diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000000000000000000000000000000000000..8e2e2ca88e0b91da2b7da64905ffe175d70bc356
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,19 @@
+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+.Python
+*.so
+*.egg
+*.egg-info/
+dist/
+build/
+.env
+.venv
+env/
+venv/
+.git/
+.gitignore
+*.md
+README.md
+.DS_Store
diff --git a/.env b/.env
new file mode 100644
index 0000000000000000000000000000000000000000..228bd0e00075c3118ac43024c0939770fb62142b
--- /dev/null
+++ b/.env
@@ -0,0 +1,2 @@
+GROQ_API_KEY=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
+OPENAI_API_KEY=sk-tfL5uSZviTUOJ5-N3Y0fXw
diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..de7f8ee87ac0310575ffe2f1a6cc745cca1607b6
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,2 @@
+*.sqlite3 filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..d57665d4578e75425437b04bff5f73597adbde67
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,23 @@
+FROM python:3.10-slim
+
+WORKDIR /app
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y \
+    git \
+    && rm -rf /var/lib/apt/lists/*
+
+# Copy requirements
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy application files
+COPY app.py .
+COPY data/ ./data/
+COPY chroma_primary/ ./chroma_primary/
+
+# Expose port (Hugging Face uses 7860)
+EXPOSE 7860
+
+# Run the application
+CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..c18204726ee934d296dc8e105017b026e7755071
--- /dev/null
+++ b/README.md
@@ -0,0 +1,21 @@
+---
+title: Jewellery Search API
+emoji: 💎
+colorFrom: purple
+colorTo: pink
+sdk: docker
+pinned: false
+---
+
+# 💎 Jewellery Multimodal Search API
+
+AI-powered jewellery search with CLIP, ChromaDB, and LLM explanations.
+
+## Features
+- Text search
+- Visual similarity search  
+- Image upload search
+- Handwritten OCR search
+
+## API Docs
+Visit `/docs` for interactive API documentation.
diff --git a/app.py b/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..612f28977b0c0b1770e726a03eadbdec228a5e83
--- /dev/null
+++ b/app.py
@@ -0,0 +1,1168 @@
+# %%
+# ============================================================
+# JEWELLERY MULTIMODAL SEARCH BACKEND (FASTAPI)
+# ============================================================
+
+# %%
+# ============================================================
+# IMPORTS
+# ============================================================
+
+import os
+import json
+from typing import List, Dict
+
+import torch
+import clip
+import numpy as np
+import chromadb
+
+from fastapi import FastAPI, HTTPException, File, UploadFile
+from fastapi.middleware.cors import CORSMiddleware
+from fastapi.responses import FileResponse
+from pydantic import BaseModel
+
+from openai import OpenAI
+from dotenv import load_dotenv
+from sentence_transformers import CrossEncoder
+
+import base64
+import requests
+from PIL import Image
+import io
+
+# Load environment variables from .env file
+load_dotenv()
+
+# %%
+# ============================================================
+# CONFIG
+# ============================================================
+
+# Auto-detect if running in Docker (HF Spaces) or locally
+if os.path.exists("/app/data"):
+    # Running in Docker (Hugging Face Spaces)
+    BASE_DIR = "/app"
+else:
+    # Running locally - use script directory as base
+    BASE_DIR = os.path.dirname(os.path.abspath(__file__))
+
+CHROMA_PATH = os.path.join(BASE_DIR, "chroma_primary")
+DATA_DIR = os.path.join(BASE_DIR, "data", "tanishq")
+IMAGE_DIR = os.path.join(DATA_DIR, "images")
+BLIP_CAPTIONS_PATH = os.path.join(DATA_DIR, "blip_captions.json")
+
+DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
+
+# %%
+# ============================================================
+# LAZY MODEL LOADING (Reduces cold start time)
+# ============================================================
+
+# Global model references (loaded on first use)
+clip_model = None
+cross_encoder = None
+
+def get_clip_model():
+    """Lazy load CLIP model on first use"""
+    global clip_model
+    if clip_model is None:
+        print("🔹 Loading CLIP model...")
+        model, _ = clip.load("ViT-B/16", device=DEVICE)
+        model.eval()
+        clip_model = model
+        print("✅ CLIP model loaded")
+    return clip_model
+
+def get_cross_encoder():
+    """Lazy load Cross-Encoder on first use"""
+    global cross_encoder
+    if cross_encoder is None:
+        print("🔹 Loading Cross-Encoder for re-ranking...")
+        cross_encoder = CrossEncoder('cross-encoder/ms-marco-MiniLM-L-6-v2')
+        print("✅ Cross-Encoder loaded")
+    return cross_encoder
+
+# %%
+print("🔹 Loading BLIP captions...")
+with open(BLIP_CAPTIONS_PATH, "r") as f:
+    BLIP_CAPTIONS = json.load(f)
+
+# %%
+# ============================================================
+# INITIALIZE GROQ LLM CLIENT
+# ============================================================
+
+GROQ_API_KEY = os.environ.get("GROQ_API_KEY")
+if GROQ_API_KEY:
+    print("🔹 Initializing Groq LLM client...")
+    groq_client = OpenAI(
+        base_url="https://api.groq.com/openai/v1",
+        api_key=GROQ_API_KEY
+    )
+else:
+    groq_client = None
+    print("⚠️ GROQ_API_KEY not set; LLM features disabled (fallbacks enabled)")
+
+# NVIDIA OCR API configuration
+NVIDIA_API_KEY = os.environ.get("NVIDIA_API_KEY")
+NVIDIA_OCR_URL = "https://ai.api.nvidia.com/v1/cv/nvidia/nemoretriever-ocr-v1"
+
+# Fallback OCR configuration
+OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY")
+
+# %%
+# ============================================================
+# LOAD CHROMA (PERSISTED DB)
+# ============================================================
+
+print("🔹 Connecting to Chroma DB...")
+chroma_client = chromadb.PersistentClient(path=CHROMA_PATH)
+
+image_collection = chroma_client.get_collection("jewelry_images")
+metadata_collection = chroma_client.get_collection("jewelry_metadata")
+
+print(
+    "✅ Chroma loaded | Images:",
+    image_collection.count(),
+    "| Metadata:",
+    metadata_collection.count()
+)
+
+# %%
+# ============================================================
+# FASTAPI APP
+# ============================================================
+
+app = FastAPI(title="Jewellery Multimodal Search")
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=[
+        "http://localhost:5173",
+        "https://tanishq-rag-capstone-1lj2x4y1v-akash-aimls-projects.vercel.app",  # Vercel preview
+        "https://*.vercel.app",  # All Vercel deployments
+        "https://*.ngrok-free.app",  # Allow ngrok tunnels
+        "https://*.ngrok-free.dev",  # Allow ngrok tunnels (new domain)
+        "https://*.ngrok.io",         # Allow ngrok tunnels (legacy)
+    ],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+# %%
+# ============================================================
+# MIDDLEWARE FOR HF SPACES OPTIMIZATION
+# ============================================================
+
+import asyncio
+from starlette.requests import Request
+
+@app.middleware("http")
+async def add_optimizations(request: Request, call_next):
+    """Add upload size limits and request timeouts"""
+    
+    # Limit upload size to 5MB
+    if request.method == "POST":
+        content_length = request.headers.get("content-length")
+        if content_length and int(content_length) > 5 * 1024 * 1024:  # 5MB
+            raise HTTPException(status_code=413, detail="File too large (max 5MB)")
+    
+    # Add request timeout (60s for local dev/slower machines)
+    try:
+        response = await asyncio.wait_for(call_next(request), timeout=60.0)
+        return response
+    except asyncio.TimeoutError:
+        raise HTTPException(status_code=504, detail="Request timeout (max 60s)")
+
+# %%
+# ============================================================
+# REQUEST / RESPONSE SCHEMAS
+# ============================================================
+
+class TextSearchRequest(BaseModel):
+    query: str
+    filters: Dict[str, str] = None  # Explicit UI filters (e.g. {"metal": "gold"})
+    top_k: int = 5
+    use_reranking: bool = True  # Toggle cross-encoder (3x faster when False)
+    use_explanations: bool = True  # Toggle LLM explanations (500ms+ faster when False)
+
+
+class SimilarSearchRequest(BaseModel):
+    image_id: str
+    top_k: int = 5
+
+# %%
+# ============================================================
+# CLIP QUERY ENCODING (TEXT ONLY)
+# ============================================================
+
+def encode_text_clip(text: str) -> np.ndarray:
+    """Encode text using CLIP with memory cleanup"""
+    model = get_clip_model()
+    tokens = clip.tokenize([text]).to(DEVICE)
+    with torch.no_grad():
+        emb = model.encode_text(tokens)
+        emb = emb / emb.norm(dim=-1, keepdim=True)
+        result = emb.cpu().numpy()[0]
+    
+    # Memory cleanup
+    del tokens, emb
+    if DEVICE == "cuda":
+        torch.cuda.empty_cache()
+    
+    return result
+
+# %%
+# ============================================================
+# INTENT & ATTRIBUTE DETECTION WITH LLM (STRUCTURED)
+# ============================================================
+
+def detect_intent_and_attributes(query: str) -> Dict:
+    """
+    Extract search attributes and exclusions from query using LLM with fixed schema.
+    
+    Returns:
+        {
+            "intent": "search",
+            "attributes": {category, metal, primary_stone},  # Items to INCLUDE
+            "exclusions": {category, metal, primary_stone}   # Items to EXCLUDE
+        }
+    """
+    
+    prompt = f"""Extract jewellery search attributes from this query.
+
+Query: "{query}"
+
+Return ONLY valid JSON with this exact schema:
+{{
+  "intent": "search",
+  "attributes": {{
+    "category": "ring|necklace|earring|bracelet|null",
+    "metal": "gold|silver|platinum|null",
+    "primary_stone": "diamond|pearl|ruby|emerald|sapphire|null"
+  }},
+  "exclusions": {{
+    "category": "ring|necklace|earring|bracelet|null",
+    "metal": "gold|silver|platinum|null",
+    "primary_stone": "diamond|pearl|ruby|emerald|sapphire|null"
+  }}
+}}
+
+Rules:
+- "attributes" = what to INCLUDE (positive filters)
+- "exclusions" = what to EXCLUDE (negative filters)
+- Use null for unspecified fields
+- Detect negations: "no", "without", "not", "plain", "-free"
+
+Examples:
+
+Query: "gold ring with diamonds"
+{{"intent": "search", "attributes": {{"category": "ring", "metal": "gold", "primary_stone": "diamond"}}, "exclusions": {{"category": null, "metal": null, "primary_stone": null}}}}
+
+Query: "ring with no diamonds"
+{{"intent": "search", "attributes": {{"category": "ring", "metal": null, "primary_stone": null}}, "exclusions": {{"category": null, "metal": null, "primary_stone": "diamond"}}}}
+
+Query: "plain silver necklace"
+{{"intent": "search", "attributes": {{"category": "necklace", "metal": "silver", "primary_stone": null}}, "exclusions": {{"category": null, "metal": null, "primary_stone": "any"}}}}
+
+Query: "gold necklace without pearls"
+{{"intent": "search", "attributes": {{"category": "necklace", "metal": "gold", "primary_stone": null}}, "exclusions": {{"category": null, "metal": null, "primary_stone": "pearl"}}}}
+
+Return ONLY the JSON, no explanation."""
+
+    def simple_fallback() -> Dict:
+        q = query.lower()
+        attrs = {}
+
+        if "necklace" in q:
+            attrs["category"] = "necklace"
+        elif "ring" in q:
+            attrs["category"] = "ring"
+
+        if "gold" in q:
+            attrs["metal"] = "gold"
+        elif "silver" in q:
+            attrs["metal"] = "silver"
+
+        if "pearl" in q:
+            attrs["primary_stone"] = "pearl"
+        elif "diamond" in q:
+            attrs["primary_stone"] = "diamond"
+
+        return {
+            "intent": "search",
+            "attributes": attrs,
+            "exclusions": {}
+        }
+
+    if groq_client is None:
+        return simple_fallback()
+
+    try:
+        response = groq_client.chat.completions.create(
+            model="llama-3.3-70b-versatile",
+            messages=[{"role": "user", "content": prompt}],
+            temperature=0.1,
+            max_tokens=300
+        )
+        
+        result_text = response.choices[0].message.content.strip()
+        
+        # Extract JSON from response (handle markdown code blocks)
+        if "```json" in result_text:
+            result_text = result_text.split("```json")[1].split("```")[0].strip()
+        elif "```" in result_text:
+            result_text = result_text.split("```")[1].split("```")[0].strip()
+        
+        result = json.loads(result_text)
+        
+        # Clean null values
+        result["attributes"] = {k: v for k, v in result.get("attributes", {}).items() if v and v != "null"}
+        result["exclusions"] = {k: v for k, v in result.get("exclusions", {}).items() if v and v != "null"}
+        
+        return result
+        
+    except Exception as e:
+        print(f"⚠️ LLM extraction failed: {e}, falling back to simple extraction")
+        return simple_fallback()
+
+
+# %%
+# ============================================================
+# VISUAL RETRIEVAL (NO LANGCHAIN)
+# ============================================================
+
+def retrieve_visual_candidates(query_text: str, k: int = 100, where_filter: Dict = None):
+    q_emb = encode_text_clip(query_text)
+
+    # Use Chroma's built-in filtering if provided
+    res = image_collection.query(
+        query_embeddings=[q_emb],
+        n_results=k,
+        where=where_filter
+    )
+
+    if not res["ids"] or not res["ids"][0]:
+        return []
+
+    return [
+        {
+            "image_id": img_id,
+            "visual_score": dist
+        }
+        for img_id, dist in zip(res["ids"][0], res["distances"][0])
+    ]
+
+# %%
+# ============================================================
+# METADATA SCORING REFINEMENTS
+# ============================================================
+
+def adaptive_alpha(query_attrs: Dict) -> float:
+    return 0.1 + 0.1 * len(query_attrs)
+
+
+def refined_metadata_adjustment(meta: Dict, query_attrs: Dict) -> float:
+    score = 0.0
+
+    for attr, q_val in query_attrs.items():
+        m_val = meta.get(attr)
+        conf = meta.get(f"confidence_{attr}", 0.0)
+
+        if m_val == q_val:
+            score += conf
+        elif conf > 0.6:
+            score -= 0.3 * conf
+
+    return score
+
+
+def apply_metadata_boost(candidates: List[Dict], query_attrs: Dict, exclusions: Dict = None):
+    """
+    Rank candidates by combining visual similarity with metadata matching.
+    HARD FILTER out excluded items completely.
+    
+    Args:
+        candidates: List of {image_id, visual_score}
+        query_attrs: Attributes to INCLUDE (boost matching items)
+        exclusions: Attributes to EXCLUDE (FILTER OUT completely)
+    """
+    if exclusions is None:
+        exclusions = {}
+    
+    alpha = adaptive_alpha(query_attrs)
+    ranked = []
+
+    for c in candidates:
+        meta = metadata_collection.get(
+            ids=[c["image_id"]],
+            include=["metadatas"]
+        )["metadatas"][0]
+
+        # HARD FILTER: Skip items that match exclusions
+        should_exclude = False
+        for attr, excluded_value in exclusions.items():
+            meta_value = meta.get(attr)
+            
+            # Handle "any" exclusion (e.g., "plain" means no stones at all)
+            if excluded_value == "any":
+                # Exclude if has ANY stone (not unknown/null)
+                if meta_value and meta_value not in ["unknown", "null", ""]:
+                    should_exclude = True
+                    print(f"🚫 Excluding {c['image_id']}: has {attr}={meta_value} (want none)")
+                    break
+            # Handle specific exclusion
+            elif meta_value == excluded_value:
+                should_exclude = True
+                print(f"🚫 Excluding {c['image_id']}: has {attr}={meta_value} (excluded)")
+                break
+        
+        # Skip this item if it matches any exclusion
+        if should_exclude:
+            continue
+        
+        # Calculate positive boost from matching attributes
+        adjust = refined_metadata_adjustment(meta, query_attrs)
+        
+        # Final score: visual + metadata boost (no exclusion penalty needed)
+        final_score = c["visual_score"] - alpha * adjust
+
+        ranked.append({
+            "image_id": c["image_id"],
+            "visual_score": c["visual_score"],
+            "metadata_boost": adjust,
+            "final_score": final_score
+        })
+
+    return sorted(ranked, key=lambda x: x["final_score"])
+
+
+def rerank_with_cross_encoder(
+    query: str,
+    candidates: List[Dict],
+    top_k: int = 12
+) -> List[Dict]:
+    """
+    Re-rank candidates using cross-encoder for better semantic matching.
+    
+    Two-stage pipeline:
+    1. CLIP bi-encoder: Fast retrieval (already done)
+    2. Cross-encoder: Accurate semantic re-ranking
+    
+    Args:
+        query: User query text
+        candidates: List of {image_id, visual_score, metadata_boost, ...}
+        top_k: Number of results to return
+    
+    Returns:
+        Re-ranked list of top K candidates
+    """
+    if not candidates:
+        return []
+    
+    # Prepare query-document pairs for cross-encoder
+    pairs = []
+    for c in candidates:
+        # Get BLIP caption for this image
+        caption = BLIP_CAPTIONS.get(c["image_id"], "")
+        
+        # Get metadata
+        meta = metadata_collection.get(
+            ids=[c["image_id"]],
+            include=["metadatas"]
+        )["metadatas"][0]
+        
+        # Create rich text representation combining caption + metadata
+        doc_text = f"{caption}. Category: {meta.get('category', 'unknown')}, Metal: {meta.get('metal', 'unknown')}, Stone: {meta.get('primary_stone', 'unknown')}"
+        
+        pairs.append([query, doc_text])
+    
+    # Score all pairs with cross-encoder (batch processing)
+    print(f"🔄 Cross-encoder scoring {len(pairs)} candidates...")
+    encoder = get_cross_encoder()
+    cross_scores = encoder.predict(pairs, batch_size=32)
+    
+    # Combine scores: visual + metadata + cross-encoder
+    for i, c in enumerate(candidates):
+        c["cross_encoder_score"] = float(cross_scores[i])
+        
+        # Final score combines all signals
+        # - Visual similarity (CLIP): 30% weight
+        # - Metadata match: 20% weight  
+        # - Semantic similarity (cross-encoder): 50% weight (highest)
+        c["final_score_reranked"] = (
+            -c["visual_score"] * 0.3 +  # Negate because lower distance = better
+            c.get("metadata_boost", 0) * 0.2 +
+            c["cross_encoder_score"] * 0.5
+        )
+    
+    # Sort by final score (higher is better)
+    ranked = sorted(candidates, key=lambda x: x["final_score_reranked"], reverse=True)
+    
+    print(f"✅ Re-ranked {len(ranked)} candidates, returning top {top_k}")
+    return ranked[:top_k]
+
+
+# %%
+# ============================================================
+# IMAGE UPLOAD & OCR HELPER FUNCTIONS
+# ============================================================
+
+def encode_uploaded_image(image_bytes: bytes) -> np.ndarray:
+    """Encode uploaded image using CLIP model"""
+    try:
+        # Open image from bytes
+        image = Image.open(io.BytesIO(image_bytes))
+        
+        # Convert to RGB if necessary
+        if image.mode != 'RGB':
+            image = image.convert('RGB')
+        
+        # Resize if too large (max 512x512 for efficiency)
+        max_size = 512
+        if max(image.size) > max_size:
+            image.thumbnail((max_size, max_size), Image.Resampling.LANCZOS)
+        
+        # Preprocess for CLIP
+        from torchvision.transforms import Compose, Resize, CenterCrop, ToTensor, Normalize
+        
+        preprocess = Compose([
+            Resize(224, interpolation=Image.BICUBIC),
+            CenterCrop(224),
+            ToTensor(),
+            Normalize((0.48145466, 0.4578275, 0.40821073), 
+                     (0.26862954, 0.26130258, 0.27577711))
+        ])
+        
+        image_tensor = preprocess(image).unsqueeze(0).to(DEVICE)
+        
+        # Encode with CLIP
+        model = get_clip_model()
+        with torch.no_grad():
+            image_features = model.encode_image(image_tensor)
+            image_features = image_features / image_features.norm(dim=-1, keepdim=True)
+            result = image_features.cpu().numpy()[0]
+        
+        # Memory cleanup
+        del image_tensor, image_features
+        if DEVICE == "cuda":
+            torch.cuda.empty_cache()
+        
+        return result
+        
+    except Exception as e:
+        raise HTTPException(status_code=400, detail=f"Failed to process image: {str(e)}")
+
+
+def extract_text_from_image(image_bytes: bytes) -> str:
+    """Extract text from image using NVIDIA NeMo Retriever OCR API with GPT-4.1-Nano fallback"""
+    
+    # Try NVIDIA OCR first if key is configured
+    extracted_text = ""
+    nvidia_failed = False
+    
+    if NVIDIA_API_KEY:
+        try:
+            # Encode image to base64
+            image_b64 = base64.b64encode(image_bytes).decode()
+            
+            # Prepare request
+            headers = {
+                "Authorization": f"Bearer {NVIDIA_API_KEY}",
+                "Accept": "application/json",
+                "Content-Type": "application/json"
+            }
+            
+            payload = {
+                "input": [
+                    {
+                        "type": "image_url",
+                        "url": f"data:image/png;base64,{image_b64}"
+                    }
+                ]
+            }
+            
+            # Call NVIDIA OCR API
+            print(f"📞 Calling NVIDIA OCR API...")
+            response = requests.post(
+                NVIDIA_OCR_URL,
+                headers=headers,
+                json=payload,
+                timeout=15  # Shorter timeout to fail fast
+            )
+            
+            if response.status_code == 200:
+                result = response.json()
+                
+                # Format 1: Text detections array
+                if "data" in result and isinstance(result["data"], list) and len(result["data"]) > 0:
+                    for data_item in result["data"]:
+                        if isinstance(data_item, dict) and "text_detections" in data_item:
+                            for detection in data_item["text_detections"]:
+                                if "text_prediction" in detection and "text" in detection["text_prediction"]:
+                                    extracted_text += detection["text_prediction"]["text"] + " "
+                        elif isinstance(data_item, dict) and "content" in data_item:
+                            extracted_text += data_item["content"] + " "
+                
+                # Format 2: Direct text field
+                elif "text" in result:
+                    extracted_text = result["text"]
+                
+                # Format 3: Choices/Results
+                elif "choices" in result and len(result["choices"]) > 0:
+                    if "text" in result["choices"][0]:
+                        extracted_text = result["choices"][0]["text"]
+                    elif "message" in result["choices"][0]:
+                        extracted_text = result["choices"][0]["message"].get("content", "")
+                
+                extracted_text = extracted_text.strip()
+                if extracted_text:
+                    print(f"✅ Extracted text (NVIDIA): '{extracted_text}'")
+                    return extracted_text
+            
+            print(f"⚠️ NVIDIA OCR failed with status {response.status_code}. Trying fallback...")
+            nvidia_failed = True
+            
+        except Exception as e:
+            print(f"⚠️ NVIDIA OCR exception: {e}. Trying fallback...")
+            nvidia_failed = True
+    else:
+        print("ℹ️ NVIDIA_API_KEY not set. Using fallback directly.")
+        nvidia_failed = True
+    
+    # FALLBACK: Custom GPT-4.1-Nano OCR (OpenAI Compatible)
+    try:
+        if not OPENAI_API_KEY:
+             raise HTTPException(status_code=500, detail="OCR unavailable: Primary failed and OPENAI_API_KEY not set for fallback.")
+             
+        print("🔄 Using Global GPT-4.1-Nano Fallback...")
+        
+        # Initialize OpenAI client with custom base URL
+        from openai import OpenAI
+        
+        client = OpenAI(
+            base_url="https://apidev.navigatelabsai.com/v1",
+            api_key=OPENAI_API_KEY
+        )
+        
+        image_b64 = base64.b64encode(image_bytes).decode()
+        
+        response = client.chat.completions.create(
+            model="gpt-4.1-nano",
+            messages=[
+                {
+                    "role": "user",
+                    "content": [
+                        {"type": "text", "text": "Transcribe the handwritten text in this image exactly as it appears. Output ONLY the text, nothing else."},
+                        {
+                            "type": "image_url",
+                            "image_url": {
+                                "url": f"data:image/png;base64,{image_b64}"
+                            }
+                        }
+                    ]
+                }
+            ],
+            max_tokens=300
+        )
+        
+        extracted_text = response.choices[0].message.content.strip()
+        
+        if not extracted_text:
+             raise HTTPException(status_code=400, detail="No readable text found in image (Fallback).")
+             
+        print(f"✅ Extracted text (Fallback GPT): '{extracted_text}'")
+        return extracted_text
+        
+    except HTTPException:
+        raise
+    except Exception as e:
+        print(f"❌ Fallback OCR failed: {e}")
+        raise HTTPException(status_code=500, detail=f"OCR failed permanently: {str(e)}")
+
+
+# %%
+# ============================================================
+# LLM-POWERED EXPLANATION (GROQ LLAMA 3.1) - BATCH PROCESSING
+# ============================================================
+
+def batch_generate_explanations(results: List[Dict], query_attrs: Dict, user_query: str) -> List[str]:
+    """Generate diverse, LLM-powered explanations for all search results in ONE API call"""
+    
+    if not results:
+        return []
+    
+    # Build context for all items (handle up to 20 items in one call)
+    items_context = []
+    for idx, r in enumerate(results, 1):
+        meta = metadata_collection.get(
+            ids=[r["image_id"]],
+            include=["metadatas"]
+        )["metadatas"][0]
+        
+        matched_attrs = [v for k, v in query_attrs.items() if meta.get(k) == v]
+        
+        # Compact format to save tokens
+        item_info = f"{idx}. {meta.get('category', 'item')} | {meta.get('metal', '?')} | {meta.get('primary_stone', '?')} | score:{r['visual_score']:.2f} | matched:{','.join(matched_attrs) if matched_attrs else 'none'}"
+        items_context.append(item_info)
+    
+    # Compact prompt to fit more items
+    prompt = f"""Query: "{user_query}"
+
+Write 1 brief sentence for EACH item:
+
+{chr(10).join(items_context)}
+
+Format:
+1. [sentence]
+2. [sentence]
+etc."""
+
+    if groq_client is None:
+        explanations = []
+    else:
+        try:
+            # Single API call for ALL items
+            response = groq_client.chat.completions.create(
+                model="llama-3.1-8b-instant",
+                messages=[
+                    {"role": "system", "content": "Write brief jewellery recommendations."},
+                    {"role": "user", "content": prompt}
+                ],
+                temperature=0.7,
+                max_tokens=min(800, len(results) * 60),  # Increased for 12+ items
+                top_p=0.9
+            )
+
+            # Parse response
+            full_response = response.choices[0].message.content.strip()
+            explanations = []
+
+            import re
+            pattern = r'^\s*(\d+)[\.:)\-]\s*(.+?)(?=^\s*\d+[\.:)\-]|\Z)'
+            matches = re.findall(pattern, full_response, re.MULTILINE | re.DOTALL)
+
+            if matches and len(matches) >= len(results):
+                for num, text in matches[:len(results)]:
+                    clean_text = ' '.join(text.strip().split())
+                    if clean_text and len(clean_text) > 10:
+                        explanations.append(clean_text)
+
+            if len(explanations) >= len(results):
+                return explanations[:len(results)]
+
+            # If incomplete, pad with fallback
+            print(f"⚠️ LLM returned {len(explanations)}/{len(results)} explanations, padding with fallback")
+
+        except Exception as e:
+            print(f"⚠️ LLM explanation failed: {e}, using fallback")
+            explanations = []
+    
+    # Fallback for missing explanations
+    while len(explanations) < len(results):
+        idx = len(explanations)
+        r = results[idx]
+        meta = metadata_collection.get(
+            ids=[r["image_id"]],
+            include=["metadatas"]
+        )["metadatas"][0]
+        matched_attrs = [v for k, v in query_attrs.items() if meta.get(k) == v]
+        
+        category = meta.get('category', 'item')
+        metal = meta.get('metal', 'unknown')
+        stone = meta.get('primary_stone', 'unknown')
+        
+        if matched_attrs and r['visual_score'] < 1.3:
+            explanations.append(
+                f"Excellent {category} featuring {' and '.join(matched_attrs)}. High visual similarity (score: {r['visual_score']:.2f})."
+            )
+        elif matched_attrs:
+            explanations.append(
+                f"Beautiful {metal} {category} with {stone}. Features {' and '.join(matched_attrs)}."
+            )
+        elif r['visual_score'] < 1.3:
+            explanations.append(
+                f"Highly similar {category} with excellent visual match. {metal.capitalize()} with {stone}."
+            )
+        else:
+            explanations.append(
+                f"Recommended {metal} {category} with {stone}. Good visual similarity."
+            )
+    
+    return explanations
+# ============================================================
+# API ENDPOINTS
+# ============================================================
+
+@app.get("/health")
+def health_check():
+    """Health check endpoint for HF Spaces monitoring"""
+    return {
+        "status": "healthy",
+        "models_loaded": {
+            "clip": clip_model is not None,
+            "cross_encoder": cross_encoder is not None,
+            "blip_captions": len(BLIP_CAPTIONS) > 0
+        },
+        "database": {
+            "images": image_collection.count(),
+            "metadata": metadata_collection.count()
+        }
+    }
+
+@app.post("/search/text")
+def search_text(req: TextSearchRequest):
+    # Detect intent from text
+    if req.query.strip():
+        intent = detect_intent_and_attributes(req.query)
+        attrs = intent["attributes"]
+    else:
+        intent = {"intent": "filter", "attributes": {}, "exclusions": {}}
+        attrs = {}
+
+    # === DUAL-STAGE FILTERING STRATEGY ===
+    # 1. Identify valid IDs from Metadata Collection (Source of Truth)
+    # 2. Use those IDs to filter Vector Search results
+
+    # Construct WHERE clause for Metadata Collection
+    where_clauses = []
+    
+    if req.filters:
+        for key, value in req.filters.items():
+            where_clauses.append({key: value.lower()}) # Explicit filters
+    
+    # Also apply attributes detected from text as generic filters if user didn't specify explicit ones
+    # (Optional: this makes "emerald ring" implies primary_stone=emerald)
+    # But usually we let visual search handle text unless it's strict.
+    
+    final_where = None
+    if len(where_clauses) > 1:
+        final_where = {"$and": where_clauses}
+    elif len(where_clauses) == 1:
+        final_where = where_clauses[0]
+    
+    valid_ids = None
+    if final_where:
+        # Fetch ALL valid IDs matching the filter
+        print(f"🔍 Filtering metadata with: {final_where}")
+        meta_res = metadata_collection.get(where=final_where, include=["metadatas"])
+        if meta_res["ids"]:
+            valid_ids = set(meta_res["ids"])
+            print(f"✅ Found {len(valid_ids)} valid items matching filters.")
+        else:
+            print("⚠️ No items match the filters.")
+            return {"query": req.query, "intent": attrs, "results": []}
+
+    # === EXECUTE SEARCH ===
+    
+    # Case A: Filter Only (No Text Query)
+    if not req.query.strip() and valid_ids:
+        # Just return the matching items (Top K)
+        candidates = [{"image_id": vid, "visual_score": 0.0} for vid in list(valid_ids)[:req.top_k]]
+        ranked = candidates # No ranking needed without text
+        explanations = ["Filtered result"] * len(ranked)
+        
+    # Case B: Text Query (with or without Filter)
+    else:
+        search_query = req.query if req.query.strip() else "jewellery"
+        
+        # We perform a BROADER vector search, then filter in Python
+        # Retrieve K*5 or at least 100 to ensure we find intersections
+        fetch_k = 200 if valid_ids else 40 
+        
+        # Note: We do NOT pass 'where' to retrieve_visual_candidates because 
+        # image_collection lacks metadata. We filter manually.
+        candidates = retrieve_visual_candidates(search_query, k=fetch_k)
+        
+        filtered_candidates = []
+        for c in candidates:
+            if valid_ids is not None:
+                if c["image_id"] in valid_ids:
+                    filtered_candidates.append(c)
+            else:
+                filtered_candidates.append(c)
+        
+        # Apply strict limit now
+        filtered = filtered_candidates # apply_metadata_boost(filtered_candidates, attrs, {})
+        
+        # Cross-encoder re-ranking
+        if req.use_reranking and filtered and req.query.strip():
+            ranked = rerank_with_cross_encoder(req.query, filtered, req.top_k)
+        else:
+            ranked = filtered[:req.top_k]
+            
+        # Explanations
+        if req.use_explanations and req.query.strip():
+            explanations = batch_generate_explanations(ranked, attrs, search_query)
+        else:
+            explanations = ["Match found"] * len(ranked)
+
+    # === FORMAT RESULTS ===
+    results = []
+    
+    # Fetch metadata for final results
+    if ranked:
+        ranked_ids = [r["image_id"] for r in ranked]
+        metas = metadata_collection.get(ids=ranked_ids, include=["metadatas"])["metadatas"]
+        meta_map = {rid: m for rid, m in zip(ranked_ids, metas)}
+    else:
+        meta_map = {}
+
+    for r, explanation in zip(ranked, explanations):
+        results.append({
+            "image_id": r["image_id"],
+            "explanation": explanation,
+            "metadata": meta_map.get(r["image_id"], {}),
+            "scores": {
+                "visual": r["visual_score"],
+                "final": r.get("visual_score", 0) # simplified
+            }
+        })
+
+    return {
+        "query": req.query,
+        "intent": attrs,
+        "results": results
+    }
+
+    return {
+        "query": req.query,
+        "intent": attrs,
+        "results": results
+    }
+
+# %%
+@app.post("/search/similar")
+def search_similar(req: SimilarSearchRequest):
+    base = image_collection.get(
+        ids=[req.image_id],
+        include=["embeddings"]
+    )["embeddings"][0]
+
+    res = image_collection.query(
+        query_embeddings=[base],
+        n_results=req.top_k + 1
+    )
+
+    base_meta = metadata_collection.get(
+        ids=[req.image_id],
+        include=["metadatas"]
+    )["metadatas"][0]
+
+    attrs = {
+        k: base_meta[k]
+        for k in ["category", "metal", "primary_stone"]
+        if base_meta.get(k) != "unknown"
+    }
+
+    candidates = [
+        {
+            "image_id": img_id,
+            "visual_score": dist
+        }
+        for img_id, dist in zip(res["ids"][0], res["distances"][0])
+        if img_id != req.image_id
+    ]
+
+    ranked = apply_metadata_boost(candidates, attrs, {})[:req.top_k]
+
+    # Generate all explanations in one batch LLM call
+    # For similar search, use the base image ID as the query context
+    query_context = f"items similar to {req.image_id}"
+    explanations = batch_generate_explanations(ranked, attrs, query_context)
+    
+    results = []
+    for r, explanation in zip(ranked, explanations):
+        results.append({
+            "image_id": r["image_id"],
+            "explanation": explanation,
+            "scores": {
+                "visual": r["visual_score"],
+                "metadata": r["metadata_boost"],
+                "final": r["final_score"]
+            }
+        })
+
+    return {
+        "base_image": req.image_id,
+        "results": results
+    }
+
+# %%
+# ============================================================
+# IMAGE UPLOAD SEARCH ENDPOINT
+# ============================================================
+
+@app.post("/search/upload-image")
+async def search_by_uploaded_image(
+    file: UploadFile = File(...),
+    top_k: int = 12
+):
+    """
+    Search for similar jewellery items by uploading an image.
+    The image is encoded using CLIP and queried against the database.
+    """
+    # Validate file type
+    if not file.content_type or not file.content_type.startswith('image/'):
+        raise HTTPException(status_code=400, detail="File must be an image")
+    
+    try:
+        # Read image bytes
+        image_bytes = await file.read()
+        
+        # Encode image with CLIP
+        query_embedding = encode_uploaded_image(image_bytes)
+        
+        # Query ChromaDB
+        res = image_collection.query(
+            query_embeddings=[query_embedding.tolist()],
+            n_results=min(100, top_k * 10),
+            include=["distances"]
+        )
+        
+        # Get metadata for all results
+        candidates = []
+        for img_id, dist in zip(res["ids"][0], res["distances"][0]):
+            candidates.append({
+                "image_id": img_id,
+                "visual_score": dist
+            })
+        
+        # Get metadata from first result to infer attributes
+        if candidates:
+            base_meta = metadata_collection.get(
+                ids=[candidates[0]["image_id"]],
+                include=["metadatas"]
+            )["metadatas"][0]
+            
+            attrs = {
+                k: base_meta[k]
+                for k in ["category", "metal", "primary_stone"]
+                if base_meta.get(k) != "unknown"
+            }
+        else:
+            attrs = {}
+        
+        # Apply metadata boost (no exclusions for image upload)
+        ranked = apply_metadata_boost(candidates, attrs, {})[:top_k]
+        
+        # Generate explanations in batch
+        query_context = f"items visually similar to uploaded image"
+        explanations = batch_generate_explanations(ranked, attrs, query_context)
+        
+        results = []
+        for r, explanation in zip(ranked, explanations):
+            results.append({
+                "image_id": r["image_id"],
+                "explanation": explanation,
+                "scores": {
+                    "visual": r["visual_score"],
+                    "metadata": r["metadata_boost"],
+                    "final": r["final_score"]
+                }
+            })
+        
+        return {
+            "query_type": "uploaded_image",
+            "filename": file.filename,
+            "results": results
+        }
+        
+    except HTTPException:
+        raise
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"Image search failed: {str(e)}")
+
+
+# %%
+# ============================================================
+# OCR QUERY SEARCH ENDPOINT
+# ============================================================
+
+@app.post("/search/ocr-query")
+async def search_by_ocr_query(
+    file: UploadFile = File(...),
+    top_k: int = 12
+):
+    """
+    Extract text from uploaded image using NVIDIA NeMo OCR,
+    then perform text-based search with the extracted query.
+    """
+    # Validate file type
+    if not file.content_type or not file.content_type.startswith('image/'):
+        raise HTTPException(status_code=400, detail="File must be an image")
+    
+    try:
+        # Read image bytes
+        image_bytes = await file.read()
+        
+        # Extract text using NVIDIA OCR
+        extracted_text = extract_text_from_image(image_bytes)
+        
+        print(f"📝 Extracted text from image: '{extracted_text}'")
+        
+        # Use the extracted text for normal text search
+        intent = detect_intent_and_attributes(extracted_text)
+        attrs = intent["attributes"]
+        exclusions = intent.get("exclusions", {})
+        
+        # Stage 1: CLIP retrieval (reduced to k=40 for HF Spaces)
+        candidates = retrieve_visual_candidates(extracted_text, k=40)
+        
+        # Stage 2: Metadata boost + exclusion filtering
+        filtered = apply_metadata_boost(candidates, attrs, exclusions)
+        
+        # Stage 3: Cross-encoder re-ranking
+        ranked = rerank_with_cross_encoder(extracted_text, filtered, top_k)
+        
+        # Generate explanations in batch
+        explanations = batch_generate_explanations(ranked, attrs, extracted_text)
+        
+        results = []
+        for r, explanation in zip(ranked, explanations):
+            results.append({
+                "image_id": r["image_id"],
+                "explanation": explanation,
+                "scores": {
+                    "visual": r["visual_score"],
+                    "metadata": r["metadata_boost"],
+                    "final": r["final_score"]
+                }
+            })
+        
+        return {
+            "query_type": "ocr_extracted",
+            "extracted_text": extracted_text,
+            "intent": attrs,
+            "results": results
+        }
+        
+    except HTTPException:
+        raise
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"OCR search failed: {str(e)}")
+
+# %%
+@app.get("/image/{image_id}")
+def get_image(image_id: str):
+    path = os.path.join(IMAGE_DIR, image_id)
+    if not os.path.exists(path):
+        raise HTTPException(status_code=404, detail="Image not found")
+    return FileResponse(path)
+
+# %%
+# ============================================================
+# RUN SERVER
+# ============================================================
+
+if __name__ == "__main__":
+    import uvicorn
+    print("🚀 Starting Jewellery Search API server...")
+    print(f"📁 Data directory: {DATA_DIR}")
+    print(f"📁 Image directory: {IMAGE_DIR}")
+    print(f"📁 ChromaDB path: {CHROMA_PATH}")
+    print(f"🌐 Server will run on: http://localhost:8000")
+    print(f"📖 API docs available at: http://localhost:8000/docs")
+    uvicorn.run(app, host="0.0.0.0", port=8000, log_level="info")
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+{
+  "necklace_necklace_1.jpg": "a gold necklace with white pearls on a white background",
+  "necklace_necklace_10.jpg": "a gold bracelet with a knot design on it",
+  "necklace_necklace_100.jpg": "a gold necklace with a pearl on it",
+  "necklace_necklace_101.jpg": "a gold plated bracelet with a name on it",
+  "necklace_necklace_102.jpg": "a gold necklace with a single diamond on it",
+  "necklace_necklace_103.jpg": "a gold necklace with the word love on it",
+  "necklace_necklace_104.jpg": "a gold necklace with a small white diamond",
+  "necklace_necklace_105.jpg": "a rose gold necklace with a white diamond in the center",
+  "necklace_necklace_106.jpg": "a gold necklace with a single diamond in the middle",
+  "necklace_necklace_107.jpg": "sterling silver infinity necklace",
+  "necklace_necklace_108.jpg": "a yellow gold necklace with a single diamond",
+  "necklace_necklace_109.jpg": "a gold necklace with a single diamond",
+  "necklace_necklace_110.jpg": "a gold necklace with three circles and flowers",
+  "necklace_necklace_111.jpg": "a gold bracelet with three small hearts",
+  "necklace_necklace_112.jpg": "gold plated bracelet with fish design",
+  "necklace_necklace_113.jpg": "a gold necklace with four circles",
+  "necklace_necklace_114.jpg": "a gold bracelet with pearls and pearls",
+  "necklace_necklace_115.jpg": "a gold plated bracelet with a flower charm",
+  "necklace_necklace_116.jpg": "a gold bracelet with three small charms on it",
+  "necklace_necklace_117.jpg": "a gold necklace with a chain that is attached to it",
+  "necklace_necklace_118.jpg": "a gold bracelet with a single pearl and a single pearl",
+  "necklace_necklace_119.jpg": "a gold plated necklace with a single pearl",
+  "necklace_necklace_12.jpg": "a necklace with black and gold beads",
+  "necklace_necklace_120.jpg": "a yellow gold necklace with a single chain",
+  "necklace_necklace_121.jpg": "a gold hoop with a gold chain and a gold hoop with a gold chain and a gold hoop with a",
+  "necklace_necklace_122.jpg": "a gold necklace with a bar on the front and a chain on the back",
+  "necklace_necklace_123.jpg": "a gold necklace with a single diamond",
+  "necklace_necklace_124.jpg": "a gold necklace with a black heart on it",
+  "necklace_necklace_125.jpg": "a gold bracelet with a single flower on it",
+  "necklace_necklace_126.jpg": "a gold necklace with a small stone on it",
+  "necklace_necklace_127.jpg": "a yellow gold necklace with two circles of gold beads on a white background",
+  "necklace_necklace_128.jpg": "a gold bracelet with a diamond heart on it",
+  "necklace_necklace_129.jpg": "a gold bracelet with a heart charm on it",
+  "necklace_necklace_130.jpg": "a gold bracelet with a bar on it",
+  "necklace_necklace_131.jpg": "a gold necklace with a small bird on it ' s neck",
+  "necklace_necklace_132.jpg": "a yellow gold necklace with a flower design on it",
+  "necklace_necklace_133.jpg": "a gold necklace with a flower design on it",
+  "necklace_necklace_134.jpg": "a gold necklace with a flower design on it",
+  "necklace_necklace_135.jpg": "a gold necklace with a pearl and a diamond pendant",
+  "necklace_necklace_136.jpg": "a gold necklace with two circles on a white background",
+  "necklace_necklace_137.jpg": "a gold necklace with a heart charm",
+  "necklace_necklace_138.jpg": "a gold and diamond necklace with a flower design",
+  "necklace_necklace_139.jpg": "a yellow gold bracelet with flowers and leaves",
+  "necklace_necklace_14.jpg": "a gold necklace with purple stones on a white background",
+  "necklace_necklace_141.jpg": "a gold necklace with a diamond heart pendant",
+  "necklace_necklace_143.jpg": "a necklace with pearls and diamonds",
+  "necklace_necklace_144.jpg": "a gold necklace with a black diamond",
+  "necklace_necklace_145.jpg": "a gold necklace with a curved design on it",
+  "necklace_necklace_146.jpg": "a gold necklace with a small triangle on a white background",
+  "necklace_necklace_147.jpg": "a gold necklace with a square shaped pendant",
+  "necklace_necklace_149.jpg": "a gold necklace with two triangles on a white background",
+  "necklace_necklace_15.jpg": "a gold necklace with green stones on a white background",
+  "necklace_necklace_151.jpg": "a gold necklace with circles on a white background",
+  "necklace_necklace_153.jpg": "a gold necklace with five discs on a white background",
+  "necklace_necklace_154.jpg": "a gold and pearl necklace with a white pearl pendant",
+  "necklace_necklace_155.jpg": "a gold bracelet with pearls and diamonds on a white background",
+  "necklace_necklace_156.jpg": "a gold necklace with a pearl on it",
+  "necklace_necklace_158.jpg": "a gold necklace with a small coin on it",
+  "necklace_necklace_16.jpg": "a gold necklace with a black and white bea",
+  "necklace_necklace_160.jpg": "a gold plated necklace with a hexagon pendant",
+  "necklace_necklace_161.jpg": "a rose gold plated bracelet with a single rose cut diamond",
+  "necklace_necklace_162.jpg": "a gold necklace with a black stone and a gold chain",
+  "necklace_necklace_164.jpg": "a gold plated necklace with a triangle pendant",
+  "necklace_necklace_165.jpg": "an image of a necklace with two strands of pink and blue beads",
+  "necklace_necklace_167.jpg": "a gold necklace with circles on a white background",
+  "necklace_necklace_169.jpg": "a gold necklace with green stones",
+  "necklace_necklace_170.jpg": "a rose gold necklace with amethe and amethe stones",
+  "necklace_necklace_171.jpg": "a necklace with a gold disc on a white background",
+  "necklace_necklace_172.jpg": "a gold necklace with a long chain",
+  "necklace_necklace_173.jpg": "a gold necklace with purple stones",
+  "necklace_necklace_174.jpg": "a gold necklace with circles and pearls",
+  "necklace_necklace_175.jpg": "a gold necklace with three discs on it",
+  "necklace_necklace_176.jpg": "a gold and diamond necklace with a snake charm",
+  "necklace_necklace_177.jpg": "a gold necklace with purple stones on a white background",
+  "necklace_necklace_178.jpg": "a gold bracelet with three inter rings on it",
+  "necklace_necklace_179.jpg": "a gold bracelet with circles on a white background",
+  "necklace_necklace_18.jpg": "a long necklace with yellow and blue beads",
+  "necklace_necklace_180.jpg": "a gold bracelet with three discs on a white background",
+  "necklace_necklace_181.jpg": "a rose gold necklace with a pearl",
+  "necklace_necklace_182.jpg": "a gold necklace with a chain that has been made from a single strand of gold beads",
+  "necklace_necklace_183.jpg": "a gold necklace with beads",
+  "necklace_necklace_184.jpg": "a gold bracelet with a single circle on a white background",
+  "necklace_necklace_185.jpg": "a gold necklace with a flower design on it",
+  "necklace_necklace_186.jpg": "a gold and diamond necklace",
+  "necklace_necklace_187.jpg": "a gold chain necklace with a diamond pendant on it",
+  "necklace_necklace_188.jpg": "a gold chain necklace with a single bea",
+  "necklace_necklace_189.jpg": "the gold ball necklace",
+  "necklace_necklace_19.jpg": "a long necklace with black and white stones",
+  "necklace_necklace_190.jpg": "the gold ball necklace",
+  "necklace_necklace_191.jpg": "a gold necklace with a flower design on it",
+  "necklace_necklace_192.jpg": "a gold necklace with a long chain on a white background",
+  "necklace_necklace_193.jpg": "a gold necklace with a cross on it",
+  "necklace_necklace_194.jpg": "a gold necklace with pearls and beads on a white background",
+  "necklace_necklace_195.jpg": "a gold necklace with three strands of beads on a white background",
+  "necklace_necklace_196.jpg": "a gold ball chain necklace on a white background",
+  "necklace_necklace_197.jpg": "the gold ball chain necklace",
+  "necklace_necklace_198.jpg": "a gold necklace with a white stone and a gold chain",
+  "necklace_necklace_199.jpg": "a gold necklace with a white and grey bea",
+  "necklace_necklace_2.jpg": "a yellow gold necklace with amethe and amethe",
+  "necklace_necklace_20.jpg": "a necklace with green and blue stones",
+  "necklace_necklace_200.jpg": "a gold necklace with a circular design on it",
+  "necklace_necklace_201.jpg": "a gold and diamond necklace",
+  "necklace_necklace_202.jpg": "a gold necklace with two birds on it",
+  "necklace_necklace_203.jpg": "a pearl and diamond necklace",
+  "necklace_necklace_204.jpg": "a gold and pearl necklace",
+  "necklace_necklace_205.jpg": "a gold necklace with a white pearl and a gold chain",
+  "necklace_necklace_206.jpg": "a pearl and diamond necklace",
+  "necklace_necklace_207.jpg": "a gold necklace with a red heart on it",
+  "necklace_necklace_208.jpg": "a gold necklace with a black stone on it",
+  "necklace_necklace_209.jpg": "a gold necklace with a snake on it",
+  "necklace_necklace_21.jpg": "a long necklace with black and white beads",
+  "necklace_necklace_210.jpg": "a yellow gold chain bracelet with a clasp",
+  "necklace_necklace_212.jpg": "a silver bracelet with a heart charm on it",
+  "necklace_necklace_213.jpg": "a pair of earphones on a white background",
+  "necklace_necklace_214.jpg": "a silver necklace with a chain around it",
+  "necklace_necklace_215.jpg": "a silver necklace with a circular link and a circular link",
+  "necklace_necklace_216.jpg": "a white pearl necklace on a white background",
+  "necklace_necklace_217.jpg": "a white gold necklace with a silver ball on a white background",
+  "necklace_necklace_218.jpg": "a silver and gold necklace with two tone beads",
+  "necklace_necklace_219.jpg": "a rose gold necklace with a single rose cut diamond",
+  "necklace_necklace_22.jpg": "a long necklace with blue beads",
+  "necklace_necklace_220.jpg": "a gold bracelet with pearls and pearls",
+  "necklace_necklace_221.jpg": "a gold necklace on a white background",
+  "necklace_necklace_222.jpg": "a gold bracelet with a snake design on it",
+  "necklace_necklace_223.jpg": "a gold chain bracelet with a clasp",
+  "necklace_necklace_224.jpg": "a gold chain bracelet with a clasp",
+  "necklace_necklace_225.jpg": "a gold chain bracelet with a clasp",
+  "necklace_necklace_226.jpg": "a gold necklace with a snake on it",
+  "necklace_necklace_227.jpg": "a gold necklace with a snake design on it",
+  "necklace_necklace_228.jpg": "a gold chain with a clasp",
+  "necklace_necklace_229.jpg": "a gold snake necklace on a white background",
+  "necklace_necklace_23.jpg": "a long necklace with yellow and black beads",
+  "necklace_necklace_230.jpg": "a gold chain bracelet with a clasp",
+  "necklace_necklace_231.jpg": "a gold necklace with a twisted design",
+  "necklace_necklace_232.jpg": "a gold necklace with a twisted rope",
+  "necklace_necklace_233.jpg": "a gold and diamond bracelet",
+  "necklace_necklace_234.jpg": "a gold and diamond bracelet",
+  "necklace_necklace_235.jpg": "a gold and diamond necklace",
+  "necklace_necklace_236.jpg": "a gold bracelet with a single stone and a single stone",
+  "necklace_necklace_237.jpg": "a gold and silver necklace with a long chain",
+  "necklace_necklace_238.jpg": "a drawing of a necklace on a white background",
+  "necklace_necklace_239.jpg": "a gold necklace and bracelet set",
+  "necklace_necklace_24.jpg": "a necklace with yellow and white beads",
+  "necklace_necklace_240.jpg": "a gold necklace with a gold chain on a white background",
+  "necklace_necklace_241.jpg": "a gold necklace with a chain",
+  "necklace_necklace_242.jpg": "a gold necklace on a white background",
+  "necklace_necklace_243.jpg": "a pair of gold hoop earrings",
+  "necklace_necklace_244.jpg": "a gold and silver bracelet with diamonds",
+  "necklace_necklace_245.jpg": "a gold necklace with a chain that is attached to it",
+  "necklace_necklace_246.jpg": "a gold necklace with a single chain",
+  "necklace_necklace_247.jpg": "a pair of gold hoop earrings on a white background",
+  "necklace_necklace_248.jpg": "a gold and silver bracelet",
+  "necklace_necklace_249.jpg": "a gold necklace with a chain",
+  "necklace_necklace_25.jpg": "a necklace with green stones and a gold chain",
+  "necklace_necklace_250.jpg": "a gold plated necklace with a gold chain on a white background",
+  "necklace_necklace_251.jpg": "a yellow gold necklace with a diamond pendant",
+  "necklace_necklace_252.jpg": "a gold necklace on a white background",
+  "necklace_necklace_253.jpg": "a gold chain bracelet with a ball clasp",
+  "necklace_necklace_254.jpg": "a gold chain bracelet with a clasp",
+  "necklace_necklace_255.jpg": "a gold necklace with a long chain",
+  "necklace_necklace_256.jpg": "a yellow gold chain with a diamond clasp",
+  "necklace_necklace_257.jpg": "a yellow gold chain with oval links",
+  "necklace_necklace_258.jpg": "14k yellow gold filled cable chain",
+  "necklace_necklace_259.jpg": "a yellow gold chain with a circular link",
+  "necklace_necklace_26.jpg": "a long necklace with blue and white beads",
+  "necklace_necklace_260.jpg": "a gold necklace with a chain that is connected to the clasp",
+  "necklace_necklace_261.jpg": "a gold ball chain",
+  "necklace_necklace_262.jpg": "a long gold chain with a twisted design",
+  "necklace_necklace_263.jpg": "a gold chain with an oval link on a white background",
+  "necklace_necklace_264.jpg": "a pair of gold chain bracelets",
+  "necklace_necklace_265.jpg": "a pair of 18k yellow gold chain bracelets",
+  "necklace_necklace_266.jpg": "a pair of gold chain necklaces",
+  "necklace_necklace_267.jpg": "a pair of gold chain bracelets",
+  "necklace_necklace_268.jpg": "a pair of gold chain bracelets",
+  "necklace_necklace_269.jpg": "a gold and diamond necklace",
+  "necklace_necklace_27.jpg": "a gold necklace with green glass beads",
+  "necklace_necklace_270.jpg": "a pair of gold chain bracelets",
+  "necklace_necklace_271.jpg": "a pair of gold chains",
+  "necklace_necklace_272.jpg": "a yellow gold chain with a twisted design on the end",
+  "necklace_necklace_273.jpg": "a yellow gold chain",
+  "necklace_necklace_274.jpg": "a pair of gold chains",
+  "necklace_necklace_275.jpg": "a gold necklace with a chain",
+  "necklace_necklace_276.jpg": "a yellow gold chain with a diamond clasp",
+  "necklace_necklace_277.jpg": "a gold necklace with a chain and a clasp",
+  "necklace_necklace_278.jpg": "a gold necklace with a chain and a clasp",
+  "necklace_necklace_279.jpg": "a yellow gold chain",
+  "necklace_necklace_28.jpg": "a long necklace with red and white beads",
+  "necklace_necklace_280.jpg": "a pair of gold chains",
+  "necklace_necklace_281.jpg": "a yellow gold chain",
+  "necklace_necklace_282.jpg": "a diamond and gold bracelet",
+  "necklace_necklace_283.jpg": "a gold chain",
+  "necklace_necklace_284.jpg": "a yellow gold chain with a twisted design",
+  "necklace_necklace_285.jpg": "a yellow gold necklace with a diamond clasp",
+  "necklace_necklace_286.jpg": "a gold necklace with a chain and a clasp",
+  "necklace_necklace_287.jpg": "a gold necklace with a ball chain on a white background",
+  "necklace_necklace_288.jpg": "a yellow gold chain with a diamond clasp",
+  "necklace_necklace_289.jpg": "14k gold plated chain necklace",
+  "necklace_necklace_29.jpg": "a heart shaped pendant with a chain on a white background",
+  "necklace_necklace_290.jpg": "a gold necklace with a chain that is attached to the clasp",
+  "necklace_necklace_291.jpg": "a gold necklace with a chain",
+  "necklace_necklace_292.jpg": "a yellow gold chain with a diamond clasp",
+  "necklace_necklace_293.jpg": "a gold necklace with a chain on a white background",
+  "necklace_necklace_294.jpg": "a yellow gold necklace with a chain and a clasp",
+  "necklace_necklace_295.jpg": "a gold ball chain with a ball clasp",
+  "necklace_necklace_296.jpg": "a gold necklace with a chain",
+  "necklace_necklace_297.jpg": "a gold necklace with a diamond pendant",
+  "necklace_necklace_298.jpg": "a gold necklace with a chain and a clasp",
+  "necklace_necklace_299.jpg": "a yellow gold necklace with a diamond pendant",
+  "necklace_necklace_3.jpg": "a yellow gold necklace with three green beads",
+  "necklace_necklace_30.jpg": "a gold necklace with a gold ball on a white background",
+  "necklace_necklace_300.jpg": "a gold necklace with a diamond pendant on it",
+  "necklace_necklace_301.jpg": "a gold necklace with a chain that is attached to it",
+  "necklace_necklace_302.jpg": "a gold necklace with a chain that is attached to the clasp",
+  "necklace_necklace_303.jpg": "a yellow gold chain",
+  "necklace_necklace_304.jpg": "a yellow gold chain with a diamond clasp",
+  "necklace_necklace_305.jpg": "a yellow gold chain",
+  "necklace_necklace_306.jpg": "a yellow gold chain",
+  "necklace_necklace_307.jpg": "a gold necklace with a diamond pendant on it",
+  "necklace_necklace_308.jpg": "a gold necklace with a chain and a clasp",
+  "necklace_necklace_309.jpg": "a pair of gold earrings",
+  "necklace_necklace_31.jpg": "a necklace with a green stone on it",
+  "necklace_necklace_310.jpg": "a gold necklace with a chain",
+  "necklace_necklace_311.jpg": "a gold chain with a diamond clasp on a white background",
+  "necklace_necklace_312.jpg": "a pair of gold chains",
+  "necklace_necklace_313.jpg": "a gold necklace with a chain",
+  "necklace_necklace_314.jpg": "a yellow gold chain with a diamond clasp",
+  "necklace_necklace_315.jpg": "a gold chain with a clasp",
+  "necklace_necklace_316.jpg": "a yellow gold chain",
+  "necklace_necklace_317.jpg": "a yellow gold chain with a gold clasp",
+  "necklace_necklace_318.jpg": "a yellow gold chain",
+  "necklace_necklace_319.jpg": "a yellow gold chain with a diamond clasp",
+  "necklace_necklace_32.jpg": "a silver bracelet with a bar on it",
+  "necklace_necklace_320.jpg": "a gold necklace with a chain and a clasp",
+  "necklace_necklace_33.jpg": "a gold necklace with a bar on it",
+  "necklace_necklace_34.jpg": "a silver bracelet with a diamond pendant on it",
+  "necklace_necklace_35.jpg": "a yellow gold necklace with a single pearl",
+  "necklace_necklace_36.jpg": "a gold bracelet with pearls and a diamond",
+  "necklace_necklace_37.jpg": "a gold bracelet with a heart charm",
+  "necklace_necklace_38.jpg": "a gold bracelet with pearls and pearls",
+  "necklace_necklace_39.jpg": "a gold plated necklace with a white diamond in the center",
+  "necklace_necklace_4.jpg": "a gold necklace with black and white stones",
+  "necklace_necklace_40.jpg": "a gold bracelet with a small diamond on it",
+  "necklace_necklace_41.jpg": "a gold and diamond bracelet",
+  "necklace_necklace_42.jpg": "a diamond and gold bracelet",
+  "necklace_necklace_43.jpg": "a gold bracelet with a heart charm on it",
+  "necklace_necklace_44.jpg": "a gold bracelet with pearls and diamonds",
+  "necklace_necklace_45.jpg": "a gold and diamond bracelet",
+  "necklace_necklace_46.jpg": "a gold bracelet with pearls and diamonds",
+  "necklace_necklace_47.jpg": "a necklace with a pink flower on it",
+  "necklace_necklace_48.jpg": "a gold bracelet with the letter m on it",
+  "necklace_necklace_49.jpg": "a yellow gold bracelet with diamonds",
+  "necklace_necklace_50.jpg": "a gold plated necklace with a heart charm on it",
+  "necklace_necklace_51.jpg": "a yellow gold necklace with a flower design",
+  "necklace_necklace_52.jpg": "a gold bracelet with an evil eye charm",
+  "necklace_necklace_53.jpg": "a gold necklace with an evil eye on it",
+  "necklace_necklace_54.jpg": "a gold bracelet with an evil eye charm",
+  "necklace_necklace_55.jpg": "a necklace with a white flower on it",
+  "necklace_necklace_56.jpg": "a necklace with a pink heart on it",
+  "necklace_necklace_57.jpg": "a black and white necklace with a heart pendant",
+  "necklace_necklace_58.jpg": "a necklace with a cat on it",
+  "necklace_necklace_59.jpg": "a necklace with a pink stone on it",
+  "necklace_necklace_6.jpg": "a yellow gold necklace with a heart shaped amethe",
+  "necklace_necklace_60.jpg": "a necklace with a black stone on it",
+  "necklace_necklace_61.jpg": "a necklace with a silver ball on it",
+  "necklace_necklace_62.jpg": "a necklace with a pink stone in the center",
+  "necklace_necklace_63.jpg": "a necklace with a black stone on it",
+  "necklace_necklace_64.jpg": "a necklace with a blue stone on it",
+  "necklace_necklace_65.jpg": "a necklace with a glass ball on it",
+  "necklace_necklace_66.jpg": "a necklace with a glass ball on it",
+  "necklace_necklace_67.jpg": "a necklace with a green glass ball on a gold chain",
+  "necklace_necklace_68.jpg": "a black and white necklace with a red eye on it",
+  "necklace_necklace_69.jpg": "a necklace with a blue and white pendant",
+  "necklace_necklace_7.jpg": "a gold necklace with a blue topaz heart",
+  "necklace_necklace_70.jpg": "an emerald and diamond necklace",
+  "necklace_necklace_71.jpg": "a white gold necklace with diamonds on a white background",
+  "necklace_necklace_72.jpg": "a rose gold necklace with diamonds on a white background",
+  "necklace_necklace_73.jpg": "a yellow gold necklace with diamonds on a white background",
+  "necklace_necklace_74.jpg": "a gold necklace with white stones on a white background",
+  "necklace_necklace_75.jpg": "a gold necklace with a white diamond",
+  "necklace_necklace_76.jpg": "a gold and diamond necklace",
+  "necklace_necklace_77.jpg": "a gold necklace with a white diamond and a gold chain",
+  "necklace_necklace_78.jpg": "a gold angel pendant with diamonds on a chain",
+  "necklace_necklace_79.jpg": "a yellow gold necklace with a diamond pendant",
+  "necklace_necklace_80.jpg": "a gold bracelet with a white stone and a gold chain",
+  "necklace_necklace_81.jpg": "a gold bracelet with a cross on it",
+  "necklace_necklace_82.jpg": "an emerald and diamond necklace",
+  "necklace_necklace_83.jpg": "a diamond and sapphire necklace, by person",
+  "necklace_necklace_84.jpg": "a necklace with pink flowers on a white background",
+  "necklace_necklace_85.jpg": "a necklace with pearls and gold beads",
+  "necklace_necklace_86.jpg": "a gold and pearl necklace",
+  "necklace_necklace_87.jpg": "a gold and silver bracelet with pink stones",
+  "necklace_necklace_88.jpg": "a gold and diamond necklace",
+  "necklace_necklace_89.jpg": "a necklace with green and white stones",
+  "necklace_necklace_9.jpg": "a gold clover necklace with a purple amethe stone",
+  "necklace_necklace_91.jpg": "a gold and diamond bracelet",
+  "necklace_necklace_93.jpg": "a yellow gold bang bracelet with diamonds",
+  "necklace_necklace_95.jpg": "a gold and diamond bracelet",
+  "necklace_necklace_96.jpg": "a gold bracelet with white stones",
+  "necklace_necklace_97.jpg": "a necklace with two birds on it",
+  "necklace_necklace_98.jpg": "a gold necklace with the word love written on it",
+  "necklace_necklace_99.jpg": "a gold necklace with the word love on it",
+  "ring_ring_001.jpg": "a diamond eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity",
+  "ring_ring_002.jpg": "a diamond eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity",
+  "ring_ring_003.jpg": "a white gold engagement ring with a round brilliant diamond",
+  "ring_ring_004.jpg": "a yellow gold ring with two diamonds",
+  "ring_ring_005.jpg": "a gold ring with a diamond",
+  "ring_ring_006.jpg": "a gold ring with diamonds on a white background",
+  "ring_ring_007.jpg": "two gold wedding rings on a white background",
+  "ring_ring_008.jpg": "two gold wedding rings with blue sapphire stones",
+  "ring_ring_009.jpg": "a yellow gold engagement ring with a single diamond",
+  "ring_ring_013.jpg": "a ring with a diamond on it",
+  "ring_ring_014.jpg": "a gold ring with diamonds on it",
+  "ring_ring_015.jpg": "an engagement ring with a diamond in the center",
+  "ring_ring_016.jpg": "a white gold engagement ring with a single diamond",
+  "ring_ring_017.jpg": "a white gold engagement ring with diamonds",
+  "ring_ring_018.jpg": "a gold ring with a heart in the middle",
+  "ring_ring_019.jpg": "a gold ring with a heart shaped ruby stone",
+  "ring_ring_020.jpg": "a yellow gold ring with three diamonds",
+  "ring_ring_021.jpg": "a white gold engagement ring with a round brilliant diamond",
+  "ring_ring_022.jpg": "a rose gold ring with a heart shaped diamond in the center",
+  "ring_ring_023.jpg": "a gold ring with a heart shaped diamond",
+  "ring_ring_024.jpg": "a pair of gold wedding rings on a white background",
+  "ring_ring_025.jpg": "a white gold engagement ring with diamonds",
+  "ring_ring_026.jpg": "a white gold ring with a blue sapphire and diamonds",
+  "ring_ring_027.jpg": "the lord ' s ring from the lord ' s ring",
+  "ring_ring_028.jpg": "a gold and silver ring with a blue sapphire stone in the center",
+  "ring_ring_029.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_030.jpg": "a yellow gold ring with a single diamond",
+  "ring_ring_031.jpg": "a white gold ring with diamonds",
+  "ring_ring_032.jpg": "a white gold engagement ring with an emerald cut diamond",
+  "ring_ring_033.jpg": "a rose gold and diamond ring",
+  "ring_ring_034.jpg": "a yellow gold ring with a single diamond",
+  "ring_ring_035.jpg": "a yellow gold engagement ring with a single diamond",
+  "ring_ring_036.jpg": "pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora",
+  "ring_ring_037.jpg": "a yellow sapphire and diamond ring",
+  "ring_ring_038.jpg": "a blue sapphire and diamond ring",
+  "ring_ring_039.jpg": "a white gold ring with a diamond butterfly",
+  "ring_ring_040.jpg": "a white gold engagement ring with diamonds",
+  "ring_ring_041.jpg": "a yellow gold engagement ring with a diamond",
+  "ring_ring_042.jpg": "two tone gold and silver heart ring with cubics",
+  "ring_ring_043.jpg": "a white gold engagement ring with diamonds",
+  "ring_ring_044.jpg": "a white gold engagement ring with a single diamond",
+  "ring_ring_045.jpg": "a white gold engagement ring with a diamond center",
+  "ring_ring_046.jpg": "a yellow gold engagement ring with a single diamond",
+  "ring_ring_047.jpg": "a yellow gold wedding ring with swirl design",
+  "ring_ring_048.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_049.jpg": "a person holding a diamond ring in their hand",
+  "ring_ring_050.jpg": "a white pearl and diamond ring on a white background",
+  "ring_ring_051.jpg": "a rose gold ring with emerald and sapphire stones",
+  "ring_ring_052.jpg": "a three stone diamond engagement ring",
+  "ring_ring_053.jpg": "a gold ring with an emerald stone",
+  "ring_ring_054.jpg": "a white gold engagement ring with a blue topaz stone",
+  "ring_ring_055.jpg": "a rose gold ring with a white pearl in the center",
+  "ring_ring_056.jpg": "a white gold engagement ring with diamonds",
+  "ring_ring_057.jpg": "a heart shaped ring with the words, ` ` ' and ` ` ' on it",
+  "ring_ring_058.jpg": "a silver ring with a rose gold disc on the front and a small rose gold disc on the back",
+  "ring_ring_059.jpg": "a white gold engagement ring with a princess cut diamond",
+  "ring_ring_060.jpg": "a silver ring with the words ' stay and work ' on it",
+  "ring_ring_061.jpg": "pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora pandora",
+  "ring_ring_062.jpg": "a rose gold ring with a white pearl and diamonds",
+  "ring_ring_063.jpg": "a diamond and white gold ring",
+  "ring_ring_064.png": "a yellow gold engagement ring with a single diamond",
+  "ring_ring_065.jpg": "a yellow gold ring with two small diamonds",
+  "ring_ring_066.jpg": "a yellow gold ring with a single diamond",
+  "ring_ring_067.jpg": "a yellow gold engagement ring with two diamonds",
+  "ring_ring_068.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_069.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_070.jpg": "a yellow gold ring with a green and orange stone in the center",
+  "ring_ring_071.jpg": "a yellow gold ring with three diamonds",
+  "ring_ring_072.jpg": "a rose shaped ruby and diamond ring",
+  "ring_ring_073.jpg": "a yellow gold wedding ring on a white background",
+  "ring_ring_074.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_075.jpg": "a gold and silver wedding ring with two bands",
+  "ring_ring_076.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_077.jpg": "a yellow gold ring with multi stones",
+  "ring_ring_078.jpg": "a gold wedding ring with a texture pattern",
+  "ring_ring_079.jpg": "a yellow gold wedding ring with a texture pattern",
+  "ring_ring_080.jpg": "a yellow gold wedding ring",
+  "ring_ring_081.jpg": "a white gold wedding ring on a white background",
+  "ring_ring_082.jpg": "a yellow gold ring with a flower design",
+  "ring_ring_083.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_084.jpg": "a yellow gold wedding ring with hammered texture",
+  "ring_ring_085.jpg": "a yellow gold engagement ring with a princess cut diamond",
+  "ring_ring_086.jpg": "a white and rose gold ring with two hearts",
+  "ring_ring_087.jpg": "an emerald and diamond ring",
+  "ring_ring_088.jpg": "a gold ring with a blue topazte stone",
+  "ring_ring_089.jpg": "a diamond eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity",
+  "ring_ring_090.jpg": "a gold ring with a purple stone and diamonds",
+  "ring_ring_091.jpg": "a yellow gold engagement ring with a diamond",
+  "ring_ring_092.jpg": "a yellow gold ring with a single diamond",
+  "ring_ring_093.jpg": "a yellow gold ring with a heart shaped diamond",
+  "ring_ring_094.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_095.jpg": "a rose cut ruby and diamond ring in rose gold",
+  "ring_ring_096.jpg": "a yellow gold ring with a diamond set in the center",
+  "ring_ring_097.jpg": "a white and rose gold ring with a diamond",
+  "ring_ring_098.jpg": "a white gold ring with three diamonds",
+  "ring_ring_099.jpg": "a white and rose gold ring with a diamond",
+  "ring_ring_100.jpg": "a yellow gold ring with two diamonds",
+  "ring_ring_101.jpg": "a yellow gold ring with two diamonds",
+  "ring_ring_102.jpg": "a white gold ring with a heart and two diamonds",
+  "ring_ring_103.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_104.jpg": "a yellow gold ring with a single diamond",
+  "ring_ring_105.jpg": "a yellow gold ring with multi stones",
+  "ring_ring_106.jpg": "a gold ring with a heart shaped ruby stone",
+  "ring_ring_107.jpg": "a yellow gold ring with a diamond",
+  "ring_ring_108.jpg": "a white gold wedding ring on a white background",
+  "ring_ring_109.jpg": "a white gold wedding ring on a white background",
+  "ring_ring_110.jpg": "a white and yellow gold ring with two diamonds",
+  "ring_ring_111.jpg": "a yellow gold ring with a diamond in the center",
+  "ring_ring_112.jpg": "a white gold ring with diamonds on a white background",
+  "ring_ring_113.jpg": "a yellow gold engagement ring set with two round diamonds",
+  "ring_ring_114.jpg": "a yellow gold ring with a diamond set in the center",
+  "ring_ring_115.jpg": "a rose ring in rose gold",
+  "ring_ring_116.jpg": "a white gold ring with three diamonds",
+  "ring_ring_117.jpg": "a white gold ring with a single diamond",
+  "ring_ring_118.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_119.jpg": "a white gold ring with a blue topazte stone",
+  "ring_ring_120.jpg": "a white gold ring with a heart shaped diamond",
+  "ring_ring_121.jpg": "a yellow gold wedding ring on a white background",
+  "ring_ring_122.jpg": "a gold ring with a coin in the middle",
+  "ring_ring_123.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_124.jpg": "a white gold ring with a single diamond",
+  "ring_ring_125.jpg": "a gold ring with a heart shaped ruby stone",
+  "ring_ring_126.jpg": "a yellow gold ring with a single diamond",
+  "ring_ring_127.jpg": "a white gold wedding ring",
+  "ring_ring_128.jpg": "a gold ring on a white background",
+  "ring_ring_129.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_130.jpg": "a yellow gold ring with diamonds in the center",
+  "ring_ring_131.jpg": "a yellow gold ring with an amethite stone in the center",
+  "ring_ring_132.jpg": "a yellow gold ring with three diamonds",
+  "ring_ring_133.jpg": "a white gold ring with pink sapphire and diamonds in the shape of a heart",
+  "ring_ring_134.jpg": "a white gold ring with a single diamond",
+  "ring_ring_135.jpg": "a yellow gold ring with a single diamond",
+  "ring_ring_136.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_137.jpg": "a yellow gold ring with a flower design",
+  "ring_ring_138.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_139.jpg": "a yellow gold ring with two diamonds",
+  "ring_ring_140.jpg": "a yellow gold engagement ring with a single diamond",
+  "ring_ring_141.jpg": "a rose gold wedding ring with a diamond",
+  "ring_ring_142.jpg": "a rose gold wedding ring with a diamond in the center",
+  "ring_ring_143.jpg": "a yellow gold ring with a heart shaped diamond",
+  "ring_ring_144.jpg": "a yellow gold ring with three diamonds",
+  "ring_ring_145.jpg": "a white gold ring with diamonds",
+  "ring_ring_146.jpg": "a yellow gold ring with three diamonds",
+  "ring_ring_147.jpg": "a yellow gold ring with a single diamond",
+  "ring_ring_148.jpg": "a yellow gold ring with three diamonds",
+  "ring_ring_149.jpg": "a yellow gold ring with a diamond",
+  "ring_ring_150.jpg": "a rose gold ring with diamonds",
+  "ring_ring_151.jpg": "a yellow gold ring with an amethite and diamonds",
+  "ring_ring_152.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_153.jpg": "a yellow gold ring with a flower design",
+  "ring_ring_154.jpg": "a yellow gold ring with multi stones and diamonds",
+  "ring_ring_155.jpg": "a gold ring with a diamond in the center",
+  "ring_ring_156.jpg": "a white gold and diamond ring",
+  "ring_ring_157.jpg": "a white and rose gold ring with two hearts",
+  "ring_ring_158.jpg": "a white and yellow gold engagement ring with diamonds",
+  "ring_ring_159.jpg": "a gold and silver ring with a flower design",
+  "ring_ring_160.jpg": "a white gold wedding ring with a single diamond",
+  "ring_ring_161.jpg": "a yellow gold ring with two pink stones",
+  "ring_ring_162.jpg": "a yellow gold and diamond ring",
+  "ring_ring_163.jpg": "a gold ring with a black stone in the middle",
+  "ring_ring_164.jpg": "men ' s wedding band in 14k yellow gold",
+  "ring_ring_165.jpg": "a white gold ring with a single diamond in the middle",
+  "ring_ring_166.jpg": "a white gold ring with three diamonds",
+  "ring_ring_167.jpg": "a yellow gold ring with a heart shaped diamond",
+  "ring_ring_168.jpg": "a gold ring with a green emerald and white diamonds",
+  "ring_ring_169.jpg": "a yellow gold ring with a cluster of round diamonds",
+  "ring_ring_170.jpg": "a rose gold wedding ring",
+  "ring_ring_171.jpg": "a white gold engagement ring set with a princess cut diamond",
+  "ring_ring_172.jpg": "a initial ring with diamonds",
+  "ring_ring_173.jpg": "a white and yellow gold ring with two diamonds",
+  "ring_ring_174.jpg": "two tone gold and silver ring with diamonds",
+  "ring_ring_175.jpg": "a white gold ring with diamonds",
+  "ring_ring_176.jpg": "a rose - cut diamond band ring in rose gold",
+  "ring_ring_177.jpg": "a gold ring with a brown stone in the center",
+  "ring_ring_178.jpg": "a white gold ring with diamonds on a white background",
+  "ring_ring_179.jpg": "a white gold ring with diamonds",
+  "ring_ring_180.jpg": "a white gold ring with a single diamond",
+  "ring_ring_181.jpg": "a yellow gold wedding ring with a texture pattern",
+  "ring_ring_182.jpg": "a yellow gold ring with three diamonds",
+  "ring_ring_183.jpg": "men ' s ring with diamonds in 18k gold",
+  "ring_ring_184.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_185.jpg": "a white gold ring with a row of diamonds",
+  "ring_ring_187.jpg": "a white gold ring with a single diamond",
+  "ring_ring_188.jpg": "a gold ring with a blue topazte stone",
+  "ring_ring_189.jpg": "a yellow gold ring with a single diamond",
+  "ring_ring_190.jpg": "men ' s ring with diamonds in 18k gold",
+  "ring_ring_191.jpg": "a yellow gold ring with three diamonds",
+  "ring_ring_192.jpg": "a yellow gold ring with multi colored stones",
+  "ring_ring_193.jpg": "a yellow gold ring with a single diamond"
+}
\ No newline at end of file
diff --git a/data/tanishq/captions.json b/data/tanishq/captions.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce0cb2c684313fc024b88905f23a7390ccba0299
--- /dev/null
+++ b/data/tanishq/captions.json
@@ -0,0 +1,492 @@
+{
+  "ring_ring_140.jpg": "a yellow gold ring with a single diamond",
+  "ring_ring_146.jpg": "a gold ring with three diamonds",
+  "necklace_necklace_167.jpg": "a gold necklace with a long chain and a circular design",
+  "necklace_necklace_254.jpg": "a gold chain bracelet with a clasp",
+  "ring_ring_099.jpg": "a white and rose gold ring with a diamond",
+  "necklace_necklace_257.jpg": "a gold chain with a circular design",
+  "necklace_necklace_27.jpg": "a necklace with green stones and gold",
+  "necklace_necklace_143.jpg": "a gold and pearl necklace with a flower design",
+  "necklace_necklace_223.jpg": "a gold chain bracelet with a clasp",
+  "necklace_necklace_155.jpg": "a gold bracelet with pearls and diamonds",
+  "ring_ring_100.jpg": "a gold ring with two diamonds",
+  "necklace_necklace_37.jpg": "a gold bracelet with a diamond heart",
+  "necklace_necklace_246.jpg": "a gold necklace with a chain",
+  "ring_ring_150.jpg": "a rose gold ring with diamonds",
+  "necklace_necklace_289.jpg": "a gold chain with a clasp",
+  "necklace_necklace_16.jpg": "a necklace with a black and gold pendant",
+  "necklace_necklace_294.jpg": "a gold chain with a single ball on it",
+  "ring_ring_056.jpg": "a white gold engagement ring with a round cut diamond",
+  "ring_ring_005.jpg": "a gold ring with a diamond",
+  "necklace_necklace_133.jpg": "a gold necklace with a diamond fringe",
+  "necklace_necklace_297.jpg": "a gold necklace with a chain",
+  "necklace_necklace_128.jpg": "a gold bracelet with a diamond heart",
+  "necklace_necklace_42.jpg": "a diamond and gold bracelet",
+  "necklace_necklace_208.jpg": "a gold necklace with a black stone pendant",
+  "ring_ring_107.jpg": "a yellow gold ring with a diamond",
+  "ring_ring_073.jpg": "a plain plain wedding ring in yellow gold",
+  "necklace_necklace_204.jpg": "a gold and pearl necklace",
+  "ring_ring_119.jpg": "a trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion trillion",
+  "necklace_necklace_250.jpg": "a gold necklace with a single chain",
+  "necklace_necklace_99.jpg": "a gold necklace with the word love on it",
+  "ring_ring_102.jpg": "a white gold ring with two hearts and a diamond",
+  "ring_ring_178.jpg": "a white gold ring with diamonds",
+  "necklace_necklace_26.jpg": "a necklace with blue and white stones",
+  "necklace_necklace_1.jpg": "a gold necklace with a single pearl",
+  "necklace_necklace_176.jpg": "a gold necklace with a snake charm",
+  "necklace_necklace_310.jpg": "a gold chain with a single chain",
+  "necklace_necklace_75.jpg": "a gold necklace with a diamond and a white diamond",
+  "necklace_necklace_33.jpg": "a gold necklace with a bar pendant",
+  "necklace_necklace_193.jpg": "the gold necklace with a cross and a cross on it",
+  "necklace_necklace_25.jpg": "a necklace with green stones and gold",
+  "necklace_necklace_198.jpg": "the gold chain necklace with a white stone",
+  "necklace_necklace_199.jpg": "a gold and silver necklace with a bea",
+  "necklace_necklace_72.jpg": "a rose gold necklace with diamonds",
+  "necklace_necklace_318.jpg": "a gold chain with a single link",
+  "necklace_necklace_181.jpg": "a necklace with a pearl and a flower design",
+  "ring_ring_048.jpg": "a gold ring with diamonds",
+  "necklace_necklace_220.jpg": "a gold and pearl bracelet",
+  "necklace_necklace_179.jpg": "a gold bracelet with circles and a circle design",
+  "necklace_necklace_71.jpg": "a diamond necklace with a curved design",
+  "ring_ring_168.jpg": "a gold ring with a green emerald and white diamonds",
+  "ring_ring_114.jpg": "a yellow gold ring with a diamond set in the center",
+  "necklace_necklace_298.jpg": "a gold chain with a single chain",
+  "ring_ring_090.jpg": "a gold ring with a purple stone and diamonds",
+  "necklace_necklace_78.jpg": "a gold pendant with a little angel holding a diamond",
+  "ring_ring_009.jpg": "a yellow gold engagement ring with a single diamond",
+  "ring_ring_138.jpg": "a gold ring with two diamonds on top",
+  "ring_ring_006.jpg": "a gold ring with diamonds",
+  "ring_ring_112.jpg": "a white gold ring with diamonds",
+  "necklace_necklace_279.jpg": "a gold chain with a long, twisted design",
+  "ring_ring_008.jpg": "two gold rings with blue stones",
+  "necklace_necklace_9.jpg": "a gold clover necklace with a purple amethe stone",
+  "necklace_necklace_300.jpg": "a gold necklace with a chain",
+  "necklace_necklace_174.jpg": "a gold necklace with a circle design",
+  "ring_ring_153.jpg": "a yellow gold ring with a flower design",
+  "necklace_necklace_84.jpg": "a necklace with pink flowers and silver beads",
+  "necklace_necklace_55.jpg": "a necklace with a white flower on it",
+  "necklace_necklace_245.jpg": "a gold necklace with a chain",
+  "necklace_necklace_132.jpg": "a gold necklace with a flower design on the front",
+  "ring_ring_134.jpg": "a white gold ring with a single diamond",
+  "ring_ring_001.jpg": "a diamond eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity eternity",
+  "necklace_necklace_308.jpg": "a gold necklace with a snake head pendant",
+  "necklace_necklace_258.jpg": "a gold chain with a long link",
+  "necklace_necklace_277.jpg": "a gold chain with a single curb",
+  "ring_ring_004.jpg": "a gold ring with a diamond",
+  "necklace_necklace_233.jpg": "a gold bracelet with a white diamond bea",
+  "ring_ring_083.jpg": "a yellow gold ring with diamonds",
+  "necklace_necklace_22.jpg": "a necklace with blue beads and a white cord",
+  "ring_ring_085.jpg": "a yellow gold ring with a diamond",
+  "ring_ring_156.jpg": "a diamond ring with a halo halo",
+  "necklace_necklace_173.jpg": "a necklace with purple stones and gold chains",
+  "necklace_necklace_127.jpg": "a gold necklace with three circles and a single circle",
+  "necklace_necklace_115.jpg": "a gold bracelet with a flower charm",
+  "ring_ring_159.jpg": "a gold and silver ring with a flower design",
+  "necklace_necklace_79.jpg": "the love knot pendant",
+  "ring_ring_021.jpg": "a diamond ring with a single stone",
+  "ring_ring_098.jpg": "a white gold ring with three diamonds",
+  "ring_ring_028.jpg": "a gold and silver ring with a blue sapphire stone",
+  "ring_ring_181.jpg": "a gold wedding ring with texture pattern",
+  "necklace_necklace_271.jpg": "a gold chain with a diamond clasp",
+  "ring_ring_116.jpg": "a white gold ring with three diamonds",
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+  "necklace_necklace_105.jpg": "a diamond infinity necklace",
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+  "ring_ring_089.jpg": "a white gold ring with a diamond set in the middle",
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+  "ring_ring_045.jpg": "a white gold engagement ring with a round diamond center",
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+  "ring_ring_037.jpg": "a yellow diamond ring",
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+  "ring_ring_072.jpg": "a rose shaped ruby and diamond ring",
+  "necklace_necklace_187.jpg": "the gold chain necklace",
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+  "necklace_necklace_265.jpg": "a gold chain with a ball on the end",
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+  "necklace_necklace_110.jpg": "a gold necklace with three circles and flowers",
+  "necklace_necklace_154.jpg": "a gold and pearl necklace with a diamond pendant",
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+  "necklace_necklace_234.jpg": "a gold bracelet with a white diamond bea",
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+  "necklace_necklace_2.jpg": "a necklace with three amethe gems",
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+  "necklace_necklace_18.jpg": "a necklace with a long chain and a yellow bea",
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+  "necklace_necklace_221.jpg": "a gold necklace with a rope",
+  "necklace_necklace_317.jpg": "a gold chain with a clasp",
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+  "necklace_necklace_302.jpg": "a gold chain with a single link",
+  "ring_ring_137.jpg": "a yellow gold ring with a flower design",
+  "ring_ring_058.jpg": "a ring with a small pink heart on it",
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+  "ring_ring_171.jpg": "a diamond engagement ring set with a princess cut diamond",
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+  "necklace_necklace_96.jpg": "a gold bracelet with a diamond bar",
+  "necklace_necklace_242.jpg": "a gold necklace with a diamond on the end",
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+  "ring_ring_185.jpg": "a diamond ring with a row of diamonds",
+  "necklace_necklace_56.jpg": "a necklace with a pink heart on it",
+  "ring_ring_053.jpg": "a gold ring with a white diamond",
+  "necklace_necklace_183.jpg": "a gold necklace with a ball and a chain",
+  "necklace_necklace_197.jpg": "a gold ball chain necklace",
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+  "necklace_necklace_100.jpg": "a gold necklace with a pearl and a pearl",
+  "necklace_necklace_256.jpg": "a gold chain with a link",
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+  "ring_ring_029.jpg": "a yellow gold ring with a diamond set in the middle",
+  "necklace_necklace_307.jpg": "a gold necklace with a chain",
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+  "ring_ring_086.jpg": "a white and rose gold ring with two hearts",
+  "necklace_necklace_156.jpg": "a gold necklace with a pearl and a pearl",
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+  "necklace_necklace_29.jpg": "a heart shaped pendant with a chain",
+  "necklace_necklace_161.jpg": "a rose gold bracelet with a rose cut diamond",
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+  "necklace_necklace_188.jpg": "the gold chain necklace",
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+  "ring_ring_052.jpg": "a diamond ring with three diamonds on the side",
+  "ring_ring_024.jpg": "a pair of gold wedding rings",
+  "necklace_necklace_134.jpg": "a gold necklace with a flower design",
+  "necklace_necklace_214.jpg": "a silver necklace with a chain and a clasp",
+  "necklace_necklace_108.jpg": "a gold necklace with a diamond infinity",
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+  "necklace_necklace_251.jpg": "a gold necklace with a diamond pendant",
+  "necklace_necklace_222.jpg": "a gold bracelet with a curved design",
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+  "ring_ring_097.jpg": "a white and rose gold ring with a diamond",
+  "ring_ring_109.jpg": "a white gold wedding ring with a high polished finish",
+  "ring_ring_122.jpg": "a gold ring with a coin on it",
+  "ring_ring_174.jpg": "a diamond ring with two tone gold and white diamonds",
+  "necklace_necklace_319.jpg": "a gold chain with a single link",
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+  "necklace_necklace_288.jpg": "a gold chain with a diamond clasp",
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+  "necklace_necklace_231.jpg": "a gold necklace with a twisted rope",
+  "necklace_necklace_266.jpg": "a gold chain with a single chain",
+  "necklace_necklace_162.jpg": "a gold necklace with a black stone and a gold chain",
+  "necklace_necklace_269.jpg": "a gold and diamond necklace",
+  "necklace_necklace_224.jpg": "a gold chain bracelet with a clasp",
+  "necklace_necklace_66.jpg": "a necklace with a small glass ball on it",
+  "necklace_necklace_229.jpg": "a gold snake necklace with a snake head on it",
+  "necklace_necklace_301.jpg": "a gold chain with a single link",
+  "necklace_necklace_170.jpg": "a necklace with a purple stone and a rose cut diamond",
+  "ring_ring_007.jpg": "two gold wedding rings",
+  "necklace_necklace_186.jpg": "a gold and diamond necklace",
+  "necklace_necklace_59.jpg": "a pink heart shaped necklace with a rose cut diamond",
+  "ring_ring_070.jpg": "a gold ring with a green and orange stone",
+  "necklace_necklace_215.jpg": "a silver chain with a clasp on it",
+  "necklace_necklace_85.jpg": "a necklace with pearls and gold beads",
+  "necklace_necklace_259.jpg": "a gold chain with a single link",
+  "ring_ring_106.jpg": "a gold ring with a ruby stone",
+  "ring_ring_027.jpg": "the lord ' s ring",
+  "necklace_necklace_4.jpg": "a gold necklace with black and white stones",
+  "necklace_necklace_278.jpg": "a gold chain with a small diamond",
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+  "necklace_necklace_77.jpg": "a gold necklace with a diamond and a white diamond",
+  "necklace_necklace_226.jpg": "a gold necklace with a snake on it",
+  "necklace_necklace_89.jpg": "a necklace with green and white stones",
+  "necklace_necklace_52.jpg": "a gold bracelet with a evil eye charm",
+  "ring_ring_066.jpg": "a gold ring with a single diamond",
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+  "ring_ring_148.jpg": "a gold ring with three diamonds",
+  "ring_ring_042.jpg": "two tone gold and silver heart ring with cubics",
+  "necklace_necklace_111.jpg": "a gold necklace with four small hearts",
+  "ring_ring_173.jpg": "a white and yellow gold ring with two diamonds",
+  "necklace_necklace_80.jpg": "a gold bracelet with a white stone and a gold chain",
+  "necklace_necklace_292.jpg": "a gold chain with a ball chain",
+  "ring_ring_020.jpg": "a gold ring with three diamonds",
+  "necklace_necklace_12.jpg": "a necklace with two black and white beads",
+  "necklace_necklace_232.jpg": "a gold necklace with a twisted rope",
+  "necklace_necklace_91.jpg": "a gold bracelet with diamonds",
+  "necklace_necklace_218.jpg": "a necklace with two tone gold and silver beads",
+  "necklace_necklace_312.jpg": "a gold chain with a diamond clasp",
+  "ring_ring_095.jpg": "a red heart shaped ring with a diamond",
+  "ring_ring_191.jpg": "a yellow gold ring with three diamonds",
+  "necklace_necklace_182.jpg": "the gold necklace",
+  "necklace_necklace_205.jpg": "a gold necklace with a pearl and a pearl",
+  "necklace_necklace_101.jpg": "a gold plated bracelet with a name on it",
+  "necklace_necklace_107.jpg": "a sterling necklace with a white diamond infinity infinity symbol",
+  "ring_ring_167.jpg": "a gold ring with two hearts on the side",
+  "ring_ring_022.jpg": "a rose gold ring with a heart shaped diamond",
+  "ring_ring_121.jpg": "a gold wedding ring",
+  "necklace_necklace_305.jpg": "a gold chain with a single curb",
+  "necklace_necklace_114.jpg": "a gold bracelet with a pearl and a pearl bea",
+  "necklace_necklace_36.jpg": "a gold bracelet with a diamond and a small white diamond",
+  "necklace_necklace_291.jpg": "a gold chain with a clasp",
+  "ring_ring_179.jpg": "a diamond ring with a diamond band",
+  "necklace_necklace_83.jpg": "a necklace with peacocks and pearls",
+  "necklace_necklace_213.jpg": "a pair of silver earphones",
+  "necklace_necklace_147.jpg": "a gold necklace with a square shaped pendant",
+  "ring_ring_182.jpg": "a yellow gold ring with three diamonds",
+  "necklace_necklace_68.jpg": "a black and white necklace with a red eye",
+  "ring_ring_120.jpg": "a white gold ring with a heart shaped diamond",
+  "necklace_necklace_87.jpg": "a bracelet with pink stones and gold",
+  "necklace_necklace_272.jpg": "a gold chain with a long, twisted design",
+  "necklace_necklace_315.jpg": "a gold chain with a clasp",
+  "necklace_necklace_194.jpg": "the gold chain necklace",
+  "ring_ring_026.jpg": "a white gold ring with a blue sapphire and diamonds",
+  "ring_ring_077.jpg": "a gold ring with multi stones",
+  "necklace_necklace_21.jpg": "a necklace with black and white beads",
+  "necklace_necklace_121.jpg": "a gold hoop with a long chain and a single hoop",
+  "necklace_necklace_126.jpg": "a gold necklace with a small white stone",
+  "necklace_necklace_122.jpg": "a gold necklace with a small square pendant",
+  "ring_ring_133.jpg": "a white gold ring with pink sapphire and diamonds",
+  "ring_ring_170.jpg": "a rose gold wedding ring with a floral design",
+  "necklace_necklace_206.jpg": "a single pearl necklace",
+  "necklace_necklace_112.jpg": "a gold bracelet with a fish design",
+  "necklace_necklace_130.jpg": "a gold bracelet with a bar on the front",
+  "ring_ring_078.jpg": "a gold wedding ring with a texture pattern",
+  "ring_ring_193.jpg": "a gold ring with a single diamond",
+  "necklace_necklace_3.jpg": "a gold necklace with green beads",
+  "necklace_necklace_203.jpg": "a gold necklace with pearls and a white pearl",
+  "necklace_necklace_74.jpg": "the gold chain necklace",
+  "ring_ring_068.jpg": "a gold ring with diamonds",
+  "necklace_necklace_82.jpg": "a necklace with emerald and diamond",
+  "ring_ring_038.jpg": "a blue sapphire and diamond ring",
+  "necklace_necklace_120.jpg": "a gold necklace with a chain and a small diamond",
+  "necklace_necklace_118.jpg": "a gold bracelet with a pearl and a pearl",
+  "necklace_necklace_61.jpg": "a necklace with a silver ball and a silver ball",
+  "ring_ring_155.jpg": "the letter p ring",
+  "necklace_necklace_274.jpg": "a gold chain with a diamond clasp",
+  "ring_ring_163.jpg": "a gold ring with black onyx",
+  "necklace_necklace_303.jpg": "a gold chain with a diamond clasp",
+  "necklace_necklace_151.jpg": "a gold necklace with circles on it",
+  "necklace_necklace_69.jpg": "a necklace with a blue and white pendant",
+  "necklace_necklace_219.jpg": "a rose gold necklace with a single rose cut diamond",
+  "necklace_necklace_149.jpg": "a gold necklace with two triangles on it",
+  "necklace_necklace_249.jpg": "a gold chain with a single chain",
+  "ring_ring_049.jpg": "a woman holding a diamond ring in her hand",
+  "necklace_necklace_39.jpg": "a gold necklace with a diamond in the center",
+  "ring_ring_035.jpg": "a yellow gold engagement ring with a single diamond",
+  "necklace_necklace_293.jpg": "a gold chain with a clasp",
+  "necklace_necklace_97.jpg": "a gold necklace with two birds on it",
+  "ring_ring_180.jpg": "a white gold ring with a single diamond",
+  "necklace_necklace_31.jpg": "a necklace with a green stone on it",
+  "necklace_necklace_175.jpg": "a gold necklace with five discs",
+  "necklace_necklace_195.jpg": "the gold necklace with beads",
+  "ring_ring_103.jpg": "a yellow gold ring with a diamond",
+  "necklace_necklace_190.jpg": "the gold ball necklace",
+  "necklace_necklace_138.jpg": "a gold necklace with a white and yellow diamond",
+  "necklace_necklace_10.jpg": "a gold bracelet with a knot design",
+  "ring_ring_184.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_050.jpg": "a rose cut pearl ring with diamonds",
+  "ring_ring_034.jpg": "a gold ring with a heart shaped diamond",
+  "necklace_necklace_192.jpg": "a gold necklace with a chain",
+  "ring_ring_142.jpg": "a rose gold wedding ring with a diamond",
+  "ring_ring_051.jpg": "a gold ring with three emeralds and sapphire stones",
+  "ring_ring_064.png": "a yellow gold ring with a single diamond",
+  "ring_ring_154.jpg": "a gold ring with multi stones and diamonds",
+  "ring_ring_126.jpg": "a gold ring with a single diamond",
+  "necklace_necklace_304.jpg": "a gold chain with a diamond pendant",
+  "necklace_necklace_95.jpg": "a gold bracelet with diamonds",
+  "necklace_necklace_201.jpg": "a gold necklace with a diamond bar and a white diamond",
+  "ring_ring_041.jpg": "a diamond ring with a single stone",
+  "ring_ring_039.jpg": "a white gold ring with a butterfly design",
+  "necklace_necklace_296.jpg": "a gold chain with a single ball on it",
+  "necklace_necklace_98.jpg": "a gold necklace with three hearts and the word love",
+  "ring_ring_169.jpg": "a yellow gold ring with a flower design",
+  "ring_ring_117.jpg": "a white gold ring with a diamond",
+  "ring_ring_054.jpg": "a white gold engagement ring with a blue topaz",
+  "ring_ring_143.jpg": "a gold ring with a heart shaped diamond",
+  "ring_ring_094.jpg": "a gold ring with a flower design",
+  "necklace_necklace_268.jpg": "a pair of gold chain bracelets",
+  "necklace_necklace_290.jpg": "a gold chain with a small diamond pendant",
+  "necklace_necklace_153.jpg": "a gold necklace with five discs on it",
+  "ring_ring_124.jpg": "a white gold ring with a single diamond",
+  "necklace_necklace_54.jpg": "a gold bracelet with a evil eye",
+  "necklace_necklace_255.jpg": "a gold necklace with a long chain",
+  "necklace_necklace_314.jpg": "a gold chain with a single link",
+  "ring_ring_104.jpg": "a gold ring with a diamond",
+  "ring_ring_019.jpg": "a heart shaped ring with a diamond on top",
+  "ring_ring_131.jpg": "a gold ring with a purple stone",
+  "necklace_necklace_275.jpg": "a gold chain with a single chain",
+  "necklace_necklace_284.jpg": "a gold chain with a long link",
+  "ring_ring_043.jpg": "a diamond engagement ring with a diamond band",
+  "necklace_necklace_7.jpg": "a gold necklace with a blue heart",
+  "necklace_necklace_286.jpg": "a gold chain with a clasp",
+  "necklace_necklace_81.jpg": "a gold bracelet with a cross charm",
+  "ring_ring_183.jpg": "a gold ring with three diamonds",
+  "ring_ring_144.jpg": "a gold ring with three diamonds",
+  "ring_ring_152.jpg": "a diamond ring with a flower design",
+  "necklace_necklace_137.jpg": "a gold necklace with a heart pendant",
+  "ring_ring_162.jpg": "a diamond ring with five diamonds",
+  "necklace_necklace_106.jpg": "a gold necklace with a diamond",
+  "necklace_necklace_212.jpg": "a silver bracelet with a heart charm",
+  "ring_ring_125.jpg": "a gold ring with a heart shaped ruby stone",
+  "necklace_necklace_35.jpg": "a gold necklace with a pearl and a pearl",
+  "necklace_necklace_320.jpg": "a gold chain with a single link",
+  "necklace_necklace_311.jpg": "a gold chain with a diamond clasp",
+  "necklace_necklace_20.jpg": "a necklace with green and blue stones",
+  "ring_ring_065.jpg": "a gold ring with two diamonds on the side",
+  "ring_ring_096.jpg": "a yellow gold ring with diamonds",
+  "necklace_necklace_238.jpg": "a drawing of a necklace",
+  "necklace_necklace_144.jpg": "a gold necklace with a black diamond and a small flower",
+  "necklace_necklace_23.jpg": "a necklace with a long chain and a small bea",
+  "ring_ring_003.jpg": "a diamond ring with a single stone",
+  "ring_ring_076.jpg": "a gold ring with a diamond heart",
+  "ring_ring_177.jpg": "a gold ring with a brown stone",
+  "necklace_necklace_299.jpg": "a gold necklace with a chain",
+  "ring_ring_172.jpg": "a initial ring with diamonds",
+  "necklace_necklace_49.jpg": "a gold bracelet with diamonds",
+  "ring_ring_040.jpg": "a diamond engagement ring with a diamond set in the center",
+  "ring_ring_166.jpg": "a diamond ring with three diamonds on the shoulders",
+  "necklace_necklace_43.jpg": "a gold bracelet with a small heart charm",
+  "necklace_necklace_276.jpg": "a gold chain with a diamond clasp",
+  "ring_ring_067.jpg": "a yellow gold ring with a diamond",
+  "ring_ring_161.jpg": "a gold ring with two pink stones",
+  "ring_ring_091.jpg": "a yellow gold engagement ring with a diamond",
+  "ring_ring_157.jpg": "two hearts ring with diamonds",
+  "necklace_necklace_160.jpg": "a gold necklace with a hexagon pendant",
+  "necklace_necklace_262.jpg": "a gold chain with a long link",
+  "ring_ring_135.jpg": "a gold ring with a diamond",
+  "necklace_necklace_196.jpg": "a gold ball chain necklace",
+  "necklace_necklace_93.jpg": "a gold bang with diamonds",
+  "necklace_necklace_51.jpg": "a gold necklace with a flower design",
+  "ring_ring_044.jpg": "a white gold ring with a single diamond",
+  "necklace_necklace_178.jpg": "a gold bracelet with three inter links",
+  "necklace_necklace_316.jpg": "a gold chain with a single curb",
+  "necklace_necklace_88.jpg": "a gold and diamond necklace",
+  "necklace_necklace_145.jpg": "a gold necklace with a curved design",
+  "ring_ring_018.jpg": "a gold ring with a heart shaped design",
+  "necklace_necklace_207.jpg": "a gold necklace with a heart and the word love",
+  "ring_ring_113.jpg": "a yellow gold engagement ring with two diamonds",
+  "necklace_necklace_15.jpg": "a necklace with green stones and a gold chain",
+  "necklace_necklace_235.jpg": "a gold necklace with a white and grey bea",
+  "necklace_necklace_261.jpg": "a gold chain with a single ball",
+  "ring_ring_136.jpg": "a yellow gold ring with diamonds",
+  "ring_ring_188.jpg": "a gold ring with a blue topazte",
+  "ring_ring_033.jpg": "a rose gold ring with diamonds",
+  "necklace_necklace_282.jpg": "a diamond and gold bracelet",
+  "ring_ring_110.jpg": "a diamond ring with two diamonds on the side",
+  "necklace_necklace_141.jpg": "a gold necklace with a diamond heart pendant",
+  "necklace_necklace_273.jpg": "a gold chain with a long, twisted design",
+  "necklace_necklace_180.jpg": "a gold bracelet with circles",
+  "ring_ring_160.jpg": "a white gold ring with a single diamond",
+  "necklace_necklace_60.jpg": "a black stone pendant on a silver chain",
+  "ring_ring_046.jpg": "a yellow gold engagement ring with a diamond",
+  "necklace_necklace_247.jpg": "a gold chain bracelet with a single chain",
+  "necklace_necklace_158.jpg": "a gold necklace with a small coin on it",
+  "necklace_necklace_65.jpg": "a necklace with a glass ball on it",
+  "ring_ring_145.jpg": "a white gold ring with diamonds",
+  "ring_ring_175.jpg": "a white gold ring with diamonds",
+  "ring_ring_032.jpg": "a diamond ring with a diamond set in the center",
+  "ring_ring_147.jpg": "a yellow gold ring with a diamond",
+  "necklace_necklace_177.jpg": "a gold necklace with purple stones",
+  "necklace_necklace_76.jpg": "a gold necklace with a diamond and a white diamond",
+  "necklace_necklace_313.jpg": "a gold chain with a diamond pendant",
+  "ring_ring_074.jpg": "a gold ring with a diamond",
+  "necklace_necklace_123.jpg": "a gold necklace with a diamond",
+  "necklace_necklace_53.jpg": "a gold necklace with an evil eye and a evil eye",
+  "necklace_necklace_146.jpg": "a gold necklace with a triangle on the front"
+}
\ No newline at end of file
diff --git a/data/tanishq/image_metadata.json b/data/tanishq/image_metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..66fb6292d2e18bc34bb6b59b2bb4ef942e8cf7d7
--- /dev/null
+++ b/data/tanishq/image_metadata.json
@@ -0,0 +1,1962 @@
+[
+  {
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+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_78.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_252.jpg",
+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
+  {
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+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_285.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_88.jpg",
+    "category": "necklace"
+  },
+  {
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+    "category": "necklace"
+  },
+  {
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
+  },
+  {
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+    "category": "necklace"
+  },
+  {
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
+  },
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
+  },
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+    "category": "necklace"
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
+  {
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+    "category": "necklace"
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
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+    "category": "necklace"
+  },
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+    "category": "necklace"
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+    "category": "necklace"
+  },
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+    "category": "necklace"
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+    "category": "necklace"
+  },
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
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+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_72.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_219.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_230.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_307.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_56.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_236.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_220.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_141.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_31.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_81.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_274.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_16.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_61.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_91.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_93.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_52.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_68.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_191.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_294.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_261.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_203.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_14.jpg",
+    "category": "necklace"
+  },
+  {
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+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_122.jpg",
+    "category": "necklace"
+  },
+  {
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+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_20.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_174.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_262.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_115.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_221.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_189.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_258.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_246.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_213.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_85.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_24.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_108.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_119.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_100.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_292.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_297.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_183.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_98.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_303.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_206.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_200.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_173.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_188.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_97.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_182.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_128.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_114.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_315.jpg",
+    "category": "necklace"
+  },
+  {
+    "image_id": "necklace_necklace_227.jpg",
+    "category": "necklace"
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+    "metadata_text": "ring made of yellow gold with diamond"
+  },
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+    "metal": "rose gold",
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+    },
+    "image_id": "ring_ring_170.jpg",
+    "metadata_text": "ring made of rose gold"
+  },
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+    },
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+    "metadata_text": "ring made of white gold with diamond"
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+    },
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+    "metadata_text": "ring with diamond"
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+    "metadata_text": "ring made of silver with diamond"
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+    "metadata_text": "ring made of white gold with diamond"
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+    "metadata_text": "ring made of gold"
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+    },
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+    "metadata_text": "ring made of yellow gold"
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+    },
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+    "metadata_text": "ring made of yellow gold with diamond"
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+    "metadata_text": "ring made of white gold with diamond"
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+    "image_id": "ring_ring_192.jpg",
+    "metadata_text": "ring made of yellow gold with colored stone"
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+    "metadata_text": "ring made of yellow gold with diamond"
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+    },
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+    "metadata_text": "ring made of yellow gold with diamond"
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+    },
+    "image_id": "ring_ring_080.jpg",
+    "metadata_text": "ring made of yellow gold"
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+  "ring_ring_152.jpg": {
+    "category": "ring",
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+    },
+    "image_id": "ring_ring_152.jpg",
+    "metadata_text": "ring made of yellow gold with diamond"
+  },
+  "ring_ring_008.jpg": {
+    "category": "ring",
+    "metal": "gold",
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+      "form": 0.4
+    },
+    "image_id": "ring_ring_008.jpg",
+    "metadata_text": "ring made of gold with sapphire"
+  },
+  "ring_ring_142.jpg": {
+    "category": "ring",
+    "metal": "rose gold",
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+      "primary_stone": 0.6,
+      "form": 0.4
+    },
+    "image_id": "ring_ring_142.jpg",
+    "metadata_text": "ring made of rose gold with diamond"
+  }
+}
\ No newline at end of file
diff --git a/data/tanishq/metadata.json b/data/tanishq/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..9e26dfeeb6e641a33dae4961196235bdb965b21b
--- /dev/null
+++ b/data/tanishq/metadata.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/data/tanishq/rejected_images.json b/data/tanishq/rejected_images.json
new file mode 100644
index 0000000000000000000000000000000000000000..5dbc247fb6f08971a2a90487a35746e7e873f918
--- /dev/null
+++ b/data/tanishq/rejected_images.json
@@ -0,0 +1,472 @@
+[
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\ No newline at end of file
diff --git a/data/tanishq/valid_images.json b/data/tanishq/valid_images.json
new file mode 100644
index 0000000000000000000000000000000000000000..3687ad5955ccc08bc362a002d98bcf08ce71ceb1
--- /dev/null
+++ b/data/tanishq/valid_images.json
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+  },
+  {
+    "image_id": "ring_ring_003.jpg",
+    "height": 225,
+    "width": 225,
+    "blur_score": 5997.063861377229
+  },
+  {
+    "image_id": "ring_ring_076.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 380.5485985665171
+  },
+  {
+    "image_id": "ring_ring_177.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 1032.6602906989829
+  },
+  {
+    "image_id": "ring_ring_172.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 553.708962181691
+  },
+  {
+    "image_id": "necklace_necklace_49.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 101.26346066044444
+  },
+  {
+    "image_id": "ring_ring_040.jpg",
+    "height": 225,
+    "width": 225,
+    "blur_score": 1999.7084839506174
+  },
+  {
+    "image_id": "ring_ring_166.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 1688.8185420430045
+  },
+  {
+    "image_id": "necklace_necklace_43.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 484.73387331655675
+  },
+  {
+    "image_id": "necklace_necklace_276.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 197.30929132299323
+  },
+  {
+    "image_id": "ring_ring_067.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 863.6605967018239
+  },
+  {
+    "image_id": "ring_ring_161.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 516.2678748324689
+  },
+  {
+    "image_id": "ring_ring_091.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 525.0313210185886
+  },
+  {
+    "image_id": "ring_ring_157.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 668.8089563545248
+  },
+  {
+    "image_id": "necklace_necklace_262.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 452.00439864124786
+  },
+  {
+    "image_id": "ring_ring_135.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 651.7247246663948
+  },
+  {
+    "image_id": "necklace_necklace_196.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 142.9798309765506
+  },
+  {
+    "image_id": "necklace_necklace_93.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 609.9697495063165
+  },
+  {
+    "image_id": "necklace_necklace_51.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 264.1551337230664
+  },
+  {
+    "image_id": "ring_ring_044.jpg",
+    "height": 225,
+    "width": 225,
+    "blur_score": 2529.175597827161
+  },
+  {
+    "image_id": "necklace_necklace_178.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 350.73911727806546
+  },
+  {
+    "image_id": "necklace_necklace_316.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 291.59401928922756
+  },
+  {
+    "image_id": "necklace_necklace_88.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 660.7398315948955
+  },
+  {
+    "image_id": "ring_ring_018.jpg",
+    "height": 225,
+    "width": 225,
+    "blur_score": 2356.6398814814816
+  },
+  {
+    "image_id": "ring_ring_113.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 2429.3960142182855
+  },
+  {
+    "image_id": "necklace_necklace_15.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 196.86151739409127
+  },
+  {
+    "image_id": "necklace_necklace_261.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 529.4651957875653
+  },
+  {
+    "image_id": "ring_ring_136.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 1000.383340131694
+  },
+  {
+    "image_id": "ring_ring_188.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 496.4494784686207
+  },
+  {
+    "image_id": "necklace_necklace_282.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 311.8821162094642
+  },
+  {
+    "image_id": "ring_ring_110.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 573.7390012237049
+  },
+  {
+    "image_id": "necklace_necklace_141.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 105.39114836808393
+  },
+  {
+    "image_id": "necklace_necklace_273.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 290.1135776338205
+  },
+  {
+    "image_id": "ring_ring_160.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 392.35653516694833
+  },
+  {
+    "image_id": "necklace_necklace_60.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 291.67076494054476
+  },
+  {
+    "image_id": "ring_ring_046.jpg",
+    "height": 225,
+    "width": 225,
+    "blur_score": 3541.0246716049382
+  },
+  {
+    "image_id": "necklace_necklace_65.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 260.9352016048588
+  },
+  {
+    "image_id": "ring_ring_145.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 854.2441291266084
+  },
+  {
+    "image_id": "ring_ring_175.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 849.8427393489438
+  },
+  {
+    "image_id": "ring_ring_032.jpg",
+    "height": 225,
+    "width": 224,
+    "blur_score": 4764.913948324121
+  },
+  {
+    "image_id": "ring_ring_147.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 290.2489656779908
+  },
+  {
+    "image_id": "necklace_necklace_177.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 185.9443208959299
+  },
+  {
+    "image_id": "necklace_necklace_76.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 114.11151723937985
+  },
+  {
+    "image_id": "necklace_necklace_313.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 106.07795259370376
+  },
+  {
+    "image_id": "ring_ring_074.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 420.16636559641046
+  },
+  {
+    "image_id": "necklace_necklace_123.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 144.80496474564418
+  },
+  {
+    "image_id": "necklace_necklace_53.jpg",
+    "height": 262,
+    "width": 262,
+    "blur_score": 233.9064739817027
+  }
+]
\ No newline at end of file
diff --git a/debug_chroma.py b/debug_chroma.py
new file mode 100644
index 0000000000000000000000000000000000000000..f99a2833115c0dee95750f43f3570572353bd159
--- /dev/null
+++ b/debug_chroma.py
@@ -0,0 +1,35 @@
+import chromadb
+import os
+
+BASE_DIR = os.path.dirname(os.path.abspath(__file__))
+CHROMA_PATH = os.path.join(BASE_DIR, "chroma_primary")
+
+print(f"Connecting to Chroma at {CHROMA_PATH}")
+chroma_client = chromadb.PersistentClient(path=CHROMA_PATH)
+metadata_collection = chroma_client.get_collection("jewelry_metadata")
+
+# Check strict retrieval
+target_id = "ring_ring_051.jpg"
+print(f"Checking metadata for {target_id}...")
+try:
+    item = metadata_collection.get(ids=[target_id])
+    if item['ids']:
+        print("Item Found:")
+        print(item['metadatas'][0])
+    else:
+        print("Item NOT found in metadata collection.")
+except Exception as e:
+    print(f"Error fetching item: {e}")
+
+# Check image collection metadata
+print(f"Checking image collection metadata for {target_id}...")
+try:
+    image_collection = chroma_client.get_collection("jewelry_images")
+    item = image_collection.get(ids=[target_id])
+    if item['ids']:
+        print("Image Collection Item Found. Metadata:")
+        print(item['metadatas'][0])
+    else:
+        print("Item NOT found in image collection.")
+except Exception as e:
+    print(f"Error fetching image item: {e}")
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e0064e49b45943dfff692368d31498cb9fb9c257
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,16 @@
+fastapi==0.121.1
+uvicorn==0.38.0
+torch==2.8.0
+torchvision==0.23.0
+git+https://github.com/openai/CLIP.git
+chromadb==1.4.1
+numpy==1.26.4
+Pillow==11.0.0
+python-multipart==0.0.6
+groq==1.0.0
+openai==2.9.0
+python-dotenv==1.2.1
+requests==2.32.5
+sentence-transformers==5.1.1
+ftfy==6.3.1
+regex==2024.11.6
diff --git a/test_api.py b/test_api.py
new file mode 100644
index 0000000000000000000000000000000000000000..673a9c3f55051617c349a742558203f24eeb84ca
--- /dev/null
+++ b/test_api.py
@@ -0,0 +1,49 @@
+import requests
+import json
+
+BASE_URL = "http://localhost:8000"
+
+def search(query, filters=None):
+    payload = {
+        "query": query,
+        "filters": filters or {},
+        "top_k": 5,
+        "use_reranking": False,
+        "use_explanations": False
+    }
+    try:
+        response = requests.post(f"{BASE_URL}/search/text", json=payload)
+        response.raise_for_status()
+        return response.json()
+    except Exception as e:
+        print(f"Error: {e}")
+        return None
+
+def run_tests():
+    print("=== Test 1: Filter Only (Emerald) ===")
+    res1 = search("", {"primary_stone": "Emerald"})
+    if res1 and res1["results"]:
+        print(f"Success. Found {len(res1['results'])} items.")
+        print(f"Sample: {res1['results'][0]['metadata'].get('primary_stone')}")
+    else:
+        print("Failed. No results or error.")
+
+    print("\n=== Test 2: Filter (Gold) + Query (Necklace) ===")
+    res2 = search("necklace", {"metal": "Gold"})
+    if res2 and res2["results"]:
+        print(f"Success. Found {len(res2['results'])} items.")
+        print(f"Sample Metal: {res2['results'][0]['metadata'].get('metal')}")
+        print(f"Sample Category: {res2['results'][0]['metadata'].get('category')}")
+    else:
+        print("Failed. No results.")
+
+    print("\n=== Test 3: Filter (Ring) + Query (Blue) ===")
+    res3 = search("blue", {"category": "Ring"})
+    if res3 and res3["results"]:
+        print(f"Success. Found {len(res3['results'])} items.")
+        print(f"Sample Category: {res3['results'][0]['metadata'].get('category')}")
+    else:
+        print("Failed. No results.")
+        
+if __name__ == "__main__":
+    run_tests()