Azure AI Model Chat Basics
The ai chat command allows you to interact w/ Azure AI models from the command line.
Prerequisites
Before you begin, you'll need to install the ai CLI and set up an Azure AI Model connection.
User and System Prompts
The ai chat command sends a user prompt to GitHub's AI Inference service and displays the response.
User prompts are questions or statements to the model
ai chat --user "What is the capital of France?"
AI - Azure AI CLI, Version 1.0.0
Copyright (c) 2024 Microsoft Corporation. All Rights Reserved.
user@CHAT: What is the capital of France?
assistant: The capital of France is Paris.
System prompts are special instructions for the model
ai chat --user "What is the capital of France." --system "Always answer in French."
AI - Azure AI CLI, Version 1.0.0
Copyright (c) 2024 Microsoft Corporation. All Rights Reserved.
user@CHAT: What is the capital of France.
assistant: La capitale de la France est Paris.
AI - Azure AI CLI, Version 1.0.0
Copyright (c) 2024 Microsoft Corporation. All Rights Reserved.
user@CHAT: What is the capital of France?
assistant: The capital of France is Paris.
User and System prompts from Files
Interactive Chat
The --interactive flag allows back-and-forth conversations with the model.
Interactive with an initial question
ai chat --interactive --question "What is the capital of France?"
Answers and chat history
Output answer to a file
ai chat --question "What is the capital of France?" --output-answer answer.txt
The ai dev new command allows you to generate sample code that demonstrates how to use Azure AI models on serverless endpoints.
Prerequisites
Before you begin, you'll need to install the ai CLI and set up an Azure AI Model connection.
List samples
AI - Azure AI CLI, Version 1.0.0
Copyright (c) 2024 Microsoft Corporation. All Rights Reserved.
Name Short Name Language
------------------------------------------------------ --------------------------------------------- --------------------------------
Environment Variables .env
Azure AI Inference Chat Completions (Streaming) az-inference-chat-streaming C#, Python
Helper Function Class Library helper-functions C#
OpenAI Assistants openai-asst C#, JavaScript, Python
OpenAI Assistants (Streaming) openai-asst-streaming C#, JavaScript, Python
OpenAI Assistants (w/ Code Interpreter) openai-asst-streaming-with-code C#, JavaScript, Python
OpenAI Assistants (w/ File Search) openai-asst-streaming-with-file-search C#, JavaScript, Python
OpenAI Assistants (w/ Functions) openai-asst-streaming-with-functions C#, JavaScript, Python
OpenAI Assistants Webpage openai-asst-webpage JavaScript, TypeScript
OpenAI Assistants Webpage (w/ Functions) openai-asst-webpage-with-functions JavaScript
OpenAI Chat Completions openai-chat C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (Streaming) openai-chat-streaming C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (w/ Data + AI Search) openai-chat-streaming-with-data C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (w/ Functions) openai-chat-streaming-with-functions C#, Go, JavaScript, Python
OpenAI Chat Webpage openai-chat-webpage JavaScript, TypeScript
OpenAI Chat Webpage (w/ Functions) openai-chat-webpage-with-functions JavaScript, TypeScript
OpenAI Chat Webpage (w/ Speech input/output) openai-chat-webpage-with-speech TypeScript
OpenAI Chat Webpage (w/ Functions + Speech) openai-chat-webpage-with-speech-and-functions TypeScript
Phi-3 Chat Completions (w/ ONNX) phi3-onnx-chat-streaming C#
Phi-3 Chat Completions (w/ ONNX + Functions) phi3-onnx-chat-streaming-with-functions C#
Semantic Kernel Chat Completions (Streaming) sk-chat-streaming C#
Semantic Kernel Chat Completions (w/ Data + AI Search) sk-chat-streaming-with-data C#
Semantic Kernel Chat Completions (w/ Functions) sk-chat-streaming-with-functions C#
Semantic Kernel Chat Completions (w/ Agents) sk-chat-with-agents C#
Speech-to-text speech-to-text C#, Python
Speech-to-text (w/ Continuous recognition) speech-to-text-continuous-reco C#, Python
Speech-to-text (w/ File input) speech-to-text-with-file C#, Python
Speech-to-text (w/ Keyword detection) speech-to-text-with-keyword C#, Python
Speech-to-text (w/ Translation) speech-to-text-with-translation C#, Python
Text-to-speech text-to-speech C#, Python
Text-to-speech (w/ File output) text-to-speech-with-file C#, Python
Generate, build, and run a sample
Generate sample code
ai dev new az-inference-chat-streaming --csharp
cd az-inference-chat-streaming-cs
See the code; learn how it works...
Program.cs
AzureAIInferencingChatCompletionsStreamingClass.cs
List samples
AI - Azure AI CLI, Version 1.0.0
Copyright (c) 2024 Microsoft Corporation. All Rights Reserved.
Name Short Name Language
------------------------------------------------------ --------------------------------------------- --------------------------------
Environment Variables .env
Azure AI Inference Chat Completions (Streaming) az-inference-chat-streaming C#, Python
Helper Function Class Library helper-functions C#
OpenAI Assistants openai-asst C#, JavaScript, Python
OpenAI Assistants (Streaming) openai-asst-streaming C#, JavaScript, Python
OpenAI Assistants (w/ Code Interpreter) openai-asst-streaming-with-code C#, JavaScript, Python
OpenAI Assistants (w/ File Search) openai-asst-streaming-with-file-search C#, JavaScript, Python
OpenAI Assistants (w/ Functions) openai-asst-streaming-with-functions C#, JavaScript, Python
OpenAI Assistants Webpage openai-asst-webpage JavaScript, TypeScript
OpenAI Assistants Webpage (w/ Functions) openai-asst-webpage-with-functions JavaScript
OpenAI Chat Completions openai-chat C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (Streaming) openai-chat-streaming C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (w/ Data + AI Search) openai-chat-streaming-with-data C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (w/ Functions) openai-chat-streaming-with-functions C#, Go, JavaScript, Python
OpenAI Chat Webpage openai-chat-webpage JavaScript, TypeScript
OpenAI Chat Webpage (w/ Functions) openai-chat-webpage-with-functions JavaScript, TypeScript
OpenAI Chat Webpage (w/ Speech input/output) openai-chat-webpage-with-speech TypeScript
OpenAI Chat Webpage (w/ Functions + Speech) openai-chat-webpage-with-speech-and-functions TypeScript
Phi-3 Chat Completions (w/ ONNX) phi3-onnx-chat-streaming C#
Phi-3 Chat Completions (w/ ONNX + Functions) phi3-onnx-chat-streaming-with-functions C#
Semantic Kernel Chat Completions (Streaming) sk-chat-streaming C#
Semantic Kernel Chat Completions (w/ Data + AI Search) sk-chat-streaming-with-data C#
Semantic Kernel Chat Completions (w/ Functions) sk-chat-streaming-with-functions C#
Semantic Kernel Chat Completions (w/ Agents) sk-chat-with-agents C#
Speech-to-text speech-to-text C#, Python
Speech-to-text (w/ Continuous recognition) speech-to-text-continuous-reco C#, Python
Speech-to-text (w/ File input) speech-to-text-with-file C#, Python
Speech-to-text (w/ Keyword detection) speech-to-text-with-keyword C#, Python
Speech-to-text (w/ Translation) speech-to-text-with-translation C#, Python
Text-to-speech text-to-speech C#, Python
Text-to-speech (w/ File output) text-to-speech-with-file C#, Python
Generate, build, and run a sample
... 🚧 UNDER CONSTRUCTION ...
List samples
AI - Azure AI CLI, Version 1.0.0
Copyright (c) 2024 Microsoft Corporation. All Rights Reserved.
Name Short Name Language
------------------------------------------------------ --------------------------------------------- --------------------------------
Environment Variables .env
Azure AI Inference Chat Completions (Streaming) az-inference-chat-streaming C#, Python
Helper Function Class Library helper-functions C#
OpenAI Assistants openai-asst C#, JavaScript, Python
OpenAI Assistants (Streaming) openai-asst-streaming C#, JavaScript, Python
OpenAI Assistants (w/ Code Interpreter) openai-asst-streaming-with-code C#, JavaScript, Python
OpenAI Assistants (w/ File Search) openai-asst-streaming-with-file-search C#, JavaScript, Python
OpenAI Assistants (w/ Functions) openai-asst-streaming-with-functions C#, JavaScript, Python
OpenAI Assistants Webpage openai-asst-webpage JavaScript, TypeScript
OpenAI Assistants Webpage (w/ Functions) openai-asst-webpage-with-functions JavaScript
OpenAI Chat Completions openai-chat C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (Streaming) openai-chat-streaming C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (w/ Data + AI Search) openai-chat-streaming-with-data C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (w/ Functions) openai-chat-streaming-with-functions C#, Go, JavaScript, Python
OpenAI Chat Webpage openai-chat-webpage JavaScript, TypeScript
OpenAI Chat Webpage (w/ Functions) openai-chat-webpage-with-functions JavaScript, TypeScript
OpenAI Chat Webpage (w/ Speech input/output) openai-chat-webpage-with-speech TypeScript
OpenAI Chat Webpage (w/ Functions + Speech) openai-chat-webpage-with-speech-and-functions TypeScript
Phi-3 Chat Completions (w/ ONNX) phi3-onnx-chat-streaming C#
Phi-3 Chat Completions (w/ ONNX + Functions) phi3-onnx-chat-streaming-with-functions C#
Semantic Kernel Chat Completions (Streaming) sk-chat-streaming C#
Semantic Kernel Chat Completions (w/ Data + AI Search) sk-chat-streaming-with-data C#
Semantic Kernel Chat Completions (w/ Functions) sk-chat-streaming-with-functions C#
Semantic Kernel Chat Completions (w/ Agents) sk-chat-with-agents C#
Speech-to-text speech-to-text C#, Python
Speech-to-text (w/ Continuous recognition) speech-to-text-continuous-reco C#, Python
Speech-to-text (w/ File input) speech-to-text-with-file C#, Python
Speech-to-text (w/ Keyword detection) speech-to-text-with-keyword C#, Python
Speech-to-text (w/ Translation) speech-to-text-with-translation C#, Python
Text-to-speech text-to-speech C#, Python
Text-to-speech (w/ File output) text-to-speech-with-file C#, Python
Generate, build, and run a sample
... 🚧 UNDER CONSTRUCTION ...
List samples
AI - Azure AI CLI, Version 1.0.0
Copyright (c) 2024 Microsoft Corporation. All Rights Reserved.
Name Short Name Language
------------------------------------------------------ --------------------------------------------- --------------------------------
Environment Variables .env
Azure AI Inference Chat Completions (Streaming) az-inference-chat-streaming C#, Python
Helper Function Class Library helper-functions C#
OpenAI Assistants openai-asst C#, JavaScript, Python
OpenAI Assistants (Streaming) openai-asst-streaming C#, JavaScript, Python
OpenAI Assistants (w/ Code Interpreter) openai-asst-streaming-with-code C#, JavaScript, Python
OpenAI Assistants (w/ File Search) openai-asst-streaming-with-file-search C#, JavaScript, Python
OpenAI Assistants (w/ Functions) openai-asst-streaming-with-functions C#, JavaScript, Python
OpenAI Assistants Webpage openai-asst-webpage JavaScript, TypeScript
OpenAI Assistants Webpage (w/ Functions) openai-asst-webpage-with-functions JavaScript
OpenAI Chat Completions openai-chat C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (Streaming) openai-chat-streaming C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (w/ Data + AI Search) openai-chat-streaming-with-data C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (w/ Functions) openai-chat-streaming-with-functions C#, Go, JavaScript, Python
OpenAI Chat Webpage openai-chat-webpage JavaScript, TypeScript
OpenAI Chat Webpage (w/ Functions) openai-chat-webpage-with-functions JavaScript, TypeScript
OpenAI Chat Webpage (w/ Speech input/output) openai-chat-webpage-with-speech TypeScript
OpenAI Chat Webpage (w/ Functions + Speech) openai-chat-webpage-with-speech-and-functions TypeScript
Phi-3 Chat Completions (w/ ONNX) phi3-onnx-chat-streaming C#
Phi-3 Chat Completions (w/ ONNX + Functions) phi3-onnx-chat-streaming-with-functions C#
Semantic Kernel Chat Completions (Streaming) sk-chat-streaming C#
Semantic Kernel Chat Completions (w/ Data + AI Search) sk-chat-streaming-with-data C#
Semantic Kernel Chat Completions (w/ Functions) sk-chat-streaming-with-functions C#
Semantic Kernel Chat Completions (w/ Agents) sk-chat-with-agents C#
Speech-to-text speech-to-text C#, Python
Speech-to-text (w/ Continuous recognition) speech-to-text-continuous-reco C#, Python
Speech-to-text (w/ File input) speech-to-text-with-file C#, Python
Speech-to-text (w/ Keyword detection) speech-to-text-with-keyword C#, Python
Speech-to-text (w/ Translation) speech-to-text-with-translation C#, Python
Text-to-speech text-to-speech C#, Python
Text-to-speech (w/ File output) text-to-speech-with-file C#, Python
Generate, build, and run a sample
... 🚧 UNDER CONSTRUCTION ...
List samples
AI - Azure AI CLI, Version 1.0.0
Copyright (c) 2024 Microsoft Corporation. All Rights Reserved.
Name Short Name Language
------------------------------------------------------ --------------------------------------------- --------------------------------
Environment Variables .env
Azure AI Inference Chat Completions (Streaming) az-inference-chat-streaming C#, Python
Helper Function Class Library helper-functions C#
OpenAI Assistants openai-asst C#, JavaScript, Python
OpenAI Assistants (Streaming) openai-asst-streaming C#, JavaScript, Python
OpenAI Assistants (w/ Code Interpreter) openai-asst-streaming-with-code C#, JavaScript, Python
OpenAI Assistants (w/ File Search) openai-asst-streaming-with-file-search C#, JavaScript, Python
OpenAI Assistants (w/ Functions) openai-asst-streaming-with-functions C#, JavaScript, Python
OpenAI Assistants Webpage openai-asst-webpage JavaScript, TypeScript
OpenAI Assistants Webpage (w/ Functions) openai-asst-webpage-with-functions JavaScript
OpenAI Chat Completions openai-chat C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (Streaming) openai-chat-streaming C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (w/ Data + AI Search) openai-chat-streaming-with-data C#, Go, Java, JavaScript, Python
OpenAI Chat Completions (w/ Functions) openai-chat-streaming-with-functions C#, Go, JavaScript, Python
OpenAI Chat Webpage openai-chat-webpage JavaScript, TypeScript
OpenAI Chat Webpage (w/ Functions) openai-chat-webpage-with-functions JavaScript, TypeScript
OpenAI Chat Webpage (w/ Speech input/output) openai-chat-webpage-with-speech TypeScript
OpenAI Chat Webpage (w/ Functions + Speech) openai-chat-webpage-with-speech-and-functions TypeScript
Phi-3 Chat Completions (w/ ONNX) phi3-onnx-chat-streaming C#
Phi-3 Chat Completions (w/ ONNX + Functions) phi3-onnx-chat-streaming-with-functions C#
Semantic Kernel Chat Completions (Streaming) sk-chat-streaming C#
Semantic Kernel Chat Completions (w/ Data + AI Search) sk-chat-streaming-with-data C#
Semantic Kernel Chat Completions (w/ Functions) sk-chat-streaming-with-functions C#
Semantic Kernel Chat Completions (w/ Agents) sk-chat-with-agents C#
Speech-to-text speech-to-text C#, Python
Speech-to-text (w/ Continuous recognition) speech-to-text-continuous-reco C#, Python
Speech-to-text (w/ File input) speech-to-text-with-file C#, Python
Speech-to-text (w/ Keyword detection) speech-to-text-with-keyword C#, Python
Speech-to-text (w/ Translation) speech-to-text-with-translation C#, Python
Text-to-speech text-to-speech C#, Python
Text-to-speech (w/ File output) text-to-speech-with-file C#, Python
Generate, build, and run a sample
Generate sample code
ai dev new az-inference-chat-streaming --python
cd az-inference-chat-streaming-py
See the code; learn how it works...
main.py
azureml_chat_completions_streaming.py
requirements.txt