tfb_real_nvp_default_template | R Documentation |
This will be wrapped in a make_template to ensure the variables are only
created once. It takes the d-dimensional input x[0:d]
and returns the D-d
dimensional outputs loc ("mu") and log_scale ("alpha").
tfb_real_nvp_default_template( hidden_layers, shift_only = FALSE, activation = tf$nn$relu, name = NULL, ... )
hidden_layers |
list-like of non-negative integer, scalars indicating the number
of units in each hidden layer. Default: |
shift_only |
logical indicating if only the shift term shall be computed (i.e. NICE bijector). Default: FALSE. |
activation |
Activation function (callable). Explicitly setting to NULL implies a linear activation. |
name |
A name for ops managed by this function. Default: "tfb_real_nvp_default_template". |
... |
tf$layers$dense arguments |
The default template does not support conditioning and will raise an exception if condition_kwargs are passed to it. To use conditioning in real nvp bijector, implement a conditioned shift/scale template that handles the condition_kwargs.
list of:
shift: Float
-like Tensor
of shift terms
log_scale: Float
-like Tensor
of log(scale) terms
For usage examples see tfb_forward()
, tfb_inverse()
, tfb_inverse_log_det_jacobian()
.
Other bijectors:
tfb_absolute_value()
,
tfb_affine_linear_operator()
,
tfb_affine_scalar()
,
tfb_affine()
,
tfb_ascending()
,
tfb_batch_normalization()
,
tfb_blockwise()
,
tfb_chain()
,
tfb_cholesky_outer_product()
,
tfb_cholesky_to_inv_cholesky()
,
tfb_correlation_cholesky()
,
tfb_cumsum()
,
tfb_discrete_cosine_transform()
,
tfb_expm1()
,
tfb_exp()
,
tfb_ffjord()
,
tfb_fill_scale_tri_l()
,
tfb_fill_triangular()
,
tfb_glow()
,
tfb_gompertz_cdf()
,
tfb_gumbel_cdf()
,
tfb_gumbel()
,
tfb_identity()
,
tfb_inline()
,
tfb_invert()
,
tfb_iterated_sigmoid_centered()
,
tfb_kumaraswamy_cdf()
,
tfb_kumaraswamy()
,
tfb_lambert_w_tail()
,
tfb_masked_autoregressive_default_template()
,
tfb_masked_autoregressive_flow()
,
tfb_masked_dense()
,
tfb_matrix_inverse_tri_l()
,
tfb_matvec_lu()
,
tfb_normal_cdf()
,
tfb_ordered()
,
tfb_pad()
,
tfb_permute()
,
tfb_power_transform()
,
tfb_rational_quadratic_spline()
,
tfb_rayleigh_cdf()
,
tfb_real_nvp()
,
tfb_reciprocal()
,
tfb_reshape()
,
tfb_scale_matvec_diag()
,
tfb_scale_matvec_linear_operator()
,
tfb_scale_matvec_lu()
,
tfb_scale_matvec_tri_l()
,
tfb_scale_tri_l()
,
tfb_scale()
,
tfb_shifted_gompertz_cdf()
,
tfb_shift()
,
tfb_sigmoid()
,
tfb_sinh_arcsinh()
,
tfb_sinh()
,
tfb_softmax_centered()
,
tfb_softplus()
,
tfb_softsign()
,
tfb_split()
,
tfb_square()
,
tfb_tanh()
,
tfb_transform_diagonal()
,
tfb_transpose()
,
tfb_weibull_cdf()
,
tfb_weibull()
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