If you’ve ever wished to venture into the realm of computer vision without writing a single line of code, look no further than VoxelGPT. This innovative tool transforms how you interact with your image and video data, allowing you to extract insights merely by asking questions in plain English. In this guide, we’ll delve into how to set up and utilize VoxelGPT effectively.
What is VoxelGPT?
VoxelGPT is a plugin for FiftyOne that harnesses the capabilities of large language models (LLMs) and multimodal models (LMMs) alongside FiftyOne’s computer vision query language. It enables you to filter, sort, and query your datasets with straightforward questions, and can even perform computations on your data if permission is granted!
Getting Started
Installation Steps
- First, install FiftyOne by running:
- Next, provide an OpenAI API key. Create one here.
- If you only want to use VoxelGPT in the FiftyOne App, install it as a plugin:
pip install fiftyone
export OPENAI_API_KEY=XXXXXXXX
fiftyone plugins download https://github.com/voxel51/voxelgpt --install
Using VoxelGPT in the App
To use VoxelGPT in the FiftyOne App with a loaded dataset, run the following code:
import fiftyone as fo
import fiftyone.zoo as foz
dataset = foz.load_zoo_dataset("quickstart")
session = fo.launch_app(dataset)
Once you have your session running, you can go ahead and start asking questions! For instance:
- What are some popular model architectures for computer vision?
- Show me predicted airplanes.
VoxelGPT Query Capabilities
VoxelGPT supports a variety of queries, including:
- Dataset Queries: Ask about schema, fields, and data views.
- Computation Queries: Perform analyses on the dataset using plugins.
- FiftyOne Library Queries: Get assistance about FiftyOne’s documentation.
- General Machine Learning Queries: Understand key concepts and approaches.
Understanding the Code: An Analogy
Imagine VoxelGPT as a highly intelligent librarian who understands the entire library (your dataset) and has the ability to fetch information based on your simple inquiries. When you ask a question, the librarian rearranges the cluttered shelves (dataset) to present only the relevant books (samples) and insights. That is how VoxelGPT interprets your natural language queries and translates them into precise dataset actions.
Troubleshooting Tips
If you experience issues while using VoxelGPT, consider the following:
- Ensure you have a stable internet connection while accessing API services.
- Double-check your OpenAI API key and permissions.
- Update FiftyOne and VoxelGPT to the latest versions using:
pip install --upgrade fiftyone voxelgpt
For more insights, updates, or to collaborate on AI development projects, stay connected with fxis.ai.
Conclusion
With the power of VoxelGPT at your fingertips, the world of computer vision is more accessible than ever. By asking questions in your own words, you can explore datasets and extract the insights you need. Embrace this transformation and enable a more intuitive approach to data analysis with VoxelGPT!
At fxis.ai, we believe that such advancements are crucial for the future of AI, as they enable more comprehensive and effective solutions. Our team is continually exploring new methodologies to push the envelope in artificial intelligence, ensuring that our clients benefit from the latest technological innovations.