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gradio-webrtc/docs/cookbook.md
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<style>
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opacity: 0.5;
transition: opacity 0.2s ease;
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.tag-button > code {
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A collection of applications built with FastRTC. Click on the tags below to find the app you're looking for!
<div class="tag-buttons">
<button class="tag-button" data-tag="audio"><code>Audio</code></button>
<button class="tag-button" data-tag="video"><code>Video</code></button>
<button class="tag-button" data-tag="llm"><code>LLM</code></button>
<button class="tag-button" data-tag="computer-vision"><code>Computer Vision</code></button>
<button class="tag-button" data-tag="real-time-api"><code>Real-time API</code></button>
<button class="tag-button" data-tag="voice-chat"><code>Voice Chat</code></button>
<button class="tag-button" data-tag="code-generation"><code>Code Generation</code></button>
<button class="tag-button" data-tag="stopword"><code>Stopword</code></button>
<button class="tag-button" data-tag="transcription"><code>Transcription</code></button>
<button class="tag-button" data-tag="sambanova"><code>SambaNova</code></button>
<button class="tag-button" data-tag="groq"><code>Groq</code></button>
<button class="tag-button" data-tag="elevenlabs"><code>ElevenLabs</code></button>
<button class="tag-button" data-tag="kyutai"><code>Kyutai</code></button>
<button class="tag-button" data-tag="agentic"><code>Agentic</code></button>
<button class="tag-button" data-tag="local"><code>Local Models</code></button>
</div>
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<div class="grid cards" markdown>
- :speaking_head:{ .lg .middle }:eyes:{ .lg .middle } **Gemini Audio Video Chat**
{: data-tags="audio,video,real-time-api"}
---
Stream BOTH your webcam video and audio feeds to Google Gemini. You can also upload images to augment your conversation!
<video width=98% src="https://github.com/user-attachments/assets/9636dc97-4fee-46bb-abb8-b92e69c08c71" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/gemini-audio-video)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/gemini-audio-video)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/gemini-audio-video/blob/main/app.py)
- :speaking_head:{ .lg .middle } **Google Gemini Real Time Voice API**
{: data-tags="audio,real-time-api,voice-chat"}
---
Talk to Gemini in real time using Google's voice API.
<video width=98% src="https://github.com/user-attachments/assets/ea6d18cb-8589-422b-9bba-56332d9f61de" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/talk-to-gemini)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/talk-to-gemini-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/talk-to-gemini/blob/main/app.py)
- :speaking_head:{ .lg .middle } **OpenAI Real Time Voice API**
{: data-tags="audio,real-time-api,voice-chat"}
---
Talk to ChatGPT in real time using OpenAI's voice API.
<video width=98% src="https://github.com/user-attachments/assets/178bdadc-f17b-461a-8d26-e915c632ff80" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/talk-to-openai)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/talk-to-openai-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/talk-to-openai/blob/main/app.py)
- :robot:{ .lg .middle } **Hello Computer**
{: data-tags="llm,stopword,sambanova"}
---
Say computer before asking your question!
<video width=98% src="https://github.com/user-attachments/assets/afb2a3ef-c1ab-4cfb-872d-578f895a10d5" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/hello-computer)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/hello-computer-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/hello-computer/blob/main/app.py)
- :robot:{ .lg .middle } **Llama Code Editor**
{: data-tags="audio,llm,code-generation,groq,stopword"}
---
Create and edit HTML pages with just your voice! Powered by Groq!
<video width=98% src="https://github.com/user-attachments/assets/98523cf3-dac8-4127-9649-d91a997e3ef5" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/llama-code-editor)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/llama-code-editor/blob/main/app.py)
- :speaking_head:{ .lg .middle } **SmolAgents with Voice**
{: data-tags="audio,llm,voice-chat,agentic"}
---
Build a voice-based smolagent to find a coworking space!
<video width=98% src="https://github.com/user-attachments/assets/ddf39ef7-fa7b-417e-8342-de3b9e311891" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/burtenshaw/coworking_agent/)
[:octicons-code-16: Code](https://huggingface.co/spaces/burtenshaw/coworking_agent/blob/main/app.py)
- :speaking_head:{ .lg .middle } **Talk to Claude**
{: data-tags="audio,llm,voice-chat"}
---
Use the Anthropic and Play.Ht APIs to have an audio conversation with Claude.
<video width=98% src="https://github.com/user-attachments/assets/fb6ef07f-3ccd-444a-997b-9bc9bdc035d3" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/burtenshaw/coworking_agent)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/burtenshaw/coworking_agent)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/talk-to-claude/blob/main/app.py)
- :musical_note:{ .lg .middle } **LLM Voice Chat**
{: data-tags="audio,llm,voice-chat,groq,elevenlabs"}
---
Talk to an LLM with ElevenLabs!
<video width=98% src="https://github.com/user-attachments/assets/584e898b-91af-4816-bbb0-dd3216eb80b0" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/llm-voice-chat)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/llm-voice-chat-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/llm-voice-chat/blob/main/app.py)
- :musical_note:{ .lg .middle } **Whisper Transcription**
{: data-tags="audio,transcription,groq"}
---
Have whisper transcribe your speech in real time!
<video width=98% src="https://github.com/user-attachments/assets/87603053-acdc-4c8a-810f-f618c49caafb" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/whisper-realtime)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/whisper-realtime-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/whisper-realtime/blob/main/app.py)
- :robot:{ .lg .middle } **Talk to Sambanova**
{: data-tags="llm,stopword,sambanova"}
---
Talk to Llama 3.2 with the SambaNova API.
<video width=98% src="https://github.com/user-attachments/assets/92e4a45a-b5e9-45cd-b7f4-9339ceb343e1" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/talk-to-sambanova)
[:octicons-arrow-right-24: Gradio UI](https://huggingface.co/spaces/fastrtc/talk-to-sambanova-gradio)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/talk-to-sambanova/blob/main/app.py)
- :speaking_head:{ .lg .middle } **Hello Llama: Stop Word Detection**
{: data-tags="audio,llm,code-generation,stopword,sambanova"}
---
A code editor built with Llama 3.3 70b that is triggered by the phrase "Hello Llama".
Build a Siri-like coding assistant in 100 lines of code!
<video width=98% src="https://github.com/user-attachments/assets/3e10cb15-ff1b-4b17-b141-ff0ad852e613" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/hey-llama-code-editor)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/hey-llama-code-editor/blob/main/app.py)
- :speaking_head:{ .lg .middle } **Audio Input/Output with mini-omni2**
{: data-tags="audio,llm,voice-chat"}
---
Build a GPT-4o like experience with mini-omni2, an audio-native LLM.
<video width=98% src="https://github.com/user-attachments/assets/58c06523-fc38-4f5f-a4ba-a02a28e7fa9e" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/mini-omni2-webrtc)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/mini-omni2-webrtc/blob/main/app.py)
- :speaking_head:{ .lg .middle } **Kyutai Moshi**
{: data-tags="audio,llm,voice-chat,kyutai"}
---
Kyutai's moshi is a novel speech-to-speech model for modeling human conversations.
<video width=98% src="https://github.com/user-attachments/assets/becc7a13-9e89-4a19-9df2-5fb1467a0137" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/talk-to-moshi)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/talk-to-moshi/blob/main/app.py)
- :speaking_head:{ .lg .middle } **Talk to Ultravox**
{: data-tags="audio,llm,voice-chat"}
---
Talk to Fixie.AI's audio-native Ultravox LLM with the transformers library.
<video width=98% src="https://github.com/user-attachments/assets/e6e62482-518c-4021-9047-9da14cd82be1" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/talk-to-ultravox)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/talk-to-ultravox/blob/main/app.py)
- :speaking_head:{ .lg .middle } **Talk to Llama 3.2 3b**
{: data-tags="audio,llm,voice-chat"}
---
Use the Lepton API to make Llama 3.2 talk back to you!
<video width=98% src="https://github.com/user-attachments/assets/3ee37a6b-0892-45f5-b801-73188fdfad9a" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/llama-3.2-3b-voice-webrtc)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/llama-3.2-3b-voice-webrtc/blob/main/app.py)
- :robot:{ .lg .middle } **Talk to Qwen2-Audio**
{: data-tags="audio,llm,voice-chat"}
---
Qwen2-Audio is a SOTA audio-to-text LLM developed by Alibaba.
<video width=98% src="https://github.com/user-attachments/assets/c821ad86-44cc-4d0c-8dc4-8c02ad1e5dc8" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/talk-to-qwen-webrtc)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/talk-to-qwen-webrtc/blob/main/app.py)
- :camera:{ .lg .middle } **Yolov10 Object Detection**
{: data-tags="video,computer-vision"}
---
Run the Yolov10 model on a user webcam stream in real time!
<video width=98% src="https://github.com/user-attachments/assets/f82feb74-a071-4e81-9110-a01989447ceb" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/fastrtc/object-detection)
[:octicons-code-16: Code](https://huggingface.co/spaces/fastrtc/object-detection/blob/main/app.py)
- :camera:{ .lg .middle } **Video Object Detection with RT-DETR**
{: data-tags="video,computer-vision"}
---
Upload a video and stream out frames with detected objects (powered by RT-DETR) model.
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/rt-detr-object-detection-webrtc)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/rt-detr-object-detection-webrtc/blob/main/app.py)
- :speaker:{ .lg .middle } **Text-to-Speech with Parler**
{: data-tags="audio"}
---
Stream out audio generated by Parler TTS!
[:octicons-arrow-right-24: Demo](https://huggingface.co/spaces/freddyaboulton/parler-tts-streaming-webrtc)
[:octicons-code-16: Code](https://huggingface.co/spaces/freddyaboulton/parler-tts-streaming-webrtc/blob/main/app.py)
- :speaking_head:{ .lg .middle } **Real Time Transcription with On-device Whisper 🤗**
{: data-tags="audio,transcription,local"}
---
Transcribe speech in real time using Whisper via the Transformers library, running on your device!
[:octicons-code-16: Code](https://github.com/sofi444/realtime-transcription-fastrtc/blob/main/main.py)
- :speaking_head:{ .lg .middle } __Talk to Claude - Electron App__
{: data-tags="audio,electron"}
---
An Electron desktop application that uses FastRTC to enable voice conversations with Claude.
<video width=98% src="https://github.com/user-attachments/assets/df4628e4-ef0f-4a78-ab9b-1ed2374b1cae" controls style="text-align: center"></video>
[:octicons-arrow-right-24: Demo](https://github.com/swairshah/voice-agent)
[:octicons-code-16: Code](https://github.com/swairshah/voice-agent)
</div>
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