feat: update Python processors and add utility scripts

- Update ASR, face, OCR, pose processors
- Add release pre-flight check script
- Add synonym generation, chunk processing scripts
- Add face recognition, stamp search utilities

scripts/release_preflight_check.sh

@@ -0,0 +1,162 @@
+#!/bin/bash
+# Momentry v1.0.0 Release Pre-flight Check
+# Checks all required services and models before deployment
+
+set -e
+
+PASS=0
+FAIL=0
+WARN=0
+
+check() {
+    local name="$1"
+    local cmd="$2"
+    if eval "$cmd" > /dev/null 2>&1; then
+        echo "✓ $name"
+        PASS=$((PASS + 1))
+    else
+        echo "✗ $name FAILED"
+        FAIL=$((FAIL + 1))
+    fi
+}
+
+warn() {
+    local name="$1"
+    echo "⚠ $name (non-critical)"
+    WARN=$((WARN + 1))
+}
+
+echo "====================================="
+echo "Momentry v1.0.0 Pre-flight Check"
+echo "Date: $(date '+%Y-%m-%d %H:%M:%S')"
+echo "====================================="
+echo ""
+
+# --- Core Services ---
+echo "--- Core Services ---"
+
+# PostgreSQL
+check "PostgreSQL" "pg_isready -U accusys -h localhost"
+
+# Redis
+check "Redis" "redis-cli -a accusys PING"
+
+# MongoDB
+check "MongoDB" "mongosh --quiet --eval 'db.runCommand({ping:1})'"
+
+# Qdrant (requires API key)
+QDRANT_API_KEY="${QDRANT_API_KEY:-Test3200Test3200Test3200}"
+check "Qdrant (port 6333)" "curl -sf -H 'api-key: $QDRANT_API_KEY' http://localhost:6333/collections"
+
+echo ""
+
+# --- Inference Engines ---
+echo "--- Inference Engines ---"
+
+# Ollama
+if curl -sf http://localhost:11434/api/tags > /dev/null 2>&1; then
+    check "Ollama (port 11434)" "true"
+    # Check specific model
+    if curl -sf http://localhost:11434/api/tags | grep -q "nomic-embed-text"; then
+        check "  Model: nomic-embed-text" "true"
+    else
+        warn "  Model: nomic-embed-text not found"
+    fi
+else
+    FAIL=$((FAIL + 2))
+    echo "✗ Ollama (port 11433) FAILED"
+    echo "✗   Model: nomic-embed-text (Ollama not running)"
+fi
+
+# llama-server
+if curl -sf http://localhost:8081/v1/models > /dev/null 2>&1; then
+    check "llama-server (port 8081)" "true"
+    if curl -sf http://localhost:8081/v1/models | grep -q "gemma4"; then
+        check "  Model: gemma4_e4b_q5" "true"
+    else
+        warn "  Model: gemma4_e4b_q5 not detected"
+    fi
+else
+    FAIL=$((FAIL + 2))
+    echo "✗ llama-server (port 8081) FAILED"
+    echo "✗   Model: gemma4_e4b_q5 (llama-server not running)"
+fi
+
+echo ""
+
+# --- External Tools ---
+echo "--- External Tools ---"
+
+check "ffmpeg" "command -v ffmpeg"
+check "ffprobe" "command -v ffprobe"
+
+PYTHON_PATH="${MOMENTRY_PYTHON_PATH:-/opt/homebrew/bin/python3.11}"
+check "Python 3.11 ($PYTHON_PATH)" "test -f $PYTHON_PATH"
+
+echo ""
+
+# --- File Services ---
+echo "--- File Services ---"
+
+check "SFTPGo (port 8080)" "curl -sf http://localhost:8080/"
+
+# Check demo user data directory
+if [ -d "/Users/accusys/momentry/var/sftpgo/data/demo" ]; then
+    check "SFTPGo demo data directory" "true"
+else
+    warn "SFTPGo demo data directory not found"
+fi
+
+echo ""
+
+# --- Environment ---
+echo "--- Environment ---"
+
+# Check .env file for production
+if [ -f ".env" ]; then
+    check ".env file exists" "true"
+else
+    warn ".env file not found (using defaults)"
+fi
+
+# Check port 3002 availability
+if lsof -i :3002 > /dev/null 2>&1; then
+    warn "Port 3002 in use (existing production service running)"
+else
+    check "Port 3002 available" "true"
+fi
+
+# Check port 3003 availability
+if lsof -i :3003 > /dev/null 2>&1; then
+    warn "Port 3003 in use (playground running)"
+else
+    check "Port 3003 available" "true"
+fi
+
+echo ""
+
+# --- Disk Space ---
+echo "--- Disk Space ---"
+
+DISK_USAGE=$(df -h / | awk 'NR==2 {print $5}' | tr -d '%')
+if [ "$DISK_USAGE" -lt 90 ]; then
+    check "Disk usage: ${DISK_USAGE}%" "true"
+else
+    FAIL=$((FAIL + 1))
+    echo "✗ Disk usage: ${DISK_USAGE}% (CRITICAL - >90%)"
+fi
+
+echo ""
+echo "====================================="
+echo "Summary: $PASS passed, $FAIL failed, $WARN warnings"
+echo "====================================="
+
+if [ "$FAIL" -gt 0 ]; then
+    echo ""
+    echo "CRITICAL: $FAIL service(s) failed. Do NOT proceed with release."
+    exit 1
+else
+    echo ""
+    echo "All critical services ready. Safe to proceed with release."
+    exit 0
+fi