feat: a live path that uses the enrolled store, and a demo server a phone can reach
The live session scored crops with the matcher regardless of the configured identity backend, so a live scan used the old mechanism while the still path used the enrolled gallery - measured, the matcher accepts look-alikes and cannot say "unknown", which is exactly what a real shelf needs it to do. score_crop now routes to the gallery, and the decision uses a similarity scale (accept at 0.60 with a 0.04 margin) rather than inlier-count thresholds that mean nothing on a cosine. The synthetic walk is gone: demo.py, demo_replay.py, the /v1/demo endpoints and the walk benchmark are deleted, and the app's frame source is the camera on a device (the single-image replay stays for the simulator, which has no camera). stock-demo merges both demo shelves (27 products, 62 views, trained head) so one server recognises either image, and run-demo-server.sh starts it bound to 0.0.0.0 and prints the exact URL to put in Config.xcconfig. Verified over the LAN with 1280x960 frames: 40 frames in 5.3s, 9 products recognised on demo image 1. Co-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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recognization/run-demo-server.sh
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recognization/run-demo-server.sh
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#!/usr/bin/env bash
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# The demo server: one command, bound to the network so a phone can reach it.
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#
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# ./run-demo-server.sh # both demo shelves enrolled (stock-demo)
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# ./run-demo-server.sh stock-milk150
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#
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# The iPhone must be on the same Wi-Fi as this Mac, and the app must point at this
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# Mac's address - Config.xcconfig's APP_RECOGNITION_BASE_URL, which the app reads at
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# build time. The script prints the exact line to use.
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set -euo pipefail
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cd "$(dirname "$0")"
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STOCK="${1:-stock-demo}"
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PORT="${PORT:-8099}"
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if [ ! -d "$STOCK" ]; then
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echo "no such store: $STOCK" >&2
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exit 1
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fi
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IP="$(ipconfig getifaddr en0 2>/dev/null || ipconfig getifaddr en1 2>/dev/null || true)"
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if [ -z "$IP" ]; then
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echo "this Mac has no LAN address; the phone cannot reach it" >&2
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exit 1
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fi
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cat <<EOF
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Dorayaki demo server
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store $STOCK ($(ls "$STOCK" | grep -c -E '\.(jpeg|jpg|png)$') enrolled views)
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listening http://0.0.0.0:$PORT
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phone URL http://$IP:$PORT
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Put this in iosApp/Configuration/Config.xcconfig and rebuild the app:
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APP_RECOGNITION_BASE_URL = http:/\$()/$IP:$PORT
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Health check from another device: http://$IP:$PORT/v1/health
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EOF
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# A phone on the same Wi-Fi reaches 0.0.0.0; localhost-only would not.
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exec env YOLO_OFFLINE=1 DORAYAKI_STOCK_DIR="$STOCK" \
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.venv/bin/python -u code/app.py \
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--port "$PORT" --host 0.0.0.0 --identity gallery \
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--live-conf 0.25 --classify-workers 8
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