# test functions
set.seed(123)
# need to get tf object here
library(tensorflow)
# check an expr doesn't error
expect_ok <- function(expr) {
expect_error(expr, NA)
}
# need to know if things are greta arrays
is_greta_array <- function(x) {
inherits(x, "greta_array")
}
# check a greta operation and the equivalent R operation give the same output
# e.g. check_op(sum, randn(100, 3))
check_covariance <- function(kernel, X, X_prime = NULL, expected, tol = 1e-6) {
tf$compat$v1$reset_default_graph()
if (is.null(X_prime)) {
X_prime <- X
}
if (!is_greta_array(expected)) {
expected <- as.greta_array(expected)
}
greta_out <- greta::calculate(kernel(X, X_prime))[[1]]
expected <- greta::calculate(expected)[[1]]
difference <- as.vector(abs(expected - greta_out))
expect_true(all(difference < tol))
}
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