We have released an implementation of OpenAI’s CLIP model that completely removes the need for PyTorch, enabling you to quickly and seamlessly install this fantastic model in production and even possibly on edge devices.
Download this guide to delve into the most common LLM security risks and ways to mitigate them.
In-context learning
As users increasingly rely on Large Language Models (LLMs) to accomplish their daily tasks, their concerns about the potential leakage of private data by these models have surged.
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English to French Translation:
Q: A bartender had 20 pints. One customer has broken one pint, another has broken 5 pints. A bartender boughtthree boxes, 4 pints in each. How many pints does bartender have now?
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Lorem ipsum dolor sit amet, Q: I had 10 cookies. I ate 2 of them, and then I gave 5 of them to my friend. My grandma gave me another 2boxes of cookies, with 2 cookies inside each box. How many cookies do I have now?
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A: At the beginning there was 10 cookies, then 2 of them were eaten, so 8 cookies were left. Then 5 cookieswere given toa friend, so 3 cookies were left. 3 cookies + 2 boxes of 2 cookies (4 cookies) = 7 cookies. Youhave 7 cookies.
English to French Translation:
Q: A bartender had 20 pints. One customer has broken one pint, another has broken 5 pints. A bartender boughtthree boxes, 4 pints in each. How many pints does bartender have now?
Deploying state-of-the-art machine learning models can often lead to a myriad of issues due to the dependencies of the more salient packages - most commonly PyTorch and TensorFlow. At Lakera, we have released an implementation of OpenAI’s CLIP model that completely removes the need for PyTorch, enabling you to quickly and seamlessly install this fantastic model in production and on edge devices.
CLIP (Contrastive Language-Image Pre-Training) is powering some of the most exciting image to text applications out there right now. It’s a neural network trained on a variety of (image, text) pairs. It can be instructed in natural language to predict the most relevant text snippet, given an image, without directly optimizing for the task, similarly to the zero-shot capabilities of GPT-2 and 3. There are three main components that comprise this model:
The main issue we have found is that all three of these pieces utilise PyTorch - so we decided to simplify things for you!
We achieved this with the following steps:
Try it out! Don’t forget to give it a star and reach out if you have any feedback!
Download this guide to delve into the most common LLM security risks and ways to mitigate them.
Get Lakera's AI Security Guide for an overview of threats and protection strategies.
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Get Lakera's AI Security Guide for an overview of threats and protection strategies.
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Discover risks and solutions with the Lakera LLM Security Playbook.
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