Python

Python Examples

Runnable Python notebooks and toolkits, grouped by use case. Click any card to open in Colab or GitHub.

Safety & Red Teaming

PythonFeatured

compliance-owasp: OWASP LLM & Agentic Top 10 Test Suite

• OWASP
• Red Teaming
• Test Suite
• Agents

Python

OWASP LLM01 Prompt Injection - 5-minute Quickstart

• OWASP
• LLM01
• Red Teaming
• Quickstart

Quality & Evaluation

Python

First Multi-Turn Simulation Guide

• Getting Started
• Simulations
• Agents

Python

Conversation Simulation with Custom Endpoint

• Custom Endpoint
• Simulations
• Evaluation

Python

Simulating Multi-Turn Conversations with an OpenAI Model

• OpenAI
• Simulations
• Evaluation

Python

Prompt-Target Multi-Turn Simulation (Python)

• Prompt Target
• Simulations
• Evaluation

Python

Custom Model Multi-Turn Simulation (Python)

• Custom Model
• Simulations
• Evaluation

Python

Tool-Use / Function-Calling Multi-Turn Simulation (Python)

• Tools
• Function Calling
• Simulations

Python

Voice Simulation: Evaluating Voice Agents

• Voice
• Simulations
• Agents

Python

Using Built-in “Checks” to Score Model Behaviour

• Checks
• Scoring
• Evaluation

Python

Classification Evaluation: Labelling 'Pricing vs Returns vs Complaints' Scenarios

• Classification
• Evaluation
• Scenarios

Python

Generation Evaluation: Assessing Text Quality in a RAG Pipeline

• Generation
• RAG
• Evaluation

Python

Scenario Management Walk-through for Uploading Seed Cases

• Scenarios
• Evaluation
• Workflow

Python

Comparing Dense vs Sparse Embedding Models for Semantic Search

• Embedding
• Semantic Search
• Comparison

Python

Retrieval Evaluation with Cohere Embeddings and a Pinecone Index

• Retrieval
• Cohere
• Pinecone
• Evaluation

Python

End-to-End Retrieval Evaluation Workflow

• Retrieval
• Evaluation
• Workflow

Python

Dense e5 vs Sparse SPLADE: Embedding Model Face-off

• Embedding
• Comparison
• Dense
• Sparse