Rebuild the Gemini Demo with GPT-4V, Whisper, and TTS
Rebuild the Gemini Demo with GPT-4V, Whisper, and TTS. Learn how to recreate the Gemini demo using GPT-4V, Whisper for speech-to-text, and text-to-speech models. Includes step-by-step implementation details and real-time multimodal application demo.
February 20, 2025
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Unlock the power of multimodal AI with this step-by-step guide to rebuilding the Gemini demo using GPT-4V, Whisper, and Text-to-Speech. Discover how to seamlessly integrate these cutting-edge technologies to create an engaging, hands-free AI experience that understands both visual and audio inputs. Whether you're an AI enthusiast or a developer looking to push the boundaries of what's possible, this introduction will inspire you to explore the future of multimodal AI.
Safer Path for the Little Bird
Next Shape in the Sequence
Best Book to Learn AI
Rebuilding the Gemini Demo
Safer Path for the Little Bird
Safer Path for the Little Bird
Path one is safer for the little bird to go as it avoids the cat. Path two leads directly to the cat, which could be dangerous for the bird. Therefore, the bird should take path one to avoid the potential threat of the cat.
Next Shape in the Sequence
Next Shape in the Sequence
The next shape in the sequence should be a hexagon.
Best Book to Learn AI
Best Book to Learn AI
If you want to learn about AI, the book "The Coming Wave" by Mustafa Suleyman would be the more appropriate choice. It seems to be focused on the future of AI and its implications, which would be relevant to your interests in artificial intelligence.
Rebuilding the Gemini Demo
Rebuilding the Gemini Demo
To rebuild the Gemini demo using GPT-4V, Whisper, and text-to-speech models, we'll follow these steps:
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Set up a Next.js project: We'll create a new Next.js project with TypeScript and the necessary dependencies, including the Vercel AI SDK, OpenAI SDK, and various utility libraries.
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Implement the video and audio recording: We'll set up the video and audio recording functionality using the
MediaRecorder
API and theCUSilenceAwareRecorder
library to detect when the user stops speaking. -
Generate the image grid: We'll capture screenshots from the video feed at regular intervals and stitch them together into an image grid using the
merge-images
library. We'll also upload the image grid to a free image hosting service like Temp.files. -
Transcribe the audio using Whisper: When the user stops speaking, we'll send the recorded audio to the Whisper API to get a text transcript.
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Integrate with GPT-4V: We'll create a route handler in the Next.js API folder to handle requests from the client. This route handler will send the image grid and the text transcript to the GPT-4V model and stream the response back to the client.
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Implement text-to-speech: We'll create another route handler to send the generated response from GPT-4V to the OpenAI text-to-speech model and play the audio back to the user.
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Enhance the user experience: We'll add UI elements to allow the user to input their OpenAI API key and select the language, as well as display the generated response and play the audio.
By following these steps, you'll be able to recreate a Gemini-like demo using the latest large language models and other AI technologies. The resulting application will allow users to interact with an AI assistant using both visual and audio inputs, and receive responses in both text and audio formats.
FAQ
FAQ