GitHub - CambioML/uniflow-llm-based-pdf-extraction-text-cleaning-data-clustering: LLM-based text extraction from unstructured data like PDFs, Words and HTMLs. Transform and cluster the text into your desired format. Less information loss, more interpretation, and faster...
GitHub - mit-han-lab/streaming-llm: Efficient Streaming Language Models with Attention Sinks
mit-han-labgithub.comOpen-Source Pre-Processing Tools for Unstructured Data
The unstructured library provides open-source components for ingesting and pre-processing images and text documents, such as PDFs, HTML, Word docs, and many more. The use cases of unstructured revolve around streamlining and optimizing the data processing workflow for LLMs. unstructured modular... See more
The unstructured library provides open-source components for ingesting and pre-processing images and text documents, such as PDFs, HTML, Word docs, and many more. The use cases of unstructured revolve around streamlining and optimizing the data processing workflow for LLMs. unstructured modular... See more
Unstructured-IO • GitHub - Unstructured-IO/unstructured: Open source libraries and APIs to build custom preprocessing pipelines for labeling, training, or production machine learning pipelines.
Firecrawl
firecrawl.dev
Indexify - Extraction and Retrieval from Videos, PDF and Audio for Interactive AI Applications
Indexify is an open-source engine for buidling fast data pipelines for unstructured data(video, audio, images and documents) using re-usable extractors for embedding, transformatio... See more
LLM applications backed by Indexify will never answer outdated information.
Indexify is an open-source engine for buidling fast data pipelines for unstructured data(video, audio, images and documents) using re-usable extractors for embedding, transformatio... See more
tensorlakeai • GitHub - tensorlakeai/indexify: A scalable realtime and continuous indexing engine for Unstructured Data to build Generative AI Applications
Data-Juicer: A One-Stop Data Processing System for Large Language Models
Data-Juicer is a one-stop data processing system to make data higher-quality, juicier, and more digestible for LLMs. This project is being actively updated and maintained, and we will periodically enhance and add more features and data recipes. We welcome you to join us in pro... See more
Data-Juicer is a one-stop data processing system to make data higher-quality, juicier, and more digestible for LLMs. This project is being actively updated and maintained, and we will periodically enhance and add more features and data recipes. We welcome you to join us in pro... See more
alibaba • GitHub - alibaba/data-juicer: A one-stop data processing system to make data higher-quality, juicier, and more digestible for LLMs! 🍎 🍋 🌽 ➡️ ➡️🍸 🍹 🍷为大语言模型提供更高质量、更丰富、更易”消化“的数据！
To train LLMs, you need data that is:
Large — Sufficiently large LMs require trillions of tokens.
Clean — Noisy data reduces performance.
Diverse — Data should come from different sources and different knowledge bases.
What does clean data look like?
You can de-duplicate data with simple heuristics. The most basic would be removing any exact duplicates ... See more
Large — Sufficiently large LMs require trillions of tokens.
Clean — Noisy data reduces performance.
Diverse — Data should come from different sources and different knowledge bases.
What does clean data look like?
You can de-duplicate data with simple heuristics. The most basic would be removing any exact duplicates ... See more