Pixtral is REALLY Good - Open-Source Vision Model
TLDRIn this video, Mistral AI's new open-source vision model, Pixol 12b, is tested for its multimodal capabilities. The model, licensed under Apache 2.0, shows strong performance on multimodal tasks and excels in instruction following. Tested on various tasks including image recognition, text tasks, and solving captchas, Pixol 12b demonstrates impressive accuracy and speed. The video also highlights the ease of using Vulture for cloud GPU rentals to host and test the model.
Takeaways
- 🌐 Mistral AI released Pixol 12b, a new open-source Vision model.
- 🔗 The model is available on Vulture, a cloud-based GPU rental service.
- 📝 Pixol 12b is licensed under Apache 2.0 and is a multimodal model.
- 📈 It shows strong performance on multimodal tasks and excels in instruction following.
- 🏅 Pixol 12b achieves state-of-the-art performance on text-only benchmarks.
- 🧠 The model has 12 billion parameters and supports variable image sizes and aspect ratios.
- 🔎 It can handle multiple images and has a long context window of 128,000 tokens.
- 🤖 The model was tested on various vision and text tasks, showing impressive results.
- 📱 It accurately described images, identified celebrities, and solved captchas.
- 📊 Pixol 12b was also able to analyze iPhone storage screenshots and answer related questions.
- 😀 The model provided a perfect explanation for a meme comparing startups and big companies.
Q & A
What is Pixol 12b?
-Pixol 12b is a new open-source Vision model developed by Mistral AI. It is a multimodal model trained with interleaved image and text data, and it excels in multimodal tasks and instruction following.
What is special about Pixol 12b's licensing?
-Pixol 12b is licensed under the Apache 2.0 license, which is a permissive open-source license that allows for commercial use and modification of the model.
What kind of performance does Pixol 12b have on benchmarks?
-Pixol 12b shows state-of-the-art performance on text-only benchmarks and strong performance on multimodal tasks, as indicated by the benchmarks chart in the script.
What is Vulture, as mentioned in the script?
-Vulture is a cloud service that provides easy access to rent GPUs, including Nvidia GPUs, virtual CPUs, bare metal, Kubernetes, storage, and networking solutions.
How does the user load Pixol 12b on Vulture?
-The user loads Pixol 12b on an Nvidia L40 GPU with 48 GB of VRAM on Vulture, using an open AI compliant API and a front end with open web UI.
What is the significance of the phrase 'multimodal mraw model' in the context of Pixol 12b?
-The term 'multimodal mraw model' refers to a model that can process and understand multiple types of data inputs, such as images and text, and 'mraw' likely refers to a specific architecture or approach used in the model's design.
How does Pixol 12b handle variable image sizes and aspect ratios?
-Pixol 12b supports variable image sizes and aspect ratios, allowing it to be flexible in processing different types of images.
What is the context window size for Pixol 12b?
-Pixol 12b has a long context window of 128,000 tokens, which allows it to process large amounts of data at once.
What is the user's experience with Pixol 12b's performance on vision tasks?
-The user is impressed with Pixol 12b's performance on vision tasks, noting its speed and accuracy in tasks such as image description, celebrity recognition, and solving captchas.
How does Pixol 12b perform on non-vision tasks like coding or logic reasoning?
-Pixol 12b does not excel at non-vision tasks such as coding or logic reasoning, as indicated by its inability to write a Tetris game in Python and its average performance on a logic test about the word 'strawberry'.
What is the user's opinion on the future of AI models like Pixol 12b?
-The user believes in the future of specialized AI models, where different models like Pixol for vision or others for logic and reasoning are used for their respective strengths.
Outlines
🚀 Introduction to Pixol 12b and Vulture Sponsorship
The script introduces Pixol 12b, a new open-source multimodal vision model by Mistral AI. The model is sponsored by Vulture, a cloud-based GPU rental service offering Nvidia GPUs, virtual CPUs, bare metal servers, Kubernetes, storage, and networking solutions. The audience is directed to a link in the description for a $300 credit using the code 'Burman300'. The script then discusses the initial release of Pixol 12b, which was shared as a torrent link without much information. However, it was later revealed to be a multimodal vision model with a blog post detailing its features. Pixol 12b is licensed under Apache 2.0, trained with image and text data, and has strong performance on multimodal tasks. It also excels at text-only benchmarks and can handle variable image sizes and multiple images in a long context window of 128,000 tokens. The script then presents benchmarks comparing Pixol 12b to other models, showing its superior performance.
🖼️ Testing Pixol 12b's Vision and Text Capabilities
The script describes a series of tests conducted on Pixol 12b using a cloud GPU rented from Vulture. The model is hosted on an Nvidia L40 with 48 GB of VRAM and accessed through an open AI-compliant API and open web UI. The tests include writing a Python game, identifying the number of 'R's in 'strawberry', and recognizing a picture of a llama. Pixol 12b performs well on the vision tasks, accurately describing the llama image and identifying Bill Gates in a photo. It also successfully solves a CAPTCHA, which many models struggle with. The script then tests Pixol 12b's ability to analyze a screenshot of iPhone storage, answering questions about total storage, used storage, and the app using the most storage. It also identifies an app not downloaded on the phone and lists all apps with their storage usage. The model shows impressive performance on these tasks.
🤖 Advanced Tests and Future Model Predictions
The script continues with more advanced tests, including explaining a meme about startups and big companies, converting a screenshot of a table into CSV format, and outputting HTML code for a crudely drawn app. Pixol 12b performs well on these tasks, providing accurate and detailed responses. The narrator then discusses the future of AI models, predicting a shift towards smaller, specialized models for specific tasks like vision or logic reasoning. The script concludes with a test to find Waldo in a 'Where's Waldo' puzzle, which Pixol 12b identifies with some difficulty due to the low resolution of the image. The narrator reiterates the capabilities of Pixol 12b as a vision model and thanks Vulture for their sponsorship, offering a discount code for their services. The video ends with a call to action for viewers to like, subscribe, and check out the links provided in the description.
Mindmap
Keywords
Pixol 12b
Multimodal
Vulture
Mistral AI
Open-source
Vision tasks
Text tasks
Benchmarks
API
Cloud GPU
Specialized models
Highlights
Mistral AI releases Pixol 12b, a new open-source Vision model.
Pixol 12b is a multimodal model trained with image and Text data.
Pixol 12b is licensed under Apache 2.0.
Pixol 12b excels in instruction following and has state-of-the-art performance on text-only benchmarks.
Pixol 12b is a 12 billion parameter multimodal decoder based on mRAW.
Pixol 12b supports variable image sizes and aspect ratio.
Pixol 12b can handle multiple images in a long context window of 128,000 tokens.
Pixol 12b outperforms other models in benchmarks for vision tasks.
Vulture赞助了这个视频并提供了GPU云租赁服务。
Pixol 12b is hosted on an Nvidia L40 with 48 GB of VRAM.
Pixol 12b can write a Game of Tetris in Python.
Pixol 12b can identify the number of Rs in the word 'strawberry'.
Pixol 12b accurately describes an image of a llama.
Pixol 12b successfully identifies Bill Gates in a photo.
Pixol 12b solves a distorted captcha challenge.
Pixol 12b answers questions about an iPhone storage screenshot.
Pixol 12b explains a meme comparing startups and big companies.
Pixol 12b converts a table screenshot into CSV format.
Pixol 12b generates HTML code for a crudely drawn app or website.
Pixol 12b finds Waldo in a Where's Waldo puzzle.
The future of AI models may involve using specialized models for different tasks.
Vulture makes it easy to load up models and offers $300 off with code Burman300.