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📚 Examples

Ready-to-run code samples for the Pharia SDK

🎯 Available Examples

🔰 Basic Usage

File: basic_usage.py

Get started with common operations:

  • List stages, repositories, and connectors
  • Fetch specific resources by ID
  • List files in a stage
cd pharia/examples
python basic_usage.py

🚀 Creating Stages

File: create_stages.py

Comprehensive guide to creating stages with different embedding types:

Type Use Case
Simple No embedding, just data storage
Instruct Custom instruction-based embeddings
Semantic Asymmetric/symmetric semantic search
VLLM VLLM-based embedding models

Each example creates a stage and automatically cleans it up.

cd pharia/examples
python create_stages.py

🔍 Search Stores

File: search_stores_usage.py

Full search store lifecycle including the Filter DSL:

  • Create search stores (semantic, instruct)
  • Add documents and search with metadata filters
  • Use Filter, And, Or, Not, and ModalityCondition for Pythonic queries
cd pharia/examples
python search_stores_usage.py

🛡️ Type-Safe Usage

File: typed_usage.py

Learn how to use TypedDict annotations for:

  • Better IDE autocomplete
  • Type checking with mypy
  • Safer, more maintainable code
cd pharia/examples
python typed_usage.py

⚙️ Configuration

Set your credentials via environment variables:

export PHARIA_DATA_API_BASE_URL="https://<base-url>"
export PHARIA_API_KEY="your-api-key-here"

The client will automatically read these values. No code changes needed!

⚡ Quick Tips

  • ✅ Most examples are read-only and safe to run
  • ✅ create_stages.py creates resources but auto-cleans them
  • ✅ All examples use the staging environment by default
  • ✅ Install the SDK first: uv sync from pharia/ directory

Learn by doing • Back to main README