#!/usr/bin/env bash
# Eval v21: inference + Track 2 + Track 4 + visual score milestones.

set -euo pipefail

REPO_ROOT="/home/aiserver/works/fingerprint"
export PATH="/home/aiserver/miniconda3/bin:$PATH"
VERSION="v21"
CKPT="$REPO_ROOT/sifq/checkpoints/${VERSION}/last.pt"
SCORES="$REPO_ROOT/sifq/eval_results/sifq_scores_${VERSION}.jsonl"
OUTDIR="$REPO_ROOT/sifq/eval_results/${VERSION}"
EXCLUDE="R_1000_slap,R_500_slap,S_500_slap"

cd "$REPO_ROOT"

mkdir -p "$OUTDIR"

# ── Inference ──────────────────────────────────────────────────────────────
if [[ ! -f "$SCORES" ]]; then
    echo "[eval_${VERSION}] Running inference on $CKPT ..."
    python sifq/scripts/run_infer.py \
        --checkpoint "$CKPT" \
        --root-302a  "$REPO_ROOT/dataset/302a/images/challengers" \
        --root-302b  "$REPO_ROOT/dataset/302b/images/baseline" \
        --root-302d  "$REPO_ROOT/dataset/nist_302d/images/auxiliary" \
        --exclude-sensor "$EXCLUDE" \
        --output "$SCORES"
    echo "[eval_${VERSION}] Inference done: $SCORES"
else
    echo "[eval_${VERSION}] Scores file already exists: $SCORES (skipping inference)"
fi

# ── Evaluation (Track 2 + Track 4) ────────────────────────────────────────
echo "[eval_${VERSION}] Running evaluation (Track 2 + Track 4, exclude: $EXCLUDE)..."
python sifq/scripts/run_eval.py \
    --sifq-scores "$SCORES" \
    --checkpoint  "$CKPT" \
    --out-dir     "$OUTDIR" \
    --exclude-sensor "$EXCLUDE" \
    --skip-track1

echo "[eval_${VERSION}] Eval done. Results in $OUTDIR"

# ── Visual score milestones ────────────────────────────────────────────────
echo "[eval_${VERSION}] Generating score milestone samples..."
python sifq/scripts/visualize_score_milestones.py \
    --scores   "$SCORES" \
    --output   "$OUTDIR/milestone_samples.png" \
    --n_buckets 8 \
    --version  "$VERSION"

echo "[eval_${VERSION}] Milestone image: $OUTDIR/milestone_samples.png"

echo ""
echo "=== SUMMARY ==="
cat "$OUTDIR/eval_summary.json"