chore: import upstream snapshot with attribution
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# azure/comparison (Azure Model Comparison)
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This example demonstrates how to compare models from different providers on Azure AI Foundry, including OpenAI, Anthropic Claude, Meta Llama, and Mistral.
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You can run this example with:
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```bash
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npx promptfoo@latest init --example azure/comparison
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cd azure/comparison
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```
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## Setup
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1. Deploy models from different providers in Azure AI Foundry
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2. Set your environment variables:
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```bash
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export AZURE_API_KEY=your-api-key
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# Set apiHost in promptfooconfig.yaml for each provider's deployment
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```
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## Models Compared
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| Provider | Model | Label |
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| --------- | ---------------------------------------- | ------------- |
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| OpenAI | `gpt-5.1` | gpt-5.1 |
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| Anthropic | `claude-sonnet-4-6` | claude-sonnet |
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| Meta | `Llama-4-Maverick-17B-128E-Instruct-FP8` | llama-4 |
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| Mistral | `Mistral-Large-2411` | mistral-large |
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## Running the Example
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```bash
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npx promptfoo@latest eval
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npx promptfoo@latest view
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```
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## Customization
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Modify `promptfooconfig.yaml` to:
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- Add or remove models
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- Change test questions
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- Adjust evaluation criteria
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- Compare cost vs performance
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## Use Cases
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- Benchmark different models on your specific tasks
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- Evaluate cost-effectiveness across providers
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- Find the best model for your use case
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- A/B test model updates
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## Documentation
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- [Azure Provider Documentation](https://promptfoo.dev/docs/providers/azure/)
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- [Azure AI Foundry](https://azure.microsoft.com/en-us/products/ai-services/ai-foundry/)
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
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description: Azure model comparison
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prompts:
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- |
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You are a helpful assistant. Answer the following question concisely and accurately.
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Question: {{question}}
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providers:
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# OpenAI GPT-5.1 (Latest flagship)
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- id: azure:chat:gpt-5.1
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label: gpt-5.1
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config:
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apiHost: 'your-resource.openai.azure.com'
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max_tokens: 1024
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temperature: 0.7
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# Anthropic Claude Sonnet 4.6
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- id: azure:chat:claude-sonnet-4-6
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label: claude-sonnet
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config:
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apiHost: 'your-deployment.services.ai.azure.com'
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apiVersion: '2025-04-01-preview'
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max_tokens: 1024
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temperature: 0.7
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# Meta Llama 4 Maverick
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- id: azure:chat:Llama-4-Maverick-17B-128E-Instruct-FP8
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label: llama-4
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config:
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apiHost: 'your-deployment.services.ai.azure.com'
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apiVersion: '2025-04-01-preview'
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max_tokens: 1024
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temperature: 0.7
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# Mistral Large
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- id: azure:chat:Mistral-Large-2411
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label: mistral-large
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config:
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apiHost: 'your-deployment.services.ai.azure.com'
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apiVersion: '2025-04-01-preview'
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max_tokens: 1024
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temperature: 0.7
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tests:
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- vars:
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question: What are the main differences between machine learning and deep learning?
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assert:
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- type: llm-rubric
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value: Accurately explains the relationship and differences
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- type: contains-any
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value: ['neural network', 'subset', 'feature']
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- vars:
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question: Explain the concept of recursion in programming with a simple example.
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assert:
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- type: llm-rubric
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value: Provides a clear explanation with a working example
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- type: contains-any
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value: ['base case', 'function', 'itself']
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- vars:
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question: What is the difference between REST and GraphQL APIs?
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assert:
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- type: llm-rubric
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value: Accurately compares both API paradigms
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- type: contains-any
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value: ['endpoint', 'query', 'schema']
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- vars:
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question: How does HTTPS encryption work?
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assert:
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- type: llm-rubric
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value: Explains the encryption process accurately
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- type: contains-any
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value: ['TLS', 'SSL', 'certificate', 'handshake']
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