Applications

Ragas in action. Examples of how to use Ragas in various applications and usecases to solve problems you might encounter when your building.

Applications

• Building HF Dataset with your own Data
  • Example dataset
• Understand Cost and Usage of Operations
  • Understanding TokenUsageParser
• Compare Embeddings for retriever
  • Create synthetic test data
  • Build your RAG
  • Import metrics from ragas
  • Evaluate OpenAI embeddings
  • Evaluate Bge embeddings
  • Compare Scores
• Compare LLMs using Ragas Evaluations
  • Create synthetic test data
  • Build your RAG
  • Import metrics from ragas
  • Evaluate Zephyr 7B Alpha LLM
  • Evaluate Falcon-7B-Instruct LLM
  • Compare Scores
    • Score distribution analysis
• Write custom prompts with ragas
• Automatic language adaptation
  • Language Adaptation for Metrics
    • Dataset
    • Adapt metrics to target language
    • Evaluate
  • Language Adaptation for Testset Generation
    • Documents
    • Import and adapt evolutions
    • Generate dataset
• Explainability through Logging and tracing
• Adding to your CI pipeline with Pytest
  • Using Pytest Markers for Ragas E2E tests