Nicolay Gerold

SGLang is a structured generation language designed for large language models (LLMs). It makes your interaction with LLMs faster and more controllable by co-designing the frontend language and the runtime system.

The core features of SGLang include:

• A Flexible Front-End Language : This allows for easy programming of LLM applications with multiple

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uniflow provides a unified LLM interface to extract and transform and raw documents.

• Document types: Uniflow enables data extraction from PDFs, HTMLs and TXTs.


• LLM agnostic: Uniflow supports most common-used LLMs for text tranformation, including
  
  
  • OpenAI models (GPT3.5 and GPT4),
  
  
  • Google Gemini models (Gemini 1.5, MultiModal),
  
  
  • AWS BedRock models,
  
  
  • Huggingf

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A REPL (read–eval–print loop) is an interactive environment that allows you to enter commands and immediately see the results — many programming languages provide a REPL.

Svelte's REPL is much more than that. It's an online tool that allows you to create complete apps, save them online, and share with others.

It's the easiest way to start playing... See more

Systems can be dynamic. Machine learning models are inherently limited because they are trained on static datasets, so their “knowledge” is fixed. Therefore, developers need to combine models with other components, such as search and retrieval, to incorporate timely data. In addition, training lets a model “see” the whole training set, so more

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DataTrove

DataTrove is a library to process, filter and deduplicate text data at a very large scale. It provides a set of prebuilt commonly used processing blocks with a framework to easily add custom functionality.

DataTrove processing pipelines are platform-agnostic, running out of the box locally or on a slurm cluster. Its (relatively) low memory... See more

Watching in real time as "slop" becomes a term of art. the way that "spam" became the term for unwanted emails, "slop" is going in the dictionary as the term for unwanted AI generated content

I'm a big proponent of LLMs as tools for personal productivity, and as software platforms for building interesting applications that can interact with human... See more

FlashText

This module can be used to replace keywords in sentences or extract keywords from sentences. It is based on the FlashText algorithm.

Installation

$ pip install flashtext

API doc

Documentation can be found at FlashText Read the Docs.

DeepSpeed-FastGen: High-throughput Text Generation for LLMs via MII and DeepSpeed-Inference

Table of Contents

1. Introduction


2. Key LLM Serving Techniques


3. Dynamic SplitFuse: A Novel Prompt and Generation Composition Strategy


4. Performance Evaluation


5. DeepSpeed-FastGen: Implementation and Usage


6. Try out DeepSpeed-FastGen


7. Acknowledgements

1. Introduction

Large... See more

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