fingerprintd/README.md
Jorijn van der Graaf c5fc3afc77 Add fplearn.sh, because a cumulative measurement is a protocol not three commands
Learning rewrites the template on every matched press, so run two is not a
repeat of run one and an A/B against a moving template is not an A/B. The order
is the measurement:

  enrol   a fresh template at 20 samples with no position prompts, which is also
          the outstanding replication of the best result this lane has seen
  base    learning off: the clean number for that template, and the only figure
          comparable to every rate already recorded
  trend   learning on, three times: the rate should climb, with the container
          size as an independent witness that it is the template moving

A rate that climbs while the body grows is learning. A rate that moves while the
body does not is noise, and the daemon's own learn: lines say which. Run one of
the trend is not evidence that learning helped; it starts on the template the
baseline ended on.

One limit the script states rather than letting someone discover it: learning
only fires on a press that matched, so a template that never matches never
improves. That is why the protocol re-enrols instead of building on a template
already measured at 0 of 10.
2026-09-03 17:46:33 +02:00

8.1 KiB

fingerprintd

Fingerprint daemon for the Fairphone 6 (milos, SM7635) on mainline Linux.

Why a daemon

The sensor is a FocalTech FT9391 on a TrustZone-owned SPI bus. spi@a88000 is disabled in both the mainline and the stock Android device tree, and the pads are XPU-protected — touching them from the normal world is an instant SError reboot. Every pixel the sensor produces stays inside the TEE: capture, preprocessing, the classifier, enrolment and matching all run in the focal64 trustlet, which reports a matched finger id and nothing else. A libfprint-style driver cannot exist on this device.

So the normal world's job is narrower than usual, and none of it is per-request work:

  • Power the sensor. Rail on gpio29, reset on gpio74, interrupt on gpio75 — the same division of labour the downstream driver uses. One sensor reset buys exactly one trustlet init, so whatever powers the sensor must also hold the session open.
  • Be QTEE's filesystem. QTEE cannot reach storage. When the trustlet saves or loads a template it calls back into the normal world through the gpfile (0x7000) and RPMB (0x2000) listeners, and expects them served. QTEE does the crypto and the anti-rollback; this side moves opaque bytes and performs the authenticated RPMB transactions against the UFS device.
  • Speak a biometrics API. The daemon owns net.reactivated.Fprint, so pam_fprintd, the Plasma fingerprint KCM and fprintd-enroll(1) work against it unmodified.

A listener registration is held for as long as the process lives and QTEE's listener table is global to the boot, so this has to be one long-lived process rather than a tool spawned per request.

Layout

interfaces/     Fingerprintd{,-Sfs}.cppm   the core: pure C++ modules
implementations/main.cpp                   the daemon shell
tests/                                     one suite per core module

fingerprintd-core is a static library with no GLib, no libqcomtee and no system headers. Everything in it is a wire format or a state machine that was recovered by reverse-engineering, so all of it is pinned by tests that run on a dev box with no phone, no TEE and no sensor. The daemon shell holds everything that touches hardware.

Build

crafter-build              # bin/fingerprintd-<target>-<march>/fingerprintd
crafter-build test         # the unit suites

Cross-compiling for the phone:

packaging/make-sysroot.sh                        # once; no root, no qemu, no device
crafter-build -- --target=aarch64-alpine-linux-musl \
  --sysroot=~/.cache/fingerprintd/sysroot-aarch64-alpine \
  --march=armv8-a --mtune=generic
crafter-build test --target=aarch64-alpine-linux-musl --sysroot=... \
  --march=armv8-a --mtune=generic                # runs the suites under qemu-aarch64

The result links dynamically against the phone's own musl and libc++ (libc++, libc++abi, libunwind, libgcc_s, all already present on pmOS). The research harness this replaces had to be built -static, but only because it was built with the host's glibc toolchain — that constraint does not apply to a real Alpine sysroot.

Verified on the device: all five suites pass cross-built and run on the phone itself, not only under emulation.

Status

It works end to end through fprintd's own clients. On the Fairphone 6, as a systemd unit owning net.reactivated.Fprint:

fprintd-enroll -f right-index-finger user   ten stages, enroll-completed
fprintd-list user                            - #0: right-index-finger
fprintd-verify user   (wrong finger)         verify-no-match, on the first press
fprintd-verify user   (enrolled finger)      verify-match,    on the first press

Nothing in fprintd was modified; the daemon speaks its interface.

module what it holds
:Sfs the gpfile frame — the read/write offset split, the O_TRUNC guard, root mapping, path-traversal rejection
:Rpmb request/reply framing, the bytes-transferred out-parameter, JEDEC result codes, chunking, the one-time-programmable key guard
:Ta command surface, the 740-byte event context, capture flags, save masks, enrol/auth payloads, the error table, the verdict rule
:Engine baseline calibration, touch edges, enrolment progress, the accounting
:Store the finger name map
:Tee QTEE service/op numbers, the listener table, the 13-byte CBOR credentials blob
:Sensor the pins, the timings, and the XPU guard

Every constant that was recovered by reverse-engineering carries where it came from, and the tests are written to fail if it is undone rather than to restate it. Several replay real captures off the phone.

Two policy decisions live in the daemon and both were forced by measurement. Verification is judged per press: any matching frame wins, only rejections is no-match — both correct presses in the acceptance run had rejected frames before the one that matched, so a first-frame rule would have failed them. And the shipped config sets max_authentication_rescan_times to 0, because at the stock budget a wrong finger never yields a terminal frame and a PAM client waits forever for the verify-no-match it needs.

Template learning. Stock rewrites the stored template on every successful press — 0x1015 UPDATE_TEMPLATE while the finger is still down, then a deferred SAVE_DATA — and the stored body measurably grows over a template's life (333278 bytes at enrolment to 371734 after one authentication session on the reference device). This daemon does the same as of 0.1.0. It matters more than any tuning knob: before it, every match rate measured against this device was measured against a day-zero template that no stock user lives with.

The harvest sends no event, so the matcher does not re-run and a verdict cannot be revised by it. A quick tap pays almost nothing, because the finger is gone by the time a verdict lands; a held press contributes the frames it was held for — which means the frames learned from are, by construction, frames from real unlock presses. The save is deferred until after the verdict reaches the client, because ~350 ms of RPMB traffic does not belong on an unlock path; stock defers it the same way. --learn=0 turns the whole thing off so the comparison can be made on one binary, which is the only way it is single-variable.

Reading the trustlet. There is no tzdbg on mainline, but focal64 writes its log into the response buffer, so --ta-log surfaces the matcher's own verdicts (auth success score, identify fail! FtVerifyByTemplate() = -2, the per-frame image quality / coverage / humidity). The log ring is ~150 lines per session and is never reset, so the config dump alone can overflow it: the shipped verbose config leaves the framework log off to reserve the ring for the algorithm. Lower levels are more verbose and 6 is off.

Known about the loop, from real use. A verify frame is four QTEE round trips (~200 ms idle); a REPORT_EVENT that runs the matcher is ~300 ms, and the rising edge pays it twice because events 5 and 7 both reach the matcher. The first frame of a press is the finger landing and usually rejects; matches land at frame 3, 5, 8 — so a quick tap is often a miss. Two attempts to fix that (drop event 5; recapture after 50 ms) went in together and produced zero matches; both are reverted and recorded. gpio75 is a ~1 ms pulse, not a level — an IRQ-driven idle needs GPIO edge events. Changes to this loop are made one variable at a time, on a measured baseline.

Not done: packaging (provides="fprintd=…" so this replaces the fprintd daemon package while fprintd-pam stays), the shipped storage policy, polkit (a caller-uid rule stands in), trustlet-side template removal (deletes drop the name only), and the kernel config change — CONFIG_QCOMTEE, which selects the SHM bridge — that gates any public image. A claim held by a client that leaves the bus is dropped.

Runtime dependencies, not carried here

The focal64 trustlet is proprietary and is not in this repo. It is extracted from the device's own stock Android partition on first boot by the fp6-vendor-blobs mechanism, the same way the audio firmware is.