Index

A

ACFixedPrecisionDefinition (class in hls4ml.backends.fpga.fpga_types) ACIntegerPrecisionDefinition (class in hls4ml.backends.fpga.fpga_types) Activation (class in hls4ml.model.layers) activation_types_hlsmodel() (in module hls4ml.model.profiling) ActivationConfigTemplate (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) ActivationFunctionTemplate (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) activations_hlsmodel() (in module hls4ml.model.profiling) activations_keras() (in module hls4ml.model.profiling) activations_torch() (in module hls4ml.model.profiling) ACTypeConverter (class in hls4ml.backends.fpga.fpga_types) add_bias() (hls4ml.model.layers.Layer method) (hls4ml.model.optimizer.passes.qkeras.ApplyAlpha method) add_edge() (in module hls4ml.utils.plot) add_input() (hls4ml.converters.onnx_to_hls.ONNXDataReader method) add_output_variable() (hls4ml.model.layers.Layer method) add_weights() (hls4ml.model.layers.Layer method) (hls4ml.model.optimizer.passes.qkeras.ApplyAlpha method)

add_weights_variable() (hls4ml.model.layers.Layer method) ap_fixed_WIFS() (in module hls4ml.model.profiling) 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.optimizer.passes.qkeras) ApplyAlphaConfigTemplate (class in hls4ml.backends.quartus.passes.quantization_templates) (class in hls4ml.backends.vivado.passes.quantization_templates) ApplyAlphaFunctionTemplate (class in hls4ml.backends.quartus.passes.quantization_templates) (class in hls4ml.backends.vivado.passes.quantization_templates) ApplyResourceStrategy (class in hls4ml.backends.quartus.passes.resource_strategy) (class in hls4ml.backends.vivado.passes.resource_strategy) ApplyWinogradKernelTransformation (class in hls4ml.backends.quartus.passes.convolution_winograd) APTypeConverter (class in hls4ml.backends.fpga.fpga_types) array_to_summary() (in module hls4ml.model.profiling) 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.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) BatchNormalizationFunctionTemplate (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.fpga.passes.bn_quant) BatchNormalizationQuantizedTanhFunctionTemplate (class in hls4ml.backends.fpga.passes.bn_quant) BiasAdd (class in hls4ml.model.layers)

BinaryQuantizer (class in hls4ml.converters.keras.core) boxplot() (in module hls4ml.model.profiling) BramWeightVariableConverter (class in hls4ml.backends.fpga.fpga_types) Broadcast (class in hls4ml.backends.vivado.passes.repack_stream) BroadcastConfigTemplate (class in hls4ml.backends.vivado.passes.repack_stream) BroadcastFunctionTemplate (class in hls4ml.backends.vivado.passes.repack_stream) BroadcastStream (class in hls4ml.backends.vivado.passes.repack_stream) build() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) (hls4ml.backends.vivado_accelerator.vivado_accelerator_backend.VivadoAcceleratorBackend method) (hls4ml.model.graph.ModelGraph method)

C

ceil_log2() (in module hls4ml.utils.fixed_point_utils) 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) CodeAttrubute (class in hls4ml.model.attributes) CodeMapping (class in hls4ml.model.attributes) compare() (in module hls4ml.model.profiling) compile() (hls4ml.backends.fpga.fpga_backend.FPGABackend 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.keras_to_hls) (in module hls4ml.converters.utils) compute_padding_2d() (in module hls4ml.converters.keras_to_hls) (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.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) Conv1D (class in hls4ml.model.layers)

Conv1DConfigTemplate (class in hls4ml.backends.quartus.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) Conv1DFunctionTemplate (class in hls4ml.backends.quartus.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) Conv2D (class in hls4ml.model.layers) Conv2DBatchnorm (class in hls4ml.model.layers) Conv2DConfigTemplate (class in hls4ml.backends.quartus.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) Conv2DFunctionTemplate (class in hls4ml.backends.quartus.passes.convolution_templates) (class in hls4ml.backends.vivado.passes.convolution_templates) conv_mult_config_template (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.InplaceVariableConverter 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) 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_precision() (hls4ml.backends.fpga.fpga_types.CompressedTypeConverter method) (hls4ml.backends.fpga.fpga_types.ExponentTypeConverter method) (hls4ml.backends.fpga.fpga_types.TypePrecisionConverter 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) create_config() (in module hls4ml.utils.config) create_initial_config() (hls4ml.backends.backend.Backend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend 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

definition_cpp() (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.QuartusArrayVariableDefinition method) (hls4ml.backends.fpga.fpga_types.QuartusStreamVariableDefinition method) (hls4ml.backends.fpga.fpga_types.QuartusStructMemberVariableDefinition method) (hls4ml.backends.fpga.fpga_types.StaticWeightVariableDefinition method) (hls4ml.backends.fpga.fpga_types.TypeDefinition method) (hls4ml.backends.fpga.fpga_types.VariableDefinition method) (hls4ml.backends.fpga.fpga_types.VivadoArrayVariableDefinition method) (hls4ml.backends.fpga.fpga_types.VivadoStreamVariableDefinition method) (hls4ml.model.types.InplaceVariable method)

Dense (class in hls4ml.model.layers) DenseConfigTemplate (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) DenseFunctionTemplate (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) DepthwiseConv2D (class in hls4ml.model.layers) DepthwiseConv2DFunctionTemplate (class in hls4ml.backends.vivado.passes.convolution_templates) Dot (class in hls4ml.model.layers) DotConfigTemplate (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.nop) Embedding (class in hls4ml.model.layers) EmbeddingConfigTemplate (class in hls4ml.backends.fpga.passes.embedding) EmbeddingFunctionTemplate (class in hls4ml.backends.fpga.passes.embedding) exp_float() (hls4ml.utils.fixed_point_utils.FixedPointEmulator method) 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.vivado.passes.fifo_depth_optimization) (class in hls4ml.backends.vivado_accelerator.passes.fifo_depth_optimization) find_minimum_width() (in module hls4ml.model.types) FixedPointEmulator (class in hls4ml.utils.fixed_point_utils) FixedPrecisionConverter (class in hls4ml.backends.fpga.fpga_types) FixedPrecisionType (class in hls4ml.model.types) Flow (class in hls4ml.model.flow.flow) format() (hls4ml.backends.fpga.passes.bn_quant.BatchNormalizationQuantizedTanhConfigTemplate method) (hls4ml.backends.fpga.passes.bn_quant.BatchNormalizationQuantizedTanhFunctionTemplate method) (hls4ml.backends.fpga.passes.clone.CloneFunctionTemplate method) (hls4ml.backends.fpga.passes.embedding.EmbeddingConfigTemplate method) (hls4ml.backends.fpga.passes.embedding.EmbeddingFunctionTemplate 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.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.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.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.repack_stream.BroadcastConfigTemplate method) (hls4ml.backends.vivado.passes.repack_stream.BroadcastFunctionTemplate method) (hls4ml.backends.vivado.passes.repack_stream.RepackFunctionTemplate 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) 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.qkeras)

G

GarNet (class in hls4ml.model.layers) GarNetConfigTemplate (class in hls4ml.backends.vivado.passes.garnet_templates) GarNetFunctionTemplate (class in hls4ml.backends.vivado.passes.garnet_templates) GarNetStack (class in hls4ml.model.layers) GarNetStackConfigTemplate (class in hls4ml.backends.vivado.passes.garnet_templates) GarNetStackFunctionTemplate (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_max_depth_file() (in module hls4ml.backends.vivado.passes.fifo_depth_optimization) GenerateConvIm2col (class in hls4ml.backends.fpga.passes.codegen) GenerateConvStreamingInstructions (class in hls4ml.backends.vivado.passes.conv_stream) get_attr() (hls4ml.model.layers.Layer method) 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_concat_type() (in module hls4ml.model.optimizer.passes.precision_merge) get_config() (hls4ml.model.optimizer.optimizer.ConfigurableOptimizerPass method) get_config_value() (hls4ml.model.graph.HLSConfig method) 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.quartus.quartus_backend.QuartusBackend 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_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_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.quartus_writer.QuartusWriter method) get_model_arch() (in module hls4ml.converters.keras_to_hls) get_name() (hls4ml.backends.template.Template method) (hls4ml.model.optimizer.optimizer.OptimizerPass class method) (hls4ml.model.optimizer.optimizer.WrappedOptimizerPass method)

get_numbers_cpp() (hls4ml.model.layers.Layer method) get_onnx_attribute() (in module hls4ml.converters.onnx_to_hls) get_onnx_input_name() (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_name() (hls4ml.model.graph.HLSConfig method) get_qkeras_quantization() (in module hls4ml.converters.keras_to_hls) get_quantizer_from_config() (in module hls4ml.converters.keras.qkeras) get_reuse_factor() (hls4ml.model.graph.HLSConfig method) get_shape() (hls4ml.model.types.InplaceVariable method) (hls4ml.model.types.TensorVariable 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_supported_pytorch_layers() (in module hls4ml.converters.pytorch_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.vivado.passes.garnet_templates.GarNetConfigTemplate method) (hls4ml.backends.vivado.passes.garnet_templates.GarNetStackConfigTemplate method) get_type() (in module hls4ml.converters.keras.qkeras) get_unoptimized_hlsmodel() (in module hls4ml.model.profiling) 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.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.onnx_to_hls.ONNXDataReader method) (hls4ml.converters.pytorch_to_hls.PyTorchModelReader method) (hls4ml.converters.tf_to_hls.TFDataReader method) (hls4ml.model.graph.ModelGraph method) get_weights_shape() (hls4ml.converters.keras_to_hls.KerasFileReader method) (hls4ml.converters.keras_to_hls.KerasModelReader method) get_writer() (in module hls4ml.writer.writers) get_writer_flow() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) (hls4ml.backends.vivado_accelerator.vivado_accelerator_backend.VivadoAcceleratorBackend method) get_ymodel_keras() (in module hls4ml.model.profiling) GlobalOptimizerPass (class in hls4ml.model.optimizer.optimizer) GlobalPooling1D (class in hls4ml.model.layers) GlobalPooling2D (class in hls4ml.model.layers) GRU (class in hls4ml.model.layers) GRUConfigTemplate (class in hls4ml.backends.quartus.passes.recurrent_templates) GRUFunctionTemplate (class in hls4ml.backends.quartus.passes.recurrent_templates)

H

histogram() (in module hls4ml.model.profiling) hls4ml module hls4ml.backends module hls4ml.backends.backend 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.bn_quant 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.remove_softmax module hls4ml.backends.quartus module hls4ml.backends.quartus.passes 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.template module hls4ml.backends.vivado module hls4ml.backends.vivado.passes module hls4ml.backends.vivado.passes.bram_weights 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.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.repack_stream 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.vivado_backend 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.merge module hls4ml.converters.keras.pooling module hls4ml.converters.keras.qkeras module hls4ml.converters.keras.qkeras_layers 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.pytorch.convolution module hls4ml.converters.pytorch.core module hls4ml.converters.pytorch.pooling module hls4ml.converters.pytorch_to_hls module hls4ml.converters.tf_to_hls 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.bn_fuse module hls4ml.model.optimizer.passes.fuse_biasadd module hls4ml.model.optimizer.passes.multi_dense module hls4ml.model.optimizer.passes.nop module hls4ml.model.optimizer.passes.precision_merge module hls4ml.model.optimizer.passes.qkeras module hls4ml.model.optimizer.passes.stamp module hls4ml.model.optimizer.passes.transpose_opt module hls4ml.model.profiling module hls4ml.model.types module hls4ml.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.writer module hls4ml.writer.quartus_writer module hls4ml.writer.vivado_accelerator_writer module hls4ml.writer.vivado_writer module hls4ml.writer.writers module HLSConfig (class in hls4ml.model.graph) HLSTypeConverter (class in hls4ml.backends.fpga.fpga_types)

I

init_activation() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) init_base_layer() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_conv1d() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_conv2d() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_dense() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_depconv2d() (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_embed() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_garnet() (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_garnet_stack() (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_global_pooling1d() (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_global_pooling2d() (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_gru() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_lstm() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_pooling1d() (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_pooling2d() (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_sepconv1d() (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_sepconv2d() (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) init_simple_rnn() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) init_softmax() (hls4ml.backends.quartus.quartus_backend.QuartusBackend method) (hls4ml.backends.vivado.vivado_backend.VivadoBackend method) initialize() (hls4ml.backends.fpga.fpga_layers.BatchNormalizationQuantizedTanh method) (hls4ml.backends.fpga.passes.clone.Clone method) (hls4ml.backends.vivado.passes.repack_stream.Broadcast method) (hls4ml.backends.vivado.passes.repack_stream.Repack method) (hls4ml.model.layers.Activation method) (hls4ml.model.layers.BatchNormalization method) (hls4ml.model.layers.BiasAdd method) (hls4ml.model.layers.Concatenate method) (hls4ml.model.layers.Conv1D method) (hls4ml.model.layers.Conv2D method) (hls4ml.model.layers.Conv2DBatchnorm method) (hls4ml.model.layers.Dense 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.Input method) (hls4ml.model.layers.Layer method) (hls4ml.model.layers.LSTM method) (hls4ml.model.layers.Merge method) (hls4ml.model.layers.Pooling1D method) (hls4ml.model.layers.Pooling2D method) (hls4ml.model.layers.PReLU 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.TernaryTanh method) (hls4ml.model.layers.Transpose method) (hls4ml.model.layers.ZeroPadding1D method) (hls4ml.model.layers.ZeroPadding2D method) (hls4ml.model.optimizer.passes.qkeras.ApplyAlpha method)

InplaceVariable (class in hls4ml.model.types) InplaceVariableConverter (class in hls4ml.backends.fpga.fpga_types) Input (class in hls4ml.model.layers) insert_node() (hls4ml.model.graph.ModelGraph method) InsertZeroPaddingBeforeConv1D (class in hls4ml.backends.vivado.passes.conv_same_pad) InsertZeroPaddingBeforeConv2D (class in hls4ml.backends.vivado.passes.conv_same_pad) IntegerPrecisionType (class in hls4ml.model.types) inv_float() (hls4ml.utils.fixed_point_utils.FixedPointEmulator 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)

L

Layer (class in hls4ml.model.layers) layer_optimizer() (in module hls4ml.model.optimizer.optimizer) LayerConfigTemplate (class in hls4ml.backends.template)

LayerOptimizerPass (class in hls4ml.model.optimizer.optimizer) LSTM (class in hls4ml.model.layers) LSTMConfigTemplate (class in hls4ml.backends.quartus.passes.recurrent_templates) LSTMFunctionTemplate (class in hls4ml.backends.quartus.passes.recurrent_templates)

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) match() (hls4ml.backends.fpga.passes.bn_quant.MergeBatchNormAndQuantizedTanh method) (hls4ml.backends.fpga.passes.bn_quant.QuantizeDenseOutput 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.remove_softmax.SkipSoftmax 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.template.Template method) (hls4ml.backends.vivado.passes.bram_weights.RegisterBramWeights 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.repack_stream.BroadcastStream method) (hls4ml.backends.vivado.passes.repack_stream.ReshapeStream method) (hls4ml.backends.vivado.passes.resource_strategy.ApplyResourceStrategy method) (hls4ml.model.optimizer.optimizer.GlobalOptimizerPass method) (hls4ml.model.optimizer.optimizer.OptimizerPass method) (hls4ml.model.optimizer.optimizer.WrappedOptimizerPass method) (hls4ml.model.optimizer.passes.bn_fuse.FuseBatchNormalization method) (hls4ml.model.optimizer.passes.fuse_biasadd.FuseBiasAdd method) (hls4ml.model.optimizer.passes.multi_dense.ReplaceMultidimensionalDenseWithConv method) (hls4ml.model.optimizer.passes.nop.EliminateLinearActivation method) (hls4ml.model.optimizer.passes.precision_merge.SetPrecisionConcat method) (hls4ml.model.optimizer.passes.qkeras.ExtractTernaryThreshold method) (hls4ml.model.optimizer.passes.qkeras.FuseConsecutiveBatchNormalization method) (hls4ml.model.optimizer.passes.qkeras.OutputRoundingSaturationMode method) (hls4ml.model.optimizer.passes.qkeras.QKerasFactorizeAlpha method) (hls4ml.model.optimizer.passes.transpose_opt.RemoveUselessTranspose method) Merge (class in hls4ml.model.layers) MergeBatchNormAndQuantizedTanh (class in hls4ml.backends.fpga.passes.bn_quant) MergeConfigTemplate (class in hls4ml.backends.quartus.passes.merge_templates) (class in hls4ml.backends.vivado.passes.merge_templates) MergeFunctionTemplate (class in hls4ml.backends.quartus.passes.merge_templates) (class in hls4ml.backends.vivado.passes.merge_templates) 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.fpga hls4ml.backends.fpga.fpga_backend hls4ml.backends.fpga.fpga_layers hls4ml.backends.fpga.fpga_types hls4ml.backends.fpga.passes hls4ml.backends.fpga.passes.bn_quant 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.remove_softmax hls4ml.backends.quartus hls4ml.backends.quartus.passes 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.template hls4ml.backends.vivado hls4ml.backends.vivado.passes hls4ml.backends.vivado.passes.bram_weights 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.pointwise hls4ml.backends.vivado.passes.pooling_templates hls4ml.backends.vivado.passes.quantization_templates hls4ml.backends.vivado.passes.recurrent_templates hls4ml.backends.vivado.passes.repack_stream hls4ml.backends.vivado.passes.reshaping_templates hls4ml.backends.vivado.passes.resource_strategy hls4ml.backends.vivado.passes.transform_types hls4ml.backends.vivado.vivado_backend 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.merge hls4ml.converters.keras.pooling hls4ml.converters.keras.qkeras hls4ml.converters.keras.qkeras_layers 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.pytorch.convolution hls4ml.converters.pytorch.core hls4ml.converters.pytorch.pooling hls4ml.converters.pytorch_to_hls hls4ml.converters.tf_to_hls 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.bn_fuse hls4ml.model.optimizer.passes.fuse_biasadd hls4ml.model.optimizer.passes.multi_dense hls4ml.model.optimizer.passes.nop hls4ml.model.optimizer.passes.precision_merge hls4ml.model.optimizer.passes.qkeras hls4ml.model.optimizer.passes.stamp hls4ml.model.optimizer.passes.transpose_opt hls4ml.model.profiling hls4ml.model.types hls4ml.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.writer hls4ml.writer.quartus_writer hls4ml.writer.vivado_accelerator_writer hls4ml.writer.vivado_writer hls4ml.writer.writers

N

name (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) numerical() (in module hls4ml.model.profiling)

O

onnx_handler() (in module hls4ml.converters.onnx_to_hls) onnx_to_hls() (in module hls4ml.converters.onnx_to_hls) ONNXDataReader (class in hls4ml.converters.onnx_to_hls) optimize_model() (in module hls4ml.model.optimizer.optimizer) OptimizePointwiseConv (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) ParametrizedActivation (class in hls4ml.model.layers) ParametrizedActivationFunctionTemplate (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) parse_activation_layer() (in module hls4ml.converters.keras.core) (in module hls4ml.converters.onnx.core) (in module hls4ml.converters.pytorch.core) parse_batchnorm_layer() (in module hls4ml.converters.keras.core) (in module hls4ml.converters.onnx.core) (in module hls4ml.converters.pytorch.core) parse_conv1d_layer() (in module hls4ml.converters.keras.convolution) (in module hls4ml.converters.pytorch.convolution) parse_conv2d_layer() (in module hls4ml.converters.keras.convolution) (in module hls4ml.converters.pytorch.convolution) parse_conv_layer() (in module hls4ml.converters.onnx.convolution) parse_data_format() (in module hls4ml.converters.keras_to_hls) (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) parse_garnet_layer() (in module hls4ml.converters.keras.graph) parse_gemm_layer() (in module hls4ml.converters.onnx.core) 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_linear_layer() (in module hls4ml.converters.pytorch.core) parse_merge_layer() (in module hls4ml.converters.keras.merge) (in module hls4ml.converters.onnx.merge) 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_layers) parse_qbatchnorm_layer() (in module hls4ml.converters.keras.qkeras_layers) parse_qconv2dbatchnorm_layer() (in module hls4ml.converters.keras.qkeras_layers) parse_qconv_layer() (in module hls4ml.converters.keras.qkeras_layers) parse_qdense_layer() (in module hls4ml.converters.keras.qkeras_layers) 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) plot_model() (in module hls4ml.utils.plot) PointwiseConv1D (class in hls4ml.backends.fpga.fpga_layers) PointwiseConv1DConfigTemplate (class in hls4ml.backends.quartus.passes.pointwise) (class in hls4ml.backends.vivado.passes.pointwise) PointwiseConv1DFunctionTemplate (class in hls4ml.backends.quartus.passes.pointwise) (class in hls4ml.backends.vivado.passes.pointwise) PointwiseConv2D (class in hls4ml.backends.fpga.fpga_layers) PointwiseConv2DConfigTemplate (class in hls4ml.backends.quartus.passes.pointwise) (class in hls4ml.backends.vivado.passes.pointwise) PointwiseConv2DFunctionTemplate (class in hls4ml.backends.quartus.passes.pointwise) (class in hls4ml.backends.vivado.passes.pointwise) Pooling1D (class in hls4ml.model.layers) Pooling2D (class in hls4ml.model.layers) PoolingConfigTemplate (class in hls4ml.backends.quartus.passes.pooling_templates) (class in hls4ml.backends.vivado.passes.pooling_templates) PoolingFunctionTemplate (class in hls4ml.backends.quartus.passes.pooling_templates) (class in hls4ml.backends.vivado.passes.pooling_templates) populate_values() (in module hls4ml.backends.vivado.passes.fifo_depth_optimization) precision_cpp() (hls4ml.model.layers.Layer method) 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) PReLUFunctionTemplate (class in hls4ml.backends.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) print_array_to_cpp() (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) product_type() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) pytorch_handler() (in module hls4ml.converters.pytorch_to_hls) pytorch_to_hls() (in module hls4ml.converters.pytorch_to_hls) PyTorchFileReader (class in hls4ml.converters.pytorch_to_hls) PyTorchModelReader (class in hls4ml.converters.pytorch_to_hls)

Q

QKerasBinaryQuantizer (class in hls4ml.converters.keras.qkeras) QKerasFactorizeAlpha (class in hls4ml.model.optimizer.passes.qkeras) QKerasPO2Quantizer (class in hls4ml.converters.keras.qkeras) (class in hls4ml.model.optimizer.passes.qkeras) QKerasQuantizer (class in hls4ml.converters.keras.qkeras) QuantizeDenseOutput (class in hls4ml.backends.fpga.passes.bn_quant) Quantizer (class in hls4ml.model.types) QuartusArrayVariableConverter (class in hls4ml.backends.fpga.fpga_types)

QuartusArrayVariableDefinition (class in hls4ml.backends.fpga.fpga_types) QuartusBackend (class in hls4ml.backends.quartus.quartus_backend) QuartusInplaceVariableConverter (class in hls4ml.backends.fpga.fpga_types) QuartusStreamVariableConverter (class in hls4ml.backends.fpga.fpga_types) QuartusStreamVariableDefinition (class in hls4ml.backends.fpga.fpga_types) QuartusStructMemberVariableConverter (class in hls4ml.backends.fpga.fpga_types) QuartusStructMemberVariableDefinition (class in hls4ml.backends.fpga.fpga_types) QuartusWriter (class in hls4ml.writer.quartus_writer)

R

read_js_object() (in module hls4ml.report.quartus_report) read_quartus_report() (in module hls4ml.report.quartus_report) read_variable_data() (hls4ml.converters.tf_to_hls.TFDataReader method) read_vivado_report() (in module hls4ml.report.vivado_report) RecurrentConfigTemplate (class in hls4ml.backends.vivado.passes.recurrent_templates) RecurrentFunctionTemplate (class in hls4ml.backends.vivado.passes.recurrent_templates) ref_impl (hls4ml.model.layers.GarNet attribute) register_backend() (in module hls4ml.backends.backend) register_bn_quant() (in module hls4ml.backends.fpga.passes.bn_quant) register_clone() (in module hls4ml.backends.fpga.passes.clone) register_flow() (in module hls4ml.model.flow.flow) 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.quartus.passes.pointwise) (in module hls4ml.backends.vivado.passes.pointwise) register_pytorch_layer_handler() (in module hls4ml.converters.pytorch_to_hls) register_qkeras() (in module hls4ml.model.optimizer.passes.qkeras) register_repack_stream() (in module hls4ml.backends.vivado.passes.repack_stream) 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.vivado.passes.bram_weights) remove_node() (hls4ml.model.graph.ModelGraph method) RemoveFinalReshape (class in hls4ml.backends.fpga.passes.final_reshape) RemoveUselessTranspose (class in hls4ml.model.optimizer.passes.transpose_opt) Repack (class in hls4ml.backends.vivado.passes.repack_stream) RepackFunctionTemplate (class in hls4ml.backends.vivado.passes.repack_stream) 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) ReshapeStream (class in hls4ml.backends.vivado.passes.repack_stream) Resize (class in hls4ml.model.layers) ResizeConfigTemplate (class in hls4ml.backends.quartus.passes.reshaping_templates) (class in hls4ml.backends.vivado.passes.reshaping_templates) ResizeFunctionTemplate (class in hls4ml.backends.quartus.passes.reshaping_templates) (class in hls4ml.backends.vivado.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) 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_mode (hls4ml.model.types.FixedPrecisionType property) SaturationMode (class in hls4ml.model.types) SeparableConv1D (class in hls4ml.model.layers) SeparableConv1DConfigTemplate (class in hls4ml.backends.vivado.passes.convolution_templates) SeparableConv1DFunctionTemplate (class in hls4ml.backends.vivado.passes.convolution_templates) SeparableConv2D (class in hls4ml.model.layers) SeparableConv2DConfigTemplate (class in hls4ml.backends.vivado.passes.convolution_templates) SeparableConv2DFunctionTemplate (class in hls4ml.backends.vivado.passes.convolution_templates) set_attr() (hls4ml.model.layers.Layer method) set_big_fifos() (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.vivado.passes.fifo_depth_optimization) set_msb_bits() (hls4ml.utils.fixed_point_utils.FixedPointEmulator method)

set_target_reuse_factor() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) set_thresholds() (hls4ml.backends.fpga.fpga_layers.BatchNormalizationQuantizedTanh method) SetPrecisionConcat (class in hls4ml.model.optimizer.passes.precision_merge) SimpleRNN (class in hls4ml.model.layers) SimpleRNNConfigTemplate (class in hls4ml.backends.quartus.passes.recurrent_templates) SimpleRNNFunctionTemplate (class in hls4ml.backends.quartus.passes.recurrent_templates) size() (hls4ml.model.types.TensorVariable method) size_cpp() (hls4ml.model.types.InplaceVariable method) (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.quartus.passes.core_templates) (class in hls4ml.backends.vivado.passes.core_templates) Source (class in hls4ml.model.types) StaticWeightVariableConverter (class in hls4ml.backends.fpga.fpga_types) StaticWeightVariableDefinition (class in hls4ml.backends.fpga.fpga_types) StreamVariableConverter (class in hls4ml.backends.fpga.fpga_types) StructMemberVariableConverter (class in hls4ml.backends.fpga.fpga_types)

T

Template (class in hls4ml.backends.template) TensorVariable (class in hls4ml.model.types) TernaryQuantizer (class in hls4ml.converters.keras.core) TernaryTanh (class in hls4ml.model.layers) tf_to_hls() (in module hls4ml.converters.tf_to_hls) TFDataReader (class in hls4ml.converters.tf_to_hls) to_float() (hls4ml.utils.fixed_point_utils.FixedPointEmulator method) trace() (hls4ml.model.graph.ModelGraph method) transform() (hls4ml.backends.fpga.passes.bn_quant.MergeBatchNormAndQuantizedTanh method) (hls4ml.backends.fpga.passes.bn_quant.QuantizeDenseOutput 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.remove_softmax.SkipSoftmax 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.template.FunctionCallTemplate method) (hls4ml.backends.template.Template method) (hls4ml.backends.vivado.passes.bram_weights.RegisterBramWeights 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.pointwise.OptimizePointwiseConv method) (hls4ml.backends.vivado.passes.repack_stream.BroadcastStream method) (hls4ml.backends.vivado.passes.repack_stream.ReshapeStream method) (hls4ml.backends.vivado.passes.resource_strategy.ApplyResourceStrategy method) (hls4ml.backends.vivado.passes.transform_types.TransformTypes 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.bn_fuse.FuseBatchNormalization method) (hls4ml.model.optimizer.passes.fuse_biasadd.FuseBiasAdd method) (hls4ml.model.optimizer.passes.multi_dense.ReplaceMultidimensionalDenseWithConv method) (hls4ml.model.optimizer.passes.nop.EliminateLinearActivation method) (hls4ml.model.optimizer.passes.precision_merge.SetPrecisionConcat method) (hls4ml.model.optimizer.passes.qkeras.ExtractTernaryThreshold method) (hls4ml.model.optimizer.passes.qkeras.FuseConsecutiveBatchNormalization method) (hls4ml.model.optimizer.passes.qkeras.OutputRoundingSaturationMode method) (hls4ml.model.optimizer.passes.qkeras.QKerasFactorizeAlpha method) (hls4ml.model.optimizer.passes.stamp.MakeStamp method) (hls4ml.model.optimizer.passes.transpose_opt.RemoveUselessTranspose method)

TransformTypes (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.quartus.passes.reshaping_templates) (class in hls4ml.backends.vivado.passes.reshaping_templates) TransposeFunctionTemplate (class in hls4ml.backends.quartus.passes.reshaping_templates) (class in hls4ml.backends.vivado.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) types_boxplot() (in module hls4ml.model.profiling) types_histogram() (in module hls4ml.model.profiling) types_hlsmodel() (in module hls4ml.model.profiling)

U

uint_to_binary() (in module hls4ml.utils.fixed_point_utils)

update_flow() (in module hls4ml.model.flow.flow) update_precision() (hls4ml.model.types.WeightVariable method)

V

validate_value() (hls4ml.model.attributes.Attribute method) (hls4ml.model.attributes.ChoiceAttribute method) Variable (class in hls4ml.model.types) VariableAttribute (class in hls4ml.model.attributes) VariableDefinition (class in hls4ml.backends.fpga.fpga_types) VariableMapping (class in hls4ml.model.attributes) 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.fpga.fpga_types) VivadoArrayVariableDefinition (class in hls4ml.backends.fpga.fpga_types) VivadoBackend (class in hls4ml.backends.vivado.vivado_backend) VivadoInplaceVariableConverter (class in hls4ml.backends.fpga.fpga_types) VivadoStreamVariableConverter (class in hls4ml.backends.fpga.fpga_types) VivadoStreamVariableDefinition (class in hls4ml.backends.fpga.fpga_types) VivadoWriter (class in hls4ml.writer.vivado_writer)

W

WeightAttribute (class in hls4ml.model.attributes) WeightMapping (class in hls4ml.model.attributes) weights_hlsmodel() (in module hls4ml.model.profiling) weights_keras() (in module hls4ml.model.profiling) weights_torch() (in module hls4ml.model.profiling) 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.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.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_build_script() (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_defines() (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.vivado_writer.VivadoWriter method) write_hls() (hls4ml.backends.fpga.fpga_backend.FPGABackend method) (hls4ml.writer.quartus_writer.QuartusWriter 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.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_parameters() (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_project_cpp() (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_project_dir() (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_project_header() (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_tar() (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_test_bench() (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.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) write_wrapper_test() (hls4ml.writer.vivado_accelerator_writer.VivadoAcceleratorWriter method) write_yml() (hls4ml.writer.quartus_writer.QuartusWriter method) (hls4ml.writer.vivado_writer.VivadoWriter method) Writer (class in hls4ml.writer.writers)

X

XnorPrecisionType (class in hls4ml.model.types)

Z

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

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