High-performance HTTP server for R, powered by the Drogon C++ framework.
drogonR provides a plumber-style API for building REST services and
APIs from R, with substantially higher throughput. The Drogon, Trantor
and JsonCpp sources are bundled and built statically — no external
installation of Drogon is required.
Status: 0.1.6, in development. Linux only. Windows source portability is in place; full Windows build is pending.
[Drogon I/O threads] → [Lock-free queue] → [R main thread]
↑ ↓
Accept HTTP Execute R handler
Parse request Build R response
TLS / HTTP/2 ↓
←──────────── [Response callback] ←───────────
- Drogon runs in its own C++ thread; R handlers are dispatched on the main R thread via a thread-safe queue.
- C++-only routes can bypass the queue entirely.
- Multi-process scaling is provided via forked workers (each worker has
its own R session listening on the same port via
SO_REUSEPORT).
Same workload (GET /ping returning {"ok":true}, and GET /ping-text returning "ok"), four servers running side by side, one
at a time, measured with wrk -t4 -c50 -d30s on AMD Ryzen 5 5600
(6 cores). drogonR runs with threads=4, single worker; plumber is
single-threaded by design. The four columns are the three drogonR
serving paths plus the plumber baseline:
- cpp-shared —
dr_get_cpp(), handler is a C function in another R package, R is not in the request hot path. - native —
dr_app() + dr_get(), handler is an R closure. - plumber-shim —
drogonR::pr_run(plumber_obj), plumber router served via drogonR's dispatcher. - plumber — vanilla
plumber::pr_run(), baseline.
| drogonR cpp-shared | drogonR native | drogonR plumber-shim | plumber | |
|---|---|---|---|---|
/ping requests/sec |
239 428 | 116 159 | 94 400 | 1 078 |
/ping avg latency |
200 µs | 822 µs | 591 µs | 44.5 ms |
/ping-text requests/sec |
234 753 | 218 163 | 99 276 | 1 069 |
/ping-text avg latency |
202 µs | 252 µs | 583 µs | 44.9 ms |
Two things to read out of this:
- The cpp-shared path leaves R entirely — its throughput is bounded by Drogon and the kernel, ~240k rps for a trivial handler.
- Even when an R closure runs per request (native, shim), drogonR is ~90–220× plumber, because the I/O loop is C++ and requests are marshaled onto the main R thread once per dispatch tick instead of per request.
The bench scripts live at tools/bench/run.sh (all four servers) and
tools/bench/profile.sh (single-route perf record -g flame).
Reproduce with bash tools/bench/run.sh and ROUTE=/ping bash tools/bench/profile.sh. For an in-depth look at the three drogonR
variants see vignette("drogonR", package = "drogonR").
# Once published:
# install.packages("drogonR")
# From a local checkout:
install.packages("/path/to/drogonR", repos = NULL, type = "source")- C++17 compiler (GCC ≥ 7, Clang ≥ 5)
- GNU make
- (optional) OpenSSL development headers for HTTPS support
The configure script auto-detects OpenSSL via pkg-config and falls
back to a plain-HTTP build if it is not found. To force the choice:
R CMD INSTALL --configure-args="--with-openssl" drogonR
R CMD INSTALL --configure-args="--without-openssl" drogonRlibrary(drogonR)
app <- dr_app() |>
dr_get("/health", function(req) {
dr_json(list(status = "ok"))
}) |>
dr_get("/users/:id", function(req) {
# Path parameters: req$params is a named character vector.
# `:id`, `<id>` and `{id}` are accepted interchangeably.
dr_json(list(user_id = req$params[["id"]]))
}) |>
dr_post("/predict", function(req) {
body <- dr_body(req, as = "json")
dr_json(list(prediction = model_predict(body$data)))
}) |>
dr_get("/login", function(req) dr_redirect("/auth/sso")) |>
dr_get("/report.csv", function(req) {
dr_file("/srv/reports/latest.csv", download_as = "Q3-report.csv")
})
# Single-process serve.
dr_serve(app, port = 8080L, threads = 4L)
# When done:
dr_stop()dr_text(body)—text/plain; charset=utf-8dr_html(body)—text/html; charset=utf-8dr_json(x)—application/json, with a fast C++ path for the common shapesdr_redirect(location, status = 302L)— setsLocation:and an empty bodydr_file(path, download_as = NULL)— reads a file, auto-detects the MIME from a built-in table, optionally addsContent-Disposition: attachment
For inference-bound APIs, fork N R worker processes that share the
listening port via SO_REUSEPORT. Each worker has its own R session,
so per-worker state (models, caches) can be loaded once in
on_worker_start:
dr_serve(app, port = 8080L, workers = 8L,
on_worker_start = function() {
model <<- readRDS("model.rds")
})
dr_status() # data frame of worker pids and livenessdr_stop() SIGTERMs every worker (with SIGKILL fallback after 2s) and
reaps them.
Under overload, the request queue between Drogon and R is bounded by
max_queue (default 1024). Once full, incoming requests are
rejected with 503 Service Unavailable directly from a Drogon I/O
thread — no R-side cost — instead of growing memory unboundedly:
dr_serve(app, port = 8080L, max_queue = 256L)For Server-Sent-Events feeds, LLM token streams, or any endpoint
where the client cares about first-byte time more than last-byte
time, return a dr_stream() (or the SSE convenience wrapper
dr_stream_sse()) instead of a normal response. The dispatcher
opens a chunked response and pumps the generator on the main R
thread one chunk at a time. On client disconnect the generator is
called once with cancelled = TRUE so it can release per-stream
state.
app <- dr_app() |>
dr_get("/sse", function(req) {
dr_stream_sse(
state = list(i = 0L, n = 5L),
generator = function(state, cancelled) {
if (cancelled || state$i >= state$n) {
return(list(data = "", state = state, done = TRUE))
}
state$i <- state$i + 1L
list(data = sprintf("tick %d", state$i),
state = state, done = FALSE)
})
})See vignette("streaming", package = "drogonR") for the full API,
threading caveats, and cancellation contract.
Cap how many requests are allowed in a rolling window. The check
runs on the I/O thread before R is invoked; over-budget requests
get HTTP 429 with a Retry-After header.
app <- dr_app() |>
dr_get("/health", function(req) "ok") |>
dr_get("/api/users", function(req) dr_json(list(...))) |>
# 100 req / 60 s, per-route, applied to anything under /api/
dr_rate_limit(capacity = 100L, window = 60, routes = "/api/")Algorithms: "sliding_window" (default), "fixed_window",
"token_bucket". Scope: "per_route" (default — each matched route
gets its own bucket) or "global" (one bucket shared across the
match set). Per-IP throttling is intentionally out of scope — do
that in a reverse proxy. See vignette("rate-limiting", package = "drogonR").
drogonR itself is released under the MIT license.
The package bundles the following third-party libraries, all under the MIT license, with their original copyright notices preserved:
- Drogon © an-tao and contributors
- Trantor © an-tao and contributors
- JsonCpp © Baptiste Lepilleur and contributors
See LICENSE.note for details.