opusdev/vector-similarity-api
1
1import os2import sys3import requests4from datetime import datetime5from dotenv import load_dotenv6 7load_dotenv(os.path.join(os.path.dirname(__file__), '..', '.env'))8 9QDRANT_URL = os.getenv('QDRANT_URL')10QDRANT_API_KEY = os.getenv('QDRANT_API_KEY')11MONGODB_URI = os.getenv('MONGODB_URI') or os.getenv('MONGO_URI') or os.getenv('DATABASE_URL')12EMBEDDING_SERVICE_URL = os.getenv('EMBEDDING_SERVICE_URL', 'http://localhost:8001')13COLLECTION_NAME = 'social_posts'14 15 16missing = [k for k, v in {'QDRANT_URL': QDRANT_URL, 'QDRANT_API_KEY': QDRANT_API_KEY}.items() if not v]17if missing:18 print(f"missing env vars: {', '.join(missing)}")19 sys.exit(1)20 21print(f"qdrant: {QDRANT_URL}")22print(f"embedding service: {EMBEDDING_SERVICE_URL}")23 24try:25 from qdrant_client import QdrantClient26 from qdrant_client.models import PointStruct, VectorParams, Distance27except ImportError:28 print("Installing qdrant-client...")29 os.system(f"{sys.executable} -m pip install qdrant-client --quiet")30 from qdrant_client import QdrantClient31 from qdrant_client.models import PointStruct, VectorParams, Distance32 33qdrant = QdrantClient(url=QDRANT_URL, api_key=QDRANT_API_KEY)34 35def ensure_collection(dim=384):36 try:37 qdrant.get_collection(COLLECTION_NAME)38 print(f"✓ Collection '{COLLECTION_NAME}' exists")39 except Exception:40 qdrant.create_collection(41 collection_name=COLLECTION_NAME,42 vectors_config=VectorParams(size=dim, distance=Distance.COSINE)43 )44 print(f"✓ Created collection '{COLLECTION_NAME}'")45 46def get_embedding(text):47 r = requests.post(f"{EMBEDDING_SERVICE_URL}/embed", json={"text": text}, timeout=15)48 r.raise_for_status()49 return r.data['embedding'] if hasattr(r, 'data') else r.json()['embedding']50 51# seedPosts 52sample_posts = [53 {'post_id':'post_001','name':'John Doe','caption':'Beautiful sunset at the beach! Perfect evening with family. #sunset #beach #nature','media_url':'https://images.unsplash.com/photo-1507525428034-b723cf961d3e','media_type':'image','category':'nature'},54 {'post_id':'post_002','name':'Sarah Smith','caption':'New smartphone unboxing! This camera quality is amazing. Best tech purchase of 2024. #tech #smartphone','media_url':'https://images.unsplash.com/photo-1511707171634-5f897ff02aa9','media_type':'image','category':'tech'},55 {'post_id':'post_003','name':'Mike Johnson','caption':'Workout complete! Leg day is the hardest but most rewarding. #fitness #gym #motivation','media_url':'https://images.unsplash.com/photo-1534438327276-14e5300c3a48','media_type':'image','category':'healthcare'},56 {'post_id':'post_004','name':'Emma Wilson','caption':'Homemade pizza night! Fresh ingredients make all the difference. Recipe coming soon. #food #cooking','media_url':'https://images.unsplash.com/photo-1513104890138-7c749659a591','media_type':'image','category':'food'},57 {'post_id':'post_005','name':'David Lee','caption':'Morning coffee and coding session. Building something exciting! #developer #tech #coffee #coding','media_url':'https://images.unsplash.com/photo-1498050108023-c5249f4df085','media_type':'image','category':'tech'},58 {'post_id':'post_006','name':'Lisa Brown','caption':'Makeup tutorial coming soon! This look is gorgeous. #beauty #makeup #tutorial','media_url':'https://images.unsplash.com/photo-1512496015851-a90fb38ba796','media_type':'image','category':'art'},59 {'post_id':'post_007','name':'Tom Harris','caption':'Mountain hiking adventure! The view from the top was breathtaking. #hiking #nature #adventure #mountains','media_url':'https://images.unsplash.com/photo-1551632811-561732d1e306','media_type':'image','category':'nature'},60 {'post_id':'post_008','name':'Anna Martinez','caption':'New book recommendations! Just finished this amazing thriller novel. Page turner! #reading #books #thriller','media_url':'https://images.unsplash.com/photo-1512820790803-83ca734da794','media_type':'image','category':'education'},61 {'post_id':'post_009','name':'Chris Taylor','caption':'Gaming setup complete! Ready for the weekend gaming marathon. RGB everything! #gaming #setup #tech #rgb','media_url':'https://images.unsplash.com/photo-1593305841991-05c297ba4575','media_type':'image','category':'tech'},62 {'post_id':'post_010','name':'Jennifer White','caption':'Travel diaries: Exploring ancient architecture in Rome. History comes alive here! #travel #rome #architecture','media_url':'https://images.unsplash.com/photo-1552832230-c0197dd311b5','media_type':'image','category':'travel'},63 {'post_id':'post_011','name':'Robert Green','caption':'Yoga session at sunrise. Finding inner peace. #yoga #wellness #meditation #morning','media_url':'https://images.unsplash.com/photo-1506126613408-eca07ce68773','media_type':'image','category':'healthcare'},64 {'post_id':'post_012','name':'Maria Garcia','caption':'Fashion week ready! New collection. Style is a way to say who you are. #fashion #style #outfit','media_url':'https://images.unsplash.com/photo-1483985988355-763728e1935b','media_type':'image','category':'art'},65 {'post_id':'post_013','name':'Kevin Brown','caption':'Street photography in Tokyo. Urban life at its finest. #photography #tokyo #urban #street','media_url':'https://images.unsplash.com/photo-1536098561742-ca998e48cbcc','media_type':'image','category':'travel'},66 {'post_id':'post_014','name':'Sophie Davis','caption':'Baking therapy! Fresh croissants from scratch. The smell is heavenly! #baking #croissants #food','media_url':'https://images.unsplash.com/photo-1555507036-ab1f4038808a','media_type':'image','category':'food'},67 {'post_id':'post_015','name':'Alex Turner','caption':'Music production session. Creating beats late at night. #music #producer #beats #studio','media_url':'https://images.unsplash.com/photo-1598488035139-bdbb2231ce04','media_type':'image','category':'music'},68 {'post_id':'post_016','name':'Tech Reviewer Mike','caption':'Unboxing the latest MacBook Pro M3! This laptop is insanely fast. Perfect for video editing and coding. #apple #macbook #tech','media_url':'https://images.unsplash.com/photo-1517336714731-489689fd1ca8','media_type':'image','category':'tech'},69 {'post_id':'post_017','name':'Gadget Girl','caption':'New wireless earbuds review! Noise cancellation is top-notch. Battery life lasts all day. #audio #wireless #tech','media_url':'https://images.unsplash.com/photo-1590658268037-6bf12165a8df','media_type':'image','category':'tech'},70 {'post_id':'post_018','name':'Gaming Pro','caption':'Building my dream gaming PC! RTX 4090 graphics card installed. Ready for 4K gaming at 144fps. #pc #gaming #nvidia','media_url':'https://images.unsplash.com/photo-1587202372634-32705e3bf49c','media_type':'image','category':'tech'},71 {'post_id':'post_019','name':'Smart Home Hub','caption':'Smart home automation complete! Voice control for lights, thermostat, and security. Living in the future! #smarthome #iot #automation','media_url':'https://images.unsplash.com/photo-1558002038-1055907df827','media_type':'image','category':'tech'},72 {'post_id':'post_020','name':'VR Explorer','caption':'Virtual reality gaming is mind-blowing! Just played the latest VR horror game. So immersive! #vr #virtualreality #gaming','media_url':'https://images.unsplash.com/photo-1622979135225-d2ba269cf1ac','media_type':'image','category':'tech'},73 {'post_id':'post_021','name':'Drone Pilot Dave','caption':'Captured stunning aerial footage with my new drone! 4K video quality is incredible. #drone #aerial #photography','media_url':'https://images.unsplash.com/photo-1473968512647-3e447244af8f','media_type':'image','category':'tech'},74 {'post_id':'post_022','name':'Tablet Reviewer','caption':'iPad Pro vs Surface Pro comparison! Drawing on tablets has never been better. #tablet #digital #art','media_url':'https://images.unsplash.com/photo-1544244015-0df4b3ffc6b0','media_type':'image','category':'tech'},75 {'post_id':'post_023','name':'Camera Enthusiast','caption':'New mirrorless camera unboxing! Full frame sensor with incredible low-light performance. #camera #photography #mirrorless','media_url':'https://images.unsplash.com/photo-1502920917128-1aa500764cbd','media_type':'image','category':'tech'},76 {'post_id':'post_024','name':'Wearable Tech','caption':'Smartwatch fitness tracking for the win! Monitoring heart rate, sleep, and activity. Health data at my wrist. #smartwatch #fitness #health','media_url':'https://images.unsplash.com/photo-1579586337278-3befd40fd17a','media_type':'image','category':'tech'},77 {'post_id':'post_025','name':'Mechanical Keys','caption':'Custom mechanical keyboard build complete! Clicky switches and RGB lighting. Typing feels amazing! #keyboard #mechanical #gaming','media_url':'https://images.unsplash.com/photo-1595225476474-87563907a212','media_type':'image','category':'tech'},78 {'post_id':'post_026','name':'Chef Julia','caption':'Homemade pasta from scratch! Fresh ingredients make all the difference. Recipe coming soon. #pasta #italian #cooking','media_url':'https://images.unsplash.com/photo-1621996346565-e3dbc646d9a9','media_type':'image','category':'food'},79 {'post_id':'post_027','name':'Sushi Master','caption':'Sushi rolling tutorial! Perfect rice, fresh fish, and precision cuts. Japanese cuisine at its finest. #sushi #japanese #food','media_url':'https://images.unsplash.com/photo-1579584425555-c3ce17fd4351','media_type':'image','category':'food'},80 {'post_id':'post_028','name':'BBQ Boss','caption':'Slow-smoked brisket for 14 hours! Tender, juicy, and full of flavor. BBQ perfection achieved. #bbq #smoking #meat','media_url':'https://images.unsplash.com/photo-1555939594-58d7cb561ad1','media_type':'image','category':'food'},81 {'post_id':'post_029','name':'Dessert Queen','caption':'Triple chocolate cake with ganache! Decadent layers of pure chocolate heaven. #cake #dessert #chocolate','media_url':'https://images.unsplash.com/photo-1578985545062-69928b1d9587','media_type':'image','category':'food'},82 {'post_id':'post_030','name':'Healthy Eats','caption':'Buddha bowl with quinoa, avocado, and roasted veggies! Nutritious and delicious meal prep. #healthy #vegan #mealprep','media_url':'https://images.unsplash.com/photo-1546069901-ba9599a7e63c','media_type':'image','category':'food'},83 {'post_id':'post_031','name':'Bread Baker','caption':'Sourdough bread baking success! Crispy crust and airy interior. Nothing beats homemade bread. #sourdough #baking #bread','media_url':'https://images.unsplash.com/photo-1509440159596-0249088772ff','media_type':'image','category':'food'},84 {'post_id':'post_032','name':'Coffee Addict','caption':'Latte art perfection! Practicing my pour technique. Coffee tastes better when it looks good. #coffee #latte #barista','media_url':'https://images.unsplash.com/photo-1511920170033-f8396924c348','media_type':'image','category':'food'},85 {'post_id':'post_033','name':'Taco Tuesday','caption':'Street tacos with homemade salsa! Authentic Mexican flavors. Taco night is the best night. #tacos #mexican #food','media_url':'https://images.unsplash.com/photo-1565299507177-b0ac66763828','media_type':'image','category':'food'},86 {'post_id':'post_034','name':'Smoothie Pro','caption':'Green smoothie packed with spinach, banana, and protein! Healthy breakfast on the go. #smoothie #healthy #breakfast','media_url':'https://images.unsplash.com/photo-1505252585461-04db1eb84625','media_type':'image','category':'food'},87 {'post_id':'post_035','name':'Burger Master','caption':'Ultimate cheeseburger with bacon and special sauce! Juicy patty and fresh toppings. Burger goals! #burger #food #yum','media_url':'https://images.unsplash.com/photo-1568901346375-23c9450c58cd','media_type':'image','category':'food'},88 {'post_id':'post_036','name':'Wanderlust Sarah','caption':'Exploring the streets of Paris! Eiffel Tower views and croissants. Dream vacation come true. #paris #france #travel','media_url':'https://images.unsplash.com/photo-1502602898657-3e91760cbb34','media_type':'image','category':'travel'},89 {'post_id':'post_037','name':'Mountain Climber','caption':'Summit reached! Climbed to the top of Mount Kilimanjaro. Breathtaking views above the clouds. #climbing #mountain #adventure','media_url':'https://images.unsplash.com/photo-1506905925346-21bda4d32df4','media_type':'image','category':'travel'},90 {'post_id':'post_038','name':'Beach Bum','caption':'Tropical paradise in Maldives! Crystal clear water and white sand beaches. Living the island life. #maldives #beach #paradise','media_url':'https://images.unsplash.com/photo-1514282401047-d79a71a590e8','media_type':'image','category':'travel'},91 {'post_id':'post_039','name':'Safari Guide','caption':'African safari adventure! Spotted lions, elephants, and giraffes in their natural habitat. Wildlife photography at its best. #safari #africa #wildlife','media_url':'https://images.unsplash.com/photo-1516426122078-c23e76319801','media_type':'image','category':'travel'},92 {'post_id':'post_040','name':'City Explorer','caption':'Tokyo nightlife is electric! Neon lights, bustling streets, and amazing food. Urban exploration goals. #tokyo #japan #city','media_url':'https://images.unsplash.com/photo-1540959733332-eab4deabeeaf','media_type':'image','category':'travel'},93 {'post_id':'post_041','name':'Road Tripper','caption':'Cross-country road trip through Route 66! Classic American adventure with amazing scenery. #roadtrip #travel #usa','media_url':'https://images.unsplash.com/photo-1469854523086-cc02fe5d8800','media_type':'image','category':'travel'},94 {'post_id':'post_042','name':'Scuba Diver','caption':'Underwater world of the Great Barrier Reef! Colorful coral and tropical fish everywhere. Marine life is amazing. #scuba #diving #ocean','media_url':'https://images.unsplash.com/photo-1544551763-46a013bb70d5','media_type':'image','category':'travel'},95 {'post_id':'post_043','name':'Desert Wanderer','caption':'Camping under the stars in the Sahara Desert! Sand dunes and endless sky. Peaceful solitude. #desert #camping #sahara','media_url':'https://images.unsplash.com/photo-1509316785289-025f5b846b35','media_type':'image','category':'travel'},96 {'post_id':'post_044','name':'Aurora Chaser','caption':'Northern lights in Iceland! Dancing green lights across the night sky. Bucket list moment achieved. #aurora #iceland #northernlights','media_url':'https://images.unsplash.com/photo-1483347756197-71ef80e95f73','media_type':'image','category':'travel'},97 {'post_id':'post_045','name':'Temple Tourist','caption':'Ancient temples of Angkor Wat at sunrise! Historical architecture and spiritual atmosphere. Cambodia is incredible. #angkorwat #cambodia #temple','media_url':'https://images.unsplash.com/photo-1563492065599-3520f775eeed','media_type':'image','category':'travel'},98 {'post_id':'post_046','name':'CrossFit Coach','caption':'Morning WOD completed! Heavy deadlifts and box jumps. Building strength every day. #crossfit #workout #fitness','media_url':'https://images.unsplash.com/photo-1571019613454-1cb2f99b2d8b','media_type':'image','category':'sports'},99 {'post_id':'post_047','name':'Marathon Runner','caption':'Just finished my first marathon! 26.2 miles of pure determination. Feeling accomplished and exhausted. #marathon #running #fitness','media_url':'https://images.unsplash.com/photo-1552674605-db6ffd4facb5','media_type':'image','category':'sports'},100 {'post_id':'post_048','name':'Swimmer Sarah','caption':'Pool training session! Working on my freestyle technique. Swimming is the best full-body workout. #swimming #pool #training','media_url':'https://images.unsplash.com/photo-1519315901367-f34ff9154487','media_type':'image','category':'sports'},101 {'post_id':'post_049','name':'Cyclist Mike','caption':'100km bike ride through countryside! Fresh air and beautiful landscapes. Cycling is my meditation. #cycling #bike #outdoors','media_url':'https://images.unsplash.com/photo-1541625602330-2277a4c46182','media_type':'image','category':'sports'},102 {'post_id':'post_050','name':'Boxing Champion','caption':'Heavy bag training! Working on combinations and footwork. Boxing is the ultimate cardio workout. #boxing #training #fitness','media_url':'https://images.unsplash.com/photo-1549719386-74dfcbf7dbed','media_type':'image','category':'sports'},103 {'post_id':'post_051','name':'Rock Climber','caption':'Indoor climbing session! Conquered the hardest route in the gym. Upper body strength on point. #climbing #bouldering #fitness','media_url':'https://images.unsplash.com/photo-1522163182402-834f871fd851','media_type':'image','category':'sports'},104 {'post_id':'post_052','name':'Pilates Pro','caption':'Pilates reformer class! Core strength and flexibility training. Mind-body connection achieved. #pilates #fitness #wellness','media_url':'https://images.unsplash.com/photo-1518611012118-696072aa579a','media_type':'image','category':'healthcare'},105 {'post_id':'post_053','name':'Basketball Player','caption':'Pickup basketball game at the park! Nothing beats the competition and teamwork. Ball is life! #basketball #sports #hoops','media_url':'https://images.unsplash.com/photo-1546519638-68e109498ffc','media_type':'image','category':'sports'},106 {'post_id':'post_054','name':'Tennis Coach','caption':'Tennis practice on a beautiful day! Working on my serve and backhand. Love this sport. #tennis #sports #training','media_url':'https://images.unsplash.com/photo-1554068865-24cecd4e34b8','media_type':'image','category':'sports'},107 {'post_id':'post_055','name':'Hiker Hannah','caption':'Trail running in the mountains! Fresh air, beautiful views, and natural terrain. Best cardio ever. #hiking #running #nature','media_url':'https://images.unsplash.com/photo-1551632811-561732d1e306','media_type':'image','category':'sports'},108 {'post_id':'post_056','name':'Digital Artist','caption':'New digital painting complete! Vibrant colors and fantasy landscapes. Digital art is limitless. #digitalart #painting #artist','media_url':'https://images.unsplash.com/photo-1513364776144-60967b0f800f','media_type':'image','category':'art'},109 {'post_id':'post_057','name':'Graffiti King','caption':'Street art mural finished! Bold colors and powerful message. Urban art at its finest. #graffiti #streetart #mural','media_url':'https://images.unsplash.com/photo-1499781350541-7783f6c6a0c8','media_type':'image','category':'art'},110 {'post_id':'post_058','name':'Watercolor Artist','caption':'Watercolor landscape painting! Soft colors blending beautifully. Traditional art techniques never go out of style. #watercolor #painting #art','media_url':'https://images.unsplash.com/photo-1460661419201-fd4cecdf8a8b','media_type':'image','category':'art'},111 {'post_id':'post_059','name':'Sculptor Sam','caption':'Clay sculpture in progress! Working with my hands to create 3D art. Sculpting is meditation. #sculpture #clay #art','media_url':'https://images.unsplash.com/photo-1452860606245-08befc0ff44b','media_type':'image','category':'art'},112 {'post_id':'post_060','name':'Calligraphy Master','caption':'Modern calligraphy practice! Beautiful lettering with brush pens. The art of writing. #calligraphy #lettering #art','media_url':'https://images.unsplash.com/photo-1455390582262-044cdead277a','media_type':'image','category':'art'},113 {'post_id':'post_061','name':'Portrait Painter','caption':'Oil portrait painting session! Capturing human emotion on canvas. Realistic art takes patience. #portrait #oilpainting #art','media_url':'https://images.unsplash.com/photo-1460661419201-fd4cecdf8a8b','media_type':'image','category':'art'},114 {'post_id':'post_062','name':'Abstract Artist','caption':'Abstract expressionism piece! Bold brushstrokes and emotional colors. Art without boundaries. #abstract #modernart #painting','media_url':'https://images.unsplash.com/photo-1541961017774-22349e4a1262','media_type':'image','category':'art'},115 {'post_id':'post_063','name':'Tattoo Artist','caption':'Custom tattoo design complete! Intricate line work and shading. Permanent art on skin. #tattoo #art #bodyart','media_url':'https://images.unsplash.com/photo-1611501275019-9b5cda994e8d','media_type':'image','category':'art'},116 {'post_id':'post_064','name':'Ceramics Creator','caption':'Handmade pottery on the wheel! Creating functional art pieces. Clay therapy at its best. #pottery #ceramics #handmade','media_url':'https://images.unsplash.com/photo-1493106641515-6b5631de4bb9','media_type':'image','category':'art'},117 {'post_id':'post_065','name':'Graphic Designer','caption':'New logo design for a startup! Clean lines and modern aesthetics. Branding matters. #graphicdesign #logo #branding','media_url':'https://images.unsplash.com/photo-1626785774573-4b799315345d','media_type':'image','category':'art'},118 {'post_id':'post_066','name':'Tech Reviewer','caption':'Hands-on with the latest smartphone. Sleek design and powerful performance. #tech #gadgets','media_url':'https://images.unsplash.com/photo-1511707171634-5f897ff02aa9','media_type':'image','category':'tech'},119 {'post_id':'post_067','name':'Gadget Hub','caption':'Wireless earbuds with immersive sound and long battery life. #audio #tech','media_url':'https://images.unsplash.com/photo-1590658268037-6bf12165a8df','media_type':'image','category':'tech'},120 {'post_id':'post_068','name':'Wearable World','caption':'Smartwatch tracking health, fitness, and notifications. #wearables','media_url':'https://images.unsplash.com/photo-1523275335684-37898b6baf30','media_type':'image','category':'tech'},121 {'post_id':'post_069','name':'Laptop Studio','caption':'Ultra-slim laptop built for productivity and creativity. #laptop','media_url':'https://images.unsplash.com/photo-1517336714731-489689fd1ca8','media_type':'image','category':'tech'},122 {'post_id':'post_070','name':'Gaming Zone','caption':'Next-gen gaming console delivering stunning visuals. #gaming','media_url':'https://images.unsplash.com/photo-1606813909355-89d3d2b4e63f','media_type':'image','category':'tech'},123 {'post_id':'post_071','name':'Camera Lab','caption':'Mirrorless camera for professional photography. #camera','media_url':'https://images.unsplash.com/photo-1519183071298-a2962eadcdb2','media_type':'image','category':'tech'},124 {'post_id':'post_072','name':'Desk Setup','caption':'Minimal desk setup with powerful tech gear. #workspace','media_url':'https://images.unsplash.com/photo-1527430253228-e93688616381','media_type':'image','category':'tech'},125 {'post_id':'post_073','name':'Smart Living','caption':'Smart home devices making life easier. #smarthome','media_url':'https://images.unsplash.com/photo-1558002038-1055907df827','media_type':'image','category':'tech'},126 {'post_id':'post_074','name':'Tablet Talk','caption':'Tablets designed for work and play. #tablet','media_url':'https://images.unsplash.com/photo-1585790050230-5dd28404ccb9','media_type':'image','category':'tech'},127 {'post_id':'post_075','name':'Tech Accessories','caption':'Accessories that complete your setup. #techaccessories','media_url':'https://images.unsplash.com/photo-1585386959984-a41552231693','media_type':'image','category':'tech'},128 {'post_id':'post_076','name':'AI Research','caption':'Artificial intelligence reshaping the future. #AI','media_url':'https://images.unsplash.com/photo-1581090700227-1e37b190418e','media_type':'image','category':'ai'},129 {'post_id':'post_077','name':'Neural Net','caption':'Neural networks powering smart systems. #MachineLearning','media_url':'https://images.unsplash.com/photo-1534751516642-a1af1ef26a56','media_type':'image','category':'ai'},130 {'post_id':'post_078','name':'Data Minds','caption':'Data-driven intelligence at scale. #DataScience','media_url':'https://images.unsplash.com/photo-1551288049-bebda4e38f71','media_type':'image','category':'ai'},131 {'post_id':'post_079','name':'AI Automation','caption':'Automation powered by artificial intelligence. #Automation','media_url':'https://images.unsplash.com/photo-1485827404703-89b55fcc595e','media_type':'image','category':'ai'},132 {'post_id':'post_080','name':'Vision AI','caption':'Computer vision enabling machines to see. #ComputerVision','media_url':'https://images.unsplash.com/photo-1581090464777-f3220bbe1b8b','media_type':'image','category':'ai'},133 {'post_id':'post_081','name':'AI Bots','caption':'Conversational AI changing user experiences. #Chatbots','media_url':'https://images.unsplash.com/photo-1531746790731-6c087fecd65a','media_type':'image','category':'ai'},134 {'post_id':'post_082','name':'ML Studio','caption':'Training models with real-world data. #ML','media_url':'https://images.unsplash.com/photo-1504639725590-34d0984388bd','media_type':'image','category':'ai'},135 {'post_id':'post_083','name':'AI Ethics','caption':'Building responsible and ethical AI. #AIEthics','media_url':'https://images.unsplash.com/photo-1603791440384-56cd371ee9a7','media_type':'image','category':'ai'},136 {'post_id':'post_084','name':'Robotics Lab','caption':'Robots powered by intelligent systems. #Robotics','media_url':'https://images.unsplash.com/photo-1485827404703-89b55fcc595e','media_type':'image','category':'ai'},137 {'post_id':'post_085','name':'AI Future','caption':'Exploring what is next for AI innovation. #FutureTech','media_url':'https://images.unsplash.com/photo-1518770660439-4636190af475','media_type':'image','category':'ai'},138 {'post_id':'post_086','name':'Healthcare Today','caption':'Modern hospitals improving patient outcomes. #healthcare','media_url':'https://images.unsplash.com/photo-1579684385127-1ef15d508118','media_type':'image','category':'healthcare'},139 {'post_id':'post_087','name':'Medical Staff','caption':'Doctors and nurses working on the frontlines. #medical','media_url':'https://images.unsplash.com/photo-1582750433449-648ed127bb54','media_type':'image','category':'healthcare'},140 {'post_id':'post_088','name':'Wellness Hub','caption':'Daily habits that support long-term wellness. #wellness','media_url':'https://images.unsplash.com/photo-1554284126-aa88f22d8b74','media_type':'image','category':'healthcare'},141 {'post_id':'post_089','name':'Medical Technology','caption':'Technology enhancing diagnosis and treatment. #medtech','media_url':'https://images.unsplash.com/photo-1581091012184-7d0e3b8f6f84','media_type':'image','category':'healthcare'},142 {'post_id':'post_090','name':'Patient Care','caption':'Patient-centered care makes all the difference. 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#analysis','media_url':'https://images.unsplash.com/photo-1551288049-bebda4e38f71','media_type':'image','category':'stocks'},241 {'post_id':'post_189','name':'Bull Market','caption':'Celebrating the highs of the market. #bullmarket','media_url':'https://images.unsplash.com/photo-1611974789855-9c2a0a7236a3','media_type':'image','category':'stocks'},242 {'post_id':'post_190','name':'Bear Market','caption':'Navigating the lows with strategy. #bearmarket','media_url':'https://images.unsplash.com/photo-1554224155-8d04cb21cd6c','media_type':'image','category':'stocks'},243 {'post_id':'post_191','name':'Investors Hub','caption':'Where investors meet insights. #investment','media_url':'https://images.unsplash.com/photo-1569025690938-a00729c9e1f9','media_type':'image','category':'stocks'},244 {'post_id':'post_192','name':'Trading Screen','caption':'Charts, numbers, and quick decisions. #tradingdesk','media_url':'https://images.unsplash.com/photo-1611974789855-9c2a0a7236a3','media_type':'image','category':'stocks'},245 {'post_id':'post_193','name':'Financial Growth','caption':'Strategies to grow your portfolio. #finance','media_url':'https://images.unsplash.com/photo-1554224155-8d04cb21cd6c','media_type':'image','category':'stocks'},246 {'post_id':'post_194','name':'Market Watch','caption':'Keeping an eye on global trends. #marketwatch','media_url':'https://images.unsplash.com/photo-1611974789855-9c2a0a7236a3','media_type':'image','category':'stocks'},247 {'post_id':'post_195','name':'Trading Floor','caption':'The pulse of the stock exchange. #tradingfloor','media_url':'https://images.unsplash.com/photo-1559526324-593bc073d938','media_type':'image','category':'stocks'},248 {'post_id':'post_196','name':'Luxury Cars','caption':'Exquisite designs and performance on wheels. #luxurycars','media_url':'https://images.unsplash.com/photo-1503376780353-7e6692767b70','media_type':'image','category':'vehicles'},249 {'post_id':'post_197','name':'Motorcycle Ride','caption':'Freedom on two wheels. #motorcycle','media_url':'https://images.unsplash.com/photo-1504215680853-026ed2a45def','media_type':'image','category':'vehicles'},250 {'post_id':'post_198','name':'Sports Car','caption':'Speed, style, and adrenaline. #sportscar','media_url':'https://images.unsplash.com/photo-1511919884226-fd3cad34687c','media_type':'image','category':'vehicles'},251 {'post_id':'post_199','name':'Vintage Ride','caption':'Classic cars with timeless charm. #vintagecars','media_url':'https://images.unsplash.com/photo-1502877338535-766e1452684a','media_type':'image','category':'vehicles'},252 {'post_id':'post_200','name':'Electric Vehicles','caption':'Driving towards a sustainable future. #EV','media_url':'https://images.unsplash.com/photo-1606813902864-93b3d6dfe8f0','media_type':'image','category':'vehicles'},253 {'post_id':'post_201','name':'Offroad Adventure','caption':'Exploring the unbeaten path. #offroad','media_url':'https://images.unsplash.com/photo-1587401991296-0e7db86ff8de','media_type':'image','category':'vehicles'},254 {'post_id':'post_202','name':'Truck Life','caption':'Powerful and dependable. #trucks','media_url':'https://images.unsplash.com/photo-1504215680853-026ed2a45def','media_type':'image','category':'vehicles'},255 {'post_id':'post_203','name':'Car Interior','caption':'Design meets comfort. #carinterior','media_url':'https://images.unsplash.com/photo-1525609004556-c46c7d6cf023','media_type':'image','category':'vehicles'},256 {'post_id':'post_204','name':'Road Trip Car','caption':'The journey matters more than the destination. #roadtrip','media_url':'https://images.unsplash.com/photo-1502877338535-766e1452684a','media_type':'image','category':'vehicles'},257 {'post_id':'post_205','name':'Car Showroom','caption':'Exploring the latest models and innovations. #carshowroom','media_url':'https://images.unsplash.com/photo-1511919884226-fd3cad34687c','media_type':'image','category':'vehicles'},258 {'post_id':'post_206','name':'Cozy Cafe','caption':'Warm vibes and aromatic coffee. #cafe','media_url':'https://images.unsplash.com/photo-1529070538774-1843cb3265df','media_type':'image','category':'cafes'},259 {'post_id':'post_207','name':'Coffee Art','caption':'Latte designs that make mornings better. #coffeeart','media_url':'https://images.unsplash.com/photo-1511920170033-f8396924c348','media_type':'image','category':'cafes'},260 {'post_id':'post_208','name':'Urban Cafe','caption':'Trendy cafes in the heart of the city. #urbancafe','media_url':'https://images.unsplash.com/photo-1509042239860-f550ce710b93','media_type':'image','category':'cafes'},261 {'post_id':'post_209','name':'Outdoor Cafe','caption':'Enjoying coffee with a view. #outdoorcafe','media_url':'https://images.unsplash.com/photo-1517248135467-4c7edcad34c4','media_type':'image','category':'cafes'},262 {'post_id':'post_210','name':'Cafe Vibes','caption':'Music, coffee, and relaxation. #cafemood','media_url':'https://images.unsplash.com/photo-1470337458703-46ad1756a187','media_type':'image','category':'cafes'},263 {'post_id':'post_211','name':'Pastry and Coffee','caption':'Delicious treats paired with your favorite brew. #coffeeandpastry','media_url':'https://images.unsplash.com/photo-1505250469679-203ad9ced0cb','media_type':'image','category':'cafes'},264 {'post_id':'post_212','name':'Evening Cafe','caption':'Twilight and coffee moments. #eveningcafe','media_url':'https://images.unsplash.com/photo-1470336120461-9e42b9b9c3d6','media_type':'image','category':'cafes'},265 {'post_id':'post_213','name':'Cafe Corner','caption':'A cozy nook for work or reading. #cafecorner','media_url':'https://images.unsplash.com/photo-1511920170033-f8396924c348','media_type':'image','category':'cafes'},266 {'post_id':'post_214','name':'Morning Brew','caption':'Start your day with fresh coffee. #morningcoffee','media_url':'https://images.unsplash.com/photo-1509042239860-f550ce710b93','media_type':'image','category':'cafes'},267 {'post_id':'post_215','name':'Coffee Culture','caption':'Exploring cafes from around the world. #coffeeculture','media_url':'https://images.unsplash.com/photo-1517248135467-4c7edcad34c4','media_type':'image','category':'cafes'},268 269 {'post_id':'post_216','name':'सुप्रभात संदेश','caption':'हर दिन एक नई शुरुआत है। #सुप्रभात','media_url':'https://images.unsplash.com/photo-1500530855697-b586d89ba3ee','media_type':'image','category':'hindi'},270 271{'post_id':'post_217','name':'प्रेरणादायक विचार','caption':'सफलता मेहनत से मिलती है, किस्मत से नहीं। #प्रेरणा','media_url':'https://images.unsplash.com/photo-1492724441997-5dc865305da7','media_type':'image','category':'hindi'},272 273{'post_id':'post_218','name':'दोस्ती','caption':'सच्चे दोस्त जिंदगी की सबसे बड़ी दौलत होते हैं। #दोस्ती','media_url':'https://images.unsplash.com/photo-1529156069898-49953e39b3ac','media_type':'image','category':'hindi'},274 275{'post_id':'post_219','name':'जीवन विचार','caption':'जीवन छोटा है, मुस्कुराते रहो। #जीवन','media_url':'https://images.unsplash.com/photo-1470770841072-f978cf4d019e','media_type':'image','category':'hindi'},276 277{'post_id':'post_220','name':'सकारात्मक सोच','caption':'सकारात्मक सोच ही सफलता की कुंजी है। #PositiveVibes','media_url':'https://images.unsplash.com/photo-1507525428034-b723cf961d3e','media_type':'image','category':'hindi'},278 279{'post_id':'post_221','name':'प्रेरक कहानी','caption':'हर संघर्ष एक नई सीख देता है। #संघर्ष','media_url':'https://images.unsplash.com/photo-1482192596544-9eb780fc7f66','media_type':'image','category':'hindi'},280 281{'post_id':'post_222','name':'खुश रहो','caption':'खुश रहना भी एक कला है। #खुशी','media_url':'https://images.unsplash.com/photo-1501785888041-af3ef285b470','media_type':'image','category':'hindi'},282 283{'post_id':'post_223','name':'माँ का प्यार','caption':'माँ का प्यार दुनिया का सबसे अनमोल तोहफा है। #माँ','media_url':'https://images.unsplash.com/photo-1492724441997-5dc865305da7','media_type':'image','category':'hindi'},284 285{'post_id':'post_224','name':'समय का महत्व','caption':'समय अमूल्य है, इसे व्यर्थ न जाने दें। #समय','media_url':'https://images.unsplash.com/photo-1496307042754-b4aa456c4a2d','media_type':'image','category':'hindi'},286 287{'post_id':'post_225','name':'सपने','caption':'बड़े सपने देखो और उन्हें पूरा करो। #सपने','media_url':'https://images.unsplash.com/photo-1500534314209-a25ddb2bd429','media_type':'image','category':'hindi'},288 289{'post_id':'post_226','name':'विश्वास','caption':'खुद पर विश्वास सबसे बड़ी ताकत है। #विश्वास','media_url':'https://images.unsplash.com/photo-1482192505345-5655af888cc4','media_type':'image','category':'hindi'},290 291{'post_id':'post_227','name':'मेहनत','caption':'आज की मेहनत कल की सफलता है। #मेहनत','media_url':'https://images.unsplash.com/photo-1498050108023-c5249f4df085','media_type':'image','category':'hindi'},292 293{'post_id':'post_228','name':'नई शुरुआत','caption':'हर अंत एक नई शुरुआत है। #नईशुरुआत','media_url':'https://images.unsplash.com/photo-1500530855697-b586d89ba3ee','media_type':'image','category':'hindi'},294 295{'post_id':'post_229','name':'परिवार','caption':'परिवार ही हमारी असली ताकत है। #परिवार','media_url':'https://images.unsplash.com/photo-1511895426328-dc8714191300','media_type':'image','category':'hindi'},296 297{'post_id':'post_230','name':'प्रकृति प्रेम','caption':'प्रकृति में सुकून है। #NatureLove','media_url':'https://images.unsplash.com/photo-1501785888041-af3ef285b470','media_type':'image','category':'hindi'},298 299{'post_id':'post_231','name':'सफलता','caption':'सफलता धैर्य और मेहनत का परिणाम है। #सफलता','media_url':'https://images.unsplash.com/photo-1482192596544-9eb780fc7f66','media_type':'image','category':'hindi'},300 301{'post_id':'post_232','name':'उम्मीद','caption':'उम्मीद कभी मत छोड़ो। #उम्मीद','media_url':'https://images.unsplash.com/photo-1500534314209-a25ddb2bd429','media_type':'image','category':'hindi'},302 303{'post_id':'post_233','name':'संघर्ष','caption':'संघर्ष ही इंसान को मजबूत बनाता है। #जीवन','media_url':'https://images.unsplash.com/photo-1492724441997-5dc865305da7','media_type':'image','category':'hindi'},304 305{'post_id':'post_234','name':'प्रेरक पंक्तियाँ','caption':'जो बदलता है वही आगे बढ़ता है। #प्रेरणा','media_url':'https://images.unsplash.com/photo-1496307042754-b4aa456c4a2d','media_type':'image','category':'hindi'},306 307{'post_id':'post_235','name':'धैर्य','caption':'धैर्य रखो, सब अच्छा होगा। #धैर्य','media_url':'https://images.unsplash.com/photo-1507525428034-b723cf961d3e','media_type':'image','category':'hindi'},308 309{'post_id':'post_236','name':'आत्मविश्वास','caption':'आत्मविश्वास सफलता की पहली सीढ़ी है। #आत्मविश्वास','media_url':'https://images.unsplash.com/photo-1482192505345-5655af888cc4','media_type':'image','category':'hindi'},310 311{'post_id':'post_237','name':'प्रेरक सोच','caption':'सोच बदलो, जीवन बदल जाएगा। #सोच','media_url':'https://images.unsplash.com/photo-1500534314209-a25ddb2bd429','media_type':'image','category':'hindi'},312 313{'post_id':'post_238','name':'खुशियाँ','caption':'छोटी-छोटी खुशियों में ही बड़ी खुशी छुपी होती है। #खुशी','media_url':'https://images.unsplash.com/photo-1501785888041-af3ef285b470','media_type':'image','category':'hindi'},314 315{'post_id':'post_239','name':'लक्ष्य','caption':'अपने लक्ष्य पर ध्यान केंद्रित रखो। #लक्ष्य','media_url':'https://images.unsplash.com/photo-1498050108023-c5249f4df085','media_type':'image','category':'hindi'},316 317{'post_id':'post_240','name':'साहस','caption':'साहस ही डर पर विजय दिलाता है। #साहस','media_url':'https://images.unsplash.com/photo-1470770841072-f978cf4d019e','media_type':'image','category':'hindi'},318 319{'post_id':'post_241','name':'प्रेरणा स्रोत','caption':'हर व्यक्ति किसी का प्रेरणा स्रोत बन सकता है। #प्रेरणा','media_url':'https://images.unsplash.com/photo-1482192596544-9eb780fc7f66','media_type':'image','category':'hindi'},320 321{'post_id':'post_242','name':'सकारात्मक ऊर्जा','caption':'सकारात्मक ऊर्जा से जीवन उज्ज्वल होता है। #ऊर्जा','media_url':'https://images.unsplash.com/photo-1507525428034-b723cf961d3e','media_type':'image','category':'hindi'},322 323{'post_id':'post_243','name':'आशा','caption':'जहाँ आशा है, वहाँ राह है। #आशा','media_url':'https://images.unsplash.com/photo-1500530855697-b586d89ba3ee','media_type':'image','category':'hindi'},324 325{'post_id':'post_244','name':'संयम','caption':'संयम ही सफलता की पहचान है। #संयम','media_url':'https://images.unsplash.com/photo-1496307042754-b4aa456c4a2d','media_type':'image','category':'hindi'},326 327{'post_id':'post_245','name':'संतोष','caption':'संतोष में ही सच्ची खुशी है। #संतोष','media_url':'https://images.unsplash.com/photo-1501785888041-af3ef285b470','media_type':'image','category':'hindi'}328 329]330 331# qdrant seeding 332def seed():333 print(f"\nChecking embedding service at {EMBEDDING_SERVICE_URL}...")334 try:335 r = requests.get(f"{EMBEDDING_SERVICE_URL}/health", timeout=5)336 print(f"Embedding service OK: {r.json()}")337 except Exception as e:338 print(f"embedding service not reachable: {e}")339 print(" Make sure embedding_service.py is running first!")340 sys.exit(1)341 test_emb = get_embedding("test")342 dim = len(test_emb)343 print(f"Embedding dim: {dim}")344 345 ensure_collection(dim)346 347 print(f"\nSeeding {len(sample_posts)} posts to Qdrant...\n")348 success = 0349 failed = 0350 351 for post in sample_posts:352 try:353 post_num = int(post['post_id'].replace('post_', ''))354 text = f"{post['name']}: {post['caption']}"355 embedding = get_embedding(text)356 357 qdrant.upsert(358 collection_name=COLLECTION_NAME,359 points=[PointStruct(360 id=post_num,361 vector=embedding,362 payload={363 'post_id': post['post_id'],364 'name': post['name'],365 'caption': post['caption'],366 'media_url': post['media_url'],367 'media_type': post['media_type'],368 'category': post['category'],369 'created_at': datetime.utcnow().isoformat(),370 }371 )]372 )373 print(f"{post['post_id']} [{post['category']}] — {post['name']}")374 success += 1375 except Exception as e:376 print(f"{post['post_id']} FAILED: {e}")377 failed += 1378 379 print(f"\n{'='*50}")380 print(f"Done {success} seeded {failed} failed")381 print(f"Total in Qdrant: {qdrant.get_collection(COLLECTION_NAME).points_count}")382 383if __name__ == '__main__':384 seed()