You can also build MLC from sources and run it on your phone directly by following the directions on the MLC-LLM GitHub page. You'll need the git source-code control system installed on your Mac to retrieve the sources. To do so, make a new folder in Finder on your Mac, use the UN...
The original LoRA paper proposed integrating the fine-tuned low-rank weights back into the base LLM. However, an alternative and increasingly popular approach is to maintain the LoRA weights as standalone adapters. These adapters can be dynamically plugged into the base model during inference. The ...
Advanced prompt engineering methods to improve quality of the LLM responses, like self-consistency, chain of thoughts prompting, or automatic prompting. AutoGen (Microsoft): A framework that allows you to develop LLM applications using multiple agents that can converse with each other to solve tasks...
To put it simply, an API (application programming interface) is an intermediary that allows two systems to connect and work together. OpenAI has an API that provides access to ChatGPT AI and allows you to connect it to your website or app. To do so, you need to sign up for the API ...
There are limitations to this approach. Like other techniques that allow LLMs to self-improve, SRLM can lead to the model falling into a “reward hacking” trap, where it starts to optimize its responses for the desired output but for the wrong reasons. Reward hacking can lead to unstable...
You can click into the details of theRun assistant evalsstep to see the results of our model-graded evaluation. Excellent, our evaluations have passed and we have a green build. We can be confident that our change has eliminated the LLM hallucination issue and has made our quiz generator app...
run Stable Diffusion locally on your computer or on a cloud service use a web application likeDream Studio Prerequisites If you want to run the Stable Diffusion model on your own, you will require access to aGPU with at least 10GB VRAM[2]. Huggingface provides atutorialon how t...
However, people interested in dancing prefer to use Instagram, Reddit, and Twitter before LinkedIn. It can take the guesswork out of which social platforms to prioritize in your industry. Marketplaces Marketplaces are a common place where people search for products. For example, instead of turning...
Quantizing often does improve inference speed but probably the main reason people use it is because you just need so much memory to run big models without it. A 70B 16bit model takes like 140GB RAM even if you're just running it on CPU, however I can run that same 70B model quantized...
In iOS 17.2, Siri can access data from the Health app, meaning you can ask Siri to read health information available in the Health app or write...