) BatchNormalizationTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.core_templates) BatchNormOnnx (class in hls4ml.model.layers)

BatchNormOnnxConstantParameters (class in hls4ml.model.optimizer.passes.batchnorm_opt) BiasAdd (class in hls4ml.model.layers) BiasDownAdd (class in hls4ml.model.optimizer.passes.move_scales) BinaryQuantizer (class in hls4ml.model.quantizers) BinaryScheduler (class in hls4ml.optimization.dsp_aware_pruning.scheduler) BLOCK (hls4ml.optimization.dsp_aware_pruning.config.SUPPORTED_STRUCTURES attribute) BramWeightVariableConverter (class in hls4ml.backends.fpga.fpga_types) Broadcast (class in hls4ml.backends.catapult.passes.broadcast_stream) (class in hls4ml.backends.vivado.passes.broadcast_stream) BroadcastConfigTemplate (class in hls4ml.backends.catapult.passes.broadcast_stream) (class in hls4ml.backends.vivado.passes.broadcast_stream) BroadcastFunctionTemplate (class in hls4ml.backends.catapult.passes.broadcast_stream) (class in hls4ml.backends.vivado.passes.broadcast_stream) BroadcastStream (class in hls4ml.backends.catapult.passes.broadcast_stream) (class in hls4ml.backends.vivado.passes.broadcast_stream) build() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.symbolic.symbolic_backend.SymbolicExpressionBackend method) (hls4ml.backends.vitis.vitis_backend.VitisBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) (hls4ml.backends.vivado_accelerator.vivado_accelerator_backend.VivadoAcceleratorBackend method) (hls4ml.model.graph.ModelGraph method) (hls4ml.optimization.dsp_aware_pruning.keras.builder.HyperOptimizationModel method) build_optimizable_model() (in module hls4ml.optimization.dsp_aware_pruning.keras.builder)

C

CatapultArrayVariableConverter (class in hls4ml.backends.catapult.catapult_types) CatapultArrayVariableDefinition (class in hls4ml.backends.catapult.catapult_types) CatapultBackend (class in hls4ml.backends.catapult.catapult_backend) CatapultInplaceArrayVariableConverter (class in hls4ml.backends.catapult.catapult_types) CatapultInplaceArrayVariableDefinition (class in hls4ml.backends.catapult.catapult_types) CatapultInplaceStreamVariableConverter (class in hls4ml.backends.catapult.catapult_types) CatapultInplaceStreamVariableDefinition (class in hls4ml.backends.catapult.catapult_types) CatapultStreamVariableConverter (class in hls4ml.backends.catapult.catapult_types) CatapultStreamVariableDefinition (class in hls4ml.backends.catapult.catapult_types) CatapultStructMemberVariableConverter (class in hls4ml.backends.catapult.catapult_types) CatapultStructMemberVariableDefinition (class in hls4ml.backends.catapult.catapult_types) CatapultWriter (class in hls4ml.writer.catapult_writer) ceil_log2() (in module hls4ml.utils.fixed_point_utils) ChannelsLastConverter (class in hls4ml.model.optimizer.passes.convert_to_channels_last) chdir() (in module hls4ml.backends.quartus.quartus_backend) check_pydot() (in module hls4ml.utils.plot) ChoiceAttribute (class in hls4ml.model.attributes) class_name (hls4ml.model.layers.Layer property) classproperty (class in hls4ml.model.layers) Clone (class in hls4ml.backends.fpga.passes.clone) CloneFunctionTemplate (class in hls4ml.backends.fpga.passes.clone) CloneOutput (class in hls4ml.backends.fpga.passes.clone) CloneStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.clone_templates) CloneTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.clone_templates) CodeAttrubute (class in hls4ml.model.attributes) CodeMapping (class in hls4ml.model.attributes) compile() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.model.graph.ModelGraph method) CompressedType (class in hls4ml.model.types) CompressedTypeConverter (class in hls4ml.backends.fpga.fpga_types) CompressedWeightVariable (class in hls4ml.model.types) compute_conv1d_instructions() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) compute_conv2d_instructions() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) compute_padding_1d() (in module hls4ml.converters.utils) compute_padding_1d_pytorch() (in module hls4ml.converters.utils) compute_padding_2d() (in module hls4ml.converters.utils) compute_padding_2d_pytorch() (in module hls4ml.converters.utils) compute_pads_1d() (in module hls4ml.converters.onnx_to_hls) compute_pads_2d() (in module hls4ml.converters.onnx_to_hls) Concatenate (class in hls4ml.model.layers) ConcatenateConfigTemplate (class in hls4ml.backends.catapult.passes.merge_templates) (class in hls4ml.backends.oneapi.passes.merge_templates) (class in hls4ml.backends.quartus.passes.merge_templates) (class in hls4ml.backends.vivado.passes.merge_templates) config_from_keras_model() (in module hls4ml.utils.config) config_from_onnx_model() (in module hls4ml.utils.config) config_from_pytorch_model() (in module hls4ml.utils.config) config_name (hls4ml.model.attributes.Attribute property) ConfigurableAttribute (class in hls4ml.model.attributes) ConfigurableOptimizerPass (class in hls4ml.model.optimizer.optimizer) configure() (hls4ml.model.optimizer.optimizer.ConfigurableOptimizerPass method) Constant (class in hls4ml.model.layers) ConstantBatchNormFusion (class in hls4ml.model.optimizer.passes.batchnorm_opt) ConstantScheduler (class in hls4ml.optimization.dsp_aware_pruning.scheduler) ConstQuantToConstAlpha (class in hls4ml.model.optimizer.passes.quant_opt) Conv (class in hls4ml.model.layers) Conv1D (class in hls4ml.model.layers) Conv1DConfigTemplate (class in hls4ml.backends.catapult.passes.convolution_templates) (class in hls4ml.backends.oneapi.passes.convolution_templates) (class in hls4ml.backends.quartus.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates)

Conv1DFunctionTemplate (class in hls4ml.backends.catapult.passes.convolution_templates) (class in hls4ml.backends.oneapi.passes.convolution_templates) (class in hls4ml.backends.quartus.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) Conv1DTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.convolution_templates) Conv2D (class in hls4ml.model.layers) Conv2DBatchnorm (class in hls4ml.model.layers) Conv2DConfigTemplate (class in hls4ml.backends.catapult.passes.convolution_templates) (class in hls4ml.backends.oneapi.passes.convolution_templates) (class in hls4ml.backends.quartus.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) Conv2DFunctionTemplate (class in hls4ml.backends.catapult.passes.convolution_templates) (class in hls4ml.backends.oneapi.passes.convolution_templates) (class in hls4ml.backends.quartus.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) Conv2DRegularizer (class in hls4ml.optimization.dsp_aware_pruning.keras.regularizers) Conv2DTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.convolution_templates) conv_mult_config_template (in module hls4ml.backends.oneapi.passes.convolution_templates) (in module hls4ml.backends.quartus.passes.convolution_templates) convert() (hls4ml.backends.fpga.fpga_types.ArrayVariableConverter method) (hls4ml.backends.fpga.fpga_types.BramWeightVariableConverter class method) (hls4ml.backends.fpga.fpga_types.FixedPrecisionConverter method) (hls4ml.backends.fpga.fpga_types.HLSTypeConverter method) (hls4ml.backends.fpga.fpga_types.InplaceStreamVariableConverter method) (hls4ml.backends.fpga.fpga_types.PrecisionConverter method) (hls4ml.backends.fpga.fpga_types.StaticWeightVariableConverter method) (hls4ml.backends.fpga.fpga_types.StreamVariableConverter method) (hls4ml.backends.fpga.fpga_types.StructMemberVariableConverter method) (hls4ml.backends.oneapi.oneapi_types.AggregratedArrayVariableConverter method) (hls4ml.backends.oneapi.oneapi_types.OneAPIStaticWeightVariableConverter method) convert_from_config() (in module hls4ml.converters) convert_from_keras_model() (in module hls4ml.converters) convert_from_onnx_model() (in module hls4ml.converters) convert_from_pytorch_model() (in module hls4ml.converters) convert_from_symbolic_expression() (in module hls4ml.converters) convert_precision() (hls4ml.backends.fpga.fpga_types.CompressedTypeConverter method) (hls4ml.backends.fpga.fpga_types.ExponentTypeConverter method) (hls4ml.backends.fpga.fpga_types.TypePrecisionConverter method) (hls4ml.backends.oneapi.oneapi_types.OneAPICompressedTypeConverter method) (hls4ml.backends.oneapi.oneapi_types.OneAPIExponentTypeConverter method) (hls4ml.backends.oneapi.oneapi_types.OneAPIPackedTypeConverter method) convert_precision_string() (hls4ml.backends.fpga.fpga_backend.FPGABackend class method) convert_to_pascal_case() (in module hls4ml.utils.string_utils) convert_to_snake_case() (in module hls4ml.utils.string_utils) ConvStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.convolution_templates) ConvToConvXD (class in hls4ml.model.optimizer.passes.conv_to_convxd) ConvToDepthwiseConvXD (class in hls4ml.model.optimizer.passes.conv_to_depthwiseconvxd) create_config() (in module hls4ml.utils.config) create_initial_config() (hls4ml.backends.backend.Backend method) (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.symbolic.symbolic_backend.SymbolicExpressionBackend method) (hls4ml.backends.vitis.vitis_backend.VitisBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) (hls4ml.backends.vivado_accelerator.vivado_accelerator_backend.VivadoAcceleratorBackend method) create_layer_class() (hls4ml.backends.backend.Backend method) (hls4ml.backends.fpga.fpga_backend.FPGABackend method)

D

declare_cpp() (hls4ml.backends.oneapi.oneapi_types.OneAPIInterfaceVariableDefinition method) (hls4ml.backends.oneapi.oneapi_types.OneAPIStreamVariableDefinition method) definition_cpp() (hls4ml.backends.catapult.catapult_types.CatapultArrayVariableDefinition method) (hls4ml.backends.catapult.catapult_types.CatapultInplaceArrayVariableDefinition method) (hls4ml.backends.catapult.catapult_types.CatapultInplaceStreamVariableDefinition method) (hls4ml.backends.catapult.catapult_types.CatapultStreamVariableDefinition method) (hls4ml.backends.catapult.catapult_types.CatapultStructMemberVariableDefinition method) (hls4ml.backends.fpga.fpga_types.ACFixedPrecisionDefinition method) (hls4ml.backends.fpga.fpga_types.ACIntegerPrecisionDefinition method) (hls4ml.backends.fpga.fpga_types.APFixedPrecisionDefinition method) (hls4ml.backends.fpga.fpga_types.APIntegerPrecisionDefinition method) (hls4ml.backends.fpga.fpga_types.CompressedTypeConverter method) (hls4ml.backends.fpga.fpga_types.ExponentTypeConverter method) (hls4ml.backends.fpga.fpga_types.NamedTypeConverter method) (hls4ml.backends.fpga.fpga_types.PackedTypeConverter method) (hls4ml.backends.fpga.fpga_types.PrecisionDefinition method) (hls4ml.backends.fpga.fpga_types.StaticWeightVariableDefinition method) (hls4ml.backends.fpga.fpga_types.TypeDefinition method) (hls4ml.backends.fpga.fpga_types.VariableDefinition method) (hls4ml.backends.oneapi.oneapi_types.ACExponentPrecisionDefinition method) (hls4ml.backends.oneapi.oneapi_types.OneAPIArrayVariableDefinition method) (hls4ml.backends.oneapi.oneapi_types.OneAPICompressedTypeConverter method) (hls4ml.backends.oneapi.oneapi_types.OneAPIExponentTypeConverter method) (hls4ml.backends.oneapi.oneapi_types.OneAPIInplaceArrayVariableDefinition method) (hls4ml.backends.oneapi.oneapi_types.OneAPIInplaceStreamVariableDefinition method) (hls4ml.backends.oneapi.oneapi_types.OneAPIInterfaceVariableDefinition method) (hls4ml.backends.oneapi.oneapi_types.OneAPIPackedTypeConverter method) (hls4ml.backends.oneapi.oneapi_types.OneAPIStaticWeightVariableDefinition method) (hls4ml.backends.oneapi.oneapi_types.OneAPIStreamVariableDefinition method) (hls4ml.backends.quartus.quartus_types.QuartusArrayVariableDefinition method) (hls4ml.backends.quartus.quartus_types.QuartusInplaceArrayVariableDefinition method) (hls4ml.backends.quartus.quartus_types.QuartusInplaceStreamVariableDefinition method) (hls4ml.backends.quartus.quartus_types.QuartusStreamVariableDefinition method) (hls4ml.backends.quartus.quartus_types.QuartusStructMemberVariableDefinition method) (hls4ml.backends.vivado.vivado_types.VivadoArrayVariableDefinition method) (hls4ml.backends.vivado.vivado_types.VivadoInplaceArrayVariableDefinition method) (hls4ml.backends.vivado.vivado_types.VivadoInplaceStreamVariableDefinition method) (hls4ml.backends.vivado.vivado_types.VivadoStreamVariableDefinition method)

Dense (class in hls4ml.model.layers) DenseConfigTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) DenseFunctionTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) DenseRegularizer (class in hls4ml.optimization.dsp_aware_pruning.keras.regularizers) DenseStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.core_templates) DenseTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.core_templates) DepthwiseConv1D (class in hls4ml.model.layers) DepthwiseConv1DFunctionTemplate (class in hls4ml.backends.catapult.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) DepthwiseConv2D (class in hls4ml.model.layers) DepthwiseConv2DFunctionTemplate (class in hls4ml.backends.catapult.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) Dot (class in hls4ml.model.layers) DotConfigTemplate (class in hls4ml.backends.catapult.passes.merge_templates) (class in hls4ml.backends.oneapi.passes.merge_templates) (class in hls4ml.backends.quartus.passes.merge_templates) (class in hls4ml.backends.vivado.passes.merge_templates) DynamicFlow (class in hls4ml.model.flow.flow)

E

EliminateLinearActivation (class in hls4ml.model.optimizer.passes.linear) Embedding (class in hls4ml.model.layers) EmbeddingConfigTemplate (class in hls4ml.backends.fpga.passes.embedding) EmbeddingFunctionTemplate (class in hls4ml.backends.fpga.passes.embedding) EmbeddingStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.embedding_templates) EmbeddingTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.embedding_templates) EnforceProxyModelEmbeddedConfig (class in hls4ml.model.optimizer.passes.hgq_proxy_model) exp_float() (hls4ml.utils.fixed_point_utils.FixedPointEmulator method)

ExpandLayerGroup (class in hls4ml.model.optimizer.passes.expand_layer_group) expected_attributes (hls4ml.model.layers.Layer attribute) ExponentPrecisionType (class in hls4ml.model.types) ExponentType (class in hls4ml.model.types) ExponentTypeConverter (class in hls4ml.backends.fpga.fpga_types) ExponentWeightVariable (class in hls4ml.model.types) extract_optimizers_from_object() (in module hls4ml.model.optimizer.optimizer) extract_optimizers_from_path() (in module hls4ml.model.optimizer.optimizer) ExtractTernaryThreshold (class in hls4ml.model.optimizer.passes.qkeras)

F

fetch_example_list() (in module hls4ml.utils.example_models) fetch_example_model() (in module hls4ml.utils.example_models) FifoDepthOptimization (class in hls4ml.backends.catapult.passes.fifo_depth_optimization) (class in hls4ml.backends.vivado.passes.fifo_depth_optimization) (class in hls4ml.backends.vivado_accelerator.passes.fifo_depth_optimization) find_minimum_width() (in module hls4ml.model.types) fixedpoint_quantizer_handler() (in module hls4ml.converters.keras.hgq_proxy_model) FixedPointEmulator (class in hls4ml.utils.fixed_point_utils) FixedPointQuantizer (class in hls4ml.model.optimizer.passes.hgq_proxy_model) FixedPrecisionConverter (class in hls4ml.backends.fpga.fpga_types) FixedPrecisionType (class in hls4ml.model.types) FixSoftmaxTableSize (class in hls4ml.backends.fpga.passes.fix_softmax_table_size) Flow (class in hls4ml.model.flow.flow) format() (hls4ml.backends.catapult.passes.bn_quant.BatchNormalizationQuantizedTanhConfigTemplate method) (hls4ml.backends.catapult.passes.bn_quant.BatchNormalizationQuantizedTanhFunctionTemplate method) (hls4ml.backends.catapult.passes.broadcast_stream.BroadcastConfigTemplate method) (hls4ml.backends.catapult.passes.broadcast_stream.BroadcastFunctionTemplate method) (hls4ml.backends.catapult.passes.convolution_templates.Conv1DConfigTemplate method) (hls4ml.backends.catapult.passes.convolution_templates.Conv1DFunctionTemplate method) (hls4ml.backends.catapult.passes.convolution_templates.Conv2DConfigTemplate method) (hls4ml.backends.catapult.passes.convolution_templates.Conv2DFunctionTemplate method) (hls4ml.backends.catapult.passes.convolution_templates.SeparableConv1DConfigTemplate method) (hls4ml.backends.catapult.passes.convolution_templates.SeparableConv1DFunctionTemplate method) (hls4ml.backends.catapult.passes.convolution_templates.SeparableConv2DConfigTemplate method) (hls4ml.backends.catapult.passes.convolution_templates.SeparableConv2DFunctionTemplate method) (hls4ml.backends.catapult.passes.core_templates.ActivationConfigTemplate method) (hls4ml.backends.catapult.passes.core_templates.ActivationFunctionTemplate method) (hls4ml.backends.catapult.passes.core_templates.BatchNormalizationConfigTemplate method) (hls4ml.backends.catapult.passes.core_templates.BatchNormalizationFunctionTemplate method) (hls4ml.backends.catapult.passes.core_templates.DenseConfigTemplate method) (hls4ml.backends.catapult.passes.core_templates.DenseFunctionTemplate method) (hls4ml.backends.catapult.passes.core_templates.HardActivationConfigTemplate method) (hls4ml.backends.catapult.passes.core_templates.ParamActivationConfigTemplate method) (hls4ml.backends.catapult.passes.core_templates.ParametrizedActivationFunctionTemplate method) (hls4ml.backends.catapult.passes.core_templates.PReLUFunctionTemplate method) (hls4ml.backends.catapult.passes.garnet_templates.GarNetConfigTemplate method) (hls4ml.backends.catapult.passes.garnet_templates.GarNetFunctionTemplate method) (hls4ml.backends.catapult.passes.merge_templates.ConcatenateConfigTemplate method) (hls4ml.backends.catapult.passes.merge_templates.DotConfigTemplate method) (hls4ml.backends.catapult.passes.merge_templates.MergeConfigTemplate method) (hls4ml.backends.catapult.passes.merge_templates.MergeFunctionTemplate method) (hls4ml.backends.catapult.passes.pooling_templates.PoolingConfigTemplate method) (hls4ml.backends.catapult.passes.pooling_templates.PoolingFunctionTemplate method) (hls4ml.backends.catapult.passes.quantization_templates.ApplyAlphaConfigTemplate method) (hls4ml.backends.catapult.passes.quantization_templates.ApplyAlphaFunctionTemplate method) (hls4ml.backends.catapult.passes.recurrent_templates.RecurrentConfigTemplate method) (hls4ml.backends.catapult.passes.recurrent_templates.RecurrentFunctionTemplate method) (hls4ml.backends.catapult.passes.reshaping_templates.ResizeConfigTemplate method) (hls4ml.backends.catapult.passes.reshaping_templates.ResizeFunctionTemplate method) (hls4ml.backends.catapult.passes.reshaping_templates.TransposeConfigTemplate method) (hls4ml.backends.catapult.passes.reshaping_templates.TransposeFunctionTemplate method) (hls4ml.backends.catapult.passes.reshaping_templates.ZeroPaddingConfigTemplate method) (hls4ml.backends.catapult.passes.reshaping_templates.ZeroPaddingFunctionTemplate method) (hls4ml.backends.fpga.passes.clone.CloneFunctionTemplate method) (hls4ml.backends.fpga.passes.embedding.EmbeddingConfigTemplate method) (hls4ml.backends.fpga.passes.embedding.EmbeddingFunctionTemplate method) (hls4ml.backends.fpga.passes.hgq_proxy_model.ProcessFixedPointQuantizerCall method) (hls4ml.backends.fpga.passes.hgq_proxy_model.ProcessUnaryLUTCall method) (hls4ml.backends.fpga.passes.repack_stream.RepackFunctionTemplate method) (hls4ml.backends.oneapi.passes.bn_quant.BatchNormalizationQuantizedTanhConfigTemplate method) (hls4ml.backends.oneapi.passes.bn_quant.BatchNormalizationQuantizedTanhFunctionTemplate method) (hls4ml.backends.oneapi.passes.bn_quant.BatchNormalizationQuantizedTanhStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.bn_quant.BatchNormalizationQuantizedTanhTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.clone_templates.CloneStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.clone_templates.CloneTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.convolution_templates.Conv1DConfigTemplate method) (hls4ml.backends.oneapi.passes.convolution_templates.Conv1DFunctionTemplate method) (hls4ml.backends.oneapi.passes.convolution_templates.Conv1DTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.convolution_templates.Conv2DConfigTemplate method) (hls4ml.backends.oneapi.passes.convolution_templates.Conv2DFunctionTemplate method) (hls4ml.backends.oneapi.passes.convolution_templates.Conv2DTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.convolution_templates.ConvStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.core_templates.ActivationConfigTemplate method) (hls4ml.backends.oneapi.passes.core_templates.ActivationFunctionTemplate method) (hls4ml.backends.oneapi.passes.core_templates.ActivationStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.core_templates.ActivationTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.core_templates.BatchNormalizationConfigTemplate method) (hls4ml.backends.oneapi.passes.core_templates.BatchNormalizationFunctionTemplate method) (hls4ml.backends.oneapi.passes.core_templates.BatchNormalizationStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.core_templates.BatchNormalizationTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.core_templates.DenseConfigTemplate method) (hls4ml.backends.oneapi.passes.core_templates.DenseFunctionTemplate method) (hls4ml.backends.oneapi.passes.core_templates.DenseStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.core_templates.DenseTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.core_templates.HardActivationConfigTemplate method) (hls4ml.backends.oneapi.passes.core_templates.ParamActivationConfigTemplate method) (hls4ml.backends.oneapi.passes.core_templates.ParametrizedActivationFunctionTemplate method) (hls4ml.backends.oneapi.passes.core_templates.ParametrizedActivationStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.core_templates.ParametrizedActivationTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.core_templates.PReLUActivationStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.core_templates.PReLUFunctionTemplate method) (hls4ml.backends.oneapi.passes.embedding_templates.EmbeddingStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.embedding_templates.EmbeddingTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.merge_templates.ConcatenateConfigTemplate method) (hls4ml.backends.oneapi.passes.merge_templates.DotConfigTemplate method) (hls4ml.backends.oneapi.passes.merge_templates.MergeConfigTemplate method) (hls4ml.backends.oneapi.passes.merge_templates.MergeFunctionTemplate method) (hls4ml.backends.oneapi.passes.merge_templates.MergeStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.merge_templates.MergeTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.pointwise.PointwiseConv1DFunctionTemplate method) (hls4ml.backends.oneapi.passes.pointwise.PointwiseConv1DTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.pointwise.PointwiseConv2DFunctionTemplate method) (hls4ml.backends.oneapi.passes.pointwise.PointwiseConv2DTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.pointwise.PointwiseConvStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.pooling_templates.PoolingConfigTemplate method) (hls4ml.backends.oneapi.passes.pooling_templates.PoolingFunctionTemplate method) (hls4ml.backends.oneapi.passes.pooling_templates.PoolingStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.pooling_templates.PoolingTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.quantization_templates.ApplyAlphaConfigTemplate method) (hls4ml.backends.oneapi.passes.quantization_templates.ApplyAlphaFunctionTemplate method) (hls4ml.backends.oneapi.passes.quantization_templates.ApplyAlphaStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.quantization_templates.ApplyAlphaTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.recurrent_templates.GRUConfigTemplate method) (hls4ml.backends.oneapi.passes.recurrent_templates.GRUFunctionTemplate method) (hls4ml.backends.oneapi.passes.recurrent_templates.GRUStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.recurrent_templates.GRUTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.recurrent_templates.LSTMConfigTemplate method) (hls4ml.backends.oneapi.passes.recurrent_templates.LSTMFunctionTemplate method) (hls4ml.backends.oneapi.passes.recurrent_templates.SimpleRNNConfigTemplate method) (hls4ml.backends.oneapi.passes.recurrent_templates.SimpleRNNFunctionTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.ReshapeConfigTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.ReshapeFunctionTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.ReshapeTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.ReshapingStreamFunctionTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.ResizeConfigTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.ResizeFunctionTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.ResizeTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.TransposeConfigTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.TransposeFunctionTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.TransposeTaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.ZeroPaddingConfigTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.ZeroPaddingFunctionTemplate method) (hls4ml.backends.oneapi.passes.reshaping_templates.ZeroPaddingTaskSequenceTemplate method) (hls4ml.backends.quartus.passes.bn_quant.BatchNormalizationQuantizedTanhConfigTemplate method) (hls4ml.backends.quartus.passes.bn_quant.BatchNormalizationQuantizedTanhFunctionTemplate method) (hls4ml.backends.quartus.passes.convolution_templates.Conv1DConfigTemplate method) (hls4ml.backends.quartus.passes.convolution_templates.Conv1DFunctionTemplate method) (hls4ml.backends.quartus.passes.convolution_templates.Conv2DConfigTemplate method) (hls4ml.backends.quartus.passes.convolution_templates.Conv2DFunctionTemplate method) (hls4ml.backends.quartus.passes.core_templates.ActivationConfigTemplate method) (hls4ml.backends.quartus.passes.core_templates.ActivationFunctionTemplate method) (hls4ml.backends.quartus.passes.core_templates.BatchNormalizationConfigTemplate method) (hls4ml.backends.quartus.passes.core_templates.BatchNormalizationFunctionTemplate method) (hls4ml.backends.quartus.passes.core_templates.DenseConfigTemplate method) (hls4ml.backends.quartus.passes.core_templates.DenseFunctionTemplate method) (hls4ml.backends.quartus.passes.core_templates.HardActivationConfigTemplate method) (hls4ml.backends.quartus.passes.core_templates.ParamActivationConfigTemplate method) (hls4ml.backends.quartus.passes.core_templates.ParametrizedActivationFunctionTemplate method) (hls4ml.backends.quartus.passes.core_templates.PReLUFunctionTemplate method) (hls4ml.backends.quartus.passes.merge_templates.ConcatenateConfigTemplate method) (hls4ml.backends.quartus.passes.merge_templates.DotConfigTemplate method) (hls4ml.backends.quartus.passes.merge_templates.MergeConfigTemplate method) (hls4ml.backends.quartus.passes.merge_templates.MergeFunctionTemplate method) (hls4ml.backends.quartus.passes.pooling_templates.PoolingConfigTemplate method) (hls4ml.backends.quartus.passes.pooling_templates.PoolingFunctionTemplate method) (hls4ml.backends.quartus.passes.quantization_templates.ApplyAlphaConfigTemplate method) (hls4ml.backends.quartus.passes.quantization_templates.ApplyAlphaFunctionTemplate method) (hls4ml.backends.quartus.passes.recurrent_templates.GRUConfigTemplate method) (hls4ml.backends.quartus.passes.recurrent_templates.GRUFunctionTemplate method) (hls4ml.backends.quartus.passes.recurrent_templates.LSTMConfigTemplate method) (hls4ml.backends.quartus.passes.recurrent_templates.LSTMFunctionTemplate method) (hls4ml.backends.quartus.passes.recurrent_templates.SimpleRNNConfigTemplate method) (hls4ml.backends.quartus.passes.recurrent_templates.SimpleRNNFunctionTemplate method) (hls4ml.backends.quartus.passes.reshaping_templates.ResizeConfigTemplate method) (hls4ml.backends.quartus.passes.reshaping_templates.ResizeFunctionTemplate method) (hls4ml.backends.quartus.passes.reshaping_templates.TransposeConfigTemplate method) (hls4ml.backends.quartus.passes.reshaping_templates.TransposeFunctionTemplate method) (hls4ml.backends.quartus.passes.reshaping_templates.ZeroPaddingConfigTemplate method) (hls4ml.backends.quartus.passes.reshaping_templates.ZeroPaddingFunctionTemplate method) (hls4ml.backends.template.Template method) (hls4ml.backends.vivado.passes.bn_quant.BatchNormalizationQuantizedTanhConfigTemplate method) (hls4ml.backends.vivado.passes.bn_quant.BatchNormalizationQuantizedTanhFunctionTemplate method) (hls4ml.backends.vivado.passes.broadcast_stream.BroadcastConfigTemplate method) (hls4ml.backends.vivado.passes.broadcast_stream.BroadcastFunctionTemplate method) (hls4ml.backends.vivado.passes.convolution_templates.Conv1DConfigTemplate method) (hls4ml.backends.vivado.passes.convolution_templates.Conv1DFunctionTemplate method) (hls4ml.backends.vivado.passes.convolution_templates.Conv2DConfigTemplate method) (hls4ml.backends.vivado.passes.convolution_templates.Conv2DFunctionTemplate method) (hls4ml.backends.vivado.passes.convolution_templates.SeparableConv1DConfigTemplate method) (hls4ml.backends.vivado.passes.convolution_templates.SeparableConv1DFunctionTemplate method) (hls4ml.backends.vivado.passes.convolution_templates.SeparableConv2DConfigTemplate method) (hls4ml.backends.vivado.passes.convolution_templates.SeparableConv2DFunctionTemplate method) (hls4ml.backends.vivado.passes.core_templates.ActivationConfigTemplate method) (hls4ml.backends.vivado.passes.core_templates.ActivationFunctionTemplate method) (hls4ml.backends.vivado.passes.core_templates.BatchNormalizationConfigTemplate method) (hls4ml.backends.vivado.passes.core_templates.BatchNormalizationFunctionTemplate method) (hls4ml.backends.vivado.passes.core_templates.DenseConfigTemplate method) (hls4ml.backends.vivado.passes.core_templates.DenseFunctionTemplate method) (hls4ml.backends.vivado.passes.core_templates.HardActivationConfigTemplate method) (hls4ml.backends.vivado.passes.core_templates.ParamActivationConfigTemplate method) (hls4ml.backends.vivado.passes.core_templates.ParametrizedActivationFunctionTemplate method) (hls4ml.backends.vivado.passes.core_templates.PReLUFunctionTemplate method) (hls4ml.backends.vivado.passes.garnet_templates.GarNetConfigTemplate method) (hls4ml.backends.vivado.passes.garnet_templates.GarNetFunctionTemplate method) (hls4ml.backends.vivado.passes.merge_templates.ConcatenateConfigTemplate method) (hls4ml.backends.vivado.passes.merge_templates.DotConfigTemplate method) (hls4ml.backends.vivado.passes.merge_templates.MergeConfigTemplate method) (hls4ml.backends.vivado.passes.merge_templates.MergeFunctionTemplate method) (hls4ml.backends.vivado.passes.pooling_templates.PoolingConfigTemplate method) (hls4ml.backends.vivado.passes.pooling_templates.PoolingFunctionTemplate method) (hls4ml.backends.vivado.passes.quantization_templates.ApplyAlphaConfigTemplate method) (hls4ml.backends.vivado.passes.quantization_templates.ApplyAlphaFunctionTemplate method) (hls4ml.backends.vivado.passes.recurrent_templates.RecurrentConfigTemplate method) (hls4ml.backends.vivado.passes.recurrent_templates.RecurrentFunctionTemplate method) (hls4ml.backends.vivado.passes.reshaping_templates.ResizeConfigTemplate method) (hls4ml.backends.vivado.passes.reshaping_templates.ResizeFunctionTemplate method) (hls4ml.backends.vivado.passes.reshaping_templates.TransposeConfigTemplate method) (hls4ml.backends.vivado.passes.reshaping_templates.TransposeFunctionTemplate method) (hls4ml.backends.vivado.passes.reshaping_templates.ZeroPaddingConfigTemplate method) (hls4ml.backends.vivado.passes.reshaping_templates.ZeroPaddingFunctionTemplate method)

FPGABackend (class in hls4ml.backends.fpga.fpga_backend) fractional (hls4ml.model.types.FixedPrecisionType property) (hls4ml.model.types.IntegerPrecisionType property) from_string() (hls4ml.model.types.RoundingMode class method) (hls4ml.model.types.SaturationMode class method) FunctionCallTemplate (class in hls4ml.backends.template) FuseBatchNormalization (class in hls4ml.model.optimizer.passes.bn_fuse) FuseBiasAdd (class in hls4ml.model.optimizer.passes.fuse_biasadd) FuseConsecutiveBatchNormalization (class in hls4ml.model.optimizer.passes.batchnorm_opt) FuseQuantWithConstant (class in hls4ml.model.optimizer.passes.quant_opt)

G

GarNet (class in hls4ml.model.layers) GarNetConfigTemplate (class in hls4ml.backends.catapult.passes.garnet_templates) (class in hls4ml.backends.vivado.passes.garnet_templates) GarNetFunctionTemplate (class in hls4ml.backends.catapult.passes.garnet_templates) (class in hls4ml.backends.vivado.passes.garnet_templates) GarNetStack (class in hls4ml.model.layers) GarNetStackConfigTemplate (class in hls4ml.backends.catapult.passes.garnet_templates) (class in hls4ml.backends.vivado.passes.garnet_templates) GarNetStackFunctionTemplate (class in hls4ml.backends.catapult.passes.garnet_templates) (class in hls4ml.backends.vivado.passes.garnet_templates) generate_conv1d_line_buffer_fn() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) generate_conv2d_line_buffer_fn() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) generate_mask_fn() (in module hls4ml.backends.fpga.passes.hgq_proxy_model) generate_max_depth_file() (in module hls4ml.backends.catapult.passes.fifo_depth_optimization) (in module hls4ml.backends.vivado.passes.fifo_depth_optimization) generate_operator_complexity() (in module hls4ml.utils.symbolic_utils) GenerateConvIm2col (class in hls4ml.backends.fpga.passes.codegen) GenerateConvStreamingInstructions (class in hls4ml.backends.catapult.passes.conv_stream) (class in hls4ml.backends.vivado.passes.conv_stream) GenerateUnrolledDenseResource (class in hls4ml.backends.vivado.passes.unrolled_codegen) get_attr() (hls4ml.model.layers.Layer method) get_attributes_from_keras_model() (in module hls4ml.optimization.dsp_aware_pruning.attributes) get_attributes_from_keras_model_and_hls4ml_config() (in module hls4ml.optimization.dsp_aware_pruning.attributes) get_available_backends() (in module hls4ml.backends.backend) get_available_flows() (hls4ml.backends.backend.Backend method) (in module hls4ml.model.flow.flow) get_available_passes() (in module hls4ml.model.optimizer.optimizer) get_backend() (in module hls4ml.backends.backend) get_backend_flows() (in module hls4ml.model.flow.flow) get_backend_passes() (in module hls4ml.model.optimizer.optimizer) get_board() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_board_info() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_bram_size() (hls4ml.model.graph.HLSConfig method) get_clock_period() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_closest_reuse_factor() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) get_compression() (hls4ml.model.graph.HLSConfig method) get_config() (hls4ml.model.optimizer.optimizer.ConfigurableOptimizerPass method) (hls4ml.optimization.dsp_aware_pruning.keras.regularizers.Conv2DRegularizer method) (hls4ml.optimization.dsp_aware_pruning.keras.regularizers.DenseRegularizer method) get_config_value() (hls4ml.model.graph.HLSConfig method) get_constant_value() (in module hls4ml.converters.onnx_to_hls) get_conv_implementation() (hls4ml.model.graph.HLSConfig method) get_corrected_types() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_custom_source() (hls4ml.backends.backend.Backend method) get_default_flow() (hls4ml.backends.backend.Backend method) (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.symbolic.symbolic_backend.SymbolicExpressionBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) (hls4ml.backends.vivado_accelerator.vivado_accelerator_backend.VivadoAcceleratorBackend method) get_driver() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_driver_file() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_driver_path() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_flow() (in module hls4ml.model.flow.flow) get_global_input_shape() (in module hls4ml.converters.onnx_to_hls) get_input_node() (hls4ml.model.layers.Layer method) get_input_shape() (in module hls4ml.converters.onnx_to_hls) get_input_type() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_input_variable() (hls4ml.model.layers.Layer method) get_input_variables() (hls4ml.model.graph.ModelGraph method) get_interface() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_io_bitwidth() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_krnl_rtl_src_dir() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_last_layer_with_weights() (in module hls4ml.optimization.dsp_aware_pruning.keras.utils) get_latest_project_prj_directory() (in module hls4ml.report.catapult_report) get_latest_project_version_directory() (in module hls4ml.report.catapult_report) get_layer_config() (hls4ml.model.graph.HLSConfig method) get_layer_config_value() (hls4ml.model.graph.HLSConfig method) get_layer_mult_size() (hls4ml.backends.fpga.fpga_backend.FPGABackend method)

get_layer_output_variable() (hls4ml.model.graph.ModelGraph method) get_layer_precision() (hls4ml.model.layers.Layer method) get_layers() (hls4ml.model.graph.ModelGraph method) get_max_reuse_factor() (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) get_model_arch() (in module hls4ml.converters.keras_to_hls) get_model_gradients() (in module hls4ml.optimization.dsp_aware_pruning.keras.utils) get_model_hessians() (in module hls4ml.optimization.dsp_aware_pruning.keras.utils) get_model_masks() (in module hls4ml.optimization.dsp_aware_pruning.keras.masking) get_model_sparsity() (in module hls4ml.optimization.dsp_aware_pruning.keras.utils) get_name() (hls4ml.backends.template.Template method) (hls4ml.model.optimizer.optimizer.OptimizerPass class method) (hls4ml.model.optimizer.optimizer.WrappedOptimizerPass method) get_onnx_attribute() (in module hls4ml.converters.onnx_to_hls) get_optimizer() (in module hls4ml.model.optimizer.optimizer) get_out_layer_name() (in module hls4ml.converters.onnx_to_hls) get_output_dir() (hls4ml.model.graph.HLSConfig method) get_output_nodes() (hls4ml.model.layers.Layer method) get_output_type() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_output_use_map() (hls4ml.model.layers.Layer method) get_output_variable() (hls4ml.model.layers.Layer method) get_output_variables() (hls4ml.model.graph.ModelGraph method) get_part() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_platform() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_precision() (hls4ml.model.graph.HLSConfig method) get_project_dir() (hls4ml.model.graph.HLSConfig method) get_project_name() (hls4ml.model.graph.HLSConfig method) get_quantizer_from_config() (in module hls4ml.converters.keras.qkeras) get_reuse_factor() (hls4ml.model.graph.HLSConfig method) get_shape() (hls4ml.model.types.TensorVariable method) get_sparsity() (hls4ml.optimization.dsp_aware_pruning.scheduler.OptimizationScheduler method) get_strategy() (hls4ml.model.graph.HLSConfig method) get_supported_keras_layers() (in module hls4ml.converters.keras_to_hls) get_supported_onnx_layers() (in module hls4ml.converters.onnx_to_hls) get_target_cycles() (hls4ml.model.graph.HLSConfig method) get_tcl_file_path() (hls4ml.backends.vivado_accelerator.vivado_accelerator_config.VivadoAcceleratorConfig method) get_transforms_config() (hls4ml.backends.catapult.passes.garnet_templates.GarNetConfigTemplate method) (hls4ml.backends.catapult.passes.garnet_templates.GarNetStackConfigTemplate method) (hls4ml.backends.vivado.passes.garnet_templates.GarNetConfigTemplate method) (hls4ml.backends.vivado.passes.garnet_templates.GarNetStackConfigTemplate method) get_valid_conv_partition_splits() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) get_valid_reuse_factors() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) get_variables() (hls4ml.model.layers.Layer method) get_vcd_data() (in module hls4ml.backends.catapult.passes.fifo_depth_optimization) (in module hls4ml.backends.vivado.passes.fifo_depth_optimization) get_weight_variables() (hls4ml.model.graph.ModelGraph method) get_weights() (hls4ml.model.layers.Layer method) get_weights_data() (hls4ml.converters.keras_to_hls.KerasFileReader method) (hls4ml.converters.keras_to_hls.KerasModelReader method) (hls4ml.converters.keras_to_hls.KerasReader method) (in module hls4ml.converters.keras_to_hls) get_writer() (in module hls4ml.writer.writers) get_writer_config() (hls4ml.model.graph.HLSConfig method) get_writer_flow() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.fpga.fpga_backend.FPGABackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.symbolic.symbolic_backend.SymbolicExpressionBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) (hls4ml.backends.vivado_accelerator.vivado_accelerator_backend.VivadoAcceleratorBackend method) GlobalOptimizerPass (class in hls4ml.model.optimizer.optimizer) GlobalPooling1D (class in hls4ml.model.layers) GlobalPooling2D (class in hls4ml.model.layers) GPUFLOPEstimator (class in hls4ml.optimization.dsp_aware_pruning.objectives.gpu_objectives) GRU (class in hls4ml.model.layers) GRUConfigTemplate (class in hls4ml.backends.oneapi.passes.recurrent_templates) (class in hls4ml.backends.quartus.passes.recurrent_templates) GRUFunctionTemplate (class in hls4ml.backends.oneapi.passes.recurrent_templates) (class in hls4ml.backends.quartus.passes.recurrent_templates) GRUStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.recurrent_templates) GRUTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.recurrent_templates)

H

HardActivation (class in hls4ml.model.layers) HardActivationConfigTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) hls4ml module hls4ml.backends module hls4ml.backends.backend module hls4ml.backends.catapult module hls4ml.backends.catapult.catapult_backend module hls4ml.backends.catapult.catapult_types module hls4ml.backends.catapult.passes module hls4ml.backends.catapult.passes.bn_quant module hls4ml.backends.catapult.passes.broadcast_stream module hls4ml.backends.catapult.passes.conv_same_pad module hls4ml.backends.catapult.passes.conv_stream module hls4ml.backends.catapult.passes.convolution_templates module hls4ml.backends.catapult.passes.convolution_winograd module hls4ml.backends.catapult.passes.core_templates module hls4ml.backends.catapult.passes.fifo_depth_optimization module hls4ml.backends.catapult.passes.garnet_templates module hls4ml.backends.catapult.passes.merge_templates module hls4ml.backends.catapult.passes.pointwise module hls4ml.backends.catapult.passes.pooling_templates module hls4ml.backends.catapult.passes.quantization_templates module hls4ml.backends.catapult.passes.recurrent_templates module hls4ml.backends.catapult.passes.reshaping_templates module hls4ml.backends.catapult.passes.resource_strategy module hls4ml.backends.catapult.passes.transform_types module hls4ml.backends.fpga module hls4ml.backends.fpga.fpga_backend module hls4ml.backends.fpga.fpga_layers module hls4ml.backends.fpga.fpga_types module hls4ml.backends.fpga.passes module hls4ml.backends.fpga.passes.bram_weights module hls4ml.backends.fpga.passes.clone module hls4ml.backends.fpga.passes.codegen module hls4ml.backends.fpga.passes.embedding module hls4ml.backends.fpga.passes.final_reshape module hls4ml.backends.fpga.passes.fix_softmax_table_size module hls4ml.backends.fpga.passes.hgq_proxy_model module hls4ml.backends.fpga.passes.inplace_parallel_reshape module hls4ml.backends.fpga.passes.inplace_stream_flatten module hls4ml.backends.fpga.passes.remove_softmax module hls4ml.backends.fpga.passes.repack_stream module hls4ml.backends.fpga.passes.xnor_pooling module hls4ml.backends.oneapi module hls4ml.backends.oneapi.oneapi_backend module hls4ml.backends.oneapi.oneapi_template module hls4ml.backends.oneapi.oneapi_types module hls4ml.backends.oneapi.passes module hls4ml.backends.oneapi.passes.bn_quant module hls4ml.backends.oneapi.passes.clone_templates module hls4ml.backends.oneapi.passes.convolution_templates module hls4ml.backends.oneapi.passes.convolution_winograd module hls4ml.backends.oneapi.passes.core_templates module hls4ml.backends.oneapi.passes.embedding_templates module hls4ml.backends.oneapi.passes.merge_templates module hls4ml.backends.oneapi.passes.pointwise module hls4ml.backends.oneapi.passes.pooling_templates module hls4ml.backends.oneapi.passes.quantization_templates module hls4ml.backends.oneapi.passes.recurrent_templates module hls4ml.backends.oneapi.passes.reshaping_templates module hls4ml.backends.oneapi.passes.resource_strategy module hls4ml.backends.oneapi.passes.transform_types module hls4ml.backends.quartus module hls4ml.backends.quartus.passes module hls4ml.backends.quartus.passes.bn_quant module hls4ml.backends.quartus.passes.convolution_templates module hls4ml.backends.quartus.passes.convolution_winograd module hls4ml.backends.quartus.passes.core_templates module hls4ml.backends.quartus.passes.merge_templates module hls4ml.backends.quartus.passes.pointwise module hls4ml.backends.quartus.passes.pooling_templates module hls4ml.backends.quartus.passes.quantization_templates module hls4ml.backends.quartus.passes.recurrent_templates module hls4ml.backends.quartus.passes.reshaping_templates module hls4ml.backends.quartus.passes.resource_strategy module hls4ml.backends.quartus.passes.transform_types module hls4ml.backends.quartus.quartus_backend module hls4ml.backends.quartus.quartus_types module hls4ml.backends.symbolic module hls4ml.backends.symbolic.passes module hls4ml.backends.symbolic.passes.validate_lut module hls4ml.backends.symbolic.symbolic_backend module hls4ml.backends.template module hls4ml.backends.vitis module hls4ml.backends.vitis.passes module hls4ml.backends.vitis.passes.feature_check module hls4ml.backends.vitis.vitis_backend module hls4ml.backends.vivado module hls4ml.backends.vivado.passes module hls4ml.backends.vivado.passes.bn_quant module hls4ml.backends.vivado.passes.broadcast_stream module hls4ml.backends.vivado.passes.conv_same_pad module hls4ml.backends.vivado.passes.conv_stream module hls4ml.backends.vivado.passes.convolution_templates module hls4ml.backends.vivado.passes.core_templates module hls4ml.backends.vivado.passes.fifo_depth_optimization module hls4ml.backends.vivado.passes.garnet_templates module hls4ml.backends.vivado.passes.merge_templates module hls4ml.backends.vivado.passes.pipeline_style module hls4ml.backends.vivado.passes.pointwise module hls4ml.backends.vivado.passes.pooling_templates module hls4ml.backends.vivado.passes.quantization_templates module hls4ml.backends.vivado.passes.recurrent_templates module

hls4ml.backends.vivado.passes.reshaping_templates module hls4ml.backends.vivado.passes.resource_strategy module hls4ml.backends.vivado.passes.transform_types module hls4ml.backends.vivado.passes.unrolled_codegen module hls4ml.backends.vivado.vivado_backend module hls4ml.backends.vivado.vivado_types module hls4ml.backends.vivado_accelerator module hls4ml.backends.vivado_accelerator.passes module hls4ml.backends.vivado_accelerator.passes.fifo_depth_optimization module hls4ml.backends.vivado_accelerator.vivado_accelerator_backend module hls4ml.backends.vivado_accelerator.vivado_accelerator_config module hls4ml.converters module hls4ml.converters.keras module hls4ml.converters.keras.convolution module hls4ml.converters.keras.core module hls4ml.converters.keras.graph module hls4ml.converters.keras.hgq_proxy_model module hls4ml.converters.keras.merge module hls4ml.converters.keras.model module hls4ml.converters.keras.pooling module hls4ml.converters.keras.qkeras module hls4ml.converters.keras.recurrent module hls4ml.converters.keras.reshape module hls4ml.converters.keras.reshaping module hls4ml.converters.keras_to_hls module hls4ml.converters.onnx module hls4ml.converters.onnx.convolution module hls4ml.converters.onnx.core module hls4ml.converters.onnx.merge module hls4ml.converters.onnx.pooling module hls4ml.converters.onnx.reshape module hls4ml.converters.onnx_to_hls module hls4ml.converters.pytorch module hls4ml.converters.utils module hls4ml.model module hls4ml.model.attributes module hls4ml.model.flow module hls4ml.model.flow.flow module hls4ml.model.graph module hls4ml.model.layers module hls4ml.model.optimizer module hls4ml.model.optimizer.optimizer module hls4ml.model.optimizer.passes module hls4ml.model.optimizer.passes.batchnorm_opt module hls4ml.model.optimizer.passes.bn_fuse module hls4ml.model.optimizer.passes.conv_to_convxd module hls4ml.model.optimizer.passes.conv_to_depthwiseconvxd module hls4ml.model.optimizer.passes.convert_to_channels_last module hls4ml.model.optimizer.passes.expand_layer_group module hls4ml.model.optimizer.passes.fuse_biasadd module hls4ml.model.optimizer.passes.hgq_proxy_model module hls4ml.model.optimizer.passes.infer_precision module hls4ml.model.optimizer.passes.linear module hls4ml.model.optimizer.passes.matmul_const_to_dense module hls4ml.model.optimizer.passes.merge_const module hls4ml.model.optimizer.passes.move_scales module hls4ml.model.optimizer.passes.multi_dense module hls4ml.model.optimizer.passes.qkeras module hls4ml.model.optimizer.passes.quant_opt module hls4ml.model.optimizer.passes.reshape_const module hls4ml.model.optimizer.passes.seperable_to_dw_conv module hls4ml.model.optimizer.passes.stamp module hls4ml.model.optimizer.passes.transpose_opt module hls4ml.model.quantizers module hls4ml.model.types module hls4ml.optimization module hls4ml.optimization.dsp_aware_pruning module hls4ml.optimization.dsp_aware_pruning.attributes module hls4ml.optimization.dsp_aware_pruning.config module hls4ml.optimization.dsp_aware_pruning.keras module hls4ml.optimization.dsp_aware_pruning.keras.builder module hls4ml.optimization.dsp_aware_pruning.keras.config module hls4ml.optimization.dsp_aware_pruning.keras.masking module hls4ml.optimization.dsp_aware_pruning.keras.reduction module hls4ml.optimization.dsp_aware_pruning.keras.regularizers module hls4ml.optimization.dsp_aware_pruning.keras.utils module hls4ml.optimization.dsp_aware_pruning.knapsack module hls4ml.optimization.dsp_aware_pruning.objectives module hls4ml.optimization.dsp_aware_pruning.objectives.gpu_objectives module hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives module hls4ml.optimization.dsp_aware_pruning.scheduler module hls4ml.report module hls4ml.report.catapult_report module hls4ml.report.quartus_report module hls4ml.report.vivado_report module hls4ml.utils module hls4ml.utils.config module hls4ml.utils.example_models module hls4ml.utils.fixed_point_utils module hls4ml.utils.plot module hls4ml.utils.string_utils module hls4ml.utils.symbolic_utils module hls4ml.writer module hls4ml.writer.catapult_writer module hls4ml.writer.oneapi_writer module hls4ml.writer.quartus_writer module hls4ml.writer.symbolic_writer module hls4ml.writer.vitis_writer module hls4ml.writer.vivado_accelerator_writer module hls4ml.writer.vivado_writer module hls4ml.writer.writers module hls4mlAttributes (class in hls4ml.optimization.dsp_aware_pruning.attributes) HLSConfig (class in hls4ml.model.graph) HLSTypeConverter (class in hls4ml.backends.fpga.fpga_types) HyperOptimizationModel (class in hls4ml.optimization.dsp_aware_pruning.keras.builder)

I

InferPrecisionTypes (class in hls4ml.model.optimizer.passes.infer_precision) init_activation() (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) init_base_layer() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_conv1d() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_conv2d() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_dense() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_depconv1d() (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_depconv2d() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_embed() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_garnet() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_garnet_stack() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_global_pooling1d() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) init_global_pooling2d() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) init_gru() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_lstm() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_pooling1d() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_pooling2d() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_pysr_lut_functions() (in module hls4ml.utils.symbolic_utils) init_sepconv1d() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_sepconv2d() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_simple_rnn() (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) init_softmax() (hls4ml.backends.catapult.catapult_backend.CatapultBackend method) (hls4ml.backends.oneapi.oneapi_backend.OneAPIBackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) initialize() (hls4ml.backends.catapult.passes.broadcast_stream.Broadcast method) (hls4ml.backends.fpga.fpga_layers.BatchNormalizationQuantizedTanh method) (hls4ml.backends.fpga.passes.clone.Clone method) (hls4ml.backends.fpga.passes.repack_stream.Repack method) (hls4ml.backends.vivado.passes.broadcast_stream.Broadcast method) (hls4ml.model.layers.Activation method) (hls4ml.model.layers.ApplyAlpha method) (hls4ml.model.layers.BatchNormalization method) (hls4ml.model.layers.BatchNormOnnx method) (hls4ml.model.layers.BiasAdd method) (hls4ml.model.layers.Concatenate method) (hls4ml.model.layers.Constant method) (hls4ml.model.layers.Conv method) (hls4ml.model.layers.Conv1D method) (hls4ml.model.layers.Conv2D method) (hls4ml.model.layers.Conv2DBatchnorm method) (hls4ml.model.layers.Dense method) (hls4ml.model.layers.DepthwiseConv1D method) (hls4ml.model.layers.DepthwiseConv2D method) (hls4ml.model.layers.Dot method) (hls4ml.model.layers.Embedding method) (hls4ml.model.layers.GarNet method) (hls4ml.model.layers.GlobalPooling1D method) (hls4ml.model.layers.GlobalPooling2D method) (hls4ml.model.layers.GRU method) (hls4ml.model.layers.HardActivation method) (hls4ml.model.layers.Input method) (hls4ml.model.layers.Layer method) (hls4ml.model.layers.LayerGroup method) (hls4ml.model.layers.LSTM method) (hls4ml.model.layers.MatMul method) (hls4ml.model.layers.Merge method) (hls4ml.model.layers.ParametrizedActivation method) (hls4ml.model.layers.Pooling1D method) (hls4ml.model.layers.Pooling2D method) (hls4ml.model.layers.PReLU method) (hls4ml.model.layers.Quant method) (hls4ml.model.layers.Reshape method) (hls4ml.model.layers.Resize method) (hls4ml.model.layers.SeparableConv1D method) (hls4ml.model.layers.SeparableConv2D method) (hls4ml.model.layers.SimpleRNN method) (hls4ml.model.layers.Softmax method) (hls4ml.model.layers.SymbolicExpression method) (hls4ml.model.layers.TernaryTanh method) (hls4ml.model.layers.Transpose method) (hls4ml.model.layers.ZeroPadding1D method) (hls4ml.model.layers.ZeroPadding2D method) (hls4ml.model.optimizer.passes.hgq_proxy_model.FixedPointQuantizer method) (hls4ml.model.optimizer.passes.hgq_proxy_model.UnaryLUT method)

InplaceParallelReshape (class in hls4ml.backends.fpga.passes.inplace_parallel_reshape) InplaceStreamFlatten (class in hls4ml.backends.fpga.passes.inplace_stream_flatten) InplaceStreamVariableConverter (class in hls4ml.backends.fpga.fpga_types) InplaceTensorVariable (class in hls4ml.model.types) Input (class in hls4ml.model.layers) insert_node() (hls4ml.model.graph.ModelGraph method) InsertZeroPaddingBeforeConv1D (class in hls4ml.backends.catapult.passes.conv_same_pad) (class in hls4ml.backends.vivado.passes.conv_same_pad) InsertZeroPaddingBeforeConv2D (class in hls4ml.backends.catapult.passes.conv_same_pad) (class in hls4ml.backends.vivado.passes.conv_same_pad) integer (hls4ml.model.types.IntegerPrecisionType property) IntegerPrecisionType (class in hls4ml.model.types) inv_float() (hls4ml.utils.fixed_point_utils.FixedPointEmulator method) is_layer_optimizable() (hls4ml.optimization.dsp_aware_pruning.objectives.gpu_objectives.GPUFLOPEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.ObjectiveEstimator method) (hls4ml.optimization.dsp_aware_pruning.objectives.ParameterEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives.VivadoDSPEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives.VivadoFFEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives.VivadoMultiObjectiveEstimator class method) is_resource_strategy() (hls4ml.model.graph.HLSConfig method)

K

keras_handler() (in module hls4ml.converters.keras_to_hls) keras_to_hls() (in module hls4ml.converters.keras_to_hls) KerasFileReader (class in hls4ml.converters.keras_to_hls)

KerasModelReader (class in hls4ml.converters.keras_to_hls) KerasNestedFileReader (class in hls4ml.converters.keras_to_hls) KerasReader (class in hls4ml.converters.keras_to_hls)

L

Layer (class in hls4ml.model.layers) layer_optimizer() (in module hls4ml.model.optimizer.optimizer) layer_resources() (hls4ml.optimization.dsp_aware_pruning.objectives.gpu_objectives.GPUFLOPEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.ObjectiveEstimator method) (hls4ml.optimization.dsp_aware_pruning.objectives.ParameterEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives.VivadoDSPEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives.VivadoFFEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives.VivadoMultiObjectiveEstimator class method) layer_savings() (hls4ml.optimization.dsp_aware_pruning.objectives.gpu_objectives.GPUFLOPEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.ObjectiveEstimator method) (hls4ml.optimization.dsp_aware_pruning.objectives.ParameterEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives.VivadoDSPEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives.VivadoFFEstimator class method) (hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives.VivadoMultiObjectiveEstimator class method)

LayerAttributes (class in hls4ml.optimization.dsp_aware_pruning.attributes) LayerConfigTemplate (class in hls4ml.backends.template) LayerGroup (class in hls4ml.model.layers) LayerOptimizerPass (class in hls4ml.model.optimizer.optimizer) LSTM (class in hls4ml.model.layers) LSTMConfigTemplate (class in hls4ml.backends.oneapi.passes.recurrent_templates) (class in hls4ml.backends.quartus.passes.recurrent_templates) LSTMFunctionTemplate (class in hls4ml.backends.oneapi.passes.recurrent_templates) (class in hls4ml.backends.quartus.passes.recurrent_templates) LUTFunction (class in hls4ml.utils.symbolic_utils)

M

make_node() (hls4ml.model.graph.ModelGraph method) make_xclbin() (hls4ml.backends.vivado_accelerator.vivado_accelerator_backend.VivadoAcceleratorBackend method) MakeStamp (class in hls4ml.model.optimizer.passes.stamp) MaskedBackprop (class in hls4ml.optimization.dsp_aware_pruning.keras) match() (hls4ml.backends.catapult.passes.bn_quant.MergeBatchNormAndQuantizedTanh method) (hls4ml.backends.catapult.passes.bn_quant.QuantizeDenseOutput method) (hls4ml.backends.catapult.passes.broadcast_stream.BroadcastStream method) (hls4ml.backends.catapult.passes.conv_same_pad.InsertZeroPaddingBeforeConv1D method) (hls4ml.backends.catapult.passes.conv_same_pad.InsertZeroPaddingBeforeConv2D method) (hls4ml.backends.catapult.passes.conv_stream.GenerateConvStreamingInstructions method) (hls4ml.backends.catapult.passes.convolution_winograd.ApplyWinogradKernelTransformation method) (hls4ml.backends.catapult.passes.pointwise.OptimizePointwiseConv method) (hls4ml.backends.catapult.passes.resource_strategy.ApplyResourceStrategy method) (hls4ml.backends.fpga.passes.bram_weights.RegisterBramWeights method) (hls4ml.backends.fpga.passes.clone.CloneOutput method) (hls4ml.backends.fpga.passes.codegen.GenerateConvIm2col method) (hls4ml.backends.fpga.passes.final_reshape.RemoveFinalReshape method) (hls4ml.backends.fpga.passes.fix_softmax_table_size.FixSoftmaxTableSize method) (hls4ml.backends.fpga.passes.hgq_proxy_model.ProcessFixedPointQuantizerLayer method) (hls4ml.backends.fpga.passes.inplace_parallel_reshape.InplaceParallelReshape method) (hls4ml.backends.fpga.passes.inplace_stream_flatten.InplaceStreamFlatten method) (hls4ml.backends.fpga.passes.remove_softmax.SkipSoftmax method) (hls4ml.backends.fpga.passes.repack_stream.ReshapeStream method) (hls4ml.backends.fpga.passes.xnor_pooling.XnorPooling method) (hls4ml.backends.oneapi.passes.bn_quant.MergeBatchNormAndQuantizedTanh method) (hls4ml.backends.oneapi.passes.bn_quant.QuantizeDenseOutput method) (hls4ml.backends.oneapi.passes.convolution_winograd.ApplyWinogradKernelTransformation method) (hls4ml.backends.oneapi.passes.pointwise.OptimizePointwiseConv method) (hls4ml.backends.oneapi.passes.resource_strategy.ApplyResourceStrategy method) (hls4ml.backends.quartus.passes.bn_quant.MergeBatchNormAndQuantizedTanh method) (hls4ml.backends.quartus.passes.bn_quant.QuantizeDenseOutput method) (hls4ml.backends.quartus.passes.convolution_winograd.ApplyWinogradKernelTransformation method) (hls4ml.backends.quartus.passes.pointwise.OptimizePointwiseConv method) (hls4ml.backends.quartus.passes.resource_strategy.ApplyResourceStrategy method) (hls4ml.backends.symbolic.passes.validate_lut.ValidateUserLookupTable method) (hls4ml.backends.template.Template method) (hls4ml.backends.vitis.passes.feature_check.ValidateConvImplementation method) (hls4ml.backends.vitis.passes.feature_check.ValidateResourceStrategy method) (hls4ml.backends.vitis.passes.feature_check.ValidateResourceUnrolledStrategy method) (hls4ml.backends.vivado.passes.bn_quant.MergeBatchNormAndQuantizedTanh method) (hls4ml.backends.vivado.passes.bn_quant.QuantizeDenseOutput method) (hls4ml.backends.vivado.passes.broadcast_stream.BroadcastStream method) (hls4ml.backends.vivado.passes.conv_same_pad.InsertZeroPaddingBeforeConv1D method) (hls4ml.backends.vivado.passes.conv_same_pad.InsertZeroPaddingBeforeConv2D method) (hls4ml.backends.vivado.passes.conv_stream.GenerateConvStreamingInstructions method) (hls4ml.backends.vivado.passes.pointwise.OptimizePointwiseConv method) (hls4ml.backends.vivado.passes.resource_strategy.ApplyResourceStrategy method) (hls4ml.backends.vivado.passes.unrolled_codegen.GenerateUnrolledDenseResource method) (hls4ml.model.optimizer.optimizer.GlobalOptimizerPass method) (hls4ml.model.optimizer.optimizer.OptimizerPass method) (hls4ml.model.optimizer.optimizer.WrappedOptimizerPass method) (hls4ml.model.optimizer.passes.batchnorm_opt.BatchNormOnnxConstantParameters method) (hls4ml.model.optimizer.passes.batchnorm_opt.ConstantBatchNormFusion method) (hls4ml.model.optimizer.passes.batchnorm_opt.FuseConsecutiveBatchNormalization method) (hls4ml.model.optimizer.passes.batchnorm_opt.RemoveNopBatchNormalization method) (hls4ml.model.optimizer.passes.bn_fuse.FuseBatchNormalization method) (hls4ml.model.optimizer.passes.conv_to_convxd.ConvToConvXD method) (hls4ml.model.optimizer.passes.conv_to_depthwiseconvxd.ConvToDepthwiseConvXD method) (hls4ml.model.optimizer.passes.convert_to_channels_last.ChannelsLastConverter method) (hls4ml.model.optimizer.passes.convert_to_channels_last.RemoveTransposeBeforeFlatten method) (hls4ml.model.optimizer.passes.expand_layer_group.ExpandLayerGroup method) (hls4ml.model.optimizer.passes.fuse_biasadd.FuseBiasAdd method) (hls4ml.model.optimizer.passes.hgq_proxy_model.EnforceProxyModelEmbeddedConfig method) (hls4ml.model.optimizer.passes.infer_precision.InferPrecisionTypes method) (hls4ml.model.optimizer.passes.linear.EliminateLinearActivation method) (hls4ml.model.optimizer.passes.linear.MergeLinearActivation method) (hls4ml.model.optimizer.passes.matmul_const_to_dense.MatmulConstToDense method) (hls4ml.model.optimizer.passes.merge_const.MergeToApplyAlpha method) (hls4ml.model.optimizer.passes.merge_const.MergeToApplyAlphaDiv method) (hls4ml.model.optimizer.passes.merge_const.MergeTwoConstants method) (hls4ml.model.optimizer.passes.move_scales.BiasDownAdd method) (hls4ml.model.optimizer.passes.move_scales.ScaleDownAdd method) (hls4ml.model.optimizer.passes.move_scales.ScaleDownConv method) (hls4ml.model.optimizer.passes.move_scales.ScaleDownMatMul method) (hls4ml.model.optimizer.passes.multi_dense.ReplaceMultidimensionalDenseWithConv method) (hls4ml.model.optimizer.passes.qkeras.ExtractTernaryThreshold method) (hls4ml.model.optimizer.passes.qkeras.OutputRoundingSaturationMode method) (hls4ml.model.optimizer.passes.qkeras.QKerasFactorizeAlpha method) (hls4ml.model.optimizer.passes.quant_opt.ConstQuantToConstAlpha method) (hls4ml.model.optimizer.passes.quant_opt.FuseQuantWithConstant method) (hls4ml.model.optimizer.passes.quant_opt.QuantConstantParameters method) (hls4ml.model.optimizer.passes.quant_opt.QuantToActivation method) (hls4ml.model.optimizer.passes.quant_opt.QuantToAlphaActivationAlpha method) (hls4ml.model.optimizer.passes.reshape_const.ReshapeConstant method) (hls4ml.model.optimizer.passes.seperable_to_dw_conv.SeperableToDepthwiseAndConv method) (hls4ml.model.optimizer.passes.transpose_opt.RemoveNopTranspose method) (hls4ml.model.optimizer.passes.transpose_opt.RemoveSingleChannelTranspose method) MatMul (class in hls4ml.model.layers) MatmulConstToDense (class in hls4ml.model.optimizer.passes.matmul_const_to_dense) Merge (class in hls4ml.model.layers) MergeBatchNormAndQuantizedTanh (class in hls4ml.backends.catapult.passes.bn_quant) (class in hls4ml.backends.oneapi.passes.bn_quant) (class in hls4ml.backends.quartus.passes.bn_quant) (class in hls4ml.backends.vivado.passes.bn_quant) MergeConfigTemplate (class in hls4ml.backends.catapult.passes.merge_templates) (class in hls4ml.backends.oneapi.passes.merge_templates) (class in hls4ml.backends.quartus.passes.merge_templates) (class in hls4ml.backends.vivado.passes.merge_templates) MergeFunctionTemplate (class in hls4ml.backends.catapult.passes.merge_templates) (class in hls4ml.backends.oneapi.passes.merge_templates) (class in hls4ml.backends.quartus.passes.merge_templates) (class in hls4ml.backends.vivado.passes.merge_templates) MergeLinearActivation (class in hls4ml.model.optimizer.passes.linear) MergeStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.merge_templates) MergeTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.merge_templates) MergeToApplyAlpha (class in hls4ml.model.optimizer.passes.merge_const) MergeToApplyAlphaDiv (class in hls4ml.model.optimizer.passes.merge_const) MergeTwoConstants (class in hls4ml.model.optimizer.passes.merge_const) model_optimizer() (in module hls4ml.model.optimizer.optimizer) model_to_dot() (in module hls4ml.utils.plot) ModelGraph (class in hls4ml.model.graph) ModelOptimizerPass (class in hls4ml.model.optimizer.optimizer) modify_build_script() (hls4ml.writer.vivado_accelerator_writer.VivadoAcceleratorWriter method) module hls4ml hls4ml.backends hls4ml.backends.backend hls4ml.backends.catapult hls4ml.backends.catapult.catapult_backend hls4ml.backends.catapult.catapult_types hls4ml.backends.catapult.passes hls4ml.backends.catapult.passes.bn_quant hls4ml.backends.catapult.passes.broadcast_stream hls4ml.backends.catapult.passes.conv_same_pad hls4ml.backends.catapult.passes.conv_stream hls4ml.backends.catapult.passes.convolution_templates hls4ml.backends.catapult.passes.convolution_winograd hls4ml.backends.catapult.passes.core_templates hls4ml.backends.catapult.passes.fifo_depth_optimization hls4ml.backends.catapult.passes.garnet_templates hls4ml.backends.catapult.passes.merge_templates hls4ml.backends.catapult.passes.pointwise hls4ml.backends.catapult.passes.pooling_templates hls4ml.backends.catapult.passes.quantization_templates hls4ml.backends.catapult.passes.recurrent_templates hls4ml.backends.catapult.passes.reshaping_templates hls4ml.backends.catapult.passes.resource_strategy hls4ml.backends.catapult.passes.transform_types hls4ml.backends.fpga hls4ml.backends.fpga.fpga_backend hls4ml.backends.fpga.fpga_layers hls4ml.backends.fpga.fpga_types hls4ml.backends.fpga.passes hls4ml.backends.fpga.passes.bram_weights hls4ml.backends.fpga.passes.clone hls4ml.backends.fpga.passes.codegen hls4ml.backends.fpga.passes.embedding hls4ml.backends.fpga.passes.final_reshape hls4ml.backends.fpga.passes.fix_softmax_table_size hls4ml.backends.fpga.passes.hgq_proxy_model hls4ml.backends.fpga.passes.inplace_parallel_reshape hls4ml.backends.fpga.passes.inplace_stream_flatten hls4ml.backends.fpga.passes.remove_softmax hls4ml.backends.fpga.passes.repack_stream hls4ml.backends.fpga.passes.xnor_pooling hls4ml.backends.oneapi hls4ml.backends.oneapi.oneapi_backend hls4ml.backends.oneapi.oneapi_template hls4ml.backends.oneapi.oneapi_types hls4ml.backends.oneapi.passes hls4ml.backends.oneapi.passes.bn_quant hls4ml.backends.oneapi.passes.clone_templates hls4ml.backends.oneapi.passes.convolution_templates hls4ml.backends.oneapi.passes.convolution_winograd hls4ml.backends.oneapi.passes.core_templates hls4ml.backends.oneapi.passes.embedding_templates hls4ml.backends.oneapi.passes.merge_templates hls4ml.backends.oneapi.passes.pointwise hls4ml.backends.oneapi.passes.pooling_templates hls4ml.backends.oneapi.passes.quantization_templates hls4ml.backends.oneapi.passes.recurrent_templates hls4ml.backends.oneapi.passes.reshaping_templates hls4ml.backends.oneapi.passes.resource_strategy hls4ml.backends.oneapi.passes.transform_types hls4ml.backends.quartus hls4ml.backends.quartus.passes hls4ml.backends.quartus.passes.bn_quant hls4ml.backends.quartus.passes.convolution_templates hls4ml.backends.quartus.passes.convolution_winograd hls4ml.backends.quartus.passes.core_templates hls4ml.backends.quartus.passes.merge_templates hls4ml.backends.quartus.passes.pointwise hls4ml.backends.quartus.passes.pooling_templates hls4ml.backends.quartus.passes.quantization_templates hls4ml.backends.quartus.passes.recurrent_templates hls4ml.backends.quartus.passes.reshaping_templates hls4ml.backends.quartus.passes.resource_strategy hls4ml.backends.quartus.passes.transform_types hls4ml.backends.quartus.quartus_backend hls4ml.backends.quartus.quartus_types hls4ml.backends.symbolic hls4ml.backends.symbolic.passes hls4ml.backends.symbolic.passes.validate_lut hls4ml.backends.symbolic.symbolic_backend hls4ml.backends.template hls4ml.backends.vitis hls4ml.backends.vitis.passes hls4ml.backends.vitis.passes.feature_check hls4ml.backends.vitis.vitis_backend hls4ml.backends.vivado hls4ml.backends.vivado.passes hls4ml.backends.vivado.passes.bn_quant hls4ml.backends.vivado.passes.broadcast_stream hls4ml.backends.vivado.passes.conv_same_pad hls4ml.backends.vivado.passes.conv_stream hls4ml.backends.vivado.passes.convolution_templates hls4ml.backends.vivado.passes.core_templates hls4ml.backends.vivado.passes.fifo_depth_optimization hls4ml.backends.vivado.passes.garnet_templates hls4ml.backends.vivado.passes.merge_templates hls4ml.backends.vivado.passes.pipeline_style hls4ml.backends.vivado.passes.pointwise hls4ml.backends.vivado.passes.pooling_templates hls4ml.backends.vivado.passes.quantization_templates hls4ml.backends.vivado.passes.recurrent_templates hls4ml.backends.vivado.passes.reshaping_templates hls4ml.backends.vivado.passes.resource_strategy hls4ml.backends.vivado.passes.transform_types hls4ml.backends.vivado.passes.unrolled_codegen hls4ml.backends.vivado.vivado_backend hls4ml.backends.vivado.vivado_types hls4ml.backends.vivado_accelerator hls4ml.backends.vivado_accelerator.passes hls4ml.backends.vivado_accelerator.passes.fifo_depth_optimization hls4ml.backends.vivado_accelerator.vivado_accelerator_backend hls4ml.backends.vivado_accelerator.vivado_accelerator_config hls4ml.converters hls4ml.converters.keras hls4ml.converters.keras.convolution hls4ml.converters.keras.core hls4ml.converters.keras.graph hls4ml.converters.keras.hgq_proxy_model hls4ml.converters.keras.merge hls4ml.converters.keras.model hls4ml.converters.keras.pooling hls4ml.converters.keras.qkeras hls4ml.converters.keras.recurrent hls4ml.converters.keras.reshape hls4ml.converters.keras.reshaping hls4ml.converters.keras_to_hls hls4ml.converters.onnx hls4ml.converters.onnx.convolution hls4ml.converters.onnx.core hls4ml.converters.onnx.merge hls4ml.converters.onnx.pooling hls4ml.converters.onnx.reshape hls4ml.converters.onnx_to_hls hls4ml.converters.pytorch hls4ml.converters.utils hls4ml.model hls4ml.model.attributes hls4ml.model.flow hls4ml.model.flow.flow hls4ml.model.graph hls4ml.model.layers hls4ml.model.optimizer hls4ml.model.optimizer.optimizer hls4ml.model.optimizer.passes hls4ml.model.optimizer.passes.batchnorm_opt hls4ml.model.optimizer.passes.bn_fuse hls4ml.model.optimizer.passes.conv_to_convxd hls4ml.model.optimizer.passes.conv_to_depthwiseconvxd hls4ml.model.optimizer.passes.convert_to_channels_last hls4ml.model.optimizer.passes.expand_layer_group hls4ml.model.optimizer.passes.fuse_biasadd hls4ml.model.optimizer.passes.hgq_proxy_model hls4ml.model.optimizer.passes.infer_precision hls4ml.model.optimizer.passes.linear hls4ml.model.optimizer.passes.matmul_const_to_dense hls4ml.model.optimizer.passes.merge_const hls4ml.model.optimizer.passes.move_scales hls4ml.model.optimizer.passes.multi_dense hls4ml.model.optimizer.passes.qkeras hls4ml.model.optimizer.passes.quant_opt hls4ml.model.optimizer.passes.reshape_const hls4ml.model.optimizer.passes.seperable_to_dw_conv hls4ml.model.optimizer.passes.stamp hls4ml.model.optimizer.passes.transpose_opt hls4ml.model.quantizers hls4ml.model.types hls4ml.optimization hls4ml.optimization.dsp_aware_pruning hls4ml.optimization.dsp_aware_pruning.attributes hls4ml.optimization.dsp_aware_pruning.config hls4ml.optimization.dsp_aware_pruning.keras hls4ml.optimization.dsp_aware_pruning.keras.builder hls4ml.optimization.dsp_aware_pruning.keras.config hls4ml.optimization.dsp_aware_pruning.keras.masking hls4ml.optimization.dsp_aware_pruning.keras.reduction hls4ml.optimization.dsp_aware_pruning.keras.regularizers hls4ml.optimization.dsp_aware_pruning.keras.utils hls4ml.optimization.dsp_aware_pruning.knapsack hls4ml.optimization.dsp_aware_pruning.objectives hls4ml.optimization.dsp_aware_pruning.objectives.gpu_objectives hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives hls4ml.optimization.dsp_aware_pruning.scheduler hls4ml.report hls4ml.report.catapult_report hls4ml.report.quartus_report hls4ml.report.vivado_report hls4ml.utils hls4ml.utils.config hls4ml.utils.example_models hls4ml.utils.fixed_point_utils hls4ml.utils.plot hls4ml.utils.string_utils hls4ml.utils.symbolic_utils hls4ml.writer hls4ml.writer.catapult_writer hls4ml.writer.oneapi_writer hls4ml.writer.quartus_writer hls4ml.writer.symbolic_writer hls4ml.writer.vitis_writer hls4ml.writer.vivado_accelerator_writer hls4ml.writer.vivado_writer hls4ml.writer.writers

N

name (hls4ml.backends.catapult.passes.conv_same_pad.InsertZeroPaddingBeforeConv1D attribute) (hls4ml.backends.catapult.passes.conv_same_pad.InsertZeroPaddingBeforeConv2D attribute) (hls4ml.backends.vivado.passes.conv_same_pad.InsertZeroPaddingBeforeConv1D attribute) (hls4ml.backends.vivado.passes.conv_same_pad.InsertZeroPaddingBeforeConv2D attribute) (hls4ml.model.optimizer.optimizer.OptimizerPass attribute) NamedType (class in hls4ml.model.types)

NamedTypeConverter (class in hls4ml.backends.fpga.fpga_types) next() (hls4ml.model.types.CompressedWeightVariable method) (hls4ml.model.types.ExponentWeightVariable method) (hls4ml.model.types.WeightVariable method) next_layer() (hls4ml.model.graph.ModelGraph method) next_pow2() (hls4ml.writer.quartus_writer.QuartusWriter method) (in module hls4ml.utils.fixed_point_utils)

O

ObjectiveEstimator (class in hls4ml.optimization.dsp_aware_pruning.objectives) OneAPIACTypeConverter (class in hls4ml.backends.oneapi.oneapi_types) OneAPIArrayVariableConverter (class in hls4ml.backends.oneapi.oneapi_types) OneAPIArrayVariableDefinition (class in hls4ml.backends.oneapi.oneapi_types) OneAPIBackend (class in hls4ml.backends.oneapi.oneapi_backend) OneAPICompressedTypeConverter (class in hls4ml.backends.oneapi.oneapi_types) OneAPIExponentTypeConverter (class in hls4ml.backends.oneapi.oneapi_types) OneAPIHLSTypeConverter (class in hls4ml.backends.oneapi.oneapi_types) OneAPIInplaceArrayVariableConverter (class in hls4ml.backends.oneapi.oneapi_types) OneAPIInplaceArrayVariableDefinition (class in hls4ml.backends.oneapi.oneapi_types) OneAPIInplaceStreamVariableConverter (class in hls4ml.backends.oneapi.oneapi_types) OneAPIInplaceStreamVariableDefinition (class in hls4ml.backends.oneapi.oneapi_types) OneAPIInterfaceVariableConverter (class in hls4ml.backends.oneapi.oneapi_types) OneAPIInterfaceVariableDefinition (class in hls4ml.backends.oneapi.oneapi_types) OneAPIPackedTypeConverter (class in hls4ml.backends.oneapi.oneapi_types) OneAPIStaticWeightVariableConverter (class in hls4ml.backends.oneapi.oneapi_types) OneAPIStaticWeightVariableDefinition (class in hls4ml.backends.oneapi.oneapi_types) OneAPIStreamVariableConverter (class in hls4ml.backends.oneapi.oneapi_types)

OneAPIStreamVariableDefinition (class in hls4ml.backends.oneapi.oneapi_types) OneAPIWriter (class in hls4ml.writer.oneapi_writer) onnx_handler() (in module hls4ml.converters.onnx_to_hls) onnx_to_hls() (in module hls4ml.converters.onnx_to_hls) OptimizationAttributes (class in hls4ml.optimization.dsp_aware_pruning.attributes) OptimizationScheduler (class in hls4ml.optimization.dsp_aware_pruning.scheduler) optimize_keras_model_for_hls4ml() (in module hls4ml.optimization.dsp_aware_pruning) optimize_model() (in module hls4ml.model.optimizer.optimizer) (in module hls4ml.optimization.dsp_aware_pruning.keras) OptimizePointwiseConv (class in hls4ml.backends.catapult.passes.pointwise) (class in hls4ml.backends.oneapi.passes.pointwise) (class in hls4ml.backends.quartus.passes.pointwise) (class in hls4ml.backends.vivado.passes.pointwise) optimizer_pass() (in module hls4ml.model.optimizer.optimizer) OptimizerPass (class in hls4ml.model.optimizer.optimizer) optimizers (hls4ml.model.flow.flow.DynamicFlow property) (hls4ml.model.flow.flow.Flow property) OutputRoundingSaturationMode (class in hls4ml.model.optimizer.passes.qkeras)

P

PackedType (class in hls4ml.model.types) PackedTypeConverter (class in hls4ml.backends.fpga.fpga_types) ParamActivationConfigTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) ParameterEstimator (class in hls4ml.optimization.dsp_aware_pruning.objectives) ParametrizedActivation (class in hls4ml.model.layers) ParametrizedActivationFunctionTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) ParametrizedActivationStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.core_templates) ParametrizedActivationTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.core_templates) parse_activation_layer() (in module hls4ml.converters.keras.core) (in module hls4ml.converters.onnx.core) parse_batchnorm_layer() (in module hls4ml.converters.keras.core) (in module hls4ml.converters.onnx.core) parse_catapult_report() (in module hls4ml.report.catapult_report) parse_conv1d_layer() (in module hls4ml.converters.keras.convolution) parse_conv2d_layer() (in module hls4ml.converters.keras.convolution) parse_conv_layer() (in module hls4ml.converters.onnx.convolution) parse_data_format() (in module hls4ml.converters.utils) parse_default_keras_layer() (in module hls4ml.converters.keras_to_hls) parse_dense_layer() (in module hls4ml.converters.keras.core) parse_embedding_layer() (in module hls4ml.converters.keras.core) parse_flatten_layer() (in module hls4ml.converters.keras.reshape) (in module hls4ml.converters.onnx.reshape) parse_garnet_layer() (in module hls4ml.converters.keras.graph) parse_global_pooling_layer() (in module hls4ml.converters.keras.pooling) (in module hls4ml.converters.onnx.pooling) parse_input_layer() (in module hls4ml.converters.keras.core) parse_keras_model() (in module hls4ml.converters.keras_to_hls) parse_matmul_layer() (in module hls4ml.converters.onnx.core) parse_merge_layer() (in module hls4ml.converters.keras.merge) (in module hls4ml.converters.onnx.merge) parse_model_layer() (in module hls4ml.converters.keras.model) parse_name_config() (hls4ml.model.graph.HLSConfig method) parse_onnx_model() (in module hls4ml.converters.onnx_to_hls) parse_permute_layer() (in module hls4ml.converters.keras.reshape) parse_pool_layer() (in module hls4ml.converters.onnx.pooling) parse_pooling_layer() (in module hls4ml.converters.keras.pooling) parse_qactivation_layer() (in module hls4ml.converters.keras.qkeras) parse_qbatchnorm_layer() (in module hls4ml.converters.keras.qkeras) parse_qconv2dbatchnorm_layer() (in module hls4ml.converters.keras.qkeras) parse_qconv_layer() (in module hls4ml.converters.keras.qkeras) parse_qdense_layer() (in module hls4ml.converters.keras.qkeras) parse_qdepthwiseqconv_layer() (in module hls4ml.converters.keras.qkeras) parse_qrnn_layer() (in module hls4ml.converters.keras.qkeras) parse_qsepconv_layer() (in module hls4ml.converters.keras.qkeras) parse_quant_layer() (in module hls4ml.converters.onnx.core) parse_quartus_report() (in module hls4ml.report.quartus_report) parse_reshape_layer() (in module hls4ml.converters.keras.reshape) (in module hls4ml.converters.onnx.reshape) parse_rnn_layer() (in module hls4ml.converters.keras.recurrent) parse_transpose_layer() (in module hls4ml.converters.onnx.reshape) parse_upsampling1d_layer() (in module hls4ml.converters.keras.reshape) parse_upsampling2d_layer() (in module hls4ml.converters.keras.reshape) parse_vivado_report() (in module hls4ml.report.vivado_report) parse_yaml_config() (in module hls4ml.converters)

parse_zeropadding1d_layer() (in module hls4ml.converters.keras.reshaping) parse_zeropadding2d_layer() (in module hls4ml.converters.keras.reshaping) PATTERN (hls4ml.optimization.dsp_aware_pruning.config.SUPPORTED_STRUCTURES attribute) plot_model() (in module hls4ml.utils.plot) PointwiseConv1D (class in hls4ml.backends.fpga.fpga_layers) PointwiseConv1DConfigTemplate (class in hls4ml.backends.catapult.passes.pointwise) (class in hls4ml.backends.oneapi.passes.pointwise) (class in hls4ml.backends.quartus.passes.pointwise) (class in hls4ml.backends.vivado.passes.pointwise) PointwiseConv1DFunctionTemplate (class in hls4ml.backends.catapult.passes.pointwise) (class in hls4ml.backends.oneapi.passes.pointwise) (class in hls4ml.backends.quartus.passes.pointwise) (class in hls4ml.backends.vivado.passes.pointwise) PointwiseConv1DTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.pointwise) PointwiseConv2D (class in hls4ml.backends.fpga.fpga_layers) PointwiseConv2DConfigTemplate (class in hls4ml.backends.catapult.passes.pointwise) (class in hls4ml.backends.oneapi.passes.pointwise) (class in hls4ml.backends.quartus.passes.pointwise) (class in hls4ml.backends.vivado.passes.pointwise) PointwiseConv2DFunctionTemplate (class in hls4ml.backends.catapult.passes.pointwise) (class in hls4ml.backends.oneapi.passes.pointwise) (class in hls4ml.backends.quartus.passes.pointwise) (class in hls4ml.backends.vivado.passes.pointwise) PointwiseConv2DTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.pointwise) PointwiseConvStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.pointwise) PolynomialScheduler (class in hls4ml.optimization.dsp_aware_pruning.scheduler) Pooling1D (class in hls4ml.model.layers) Pooling2D (class in hls4ml.model.layers) PoolingConfigTemplate (class in hls4ml.backends.catapult.passes.pooling_templates) (class in hls4ml.backends.oneapi.passes.pooling_templates) (class in hls4ml.backends.quartus.passes.pooling_templates) (class in hls4ml.backends.vivado.passes.pooling_templates) PoolingFunctionTemplate (class in hls4ml.backends.catapult.passes.pooling_templates) (class in hls4ml.backends.oneapi.passes.pooling_templates) (class in hls4ml.backends.quartus.passes.pooling_templates) (class in hls4ml.backends.vivado.passes.pooling_templates) PoolingStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.pooling_templates) PoolingTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.pooling_templates) populate_values() (in module hls4ml.backends.catapult.passes.fifo_depth_optimization) (in module hls4ml.backends.vivado.passes.fifo_depth_optimization) precision_string_modify() (hls4ml.model.optimizer.passes.qkeras.OutputRoundingSaturationMode method) PrecisionConverter (class in hls4ml.backends.fpga.fpga_types) PrecisionDefinition (class in hls4ml.backends.fpga.fpga_types) PrecisionType (class in hls4ml.model.types) predict() (hls4ml.model.graph.ModelGraph method) PReLU (class in hls4ml.model.layers) PReLUActivationStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.core_templates) PReLUFunctionTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) print_array_to_cpp() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) print_vivado_report() (in module hls4ml.report.vivado_report) ProcessFixedPointQuantizerCall (class in hls4ml.backends.fpga.passes.hgq_proxy_model) ProcessFixedPointQuantizerLayer (class in hls4ml.backends.fpga.passes.hgq_proxy_model) ProcessUnaryLUTCall (class in hls4ml.backends.fpga.passes.hgq_proxy_model) product_type() (hls4ml.backends.fpga.fpga_backend.FPGABackend method)

Q

QKerasBinaryQuantizer (class in hls4ml.model.quantizers) QKerasFactorizeAlpha (class in hls4ml.model.optimizer.passes.qkeras) QKerasPO2Quantizer (class in hls4ml.model.quantizers) QKerasQuantizer (class in hls4ml.model.quantizers) qofr() (in module hls4ml.report.catapult_report) Quant (class in hls4ml.model.layers) QuantConstantParameters (class in hls4ml.model.optimizer.passes.quant_opt) QuantizeDenseOutput (class in hls4ml.backends.catapult.passes.bn_quant) (class in hls4ml.backends.oneapi.passes.bn_quant) (class in hls4ml.backends.quartus.passes.bn_quant) (class in hls4ml.backends.vivado.passes.bn_quant) Quantizer (class in hls4ml.model.quantizers) QuantNodeQuantizer (class in hls4ml.model.quantizers)

QuantToActivation (class in hls4ml.model.optimizer.passes.quant_opt) QuantToAlphaActivationAlpha (class in hls4ml.model.optimizer.passes.quant_opt) QuartusArrayVariableConverter (class in hls4ml.backends.quartus.quartus_types) QuartusArrayVariableDefinition (class in hls4ml.backends.quartus.quartus_types) QuartusBackend (class in hls4ml.backends.quartus.quartus_backend) QuartusInplaceArrayVariableConverter (class in hls4ml.backends.quartus.quartus_types) QuartusInplaceArrayVariableDefinition (class in hls4ml.backends.quartus.quartus_types) QuartusInplaceStreamVariableConverter (class in hls4ml.backends.quartus.quartus_types) QuartusInplaceStreamVariableDefinition (class in hls4ml.backends.quartus.quartus_types) QuartusStreamVariableConverter (class in hls4ml.backends.quartus.quartus_types) QuartusStreamVariableDefinition (class in hls4ml.backends.quartus.quartus_types) QuartusStructMemberVariableConverter (class in hls4ml.backends.quartus.quartus_types) QuartusStructMemberVariableDefinition (class in hls4ml.backends.quartus.quartus_types) QuartusWriter (class in hls4ml.writer.quartus_writer)

R

read_catapult_report() (in module hls4ml.report.catapult_report) read_js_object() (in module hls4ml.report.quartus_report) read_quartus_report() (in module hls4ml.report.quartus_report) read_vivado_report() (in module hls4ml.report.vivado_report) RecurrentConfigTemplate (class in hls4ml.backends.catapult.passes.recurrent_templates) (class in hls4ml.backends.vivado.passes.recurrent_templates) RecurrentFunctionTemplate (class in hls4ml.backends.catapult.passes.recurrent_templates) (class in hls4ml.backends.vivado.passes.recurrent_templates) reduce_model() (in module hls4ml.optimization.dsp_aware_pruning.keras.reduction) ref_impl (hls4ml.model.layers.GarNet attribute) register_backend() (in module hls4ml.backends.backend) register_bn_quant() (in module hls4ml.backends.catapult.passes.bn_quant) (in module hls4ml.backends.oneapi.passes.bn_quant) (in module hls4ml.backends.quartus.passes.bn_quant) (in module hls4ml.backends.vivado.passes.bn_quant) register_broadcast_stream() (in module hls4ml.backends.catapult.passes.broadcast_stream) (in module hls4ml.backends.vivado.passes.broadcast_stream) register_clone() (in module hls4ml.backends.fpga.passes.clone) register_flow() (in module hls4ml.model.flow.flow) register_hgq_proxy_model() (in module hls4ml.backends.fpga.passes.hgq_proxy_model) (in module hls4ml.model.optimizer.passes.hgq_proxy_model) register_keras_layer_handler() (in module hls4ml.converters.keras_to_hls) register_layer() (in module hls4ml.model.layers) register_onnx_layer_handler() (in module hls4ml.converters.onnx_to_hls) register_output_variable() (hls4ml.model.graph.ModelGraph method) register_pass() (hls4ml.backends.backend.Backend method) (in module hls4ml.model.optimizer.optimizer) register_pointwise() (in module hls4ml.backends.catapult.passes.pointwise) (in module hls4ml.backends.oneapi.passes.pointwise) (in module hls4ml.backends.quartus.passes.pointwise) (in module hls4ml.backends.vivado.passes.pointwise) register_pysr_lut_function() (in module hls4ml.utils.symbolic_utils) register_qkeras() (in module hls4ml.model.optimizer.passes.qkeras) register_repack_stream() (in module hls4ml.backends.fpga.passes.repack_stream) register_softmax__table_size_fix() (in module hls4ml.backends.fpga.passes.fix_softmax_table_size) register_source() (hls4ml.backends.backend.Backend method) register_template() (hls4ml.backends.backend.Backend method) register_writer() (in module hls4ml.writer.writers) RegisterBramWeights (class in hls4ml.backends.fpga.passes.bram_weights) remove_custom_regularizers() (in module hls4ml.optimization.dsp_aware_pruning.keras.builder)

remove_node() (hls4ml.model.graph.ModelGraph method) RemoveFinalReshape (class in hls4ml.backends.fpga.passes.final_reshape) RemoveNopBatchNormalization (class in hls4ml.model.optimizer.passes.batchnorm_opt) RemoveNopTranspose (class in hls4ml.model.optimizer.passes.transpose_opt) RemoveSingleChannelTranspose (class in hls4ml.model.optimizer.passes.transpose_opt) RemoveTransposeBeforeFlatten (class in hls4ml.model.optimizer.passes.convert_to_channels_last) Repack (class in hls4ml.backends.fpga.passes.repack_stream) RepackFunctionTemplate (class in hls4ml.backends.fpga.passes.repack_stream) repair_step() (hls4ml.optimization.dsp_aware_pruning.scheduler.BinaryScheduler method) (hls4ml.optimization.dsp_aware_pruning.scheduler.ConstantScheduler method) (hls4ml.optimization.dsp_aware_pruning.scheduler.OptimizationScheduler method) (hls4ml.optimization.dsp_aware_pruning.scheduler.PolynomialScheduler method) replace_char_inconsitency() (in module hls4ml.converters.onnx_to_hls) replace_node() (hls4ml.model.graph.ModelGraph method) ReplaceMultidimensionalDenseWithConv (class in hls4ml.model.optimizer.passes.multi_dense) reseed() (in module hls4ml) Reshape (class in hls4ml.model.layers) ReshapeConfigTemplate (class in hls4ml.backends.oneapi.passes.reshaping_templates) ReshapeConstant (class in hls4ml.model.optimizer.passes.reshape_const) ReshapeFunctionTemplate (class in hls4ml.backends.oneapi.passes.reshaping_templates) ReshapeStream (class in hls4ml.backends.fpga.passes.repack_stream) ReshapeTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.reshaping_templates) ReshapingStreamFunctionTemplate (class in hls4ml.backends.oneapi.passes.reshaping_templates) Resize (class in hls4ml.model.layers) ResizeConfigTemplate (class in hls4ml.backends.catapult.passes.reshaping_templates) (class in hls4ml.backends.oneapi.passes.reshaping_templates) (class in hls4ml.backends.quartus.passes.reshaping_templates) (class in hls4ml.backends.vivado.passes.reshaping_templates) ResizeFunctionTemplate (class in hls4ml.backends.catapult.passes.reshaping_templates) (class in hls4ml.backends.oneapi.passes.reshaping_templates) (class in hls4ml.backends.quartus.passes.reshaping_templates) (class in hls4ml.backends.vivado.passes.reshaping_templates) ResizeTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.reshaping_templates) RND (hls4ml.model.types.RoundingMode attribute) RND_CONV (hls4ml.model.types.RoundingMode attribute) RND_INF (hls4ml.model.types.RoundingMode attribute) RND_MIN_INF (hls4ml.model.types.RoundingMode attribute) RND_ZERO (hls4ml.model.types.RoundingMode attribute) rounding_mode (hls4ml.model.types.FixedPrecisionType property) (hls4ml.model.types.IntegerPrecisionType property) RoundingMode (class in hls4ml.model.types)

S

sanitize_layer_name() (in module hls4ml.converters.onnx_to_hls) SAT (hls4ml.model.types.SaturationMode attribute) SAT_SYM (hls4ml.model.types.SaturationMode attribute) SAT_ZERO (hls4ml.model.types.SaturationMode attribute) saturation_bits (hls4ml.model.types.FixedPrecisionType property) (hls4ml.model.types.IntegerPrecisionType property) saturation_mode (hls4ml.model.types.FixedPrecisionType property) (hls4ml.model.types.IntegerPrecisionType property) SaturationMode (class in hls4ml.model.types) ScaleDownAdd (class in hls4ml.model.optimizer.passes.move_scales) ScaleDownConv (class in hls4ml.model.optimizer.passes.move_scales) ScaleDownMatMul (class in hls4ml.model.optimizer.passes.move_scales) SeparableConv1D (class in hls4ml.model.layers) SeparableConv1DConfigTemplate (class in hls4ml.backends.catapult.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) SeparableConv1DFunctionTemplate (class in hls4ml.backends.catapult.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) SeparableConv2D (class in hls4ml.model.layers) SeparableConv2DConfigTemplate (class in hls4ml.backends.catapult.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) SeparableConv2DFunctionTemplate (class in hls4ml.backends.catapult.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) SeperableToDepthwiseAndConv (class in hls4ml.model.optimizer.passes.seperable_to_dw_conv) set_attr() (hls4ml.model.layers.Layer method) set_big_fifos() (in module hls4ml.backends.catapult.passes.fifo_depth_optimization) (in module hls4ml.backends.vivado.passes.fifo_depth_optimization) set_closest_reuse_factor() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) set_fifo_depth() (in module hls4ml.backends.catapult.passes.fifo_depth_optimization) (in module hls4ml.backends.vivado.passes.fifo_depth_optimization) set_msb_bits() (hls4ml.utils.fixed_point_utils.FixedPointEmulator method) set_name_config() (hls4ml.model.graph.HLSConfig method)

set_target_reuse_factor() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) set_thresholds() (hls4ml.backends.fpga.fpga_layers.BatchNormalizationQuantizedTanh method) SetPipelineStyle (class in hls4ml.backends.vivado.passes.pipeline_style) SimpleRNN (class in hls4ml.model.layers) SimpleRNNConfigTemplate (class in hls4ml.backends.oneapi.passes.recurrent_templates) (class in hls4ml.backends.quartus.passes.recurrent_templates) SimpleRNNFunctionTemplate (class in hls4ml.backends.oneapi.passes.recurrent_templates) (class in hls4ml.backends.quartus.passes.recurrent_templates) size() (hls4ml.model.types.TensorVariable method) size_cpp() (hls4ml.model.types.TensorVariable method) SkipSoftmax (class in hls4ml.backends.fpga.passes.remove_softmax) Softmax (class in hls4ml.model.layers) SoftmaxConfigTemplate (class in hls4ml.backends.catapult.passes.core_templates) (class in hls4ml.backends.oneapi.passes.core_templates) (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) solve_knapsack() (in module hls4ml.optimization.dsp_aware_pruning.knapsack) Source (class in hls4ml.model.types) split_node() (hls4ml.model.graph.ModelGraph method) StaticWeightVariableConverter (class in hls4ml.backends.fpga.fpga_types) StaticWeightVariableDefinition (class in hls4ml.backends.fpga.fpga_types) StreamFunctionCallTemplate (class in hls4ml.backends.oneapi.oneapi_template) StreamVariableConverter (class in hls4ml.backends.fpga.fpga_types) StructMemberVariableConverter (class in hls4ml.backends.fpga.fpga_types) STRUCTURED (hls4ml.optimization.dsp_aware_pruning.config.SUPPORTED_STRUCTURES attribute) SUPPORTED_LAYERS (in module hls4ml.optimization.dsp_aware_pruning.keras.config) SUPPORTED_METRICS (in module hls4ml.optimization.dsp_aware_pruning.keras.config) SUPPORTED_STRUCTURES (class in hls4ml.optimization.dsp_aware_pruning.config) SymbolicExpression (class in hls4ml.model.layers) SymbolicExpressionBackend (class in hls4ml.backends.symbolic.symbolic_backend) SymbolicExpressionWriter (class in hls4ml.writer.symbolic_writer)

T

TaskSequenceTemplate (class in hls4ml.backends.oneapi.oneapi_template) Template (class in hls4ml.backends.template) TensorVariable (class in hls4ml.model.types) TernaryQuantizer (class in hls4ml.model.quantizers) TernaryTanh (class in hls4ml.model.layers) to_acfixed() (in module hls4ml.backends.fpga.passes.hgq_proxy_model) to_apfixed() (in module hls4ml.backends.fpga.passes.hgq_proxy_model) to_float() (hls4ml.utils.fixed_point_utils.FixedPointEmulator method) to_hls4ml_fixed() (in module hls4ml.model.optimizer.passes.hgq_proxy_model) trace() (hls4ml.model.graph.ModelGraph method) transform() (hls4ml.backends.catapult.passes.bn_quant.MergeBatchNormAndQuantizedTanh method) (hls4ml.backends.catapult.passes.bn_quant.QuantizeDenseOutput method) (hls4ml.backends.catapult.passes.broadcast_stream.BroadcastStream method) (hls4ml.backends.catapult.passes.conv_same_pad.InsertZeroPaddingBeforeConv1D method) (hls4ml.backends.catapult.passes.conv_same_pad.InsertZeroPaddingBeforeConv2D method) (hls4ml.backends.catapult.passes.conv_stream.GenerateConvStreamingInstructions method) (hls4ml.backends.catapult.passes.convolution_winograd.ApplyWinogradKernelTransformation method) (hls4ml.backends.catapult.passes.fifo_depth_optimization.FifoDepthOptimization method) (hls4ml.backends.catapult.passes.pointwise.OptimizePointwiseConv method) (hls4ml.backends.catapult.passes.resource_strategy.ApplyResourceStrategy method) (hls4ml.backends.catapult.passes.transform_types.TransformTypes method) (hls4ml.backends.fpga.passes.bram_weights.RegisterBramWeights method) (hls4ml.backends.fpga.passes.clone.CloneOutput method) (hls4ml.backends.fpga.passes.codegen.GenerateConvIm2col method) (hls4ml.backends.fpga.passes.final_reshape.RemoveFinalReshape method) (hls4ml.backends.fpga.passes.fix_softmax_table_size.FixSoftmaxTableSize method) (hls4ml.backends.fpga.passes.hgq_proxy_model.ProcessFixedPointQuantizerLayer method) (hls4ml.backends.fpga.passes.inplace_parallel_reshape.InplaceParallelReshape method) (hls4ml.backends.fpga.passes.inplace_stream_flatten.InplaceStreamFlatten method) (hls4ml.backends.fpga.passes.remove_softmax.SkipSoftmax method) (hls4ml.backends.fpga.passes.repack_stream.ReshapeStream method) (hls4ml.backends.fpga.passes.xnor_pooling.XnorPooling method) (hls4ml.backends.oneapi.oneapi_template.StreamFunctionCallTemplate method) (hls4ml.backends.oneapi.oneapi_template.TaskSequenceTemplate method) (hls4ml.backends.oneapi.passes.bn_quant.MergeBatchNormAndQuantizedTanh method) (hls4ml.backends.oneapi.passes.bn_quant.QuantizeDenseOutput method) (hls4ml.backends.oneapi.passes.convolution_winograd.ApplyWinogradKernelTransformation method) (hls4ml.backends.oneapi.passes.pointwise.OptimizePointwiseConv method) (hls4ml.backends.oneapi.passes.resource_strategy.ApplyResourceStrategy method) (hls4ml.backends.oneapi.passes.transform_types.TransformTypes method) (hls4ml.backends.quartus.passes.bn_quant.MergeBatchNormAndQuantizedTanh method) (hls4ml.backends.quartus.passes.bn_quant.QuantizeDenseOutput method) (hls4ml.backends.quartus.passes.convolution_winograd.ApplyWinogradKernelTransformation method) (hls4ml.backends.quartus.passes.pointwise.OptimizePointwiseConv method) (hls4ml.backends.quartus.passes.resource_strategy.ApplyResourceStrategy method) (hls4ml.backends.quartus.passes.transform_types.TransformTypes method) (hls4ml.backends.symbolic.passes.validate_lut.ValidateUserLookupTable method) (hls4ml.backends.template.FunctionCallTemplate method) (hls4ml.backends.template.Template method) (hls4ml.backends.vitis.passes.feature_check.ValidateConvImplementation method) (hls4ml.backends.vitis.passes.feature_check.ValidateResourceStrategy method) (hls4ml.backends.vitis.passes.feature_check.ValidateResourceUnrolledStrategy method) (hls4ml.backends.vivado.passes.bn_quant.MergeBatchNormAndQuantizedTanh method) (hls4ml.backends.vivado.passes.bn_quant.QuantizeDenseOutput method) (hls4ml.backends.vivado.passes.broadcast_stream.BroadcastStream method) (hls4ml.backends.vivado.passes.conv_same_pad.InsertZeroPaddingBeforeConv1D method) (hls4ml.backends.vivado.passes.conv_same_pad.InsertZeroPaddingBeforeConv2D method) (hls4ml.backends.vivado.passes.conv_stream.GenerateConvStreamingInstructions method) (hls4ml.backends.vivado.passes.fifo_depth_optimization.FifoDepthOptimization method) (hls4ml.backends.vivado.passes.pipeline_style.SetPipelineStyle method) (hls4ml.backends.vivado.passes.pointwise.OptimizePointwiseConv method) (hls4ml.backends.vivado.passes.resource_strategy.ApplyResourceStrategy method) (hls4ml.backends.vivado.passes.transform_types.TransformTypes method) (hls4ml.backends.vivado.passes.unrolled_codegen.GenerateUnrolledDenseResource method) (hls4ml.backends.vivado_accelerator.passes.fifo_depth_optimization.FifoDepthOptimization method) (hls4ml.model.optimizer.optimizer.ModelOptimizerPass method) (hls4ml.model.optimizer.optimizer.OptimizerPass method) (hls4ml.model.optimizer.optimizer.WrappedOptimizerPass method) (hls4ml.model.optimizer.passes.batchnorm_opt.BatchNormOnnxConstantParameters method) (hls4ml.model.optimizer.passes.batchnorm_opt.ConstantBatchNormFusion method) (hls4ml.model.optimizer.passes.batchnorm_opt.FuseConsecutiveBatchNormalization method) (hls4ml.model.optimizer.passes.batchnorm_opt.RemoveNopBatchNormalization method) (hls4ml.model.optimizer.passes.bn_fuse.FuseBatchNormalization method) (hls4ml.model.optimizer.passes.conv_to_convxd.ConvToConvXD method) (hls4ml.model.optimizer.passes.conv_to_depthwiseconvxd.ConvToDepthwiseConvXD method) (hls4ml.model.optimizer.passes.convert_to_channels_last.ChannelsLastConverter method) (hls4ml.model.optimizer.passes.convert_to_channels_last.RemoveTransposeBeforeFlatten method) (hls4ml.model.optimizer.passes.expand_layer_group.ExpandLayerGroup method) (hls4ml.model.optimizer.passes.fuse_biasadd.FuseBiasAdd method) (hls4ml.model.optimizer.passes.hgq_proxy_model.EnforceProxyModelEmbeddedConfig method) (hls4ml.model.optimizer.passes.infer_precision.InferPrecisionTypes method) (hls4ml.model.optimizer.passes.linear.EliminateLinearActivation method) (hls4ml.model.optimizer.passes.linear.MergeLinearActivation method) (hls4ml.model.optimizer.passes.matmul_const_to_dense.MatmulConstToDense method) (hls4ml.model.optimizer.passes.merge_const.MergeToApplyAlpha method) (hls4ml.model.optimizer.passes.merge_const.MergeToApplyAlphaDiv method) (hls4ml.model.optimizer.passes.merge_const.MergeTwoConstants method) (hls4ml.model.optimizer.passes.move_scales.BiasDownAdd method) (hls4ml.model.optimizer.passes.move_scales.ScaleDownAdd method) (hls4ml.model.optimizer.passes.move_scales.ScaleDownConv method) (hls4ml.model.optimizer.passes.move_scales.ScaleDownMatMul method) (hls4ml.model.optimizer.passes.multi_dense.ReplaceMultidimensionalDenseWithConv method) (hls4ml.model.optimizer.passes.qkeras.ExtractTernaryThreshold method) (hls4ml.model.optimizer.passes.qkeras.OutputRoundingSaturationMode method) (hls4ml.model.optimizer.passes.qkeras.QKerasFactorizeAlpha method) (hls4ml.model.optimizer.passes.quant_opt.ConstQuantToConstAlpha method) (hls4ml.model.optimizer.passes.quant_opt.FuseQuantWithConstant method) (hls4ml.model.optimizer.passes.quant_opt.QuantConstantParameters method) (hls4ml.model.optimizer.passes.quant_opt.QuantToActivation method) (hls4ml.model.optimizer.passes.quant_opt.QuantToAlphaActivationAlpha method) (hls4ml.model.optimizer.passes.reshape_const.ReshapeConstant method) (hls4ml.model.optimizer.passes.seperable_to_dw_conv.SeperableToDepthwiseAndConv method) (hls4ml.model.optimizer.passes.stamp.MakeStamp method) (hls4ml.model.optimizer.passes.transpose_opt.RemoveNopTranspose method) (hls4ml.model.optimizer.passes.transpose_opt.RemoveSingleChannelTranspose method)

TransformTypes (class in hls4ml.backends.catapult.passes.transform_types) (class in hls4ml.backends.oneapi.passes.transform_types) (class in hls4ml.backends.quartus.passes.transform_types) (class in hls4ml.backends.vivado.passes.transform_types) Transpose (class in hls4ml.model.layers) TransposeConfigTemplate (class in hls4ml.backends.catapult.passes.reshaping_templates) (class in hls4ml.backends.oneapi.passes.reshaping_templates) (class in hls4ml.backends.quartus.passes.reshaping_templates) (class in hls4ml.backends.vivado.passes.reshaping_templates) TransposeFunctionTemplate (class in hls4ml.backends.catapult.passes.reshaping_templates) (class in hls4ml.backends.oneapi.passes.reshaping_templates) (class in hls4ml.backends.quartus.passes.reshaping_templates) (class in hls4ml.backends.vivado.passes.reshaping_templates) TransposeTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.reshaping_templates) TRN (hls4ml.model.types.RoundingMode attribute) TRN_ZERO (hls4ml.model.types.RoundingMode attribute) TypeAttribute (class in hls4ml.model.attributes) TypeDefinition (class in hls4ml.backends.fpga.fpga_types) TypeMapping (class in hls4ml.model.attributes) TypePrecisionConverter (class in hls4ml.backends.fpga.fpga_types)

U

uint_to_binary() (in module hls4ml.utils.fixed_point_utils) unary_lut_keras_handler() (in module hls4ml.converters.keras.hgq_proxy_model) UnaryLUT (class in hls4ml.model.optimizer.passes.hgq_proxy_model) UnspecifiedPrecisionType (class in hls4ml.model.types) UNSTRUCTURED (hls4ml.optimization.dsp_aware_pruning.config.SUPPORTED_STRUCTURES attribute) update_args() (hls4ml.optimization.dsp_aware_pruning.attributes.LayerAttributes method) update_flow() (in module hls4ml.model.flow.flow)

update_masks() (hls4ml.optimization.dsp_aware_pruning.keras.MaskedBackprop method) update_precision() (hls4ml.model.types.WeightVariable method) update_step() (hls4ml.optimization.dsp_aware_pruning.scheduler.BinaryScheduler method) (hls4ml.optimization.dsp_aware_pruning.scheduler.ConstantScheduler method) (hls4ml.optimization.dsp_aware_pruning.scheduler.OptimizationScheduler method) (hls4ml.optimization.dsp_aware_pruning.scheduler.PolynomialScheduler method) userconf_ifdef() (in module hls4ml.model.optimizer.passes.hgq_proxy_model)

V

validate_value() (hls4ml.model.attributes.Attribute method) (hls4ml.model.attributes.ChoiceAttribute method) ValidateConvImplementation (class in hls4ml.backends.vitis.passes.feature_check) ValidateResourceStrategy (class in hls4ml.backends.vitis.passes.feature_check) ValidateResourceUnrolledStrategy (class in hls4ml.backends.vitis.passes.feature_check) ValidateUserLookupTable (class in hls4ml.backends.symbolic.passes.validate_lut) Variable (class in hls4ml.model.types) VariableDefinition (class in hls4ml.backends.fpga.fpga_types) VariableMapping (class in hls4ml.model.attributes) VitisBackend (class in hls4ml.backends.vitis.vitis_backend) VitisWriter (class in hls4ml.writer.vitis_writer) VivadoAcceleratorBackend (class in hls4ml.backends.vivado_accelerator.vivado_accelerator_backend) VivadoAcceleratorConfig (class in hls4ml.backends.vivado_accelerator.vivado_accelerator_config)

VivadoAcceleratorWriter (class in hls4ml.writer.vivado_accelerator_writer) VivadoArrayVariableConverter (class in hls4ml.backends.vivado.vivado_types) VivadoArrayVariableDefinition (class in hls4ml.backends.vivado.vivado_types) VivadoBackend (class in hls4ml.backends.vivado.vivado_backend) VivadoDSPEstimator (class in hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives) VivadoFFEstimator (class in hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives) VivadoInplaceArrayVariableConverter (class in hls4ml.backends.vivado.vivado_types) VivadoInplaceArrayVariableDefinition (class in hls4ml.backends.vivado.vivado_types) VivadoInplaceStreamVariableConverter (class in hls4ml.backends.vivado.vivado_types) VivadoInplaceStreamVariableDefinition (class in hls4ml.backends.vivado.vivado_types) VivadoMultiObjectiveEstimator (class in hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives) VivadoStreamVariableConverter (class in hls4ml.backends.vivado.vivado_types) VivadoStreamVariableDefinition (class in hls4ml.backends.vivado.vivado_types) VivadoWriter (class in hls4ml.writer.vivado_writer)

W

WeightAttribute (class in hls4ml.model.attributes) WeightMapping (class in hls4ml.model.attributes) WeightVariable (class in hls4ml.model.types) WRAP (hls4ml.model.types.SaturationMode attribute) WrappedOptimizerPass (class in hls4ml.model.optimizer.optimizer) write() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) (hls4ml.model.graph.ModelGraph method) write_activation_tables() (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) write_axi_wrapper() (hls4ml.writer.vivado_accelerator_writer.VivadoAcceleratorWriter method) write_board_script() (hls4ml.writer.vivado_accelerator_writer.VivadoAcceleratorWriter method) write_bridge() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_build_script() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.symbolic_writer.SymbolicExpressionWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_defines() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_driver() (hls4ml.writer.vivado_accelerator_writer.VivadoAcceleratorWriter method) write_generated_code() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_hls() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.symbolic_writer.SymbolicExpressionWriter method) (hls4ml.writer.vitis_writer.VitisWriter method) (hls4ml.writer.vivado_accelerator_writer.VivadoAcceleratorWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) (hls4ml.writer.writers.Writer method) write_new_tar() (hls4ml.writer.vivado_accelerator_writer.VivadoAcceleratorWriter method) write_nnet_utils() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.symbolic_writer.SymbolicExpressionWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method)

write_nnet_utils_overrides() (hls4ml.writer.vitis_writer.VitisWriter method) write_output_dir() (hls4ml.writer.catapult_writer.CatapultWriter method) write_parameters() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_project_cpp() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_project_dir() (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_project_header() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_tar() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_test_bench() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_testbench_parallel() (hls4ml.writer.quartus_writer.QuartusWriter method) write_testbench_stream() (hls4ml.writer.quartus_writer.QuartusWriter method) write_weights() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_wrapper_test() (hls4ml.writer.vivado_accelerator_writer.VivadoAcceleratorWriter method) write_yml() (hls4ml.writer.catapult_writer.CatapultWriter method) (hls4ml.writer.oneapi_writer.OneAPIWriter method) (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) Writer (class in hls4ml.writer.writers)

X

XnorPooling (class in hls4ml.backends.fpga.passes.xnor_pooling)

XnorPrecisionType (class in hls4ml.model.types)

Z

ZeroPadding1D (class in hls4ml.model.layers) ZeroPadding2D (class in hls4ml.model.layers) ZeroPaddingConfigTemplate (class in hls4ml.backends.catapult.passes.reshaping_templates) (class in hls4ml.backends.oneapi.passes.reshaping_templates) (class in hls4ml.backends.quartus.passes.reshaping_templates) (class in hls4ml.backends.vivado.passes.reshaping_templates)

ZeroPaddingFunctionTemplate (class in hls4ml.backends.catapult.passes.reshaping_templates) (class in hls4ml.backends.oneapi.passes.reshaping_templates) (class in hls4ml.backends.quartus.passes.reshaping_templates) (class in hls4ml.backends.vivado.passes.reshaping_templates) ZeroPaddingTaskSequenceTemplate (class in hls4ml.backends.oneapi.passes.reshaping_templates)