Index

A

all_tensors_f32() (in module finn.analysis.topology) allowed() (finn.core.datatype.DataType method) analysis() (finn.core.modelwrapper.ModelWrapper method) append_includes() (finn.util.basic.CppBuilder method) append_sources() (finn.util.basic.CppBuilder method) append_tcl() (finn.util.fpgadataflow.IPGenBuilder method) apply() (finn.transformation.base.NodeLocalTransformation method) (finn.transformation.base.Transformation method) (finn.transformation.batchnorm_to_affine.BatchNormToAffine method) (finn.transformation.bipolar_to_xnor.ConvertBipolarMatMulToXnorPopcount method) (finn.transformation.change_datalayout.ChangeDataLayoutQuantAvgPool2d method) (finn.transformation.double_to_single_float.DoubleToSingleFloat method) (finn.transformation.fold_constants.FoldConstants method) (finn.transformation.general.ApplyConfig method) (finn.transformation.general.ConvertDivToMul method) (finn.transformation.general.ConvertSubToAdd method) (finn.transformation.general.GiveRandomTensorNames method) (finn.transformation.general.GiveReadableTensorNames method) (finn.transformation.general.GiveUniqueNodeNames method) (finn.transformation.general.GiveUniqueParameterTensors method) (finn.transformation.general.RemoveStaticGraphInputs method) (finn.transformation.general.RemoveUnusedTensors method) (finn.transformation.general.SortGraph method) (finn.transformation.infer_data_layouts.InferDataLayouts method) (finn.transformation.infer_datatypes.InferDataTypes method) (finn.transformation.infer_shapes.InferShapes method) (finn.transformation.insert_topk.InsertTopK method) (finn.transformation.lower_convs_to_matmul.LowerConvsToMatMul method) (finn.transformation.merge_onnx_models.MergeONNXModels method)

ApplyConfig (class in finn.transformation.general) applyNodeLocal() (finn.transformation.base.NodeLocalTransformation method) array2hexstring() (in module finn.util.data_packing) axilite_read() (in module finn.util.pyverilator) axilite_write() (in module finn.util.pyverilator)

B

BatchNormToAffine (class in finn.transformation.batchnorm_to_affine) BINARY (finn.core.datatype.DataType attribute) BIPOLAR (finn.core.datatype.DataType attribute)

bitwidth() (finn.core.datatype.DataType method) build() (finn.util.basic.CppBuilder method) (finn.util.fpgadataflow.IPGenBuilder method)

C

calculate_matvec_accumulator_range() (in module finn.util.basic) calculate_signed_dot_prod_range() (in module finn.util.basic) ChangeDataLayoutQuantAvgPool2d (class in finn.transformation.change_datalayout) check_all_tensor_shapes_specified() (finn.core.modelwrapper.ModelWrapper method) check_compatibility() (finn.core.modelwrapper.ModelWrapper method) cleanup() (finn.core.modelwrapper.ModelWrapper method) compare_execution() (in module finn.core.onnx_exec)

compute_conv_output_dim() (in module finn.custom_op.general.im2col) compute_pool_output_dim() (in module finn.custom_op.general.maxpoolnhwc) ConvertBipolarMatMulToXnorPopcount (class in finn.transformation.bipolar_to_xnor) ConvertDivToMul (class in finn.transformation.general) ConvertSubToAdd (class in finn.transformation.general) CppBuilder (class in finn.util.basic) CustomOp (class in finn.custom_op.base)

D

DataType (class in finn.core.datatype)

DebugMarker (class in finn.custom_op.general.debugmarker) DoubleToSingleFloat (class in finn.transformation.double_to_single_float)

E

execute_custom_node() (in module finn.core.execute_custom_node) execute_node() (finn.custom_op.base.CustomOp method) (finn.custom_op.general.debugmarker.DebugMarker method) (finn.custom_op.general.im2col.Im2Col method) (finn.custom_op.general.maxpoolnhwc.MaxPoolNHWC method) (finn.custom_op.general.multithreshold.MultiThreshold method) (finn.custom_op.general.quantavgpool2d.QuantAvgPool2d method) (finn.custom_op.general.streamingdataflowpartition.StreamingDataflowPartition method) (finn.custom_op.general.xnorpopcount.XnorPopcountMatMul method) (in module finn.core.onnx_exec)

execute_onnx() (in module finn.core.onnx_exec) execute_onnx_and_make_model() (in module finn.core.onnx_exec)

F

find_consumer() (finn.core.modelwrapper.ModelWrapper method) find_consumers() (finn.core.modelwrapper.ModelWrapper method) find_direct_predecessors() (finn.core.modelwrapper.ModelWrapper method) find_direct_successors() (finn.core.modelwrapper.ModelWrapper method) find_producer() (finn.core.modelwrapper.ModelWrapper method) find_upstream() (finn.core.modelwrapper.ModelWrapper method) finn.analysis.base module finn.analysis.topology module finn.core.data_layout module finn.core.datatype module finn.core.execute_custom_node module finn.core.modelwrapper module finn.core.onnx_exec module finn.core.remote_exec module finn.core.rtlsim_exec module finn.core.throughput_test module finn.custom_op.base module finn.custom_op.general module finn.custom_op.general.debugmarker module finn.custom_op.general.im2col module finn.custom_op.general.maxpoolnhwc module finn.custom_op.general.multithreshold module finn.custom_op.general.quantavgpool2d module finn.custom_op.general.streamingdataflowpartition module

finn.custom_op.general.xnorpopcount module finn.custom_op.registry module finn.transformation.base module finn.transformation.batchnorm_to_affine module finn.transformation.bipolar_to_xnor module finn.transformation.change_datalayout module finn.transformation.double_to_single_float module finn.transformation.fold_constants module finn.transformation.general module finn.transformation.infer_data_layouts module finn.transformation.infer_datatypes module finn.transformation.infer_shapes module finn.transformation.insert_topk module finn.transformation.lower_convs_to_matmul module finn.transformation.merge_onnx_models module finn.util.basic module finn.util.data_packing module finn.util.fpgadataflow module finn.util.onnx module finn.util.pyverilator module finnpy_to_packed_bytearray() (in module finn.util.data_packing) FLOAT32 (finn.core.datatype.DataType attribute) FoldConstants (class in finn.transformation.fold_constants)

G

gen_finn_dt_tensor() (in module finn.util.basic) get_accum_size() (finn.custom_op.general.quantavgpool2d.QuantAvgPool2d method) get_all_tensor_names() (finn.core.modelwrapper.ModelWrapper method) get_by_name() (in module finn.util.basic) get_execution_error_thresh() (in module finn.util.basic) get_finn_nodes() (finn.core.modelwrapper.ModelWrapper method) get_finn_root() (in module finn.util.basic) get_hls_datatype_str() (finn.core.datatype.DataType method) get_im2col_indices_nchw() (in module finn.custom_op.general.im2col) get_initializer() (finn.core.modelwrapper.ModelWrapper method) get_metadata_prop() (finn.core.modelwrapper.ModelWrapper method) get_node_index() (finn.core.modelwrapper.ModelWrapper method) get_nodeattr() (finn.custom_op.base.CustomOp method) get_nodeattr_allowed_values() (finn.custom_op.base.CustomOp method) get_nodeattr_def() (finn.custom_op.base.CustomOp method) get_nodeattr_types() (finn.custom_op.base.CustomOp method) (finn.custom_op.general.debugmarker.DebugMarker method) (finn.custom_op.general.im2col.Im2Col method) (finn.custom_op.general.maxpoolnhwc.MaxPoolNHWC method) (finn.custom_op.general.multithreshold.MultiThreshold method) (finn.custom_op.general.quantavgpool2d.QuantAvgPool2d method) (finn.custom_op.general.streamingdataflowpartition.StreamingDataflowPartition method) (finn.custom_op.general.xnorpopcount.XnorPopcountMatMul method)

get_nodes_by_op_type() (finn.core.modelwrapper.ModelWrapper method) get_non_finn_nodes() (finn.core.modelwrapper.ModelWrapper method) get_num_default_workers() (in module finn.util.basic) get_num_possible_values() (finn.core.datatype.DataType method) get_per_tensor_fanouts() (in module finn.analysis.topology) get_remote_vivado() (in module finn.util.basic) get_rtlsim_trace_depth() (in module finn.util.basic) get_sanitize_quant_tensors() (in module finn.util.basic) get_shifts() (finn.custom_op.general.quantavgpool2d.QuantAvgPool2d method) get_smallest_possible() (finn.core.datatype.DataType method) get_tensor_datatype() (finn.core.modelwrapper.ModelWrapper method) get_tensor_fanout() (finn.core.modelwrapper.ModelWrapper method) get_tensor_layout() (finn.core.modelwrapper.ModelWrapper method) get_tensor_shape() (finn.core.modelwrapper.ModelWrapper method) get_tensor_sparsity() (finn.core.modelwrapper.ModelWrapper method) get_tensor_valueinfo() (finn.core.modelwrapper.ModelWrapper method) getCustomOp() (in module finn.custom_op.registry) GiveRandomTensorNames (class in finn.transformation.general) GiveReadableTensorNames (class in finn.transformation.general) GiveUniqueNodeNames (class in finn.transformation.general) GiveUniqueParameterTensors (class in finn.transformation.general) graph() (finn.core.modelwrapper.ModelWrapper property)

H

hexstring2npbytearray() (in module finn.util.data_packing)

I

Im2Col (class in finn.custom_op.general.im2col) im2col_indices_nchw() (in module finn.custom_op.general.im2col) infer_node_datatype() (finn.custom_op.base.CustomOp method) (finn.custom_op.general.debugmarker.DebugMarker method) (finn.custom_op.general.im2col.Im2Col method) (finn.custom_op.general.maxpoolnhwc.MaxPoolNHWC method) (finn.custom_op.general.multithreshold.MultiThreshold method) (finn.custom_op.general.quantavgpool2d.QuantAvgPool2d method) (finn.custom_op.general.streamingdataflowpartition.StreamingDataflowPartition method) (finn.custom_op.general.xnorpopcount.XnorPopcountMatMul method) InferDataLayouts (class in finn.transformation.infer_data_layouts) InferDataTypes (class in finn.transformation.infer_datatypes) InferShapes (class in finn.transformation.infer_shapes) InsertTopK (class in finn.transformation.insert_topk) INT10 (finn.core.datatype.DataType attribute) INT11 (finn.core.datatype.DataType attribute) INT12 (finn.core.datatype.DataType attribute) INT13 (finn.core.datatype.DataType attribute) INT14 (finn.core.datatype.DataType attribute) INT15 (finn.core.datatype.DataType attribute) INT16 (finn.core.datatype.DataType attribute) INT17 (finn.core.datatype.DataType attribute) INT18 (finn.core.datatype.DataType attribute) INT19 (finn.core.datatype.DataType attribute) INT2 (finn.core.datatype.DataType attribute) INT20 (finn.core.datatype.DataType attribute) INT21 (finn.core.datatype.DataType attribute)

INT22 (finn.core.datatype.DataType attribute) INT23 (finn.core.datatype.DataType attribute) INT24 (finn.core.datatype.DataType attribute) INT25 (finn.core.datatype.DataType attribute) INT26 (finn.core.datatype.DataType attribute) INT27 (finn.core.datatype.DataType attribute) INT28 (finn.core.datatype.DataType attribute) INT29 (finn.core.datatype.DataType attribute) INT3 (finn.core.datatype.DataType attribute) INT30 (finn.core.datatype.DataType attribute) INT31 (finn.core.datatype.DataType attribute) INT32 (finn.core.datatype.DataType attribute) INT4 (finn.core.datatype.DataType attribute) INT5 (finn.core.datatype.DataType attribute) INT6 (finn.core.datatype.DataType attribute) INT64 (finn.core.datatype.DataType attribute) INT7 (finn.core.datatype.DataType attribute) INT8 (finn.core.datatype.DataType attribute) INT9 (finn.core.datatype.DataType attribute) interleave_matrix_outer_dim_from_partitions() (in module finn.util.basic) IPGenBuilder (class in finn.util.fpgadataflow) is_finn_op() (in module finn.util.basic) is_fork_node() (finn.core.modelwrapper.ModelWrapper method) is_fpgadataflow_node() (in module finn.util.fpgadataflow) is_integer() (finn.core.datatype.DataType method) is_join_node() (finn.core.modelwrapper.ModelWrapper method) is_linear() (in module finn.analysis.topology)

L

LowerConvsToMatMul (class in finn.transformation.lower_convs_to_matmul)

M

make_build_dir() (in module finn.util.basic) make_empty_exec_context() (finn.core.modelwrapper.ModelWrapper method) make_new_valueinfo_name() (finn.core.modelwrapper.ModelWrapper method) make_shape_compatible_op() (finn.custom_op.base.CustomOp method) (finn.custom_op.general.debugmarker.DebugMarker method) (finn.custom_op.general.im2col.Im2Col method) (finn.custom_op.general.maxpoolnhwc.MaxPoolNHWC method) (finn.custom_op.general.multithreshold.MultiThreshold method) (finn.custom_op.general.quantavgpool2d.QuantAvgPool2d method) (finn.custom_op.general.streamingdataflowpartition.StreamingDataflowPartition method) (finn.custom_op.general.xnorpopcount.XnorPopcountMatMul method) max() (finn.core.datatype.DataType method) MaxPoolNHWC (class in finn.custom_op.general.maxpoolnhwc) MergeONNXModels (class in finn.transformation.merge_onnx_models) min() (finn.core.datatype.DataType method) model() (finn.core.modelwrapper.ModelWrapper property) ModelWrapper (class in finn.core.modelwrapper) module finn.analysis.base finn.analysis.topology finn.core.data_layout finn.core.datatype finn.core.execute_custom_node finn.core.modelwrapper finn.core.onnx_exec finn.core.remote_exec finn.core.rtlsim_exec finn.core.throughput_test finn.custom_op.base finn.custom_op.general finn.custom_op.general.debugmarker finn.custom_op.general.im2col finn.custom_op.general.maxpoolnhwc finn.custom_op.general.multithreshold finn.custom_op.general.quantavgpool2d finn.custom_op.general.streamingdataflowpartition finn.custom_op.general.xnorpopcount finn.custom_op.registry finn.transformation.base finn.transformation.batchnorm_to_affine finn.transformation.bipolar_to_xnor finn.transformation.change_datalayout finn.transformation.double_to_single_float finn.transformation.fold_constants finn.transformation.general finn.transformation.infer_data_layouts finn.transformation.infer_datatypes finn.transformation.infer_shapes finn.transformation.insert_topk finn.transformation.lower_convs_to_matmul finn.transformation.merge_onnx_models finn.util.basic finn.util.data_packing finn.util.fpgadataflow finn.util.onnx finn.util.pyverilator

multi_handshake() (in module finn.util.pyverilator) MultiThreshold (class in finn.custom_op.general.multithreshold) multithreshold() (in module finn.custom_op.general.multithreshold)

N

nchw_to_nhwc() (in module finn.util.onnx) node_inputs_in_expected_order() (in module finn.analysis.topology) NodeLocalTransformation (class in finn.transformation.base)

nodes_topologically_sorted() (in module finn.analysis.topology) 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)

P

pack_innermost_dim_as_hex_string() (in module finn.util.data_packing) packed_bytearray_to_finnpy() (in module finn.util.data_packing)

pad_tensor_to_multiple_of() (in module finn.util.basic) pyverilate_get_liveness_threshold_cycles() (in module finn.util.fpgadataflow) pyverilate_stitched_ip() (in module finn.util.fpgadataflow)

Q

QuantAvgPool2d (class in finn.custom_op.general.quantavgpool2d)

R

random_string() (in module finn.util.basic) remote_exec() (in module finn.core.remote_exec) remove_by_name() (in module finn.util.basic) RemoveStaticGraphInputs (class in finn.transformation.general) RemoveUnusedTensors (class in finn.transformation.general)

rename_tensor() (finn.core.modelwrapper.ModelWrapper method) reset_rtlsim() (in module finn.util.pyverilator) roundup_to_integer_multiple() (in module finn.util.basic) rtlsim_exec() (in module finn.core.rtlsim_exec) rtlsim_multi_io() (in module finn.util.fpgadataflow) rtlsim_output_to_npy() (in module finn.util.data_packing)

S

sanitize_quant_values() (in module finn.util.basic) save() (finn.core.modelwrapper.ModelWrapper method) set_executable_path() (finn.util.basic.CppBuilder method) set_initializer() (finn.core.modelwrapper.ModelWrapper method) set_ipgen_path() (finn.util.fpgadataflow.IPGenBuilder method) set_metadata_prop() (finn.core.modelwrapper.ModelWrapper method) set_nodeattr() (finn.custom_op.base.CustomOp method)

set_tensor_datatype() (finn.core.modelwrapper.ModelWrapper method) set_tensor_layout() (finn.core.modelwrapper.ModelWrapper method) set_tensor_shape() (finn.core.modelwrapper.ModelWrapper method) set_tensor_sparsity() (finn.core.modelwrapper.ModelWrapper method) signed() (finn.core.datatype.DataType method) SortGraph (class in finn.transformation.general) StreamingDataflowPartition (class in finn.custom_op.general.streamingdataflowpartition)

T

temporary_fix_oldstyle_domain() (finn.core.modelwrapper.ModelWrapper method) TERNARY (finn.core.datatype.DataType attribute) throughput_test_remote() (in module finn.core.throughput_test)

throughput_test_rtlsim() (in module finn.core.throughput_test) toggle_clk() (in module finn.util.pyverilator) transform() (finn.core.modelwrapper.ModelWrapper method) Transformation (class in finn.transformation.base)

U

UINT10 (finn.core.datatype.DataType attribute) UINT11 (finn.core.datatype.DataType attribute) UINT12 (finn.core.datatype.DataType attribute) UINT13 (finn.core.datatype.DataType attribute) UINT14 (finn.core.datatype.DataType attribute) UINT15 (finn.core.datatype.DataType attribute) UINT16 (finn.core.datatype.DataType attribute) UINT17 (finn.core.datatype.DataType attribute) UINT18 (finn.core.datatype.DataType attribute) UINT19 (finn.core.datatype.DataType attribute) UINT2 (finn.core.datatype.DataType attribute) UINT20 (finn.core.datatype.DataType attribute) UINT21 (finn.core.datatype.DataType attribute) UINT22 (finn.core.datatype.DataType attribute) UINT23 (finn.core.datatype.DataType attribute) UINT24 (finn.core.datatype.DataType attribute)

UINT25 (finn.core.datatype.DataType attribute) UINT26 (finn.core.datatype.DataType attribute) UINT27 (finn.core.datatype.DataType attribute) UINT28 (finn.core.datatype.DataType attribute) UINT29 (finn.core.datatype.DataType attribute) UINT3 (finn.core.datatype.DataType attribute) UINT30 (finn.core.datatype.DataType attribute) UINT31 (finn.core.datatype.DataType attribute) UINT32 (finn.core.datatype.DataType attribute) UINT4 (finn.core.datatype.DataType attribute) UINT5 (finn.core.datatype.DataType attribute) UINT6 (finn.core.datatype.DataType attribute) UINT64 (finn.core.datatype.DataType attribute) UINT7 (finn.core.datatype.DataType attribute) UINT8 (finn.core.datatype.DataType attribute) UINT9 (finn.core.datatype.DataType attribute) unpack_innermost_dim_from_hex_string() (in module finn.util.data_packing)

V

valueinfo_to_tensor() (in module finn.util.onnx) verify_node() (finn.custom_op.base.CustomOp method) (finn.custom_op.general.debugmarker.DebugMarker method) (finn.custom_op.general.im2col.Im2Col method) (finn.custom_op.general.maxpoolnhwc.MaxPoolNHWC method) (finn.custom_op.general.multithreshold.MultiThreshold method) (finn.custom_op.general.quantavgpool2d.QuantAvgPool2d method) (finn.custom_op.general.streamingdataflowpartition.StreamingDataflowPartition method) (finn.custom_op.general.xnorpopcount.XnorPopcountMatMul method)

W

wait_for_handshake() (in module finn.util.pyverilator)

X

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

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