R Interface to the 'SparseDiffEngine' Sparse Differentiation Backend


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Documentation for package ‘sparsediff’ version 0.4.0

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engine_version Bundled SparseDiffEngine version
sd_add Affine and shape atoms
sd_asinh Elementwise atoms
sd_atanh Elementwise atoms
sd_broadcast Affine and shape atoms
sd_constraint_forward Sparse derivative oracle
sd_convolve Parameter- and constant-matrix atoms
sd_cos Elementwise atoms
sd_diag_mat Affine and shape atoms
sd_diag_vec Affine and shape atoms
sd_elementwise_mult Bivariate atoms
sd_entr Elementwise atoms
sd_exp Elementwise atoms
sd_gradient Sparse derivative oracle
sd_hessian_sparsity Sparse derivative oracle
sd_hessian_values Sparse derivative oracle
sd_hstack Affine and shape atoms
sd_index Affine and shape atoms
sd_init_derivatives Sparse derivative oracle
sd_init_hessian_coo Sparse derivative oracle
sd_init_jacobian Sparse derivative oracle
sd_init_jacobian_coo Sparse derivative oracle
sd_jacobian_sparsity Sparse derivative oracle
sd_jacobian_values Sparse derivative oracle
sd_left_matmul Parameter- and constant-matrix atoms
sd_left_matmul_dense Parameter- and constant-matrix atoms
sd_log Elementwise atoms
sd_logistic Elementwise atoms
sd_matmul Bivariate atoms
sd_neg Elementwise atoms
sd_normal_cdf Elementwise atoms
sd_objective_forward Sparse derivative oracle
sd_parameter Leaf expressions: variables and parameters
sd_power Elementwise atoms
sd_problem Assemble a differentiable problem
sd_prod Product-reduction atoms
sd_prod_axis_one Product-reduction atoms
sd_prod_axis_zero Product-reduction atoms
sd_promote Affine and shape atoms
sd_quad_form Parameter- and constant-matrix atoms
sd_quad_over_lin Bivariate atoms
sd_register_params Assemble a differentiable problem
sd_rel_entr Bivariate atoms
sd_rel_entr_first_scalar Bivariate atoms
sd_rel_entr_second_scalar Bivariate atoms
sd_reshape Affine and shape atoms
sd_right_matmul Parameter- and constant-matrix atoms
sd_right_matmul_dense Parameter- and constant-matrix atoms
sd_scalar_mult Parameter- and constant-matrix atoms
sd_sin Elementwise atoms
sd_sinh Elementwise atoms
sd_sum Affine and shape atoms
sd_tan Elementwise atoms
sd_tanh Elementwise atoms
sd_trace Affine and shape atoms
sd_transpose Affine and shape atoms
sd_update_params Assemble a differentiable problem
sd_upper_tri Affine and shape atoms
sd_variable Leaf expressions: variables and parameters
sd_vector_mult Parameter- and constant-matrix atoms
sd_vstack Affine and shape atoms
sd_xexp Elementwise atoms
sparsediff-affine Affine and shape atoms
sparsediff-bivariate Bivariate atoms
sparsediff-elementwise Elementwise atoms
sparsediff-leaves Leaf expressions: variables and parameters
sparsediff-matrix Parameter- and constant-matrix atoms
sparsediff-oracle Sparse derivative oracle
sparsediff-problem Assemble a differentiable problem
sparsediff-reduction Product-reduction atoms