Lmql
Description
Simplify your interaction with large language models using LMQL. This powerful query language combines natural language prompts with Python to facilitate seamless communication with language models. With features like constraints, debugging, retrieval, and control flow, LMQL makes it easier to prompt responses from models like 🤗 Transformers. Explore pre-built prompts for tasks like jokes, packing lists, Wikipedia searches, and chatbots. Control the generation process with Python's control flow statements and evaluate output using Python's assert. LMQL empowers Python developers to efficiently work with natural language prompts.
About Lmql
LMQL is a powerful query language designed specifically for large language models (LLMs). With its combination of natural language prompts and the expressiveness of Python, LMQL enables smooth interaction with LLMs. This tool offers various features like constraints, debugging, retrieval, control flow, and support for 🤗 Transformers, making it effortless to prompt responses from LLMs.
One of the highlights of LMQL is its extensive collection of pre-built prompts that cater to various tasks such as telling jokes, generating packing lists, searching Wikipedia, and chatting with a bot. Moreover, LMQL not only provides high-level constraints but also allows users to programmatically control the generation process using regular Python control flow statements. The tool automatically generates required tokens and promptly validates the produced sequence when the provided validation condition is definitively violated.
LMQL goes a step further by supporting arbitrary Python code in the prompt clause, empowering dynamic prompts and text processing. The Scripted Beam Search feature enables the joint decoding of expert names and answers, exploring multiple potential answers. Additionally, LMQL supports Python's assert to check the accuracy of the generated output, offering a valuable tool for evaluating data sets.
Overall, LMQL simplifies the interaction with LLMs and enhances the efficiency of Python developers working with natural language prompts. Experience the power and ease of LMQL for yourself!