For comparison, I spun up a VM at Ori, another Backblaze partner offering GPU VM instances, with an Nvidia L4 Tensor Core GPU and 24GB of VRAM. The only code change required was to set the LLM device to ‘cuda’ to select the Nvidia GPU. The Ori VM answered those same questions in...
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For the rest of the tutorial, we will take RAG as an example to demonstrate how to evaluate an LLM application. But before that, here’s a very quick refresher on RAG. This is what a RAG application might look like: In a RAG application, the goal is to enhance the quality of respons...
To deploy an open-source code LLM for your dev team, here are the five questions that you need to answer: Is there an LLM that is valuable enough yet? Is there a deployment method that fits yet? Can you get a hold of enough memory now?
To help readers who might be new to the LLM space build an intuition for these vulnerabilities, we’ve added an “oversimplified” column to help you relate the risk to other cybersecurity domains. The oversimplified information isn’t intended to be 100% technically accurate, but it’s a go...
decorator to set up OpenAI-compatible endpoints. This means your client can interact with the backend Service (in this case, the VLLM class) as if they were communicating directly with OpenAI's API. Thisutilitydoes not affect your BentoML Service code, and you can use it for other LLMs ...
If you are curious about the steps involved in running the infrastructure for an LLM, have a look at the LLMOps Essentials article! Running the model locally enables further customization according to our needs. In this context, one of the most popular choices for self-hosting is the well-kn...
If you like the idea of AI but don't want to share your content or information with a third party, you can always install an LLM on your Apple desktop or laptop. You'll be surprised at how easy it is.
Data-sensitive environments: Sharing confidential or proprietary information with an LLM can pose security risks. Always anonymize sensitive data and avoid exposing critical details. See how Moz transforms your SEO with AI-powered insights Start a free trial Three ways to integrate LLMs in your SEO...
This discovery reveals a new challenge: identifying which dataset genuinely qualify as high-quality code instruction data. To address this, we propose an efficient code data pruning strategy for selecting good samples. Our approach is based on three dimensions: instruction complexity, response quality,...