53d37e61dd
Created complete working examples for all 4 vector databases with RAG adaptors: Weaviate Example: - Comprehensive README with hybrid search guide - 3 Python scripts (generate, upload, query) - Sample outputs and query results - Covers hybrid search, filtering, schema design Chroma Example: - Simple, local-first approach - In-memory and persistent storage options - Semantic search and metadata filtering - Comparison with Weaviate FAISS Example: - Facebook AI Similarity Search integration - OpenAI embeddings generation - Index building and persistence - Performance-focused for scale Qdrant Example: - Advanced filtering capabilities - Production-ready features - Complex query patterns - Rust-based performance Each example includes: - Detailed README with setup and troubleshooting - requirements.txt with dependencies - 3 working Python scripts - Sample outputs directory Total files: 20 (4 examples × 5 files each) Documentation: 4 comprehensive READMEs (~800 lines total) Phase 2 of optional enhancements complete. Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
118 lines
6.5 KiB
Plaintext
118 lines
6.5 KiB
Plaintext
# Sample Query Results from Weaviate
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## Database Statistics
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Total objects: 21
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Objects by category:
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• overview: 1
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• guides: 8
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• api: 12
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====================================================================================
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## Example 1: Hybrid Search
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Query: How do I use React hooks?
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Alpha: 0.5 (50% keyword, 50% vector)
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┌───┬──────────┬─────────────────────┬────────────────────────────────────────────────┐
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│ # │ Category │ File │ Content Preview │
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├───┼──────────┼─────────────────────┼────────────────────────────────────────────────┤
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│ 1 │ api │ hooks_reference.md │ Hooks are functions that let you "hook into" │
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│ │ │ │ React state and lifecycle features from function│
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│ │ │ │ components... │
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├───┼──────────┼─────────────────────┼────────────────────────────────────────────────┤
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│ 2 │ guides │ using_hooks.md │ To use a Hook, you need to call it at the top │
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│ │ │ │ level of your component... │
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├───┼──────────┼─────────────────────┼────────────────────────────────────────────────┤
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│ 3 │ api │ usestate.md │ useState is a Hook that lets you add state to │
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│ │ │ │ function components... │
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└───┴──────────┴─────────────────────┴────────────────────────────────────────────────┘
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====================================================================================
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## Example 2: Keyword-Only Search
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Query: useState Hook
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Alpha: 0 (pure keyword/BM25)
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╭─ Result 1 ──────────────────────────────────────────────────────────────────╮
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│ Category: api │
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│ File: usestate.md │
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│ │
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│ useState is a Hook that lets you add state to function components. Call it │
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│ at the top level of your component to declare a state variable... │
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╰──────────────────────────────────────────────────────────────────────────────╯
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╭─ Result 2 ──────────────────────────────────────────────────────────────────╮
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│ Category: api │
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│ File: hooks_reference.md │
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│ │
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│ This page describes the APIs for the built-in Hooks in React. useState is │
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│ the most commonly used Hook. It allows you to add state to function │
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│ components... │
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╰──────────────────────────────────────────────────────────────────────────────╯
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====================================================================================
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## Example 3: Filtered Search
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Query: component
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Filter: category = 'api'
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Found 5 results in 'api' category:
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1. usestate.md
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useState is a Hook that lets you add state to function components. Call it
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at the top level of your component to declare a state variable...
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2. useeffect.md
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useEffect is a Hook for performing side effects in function components.
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It runs after render and can access props and state...
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3. usecontext.md
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useContext is a Hook that lets you subscribe to React context without
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introducing nesting in your component tree...
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4. usereducer.md
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useReducer is an alternative to useState. It's useful for managing complex
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state logic that involves multiple sub-values...
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5. hooks_reference.md
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This page describes the APIs for the built-in Hooks in React. Hooks let
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you use different React features from your components...
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====================================================================================
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## Example 4: Semantic Search
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Query: managing application state
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Alpha: 1 (pure semantic/vector)
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Result 1:
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Category: api
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File: usestate.md
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useState is a Hook that lets you add state to function components. Call it
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at the top level of your component to declare a state variable. The state
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will be preserved between re-renders...
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Result 2:
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Category: api
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File: usereducer.md
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useReducer is an alternative to useState. It's useful for managing complex
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state logic that involves multiple sub-values or when the next state depends
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on the previous one...
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Result 3:
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Category: guides
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File: state_and_lifecycle.md
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State is similar to props, but it is private and fully controlled by the
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component. You can convert a function component to a class component by
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adding state management...
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====================================================================================
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✅ All examples completed!
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💡 Tips:
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• Adjust 'alpha' to balance keyword vs semantic search
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• Use filters to narrow results by metadata
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• Combine multiple filters with 'And'/'Or' operators
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• See README.md for more customization options
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