tests/testthat/test-rest.R

context("rest")

library(withr)


test_that("user-agent header is set", {
  config <- list()
  config$insecure <- FALSE
  config$username <- NA
  config$password <- NA
  config$token <- NA

  rest_config <- mlflow:::get_rest_config(config)

  expected_user_agent <- paste("mlflow-r-client", packageVersion("mlflow"), sep = "/")
  expect_equal(rest_config$headers$`User-Agent`, expected_user_agent)
  expect_equal(rest_config$config, list())
})

test_that("basic auth is used", {
  config <- list()
  config$insecure <- FALSE
  config$username <- "hello"
  config$password <- "secret"
  config$token <- NA

  rest_config <- mlflow:::get_rest_config(config)

  expect_equal(rest_config$headers$Authorization, "Basic aGVsbG86c2VjcmV0")
})

test_that("token auth is used", {
  config <- list()
  config$insecure <- FALSE
  config$username <- NA
  config$password <- NA
  config$token <- "taken"

  rest_config <- mlflow:::get_rest_config(config)

  expect_equal(rest_config$headers$Authorization, "Bearer taken")
})

test_that("insecure is used", {
  config <- list()
  config$insecure <- TRUE
  config$username <- NA
  config$password <- NA
  config$token <- NA

  rest_config <- mlflow:::get_rest_config(config)

  expect_equal(rest_config$config, httr::config(ssl_verifypeer = 0, ssl_verifyhost = 0))
})


test_that("429s are retried", {
  next_id <<- 1
  client <- mlflow:::mlflow_client("local")
  new_response <- function(status_code) {
    structure(
      list(status_code = status_code,
           content = charToRaw('{"text":"text"}'),
           headers = list(`Content-Type` = "raw")
      ), class = "response"
    )
  }
  responses <- list(new_response(429), new_response(429), new_response(200))
  with_mock(.env = "httr", GET = function(...) {
    res <- responses[[next_id]]
    next_id <<- next_id + 1
    res
  }, {
    tryCatch({
      mlflow_rest(client = client, max_rate_limit_interval = 0)
      stop("The rest call should have returned 429 and the function should have thrown.")
    }, error = function(cnd) {
      # pass
      TRUE
    })
    x <- mlflow_rest(client = client, max_rate_limit_interval = 2)
    expect_equal(x$text, "text")
    next_id <<- 1
    x <- mlflow_rest(client = client, max_rate_limit_interval = 2)
    expect_equal(x$text, "text")
    next_id <<- 1
    x <- mlflow_rest(client = client, max_rate_limit_interval = 3)
    expect_equal(x$text, "text")
    next_id <<- 1
    tryCatch({
      mlflow_rest(client = client, max_rate_limit_interval = 1)
      stop("The rest call should have returned 429 and the function should have thrown.")
    }, error = function(cnd) {
      # pass
      TRUE
    })
  })
})

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mlflow documentation built on Sept. 6, 2021, 9:06 a.m.