Index

A

Absorb1BitMulIntoConv (class in finn.transformation.streamline.absorb) Absorb1BitMulIntoMatMul (class in finn.transformation.streamline.absorb) AbsorbAddIntoMultiThreshold (class in finn.transformation.streamline.absorb) AbsorbChanFirstIntoMatMul (class in qonnx.transformation.channels_last) AbsorbConsecutiveTransposes (class in finn.transformation.streamline.absorb) AbsorbMulIntoMultiThreshold (class in finn.transformation.streamline.absorb) AbsorbScalarMulAddIntoTopK (class in finn.transformation.streamline.absorb) AbsorbSignBiasIntoMultiThreshold (class in finn.transformation.streamline.absorb) AbsorbTransposeIntoFlatten (class in finn.transformation.streamline.absorb) AbsorbTransposeIntoMultiThreshold (class in finn.transformation.streamline.absorb) AbsorbTransposeIntoResize (class in finn.transformation.streamline.absorb) ACTIVATION (finn.transformation.fpgadataflow.loop_rolling.LoopBodyInputType attribute) add_domain_alias() (in module qonnx.custom_op.registry) add_finn_datatype_if_needed() (in module finn.transformation.fpgadataflow.loop_rolling) add_op_to_domain() (in module qonnx.custom_op.registry) adjacency_list() (in module finn.util.create) adjust_graph() (in module qonnx.transformation.quantize_graph) aggregate_dict_keys() (in module finn.analysis.fpgadataflow.op_and_param_counts) (in module qonnx.analysis.inference_cost) all_tensors_f32() (in module qonnx.analysis.topology) allowed() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.BipolarType method) (qonnx.core.datatype.FixedPointType method) (qonnx.core.datatype.Float16Type method) (qonnx.core.datatype.FloatType method) (qonnx.core.datatype.IntType method) (qonnx.core.datatype.ScaledIntType method) (qonnx.core.datatype.TernaryType method) Alveo_NxU200_Platform (class in finn.util.platforms) Alveo_NxU250_Platform (class in finn.util.platforms) Alveo_NxU280_Platform (class in finn.util.platforms) Alveo_NxU50_Platform (class in finn.util.platforms) Alveo_NxU55C_Platform (class in finn.util.platforms) analysis() (qonnx.core.modelwrapper.ModelWrapper method) AnnotateCycles (class in finn.transformation.fpgadataflow.annotate_cycles) AnnotateResources (class in finn.transformation.fpgadataflow.annotate_resources) append_includes() (finn.util.basic.CppBuilder method) append_sources() (finn.util.basic.CppBuilder method) append_tcl() (finn.util.hls.CallHLS method) apply() (finn.transformation.fpgadataflow.annotate_cycles.AnnotateCycles method) (finn.transformation.fpgadataflow.annotate_resources.AnnotateResources method) (finn.transformation.fpgadataflow.cleanup.CleanUp method) (finn.transformation.fpgadataflow.create_dataflow_partition.CreateDataflowPartition method) (finn.transformation.fpgadataflow.create_stitched_ip.CreateStitchedIP method) (finn.transformation.fpgadataflow.derive_characteristic.DeriveCharacteristic method) (finn.transformation.fpgadataflow.externalize_params.ExternalizeParams method) (finn.transformation.fpgadataflow.floorplan.Floorplan method) (finn.transformation.fpgadataflow.infer_pixel_padding_deconv.InferPixelPaddingDeconv method) (finn.transformation.fpgadataflow.insert_dwc.InsertDWC method) (finn.transformation.fpgadataflow.insert_fifo.InsertFIFO method) (finn.transformation.fpgadataflow.insert_hook.InsertHook method) (finn.transformation.fpgadataflow.insert_iodma.InsertIODMA method) (finn.transformation.fpgadataflow.insert_tlastmarker.InsertTLastMarker method) (finn.transformation.fpgadataflow.loop_rolling.LoopExtraction method) (finn.transformation.fpgadataflow.loop_rolling.LoopRolling method) (finn.transformation.fpgadataflow.make_driver.MakeCPPDriver method) (finn.transformation.fpgadataflow.make_driver.MakePYNQDriver method) (finn.transformation.fpgadataflow.minimize_accumulator_width.MinimizeAccumulatorWidth method) (finn.transformation.fpgadataflow.minimize_weight_bit_width.MinimizeWeightBitWidth method) (finn.transformation.fpgadataflow.prepare_cppsim.PrepareCppSim method) (finn.transformation.fpgadataflow.prepare_ip.PrepareIP method) (finn.transformation.fpgadataflow.prepare_rtlsim.PrepareRTLSim method) (finn.transformation.fpgadataflow.replace_verilog_relpaths.ReplaceVerilogRelPaths method) (finn.transformation.fpgadataflow.set_exec_mode.SetExecMode method) (finn.transformation.fpgadataflow.set_loop_boundary.SetLoopBoundary method) (finn.transformation.move_reshape.RemoveCNVtoFCFlatten method) (finn.transformation.qonnx.convert_qonnx_to_finn.ConvertQONNXtoFINN method) (finn.transformation.qonnx.fold_quant_weights.FoldQuantWeights method) (finn.transformation.qonnx.infer_quant_avg_pool_2d.AvgPoolAndTruncToQuantAvgPool method) (finn.transformation.qonnx.infer_quant_avg_pool_2d.AvgPoolAndTruncv1ToQuantAvgPool method) (finn.transformation.qonnx.infer_quant_avg_pool_2d.AvgPoolAndTruncv2ToQuantAvgPool method) (finn.transformation.qonnx.quant_act_to_multithreshold.ConvertQuantActToMultiThreshold method) (finn.transformation.streamline.absorb.Absorb1BitMulIntoConv method) (finn.transformation.streamline.absorb.Absorb1BitMulIntoMatMul method) (finn.transformation.streamline.absorb.AbsorbAddIntoMultiThreshold method) (finn.transformation.streamline.absorb.AbsorbConsecutiveTransposes method) (finn.transformation.streamline.absorb.AbsorbMulIntoMultiThreshold method) (finn.transformation.streamline.absorb.AbsorbScalarMulAddIntoTopK method) (finn.transformation.streamline.absorb.AbsorbSignBiasIntoMultiThreshold method) (finn.transformation.streamline.absorb.AbsorbTransposeIntoFlatten method) (finn.transformation.streamline.absorb.AbsorbTransposeIntoMultiThreshold method) (finn.transformation.streamline.absorb.AbsorbTransposeIntoResize method) (finn.transformation.streamline.absorb.FactorOutMulSignMagnitude method) (finn.transformation.streamline.collapse_repeated.CollapseRepeatedOp method) (finn.transformation.streamline.reorder.MakeMaxPoolNHWC method) (finn.transformation.streamline.reorder.MakeScaleResizeNHWC method) (finn.transformation.streamline.reorder.MoveAddPastConv method) (finn.transformation.streamline.reorder.MoveAddPastMul method) (finn.transformation.streamline.reorder.MoveFlattenPastAffine method) (finn.transformation.streamline.reorder.MoveFlattenPastTopK method) (finn.transformation.streamline.reorder.MoveIdenticalOpPastJoinOp method) (finn.transformation.streamline.reorder.MoveMaxPoolPastMultiThreshold method) (finn.transformation.streamline.reorder.MoveMulPastDWConv method) (finn.transformation.streamline.reorder.MoveMulPastMaxPool method) (finn.transformation.streamline.reorder.MoveOpPastFork method) (finn.transformation.streamline.reorder.MoveScalarAddPastMatMul method) (finn.transformation.streamline.reorder.MoveScalarLinearPastInvariants method) (finn.transformation.streamline.reorder.MoveScalarLinearPastSplit method) (finn.transformation.streamline.reorder.MoveScalarMulPastConv method) (finn.transformation.streamline.reorder.MoveScalarMulPastConvTranspose method) (finn.transformation.streamline.reorder.MoveScalarMulPastMatMul method) (finn.transformation.streamline.reorder.MoveTransposePastScalarMul method) (finn.transformation.streamline.reorder.MoveTransposePastSplit method) (finn.transformation.streamline.round_thresholds.RoundAndClipThresholds method) (finn.transformation.streamline.sign_to_thres.ConvertSignToThres method) (finn.transformation.streamline.Streamline method) (qonnx.transformation.base.NodeLocalTransformation method) (qonnx.transformation.base.Transformation method) (qonnx.transformation.batchnorm_to_affine.BatchNormToAffine method) (qonnx.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount method) (qonnx.transformation.change_3d_tensors_to_4d.Change3DTo4DTensors method) (qonnx.transformation.change_batchsize.ChangeBatchSize method) (qonnx.transformation.change_datalayout.ChangeDataLayoutQuantAvgPool2d method) (qonnx.transformation.channels_last.AbsorbChanFirstIntoMatMul method) (qonnx.transformation.channels_last.ConvertToChannelsLastAndClean method) (qonnx.transformation.channels_last.InsertChannelsLastDomainsAndTrafos method) (qonnx.transformation.channels_last.MoveChanFirstDownstream method) (qonnx.transformation.channels_last.MoveChanLastUpstream method) (qonnx.transformation.channels_last.MoveOpPastFork method) (qonnx.transformation.channels_last.RemoveConsecutiveChanFirstAndChanLastTrafos method) (qonnx.transformation.create_generic_partitions.PartitionFromDict method) (qonnx.transformation.create_generic_partitions.PartitionFromLambda method) (qonnx.transformation.double_to_single_float.DoubleToSingleFloat method) (qonnx.transformation.expose_intermediate.ExposeIntermediateTensorsLambda method) (qonnx.transformation.extend_partition.ExtendPartition method) (qonnx.transformation.extract_conv_bias.ExtractBiasFromConv method) (qonnx.transformation.extract_quant_scale_zeropt.ExtractQuantScaleZeroPt method) (qonnx.transformation.fold_constants.FoldConstants method) (qonnx.transformation.fold_constants.FoldConstantsFiltered method) (qonnx.transformation.gemm_to_matmul.GemmToMatMul method) (qonnx.transformation.general.ConvertDivToMul method) (qonnx.transformation.general.ConvertSubToAdd method) (qonnx.transformation.general.GiveRandomTensorNames method) (qonnx.transformation.general.GiveReadableTensorNames method) (qonnx.transformation.general.GiveUniqueNodeNames method) (qonnx.transformation.general.GiveUniqueParameterTensors method) (qonnx.transformation.general.GiveUniqueTensorNames method) (qonnx.transformation.general.MovePadAttributeToTensor method) (qonnx.transformation.general.RemoveStaticGraphInputs method) (qonnx.transformation.general.RemoveUnusedTensors method) (qonnx.transformation.general.SortCommutativeInputsInitializerLast method) (qonnx.transformation.general.SortGraph method) (qonnx.transformation.infer_data_layouts.InferDataLayouts method) (qonnx.transformation.infer_datatypes.InferDataTypes method) (qonnx.transformation.infer_shapes.InferShapes method) (qonnx.transformation.insert_topk.InsertTopK method) (qonnx.transformation.lower_convs_to_matmul.LowerConvsToMatMul method) (qonnx.transformation.make_input_chanlast.MakeInputChannelsLast method) (qonnx.transformation.merge_onnx_models.MergeONNXModels method) (qonnx.transformation.pruning.ApplyMasks method) (qonnx.transformation.pruning.PropagateMasks method) (qonnx.transformation.pruning.PruneChannels method) (qonnx.transformation.pruning.RemoveMaskedChannels method) (qonnx.transformation.qcdq_to_qonnx.QCDQToQuant method) (qonnx.transformation.qonnx_to_qcdq.QuantToQCDQ method) (qonnx.transformation.quant_constant_folding.FoldTransposeIntoQuantInit method) (qonnx.transformation.quantize_graph.QuantizeGraph method) (qonnx.transformation.rebalance_conv.RebalanceIm2Col method) (qonnx.transformation.remove.RemoveIdentityOps method) (qonnx.transformation.remove.RemoveUnusedNodes method) (qonnx.transformation.resize_conv_to_deconv.ResizeConvolutionToDeconvolution method) (qonnx.transformation.subpixel_to_deconv.SubPixelToDeconvolution method)

ApplyMasks (class in qonnx.transformation.pruning) applyNodeLocal() (finn.transformation.fpgadataflow.compile_cppsim.CompileCppSim method) (finn.transformation.fpgadataflow.derive_characteristic.DeriveCharacteristic method) (finn.transformation.fpgadataflow.derive_characteristic.DeriveFIFOSizes method) (finn.transformation.fpgadataflow.hlssynth_ip.HLSSynthIP method) (finn.transformation.fpgadataflow.prepare_rtlsim.PrepareRTLSim method) (qonnx.transformation.base.NodeLocalTransformation method) ArbPrecFloatType (class in qonnx.core.datatype) are_opposite_permutations() (finn.transformation.streamline.absorb.AbsorbConsecutiveTransposes method) are_producers_channelwise_ops() (finn.transformation.streamline.reorder.MoveAffinePastJoinConcat method) are_producers_identical() (finn.transformation.streamline.reorder.MoveAddPastJoinAdd method) (finn.transformation.streamline.reorder.MoveIdenticalOpPastJoinOp method) (finn.transformation.streamline.reorder.MoveMulPastJoinAdd method) (finn.transformation.streamline.reorder.MoveTransposePastJoinAdd method) (finn.transformation.streamline.reorder.MoveTransposePastJoinConcat method) are_producers_identical_scalar_ops() (finn.transformation.streamline.reorder.MoveAffinePastJoinConcat method) array2hexstring() (in module finn.util.data_packing) assign_mem_bits_and_elems() (in module qonnx.util.inference_cost) auto_pad_to_explicit_padding() (in module qonnx.util.basic) AvgPoolAndTruncToQuantAvgPool (class in finn.transformation.qonnx.infer_quant_avg_pool_2d) AvgPoolAndTruncv1ToQuantAvgPool (class in finn.transformation.qonnx.infer_quant_avg_pool_2d) AvgPoolAndTruncv2ToQuantAvgPool (class in finn.transformation.qonnx.infer_quant_avg_pool_2d)

B

BaseDataType (class in qonnx.core.datatype) BatchNormalization_v1 (class in qonnx.custom_op.channels_last.batch_normalization) BatchNormalization_v14 (class in qonnx.custom_op.channels_last.batch_normalization) BatchNormalization_v9 (class in qonnx.custom_op.channels_last.batch_normalization) BatchNormToAffine (class in qonnx.transformation.batchnorm_to_affine) binary_quant() (in module qonnx.custom_op.general.bipolar_quant) BipolarQuant (class in qonnx.custom_op.general.bipolar_quant) BipolarType (class in qonnx.core.datatype) bitwidth() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.BipolarType method) (qonnx.core.datatype.Float16Type method) (qonnx.core.datatype.FloatType method) (qonnx.core.datatype.IntType method) (qonnx.core.datatype.TernaryType method)

build() (finn.util.basic.CppBuilder method) (finn.util.hls.CallHLS method) build_function_match_pattern() (finn.transformation.fpgadataflow.loop_rolling.LoopBodyTemplate method) build_loop_replace_pattern() (in module finn.transformation.fpgadataflow.loop_rolling)

C

calc_conv_range() (in module qonnx.util.range_analysis) calc_convtranspose_range() (in module qonnx.util.range_analysis) calc_gemm_range() (in module qonnx.util.range_analysis) calc_matmul_range() (in module qonnx.util.range_analysis) calc_monotonic_range() (in module qonnx.util.range_analysis) calc_range_outdtype() (in module qonnx.util.range_analysis) calculate_matvec_accumulator_extremum() (in module qonnx.util.range_analysis) calculate_matvec_accumulator_range() (in module qonnx.util.basic) calculate_node_parameters() (finn.transformation.qonnx.qonnx_activation_handlers.QuantActBaseHandler method) calculate_signed_dot_prod_range() (in module qonnx.util.basic) CallHLS (class in finn.util.hls) Change3DTo4DTensors (class in qonnx.transformation.change_3d_tensors_to_4d) ChangeBatchSize (class in qonnx.transformation.change_batchsize) ChangeDataLayoutQuantAvgPool2d (class in qonnx.transformation.change_datalayout) ChannelsLastWrappedOp (class in qonnx.custom_op.channels_last.base_wrapped_op) check_all_tensor_shapes_specified() (qonnx.core.modelwrapper.ModelWrapper method) CleanUp (class in finn.transformation.fpgadataflow.cleanup) cleanup() (in module qonnx.util.cleanup) (qonnx.core.modelwrapper.ModelWrapper method) cleanup_model() (in module qonnx.util.cleanup) CollapseRepeatedAdd (class in finn.transformation.streamline.collapse_repeated) CollapseRepeatedMul (class in finn.transformation.streamline.collapse_repeated) CollapseRepeatedOp (class in finn.transformation.streamline.collapse_repeated) compare_execution() (in module qonnx.core.onnx_exec) CompileCppSim (class in finn.transformation.fpgadataflow.compile_cppsim) compute_bops_and_macs() (in module qonnx.util.inference_cost) compute_connection_cost (finn.util.platforms.Platform property) compute_connection_resource (finn.util.platforms.Platform property) compute_conv_output_dim() (in module qonnx.custom_op.general.im2col) compute_mem_bits_and_elems() (in module qonnx.util.inference_cost) compute_pool_output_dim() (in module qonnx.custom_op.general.maxpoolnhwc)

compute_resources (finn.util.platforms.Alveo_NxU200_Platform property) (finn.util.platforms.Alveo_NxU250_Platform property) (finn.util.platforms.Alveo_NxU280_Platform property) (finn.util.platforms.Alveo_NxU50_Platform property) (finn.util.platforms.Alveo_NxU55C_Platform property) (finn.util.platforms.Platform property) (finn.util.platforms.ZU28DR_Platform property) (finn.util.platforms.ZU3EG_Platform property) (finn.util.platforms.ZU7EV_Platform property) (finn.util.platforms.ZU9EG_Platform property) (finn.util.platforms.Zynq7020_Platform property) CONDITION (finn.transformation.fpgadataflow.loop_rolling.LoopBodyInputType attribute) connect_ap_none_external() (finn.transformation.fpgadataflow.create_stitched_ip.CreateStitchedIP method) connect_axi() (finn.transformation.fpgadataflow.create_stitched_ip.CreateStitchedIP method) connect_clk_rst() (finn.transformation.fpgadataflow.create_stitched_ip.CreateStitchedIP method) connect_m_axis_external() (finn.transformation.fpgadataflow.create_stitched_ip.CreateStitchedIP method) connect_s_axis_external() (finn.transformation.fpgadataflow.create_stitched_ip.CreateStitchedIP method) CONSTANT (finn.transformation.fpgadataflow.loop_rolling.LoopBodyInputType attribute) Conv_v1 (class in qonnx.custom_op.channels_last.conv) convert() (in module qonnx.util.convert) ConvertBipolarMatMulToXnorPopcount (class in qonnx.transformation.bipolar_to_xnor) ConvertDivToMul (class in qonnx.transformation.general) ConvertQONNXtoFINN (class in finn.transformation.qonnx.convert_qonnx_to_finn) ConvertQuantActToMultiThreshold (class in finn.transformation.qonnx.quant_act_to_multithreshold) ConvertSignToThres (class in finn.transformation.streamline.sign_to_thres) ConvertSubToAdd (class in qonnx.transformation.general) ConvertToChannelsLastAndClean (class in qonnx.transformation.channels_last) CppBuilder (class in finn.util.basic) create_quantnode() (in module qonnx.transformation.quantize_graph) CreateDataflowPartition (class in finn.transformation.fpgadataflow.create_dataflow_partition) CreateStitchedIP (class in finn.transformation.fpgadataflow.create_stitched_ip) CustomOp (class in qonnx.custom_op.base)

D

data_prepared_to_finnpy_bipolar() (in module finn.util.data_packing) data_prepared_to_finnpy_fixed() (in module finn.util.data_packing) data_prepared_to_finnpy_int() (in module finn.util.data_packing) data_prepared_to_finnpy_ternary() (in module finn.util.data_packing) dataflow_performance() (in module finn.analysis.fpgadataflow.dataflow_performance) DataType (class in qonnx.core.datatype) DataTypeMeta (class in qonnx.core.datatype)

DebugMarker (class in qonnx.custom_op.general.debugmarker) default_filter_function_generator() (in module finn.transformation.qonnx.quant_act_to_multithreshold) del_initializer() (qonnx.core.modelwrapper.ModelWrapper method) DeriveCharacteristic (class in finn.transformation.fpgadataflow.derive_characteristic) DeriveFIFOSizes (class in finn.transformation.fpgadataflow.derive_characteristic) detect_hls_rtl_dsp_conflict() (in module finn.util.fpgadataflow) DoubleToSingleFloat (class in qonnx.transformation.double_to_single_float) download_model() (in module qonnx.util.test)

E

ensure_masktype_is_dict() (in module qonnx.transformation.pruning) exec_qonnx() (in module qonnx.util.exec_qonnx) execute_custom_node() (in module qonnx.core.execute_custom_node) execute_node() (in module qonnx.core.onnx_exec) (qonnx.custom_op.base.CustomOp method) (qonnx.custom_op.channels_last.base_wrapped_op.ChannelsLastWrappedOp method) (qonnx.custom_op.general.bipolar_quant.BipolarQuant method) (qonnx.custom_op.general.debugmarker.DebugMarker method) (qonnx.custom_op.general.genericpartition.GenericPartition method) (qonnx.custom_op.general.im2col.Im2Col method) (qonnx.custom_op.general.maxpoolnhwc.MaxPoolNHWC method) (qonnx.custom_op.general.multithreshold.MultiThreshold method) (qonnx.custom_op.general.quantavgpool2d.QuantAvgPool2d method) (qonnx.custom_op.general.trunc.Trunc_v1 method) (qonnx.custom_op.general.trunc.Trunc_v2 method) (qonnx.custom_op.general.xnorpopcount.XnorPopcountMatMul method)

execute_onnx() (in module qonnx.core.onnx_exec) execute_onnx_and_make_model() (in module qonnx.core.onnx_exec) exp_cycles_per_layer() (in module finn.analysis.fpgadataflow.exp_cycles_per_layer) exponent_bias() (qonnx.core.datatype.ArbPrecFloatType method) exponent_bits() (qonnx.core.datatype.ArbPrecFloatType method) ExposeIntermediateTensorsLambda (class in qonnx.transformation.expose_intermediate) ExposeIntermediateTensorsPatternList (class in qonnx.transformation.expose_intermediate) ExtendPartition (class in qonnx.transformation.extend_partition) ExternalizeParams (class in finn.transformation.fpgadataflow.externalize_params) extract_conv_params() (qonnx.transformation.lower_convs_to_matmul.LowerConvsToMatMul method) extract_elem_type() (in module qonnx.transformation.qcdq_to_qonnx) extract_model_config_to_json() (in module qonnx.util.config) ExtractBiasFromConv (class in qonnx.transformation.extract_conv_bias) ExtractQuantScaleZeroPt (class in qonnx.transformation.extract_quant_scale_zeropt)

F

FactorOutMulSignMagnitude (class in finn.transformation.streamline.absorb) find_consumer() (qonnx.core.modelwrapper.ModelWrapper method) find_consumers() (qonnx.core.modelwrapper.ModelWrapper method) find_direct_predecessors() (qonnx.core.modelwrapper.ModelWrapper method) find_direct_successors() (qonnx.core.modelwrapper.ModelWrapper method) find_producer() (qonnx.core.modelwrapper.ModelWrapper method) find_upstream() (qonnx.core.modelwrapper.ModelWrapper method) finn.analysis.fpgadataflow.dataflow_performance module finn.analysis.fpgadataflow.exp_cycles_per_layer module finn.analysis.fpgadataflow.floorplan_params module finn.analysis.fpgadataflow.hls_synth_res_estimation module finn.analysis.fpgadataflow.op_and_param_counts module finn.analysis.fpgadataflow.post_synth_res module finn.analysis.fpgadataflow.res_estimation module finn.analysis.verify_custom_nodes module finn.transformation.fpgadataflow.annotate_cycles module finn.transformation.fpgadataflow.annotate_resources module finn.transformation.fpgadataflow.cleanup module finn.transformation.fpgadataflow.compile_cppsim module finn.transformation.fpgadataflow.create_dataflow_partition module finn.transformation.fpgadataflow.create_stitched_ip module finn.transformation.fpgadataflow.derive_characteristic module finn.transformation.fpgadataflow.externalize_params module finn.transformation.fpgadataflow.floorplan module finn.transformation.fpgadataflow.hlssynth_ip module finn.transformation.fpgadataflow.infer_pixel_padding_deconv module finn.transformation.fpgadataflow.insert_dwc module finn.transformation.fpgadataflow.insert_fifo module finn.transformation.fpgadataflow.insert_hook module finn.transformation.fpgadataflow.insert_iodma module finn.transformation.fpgadataflow.insert_tlastmarker module finn.transformation.fpgadataflow.loop_rolling module finn.transformation.fpgadataflow.make_driver module finn.transformation.fpgadataflow.minimize_accumulator_width module finn.transformation.fpgadataflow.minimize_weight_bit_width module finn.transformation.fpgadataflow.prepare_cppsim module finn.transformation.fpgadataflow.prepare_ip module finn.transformation.fpgadataflow.prepare_rtlsim module

finn.transformation.fpgadataflow.replace_verilog_relpaths module finn.transformation.fpgadataflow.set_exec_mode module finn.transformation.fpgadataflow.set_loop_boundary module finn.transformation.fpgadataflow.template_driver module finn.transformation.fpgadataflow.templates module finn.transformation.move_reshape module finn.transformation.qonnx module finn.transformation.qonnx.convert_qonnx_to_finn module finn.transformation.qonnx.fold_quant_weights module finn.transformation.qonnx.infer_quant_avg_pool_2d module finn.transformation.qonnx.qonnx_activation_handlers module finn.transformation.qonnx.quant_act_to_multithreshold module finn.transformation.streamline module finn.transformation.streamline.absorb module finn.transformation.streamline.collapse_repeated module finn.transformation.streamline.reorder module finn.transformation.streamline.round_thresholds module finn.transformation.streamline.sign_to_thres module finn.util.basic module finn.util.create module finn.util.data_packing module finn.util.fpgadataflow module finn.util.hls module finn.util.platforms module finn.util.pytorch module finn.util.visualization module finn.util.vivado module finn_datatypes_match() (in module finn.transformation.fpgadataflow.loop_rolling) finnpy_to_packed_bytearray() (in module finn.util.data_packing) FixedPointType (class in qonnx.core.datatype) Float16Type (class in qonnx.core.datatype) FloatType (class in qonnx.core.datatype) Floorplan (class in finn.transformation.fpgadataflow.floorplan) floorplan_params() (in module finn.analysis.fpgadataflow.floorplan_params) FoldConstants (class in qonnx.transformation.fold_constants) FoldConstantsFiltered (class in qonnx.transformation.fold_constants) FoldQuantWeights (class in finn.transformation.qonnx.fold_quant_weights) FoldTransposeIntoQuantInit (class in qonnx.transformation.quant_constant_folding) forward() (finn.util.pytorch.Normalize method) (finn.util.pytorch.NormalizePreProc method) (finn.util.pytorch.ToTensor method) frac_bits() (qonnx.core.datatype.FixedPointType method)

G

GemmToMatMul (class in qonnx.transformation.gemm_to_matmul) gen_finn_dt_tensor() (in module qonnx.util.basic) GenericPartition (class in qonnx.custom_op.general.genericpartition) get_accum_size() (qonnx.custom_op.general.quantavgpool2d.QuantAvgPool2d method) get_accumulator_dt_cands() (qonnx.core.datatype.DataType static method) get_all_tensor_names() (qonnx.core.modelwrapper.ModelWrapper method) get_by_name() (in module qonnx.util.basic) get_canonical_name() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.BipolarType method) (qonnx.core.datatype.FixedPointType method) (qonnx.core.datatype.Float16Type method) (qonnx.core.datatype.FloatType method) (qonnx.core.datatype.IntType method) (qonnx.core.datatype.ScaledIntType method) (qonnx.core.datatype.TernaryType method) get_channels_first_layout_for_ndims() (in module qonnx.core.data_layout) get_channels_last_layout_for_ndims() (in module qonnx.core.data_layout) get_constant_from_value() (in module finn.transformation.fpgadataflow.loop_rolling) get_customop_wrapper() (qonnx.core.modelwrapper.ModelWrapper method) get_driver_shapes() (in module finn.util.basic) get_dsp_block() (in module finn.util.basic) get_execution_error_thresh() (in module qonnx.util.basic) get_finn_nodes() (qonnx.core.modelwrapper.ModelWrapper method) get_finn_root() (in module finn.util.basic) get_first_global_in() (qonnx.core.modelwrapper.ModelWrapper method) get_first_global_out() (qonnx.core.modelwrapper.ModelWrapper method) get_golden_in_and_output() (in module qonnx.util.test) get_hls_datatype_str() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.BipolarType method) (qonnx.core.datatype.FixedPointType method) (qonnx.core.datatype.Float16Type method) (qonnx.core.datatype.FloatType method) (qonnx.core.datatype.IntType method) (qonnx.core.datatype.ScaledIntType method) (qonnx.core.datatype.TernaryType method) get_im2col_indices_nchw() (in module qonnx.custom_op.general.im2col) get_initializer() (qonnx.core.modelwrapper.ModelWrapper method) get_integer_datatype() (qonnx.custom_op.general.bipolar_quant.BipolarQuant method) get_liveness_threshold_cycles() (in module finn.util.basic) get_mem_init() (finn.transformation.fpgadataflow.insert_iodma.InsertIODMA method) get_memutil_alternatives() (in module finn.util.basic) get_metadata_prop() (qonnx.core.modelwrapper.ModelWrapper method) get_minmax_prototype_tensors() (in module qonnx.util.range_analysis) get_node_from_name() (qonnx.core.modelwrapper.ModelWrapper method) get_node_index() (qonnx.core.modelwrapper.ModelWrapper method) get_node_tensor_dtypes() (in module qonnx.analysis.inference_cost) get_node_tensor_shapes() (in module qonnx.analysis.inference_cost) get_node_weight_density() (in module qonnx.analysis.inference_cost) get_nodeattr() (qonnx.custom_op.base.CustomOp method) get_nodeattr_allowed_values() (qonnx.custom_op.base.CustomOp method) get_nodeattr_def() (qonnx.custom_op.base.CustomOp method)

get_nodeattr_types() (qonnx.custom_op.base.CustomOp method) (qonnx.custom_op.channels_last.batch_normalization.BatchNormalization_v1 method) (qonnx.custom_op.channels_last.conv.Conv_v1 method) (qonnx.custom_op.channels_last.max_pool.MaxPool_v1 method) (qonnx.custom_op.general.bipolar_quant.BipolarQuant method) (qonnx.custom_op.general.debugmarker.DebugMarker method) (qonnx.custom_op.general.genericpartition.GenericPartition method) (qonnx.custom_op.general.im2col.Im2Col method) (qonnx.custom_op.general.maxpoolnhwc.MaxPoolNHWC method) (qonnx.custom_op.general.multithreshold.MultiThreshold method) (qonnx.custom_op.general.quantavgpool2d.QuantAvgPool2d method) (qonnx.custom_op.general.trunc.Trunc_v1 method) (qonnx.custom_op.general.trunc.Trunc_v2 method) (qonnx.custom_op.general.xnorpopcount.XnorPopcountMatMul method) get_nodes_by_op_type() (qonnx.core.modelwrapper.ModelWrapper method) get_non_finn_nodes() (qonnx.core.modelwrapper.ModelWrapper method) get_num_default_workers() (in module qonnx.util.basic) get_num_possible_values() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.BipolarType method) (qonnx.core.datatype.Float16Type method) (qonnx.core.datatype.FloatType method) (qonnx.core.datatype.IntType method) (qonnx.core.datatype.TernaryType method) get_ops_in_domain() (in module qonnx.custom_op.registry) get_opset_imports() (qonnx.core.modelwrapper.ModelWrapper method) get_output_dtype() (qonnx.custom_op.general.bipolar_quant.BipolarQuant method) get_per_tensor_fanouts() (in module qonnx.analysis.topology) get_preferred_onnx_opset() (in module qonnx.util.basic) get_preferred_qonnx_opset() (in module qonnx.util.basic) get_random_input() (in module qonnx.util.test) get_rtlsim_trace_depth() (in module finn.util.basic) get_sanitize_quant_tensors() (in module qonnx.util.basic) get_shifts() (qonnx.custom_op.general.quantavgpool2d.QuantAvgPool2d method) get_smallest_possible() (qonnx.core.datatype.DataType static method) get_supported_versions() (in module qonnx.custom_op.registry) get_tensor_datatype() (qonnx.core.modelwrapper.ModelWrapper method) get_tensor_fanout() (qonnx.core.modelwrapper.ModelWrapper method) get_tensor_layout() (qonnx.core.modelwrapper.ModelWrapper method) get_tensor_shape() (qonnx.core.modelwrapper.ModelWrapper method) get_tensor_sparsity() (qonnx.core.modelwrapper.ModelWrapper method) get_tensor_valueinfo() (qonnx.core.modelwrapper.ModelWrapper method) get_transpose_perms() (in module qonnx.transformation.channels_last) get_vivado_root() (in module finn.util.basic) get_vivado_version() (in module finn.util.basic) getCustomOp() (in module qonnx.custom_op.registry) GiveRandomTensorNames (class in qonnx.transformation.general) GiveReadableTensorNames (class in qonnx.transformation.general) GiveUniqueNodeNames (class in qonnx.transformation.general) GiveUniqueParameterTensors (class in qonnx.transformation.general) GiveUniqueTensorNames (class in qonnx.transformation.general) graph (qonnx.core.modelwrapper.ModelWrapper property) group_inputs_by_category() (in module qonnx.transformation.general) guide_resources (finn.util.platforms.Platform property)

H

hasCustomOp() (in module qonnx.custom_op.registry) hexstring2npbytearray() (in module finn.util.data_packing) hls_mlp_maker() (in module finn.util.create)

hls_random_mlp_maker() (in module finn.util.create) hls_synth_res_estimation() (in module finn.analysis.fpgadataflow.hls_synth_res_estimation) HLSSynthIP (class in finn.transformation.fpgadataflow.hlssynth_ip)

I

Im2Col (class in qonnx.custom_op.general.im2col) im2col_indices_nchw() (in module qonnx.custom_op.general.im2col) infer_mac_result_dtype() (in module qonnx.transformation.infer_datatypes) infer_node_datatype() (qonnx.custom_op.base.CustomOp method) (qonnx.custom_op.channels_last.base_wrapped_op.ChannelsLastWrappedOp method) (qonnx.custom_op.general.bipolar_quant.BipolarQuant method) (qonnx.custom_op.general.debugmarker.DebugMarker method) (qonnx.custom_op.general.genericpartition.GenericPartition method) (qonnx.custom_op.general.im2col.Im2Col method) (qonnx.custom_op.general.maxpoolnhwc.MaxPoolNHWC method) (qonnx.custom_op.general.multithreshold.MultiThreshold method) (qonnx.custom_op.general.quantavgpool2d.QuantAvgPool2d method) (qonnx.custom_op.general.trunc.Trunc_v1 method) (qonnx.custom_op.general.trunc.Trunc_v2 method) (qonnx.custom_op.general.xnorpopcount.XnorPopcountMatMul method) InferDataLayouts (class in qonnx.transformation.infer_data_layouts) InferDataTypes (class in qonnx.transformation.infer_datatypes) inference_cost() (in module qonnx.analysis.inference_cost) (in module qonnx.util.inference_cost) inference_cost_conv() (in module qonnx.analysis.inference_cost) inference_cost_matmul() (in module qonnx.analysis.inference_cost) inference_cost_upsample() (in module qonnx.analysis.inference_cost) InferPixelPaddingDeconv (class in finn.transformation.fpgadataflow.infer_pixel_padding_deconv) InferShapes (class in qonnx.transformation.infer_shapes) insert_signature() (finn.transformation.fpgadataflow.create_stitched_ip.CreateStitchedIP method) InsertChannelsLastDomainsAndTrafos (class in qonnx.transformation.channels_last) InsertDWC (class in finn.transformation.fpgadataflow.insert_dwc) InsertFIFO (class in finn.transformation.fpgadataflow.insert_fifo) InsertHook (class in finn.transformation.fpgadataflow.insert_hook) InsertIODMA (class in finn.transformation.fpgadataflow.insert_iodma) InsertTLastMarker (class in finn.transformation.fpgadataflow.insert_tlastmarker) InsertTopK (class in qonnx.transformation.insert_topk) int_bits() (qonnx.core.datatype.FixedPointType method) interleave_matrix_outer_dim_from_partitions() (in module qonnx.util.basic) IntType (class in qonnx.core.datatype) is_channels_last() (in module qonnx.core.data_layout)

is_custom_op() (in module qonnx.custom_op.registry) is_double_pumped() (finn.transformation.fpgadataflow.create_stitched_ip.CreateStitchedIP method) is_dyn_input() (in module qonnx.util.range_analysis) is_eltwise_monotonic_optype() (in module qonnx.util.onnx) is_eltwise_optype() (in module qonnx.util.onnx) is_external_input() (in module finn.transformation.fpgadataflow.create_stitched_ip) is_external_output() (in module finn.transformation.fpgadataflow.create_stitched_ip) is_finn_op() (in module qonnx.util.basic) is_fixed_point() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.BipolarType method) (qonnx.core.datatype.FixedPointType method) (qonnx.core.datatype.Float16Type method) (qonnx.core.datatype.FloatType method) (qonnx.core.datatype.IntType method) (qonnx.core.datatype.ScaledIntType method) (qonnx.core.datatype.TernaryType method) is_fork_node() (qonnx.core.modelwrapper.ModelWrapper method) is_fpgadataflow_node() (in module finn.util.fpgadataflow) is_hls_node() (in module finn.util.fpgadataflow) is_integer() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.BipolarType method) (qonnx.core.datatype.FixedPointType method) (qonnx.core.datatype.Float16Type method) (qonnx.core.datatype.FloatType method) (qonnx.core.datatype.IntType method) (qonnx.core.datatype.ScaledIntType method) (qonnx.core.datatype.TernaryType method) is_join_node() (qonnx.core.modelwrapper.ModelWrapper method) is_linear() (in module qonnx.analysis.topology) is_quant_init() (in module qonnx.transformation.quant_constant_folding) is_rtl_node() (in module finn.util.fpgadataflow) is_scaled_int() (in module qonnx.transformation.infer_datatypes) is_valid_qcdq_transformation() (in module qonnx.transformation.qonnx_to_qcdq) is_versal() (in module finn.util.basic) ITERATOR (finn.transformation.fpgadataflow.loop_rolling.LoopBodyInputType attribute)

L

launch_process_helper() (in module finn.util.basic) load() (finn.transformation.fpgadataflow.loop_rolling.LoopBodyTemplate method) LoopBodyInputType (class in finn.transformation.fpgadataflow.loop_rolling)

LoopBodyTemplate (class in finn.transformation.fpgadataflow.loop_rolling) LoopExtraction (class in finn.transformation.fpgadataflow.loop_rolling) LoopRolling (class in finn.transformation.fpgadataflow.loop_rolling) LowerConvsToMatMul (class in qonnx.transformation.lower_convs_to_matmul)

M

main() (in module qonnx.analysis.tensor_stats) (in module qonnx.util.cleanup) (in module qonnx.util.convert) (in module qonnx.util.exec_qonnx) (in module qonnx.util.inference_cost) (in module qonnx.util.prune_channels) (in module qonnx.util.range_analysis) (in module qonnx.util.to_channels_last) make_build_dir() (in module finn.util.basic) make_const_shape_op() (qonnx.custom_op.base.CustomOp method) make_empty_exec_context() (qonnx.core.modelwrapper.ModelWrapper method) make_new_valueinfo_name() (qonnx.core.modelwrapper.ModelWrapper method) make_shape_compatible_op() (qonnx.custom_op.base.CustomOp method) (qonnx.custom_op.channels_last.batch_normalization.BatchNormalization_v1 method) (qonnx.custom_op.channels_last.conv.Conv_v1 method) (qonnx.custom_op.channels_last.max_pool.MaxPool_v1 method) (qonnx.custom_op.general.bipolar_quant.BipolarQuant method) (qonnx.custom_op.general.debugmarker.DebugMarker method) (qonnx.custom_op.general.genericpartition.GenericPartition method) (qonnx.custom_op.general.im2col.Im2Col method) (qonnx.custom_op.general.maxpoolnhwc.MaxPoolNHWC method) (qonnx.custom_op.general.multithreshold.MultiThreshold method) (qonnx.custom_op.general.quantavgpool2d.QuantAvgPool2d method) (qonnx.custom_op.general.trunc.Trunc_v1 method) (qonnx.custom_op.general.trunc.Trunc_v2 method) (qonnx.custom_op.general.xnorpopcount.XnorPopcountMatMul method) make_subgraph_modelwrapper() (qonnx.core.modelwrapper.ModelWrapper method) MakeCPPDriver (class in finn.transformation.fpgadataflow.make_driver) MakeInputChannelsLast (class in qonnx.transformation.make_input_chanlast) MakeMaxPoolNHWC (class in finn.transformation.streamline.reorder) MakePYNQDriver (class in finn.transformation.fpgadataflow.make_driver) MakeScaleResizeNHWC (class in finn.transformation.streamline.reorder) mantissa_bits() (qonnx.core.datatype.ArbPrecFloatType method) map_device_to_slr() (finn.util.platforms.Platform method) max() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.BipolarType method) (qonnx.core.datatype.FixedPointType method) (qonnx.core.datatype.Float16Type method) (qonnx.core.datatype.FloatType method) (qonnx.core.datatype.IntType method) (qonnx.core.datatype.ScaledIntType method) (qonnx.core.datatype.TernaryType method) MaxPool_v1 (class in qonnx.custom_op.channels_last.max_pool) MaxPool_v10 (class in qonnx.custom_op.channels_last.max_pool) MaxPoolNHWC (class in qonnx.custom_op.general.maxpoolnhwc) memutil() (in module finn.util.basic) merge_dicts_of_sets() (in module qonnx.transformation.pruning) MergeONNXModels (class in qonnx.transformation.merge_onnx_models) min() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.BipolarType method) (qonnx.core.datatype.FixedPointType method) (qonnx.core.datatype.Float16Type method) (qonnx.core.datatype.FloatType method) (qonnx.core.datatype.IntType method) (qonnx.core.datatype.ScaledIntType method) (qonnx.core.datatype.TernaryType method) MinimizeAccumulatorWidth (class in finn.transformation.fpgadataflow.minimize_accumulator_width) MinimizeWeightBitWidth (class in finn.transformation.fpgadataflow.minimize_weight_bit_width) model (qonnx.core.modelwrapper.ModelWrapper property) ModelWrapper (class in qonnx.core.modelwrapper) module finn.analysis.fpgadataflow.dataflow_performance finn.analysis.fpgadataflow.exp_cycles_per_layer finn.analysis.fpgadataflow.floorplan_params finn.analysis.fpgadataflow.hls_synth_res_estimation finn.analysis.fpgadataflow.op_and_param_counts finn.analysis.fpgadataflow.post_synth_res finn.analysis.fpgadataflow.res_estimation finn.analysis.verify_custom_nodes finn.transformation.fpgadataflow.annotate_cycles finn.transformation.fpgadataflow.annotate_resources finn.transformation.fpgadataflow.cleanup finn.transformation.fpgadataflow.compile_cppsim finn.transformation.fpgadataflow.create_dataflow_partition finn.transformation.fpgadataflow.create_stitched_ip finn.transformation.fpgadataflow.derive_characteristic finn.transformation.fpgadataflow.externalize_params finn.transformation.fpgadataflow.floorplan finn.transformation.fpgadataflow.hlssynth_ip finn.transformation.fpgadataflow.infer_pixel_padding_deconv finn.transformation.fpgadataflow.insert_dwc finn.transformation.fpgadataflow.insert_fifo finn.transformation.fpgadataflow.insert_hook finn.transformation.fpgadataflow.insert_iodma finn.transformation.fpgadataflow.insert_tlastmarker finn.transformation.fpgadataflow.loop_rolling finn.transformation.fpgadataflow.make_driver finn.transformation.fpgadataflow.minimize_accumulator_width finn.transformation.fpgadataflow.minimize_weight_bit_width finn.transformation.fpgadataflow.prepare_cppsim finn.transformation.fpgadataflow.prepare_ip finn.transformation.fpgadataflow.prepare_rtlsim finn.transformation.fpgadataflow.replace_verilog_relpaths finn.transformation.fpgadataflow.set_exec_mode finn.transformation.fpgadataflow.set_loop_boundary finn.transformation.fpgadataflow.template_driver finn.transformation.fpgadataflow.templates finn.transformation.move_reshape finn.transformation.qonnx finn.transformation.qonnx.convert_qonnx_to_finn finn.transformation.qonnx.fold_quant_weights finn.transformation.qonnx.infer_quant_avg_pool_2d finn.transformation.qonnx.qonnx_activation_handlers finn.transformation.qonnx.quant_act_to_multithreshold finn.transformation.streamline finn.transformation.streamline.absorb finn.transformation.streamline.collapse_repeated finn.transformation.streamline.reorder finn.transformation.streamline.round_thresholds finn.transformation.streamline.sign_to_thres finn.util.basic finn.util.create finn.util.data_packing finn.util.fpgadataflow finn.util.hls finn.util.platforms finn.util.pytorch finn.util.visualization finn.util.vivado qonnx.analysis.base qonnx.analysis.inference_cost qonnx.analysis.tensor_stats qonnx.analysis.topology qonnx.core.data_layout qonnx.core.datatype qonnx.core.execute_custom_node qonnx.core.modelwrapper qonnx.core.onnx_exec qonnx.custom_op.base qonnx.custom_op.channels_last.base_wrapped_op qonnx.custom_op.channels_last.batch_normalization qonnx.custom_op.channels_last.conv qonnx.custom_op.channels_last.max_pool qonnx.custom_op.general.bipolar_quant qonnx.custom_op.general.debugmarker qonnx.custom_op.general.genericpartition qonnx.custom_op.general.im2col qonnx.custom_op.general.maxpoolnhwc qonnx.custom_op.general.multithreshold qonnx.custom_op.general.quant qonnx.custom_op.general.quantavgpool2d qonnx.custom_op.general.trunc qonnx.custom_op.general.xnorpopcount qonnx.custom_op.registry qonnx.transformation.base qonnx.transformation.batchnorm_to_affine qonnx.transformation.bipolar_to_xnor qonnx.transformation.change_3d_tensors_to_4d qonnx.transformation.change_batchsize qonnx.transformation.change_datalayout qonnx.transformation.channels_last qonnx.transformation.create_generic_partitions qonnx.transformation.double_to_single_float qonnx.transformation.expose_intermediate qonnx.transformation.extend_partition qonnx.transformation.extract_conv_bias qonnx.transformation.extract_quant_scale_zeropt qonnx.transformation.fold_constants qonnx.transformation.gemm_to_matmul qonnx.transformation.general qonnx.transformation.infer_data_layouts qonnx.transformation.infer_datatypes qonnx.transformation.infer_shapes qonnx.transformation.insert_topk qonnx.transformation.lower_convs_to_matmul qonnx.transformation.make_input_chanlast qonnx.transformation.merge_onnx_models qonnx.transformation.pruning qonnx.transformation.qcdq_to_qonnx qonnx.transformation.qonnx_to_qcdq qonnx.transformation.quant_constant_folding qonnx.transformation.quantize_graph qonnx.transformation.rebalance_conv qonnx.transformation.remove qonnx.transformation.resize_conv_to_deconv qonnx.transformation.subpixel_to_deconv qonnx.util.basic qonnx.util.cleanup qonnx.util.config qonnx.util.convert qonnx.util.exec_qonnx qonnx.util.inference_cost qonnx.util.onnx qonnx.util.prune_channels qonnx.util.random_reseed qonnx.util.range_analysis qonnx.util.test qonnx.util.to_channels_last

move_node() (finn.transformation.streamline.reorder.MoveAddPastJoinAdd method) (finn.transformation.streamline.reorder.MoveAffinePastJoinConcat method) (finn.transformation.streamline.reorder.MoveIdenticalOpPastJoinOp method) (finn.transformation.streamline.reorder.MoveTransposePastJoinConcat method) move_transpose_past_eltwise() (in module qonnx.transformation.channels_last) MoveAddPastConv (class in finn.transformation.streamline.reorder) MoveAddPastFork (class in finn.transformation.streamline.reorder) (class in qonnx.transformation.channels_last) MoveAddPastJoinAdd (class in finn.transformation.streamline.reorder) MoveAddPastJoinConcat (class in finn.transformation.streamline.reorder) MoveAddPastMul (class in finn.transformation.streamline.reorder) MoveAffinePastJoinConcat (class in finn.transformation.streamline.reorder) MoveChanFirstDownstream (class in qonnx.transformation.channels_last) MoveChanLastUpstream (class in qonnx.transformation.channels_last) MoveFlattenPastAffine (class in finn.transformation.streamline.reorder) MoveFlattenPastTopK (class in finn.transformation.streamline.reorder) MoveIdenticalOpPastJoinOp (class in finn.transformation.streamline.reorder) MoveLinearPastFork (class in finn.transformation.streamline.reorder) (class in qonnx.transformation.channels_last) MoveMaxPoolPastMultiThreshold (class in finn.transformation.streamline.reorder) MoveMulPastDWConv (class in finn.transformation.streamline.reorder) MoveMulPastFork (class in finn.transformation.streamline.reorder) (class in qonnx.transformation.channels_last) MoveMulPastJoinAdd (class in finn.transformation.streamline.reorder) MoveMulPastJoinConcat (class in finn.transformation.streamline.reorder) MoveMulPastMaxPool (class in finn.transformation.streamline.reorder) MoveOpPastFork (class in finn.transformation.streamline.reorder) (class in qonnx.transformation.channels_last) MovePadAttributeToTensor (class in qonnx.transformation.general) MoveScalarAddPastMatMul (class in finn.transformation.streamline.reorder) MoveScalarLinearPastInvariants (class in finn.transformation.streamline.reorder) MoveScalarLinearPastSplit (class in finn.transformation.streamline.reorder) MoveScalarMulPastConv (class in finn.transformation.streamline.reorder) MoveScalarMulPastConvTranspose (class in finn.transformation.streamline.reorder) MoveScalarMulPastMatMul (class in finn.transformation.streamline.reorder) MoveTransposePastFork (class in finn.transformation.streamline.reorder) (class in qonnx.transformation.channels_last) MoveTransposePastJoinAdd (class in finn.transformation.streamline.reorder) MoveTransposePastJoinConcat (class in finn.transformation.streamline.reorder) MoveTransposePastScalarMul (class in finn.transformation.streamline.reorder) MoveTransposePastSplit (class in finn.transformation.streamline.reorder) MultiThreshold (class in qonnx.custom_op.general.multithreshold) multithreshold() (in module qonnx.custom_op.general.multithreshold)

N

name (qonnx.core.datatype.BaseDataType property) nchw_to_nhwc() (in module qonnx.util.onnx) node_inputs_in_expected_order() (in module qonnx.analysis.topology) NodeLocalTransformation (class in qonnx.transformation.base) nodes_topologically_sorted() (in module qonnx.analysis.topology)

Normalize (class in finn.util.pytorch) NormalizePreProc (class in finn.util.pytorch) npbytearray2hexstring() (in module finn.util.data_packing) npy_to_rtlsim_input() (in module finn.util.data_packing) numpy_to_hls_code() (in module finn.util.data_packing)

O

op_and_param_counts() (in module finn.analysis.fpgadataflow.op_and_param_counts)

output_signature (finn.transformation.fpgadataflow.loop_rolling.LoopBodyTemplate property)

P

pack_innermost_dim_as_hex_string() (in module finn.util.data_packing) packed_bytearray_to_finnpy() (in module finn.util.data_packing) packed_bytearray_to_finnpy_fast() (in module finn.util.data_packing) packed_bytearray_to_finnpy_float() (in module finn.util.data_packing) pad_tensor_to_multiple_of() (in module qonnx.util.basic) PARAMETER (finn.transformation.fpgadataflow.loop_rolling.LoopBodyInputType attribute) parse_ooc_synth_results() (in module finn.util.vivado) PartitionFromDict (class in qonnx.transformation.create_generic_partitions) PartitionFromLambda (class in qonnx.transformation.create_generic_partitions) pattern_filter() (qonnx.transformation.expose_intermediate.ExposeIntermediateTensorsPatternList method)

permute_shape() (in module finn.transformation.streamline.reorder) Platform (class in finn.util.platforms) post_synth_res() (in module finn.analysis.fpgadataflow.post_synth_res) prepare_values() (in module finn.util.data_packing) PrepareCppSim (class in finn.transformation.fpgadataflow.prepare_cppsim) prepareCppSim_node() (finn.transformation.fpgadataflow.prepare_cppsim.PrepareCppSim method) PrepareIP (class in finn.transformation.fpgadataflow.prepare_ip) PrepareRTLSim (class in finn.transformation.fpgadataflow.prepare_rtlsim) PropagateMasks (class in qonnx.transformation.pruning) prune_channels() (in module qonnx.util.prune_channels) PruneChannels (class in qonnx.transformation.pruning)

Q

qcdq_pattern() (in module qonnx.transformation.qonnx_to_qcdq) QCDQToQuant (class in qonnx.transformation.qcdq_to_qonnx) qonnx.analysis.base module qonnx.analysis.inference_cost module qonnx.analysis.tensor_stats module qonnx.analysis.topology module qonnx.core.data_layout module qonnx.core.datatype module qonnx.core.execute_custom_node module qonnx.core.modelwrapper module qonnx.core.onnx_exec module qonnx.custom_op.base module qonnx.custom_op.channels_last.base_wrapped_op module qonnx.custom_op.channels_last.batch_normalization module qonnx.custom_op.channels_last.conv module qonnx.custom_op.channels_last.max_pool module qonnx.custom_op.general.bipolar_quant module qonnx.custom_op.general.debugmarker module qonnx.custom_op.general.genericpartition module qonnx.custom_op.general.im2col module qonnx.custom_op.general.maxpoolnhwc module qonnx.custom_op.general.multithreshold module qonnx.custom_op.general.quant module qonnx.custom_op.general.quantavgpool2d module qonnx.custom_op.general.trunc module qonnx.custom_op.general.xnorpopcount module qonnx.custom_op.registry module qonnx.transformation.base module qonnx.transformation.batchnorm_to_affine module qonnx.transformation.bipolar_to_xnor module qonnx.transformation.change_3d_tensors_to_4d module qonnx.transformation.change_batchsize module qonnx.transformation.change_datalayout module qonnx.transformation.channels_last module qonnx.transformation.create_generic_partitions module qonnx.transformation.double_to_single_float module qonnx.transformation.expose_intermediate module qonnx.transformation.extend_partition module qonnx.transformation.extract_conv_bias module

qonnx.transformation.extract_quant_scale_zeropt module qonnx.transformation.fold_constants module qonnx.transformation.gemm_to_matmul module qonnx.transformation.general module qonnx.transformation.infer_data_layouts module qonnx.transformation.infer_datatypes module qonnx.transformation.infer_shapes module qonnx.transformation.insert_topk module qonnx.transformation.lower_convs_to_matmul module qonnx.transformation.make_input_chanlast module qonnx.transformation.merge_onnx_models module qonnx.transformation.pruning module qonnx.transformation.qcdq_to_qonnx module qonnx.transformation.qonnx_to_qcdq module qonnx.transformation.quant_constant_folding module qonnx.transformation.quantize_graph module qonnx.transformation.rebalance_conv module qonnx.transformation.remove module qonnx.transformation.resize_conv_to_deconv module qonnx.transformation.subpixel_to_deconv module qonnx.util.basic module qonnx.util.cleanup module qonnx.util.config module qonnx.util.convert module qonnx.util.exec_qonnx module qonnx.util.inference_cost module qonnx.util.onnx module qonnx.util.prune_channels module qonnx.util.random_reseed module qonnx.util.range_analysis module qonnx.util.test module qonnx.util.to_channels_last module qonnx_download_model() (in module qonnx.util.test) qonnx_make_model() (in module qonnx.util.basic) quant_pattern_brevitas() (in module qonnx.transformation.qonnx_to_qcdq) quant_pattern_qonnx() (in module qonnx.transformation.qonnx_to_qcdq) QuantActBaseHandler (class in finn.transformation.qonnx.qonnx_activation_handlers) QuantAvgPool2d (class in qonnx.custom_op.general.quantavgpool2d) QuantIdentityHandler (class in finn.transformation.qonnx.qonnx_activation_handlers) QuantizeGraph (class in qonnx.transformation.quantize_graph) QuantReluHandler (class in finn.transformation.qonnx.qonnx_activation_handlers) QuantToQCDQ (class in qonnx.transformation.qonnx_to_qcdq)

R

random_string() (in module qonnx.util.basic) range_analysis() (in module qonnx.util.range_analysis) RebalanceIm2Col (class in qonnx.transformation.rebalance_conv) remove_by_name() (in module qonnx.util.basic) remove_masked_tensor_channels() (in module qonnx.transformation.pruning) remove_node_and_rewire() (in module qonnx.transformation.remove) RemoveCNVtoFCFlatten (class in finn.transformation.move_reshape) RemoveConsecutiveChanFirstAndChanLastTrafos (class in qonnx.transformation.channels_last) RemoveIdentityOps (class in qonnx.transformation.remove) RemoveMaskedChannels (class in qonnx.transformation.pruning) RemoveStaticGraphInputs (class in qonnx.transformation.general) RemoveUnusedNodes (class in qonnx.transformation.remove) RemoveUnusedTensors (class in qonnx.transformation.general) rename_tensor() (qonnx.core.modelwrapper.ModelWrapper method)

replace_quant_node() (finn.transformation.qonnx.qonnx_activation_handlers.QuantActBaseHandler method) ReplaceVerilogRelPaths (class in finn.transformation.fpgadataflow.replace_verilog_relpaths) res_estimation() (in module finn.analysis.fpgadataflow.res_estimation) res_estimation_complete() (in module finn.analysis.fpgadataflow.res_estimation) reseed() (in module qonnx.util.random_reseed) ResizeConvolutionToDeconvolution (class in qonnx.transformation.resize_conv_to_deconv) resolve_datatype() (in module qonnx.core.datatype) resolve_domain() (in module qonnx.custom_op.registry) resolve_dt_name() (finn.transformation.fpgadataflow.make_driver.MakeCPPDriver method) resolve_xilinx_tool() (in module finn.util.basic) resource_count_dict (finn.util.platforms.Platform property) robust_rmtree() (in module finn.util.basic) RoundAndClipThresholds (class in finn.transformation.streamline.round_thresholds) roundup_to_integer_multiple() (in module qonnx.util.basic) rtlsim_output_to_npy() (in module finn.util.data_packing)

S

same_values() (in module finn.transformation.fpgadataflow.loop_rolling) sanitize_quant_values() (in module qonnx.util.basic) save() (finn.transformation.fpgadataflow.loop_rolling.LoopBodyTemplate method) (qonnx.core.modelwrapper.ModelWrapper method) scale_factor() (qonnx.core.datatype.FixedPointType method) ScaledIntType (class in qonnx.core.datatype) set_executable_path() (finn.util.basic.CppBuilder method) set_initializer() (qonnx.core.modelwrapper.ModelWrapper method) set_ipgen_path() (finn.util.hls.CallHLS method) set_metadata_prop() (qonnx.core.modelwrapper.ModelWrapper method) set_nodeattr() (qonnx.custom_op.base.CustomOp method) set_opset_import() (qonnx.core.modelwrapper.ModelWrapper method) set_signature_index() (finn.transformation.fpgadataflow.loop_rolling.LoopBodyTemplate method) set_tensor_datatype() (qonnx.core.modelwrapper.ModelWrapper method) set_tensor_layout() (qonnx.core.modelwrapper.ModelWrapper method)

set_tensor_shape() (qonnx.core.modelwrapper.ModelWrapper method) set_tensor_sparsity() (qonnx.core.modelwrapper.ModelWrapper method) SetExecMode (class in finn.transformation.fpgadataflow.set_exec_mode) SetLoopBoundary (class in finn.transformation.fpgadataflow.set_loop_boundary) showInNetron() (in module finn.util.visualization) showSrc() (in module finn.util.visualization) signed() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.ScaledIntType method) simplify_range() (in module qonnx.util.range_analysis) SortCommutativeInputsInitializerLast (class in qonnx.transformation.general) SortGraph (class in qonnx.transformation.general) Streamline (class in finn.transformation.streamline) SubPixelToDeconvolution (class in qonnx.transformation.subpixel_to_deconv) SUPPORTED_COMMUTATIVE_OPS (qonnx.transformation.general.SortCommutativeInputsInitializerLast attribute) SUPPORTED_INVARIANTS (finn.transformation.streamline.reorder.MoveScalarLinearPastInvariants attribute)

T

T (qonnx.core.modelwrapper.ModelWrapper attribute) temporary_fix_oldstyle_domain() (qonnx.core.modelwrapper.ModelWrapper method) tensor_has_finn_datatype() (in module finn.transformation.fpgadataflow.loop_rolling) tensor_shapes_match() (in module finn.transformation.fpgadataflow.loop_rolling) tensor_stats() (in module qonnx.analysis.tensor_stats) tensor_types_match() (in module finn.transformation.fpgadataflow.loop_rolling) TernaryType (class in qonnx.core.datatype) to_channels_first_args() (in module qonnx.custom_op.channels_last.base_wrapped_op) to_channels_last() (in module qonnx.util.to_channels_last) to_channels_last_args() (in module qonnx.custom_op.channels_last.base_wrapped_op) to_external_tensor() (in module finn.util.data_packing) to_numpy_dt() (qonnx.core.datatype.ArbPrecFloatType method) (qonnx.core.datatype.BaseDataType method) (qonnx.core.datatype.BipolarType method) (qonnx.core.datatype.FixedPointType method) (qonnx.core.datatype.Float16Type method) (qonnx.core.datatype.FloatType method) (qonnx.core.datatype.IntType method) (qonnx.core.datatype.ScaledIntType method) (qonnx.core.datatype.TernaryType method)

ToTensor (class in finn.util.pytorch) transform() (qonnx.core.modelwrapper.ModelWrapper method) transform_subgraphs() (qonnx.core.modelwrapper.ModelWrapper method) Transformation (class in qonnx.transformation.base) Trunc_v1 (class in qonnx.custom_op.general.trunc) trunc_v1() (in module qonnx.custom_op.general.trunc) Trunc_v2 (class in qonnx.custom_op.general.trunc) trunc_v2() (in module qonnx.custom_op.general.trunc)

U

UNDEFINED (finn.transformation.fpgadataflow.loop_rolling.LoopBodyInputType attribute) unpack_innermost_dim_from_hex_string() (in module finn.util.data_packing) unsiged_array_to_signed() (in module finn.util.data_packing)

update() (finn.transformation.fpgadataflow.loop_rolling.LoopBodyTemplate method) update_node_mask() (in module qonnx.transformation.pruning) update_tensor_stats() (in module qonnx.analysis.tensor_stats)

V

valid_predecessor_op_types() (finn.transformation.qonnx.qonnx_activation_handlers.QuantActBaseHandler class method) (finn.transformation.qonnx.qonnx_activation_handlers.QuantIdentityHandler class method) (finn.transformation.qonnx.qonnx_activation_handlers.QuantReluHandler class method) validate_loop_attributes() (in module finn.transformation.fpgadataflow.loop_rolling) validate_loop_io_tensor_pair() (in module finn.transformation.fpgadataflow.loop_rolling) validate_loop_io_tensors() (in module finn.transformation.fpgadataflow.loop_rolling) validate_loop_node() (in module finn.transformation.fpgadataflow.loop_rolling) validate_loop_type() (in module finn.transformation.fpgadataflow.loop_rolling) valueinfo_to_tensor() (in module qonnx.util.onnx) verify_node() (qonnx.custom_op.base.CustomOp method) (qonnx.custom_op.channels_last.base_wrapped_op.ChannelsLastWrappedOp method) (qonnx.custom_op.channels_last.batch_normalization.BatchNormalization_v1 method) (qonnx.custom_op.channels_last.conv.Conv_v1 method) (qonnx.custom_op.channels_last.max_pool.MaxPool_v1 method) (qonnx.custom_op.general.bipolar_quant.BipolarQuant method) (qonnx.custom_op.general.debugmarker.DebugMarker method) (qonnx.custom_op.general.genericpartition.GenericPartition method) (qonnx.custom_op.general.im2col.Im2Col method) (qonnx.custom_op.general.maxpoolnhwc.MaxPoolNHWC method) (qonnx.custom_op.general.multithreshold.MultiThreshold method) (qonnx.custom_op.general.quantavgpool2d.QuantAvgPool2d method) (qonnx.custom_op.general.trunc.Trunc_v1 method) (qonnx.custom_op.general.trunc.Trunc_v2 method) (qonnx.custom_op.general.xnorpopcount.XnorPopcountMatMul method)

verify_nodes() (in module finn.analysis.verify_custom_nodes)

W

warn_hls_rtl_dsp_conflict() (in module finn.util.fpgadataflow)

which() (in module finn.util.basic)

X

XnorPopcountMatMul (class in qonnx.custom_op.general.xnorpopcount)

xnorpopcountmatmul() (in module qonnx.custom_op.general.xnorpopcount)

Z

ZU28DR_Platform (class in finn.util.platforms) ZU3EG_Platform (class in finn.util.platforms)

ZU7EV_Platform (class in finn.util.platforms) ZU9EG_Platform (class in finn.util.platforms) Zynq7020_Platform (class in finn.util.platforms)