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.
98 lines
3.8 KiB
Shell
Executable file
98 lines
3.8 KiB
Shell
Executable file
#!/bin/sh
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# fplearn.sh -- the template-learning measurement, as a protocol rather than a
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# pile of remembered commands.
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#
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# fplearn.sh enrol [finger] re-enrol at the config's sample count
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# fplearn.sh base [n] [w] trial with learning OFF (the baseline)
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# fplearn.sh trend [n] [w] three trials with learning ON
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# fplearn.sh sizes just print the template container sizes
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#
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# WHY IT IS SHAPED LIKE THIS. Learning is cumulative: every matched press folds
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# frames into the stored template, so a second run is not a repeat of the first
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# and an A/B against a moving template is not an A/B at all. The only honest
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# comparison is on ONE template lineage, in order:
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#
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# 1. enrol a fresh template, 20 samples, no position prompts --
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# which is also the outstanding replication of the 7/10
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# result, the one measurement this lane was parked on
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# 2. base learning off: the clean number for THIS template, and
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# the only figure comparable to every rate in the journal
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# 3. trend learning on, three times: the rate should climb, and
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# the container size is an independent witness that it
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# is the template moving and not the weather
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#
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# Do NOT read run 1 of the trend as "learning made it better". Run 1 starts on
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# the same template the baseline ended on; it is the first run that can improve
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# it, not one that has already been improved.
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set -u
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GROUP=/mnt/persist/data/RIY7A+mQm3EA4FsCUmkJo0b9dFUYP2YZ4P5hmMiZgeA_Alt
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UNIT=fingerprintd-test
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BIN=/tmp/fingerprintd
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COMMON="--daemon --verbose --edge-wake --sfs-root=/var/lib/fingerprintd/sfs --sfs-writable --rpmb-write"
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sizes() {
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# A template is stored twice, the container and its backup, so the sizes
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# come in pairs. The BODY is the container minus its 4096-byte header.
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sudo ls -la "$GROUP" 2>/dev/null | awk '$5 > 200000 { printf " %9d body %9d %s\n", $5, $5-4096, $9 }' | sort -u
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}
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restart() { # $1 = extra args
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sudo systemctl stop "$UNIT" 2>/dev/null
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sleep 2
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sudo systemd-run --unit="$UNIT" --collect $BIN $COMMON $1 >/dev/null 2>&1
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printf 'daemon starting'
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i=0
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while [ $i -lt 40 ]; do
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if busctl --system list 2>/dev/null | grep -q net.reactivated.Fprint; then
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# Owning the name is not the same as being ready: the session comes
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# up on the worker thread afterwards.
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sleep 6; printf ' ready\n'; return 0
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fi
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printf '.'; sleep 1; i=$((i+1))
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done
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printf ' TIMED OUT\n'; return 1
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}
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case "${1:-}" in
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sizes)
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echo "template containers now:"; sizes ;;
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enrol)
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F=${2:-right-middle-finger}
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echo "=== enrol $F ==="
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echo "sizes before:"; sizes
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restart "--learn=1" || exit 1
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/tmp/fpenrol.sh "$F"
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echo; echo "sizes after the enrolment:"; sizes
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echo; echo "next: fplearn.sh base" ;;
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base)
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N=${2:-10}; W=${3:-5}
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echo "=== BASELINE: learning OFF ==="
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restart "--learn=0" || exit 1
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echo "sizes before:"; sizes
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/tmp/fptrial.sh "$N" "$W"
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echo; echo "sizes after (MUST be unchanged -- learning was off):"; sizes
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echo; echo "next: fplearn.sh trend" ;;
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trend)
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N=${2:-10}; W=${3:-5}
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echo "=== TREND: learning ON, three runs on one template ==="
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restart "--learn=1" || exit 1
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echo "sizes at the start:"; sizes
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r=1
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while [ $r -le 3 ]; do
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echo; echo "----- learning run $r of 3 -----"
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/tmp/fptrial.sh "$N" "$W"
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echo "sizes after run $r:"; sizes
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r=$((r+1))
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done
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echo
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echo "Read it as a trend, not three numbers. A rate that climbs while the"
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echo "container grows is learning; a rate that moves while the container"
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echo "does not is noise, and the daemon's own 'learn:' lines say which." ;;
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*)
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sed -n '2,30p' "$0"; exit 1 ;;
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esac
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