Index

A

adder_size (da4ml.cmvm.Solution attribute), [1] (da4ml.cmvm.types.Solution attribute), [1] (da4ml.trace.fixed_variable.HWConfig attribute) (da4ml.trace.HWConfig attribute)

args (da4ml.converter.hgq2.parser.OpObj attribute)

B

binder_gen() (in module da4ml.codegen) (in module da4ml.codegen.verilog) (in module da4ml.codegen.verilog.io_wrapper)

C

C (da4ml.trace.ops.einsum_utils.EinsumRecipe attribute) call() (da4ml.converter.hgq2.replica.ReplayAbs method) (da4ml.converter.hgq2.replica.ReplayArithmetic method) (da4ml.converter.hgq2.replica.ReplayConcatenate method) (da4ml.converter.hgq2.replica.ReplayEinsum method) (da4ml.converter.hgq2.replica.ReplayGetItem method) (da4ml.converter.hgq2.replica.ReplayMatmul method) (da4ml.converter.hgq2.replica.ReplayMerge method) (da4ml.converter.hgq2.replica.ReplayMoveaxis method) (da4ml.converter.hgq2.replica.ReplayNoOp method) (da4ml.converter.hgq2.replica.ReplayOperationBase method) (da4ml.converter.hgq2.replica.ReplayPool method) (da4ml.converter.hgq2.replica.ReplayQBatchNormalization method) (da4ml.converter.hgq2.replica.ReplayQConv method) (da4ml.converter.hgq2.replica.ReplayQDense method) (da4ml.converter.hgq2.replica.ReplayQDot method) (da4ml.converter.hgq2.replica.ReplayQEinsum method) (da4ml.converter.hgq2.replica.ReplayQReduction method) (da4ml.converter.hgq2.replica.ReplayQuantizer method) (da4ml.converter.hgq2.replica.ReplayReduction method) (da4ml.converter.hgq2.replica.ReplayReLU method) (da4ml.converter.hgq2.replica.ReplayRepeat method) (da4ml.converter.hgq2.replica.ReplayRepeatVector method) (da4ml.converter.hgq2.replica.ReplayReshape method) (da4ml.converter.hgq2.replica.ReplayTranspose method) carry_size (da4ml.cmvm.Solution attribute), [1] (da4ml.cmvm.types.Solution attribute), [1] (da4ml.trace.fixed_variable.HWConfig attribute) (da4ml.trace.HWConfig attribute)

CascadedSolution (class in da4ml.cmvm.types) cmvm() (in module da4ml.cmvm.core) comb_logic_gen() (in module da4ml.codegen) (in module da4ml.codegen.verilog) (in module da4ml.codegen.verilog.comb) comb_trace() (in module da4ml.trace) (in module da4ml.trace.tracer) compile() (da4ml.codegen.cpp.hls_model.HLSModel method) (da4ml.codegen.cpp.HLSModel method) (da4ml.codegen.HLSModel method) (da4ml.codegen.verilog.verilog_model.VerilogModel method) (da4ml.codegen.verilog.VerilogModel method) (da4ml.codegen.VerilogModel method) conv() (in module da4ml.trace.ops) (in module da4ml.trace.ops.conv_utils) cost (da4ml.cmvm.Op attribute) (da4ml.cmvm.Solution property) (da4ml.cmvm.types.CascadedSolution attribute) (da4ml.cmvm.types.CascadedSolution property) (da4ml.cmvm.types.Op attribute) (da4ml.cmvm.types.Solution property) cost_add() (in module da4ml.cmvm.core.state_opr) cpp_logic_and_bridge_gen() (in module da4ml.codegen) (in module da4ml.codegen.cpp) (in module da4ml.codegen.cpp.cpp_codegen) create_state() (in module da4ml.cmvm.core.state_opr) csd_decompose() (in module da4ml.cmvm.util) (in module da4ml.cmvm.util.bit_decompose)

D

da4ml module da4ml.cmvm module da4ml.cmvm.api module da4ml.cmvm.core module da4ml.cmvm.core.indexers module da4ml.cmvm.core.state_opr module da4ml.cmvm.types module da4ml.cmvm.util module da4ml.cmvm.util.bit_decompose module da4ml.cmvm.util.mat_decompose module da4ml.codegen module da4ml.codegen.cpp module da4ml.codegen.cpp.cpp_codegen module da4ml.codegen.cpp.hls_model module da4ml.codegen.verilog module da4ml.codegen.verilog.comb module da4ml.codegen.verilog.io_wrapper module da4ml.codegen.verilog.pipeline module

da4ml.codegen.verilog.verilog_model module da4ml.converter module da4ml.converter.hgq2 module da4ml.converter.hgq2.parser module da4ml.converter.hgq2.replica module da4ml.trace module da4ml.trace.fixed_variable module da4ml.trace.fixed_variable_array module da4ml.trace.ops module da4ml.trace.ops.conv_utils module da4ml.trace.ops.einsum_utils module da4ml.trace.ops.reduce_utils module da4ml.trace.pipeline module da4ml.trace.tracer module DAState (class in da4ml.cmvm.types) data (da4ml.cmvm.Op attribute) (da4ml.cmvm.types.Op attribute) deserialize() (da4ml.cmvm.Solution class method) (da4ml.cmvm.types.CascadedSolution class method) (da4ml.cmvm.types.Solution class method) direct_sum_axis (da4ml.trace.ops.einsum_utils.EinsumRecipe attribute) dtype (da4ml.trace.fixed_variable_array.FixedVariableArray property) (da4ml.trace.FixedVariableArray property)

E

einsum() (in module da4ml.trace.ops) (in module da4ml.trace.ops.einsum_utils)

EinsumRecipe (class in da4ml.trace.ops.einsum_utils) expr (da4ml.cmvm.types.DAState attribute)

F

FixedVariable (class in da4ml.trace.fixed_variable) FixedVariableArray (class in da4ml.trace) (class in da4ml.trace.fixed_variable_array) FixedVariableArrayInput (class in da4ml.trace) (class in da4ml.trace.fixed_variable_array) FixedVariableInput (class in da4ml.trace.fixed_variable) flatten() (da4ml.trace.fixed_variable_array.FixedVariableArray method) (da4ml.trace.FixedVariableArray method) fractional (da4ml.cmvm.types.Precision attribute) freq_stat (da4ml.cmvm.types.DAState attribute)

from_const() (da4ml.trace.fixed_variable.FixedVariable class method) from_kif() (da4ml.cmvm.QInterval class method) (da4ml.cmvm.types.QInterval class method) (da4ml.trace.fixed_variable.FixedVariable class method) (da4ml.trace.fixed_variable_array.FixedVariableArray class method) (da4ml.trace.FixedVariableArray class method) from_lhs() (da4ml.trace.fixed_variable_array.FixedVariableArray class method) (da4ml.trace.FixedVariableArray class method) from_precision() (da4ml.cmvm.QInterval class method) (da4ml.cmvm.types.QInterval class method) from_qint() (da4ml.cmvm.types.Precision class method)

G

gather_matching_idxs() (in module da4ml.cmvm.core.state_opr) gather_variables() (in module da4ml.trace.tracer) generate_io_wrapper() (in module da4ml.codegen) (in module da4ml.codegen.verilog) (in module da4ml.codegen.verilog.io_wrapper)

get_cost_and_latency() (da4ml.trace.fixed_variable.FixedVariable method) get_io_kifs() (in module da4ml.codegen.verilog.verilog_model) get_io_types() (in module da4ml.codegen.cpp.cpp_codegen) get_typestr_fn() (in module da4ml.codegen.cpp.cpp_codegen)

H

handles (da4ml.converter.hgq2.replica.ReplayAbs attribute) (da4ml.converter.hgq2.replica.ReplayArithmetic attribute) (da4ml.converter.hgq2.replica.ReplayConcatenate attribute) (da4ml.converter.hgq2.replica.ReplayEinsum attribute) (da4ml.converter.hgq2.replica.ReplayGetItem attribute) (da4ml.converter.hgq2.replica.ReplayMatmul attribute) (da4ml.converter.hgq2.replica.ReplayMerge attribute) (da4ml.converter.hgq2.replica.ReplayMoveaxis attribute) (da4ml.converter.hgq2.replica.ReplayNoOp attribute) (da4ml.converter.hgq2.replica.ReplayOperationBase attribute) (da4ml.converter.hgq2.replica.ReplayPool attribute) (da4ml.converter.hgq2.replica.ReplayQBatchNormalization attribute) (da4ml.converter.hgq2.replica.ReplayQConv attribute) (da4ml.converter.hgq2.replica.ReplayQDense attribute) (da4ml.converter.hgq2.replica.ReplayQDot attribute) (da4ml.converter.hgq2.replica.ReplayQEinsum attribute) (da4ml.converter.hgq2.replica.ReplayQReduction attribute) (da4ml.converter.hgq2.replica.ReplayQuantizer attribute) (da4ml.converter.hgq2.replica.ReplayReduction attribute) (da4ml.converter.hgq2.replica.ReplayReLU attribute) (da4ml.converter.hgq2.replica.ReplayRepeat attribute) (da4ml.converter.hgq2.replica.ReplayRepeatVector attribute) (da4ml.converter.hgq2.replica.ReplayReshape attribute) (da4ml.converter.hgq2.replica.ReplayTranspose attribute)

hetero_io_map() (in module da4ml.codegen.verilog.io_wrapper) HLSModel (class in da4ml.codegen) (class in da4ml.codegen.cpp) (class in da4ml.codegen.cpp.hls_model) HWConfig (class in da4ml.trace) (class in da4ml.trace.fixed_variable)

I

I (da4ml.trace.ops.einsum_utils.EinsumRecipe attribute) id0 (da4ml.cmvm.Op attribute) (da4ml.cmvm.types.Op attribute) (da4ml.cmvm.types.Pair attribute) id1 (da4ml.cmvm.Op attribute) (da4ml.cmvm.types.Op attribute) (da4ml.cmvm.types.Pair attribute) idx_mc() (in module da4ml.cmvm.core.indexers) idx_mc_dc() (in module da4ml.cmvm.core.indexers) idx_wmc() (in module da4ml.cmvm.core.indexers) idx_wmc_dc() (in module da4ml.cmvm.core.indexers) in_shift (da4ml.cmvm.types.CascadedSolution attribute)

in_transpose_idxs (da4ml.trace.ops.einsum_utils.EinsumRecipe attribute) inp_lat (da4ml.cmvm.types.CascadedSolution attribute) inp_latency (da4ml.cmvm.Solution property) (da4ml.cmvm.types.CascadedSolution property) (da4ml.cmvm.types.Solution property) inp_qint (da4ml.cmvm.Solution property) (da4ml.cmvm.types.CascadedSolution attribute) (da4ml.cmvm.types.CascadedSolution property) (da4ml.cmvm.types.Solution property) inp_shift (da4ml.cmvm.Solution attribute), [1] (da4ml.cmvm.types.CascadedSolution property) (da4ml.cmvm.types.Solution attribute), [1] integers (da4ml.cmvm.types.Precision attribute)

J

jit_solve() (in module da4ml.cmvm.api)

K

keep_negative (da4ml.cmvm.types.Precision attribute) kernel (da4ml.cmvm.Solution property) (da4ml.cmvm.types.CascadedSolution attribute) (da4ml.cmvm.types.CascadedSolution property) (da4ml.cmvm.types.DAState attribute) (da4ml.cmvm.types.Solution property) kernel_decompose() (in module da4ml.cmvm.util) (in module da4ml.cmvm.util.mat_decompose)

kif (da4ml.trace.fixed_variable.FixedVariable property) (da4ml.trace.fixed_variable_array.FixedVariableArray property) (da4ml.trace.FixedVariableArray property) kif_to_hlslib_type() (in module da4ml.codegen.cpp.cpp_codegen) kif_to_vitis_type() (in module da4ml.codegen.cpp.cpp_codegen) kwargs (da4ml.converter.hgq2.parser.OpObj attribute)

L

L0 (da4ml.trace.ops.einsum_utils.EinsumRecipe attribute) L1 (da4ml.trace.ops.einsum_utils.EinsumRecipe attribute) latency (da4ml.cmvm.Op attribute) (da4ml.cmvm.Solution property) (da4ml.cmvm.types.CascadedSolution attribute) (da4ml.cmvm.types.CascadedSolution property) (da4ml.cmvm.types.Op attribute) (da4ml.cmvm.types.Solution property)

latency_cutoff (da4ml.trace.fixed_variable.HWConfig attribute) (da4ml.trace.HWConfig attribute) load() (da4ml.cmvm.Solution class method) (da4ml.cmvm.types.CascadedSolution class method) (da4ml.cmvm.types.Solution class method)

M

max (da4ml.cmvm.QInterval attribute) (da4ml.cmvm.types.QInterval attribute) max_of() (da4ml.trace.fixed_variable.FixedVariable method) (da4ml.trace.fixed_variable.FixedVariableInput method) min (da4ml.cmvm.QInterval attribute) (da4ml.cmvm.types.QInterval attribute) min_of() (da4ml.trace.fixed_variable.FixedVariable method) (da4ml.trace.fixed_variable.FixedVariableInput method) minimal_kif() (in module da4ml.cmvm.types) minimal_latency() (in module da4ml.cmvm) (in module da4ml.cmvm.api) mirror_quantizer() (in module da4ml.converter.hgq2.replica) module da4ml da4ml.cmvm da4ml.cmvm.api da4ml.cmvm.core da4ml.cmvm.core.indexers da4ml.cmvm.core.state_opr da4ml.cmvm.types da4ml.cmvm.util da4ml.cmvm.util.bit_decompose da4ml.cmvm.util.mat_decompose da4ml.codegen da4ml.codegen.cpp da4ml.codegen.cpp.cpp_codegen da4ml.codegen.cpp.hls_model da4ml.codegen.verilog da4ml.codegen.verilog.comb da4ml.codegen.verilog.io_wrapper da4ml.codegen.verilog.pipeline da4ml.codegen.verilog.verilog_model da4ml.converter da4ml.converter.hgq2 da4ml.converter.hgq2.parser da4ml.converter.hgq2.replica da4ml.trace da4ml.trace.fixed_variable da4ml.trace.fixed_variable_array da4ml.trace.ops da4ml.trace.ops.conv_utils da4ml.trace.ops.einsum_utils da4ml.trace.ops.reduce_utils da4ml.trace.pipeline da4ml.trace.tracer

msb_mux() (da4ml.trace.fixed_variable.FixedVariable method)

N

ndim (da4ml.trace.fixed_variable_array.FixedVariableArray property) (da4ml.trace.FixedVariableArray property)

O

Op (class in da4ml.cmvm) (class in da4ml.cmvm.types) op (da4ml.converter.hgq2.replica.ReplayPool attribute) (da4ml.converter.hgq2.replica.ReplayQBatchNormalization attribute) (da4ml.converter.hgq2.replica.ReplayQConv attribute) (da4ml.converter.hgq2.replica.ReplayQDense attribute) (da4ml.converter.hgq2.replica.ReplayQDot attribute) (da4ml.converter.hgq2.replica.ReplayQEinsum attribute) (da4ml.converter.hgq2.replica.ReplayQReduction attribute) (da4ml.converter.hgq2.replica.ReplayQuantizer attribute) (da4ml.converter.hgq2.replica.ReplayReduction attribute) (da4ml.converter.hgq2.replica.ReplayReLU attribute) (da4ml.converter.hgq2.replica.ReplayRepeat attribute) (da4ml.converter.hgq2.replica.ReplayRepeatVector attribute) (da4ml.converter.hgq2.replica.ReplayReshape attribute) (da4ml.converter.hgq2.replica.ReplayTranspose attribute) opcode (da4ml.cmvm.Op attribute) (da4ml.cmvm.types.Op attribute) operation (da4ml.converter.hgq2.parser.OpObj attribute) OpObj (class in da4ml.converter.hgq2.parser) ops (da4ml.cmvm.Solution attribute), [1] (da4ml.cmvm.types.DAState attribute) (da4ml.cmvm.types.Solution attribute), [1]

out_idxs (da4ml.cmvm.Solution attribute), [1] (da4ml.cmvm.types.Solution attribute), [1] out_interpert_shape (da4ml.trace.ops.einsum_utils.EinsumRecipe attribute) out_lat (da4ml.cmvm.types.CascadedSolution attribute) out_latencies (da4ml.cmvm.types.CascadedSolution property) out_latency (da4ml.cmvm.Solution property) (da4ml.cmvm.types.Solution property) out_neg (da4ml.cmvm.types.CascadedSolution attribute) (da4ml.cmvm.types.CascadedSolution property) out_negs (da4ml.cmvm.Solution attribute), [1] (da4ml.cmvm.types.Solution attribute), [1] out_qint (da4ml.cmvm.Solution property) (da4ml.cmvm.types.CascadedSolution attribute) (da4ml.cmvm.types.CascadedSolution property) (da4ml.cmvm.types.Solution property) out_shift (da4ml.cmvm.types.CascadedSolution attribute) (da4ml.cmvm.types.CascadedSolution property) out_shifts (da4ml.cmvm.Solution attribute), [1] (da4ml.cmvm.types.Solution attribute), [1] out_transpose_idxs (da4ml.trace.ops.einsum_utils.EinsumRecipe attribute) output_gen() (in module da4ml.codegen.cpp.cpp_codegen) (in module da4ml.codegen.verilog.comb) overlap_and_accum() (in module da4ml.cmvm.core.indexers)

P

Packet (class in da4ml.trace.ops.reduce_utils) Pair (class in da4ml.cmvm.types) pair_to_op() (in module da4ml.cmvm.core.state_opr) parse_einsum() (in module da4ml.trace.ops.einsum_utils) parse_model() (in module da4ml.converter.hgq2.parser) pipeline_logic_gen() (in module da4ml.codegen) (in module da4ml.codegen.verilog) (in module da4ml.codegen.verilog.pipeline) pool() (in module da4ml.trace.ops) (in module da4ml.trace.ops.conv_utils) Precision (class in da4ml.cmvm.types)

precision (da4ml.cmvm.QInterval property) (da4ml.cmvm.types.QInterval property) predict() (da4ml.codegen.cpp.hls_model.HLSModel method) (da4ml.codegen.cpp.HLSModel method) (da4ml.codegen.HLSModel method) (da4ml.codegen.verilog.verilog_model.VerilogModel method) (da4ml.codegen.verilog.VerilogModel method) (da4ml.codegen.VerilogModel method) prim_mst_dc() (in module da4ml.cmvm.util.mat_decompose) produces (da4ml.converter.hgq2.parser.OpObj attribute) Properties (da4ml.cmvm.types.CascadedSolution attribute)

Q

qint (da4ml.cmvm.Op attribute) (da4ml.cmvm.types.Op attribute) (da4ml.cmvm.types.Precision property) (da4ml.trace.fixed_variable.FixedVariable property) qint_add() (in module da4ml.cmvm.core.state_opr) QInterval (class in da4ml.cmvm) (class in da4ml.cmvm.types)

quantize() (da4ml.trace.fixed_variable.FixedVariable method) (da4ml.trace.fixed_variable.FixedVariableInput method) (da4ml.trace.fixed_variable_array.FixedVariableArray method) (da4ml.trace.FixedVariableArray method) (in module da4ml.trace.ops)

R

r_im2col() (in module da4ml.trace.ops.conv_utils) ravel() (da4ml.trace.fixed_variable_array.FixedVariableArray method) (da4ml.trace.FixedVariableArray method) reduce() (in module da4ml.trace.ops) (in module da4ml.trace.ops.reduce_utils) ref_count (da4ml.cmvm.Solution property) (da4ml.cmvm.types.Solution property) reg_bits (da4ml.cmvm.types.CascadedSolution property) relu() (da4ml.trace.fixed_variable.FixedVariable method) (da4ml.trace.fixed_variable.FixedVariableInput method) (da4ml.trace.fixed_variable_array.FixedVariableArray method) (da4ml.trace.FixedVariableArray method) (in module da4ml.trace.ops) replace_tensors() (in module da4ml.converter.hgq2.parser) ReplayAbs (class in da4ml.converter.hgq2.replica) ReplayArithmetic (class in da4ml.converter.hgq2.replica) ReplayConcatenate (class in da4ml.converter.hgq2.replica) ReplayEinsum (class in da4ml.converter.hgq2.replica) ReplayGetItem (class in da4ml.converter.hgq2.replica) ReplayMatmul (class in da4ml.converter.hgq2.replica) ReplayMerge (class in da4ml.converter.hgq2.replica)

ReplayMoveaxis (class in da4ml.converter.hgq2.replica) ReplayNoOp (class in da4ml.converter.hgq2.replica) ReplayOperationBase (class in da4ml.converter.hgq2.replica) ReplayOperationMeta (class in da4ml.converter.hgq2.replica) ReplayPool (class in da4ml.converter.hgq2.replica) ReplayQBatchNormalization (class in da4ml.converter.hgq2.replica) ReplayQConv (class in da4ml.converter.hgq2.replica) ReplayQDense (class in da4ml.converter.hgq2.replica) ReplayQDot (class in da4ml.converter.hgq2.replica) ReplayQEinsum (class in da4ml.converter.hgq2.replica) ReplayQReduction (class in da4ml.converter.hgq2.replica) ReplayQuantizer (class in da4ml.converter.hgq2.replica) ReplayReduction (class in da4ml.converter.hgq2.replica) ReplayReLU (class in da4ml.converter.hgq2.replica) ReplayRepeat (class in da4ml.converter.hgq2.replica) ReplayRepeatVector (class in da4ml.converter.hgq2.replica) ReplayReshape (class in da4ml.converter.hgq2.replica) ReplayTranspose (class in da4ml.converter.hgq2.replica) requires (da4ml.converter.hgq2.parser.OpObj attribute) reshape() (da4ml.trace.fixed_variable_array.FixedVariableArray method) (da4ml.trace.FixedVariableArray method) retime_pipeline() (in module da4ml.trace.pipeline)

S

save() (da4ml.cmvm.Solution method) (da4ml.cmvm.types.CascadedSolution method) (da4ml.cmvm.types.Solution method) save_binary() (da4ml.cmvm.Solution method) (da4ml.cmvm.types.Solution method) shape (da4ml.cmvm.Solution attribute), [1] (da4ml.cmvm.types.CascadedSolution attribute) (da4ml.cmvm.types.CascadedSolution property) (da4ml.cmvm.types.Solution attribute), [1] (da4ml.trace.fixed_variable_array.FixedVariableArray property) (da4ml.trace.FixedVariableArray property) shift (da4ml.cmvm.types.Pair attribute) shift_centering() (in module da4ml.cmvm.util.bit_decompose)

shifts (da4ml.cmvm.types.DAState attribute) size (da4ml.trace.fixed_variable_array.FixedVariableArray property) (da4ml.trace.FixedVariableArray property) Solution (class in da4ml.cmvm) (class in da4ml.cmvm.types) solutions (da4ml.cmvm.types.CascadedSolution attribute), [1] solve() (in module da4ml.cmvm) (in module da4ml.cmvm.api) ssa_gen() (in module da4ml.codegen.cpp.cpp_codegen) (in module da4ml.codegen.verilog.comb) step (da4ml.cmvm.QInterval attribute) (da4ml.cmvm.types.QInterval attribute) stride_arr() (in module da4ml.trace.ops.conv_utils) sub (da4ml.cmvm.types.Pair attribute)

T

to_binary() (da4ml.cmvm.Solution method) (da4ml.cmvm.types.Solution method) to_csd_powers() (in module da4ml.trace.fixed_variable) to_pipeline() (in module da4ml.trace) (in module da4ml.trace.pipeline) to_raw_arr() (in module da4ml.trace.fixed_variable_array)

to_solution() (in module da4ml.cmvm.core) trace_model() (in module da4ml.converter) (in module da4ml.converter.hgq2) (in module da4ml.converter.hgq2.parser) transpose() (da4ml.trace.fixed_variable_array.FixedVariableArray method) (da4ml.trace.FixedVariableArray method)

U

unscaled (da4ml.trace.fixed_variable.FixedVariable property) update_expr() (in module da4ml.cmvm.core.state_opr)

update_state() (in module da4ml.cmvm.core.state_opr) update_stats() (in module da4ml.cmvm.core.state_opr)

V

VerilogModel (class in da4ml.codegen) (class in da4ml.codegen.verilog) (class in da4ml.codegen.verilog.verilog_model)

W

write() (da4ml.codegen.cpp.hls_model.HLSModel method) (da4ml.codegen.cpp.HLSModel method) (da4ml.codegen.HLSModel method) (da4ml.codegen.verilog.verilog_model.VerilogModel method) (da4ml.codegen.verilog.VerilogModel method) (da4ml.codegen.VerilogModel method)