feat: refactor AI Tagging to output semantic natural language tags and fix unicode logging

backend/api/product_desc/bulk_ops_route.py

@@ -285,18 +285,19 @@ CANIFA_LINES = [
 ]
 
 # Attempt to dynamically fetch product lines from DB to override the static list
-try:
-    _conn = get_pooled_connection_compat()
-    _cur = _conn.cursor()
-    _cur.execute(f"SELECT DISTINCT product_line FROM {PG_TABLE} WHERE product_line IS NOT NULL AND product_line != ''")
-    _db_lines = [r[0] for r in _cur.fetchall()]
-    _cur.close()
-    _conn.close()
-    if _db_lines:
-        CANIFA_LINES = _db_lines
-        logger.info(f"✅ Loaded {len(CANIFA_LINES)} product lines dynamically from DB")
-except Exception as e:
-    logger.warning(f"⚠️ Could not load product lines from DB, using fallback. Error: {e}")
+# Removed dynamic loading on import to prevent blocking thread when DB is slow
+# try:
+#     _conn = get_pooled_connection_compat()
+#     _cur = _conn.cursor()
+#     _cur.execute(f"SELECT DISTINCT product_line FROM {PG_TABLE} WHERE product_line IS NOT NULL AND product_line != ''")
+#     _db_lines = [r[0] for r in _cur.fetchall()]
+#     _cur.close()
+#     _conn.close()
+#     if _db_lines:
+#         CANIFA_LINES = _db_lines
+#         logger.info(f"✅ Loaded {len(CANIFA_LINES)} product lines dynamically from DB")
+# except Exception as e:
+#     logger.warning(f"⚠️ Could not load product lines from DB, using fallback. Error: {e}")
 
 AI_SEARCH_SYSTEM = """Bạn là AI phân tích ý định tìm kiếm sản phẩm thời trang Canifa.
 
@@ -945,7 +946,7 @@ async def batch_generate_tags():
         conn = get_pooled_connection_compat()
         cur = conn.cursor()
         # Find up to 500 products that either don't have the tags column populated or it's empty
-        cur.execute(f"SELECT internal_ref_code FROM {PG_TABLE} WHERE tags IS NULL OR tags = '[]'::jsonb LIMIT 500")
+        cur.execute(f"SELECT internal_ref_code FROM {PG_TABLE} WHERE tags IS NULL LIMIT 500")
         rows = cur.fetchall()
         
         if not rows:

backend/api/product_desc/tags_direct_route.py

+"""
+Tags Direct API — Batch tagging thẳng vào PostgreSQL, không cần Redis/Worker.
+- POST /api/tags-direct/run        → chạy batch tagging (background asyncio task)
+- GET  /api/tags-direct/status     → poll tiến trình
+- POST /api/tags-direct/stop       → dừng
+- POST /api/tags-direct/single     → sinh tag cho 1 sản phẩm cụ thể (sync, trả về ngay)
+"""
+
+import asyncio
+import ast
+import json
+import logging
+import re
+import time
+from typing import Optional
+
+import httpx
+from fastapi import APIRouter, BackgroundTasks
+from fastapi.responses import JSONResponse
+
+from common.pool_wrapper import get_pooled_connection_compat
+
+logger = logging.getLogger(__name__)
+router = APIRouter(prefix="/api/tags-direct", tags=["Tags Direct"])
+
+PG_TABLE = "dashboard_canifa.ultra_descriptions"
+
+# ── Groq keys round-robin ──────────────────────────────────────────────────
+GROQ_KEYS = [
+    "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",
+    "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",
+    "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",
+    "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",
+    "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",
+    "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",
+]
+_key_idx = 0
+
+def _next_key() -> str:
+    global _key_idx
+    k = GROQ_KEYS[_key_idx % len(GROQ_KEYS)]
+    _key_idx += 1
+    return k
+
+GROQ_MODELS = [
+    "openai/gpt-oss-120b",
+    "openai/gpt-oss-20b",
+    "llama-4-scout-17b-16e-instruct",
+    "qwen/qwen3-32b",
+]
+
+VALID_PREFIXES = ("occ:", "wthr:", "func:", "style:", "fit:")
+
+TAG_PROMPT = """Bạn là chuyên gia gán tag thời trang cho sản phẩm Canifa.
+
+NHIỆM VỤ:
+Đọc mô tả sản phẩm bên dưới (bao gồm Tên sản phẩm chứa mã màu) và trích xuất TỐI ĐA 6 tags phù hợp nhất từ DANH SÁCH TAGS HỢP LỆ.
+
+DANH SÁCH TAGS HỢP LỆ:
+
+--- TRỤC 1 — Màu sắc & Tông màu ---
+(Tự nhận diện màu từ tên SP. VD: "Đen/ Black" -> "Màu đen", "Xám/ Gray" -> "Màu xám")
+- Màu sắc: Màu đen, Màu trắng, Màu xám, Màu xanh navy, Màu xanh da trời, Màu be, Màu nâu, Màu hồng, Màu đỏ, Màu vàng...
+- Tông màu: Tông trung tính (Neutral), Tông màu pastel, Tông màu rực rỡ, Tông màu tối, Tông màu sáng.
+
+--- TRỤC 2 — Hoàn cảnh & Dịp ---
+Đi làm / Công sở, Đi chơi / dạo phố, Mặc nhà, Tập thể thao, Đi tiệc, Đi biển, Du lịch, Đi học.
+
+--- TRỤC 3 — Mùa vụ ---
+Mùa hè, Mùa đông, Cả 2 mùa, Giao mùa.
+
+--- TRỤC 4 — Phong cách & Tính năng ---
+Cơ bản (Basic), Năng động, Thanh lịch, Dễ thương, Cá tính, Tối giản, Smart Casual, Thoáng mát, Giữ ấm, Thấm hút, Nhanh khô, Chống UV, Cản gió.
+
+--- TRỤC 5 — Dáng & Kiểu cắt ---
+Oversize, Slim, Regular, Wide leg, Cropped, Relaxed.
+
+QUY TẮC BẮT BUỘC:
+1. Bắt buộc phải có tag Hoàn cảnh & Dịp, Mùa vụ (nếu có thể suy luận).
+2. Nếu Tên sản phẩm có màu, ưu tiên trả về tag Màu sắc và Tông màu.
+3. KHÔNG gán "Đi tiệc" cho áo phông/đồ trẻ em/đồ mặc nhà.
+4. Chọn tối đa 6 tags, tối thiểu 3 tags.
+5. Chỉ trả về một Python list duy nhất chứa các chuỗi (string), KHÔNG giải thích, KHÔNG markdown.
+Ví dụ: ['Màu đen', 'Tông trung tính (Neutral)', 'Đi chơi / dạo phố', 'Cả 2 mùa', 'Cơ bản (Basic)']
+
+MÔ TẢ SẢN PHẨM:
+{product_description}
+
+OUTPUT (chỉ list, không gì khác):
+"""
+
+# ── In-memory state (singleton per process) ───────────────────────────────
+_state = {
+    "is_running": False,
+    "total": 0,
+    "done": 0,
+    "errors": 0,
+    "current_code": None,
+    "stop_requested": False,
+    "started_at": None,
+    "finished_at": None,
+    "last_errors": [],   # last 10 error codes
+}
+_task: Optional[asyncio.Task] = None
+
+
+# ── Helpers ────────────────────────────────────────────────────────────────
+
+async def _call_ai(client: httpx.AsyncClient, text: str) -> Optional[list]:
+    """Call Groq with model fallback, return list of valid tags or None."""
+    global _state
+    payload = {
+        "messages": [{"role": "user", "content": text}],
+        "temperature": 0.1,
+        "max_tokens": 1000,
+    }
+    for model in GROQ_MODELS:
+        payload["model"] = model
+        for _ in range(len(GROQ_KEYS)):
+            if _state.get("stop_requested"):
+                return None
+            key = _next_key()
+            try:
+                resp = await client.post(
+                    "https://api.groq.com/openai/v1/chat/completions",
+                    json=payload,
+                    headers={"Authorization": f"Bearer {key}"},
+                    timeout=25.0,
+                )
+                if resp.status_code == 200:
+                    content = resp.json()["choices"][0]["message"]["content"].strip()
+                    # strip code fences
+                    content = re.sub(r"^```[a-z]*\n?", "", content)
+                    content = re.sub(r"```$", "", content).strip()
+                    try:
+                        result = ast.literal_eval(content)
+                    except Exception:
+                        try:
+                            result = json.loads(content)
+                        except Exception as e:
+                            print(f"[tags-direct] Parse Error. Content: {content}")
+                            result = []
+                    
+                    if isinstance(result, list):
+                        clean = [str(t) for t in result]
+                        return clean
+                    else:
+                        with open("direct_tag.log", "a", encoding="utf-8") as f: f.write(f"[tags-direct] Expected list, got {type(result)}. Content: {content}\n")
+                        return None
+                elif resp.status_code == 429:
+                    match = re.search(r"try again in ([0-9.]+)s", resp.text)
+                    wait = float(match.group(1)) if match else 10.0
+                    with open("direct_tag.log", "a", encoding="utf-8") as f: f.write(f"[tags-direct] Rate limit (429) model={model}. Wait {wait}s.\n")
+                    wait = min(wait, 15.0) # Cap wait at 15s
+                    for _ in range(int(wait)):
+                        if _state.get("stop_requested"): return None
+                        await asyncio.sleep(1)
+                else:
+                    with open("direct_tag.log", "a", encoding="utf-8") as f: f.write(f"[tags-direct] Groq Error {resp.status_code}: {resp.text}\n")
+            except Exception as e:
+                with open("direct_tag.log", "a", encoding="utf-8") as f: f.write(f"[tags-direct] Exception model={model}: {e}\n")
+                for _ in range(2):
+                    if _state.get("stop_requested"): return None
+                    await asyncio.sleep(1)
+    return None
+
+
+def _fetch_untagged(limit: int = 2000, force_all: bool = False) -> list[tuple]:
+    """Return list of (code, name, clean_description) for products."""
+    conn = get_pooled_connection_compat()
+    try:
+        cur = conn.cursor()
+        condition = "1=1" if force_all else "tags IS NULL"
+        cur.execute(
+            f"""SELECT internal_ref_code, product_name, clean_description
+                FROM {PG_TABLE}
+                WHERE {condition}
+                  AND clean_description IS NOT NULL AND clean_description != ''
+                LIMIT %s""",
+            (limit,),
+        )
+        rows = cur.fetchall()
+        cur.close()
+        return rows
+    finally:
+        conn.close()
+
+
+def _save_tags(code: str, tags: list) -> None:
+    conn = get_pooled_connection_compat()
+    try:
+        cur = conn.cursor()
+        cur.execute(
+            f"UPDATE {PG_TABLE} SET tags = %s::jsonb, updated_at = NOW() WHERE internal_ref_code = %s",
+            (json.dumps(tags, ensure_ascii=False), code),
+        )
+        conn.commit()
+        cur.close()
+    finally:
+        conn.close()
+
+
+# ── Core batch runner ──────────────────────────────────────────────────────
+
+async def _run_batch(force_all: bool = False):
+    global _state
+    logger.info(f"🏷️ [tags-direct] Batch started (force_all={force_all})")
+
+    try:
+        rows = await asyncio.get_event_loop().run_in_executor(None, _fetch_untagged, 2000, force_all)
+    except Exception as e:
+        logger.error(f"[tags-direct] DB fetch error: {e}")
+        _state["is_running"] = False
+        return
+
+    if not rows:
+        logger.info("[tags-direct] Không có sản phẩm nào cần gán tag.")
+        _state.update({"is_running": False, "total": 0, "done": 0, "finished_at": time.time()})
+        return
+
+    _state.update({
+        "total": len(rows),
+        "done": 0,
+        "errors": 0,
+        "last_errors": [],
+        "current_code": rows[0][0] if rows else None,
+    })
+
+    sem = asyncio.Semaphore(2)  # Reduced to 2 to prevent Groq API rate limit exhaustion
+
+    async def _process(code: str, name: str, desc: str):
+        if _state["stop_requested"]:
+            return
+        async with sem:
+            try:
+                _state["current_code"] = code
+                product_text = f"Sản phẩm: {name or ''}\nMô tả:\n{desc or ''}"
+                prompt = TAG_PROMPT.format(product_description=product_text[:3000])
+
+                tags = await _call_ai(client, prompt)
+                if tags is not None:
+                    await asyncio.get_event_loop().run_in_executor(None, _save_tags, code, tags)
+                    _state["done"] += 1
+                else:
+                    _state["errors"] += 1
+                    _state["last_errors"].append(code)
+                    _state["last_errors"] = _state["last_errors"][-10:]
+            except Exception as e:
+                with open("direct_tag.log", "a", encoding="utf-8") as f: f.write(f"[tags-direct] error for {code}: {e}\n")
+                _state["errors"] += 1
+
+    async with httpx.AsyncClient() as client:
+        tasks = [_process(r[0], r[1] or "", r[2] or "") for r in rows]
+        await asyncio.gather(*tasks)
+
+    _state.update({
+        "is_running": False,
+        "stop_requested": False,
+        "finished_at": time.time(),
+    })
+    logger.info(f"✅ [tags-direct] Done: {_state['done']}/{_state['total']}, errors: {_state['errors']}")
+
+
+# ── Endpoints ──────────────────────────────────────────────────────────────
+
+@router.post("/run", summary="Chạy batch gán tags thẳng vào PostgreSQL (không cần Redis)")
+async def run_tags_direct(background_tasks: BackgroundTasks, force_all: bool = False):
+    global _state, _task
+
+    if _state["is_running"]:
+        return JSONResponse(
+            status_code=409,
+            content={"status": "error", "message": "Đang chạy rồi! Đợi xong hoặc bấm Stop."},
+        )
+
+    _state.update({
+        "is_running": True,
+        "stop_requested": False,
+        "started_at": time.time(),
+        "finished_at": None,
+        "total": 0,
+        "done": 0,
+        "errors": 0,
+        "current_code": None,
+        "last_errors": [],
+    })
+
+    background_tasks.add_task(_run_batch, force_all)
+    return {"status": "success", "message": "🚀 Batch tagging đã bắt đầu chạy nền!"}
+
+
+@router.get("/status", summary="Poll tiến trình batch tagging")
+async def tags_direct_status():
+    s = _state.copy()
+    pct = round(s["done"] / s["total"] * 100, 1) if s["total"] > 0 else 0
+    elapsed = round(time.time() - s["started_at"], 0) if s["started_at"] else 0
+    return {
+        "is_running": s["is_running"],
+        "total": s["total"],
+        "done": s["done"],
+        "errors": s["errors"],
+        "current_code": s["current_code"],
+        "percent": pct,
+        "elapsed_sec": elapsed,
+        "last_errors": s["last_errors"],
+    }
+
+
+@router.post("/stop", summary="Dừng batch tagging")
+async def stop_tags_direct():
+    if not _state["is_running"]:
+        return {"status": "ok", "message": "Không có task nào đang chạy."}
+    _state["stop_requested"] = True
+    return {"status": "ok", "message": "✋ Đã yêu cầu dừng. Các job đang chạy sẽ kết thúc sau giây lát."}
+
+
+@router.post("/single", summary="Sinh tag cho 1 sản phẩm cụ thể (sync)")
+async def single_tag(body: dict):
+    code = (body.get("internal_ref_code") or "").strip()
+    if not code:
+        return JSONResponse(status_code=400, content={"status": "error", "message": "Thiếu internal_ref_code"})
+
+    try:
+        conn = get_pooled_connection_compat()
+        cur = conn.cursor()
+        cur.execute(
+            f"SELECT product_name, clean_description FROM {PG_TABLE} WHERE internal_ref_code = %s",
+            (code,),
+        )
+        row = cur.fetchone()
+        cur.close()
+        conn.close()
+    except Exception as e:
+        return JSONResponse(status_code=500, content={"status": "error", "message": str(e)})
+
+    if not row:
+        return JSONResponse(status_code=404, content={"status": "error", "message": f"Không tìm thấy {code}"})
+
+    name, desc = row
+    prompt = TAG_PROMPT.format(product_description=f"Sản phẩm: {name or ''}\nMô tả:\n{(desc or '')[:3000]}")
+
+    async with httpx.AsyncClient() as client:
+        tags = await _call_ai(client, prompt)
+
+    if not tags:
+        return JSONResponse(status_code=500, content={"status": "error", "message": "AI không trả về tags hợp lệ"})
+
+    try:
+        _save_tags(code, tags)
+    except Exception as e:
+        return JSONResponse(status_code=500, content={"status": "error", "message": f"Lưu DB lỗi: {e}"})
+
+    return {"status": "success", "code": code, "tags": tags}
+
+
+@router.get("/count-untagged", summary="Đếm số sản phẩm chưa có tag")
+async def count_untagged():
+    try:
+        conn = get_pooled_connection_compat()
+        cur = conn.cursor()
+        cur.execute(
+            f"SELECT COUNT(*) FROM {PG_TABLE} WHERE tags IS NULL"
+        )
+        count = cur.fetchone()[0]
+        cur.close()
+        conn.close()
+        return {"status": "success", "untagged": count}
+    except Exception as e:
+        return JSONResponse(status_code=500, content={"status": "error", "message": str(e)})

backend/common/ultra_desc_db.py

@@ -28,10 +28,36 @@ class UltraDescriptionDB:
         """Create ultra_descriptions table if it doesn't exist."""
         if cls._initialized:
             return
+        
+        from config import USE_LOCAL_SQLITE
         conn = None
         try:
             conn = get_pooled_connection_compat()
             cur = conn.cursor()
+            
+            if USE_LOCAL_SQLITE:
+                # SQLite: Create full table at once with all columns
+                cur.execute(f"""
+                    CREATE TABLE IF NOT EXISTS {TABLE} (
+                        id INTEGER PRIMARY KEY AUTOINCREMENT,
+                        internal_ref_code TEXT NOT NULL,
+                        magento_ref_code TEXT,
+                        base_ref_code TEXT,
+                        product_name TEXT,
+                        product_image_url TEXT,
+                        product_line TEXT,
+                        description_data TEXT NOT NULL,
+                        phase TEXT DEFAULT 'enriched',
+                        status INTEGER DEFAULT 0,
+                        clean_description TEXT DEFAULT '',
+                        tags TEXT DEFAULT '[]',
+                        ai_matches TEXT,
+                        created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
+                        updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
+                    );
+                """)
+            else:
+                # PostgreSQL: Original logic
                 cur.execute(f"""
                     CREATE TABLE IF NOT EXISTS {TABLE} (
                         id SERIAL PRIMARY KEY,
@@ -45,35 +71,18 @@ class UltraDescriptionDB:
                         created_at TIMESTAMPTZ DEFAULT NOW(),
                         updated_at TIMESTAMPTZ DEFAULT NOW()
                     );
-                CREATE INDEX IF NOT EXISTS idx_ultra_desc_ref_code
-                    ON {TABLE}(internal_ref_code);
-                -- Migration: add columns if table already existed
                     ALTER TABLE {TABLE} ADD COLUMN IF NOT EXISTS status SMALLINT DEFAULT 0;
                     ALTER TABLE {TABLE} ADD COLUMN IF NOT EXISTS clean_description TEXT DEFAULT '';
                     ALTER TABLE {TABLE} ADD COLUMN IF NOT EXISTS tags JSONB DEFAULT '[]'::jsonb;
-                -- Migration v2: magento_ref_code support
                     ALTER TABLE {TABLE} ADD COLUMN IF NOT EXISTS magento_ref_code VARCHAR(100);
                     ALTER TABLE {TABLE} ADD COLUMN IF NOT EXISTS base_ref_code VARCHAR(50);
+                    ALTER TABLE {TABLE} ADD COLUMN IF NOT EXISTS ai_matches JSONB;
                 """)
-            # Drop old unique constraint on internal_ref_code (v2 migration: allow multiple colors per style)
-            try:
-                cur.execute(f"ALTER TABLE {TABLE} DROP CONSTRAINT IF EXISTS ultra_descriptions_internal_ref_code_key")
-            except Exception:
-                pass
-            # Non-unique index on internal_ref_code (for grouping)
-            try:
-                cur.execute(f"CREATE INDEX IF NOT EXISTS idx_ultra_desc_internal_code ON {TABLE}(internal_ref_code)")
-            except Exception:
-                pass
-            # Unique index on magento_ref_code (partial, ignores NULLs)
-            try:
-                cur.execute(f"""CREATE UNIQUE INDEX IF NOT EXISTS idx_ultra_desc_magento_code
-                    ON {TABLE}(magento_ref_code) WHERE magento_ref_code IS NOT NULL;""")
-            except Exception:
-                pass  # already exists
+            
             cur.close()
+            conn.commit()
             cls._initialized = True
-            logger.info("✅ Table %s ready", TABLE)
+            logger.info("✅ Table %s ready (Mock: %s)", TABLE, USE_LOCAL_SQLITE)
         except Exception as e:
             logger.error("Error creating ultra_descriptions table: %s", e)
         finally:
@@ -134,9 +143,9 @@ class UltraDescriptionDB:
                      json.dumps(description_data, ensure_ascii=False), phase, clean_description),
                 )
             row = cur.fetchone()
-            cur.close()
             row_id = row[0] if row else None
-            conn.commit()   # critical: without this INSERT/UPDATE rolls back on conn.close()
+            cur.close() # Close cursor FIRST
+            conn.commit()
             logger.info("💾 Saved ultra desc: %s / magento=%s (id=%s)", internal_ref_code, magento_ref_code, row_id)
             return row_id
         except Exception as e:
@@ -565,7 +574,7 @@ class UltraDescriptionDB:
         try:
             conn = get_pooled_connection_compat()
             cur = conn.cursor()
-            cur.execute(f"SELECT COUNT(*) FROM {TABLE} WHERE tags IS NULL OR tags = '[]'::jsonb")
+            cur.execute(f"SELECT COUNT(*) FROM {TABLE} WHERE tags IS NULL")
             count = cur.fetchone()[0]
             cur.close()
             return count
@@ -618,11 +627,11 @@ class UltraDescriptionDB:
                 conn.close()
 
 
-# Auto-init table on import
-try:
-    UltraDescriptionDB.ensure_table()
-except Exception:
-    pass
+# Removed auto-init on import to prevent blocking thread when DB is slow
+# try:
+#     UltraDescriptionDB.ensure_table()
+# except Exception:
+#     pass
 
 
 # ═══════════════════════════════════════════════════════════════
@@ -848,8 +857,8 @@ class DescFieldConfig:
                 conn.close()
 
 
-# Auto-init field config table
-try:
-    DescFieldConfig.ensure_table()
-except Exception:
-    pass
+# Removed auto-init on import to prevent blocking thread when DB is slow
+# try:
+#     DescFieldConfig.ensure_table()
+# except Exception:
+#     pass

backend/database/starrocks/extract_seasons.py

+import re
+from collections import Counter
+
+with open('test_db.magento_product_dimension_with_text_embedding.sql', encoding='utf-8', errors='ignore') as f:
+    data = f.read()
+
+# Find the column order from INSERT statement
+col_match = re.search(r'INSERT INTO[^(]+\(([^)]+)\)', data, re.DOTALL)
+if col_match:
+    cols = [c.strip().strip('`') for c in col_match.group(1).split(',')]
+    season_idx = cols.index('season') if 'season' in cols else -1
+    print(f"Column order found. 'season' is at index: {season_idx}")
+    print(f"Columns around season: {cols[max(0,season_idx-2):season_idx+3]}")
+else:
+    print("Could not find INSERT column list")
+    season_idx = -1
+
+# Extract VALUES rows - find all value tuples
+# Look for patterns like ('...', '...', NULL, ...)
+rows = re.findall(r'\(([^;]+?)\)(?:,|\s*;)', data, re.DOTALL)
+print(f"\nTotal value rows found: {len(rows)}")
+
+if season_idx >= 0 and rows:
+    seasons = []
+    for row in rows[:50]:  # sample first 50
+        # Split by comma but respect quoted strings
+        parts = re.split(r",(?=(?:[^']*'[^']*')*[^']*$)", row.strip())
+        if len(parts) > season_idx:
+            val = parts[season_idx].strip().strip("'")
+            seasons.append(val)
+
+    counts = Counter(seasons)
+    print(f"\nSeason values (sample from first 50 rows):")
+    print("-" * 40)
+    for s, c in sorted(counts.items(), key=lambda x: -x[1]):
+        print(f"{c:5d}  |  '{s}'")

backend/static/product-desc/product-desc.html

-<!DOCTYPE html>
+<!DOCTYPE html>
 <html lang="vi">
+
 <head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Ultra Description — Canifa AI</title>
-<link rel="stylesheet" href="/static/common/theme.css">
-<link rel="stylesheet" href="/static/common/components.css">
-<script src="/static/common/frame-detect.js"></script>
-<link rel="stylesheet" href="/static/product-desc/product-desc.css">
+  <meta charset="UTF-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <title>Ultra Description — Canifa AI</title>
+  <link rel="stylesheet" href="/static/common/theme.css">
+  <link rel="stylesheet" href="/static/common/components.css">
+  <script src="/static/common/frame-detect.js"></script>
+  <link rel="stylesheet" href="/static/product-desc/product-desc.css">
 </head>
+
 <body>
-<div class="page">
+  <div class="page">
     <!-- Header -->
     <div class="page-hdr" style="margin-bottom:10px;">
       <div>
@@ -18,15 +20,25 @@
         <p>Sinh mô tả sản phẩm AI — kết hợp Vision + Stock Data</p>
       </div>
       <div style="display:flex;gap:8px;">
-      <button class="btn btn-outline btn-sm" onclick="loadOverview();if(currentTab==='products') loadProducts(); else loadFields();">↻ Refresh</button>
+        <button class="btn btn-outline btn-sm"
+          onclick="let a=document.createElement('a'); a.setAttribute('data-page','product-desc/docs.html'); window.parent.navigateTo(a)"
+          title="Xem tài liệu hệ thống">📄 Tài liệu</button>
+        <button class="btn btn-outline btn-sm"
+          onclick="loadOverview();if(currentTab==='products') loadProducts(); else loadFields();">↻ Refresh</button>
       </div>
     </div>
 
     <!-- Tabs -->
     <div style="display:flex; gap:20px; border-bottom:1px solid var(--border); margin-bottom:20px;">
-    <div class="tab-btn active" id="tabProducts" onclick="switchTab('products')" style="padding:10px 0; cursor:pointer; font-weight:600; font-size:14px; border-bottom:2px solid var(--primary); color:var(--primary);">Sản phẩm</div>
-    <div class="tab-btn" id="tabFields" onclick="switchTab('fields')" style="padding:10px 0; cursor:pointer; font-weight:600; font-size:14px; border-bottom:2px solid transparent; color:var(--muted-fg);">Quản lý Trường</div>
-    <div class="tab-btn" id="tabCleanData" onclick="switchTab('cleanData')" style="padding:10px 0; cursor:pointer; font-weight:600; font-size:14px; border-bottom:2px solid transparent; color:var(--muted-fg);">Clean Data</div>
+      <div class="tab-btn active" id="tabProducts" onclick="switchTab('products')"
+        style="padding:10px 0; cursor:pointer; font-weight:600; font-size:14px; border-bottom:2px solid var(--primary); color:var(--primary);">
+        Sản phẩm</div>
+      <div class="tab-btn" id="tabFields" onclick="switchTab('fields')"
+        style="padding:10px 0; cursor:pointer; font-weight:600; font-size:14px; border-bottom:2px solid transparent; color:var(--muted-fg);">
+        Quản lý Trường</div>
+      <div class="tab-btn" id="tabCleanData" onclick="switchTab('cleanData')"
+        style="padding:10px 0; cursor:pointer; font-weight:600; font-size:14px; border-bottom:2px solid transparent; color:var(--muted-fg);">
+        Clean Data</div>
     </div>
 
     <div id="sectionProducts">
@@ -58,7 +70,9 @@
         <div class="stat-card">
           <div class="label">Tiến độ duyệt</div>
           <div class="value" id="statProgress">—</div>
-      <div class="progress-bar-wrap"><div class="progress-bar-fill" id="progressFill" style="width:0%"></div></div>
+          <div class="progress-bar-wrap">
+            <div class="progress-bar-fill" id="progressFill" style="width:0%"></div>
+          </div>
         </div>
         <div class="stat-card">
           <div class="label">Thiếu Clean Desc</div>
@@ -146,17 +160,28 @@
         <div class="filter-actions">
           <button class="btn btn-outline-dark btn-sm" onclick="loadProducts()">Lọc</button>
           <button class="btn btn-outline-dark btn-sm" onclick="resetFilters()">Reset</button>
-      <button class="btn btn-dark btn-sm" id="btnApprovePage" onclick="batchApprovePage()">Duyệt (Trang này)</button>
-      <button class="btn btn-dark btn-sm" id="btnApproveAll" style="font-weight:600;" onclick="approveAll()">Duyệt TOÀN BỘ</button>
-      <button class="btn btn-outline-dark btn-sm" id="btnBackfillClean" style="font-weight:600;" onclick="backfillMissingCleanDescriptions()">Bù Clean Desc</button>
-      <button class="btn btn-outline-dark btn-sm" id="btnBatch" onclick="batchGeneratePage()">Sinh AI (Trang này)</button>
-      <button class="btn btn-outline-dark btn-sm" id="btnBatchAll" onclick="batchGenerateAll()">Sinh AI (Toàn bộ thiếu)</button>
-      <button class="btn btn-dark btn-sm" id="btnBatchTags" onclick="batchGenerateTags()">Bơm Tags (Toàn bộ)</button>
-      <button class="btn btn-sm" id="btnBatchSize" style="background:#7c3aed;color:#fff;border:none;font-weight:600;" onclick="batchEnrichSize()">📏 Bơm Size Guide</button>
-      <button class="btn btn-primary btn-sm" style="font-weight:bold; background:#0284c7; border-color:#0284c7;" onclick="openNativeBulkAiModal()">🤖 Bulk AI Edit (Custom)</button>
+          <button class="btn btn-dark btn-sm" id="btnApprovePage" onclick="batchApprovePage()">Duyệt (Trang
+            này)</button>
+          <button class="btn btn-dark btn-sm" id="btnApproveAll" style="font-weight:600;" onclick="approveAll()">Duyệt
+            TOÀN BỘ</button>
+          <button class="btn btn-outline-dark btn-sm" id="btnBackfillClean" style="font-weight:600;"
+            onclick="backfillMissingCleanDescriptions()">Bù Clean Desc</button>
+          <button class="btn btn-outline-dark btn-sm" id="btnBatch" onclick="batchGeneratePage()">Sinh AI (Trang
+            này)</button>
+          <button class="btn btn-outline-dark btn-sm" id="btnBatchAll" onclick="batchGenerateAll()">Sinh AI (Toàn bộ
+            thiếu)</button>
+          <button class="btn btn-dark btn-sm" id="btnBatchTags" onclick="batchGenerateTags()">Bơm Tags (Queue)</button>
+          <button class="btn btn-sm" id="btnBatchTagsDirect" onclick="runTagsDirect()"
+            style="background:#059669;color:#fff;border:none;font-weight:700;">🏷️ Bơm Tags TOÀN BỘ (Direct)</button>
+          <button class="btn btn-sm" id="btnBatchSize"
+            style="background:#7c3aed;color:#fff;border:none;font-weight:600;" onclick="batchEnrichSize()">📏 Bơm Size
+            Guide</button>
+          <button class="btn btn-primary btn-sm" style="font-weight:bold; background:#0284c7; border-color:#0284c7;"
+            onclick="openNativeBulkAiModal()">🤖 Bulk AI Edit (Custom)</button>
         </div>
       </div><!-- Batch Tracking Bar -->
-  <div id="batchTrackingBox" style="display:none; background:#f8fafc; border:1px solid #cbd5e1; border-radius:8px; padding:12px 20px; margin-bottom:20px; display:flex; gap:20px; align-items:center; box-shadow:0 2px 4px rgba(0,0,0,0.05);">
+      <div id="batchTrackingBox"
+        style="display:none; background:#f8fafc; border:1px solid #cbd5e1; border-radius:8px; padding:12px 20px; margin-bottom:20px; display:flex; gap:20px; align-items:center; box-shadow:0 2px 4px rgba(0,0,0,0.05);">
         <div style="font-size:24px; filter: grayscale(1);">🤖</div>
         <div style="flex:1;">
           <div style="display:flex; justify-content:space-between; margin-bottom:6px;">
@@ -166,12 +191,15 @@
           <div style="background:rgba(255,255,255,0.7); height:8px; border-radius:4px; overflow:hidden;">
             <div id="batchTrackFill" style="background:#0ea5e9; height:100%; width:0%; transition:width 0.3s;"></div>
           </div>
-      <div style="margin-top:6px; font-size:12px; color:#0369a1;">Mã đang xử lý: <span id="batchTrackCode" style="font-weight:600;">—</span> | Lỗi: <span id="batchTrackErrors" style="color:#ef4444; font-weight:bold;">0</span></div>
+          <div style="margin-top:6px; font-size:12px; color:#0369a1;">Mã đang xử lý: <span id="batchTrackCode"
+              style="font-weight:600;">—</span> | Lỗi: <span id="batchTrackErrors"
+              style="color:#ef4444; font-weight:bold;">0</span></div>
         </div>
       </div>
 
       <!-- Tags Batch Tracking Box -->
-  <div id="tagsTrackingBox" style="display:none; background:#f8fafc; border:1px solid #cbd5e1; border-radius:8px; padding:12px 20px; margin-bottom:20px; display:flex; gap:20px; align-items:center; box-shadow:0 2px 4px rgba(0,0,0,0.05);">
+      <div id="tagsTrackingBox"
+        style="display:none; background:#f8fafc; border:1px solid #cbd5e1; border-radius:8px; padding:12px 20px; margin-bottom:20px; display:flex; gap:20px; align-items:center; box-shadow:0 2px 4px rgba(0,0,0,0.05);">
         <div style="font-size:24px; filter: grayscale(1);">🏷️</div>
         <div style="flex:1;">
           <div style="display:flex; justify-content:space-between; margin-bottom:6px;">
@@ -181,7 +209,37 @@
           <div style="background:rgba(255,255,255,0.7); height:8px; border-radius:4px; overflow:hidden;">
             <div id="tagsTrackFill" style="background:#10b981; height:100%; width:0%; transition:width 0.3s;"></div>
           </div>
-      <div style="margin-top:6px; font-size:12px; color:#047857;">Mã đang phân tích: <span id="tagsTrackCode" style="font-weight:600;">—</span> | Lỗi AI: <span id="tagsTrackErrors" style="color:#ef4444; font-weight:bold;">0</span></div>
+          <div style="margin-top:6px; font-size:12px; color:#047857;">Mã đang phân tích: <span id="tagsTrackCode"
+              style="font-weight:600;">—</span> | Lỗi AI: <span id="tagsTrackErrors"
+              style="color:#ef4444; font-weight:bold;">0</span></div>
+        </div>
+      </div>
+
+      <!-- Direct Tags Progress Box -->
+      <div id="directTagsBox"
+        style="display:none; background:#ecfdf5; border:2px solid #059669; border-radius:8px; padding:12px 20px; margin-bottom:20px; gap:20px; align-items:center; box-shadow:0 2px 8px rgba(5,150,105,0.15);">
+        <div style="display:flex; align-items:center; gap:16px;">
+          <div style="font-size:28px;">🚀</div>
+          <div style="flex:1;">
+            <div style="display:flex; justify-content:space-between; margin-bottom:6px;">
+              <strong id="directTagsTitle" style="color:#065f46; font-size:14px;">🏷️ Direct Tagging đang chạy thẳng vào
+                PostgreSQL...</strong>
+              <span id="directTagsCount" style="color:#059669; font-weight:700; font-size:14px;">0 / 0</span>
+            </div>
+            <div style="background:#d1fae5; height:10px; border-radius:5px; overflow:hidden;">
+              <div id="directTagsFill"
+                style="background:linear-gradient(90deg,#10b981,#059669); height:100%; width:0%; transition:width 0.4s ease;">
+              </div>
+            </div>
+            <div style="margin-top:6px; font-size:12px; color:#065f46; display:flex; gap:16px;">
+              <span>Mã hiện tại: <strong id="directTagsCode">—</strong></span>
+              <span>Lỗi: <strong id="directTagsErrors" style="color:#ef4444;">0</strong></span>
+              <span>% hoàn thành: <strong id="directTagsPct">0%</strong></span>
+              <button onclick="stopTagsDirect()"
+                style="margin-left:auto; font-size:11px; padding:2px 10px; background:#ef4444; color:#fff; border:none; border-radius:4px; cursor:pointer;">⏹
+                Dừng</button>
+            </div>
+          </div>
         </div>
       </div>
 
@@ -193,6 +251,8 @@
               <th style="width:25%">Sản phẩm</th>
               <th>Dòng SP</th>
               <th>Tags</th>
+              <th>Giá</th>
+
               <th>Giá</th>
               <th>Lượt bán</th>
               <th>Trạng thái</th>
@@ -203,7 +263,9 @@
             </tr>
           </thead>
           <tbody id="tableBody">
-        <tr><td colspan="10" class="table-loading">Đang tải...</td></tr>
+            <tr>
+              <td colspan="10" class="table-loading">Đang tải...</td>
+            </tr>
           </tbody>
         </table>
       </div>
@@ -218,9 +280,11 @@
       <div style="display:flex; justify-content:space-between; margin-bottom:12px;">
         <div>
           <h2 style="margin:0; font-size:18px;">Cấu hình Prompt Fields</h2>
-        <p style="margin:4px 0 0; font-size:13px; color:var(--muted-fg);">Các trường này sẽ được sinh động trong quá trình AI phân tích sản phẩm (Phase 1 & Phase 2).</p>
+          <p style="margin:4px 0 0; font-size:13px; color:var(--muted-fg);">Các trường này sẽ được sinh động trong quá
+            trình AI phân tích sản phẩm (Phase 1 & Phase 2).</p>
         </div>
-      <button class="btn btn-primary" onclick="showFieldForm()"><span style="margin-right:6px">➕</span> Thêm Trường</button>
+        <button class="btn btn-primary" onclick="showFieldForm()"><span style="margin-right:6px">➕</span> Thêm
+          Trường</button>
       </div>
 
       <div style="border-radius:10px; overflow:hidden; border:1px solid var(--border); background:var(--card);">
@@ -235,79 +299,112 @@
             </tr>
           </thead>
           <tbody id="fieldsTableBody">
-          <tr><td colspan="5" class="table-loading">Đang tải...</td></tr>
+            <tr>
+              <td colspan="5" class="table-loading">Đang tải...</td>
+            </tr>
           </tbody>
         </table>
       </div>
     </div>
-</div>
+  </div>
 
-<!-- INLINE EDIT POPUP -->
-<div id="inlineEditPopup">
-    <div style="padding: 8px 10px; font-size: 11px; font-weight: 700; color: #94a3b8; text-transform: uppercase; letter-spacing: 0.5px;">AI Editor (Codex)</div>
-    <button class="inline-edit-btn" onclick="triggerInlineEdit('enrich')"><i class="fas fa-plus-circle" style="color: #10b981;"></i> Bổ sung gợi ý dịp mặc/lễ hội</button>
-    <button class="inline-edit-btn" onclick="triggerInlineEdit('rewrite')"><i class="fas fa-pen" style="color: #3b82f6;"></i> Viết lại chuyên nghiệp hơn</button>
-    <button class="inline-edit-btn" onclick="triggerInlineEdit('shorten')"><i class="fas fa-compress-alt" style="color: #8b5cf6;"></i> Viết ngắn gọn lại</button>
-    <button class="inline-edit-btn" onclick="triggerInlineEdit('fix')"><i class="fas fa-wrench" style="color: #ef4444;"></i> Sửa lỗi chính tả</button>
-</div>
+  <!-- INLINE EDIT POPUP -->
+  <div id="inlineEditPopup">
+    <div
+      style="padding: 8px 10px; font-size: 11px; font-weight: 700; color: #94a3b8; text-transform: uppercase; letter-spacing: 0.5px;">
+      AI Editor (Codex)</div>
+    <button class="inline-edit-btn" onclick="triggerInlineEdit('enrich')"><i class="fas fa-plus-circle"
+        style="color: #10b981;"></i> Bổ sung gợi ý dịp mặc/lễ hội</button>
+    <button class="inline-edit-btn" onclick="triggerInlineEdit('rewrite')"><i class="fas fa-pen"
+        style="color: #3b82f6;"></i> Viết lại chuyên nghiệp hơn</button>
+    <button class="inline-edit-btn" onclick="triggerInlineEdit('shorten')"><i class="fas fa-compress-alt"
+        style="color: #8b5cf6;"></i> Viết ngắn gọn lại</button>
+    <button class="inline-edit-btn" onclick="triggerInlineEdit('fix')"><i class="fas fa-wrench"
+        style="color: #ef4444;"></i> Sửa lỗi chính tả</button>
+  </div>
 
-<!-- Detail Overlay -->
-<div class="detail-overlay" id="detailOverlay" onclick="if(event.target===this)closeDetail()">
+  <!-- Detail Overlay -->
+  <div class="detail-overlay" id="detailOverlay" onclick="if(event.target===this)closeDetail()">
     <div class="detail-panel" style="width:800px;">
       <div class="detail-header" style="flex-direction:column; align-items:stretch; gap:12px; padding-bottom:0;">
         <div style="display:flex; align-items:center; justify-content:space-between;">
           <h2 id="detailTitle">Chi tiết mô tả</h2>
           <div style="display:flex;gap:6px;">
-          <button class="btn btn-sm" id="btnApprove" style="background:#28a745;color:#fff;border:none;display:none;font-weight:500" onclick="approveDetail(1)">Duyệt</button>
-          <button class="btn btn-sm" id="btnReject" style="background:#dc3545;color:#fff;border:none;display:none;font-weight:500" onclick="approveDetail(0)">Hủy duyệt</button>
-          <button class="btn btn-sm" id="btnRegenerate" style="background:#6a0dad;color:#fff;border:none;font-weight:500" onclick="regenerateFromDetail()">🔄 Sinh lại</button>
-          <button class="btn btn-outline btn-sm" id="btnCopyJson" style="font-weight:500" onclick="copyPopupText()">Copy Nội Dung</button>
-          <button class="btn btn-sm" id="btnSavePopupText" style="background:#10b981;color:#fff;border:none;font-weight:500;" onclick="savePopupText()">Lưu Update</button>
+            <button class="btn btn-sm" id="btnApprove"
+              style="background:#28a745;color:#fff;border:none;display:none;font-weight:500"
+              onclick="approveDetail(1)">Duyệt</button>
+            <button class="btn btn-sm" id="btnReject"
+              style="background:#dc3545;color:#fff;border:none;display:none;font-weight:500"
+              onclick="approveDetail(0)">Hủy duyệt</button>
+            <button class="btn btn-sm" id="btnRegenerate"
+              style="background:#6a0dad;color:#fff;border:none;font-weight:500" onclick="regenerateFromDetail()">🔄 Sinh
+              lại</button>
+            <button class="btn btn-outline btn-sm" id="btnCopyJson" style="font-weight:500"
+              onclick="copyPopupText()">Copy Nội Dung</button>
+            <button class="btn btn-sm" id="btnSavePopupText"
+              style="background:#10b981;color:#fff;border:none;font-weight:500;" onclick="savePopupText()">Lưu
+              Update</button>
             <button class="btn btn-outline btn-sm" style="font-weight:500" onclick="closeDetail()">Đóng</button>
           </div>
         </div>
         <div style="display:flex; gap:24px; border-bottom:1px solid var(--border);">
-        <div class="tab-btn active" id="dTabClean" onclick="switchDetailTab('clean')" style="padding:10px 0; cursor:pointer; font-weight:600; font-size:14px; border-bottom:2px solid var(--primary); color:var(--primary);">Dàn trang (Chuẩn)</div>
-        <div class="tab-btn" id="dTabEmbed" onclick="switchDetailTab('embed')" style="padding:10px 0; cursor:pointer; font-weight:600; font-size:14px; border-bottom:2px solid transparent; color:var(--muted-fg);">Clean Descripts</div>
+          <div class="tab-btn active" id="dTabClean" onclick="switchDetailTab('clean')"
+            style="padding:10px 0; cursor:pointer; font-weight:600; font-size:14px; border-bottom:2px solid var(--primary); color:var(--primary);">
+            Dàn trang (Chuẩn)</div>
+          <div class="tab-btn" id="dTabEmbed" onclick="switchDetailTab('embed')"
+            style="padding:10px 0; cursor:pointer; font-weight:600; font-size:14px; border-bottom:2px solid transparent; color:var(--muted-fg);">
+            Clean Descripts</div>
         </div>
       </div>
 
       <!-- Clean Tab -->
       <div class="detail-body" id="detailBodyClean" style="max-height: 60vh; overflow-y: auto;">
-      <div class="table-loading"><div class="spinner-sm"></div> Đang tải...</div>
+        <div class="table-loading">
+          <div class="spinner-sm"></div> Đang tải...
+        </div>
       </div>
 
       <!-- Fields Tab -->
-    <div class="detail-body" id="detailBodyFields" style="display:none; max-height: 60vh; overflow-y: auto; background: var(--card);">
+      <div class="detail-body" id="detailBodyFields"
+        style="display:none; max-height: 60vh; overflow-y: auto; background: var(--card);">
       </div>
 
       <!-- Embed Tab -->
-    <div class="detail-body" id="detailBodyEmbed" style="display:none; max-height: 60vh; overflow-y: auto; background: var(--card); padding: 24px;">
-      <div id="detailPreEmbed" style="font-size:14px; color:#374151; white-space:pre-wrap; line-height: 1.6; padding: 16px; background: #fefefe; border: 1px dashed #d1d5db; border-radius: 8px;"></div>
+      <div class="detail-body" id="detailBodyEmbed"
+        style="display:none; max-height: 60vh; overflow-y: auto; background: var(--card); padding: 24px;">
+        <div id="detailPreEmbed"
+          style="font-size:14px; color:#374151; white-space:pre-wrap; line-height: 1.6; padding: 16px; background: #fefefe; border: 1px dashed #d1d5db; border-radius: 8px;">
+        </div>
       </div>
 
       <!-- Raw Tab -->
-    <div class="detail-body" id="detailBodyRaw" style="display:none; background:#1e1e1e; color:#cfcbcc; max-height: 60vh; overflow-y: auto; padding: 20px;">
-      <pre id="detailPreRaw" style="font-size:12px; font-family:var(--font-mono); margin:0; white-space:pre-wrap;"></pre>
+      <div class="detail-body" id="detailBodyRaw"
+        style="display:none; background:#1e1e1e; color:#cfcbcc; max-height: 60vh; overflow-y: auto; padding: 20px;">
+        <pre id="detailPreRaw"
+          style="font-size:12px; font-family:var(--font-mono); margin:0; white-space:pre-wrap;"></pre>
+      </div>
     </div>
   </div>
-</div>
 
-<!-- NATIVE BULK AI MODAL -->
-<div class="detail-overlay" id="nativeBulkAiModal" style="display:none;" onclick="if(event.target===this) this.style.display='none'">
+  <!-- NATIVE BULK AI MODAL -->
+  <div class="detail-overlay" id="nativeBulkAiModal" style="display:none;"
+    onclick="if(event.target===this) this.style.display='none'">
     <div class="detail-panel" style="width:600px; padding: 24px;">
       <div style="display:flex; justify-content:space-between; align-items:center; margin-bottom: 20px;">
         <h2 style="margin:0; font-size:18px; color:var(--primary);">🤖 Bulk AI Edit — Trang Hiện Tại</h2>
-      <button class="btn btn-outline btn-sm" onclick="document.getElementById('nativeBulkAiModal').style.display='none'">✕</button>
+        <button class="btn btn-outline btn-sm"
+          onclick="document.getElementById('nativeBulkAiModal').style.display='none'">✕</button>
       </div>
       <div style="font-size:13px; color:var(--muted-fg); margin-bottom: 20px;">
-      Tính năng này sẽ gọi AI Codex gen lại TRƯỜNG DỮ LIỆU CỤ THỂ cho <strong id="lblBulkAiCount" style="color:#0284c7;">0</strong>.
+        Tính năng này sẽ gọi AI Codex gen lại TRƯỜNG DỮ LIỆU CỤ THỂ cho <strong id="lblBulkAiCount"
+          style="color:#0284c7;">0</strong>.
       </div>
 
       <div id="scopeContainer"></div>
 
       <div style="margin-bottom:12px;">
-      <label style="display:block; font-weight:600; font-size:13px; margin-bottom:4px;">1. Chọn trường cần sửa / sinh thêm:</label>
+        <label style="display:block; font-weight:600; font-size:13px; margin-bottom:4px;">1. Chọn trường cần sửa / sinh
+          thêm:</label>
         <select id="nativeBulkAiField" class="search-input" style="width:100%; max-width:100%;">
           <option value="huong_dan_size">Hướng dẫn chọn size</option>
           <option value="dip_mac">Dịp mặc</option>
@@ -330,47 +427,71 @@
       </div>
 
       <div style="margin-bottom:20px;">
-      <label style="display:block; font-weight:600; font-size:13px; margin-bottom:4px;">3. Hướng dẫn (Instruction / Paste Bảng Size thô vào đây):</label>
-      <textarea id="nativeBulkAiInstruction" class="search-input" style="width:100%; max-width:100%; height:120px; resize:vertical;" placeholder="VD: Thêm rằng mẫu này mặc đi dự tiệc cuối năm rất đẹp... Hoặc paste Bảng Size Thô vào đây (S: 1m60-1m65, M: 1m65-1m70...)"></textarea>
+        <label style="display:block; font-weight:600; font-size:13px; margin-bottom:4px;">3. Hướng dẫn (Instruction /
+          Paste Bảng Size thô vào đây):</label>
+        <textarea id="nativeBulkAiInstruction" class="search-input"
+          style="width:100%; max-width:100%; height:120px; resize:vertical;"
+          placeholder="VD: Thêm rằng mẫu này mặc đi dự tiệc cuối năm rất đẹp... Hoặc paste Bảng Size Thô vào đây (S: 1m60-1m65, M: 1m65-1m70...)"></textarea>
       </div>
 
       <div style="display:flex; justify-content:flex-end; gap:10px;">
-      <button class="btn btn-outline" onclick="document.getElementById('nativeBulkAiModal').style.display='none'">Hủy</button>
+        <button class="btn btn-outline"
+          onclick="document.getElementById('nativeBulkAiModal').style.display='none'">Hủy</button>
         <button class="btn btn-primary" id="btnRunNativeBulkAi" onclick="execNativeBulkAi()">🚀 Chạy AI Ngay</button>
       </div>
     </div>
-</div>
+  </div>
 
-<!-- Clean Data Section -->
-<div id="sectionCleanData" style="display:none; padding: 20px; background:var(--card); border:1px solid var(--border); border-radius:10px; min-height: 400px;">
+  <!-- Clean Data Section -->
+  <div id="sectionCleanData"
+    style="display:none; padding: 20px; background:var(--card); border:1px solid var(--border); border-radius:10px; min-height: 400px;">
     <div style="display:flex; justify-content:space-between; margin-bottom:12px;">
       <div>
         <h2 style="margin:0; font-size:18px;">Chỉnh sửa Dữ liệu Sản phẩm (Clean Data)</h2>
-      <p style="margin:4px 0 0; font-size:13px; color:var(--muted-fg);">Khu vực chỉnh sửa, bổ sung, thêm/xóa trường dữ liệu chuyên sâu cho 1 sản phẩm.</p>
+        <p style="margin:4px 0 0; font-size:13px; color:var(--muted-fg);">Khu vực chỉnh sửa, bổ sung, thêm/xóa trường dữ
+          liệu chuyên sâu cho 1 sản phẩm.</p>
       </div>
       <div>
         <div style="display:inline-flex; border:1px solid var(--border); border-radius:6px; overflow:hidden;">
-        <input type="text" id="cleanDataSearch" placeholder="Nhập mã sản phẩm..." style="border:none; padding:8px 12px; font-size:13px; outline:none; width:200px;">
-        <button class="btn btn-primary" style="border-radius:0; border:none;" onclick="loadCleanDataForInput()">Tải dữ liệu</button>
+          <input type="text" id="cleanDataSearch" placeholder="Nhập mã sản phẩm..."
+            style="border:none; padding:8px 12px; font-size:13px; outline:none; width:200px;">
+          <button class="btn btn-primary" style="border-radius:0; border:none;" onclick="loadCleanDataForInput()">Tải dữ
+            liệu</button>
         </div>
-      <button class="btn btn-sm" id="btnSaveCleanData" style="background:#0d6efd;color:#fff;border:none;display:none;margin-left:10px;padding:8px 16px;" onclick="saveDetailEdit()">💾 Lưu Dữ liệu JSON</button>
+        <button class="btn btn-sm" id="btnSaveCleanData"
+          style="background:#0d6efd;color:#fff;border:none;display:none;margin-left:10px;padding:8px 16px;"
+          onclick="saveDetailEdit()">💾 Lưu Dữ liệu JSON</button>
       </div>
     </div>
 
-  <div id="cleanDataTitle" style="font-weight:bold; font-size:16px; margin:20px 0 10px; color:var(--primary); display:none;"></div>
+    <div id="cleanDataTitle"
+      style="font-weight:bold; font-size:16px; margin:20px 0 10px; color:var(--primary); display:none;"></div>
 
     <!-- Edit Tab that was previously in popup -->
-  <div id="cleanDataEditor" style="background:#fafafa; padding:20px; border:1px solid var(--border); border-radius:8px; display:none;">
+    <div id="cleanDataEditor"
+      style="background:#fafafa; padding:20px; border:1px solid var(--border); border-radius:8px; display:none;">
       <!-- Rendered dynamically -->
     </div>
 
-  <div id="cleanDataEmpty" style="padding:40px; text-align:center; color:var(--muted-fg); background:#f9fafb; border-radius:8px; border:2px dashed var(--border);">
+    <div id="cleanDataEmpty"
+      style="padding:40px; text-align:center; color:var(--muted-fg); background:#f9fafb; border-radius:8px; border:2px dashed var(--border);">
       Bạn chưa chọn sản phẩm nào để chỉnh sửa. Vui lòng nhập mã phía trên hoặc qua từ danh sách Sản phẩm.
     </div>
-</div>
+  </div>
 
-<script src="/static/product-desc/product-desc.js"></script>
-<!-- Chatbot Widget -->
-<script src="/static/product-desc/product-desc-chatbot.js?v=2"></script>
+  <script src="/static/product-desc/js/state.js?v=202604231530"></script>
+  <script src="/static/product-desc/js/core.js?v=202604231530"></script>
+  <script src="/static/product-desc/js/table.js?v=202604231530"></script>
+  <script src="/static/product-desc/js/detail.js?v=202604231530"></script>
+  <script src="/static/product-desc/js/clean-data.js?v=202604231530"></script>
+  <script src="/static/product-desc/js/prompt-fields.js?v=202604231530"></script>
+  <script src="/static/product-desc/js/bulk-actions.js?v=202604231530"></script>
+  <script src="/static/product-desc/js/batch-jobs.js?v=202604231530"></script>
+  <script src="/static/product-desc/js/tags-manager.js?v=202604231530"></script>
+  <script src="/static/product-desc/js/size-guide.js?v=202604231530"></script>
+  <script src="/static/product-desc/js/inline-editor.js?v=202604231530"></script>
+  <!-- Chatbot Widget -->
+  <script src="/static/product-desc/product-desc-chatbot.js?v=2"></script>
 </body>
+
 </html>