tensorflow :: ops :: ResourceApplyFtrlV2

#include <training_ops.h>

Perbarui '* var' sesuai dengan skema Ftrl-proksimal.

Ringkasan

grad_with_shrinkage = grad + 2 * l2_shrinkage * var acc_new = akum + grad_with_shrinkage * grad_with_shrinkage linear + = grad_with_shrinkage + (akum_with ^ (- lr_power) - akum ^ (- lr_power)) / lr * var kuadrat = 1.0 / l * lr) + 2 * l2 var = (tanda (linier) * l1 - linier) / kuadrat jika | linier | > l1 lain 0,0 akum = akum_new

Argumen:

  • scope: Objek Scope
  • var: Harus dari Variabel ().
  • akumulasi: Harus dari Variabel ().
  • linear: Harus dari Variabel ().
  • grad: Gradien.
  • lr: Faktor penskalaan. Harus skalar.
  • l1: regularisasi L1. Harus skalar.
  • l2: regularisasi susut L2. Harus skalar.
  • lr_power: Faktor penskalaan. Harus skalar.

Atribut opsional (lihat Attrs ):

  • use_locking: Jika True , pembaruan tensor var dan akumulator akan dilindungi oleh kunci; jika tidak, perilakunya tidak ditentukan, tetapi mungkin menunjukkan lebih sedikit perselisihan.

Pengembalian:

Pembuat dan Penghancur

ResourceApplyFtrlV2 (const :: tensorflow::Scope & scope, :: tensorflow::Input var, :: tensorflow::Input accum, :: tensorflow::Input linear, :: tensorflow::Input grad, :: tensorflow::Input lr, :: tensorflow::Input l1, :: tensorflow::Input l2, :: tensorflow::Input l2_shrinkage, :: tensorflow::Input lr_power)
ResourceApplyFtrlV2 (const :: tensorflow::Scope & scope, :: tensorflow::Input var, :: tensorflow::Input accum, :: tensorflow::Input linear, :: tensorflow::Input grad, :: tensorflow::Input lr, :: tensorflow::Input l1, :: tensorflow::Input l2, :: tensorflow::Input l2_shrinkage, :: tensorflow::Input lr_power, const ResourceApplyFtrlV2::Attrs & attrs)

Atribut publik

operation

Fungsi publik

operator::tensorflow::Operation () const

Fungsi statis publik

UseLocking (bool x)

Structs

tensorflow :: ops :: ResourceApplyFtrlV2 :: Attrs

Penyetel atribut opsional untuk ResourceApplyFtrlV2 .

Atribut publik

operasi

Operation operation

Fungsi publik

ResourceApplyFtrlV2

 ResourceApplyFtrlV2(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input var,
  ::tensorflow::Input accum,
  ::tensorflow::Input linear,
  ::tensorflow::Input grad,
  ::tensorflow::Input lr,
  ::tensorflow::Input l1,
  ::tensorflow::Input l2,
  ::tensorflow::Input l2_shrinkage,
  ::tensorflow::Input lr_power
)

ResourceApplyFtrlV2

 ResourceApplyFtrlV2(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input var,
  ::tensorflow::Input accum,
  ::tensorflow::Input linear,
  ::tensorflow::Input grad,
  ::tensorflow::Input lr,
  ::tensorflow::Input l1,
  ::tensorflow::Input l2,
  ::tensorflow::Input l2_shrinkage,
  ::tensorflow::Input lr_power,
  const ResourceApplyFtrlV2::Attrs & attrs
)

operator :: tensorflow :: Operasi

 operator::tensorflow::Operation() const 

Fungsi statis publik

UseLocking

Attrs UseLocking(
  bool x
)