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httptest makes it easy to write tests for code and packages that wrap web APIs. Testing code that communicates with remote servers can otherwise be painful: things like authentication, server state, and network flakiness can make testing seem too costly to bother with. The httptest package enables you to test all of the logic on the R sides of the API in your package without requiring access to the remote service.
Importantly, it provides multiple contexts that mock the network connection and tools for recording real requests for future offline use as fixtures, both in tests and in vignettes. The package also includes additional expectations to assert that HTTP requests were—or were not—made.
Using these tools, you can test that code is making the intended requests and that it handles the expected responses correctly, all without depending on a connection to a remote API. The ability to save responses and load them offline also enables you to write package vignettes and other dynamic documents that can be distributed without access to a live server.
This package bridges the gap between two others: (1) testthat, which provides a useful (and fun) framework for unit testing in R but doesn’t come with tools for testing across web APIs; and (2) httr, which makes working with HTTP in R easy but doesn’t make it simple to test the code that uses it. httptest brings the fun and simplicity together.
httptest can be installed from CRAN with
The pre-release version of the package can be pulled from GitHub using the remotes package:
To start using httptest with your package, run use_httptest() in the root of your package directory. This will
httptest to “Suggests” in the DESCRIPTION filelibrary(httptest) to tests/testthat/setup.R, which testthat loads before running testsThen, you’re ready to start using the tools that httptest provides. Here’s an overview of how to get started. For a longer discussion and examples, see vignette("httptest"), and check out vignette("faq") for some common questions. See also the package reference for a list of all of the test contexts and expectations provided in the package.
The package includes several contexts, which you wrap around test code that would otherwise make network requests through httr. They intercept the requests and prevent actual network traffic from occurring.
with_mock_api() maps requests—URLs along with request bodies and query parameters—to file paths. If the file exists, its contents are returned as the response object, as if the API server had returned it. This allows you to test complex R code that makes requests and does something with the response, simulating how the API should respond to specific requests.
Requests that do not have a corresponding fixture file raise errors that print the request method, URL, and body payload, if provided. expect_GET(), expect_POST(), and the rest of the HTTP-request-method expectations look for those errors and check that the requests match the expectations. These are useful for asserting that a function call would make a correctly-formed HTTP request without the need to generate a mock, as well as for asserting that a function does not make a request (because if it did, it would raise an error in this context).
Adding with_mock_api() to your tests is straightforward. Given a very basic test that makes network requests:
test_that("Requests happen", {
expect_s3_class(GET("http://httpbin.org/get"), "response")
expect_s3_class(
GET("http://httpbin.org/response-headers",
query = list(`Content-Type` = "application/json")),
"response"
)
})if we wrap the code in with_mock_api(), actual requests won’t happen.
with_mock_api({
test_that("Requests happen", {
expect_s3_class(GET("http://httpbin.org/get"), "response")
expect_s3_class(
GET("http://httpbin.org/response-headers",
query = list(`Content-Type` = "application/json")),
"response"
)
})
})Those requests will now raise errors unless we either (1) wrap them in expect_GET() and assert that we expect those requests to happen, or (2) supply mocks in the file paths that match those requests. We might get those mocks from the documentation for the API we’re using, or we could record them ourselves—and httptest provides tools for recording.
Another context, capture_requests(), collects the responses from requests you make and stores them as mock files. This enables you to perform a series of requests against a live server once and then build your test suite using those mocks, running your tests in with_mock_api.
In our example, running this once:
capture_requests({
GET("http://httpbin.org/get")
GET("http://httpbin.org/response-headers",
query = list(`Content-Type` = "application/json"))
})would make the actual requests over the network and store the responses where with_mock_api() will find them.
For convenience, you may find it easier in an interactive session to call start_capturing(), make requests, and then stop_capturing() when you’re done, as in:
start_capturing()
GET("http://httpbin.org/get")
GET("http://httpbin.org/response-headers",
query = list(`Content-Type` = "application/json"))
stop_capturing()Mocks stored by capture_requests are written out as plain-text files. By storing fixtures as human-readable files, you can more easily confirm that your mocks look correct, and you can more easily maintain them if the API changes subtly without having to re-record them (though it is easy enough to delete and recapture). Text files also play well with version control systems, such as git.
When recording requests, httptest redacts the standard ways that auth credentials are passed, so you won’t accidentally publish your personal tokens. The redacting behavior is fully customizable: you can programmatically sanitize or alter other parts of the request and response. See vignette("redacting") for details.
Package vignettes are a valuable way to show how to use your code, but when communicating with a remote API, it has been difficult to write useful vignettes. With httptest, however, by adding as little as one line of code to your vignette, you can safely record API responses from a live session, using your secret credentials. These API responses are scrubbed of sensitive personal information and stored in a subfolder in your vignettes directory. Subsequent vignette builds, including on continuous-integration services, CRAN, and your package users’ computers, use these recorded responses, allowing the document to regenerate without a network connection or API credentials. To record fresh API responses, delete the subfolder of cached responses and re-run.
To use httptest in your vignettes, add a code chunk with start_vignette() at the beginning, and for many use cases, that’s the only thing you need. If you need to handle changes of server state, as when you make an API request that creates a record on the server, add a call to change_state(). See vignette("vignettes") for more discussion and links to examples.
Suggestions and pull requests are more than welcome!
The repository includes a Makefile to facilitate some common tasks from the command line, if you’re into that sort of thing.
$ make test. You can also specify a specific test file or files to run by adding a “file=” argument, like $ make test file=offline. test_package will do a regular-expression pattern match within the file names. See its documentation in the testthat package.
$ make doc. Requires the roxygen2 package.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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