tensorflow :: ops :: ApplyProximalGradientDescent
#include <training_ops.h>
Perbarui '* var' sebagai algoritme FOBOS dengan kecepatan pemelajaran tetap.
Ringkasan
prox_v = var - alpha * delta var = tanda (prox_v) / (1 + alpha * l2) * max {| prox_v | -alpha * l1,0}
Argumen:
- scope: Objek Scope
- var: Harus dari Variabel ().
- alpha: Faktor penskalaan. Harus skalar.
- l1: regularisasi L1. Harus skalar.
- l2: regularisasi L2. Harus skalar.
- delta: Perubahan.
Atribut opsional (lihat Attrs
):
- use_locking: Jika True, pengurangan akan dilindungi oleh kunci; jika tidak, perilakunya tidak ditentukan, tetapi mungkin menunjukkan lebih sedikit perselisihan.
Pengembalian:
-
Output
: Sama seperti "var".
Pembuat dan Penghancur | |
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ApplyProximalGradientDescent (const :: tensorflow::Scope & scope, :: tensorflow::Input var, :: tensorflow::Input alpha, :: tensorflow::Input l1, :: tensorflow::Input l2, :: tensorflow::Input delta) | |
ApplyProximalGradientDescent (const :: tensorflow::Scope & scope, :: tensorflow::Input var, :: tensorflow::Input alpha, :: tensorflow::Input l1, :: tensorflow::Input l2, :: tensorflow::Input delta, const ApplyProximalGradientDescent::Attrs & attrs) |
Atribut publik | |
---|---|
operation | |
out |
Fungsi publik | |
---|---|
node () const | ::tensorflow::Node * |
operator::tensorflow::Input () const | |
operator::tensorflow::Output () const |
Fungsi statis publik | |
---|---|
UseLocking (bool x) |
Structs | |
---|---|
tensorflow :: ops :: ApplyProximalGradientDescent :: Attrs | Penyetel atribut opsional untuk ApplyProximalGradientDescent . |
Atribut publik
operasi
Operation operation
di luar
::tensorflow::Output out
Fungsi publik
ApplyProximalGradientDescent
ApplyProximalGradientDescent( const ::tensorflow::Scope & scope, ::tensorflow::Input var, ::tensorflow::Input alpha, ::tensorflow::Input l1, ::tensorflow::Input l2, ::tensorflow::Input delta )
ApplyProximalGradientDescent
ApplyProximalGradientDescent( const ::tensorflow::Scope & scope, ::tensorflow::Input var, ::tensorflow::Input alpha, ::tensorflow::Input l1, ::tensorflow::Input l2, ::tensorflow::Input delta, const ApplyProximalGradientDescent::Attrs & attrs )
simpul
::tensorflow::Node * node() const
operator :: tensorflow :: Input
operator::tensorflow::Input() const
operator :: tensorflow :: Keluaran
operator::tensorflow::Output() const
Fungsi statis publik
UseLocking
Attrs UseLocking( bool x )