ffroute
Experimental — APIs may change.
A Starlette/FastAPI-compatible URL route matcher implemented as a native Python extension (Rust + PyO3). Replaces Starlette's linear-regex-scan with a min-index segment trie — 100–200× faster on real-world OpenAPI specs (Stripe, GitHub, Kubernetes), while preserving Starlette's exact first-registered-wins semantics, including its static-vs-param shadowing behaviour.
When to use this
ffroute helps when route matching is actually slow enough to notice:
- Hundreds of routes — Starlette's linear regex scan shows up in flame graphs (the original 740-route measurement that motivated this package found routing was ~13 % of request time).
- Lots of 404 traffic — bots, scanners, deprecated endpoints. The trie fails fast at the first non-matching segment; the "miss" speedup is even larger than the hit speedup (see Performance).
- App startup matters — ffroute builds the routing table 50–200× faster than Starlette's regex compile (sub-millisecond vs 10–45 ms on the OpenAPI specs below). Useful for cold-start serverless and frequent restarts in CI.
Skip if you have fewer than ~50 routes (savings are real but small in
absolute terms), or if you use custom starlette.convertors.Convertor
subclasses — FFRouter still works correctly (Starlette's per-route check
filters), but loses the trie fast-path for those segments.
Install
pip install ffroute # core (zero Python deps)
pip install 'ffroute[starlette]' # adds FFRouter (Starlette drop-in)
pip install 'ffroute[fastapi]' # adds FFAPIRouter (FastAPI drop-in)
# or
uv add ffroute
Pre-built wheels are published for CPython 3.10–3.14 on Linux (manylinux +
musllinux, x86_64 + aarch64), macOS (x86_64 + arm64) and Windows (x86_64).
For other platforms, pip install builds from sdist — needs a Rust
toolchain (rustup default stable).
Usage
Drop-in for Starlette / FastAPI
from fastapi import FastAPI
from ffroute import speedup
app = FastAPI()
@app.get('/users/{user_id}')
def show_user(user_id: int) -> dict:
return {'user_id': user_id}
# Swap the path-matching layer for ffroute. That's it — method dispatch,
# Mount, Host, redirect_slashes, /openapi.json, /docs all unchanged.
speedup(app)
speedup(app) rebinds app.router to a dynamically-built subclass that
mixes FFRouter into whatever router class
the app already uses (starlette.routing.Router or
fastapi.routing.APIRouter). FFRouter's path-scan overrides win; everything
else — including FastAPI's OpenAPI-schema cache hooks — stays intact. It's
idempotent: a second call just re-indexes.
By default speedup recurses into Mount sub-apps and applies the same
treatment to any Starlette/FastAPI app (or bare Router) it finds — so a
heavily-routed sub-app behind Mount('/api', app=sub) gets the trie too,
not just the top-level router. Mounts wrapping non-router ASGI apps
(StaticFiles, raw callables) are left alone. Pass recursive=False to
opt out:
speedup(app, recursive=False) # only the top-level router
Equivalent manual form, if you're on plain Starlette (and don't need to preserve a custom router subclass):
from ffroute import FFRouter
app.router.__class__ = FFRouter
app.router._rebuild_index()
Using FFAPIRouter as a static class
FFAPIRouter is a real importable class (FFRouter × APIRouter mixin)
that backs speedup() for FastAPI apps. You can also construct it
directly and assign it as app.router, which avoids the post-construction
swap entirely:
from fastapi import FastAPI
from ffroute import FFAPIRouter
app = FastAPI()
# ... register routes via @app.get / include_router ...
new_router = FFAPIRouter()
new_router.routes.extend(app.router.routes)
app.router = new_router
app.router._rebuild_index()
This is the forward-compatible shape: once Starlette and FastAPI accept a
router_class= keyword at construction time (PR proposal pending), it
becomes a one-liner: FastAPI(router_class=FFAPIRouter). The static
class ships in 0.1.3 to make that pitch concrete.
Advanced: low-level matcher
For a custom dispatch layer outside Starlette, use the raw trie matcher directly — no framework dependency, integers in / integers out:
import ffroute
router = ffroute.Router([
'/users/me', # 0
'/users/{user_id:int}', # 1
'/items/{item_id}', # 2
'/static/{file:path}', # 3
])
router.match('/users/me') # -> 0 (first-registered wins)
router.match('/users/42') # -> 1
router.match('/items/abc') # -> 2
router.match('/static/a/b.png') # -> 3
router.match('/missing') # -> None
API reference
| symbol | needs | use case |
|---|---|---|
ffroute.Router |
— | low-level Rust trie; returns the integer index of the matching pattern |
ffroute.FFRouter |
starlette |
starlette.routing.Router subclass; drop-in replacement |
ffroute.FFAPIRouter |
fastapi |
fastapi.routing.APIRouter subclass; drop-in replacement (preserves _get_routes_version, add_api_route, include_router, HTTP-method decorators) |
ffroute.speedup(app) |
starlette |
one-liner: rebind an existing app's router class |
Router methods:
| method | returns | use case |
|---|---|---|
match(path) |
int | None — best (lowest-index) match |
single-request dispatch |
match_many(paths) |
list[int] — -1 for no match |
batch matching |
match_all(path) |
list[int] — every candidate, in trie-walk order |
candidate narrowing (then run the framework's own per-route check) |
Compatibility
speedup(app) swaps only the path-matching scan. Everything else stays
the framework's job — FFRouter is a starlette.routing.Router subclass
that runs Starlette's per-route check on each candidate the trie surfaces.
| Feature | Status |
|---|---|
FastAPI @app.get / @app.post / decorators |
✅ |
FastAPI APIRouter + include_router (prefix, tags, dependencies) |
✅ |
Starlette Route with methods=[...] (→ 405 on method mismatch) |
✅ |
Starlette Mount / sub-apps (always considered as candidates) |
✅ |
Nested Mount (Mount inside Mount inside Mount…) |
✅ |
Speedup propagates into Mount sub-apps and Mount(routes=[...]) |
✅ via recursive=True (default); opt out with speedup(app, recursive=False) |
Starlette Host routing |
✅ |
| WebSocket routes | ✅ |
redirect_slashes (trailing-slash redirect) |
✅ |
FastAPI auto-generated /openapi.json, /docs, /redoc |
✅ |
Built-in path convertors (str, int, float, uuid, path) |
✅ fast-path |
Custom starlette.convertors.Convertor subclasses |
⚠️ works through FFRouter (Starlette filters); loses the trie fast-path |
app.router.add_route(...) after speedup() |
✅ trie rebuilds; O(N), so register routes before speedup() when possible |
Calling speedup(app) twice |
✅ idempotent — just re-indexes |
All cases above are covered by tests/test_ffrouter.py.
Supported segment kinds
ffroute mirrors Starlette's
convertors.py:
| segment | regex | note |
|---|---|---|
| static | exact match | HashMap fast path |
{name} / {name:str} |
[^/]+ |
regex-free fast path |
{name:int} |
[0-9]+ |
typed convertor |
{name:float} |
[0-9]+(\.[0-9]+)? |
typed convertor |
{name:uuid} |
[0-9a-f]{8}-[0-9a-f]{4}-… |
typed convertor |
{name:path} |
.* |
consumes the remainder of the path |
compound (e.g. {user}:disable, ({n:int})) |
anchored whole-segment regex | mixed literal + param |
Semantics: match returns the minimum registration index among all
patterns that match. This is exactly Starlette's "first-registered wins" rule,
including the FastAPI footgun where /x/{id}/ registered before /x/bulk/
makes GET /x/bulk/ match the param route with id="bulk". Drop-in routers
from other ecosystems (httprouter, matchit, find-my-way) do not
preserve this — they use static > param > catch-all priority, which is why
they can't be used as a Starlette replacement without behaviour change.
Performance
Measured against three public OpenAPI specs (Stripe, GitHub REST v3 and Kubernetes). For every route a match probe (dynamic params filled with valid values) and a miss probe (dynamic section perturbed; verified against Starlette's own matcher so collisions don't pollute the workload) is generated; the full workload is looped to ≥ 20 k iterations, best-of-3:
| spec | routes | ffroute hit | starlette hit | hit speedup | ffroute miss | starlette miss | miss speedup |
|---|---|---|---|---|---|---|---|
| Stripe | 414 | 95 ns | 11 418 ns | 120× | 65 ns | 22 956 ns | 355× |
| GitHub | 788 | 112 ns | 23 501 ns | 210× | 42 ns | 43 039 ns | 1022× |
| Kubernetes | 542 | 127 ns | 15 496 ns | 122× | 80 ns | 31 723 ns | 398× |
The miss speedup is even larger than the hit speedup because a trie fails fast at the first non-matching segment, while Starlette has to execute every compiled regex before concluding "no match". One-time build is 50–200× faster too (Stripe: 0.13 ms vs 8.3 ms; GitHub: 0.22 ms vs 22.5 ms).
Reproduce — or regenerate the table above — with
benchmarks/openapi_bench.py:
uv sync --group benchmarks
uv run --no-sync python benchmarks/openapi_bench.py # print
uv run --no-sync python benchmarks/openapi_bench.py --update-readme # rewrite the table above
Why this is fast (vs other approaches)
On a synthetic 740-route table with 50 k weighted URLs (best-of-5, Python 3.14.0rc2), ffroute is measured against the design space of routing implementations — pure-Python tries, regex variants, batch vs single-call:
| implementation | build (ms) | ns/req | req/s | vs Starlette |
|---|---|---|---|---|
starlette.routing.Router (linear regex scan) |
130 | 2971 | 0.34 M | 1.0× |
| linear regex, no scope dict | 59 | 953 | 1.05 M | 3.1× |
| pure-Python segment trie | 1.8 | 668 | 1.50 M | 4.4× |
ffroute (PyO3, batch) |
0.7 | 115 | 8.7 M | 26× |
ffroute (PyO3, single-call) |
0.5 | 101 | 9.9 M | 29× |
The single-call number is the realistic one — ASGI calls the matcher once per request, not in a batch. A pure-Python trie alone already wins 4.4×, so most of the gap isn't "Rust vs Python" — it's "trie vs linear scan". The Rust implementation is then ~7× on top of that. A trie also removes the O(N) factor: the linear scan climbs 745 → 2731 ns/req as N goes 100 → 3000, while ffroute stays ~98 ns regardless of N.
The 740-route numbers are lower than the OpenAPI numbers above because the synthetic corpus is dominated by short static prefixes (faster for both matchers); the real OpenAPI tables have deeper paths and more dynamic segments, which slow Starlette's per-route regex scan disproportionately.
Why a custom router (vs matchit / httprouter / find-my-way)?
A native radix router from another ecosystem can't be dropped into FastAPI without changing behaviour:
httprouter(Go) panics when a static segment and a param share a position (/x/bulk/vs/x/{id}/) — the everyday FastAPI route model. It rejected 53 % of a 740-route table in our measurements.matchit(axum) andfind-my-way(Fastify) use static > param > catch-all priority, returning a different match than Starlette for the shadowing cases above.
ffroute implements a min-index segment trie precisely to reproduce
Starlette's first-registered semantics byte-for-byte.
Conformance
tests/test_conformance.py is a differential test whose oracle is Starlette's
real compile_path / Route.path_regex. Cases are lifted from
starlette/tests/test_routing.py
(typed convertors, /path-with-parentheses({param:int}), the
intra-segment /{username}:disable, str-param shadowing), FastAPI's
documented fixed-before-param priority, and trailing-slash edge cases, plus
a synthetic 5 000-path fuzz over an algorithmically-generated route corpus.
tests/test_ffrouter.py covers the speedup / FFRouter integration —
mount + APIRouter + include_router combinations, method dispatch (→ 405),
nested Mounts, FastAPI's /openapi.json round-trip, and the lazy-import
error message when Starlette isn't installed.
See examples/starlette_app.py and
examples/fastapi_app.py for runnable apps
that enable FFRouter in one line.
Development
uv sync --all-groups # install dev deps incl. maturin
uv run maturin develop --release # build the Rust extension into the venv
uv run pytest # run the test suite
See the Makefile for additional targets (make help).
License
MIT — see LICENSE.
1 maintainer
Metadata
1 maintainer
Release files for ffroute 0.1.4
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Transparency logRelease files / ffroute-0.1.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Transparency logRelease files / ffroute-0.1.4-cp310-cp310-macosx_11_0_arm64.whl
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| Tags | CPython 3.10 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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