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top5000_clipframe_dino_clipt_dedup/README_gemini_label.md

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+# Gemini Pro Aesthetic Labeling
+
+This directory contains the deduplicated Top5000 high/low video package.
+
+Generate API input and run a 10-item smoke test:
+
+```bash
+cd /inspire/hdd/project/intelligentcreativedesign/dangshengqi-253114050252/z-anna/low-high-new
+export AESTHETIC_RM_API_KEY='your_api_key'
+LIMIT=10 bash out/aesthetic_rm/top5000_clipframe_dino_clipt_dedup/run_gemini_pro_label.sh
+```
+
+Run all 5000:
+
+```bash
+export AESTHETIC_RM_API_KEY='your_api_key'
+bash out/aesthetic_rm/top5000_clipframe_dino_clipt_dedup/run_gemini_pro_label.sh
+```
+
+Override model or output:
+
+```bash
+MODEL=gemini-3.1-pro-preview-thinking \
+OUTPUT=out/aesthetic_rm/top5000_clipframe_dino_clipt_dedup/aesthetic_scores_gemini31thinking.jsonl \
+bash out/aesthetic_rm/top5000_clipframe_dino_clipt_dedup/run_gemini_pro_label.sh
+```

top5000_clipframe_dino_clipt_dedup/run_gemini_pro_label.sh

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+#!/usr/bin/env bash
+set -euo pipefail
+
+BASE_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+REPO_ROOT="$(cd "$BASE_DIR/../../.." && pwd)"
+
+MODEL="${MODEL:-gemini-3.1-pro-preview-thinking}"
+BASE_URL="${BASE_URL:-http://35.220.164.252:3888/v1}"
+MAX_FRAMES="${MAX_FRAMES:-4}"
+RESIZE="${RESIZE:-512}"
+LIMIT="${LIMIT:-0}"
+OUTPUT="${OUTPUT:-$BASE_DIR/aesthetic_scores_gemini_pro.jsonl}"
+
+cd "$REPO_ROOT"
+
+python3 "$BASE_DIR/prepare_aesthetic_api_input.py" \
+  --base-dir "$BASE_DIR" \
+  --input "$BASE_DIR/prompt.jsonl" \
+  --output "$BASE_DIR/aesthetic_api_input.jsonl"
+
+cmd=(
+  python3 reference/benchmarks/critic/aesthetic_rm/label_aesthetic_api.py
+  --input "$BASE_DIR/aesthetic_api_input.jsonl"
+  --output "$OUTPUT"
+  --base-url "$BASE_URL"
+  --model "$MODEL"
+  --max-frames "$MAX_FRAMES"
+  --resize "$RESIZE"
+  --request-timeout 180
+  --max-retries 3
+  --input-cost-per-1m 3
+  --output-cost-per-1m 15
+)
+
+if [[ "$LIMIT" != "0" ]]; then
+  cmd+=(--limit "$LIMIT")
+fi
+
+"${cmd[@]}"