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Showing content from https://python.langchain.com/docs/integrations/vectorstores/pgvectorstore/ below:

PGVectorStore | 🦜️🔗 LangChain

  CREATE TABLE products (
product_id SERIAL PRIMARY KEY,
name VARCHAR(255) NOT NULL,
description TEXT,
price_usd DECIMAL(10, 2) NOT NULL,
category VARCHAR(255),
quantity INT DEFAULT 0,
sku VARCHAR(255) UNIQUE NOT NULL,
image_url VARCHAR(255),
metadata JSON,
embed vector(768) DEFAULT NULL -- vector dimensions depends on the embedding model
);
INSERT INTO
products (name,
description,
price_usd,
category,
quantity,
sku,
image_url,
METADATA,
embed)
VALUES
('Laptop', 'High-performance gaming laptop', 1200.00, 'Electronics', 10, 'SKU12345', 'https://example.com/laptop.jpg', '{"category" : "Electronics", "name" : "Laptop", "description" : "High-performance gaming laptop"}', 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('Smartphone', 'Latest model with high-resolution camera', 800.00, 'Electronics', 15, 'SKU12346', 'https://example.com/smartphone.jpg', '{"category" : "Electronics", "name" : "Smartphone", "description" : "Latest model with high-resolution camera"}', 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('Coffee Maker', 'Brews coffee in under 5 minutes', 99.99, 'Kitchen Appliances', 20, 'SKU12347', 'https://example.com/coffeemaker.jpg', '{"category" : "Kitchen Appliances", "name" : "Coffee Maker", "description" : "Brews coffee in under 5 minutes"}', 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('Bluetooth Headphones', 'Noise cancelling, over the ear headphones', 250.00, 'Accessories', 5, 'SKU12348', 'https://example.com/headphones.jpg', '{"category" : "Accessories", "name" : "Bluetooth Headphones", "description" : "Noise cancelling, over the ear headphones"}', 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('Backpack', 'Waterproof backpack with laptop compartment', 59.99, 'Accessories', 30, 'SKU12349', 'https://example.com/backpack.jpg', '{"category" : "Accessories", "name" : "Backpack", "description" : "Waterproof backpack with laptop compartment"}', 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