Olive is an easy-to-use hardware-aware model optimization tool that composes industry-leading techniques across model compression, optimization, and compilation. Given a model and targeted hardware, Olive composes the best suitable optimization techniques to output the most efficient model(s) for inferring on cloud or edge, while taking a set of constraints such as accuracy and latency into consid
Datasets: PragmaticCode and DotPrompts Evaluation scripts: Scripts to evaluate LMs by taking as input inferences (code generated by the model) for examples in DotPrompts and producing score@k scores for the metrics reported in the paper: Compilation Rate (CR), Next-Identifier Match (NIM), Identifier-Sequence Match (ISM) and Prefix Match (PM). Inference Results over DotPrompts: Generated code for e
The Artificial Intelligence Controller Interface (AICI) lets you build Controllers that constrain and direct output of a Large Language Model (LLM) in real time. Controllers are flexible programs capable of implementing constrained decoding, dynamic editing of prompts and generated text, and coordinating execution across multiple, parallel generations. Controllers incorporate custom logic during t
"Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine" (H. Nori, Y. T. Lee, S. Zhang, D. Carignan, R. Edgar, N. Fusi, N. King, J. Larson, Y. Li, W. Liu, R. Luo, S. M. McKinney, R. O. Ness, H. Poon, T. Qin, N. Usuyama, C. White, E. Horvitz 2023) @article{nori2023can, title={Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medici
XML Notepad is a Windows program that provides a simple intuitive User Interface for browsing and editing XML documents. There are four ways to install it: ClickOnce® installer - this is the most convenient, install it directly from the web browser. Standalone downloadable installer if you need something that works offline. Just download the zip file, copy it to the machine you want to install it
This project uses GPT-3 Codex to convert natural language commands into commands in PowerShell, Z shell and Bash. The Command Line Interface (CLI) was the first major User Interface we used to interact with machines. It's incredibly powerful, you can do almost anything with a CLI, but it requires the user to express their intent extremely precisely. The user needs to know the language of the compu
Microsoft Power Fx is a low-code general purpose programming language based on spreadsheet-like formulas. It is a strongly typed, declarative, and functional language, with imperative logic and state management available as needed. Power Fx started with Power Apps canvas apps and that is where you can experience it now. We are in the process of extracting the language from that product so that we
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