Module Import alias identifier ImportFrom alias ClassDef bases NameLoad body Assign NameStore ListLoad Str Str FunctionDef arguments args NameParam NameParam NameParam defaults body Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr ListLoad NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad FunctionDef arguments args NameParam NameParam NameParam defaults Num body Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Return BinOpMult AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr BinOpPow AttributeLoad AttributeLoad NameLoad attr attr Num decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Return BinOpMult BinOpMult BinOpMult AttributeLoad NameLoad attr Num AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad FunctionDef arguments args NameParam NameParam NameParam defaults Num body Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Return BinOpMult AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Return BinOpMult BinOpMult AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad FunctionDef arguments args NameParam NameParam NameParam defaults Num body Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Return BinOpMult UnaryOpUSub AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr BinOpAdd Num BinOpPow AttributeLoad AttributeLoad NameLoad attr attr Num decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Return UnaryOpUSub BinOpMult BinOpMult BinOpMult BinOpMult AttributeLoad NameLoad attr NameLoad BinOpDiv Num Call AttributeLoad NameLoad attr BinOpAdd Num BinOpPow AttributeLoad AttributeLoad NameLoad attr attr Num BinOpDiv Num BinOpAdd Num BinOpPow AttributeLoad AttributeLoad NameLoad attr attr Num BinOpMult Num BinOpPow AttributeLoad AttributeLoad NameLoad attr attr Num decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore ListLoad FunctionDef arguments args NameParam NameParam NameParam defaults Num body Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Return BinOpMult AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr BinOpSub Num Call AttributeLoad NameLoad attr UnaryOpUSub Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Return BinOpMult BinOpMult BinOpMult AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr UnaryOpUSub Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr decorator_list decorator_list
N/A N/A numpy np N/A Differentiable Regularizer N/A Differentiable N/A N/A __slots__ N/A X weight __init__ N/A N/A self X weight N/A N/A N/A N/A N/A N/A super Regularizer self __init__ N/A X N/A N/A self X X N/A N/A self weight weight N/A N/A L2Norm N/A Regularizer N/A N/A __slots__ N/A __init__ N/A N/A self X weight N/A 1.0 N/A N/A N/A N/A N/A super L2Norm self __init__ X weight N/A _compute_value N/A N/A self N/A N/A N/A N/A N/A self weight N/A N/A np sum N/A N/A N/A self X value 2 N/A _local_grad N/A N/A self parent d_out_d_self N/A N/A N/A N/A N/A N/A N/A self weight 2.0 N/A N/A self X value d_out_d_self N/A N/A L1Norm N/A Regularizer N/A N/A __slots__ N/A __init__ N/A N/A self X weight N/A 1.0 N/A N/A N/A N/A N/A super L1Norm self __init__ X weight N/A _compute_value N/A N/A self N/A N/A N/A N/A N/A self weight N/A N/A np sum N/A N/A np abs N/A N/A self X value N/A _local_grad N/A N/A self parent d_out_d_self N/A N/A N/A N/A N/A N/A self weight N/A N/A np sign N/A N/A self X value d_out_d_self N/A N/A Horseshoe N/A Regularizer N/A N/A __slots__ N/A __init__ N/A N/A self X weight N/A 1.0 N/A N/A N/A N/A N/A super Horseshoe self __init__ X weight N/A _compute_value N/A N/A self N/A N/A N/A N/A N/A N/A self weight N/A N/A np sum N/A N/A np log N/A N/A np log N/A 1.0 N/A N/A N/A self X value -2 N/A _local_grad N/A N/A self parent d_out_d_self N/A N/A N/A N/A N/A N/A N/A N/A N/A self weight d_out_d_self N/A 1 N/A N/A np log N/A 1.0 N/A N/A N/A self X value -2 N/A 1.0 N/A 1 N/A N/A N/A self X value -2 N/A -2 N/A N/A N/A self X value -3 N/A N/A NExp N/A Regularizer N/A N/A __slots__ N/A __init__ N/A N/A self X weight N/A 1.0 N/A N/A N/A N/A N/A super NExp self __init__ X weight N/A _compute_value N/A N/A self N/A N/A N/A N/A N/A self weight N/A N/A np sum N/A 1.0 N/A N/A np exp N/A N/A N/A np abs N/A N/A self X value N/A _local_grad N/A N/A self parent d_out_d_self N/A N/A N/A N/A N/A N/A N/A self weight d_out_d_self N/A N/A np exp N/A N/A N/A np abs N/A N/A self X value N/A N/A np sign N/A N/A self X value N/A N/A