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import React from 'react'
import { Title } from '@site/src/components/atoms/title/title'
import { Paragraph } from '@site/src/components/atoms/paragraph/paragraph'
import { Container } from '@site/src/components/atoms/container/container'
import { Recipe } from '@site/src/components/molecules/recipe/recipe'
import { Link } from '@site/src/components/atoms/link/link'
import { Icon } from '@site/src/components/atoms/icon/icon'
interface RecipeData {
title: string
description: string
path: string
tags: string[]
videoUrl?: string
}
const recipeBaseUrl = 'https://github.com/spiceai/cookbook/blob/trunk'
const recipes: RecipeData[] = [
// Core scenarios
{
title: 'Federated SQL Query',
description: 'Query data from S3, PostgreSQL, and Dremio in a single query.',
path: '/federation/README.md',
tags: ['core', 'federation', 'sql']
},
// Sample Applications and guides
{
title: 'Command Query Responsibility Segregation (CQRS)',
description: 'Sample application implementing the CQRS pattern with Spice.',
path: '/cqrs/README.md',
tags: ['sample', 'cqrs', 'application']
},
{
title: 'Intelligent Security Copilot',
description: 'Analyze real-time data access patterns with Spice.ai.',
path: '/guides/security-analyzer/README.md',
tags: ['guide', 'security', 'analyzer']
},
// Models & AI
{
title: 'Azure OpenAI Models',
description: 'Connect and use Azure OpenAI models with Spice.',
path: '/azure_openai/README.md',
tags: ['ai', 'openai', 'azure']
},
{
title: 'Running Llama3 Locally',
description: 'Use the Llama family of models locally from HuggingFace using Spice.',
path: '/llama/README.md',
tags: ['ai', 'llama', 'huggingface'],
videoUrl: 'https://youtu.be/I2i6uZKBbd4'
},
{
title: 'OpenAI SDK',
description: 'Use the OpenAI SDK to connect to models hosted on Spice.',
path: '/openai_sdk/README.md',
tags: ['ai', 'openai', 'sdk', 'core']
},
{
title: 'LLM Memory',
description: 'Persistent memory for language models.',
path: '/llm-memory/README.md',
tags: ['ai', 'llm', 'memory'],
videoUrl: 'https://youtu.be/uc8TCAPu1IM'
},
{
title: 'Text to SQL (NSQL)',
description:
'Ask natural language (NLP) questions of your datasets using the built-in text-to-SQL tool.',
path: '/text-to-sql/README.md',
tags: ['ai', 'text-to-sql', 'nsql', 'tools']
},
{
title: 'Nvidia NIM',
description: 'Deploy Nvidia NIM infrastructure, on Kubernetes, with GPUs connected to Spice.',
path: '/nvidia-nim/README.md',
tags: ['ai', 'nvidia', 'nim']
},
{
title: 'Searching GitHub Files',
description: 'Search GitHub files with embeddings and vector similarity search.',
path: '/search_github_files/README.md',
tags: ['ai', 'github', 'search'],
videoUrl: 'https://youtu.be/5y26MveEJ8c'
},
{
title: 'xAI Models',
description: 'Use xAI models such as Grok.',
path: '/models/xai/README.md',
tags: ['ai', 'xai', 'models'],
videoUrl: 'https://youtu.be/-7RkAsqQLdk'
},
{
title: 'DeepSeek Model',
description: 'Use DeepSeek model through Spice.',
path: '/deepseek/README.md',
tags: ['ai', 'deepseek', 'models']
},
{
title: 'Model-Context-Protocol (MCP)',
description: 'Use Spice to connect to or host MCP servers.',
path: '/mcp/README.md',
tags: ['ai', 'mcp', 'tools']
},
// Data Acceleration
{
title: 'DuckDB Data Accelerator',
description: 'Accelerate data locally using DuckDB.',
path: '/duckdb/accelerator/README.md',
tags: ['core', 'acceleration', 'duckdb', 'data'],
videoUrl: 'https://youtu.be/hFvVz5NGpaw'
},
{
title: 'PostgreSQL Data Accelerator',
description: 'Accelerate data locally using PostgreSQL.',
path: '/postgres/accelerator/README.md',
tags: ['acceleration', 'postgresql', 'data']
},
{
title: 'SQLite Data Accelerator',
description: 'Accelerate data locally using SQLite.',
path: '/sqlite/accelerator/README.md',
tags: ['acceleration', 'sqlite', 'data']
},
{
title: 'Apache Arrow Data Accelerator',
description: 'Accelerate data using Apache Arrow.',
path: '/arrow/README.md',
tags: ['acceleration', 'apache', 'arrow']
},
{
title: 'Accelerated Views',
description: 'Use view materialization for improved performance.',
path: '/views/README.md',
tags: ['acceleration', 'views']
},
// Data Connectors
{
title: 'PostgreSQL Connector',
description: 'Connect to and query PostgreSQL databases.',
path: '/postgres/connector/README.md',
tags: ['connector', 'postgresql', 'query']
},
{
title: 'AWS RDS PostgreSQL',
description: 'Connect to AWS RDS PostgreSQL instances.',
path: '/postgres/rds/README.md',
tags: ['connector', 'aws', 'rds', 'postgresql']
},
{
title: 'Supabase PostgreSQL',
description: 'Connect to Supabase PostgreSQL databases.',
path: '/postgres/supabase/README.md',
tags: ['connector', 'supabase', 'postgresql']
},
{
title: 'MySQL Connector',
description: 'Connect to and query MySQL databases.',
path: '/mysql/connector/README.md',
tags: ['connector', 'mysql', 'query']
},
{
title: 'AWS RDS Aurora MySQL',
description: 'Connect to AWS RDS Aurora with MySQL compatibility.',
path: '/mysql/rds-aurora/README.md',
tags: ['connector', 'aws', 'rds', 'aurora', 'mysql']
},
{
title: 'PlanetScale MySQL',
description: 'Connect to PlanetScale MySQL databases.',
path: '/mysql/planetscale/README.md',
tags: ['connector', 'planetscale', 'mysql']
},
{
title: 'Clickhouse Connector',
description: 'Connect to and query Clickhouse databases.',
path: '/clickhouse/README.md',
tags: ['connector', 'clickhouse', 'query']
},
{
title: 'Databricks Connector',
description: 'Connect to and query Databricks instances using Delta Lake or Spark Connect.',
path: '/databricks/README.md',
tags: ['connector', 'databricks', 'delta', 'lake', 'spark', 'connect']
},
{
title: 'Delta Lake Connector',
description: 'Query data from Delta Lake tables.',
path: '/delta-lake/README.md',
tags: ['connector', 'delta', 'lake']
},
{
title: 'Debezium CDC from Postgres',
description: 'Stream changes from PostgreSQL using Debezium CDC.',
path: '/cdc-debezium/README.md',
tags: ['connector', 'debezium', 'cdc', 'postgresql']
},
{
title: 'Debezium CDC with SASL/SCRAM',
description: 'Stream MySQL changes using Debezium with SASL/SCRAM authentication.',
path: '/cdc-debezium/sasl-scram/README.md',
tags: ['connector', 'debezium', 'cdc', 'sasl', 'scram', 'mysql']
},
{
title: 'Dremio Connector',
description: 'Connect to and query Dremio.',
path: '/dremio/README.md',
tags: ['connector', 'dremio', 'query']
},
{
title: 'DuckDB Connector',
description: 'Query DuckDB databases with sample TPCH data.',
path: '/duckdb/connector/README.md',
tags: ['connector', 'duckdb', 'query']
},
{
title: 'File Connector',
description: 'Query data from local files.',
path: '/file/README.md',
tags: ['connector', 'file', 'query']
},
{
title: 'FTP Connector',
description: 'Query data from FTP servers.',
path: '/ftp/README.md',
tags: ['connector', 'ftp', 'query']
},
{
title: 'GitHub Connector',
description: 'Connect to and query GitHub data.',
path: '/github/README.md',
tags: ['connector', 'github', 'query']
},
{
title: 'GraphQL Connector',
description: 'Query data from GraphQL endpoints.',
path: '/graphql/README.md',
tags: ['connector', 'graphql', 'query']
},
{
title: 'MSSQL Connector',
description: 'Connect to Microsoft SQL Server databases.',
path: '/mssql/README.md',
tags: ['connector', 'mssql', 'query']
},
{
title: 'ODBC Connector',
description: 'Connect to databases using ODBC.',
path: '/odbc/README.md',
tags: ['connector', 'odbc', 'query']
},
{
title: 'S3 Connector',
description: 'Query data from S3 compatible storage.',
path: '/s3/README.md',
tags: ['connector', 's3', 'query']
},
{
title: 'SharePoint Connector',
description: 'Connect to SharePoint and OneDrive for Business.',
path: '/sharepoint/README.md',
tags: ['connector', 'sharepoint', 'onedrive']
},
{
title: 'Snowflake Connector',
description: 'Connect to and query Snowflake databases.',
path: '/snowflake/README.md',
tags: ['connector', 'snowflake', 'query']
},
{
title: 'Spice.ai Cloud Connector',
description: 'Connect to the Spice.ai Cloud Platform.',
path: '/spiceai/README.md',
tags: ['connector', 'spiceai', 'cloud']
},
{
title: 'Apache Spark Connector',
description: 'Connect to and query Apache Spark.',
path: '/spark/README.md',
tags: ['connector', 'apache', 'spark', 'query']
},
{
title: 'Spice.ai Cloud Platform Catalog',
description: 'Connect to the Spice.ai Cloud Platform catalog.',
path: '/catalogs/spiceai/README.md',
tags: ['catalog', 'spiceai', 'cloud']
},
{
title: 'Databricks Unity Catalog',
description: 'Connect to Databricks Unity catalog.',
path: '/catalogs/databricks/README.md',
tags: ['catalog', 'databricks', 'unity']
},
{
title: 'Unity Catalog',
description: 'Connect to Unity catalog.',
path: '/catalogs/unity_catalog/README.md',
tags: ['catalog', 'unity']
},
{
title: 'Iceberg Catalog',
description: 'Connect to Iceberg catalog.',
path: '/catalogs/iceberg/README.md',
tags: ['catalog', 'iceberg']
},
{
title: 'Sales BI with Apache Superset',
description: 'Visualize data in Spice with Apache Superset.',
path: '/sales-bi/README.md',
tags: ['visualization', 'bi', 'superset']
},
{
title: 'Grafana Datasource',
description: 'Add Spice as a Grafana datasource.',
path: '/grafana-datasource/README.md',
tags: ['visualization', 'grafana', 'datasource']
},
{
title: 'IMAP Emails',
description: 'Federated SQL query of mail across IMAP email servers',
path: '/imap/README.md',
tags: ['connector', 'imap', 'datasource']
},
// Deployment
{
title: 'Deploying to Kubernetes',
description: 'Deploy Spice.ai on Kubernetes.',
path: '/kubernetes/README.md',
tags: ['deployment', 'kubernetes']
},
{
title: 'Running in Docker',
description: 'Run Spice.ai in Docker containers.',
path: '/docker/README.md',
tags: ['deployment', 'docker']
},
// Performance
{
title: 'TPC-H Benchmarking',
description: 'Benchmark performance using TPC-H.',
path: '/tpc-h/README.md',
tags: ['performance', 'benchmarking', 'tpc-h']
},
{
title: 'Results Caching',
description: 'Cache query results for improved performance.',
path: '/caching/README.md',
tags: ['performance', 'caching']
},
{
title: 'Indexes on Accelerated Data',
description: 'Create and manage indexes on accelerated data.',
path: '/acceleration/indexes/README.md',
tags: ['performance', 'indexes', 'acceleration']
},
// Configuration
{
title: 'Data Retention Policy',
description: 'Configure data retention policies.',
path: '/retention/README.md',
tags: ['configuration', 'retention']
},
{
title: 'Refresh Data Window',
description: 'Configure data refresh windows.',
path: '/refresh-data-window/README.md',
tags: ['configuration', 'refresh']
},
{
title: 'Advanced Data Refresh',
description: 'Advanced configuration for data refresh.',
path: '/acceleration/data-refresh/README.md',
tags: ['configuration', 'data', 'refresh']
},
{
title: 'Data Quality with Constraints',
description: 'Add data quality constraints.',
path: '/acceleration/constraints/README.md',
tags: ['configuration', 'data', 'quality', 'constraints']
},
// Client SDKs
{
title: 'Rust SDK',
description: 'Query Spice.ai using the Rust SDK.',
path: '/client-sdk/spice-rs-sdk-sample/README.md',
tags: ['sdk', 'rust']
},
{
title: 'Python SDK',
description: 'Query Spice.ai using the Python SDK.',
path: '/client-sdk/spicepy-sdk-sample/README.md',
tags: ['sdk', 'python']
},
{
title: 'Go SDK',
description: 'Query Spice.ai using the Go SDK.',
path: '/client-sdk/gospice-sdk-sample/README.md',
tags: ['sdk', 'go']
},
{
title: 'JavaScript SDK',
description: 'Query Spice.ai using the JavaScript SDK.',
path: '/client-sdk/spice.js-sdk-sample/README.md',
tags: ['sdk', 'javascript']
},
{
title: 'Java SDK',
description: 'Query Spice.ai using the Java SDK.',
path: '/client-sdk/spice-java-sdk-sample/README.md',
tags: ['sdk', 'java']
},
// Clients
{
title: 'Python ADBC Client',
description: 'Query Spice using ADBC and Parameterized Queries with Python.',
path: '/clients/adbc/README.md',
tags: ['client', 'python', 'adbc', 'parameterized queries']
},
// Security
{
title: 'TLS Encryption',
description: 'Enable encryption in transit using TLS.',
path: '/tls/README.md',
tags: ['security', 'tls']
},
{
title: 'API Key Authentication',
description: 'Secure access with API key authentication.',
path: '/api_key/README.md',
tags: ['security', 'api', 'key']
},
// Advanced
{
title: 'Local Dataset Replication',
description: 'Link datasets in a parent/child relationship within the current Spicepod.',
path: '/localpod/README.md',
tags: ['advanced', 'replication', 'dataset']
}
]
const RecipeGroup: React.FC<{ recipes: RecipeData[] }> = ({ recipes }) => {
const getGridClass = (count: number) => {
if (count === 1) return 'grid-cols-1 max-w-sm mx-auto'
if (count === 2) return 'grid-cols-1 sm:grid-cols-2 max-w-2xl mx-auto'
if (count === 3) return 'grid-cols-1 sm:grid-cols-2 md:grid-cols-3 max-w-4xl mx-auto'
return 'grid-cols-1 sm:grid-cols-2 md:grid-cols-3 lg:grid-cols-4'
}
return (
<section className='mx-auto px-6 md:max-w-[1020px] md:px-0'>
<div className={`grid gap-4 ${getGridClass(recipes.length)}`}>
{recipes.map((recipe, index) => (
<div key={index} className='h-full'>
<Recipe
title={recipe.title}
description={recipe.description}
href={recipeBaseUrl + recipe.path}
videoUrl={recipe.videoUrl}
className='h-full px-4 py-4 text-xs gap-4 md:gap-8 md:px-8 md:py-8'
/>
</div>
))}
</div>
</section>
)
}
export function CookbookPage() {
const filterByTag = (...tags: string[]) =>
recipes.filter((r) => r.tags.some((t) => tags.includes(t)))
const description = `${recipes.length} guides and samples to help you build data-grounded AI apps and agents with Spice.ai Open-Source. Find ready-to-use examples for data acceleration, AI agents, LLM memory, and more.`
return (
<div className='tailwind font-sans'>
<Title as='h1' variant='large' className='mx-auto mb-7 mt-8 md:text-center xl:max-w-[1020px]'>
🧑🍳 Spice.ai OSS <span className='text-primary'>Cookbook</span>
</Title>
<Paragraph className='mb-6 md:text-center mx-auto px-6 md:max-w-[843px]'>
{description}
</Paragraph>
<Paragraph className='mb-6 md:text-center mx-auto px-6 md:max-w-[843px] hover:underline'>
<Link
className='inline-flex gap-1.5'
target='_blank'
href='https://github.com/spiceai/cookbook/blob/trunk/README.md'
>
<Icon iconName='github' /> Contribute to the Cookbook on GitHub!
</Link>
</Paragraph>
<Container className='mt-6 mb-20'>
<Title className='mb-14 text-center'>Featured Recipes</Title>
<section className='mx-auto px-6 md:max-w-[843px] md:px-0'>
<div className='flex flex-col gap-6 md:flex-row'>
<div className='flex w-full flex-col gap-6 md:w-1/2'>
<Recipe
title='Federated SQL Query'
description='Join S3, PostgreSQL, and Dremio data in one SQL query.'
href={`${recipeBaseUrl}/federation/README.md`}
/>
<Recipe
title='Run Llama3 Locally'
description='Use Llama models from HuggingFace with Spice.'
href={`${recipeBaseUrl}/llama/README.md`}
videoUrl='https://youtu.be/I2i6uZKBbd4'
/>
</div>
<div className='flex w-full flex-col gap-6 md:w-1/2 md:pt-20'>
<Recipe
title='Data Acceleration with DuckDB'
description='Speed up queries using DuckDB.'
href={`${recipeBaseUrl}/duckdb/accelerator/README.md`}
videoUrl='https://youtu.be/hFvVz5NGpaw'
/>
<Recipe
title='LLM Memory'
description='Persistent memory for language models'
href={`${recipeBaseUrl}/llm-memory/README.md`}
videoUrl='https://youtu.be/uc8TCAPu1IM'
/>
</div>
</div>
</section>
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Sample Applications and Guides</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Example apps and guides for real-world Spice.ai usage and best practices.
</Paragraph>
<RecipeGroup recipes={filterByTag('sample')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Core Features</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Discover core capabilities like data federation, acceleration, search, and LLM inference
to enhance your applications.
</Paragraph>
<RecipeGroup recipes={filterByTag('core')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Models, AI, and Agents</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Integrate with popular AI models, LLMs, and build intelligent agents using Spice.ai.
</Paragraph>
<RecipeGroup recipes={filterByTag('ai')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>
Data Acceleration, Materialization, and Federation
</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Optimize query performance with local acceleration, data materialization, and federation
techniques.
</Paragraph>
<RecipeGroup recipes={filterByTag('acceleration')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Search & Embeddings</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Implement advanced search capabilities and leverage embeddings for vector similarity
search.
</Paragraph>
<RecipeGroup recipes={filterByTag('search')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Data Connectors</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Connect to various data sources and systems to query, analyze, and manage your data
efficiently.
</Paragraph>
<RecipeGroup recipes={filterByTag('connector')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Catalog Connectors</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Connect to data catalogs to discover, manage, and utilize your data assets effectively.
</Paragraph>
<RecipeGroup recipes={filterByTag('catalog')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Visualization</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Visualize data with BI and analytics tools.
</Paragraph>
<RecipeGroup recipes={filterByTag('visualization')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>API Clients</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Use API clients for data access and integration.
</Paragraph>
<RecipeGroup recipes={filterByTag('client')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Deployment</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Deploy Spice.ai in different environments.
</Paragraph>
<RecipeGroup recipes={filterByTag('deployment')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Performance and Benchmarking</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Measure and optimize performance with benchmarks and best practices for your Spice.ai
deployment.
</Paragraph>
<RecipeGroup recipes={filterByTag('performance')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Configuration</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Fine-tune your Spice.ai deployment with advanced configuration options for optimal
performance.
</Paragraph>
<RecipeGroup recipes={filterByTag('configuration')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>SDKs</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Use SDKs for different programming languages.
</Paragraph>
<RecipeGroup recipes={filterByTag('sdk')} />
</Container>
<Container className='mt-6 mb-20'>
<Title className='mb-4 text-center'>Security</Title>
<Paragraph className='mb-14 md:text-center mx-auto px-6 md:max-w-[843px]'>
Secure your Spice.ai deployment and data access with robust security practices and
configurations.
</Paragraph>
<RecipeGroup recipes={filterByTag('security')} />
</Container>
</div>
)
}