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Average Ratings 0 Ratings

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ease
features
design
support

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Write a Review

Description

NVIDIA Blueprints serve as comprehensive reference workflows tailored for both agentic and generative AI applications. By utilizing these Blueprints alongside NVIDIA's AI and Omniverse resources, businesses can develop and implement bespoke AI solutions that foster data-driven AI ecosystems. The Blueprints come equipped with partner microservices, example code, documentation for customization, and a Helm chart designed for large-scale deployment. With NVIDIA Blueprints, developers enjoy a seamless experience across the entire NVIDIA ecosystem, spanning from cloud infrastructures to RTX AI PCs and workstations. These resources empower the creation of AI agents capable of advanced reasoning and iterative planning for tackling intricate challenges. Furthermore, the latest NVIDIA Blueprints provide countless enterprise developers with structured workflows essential for crafting and launching generative AI applications. Additionally, they enable the integration of AI solutions with corporate data through top-tier embedding and reranking models, ensuring effective information retrieval on a large scale. As the AI landscape continues to evolve, these tools are invaluable for organizations aiming to leverage cutting-edge technology for enhanced productivity and innovation.

Description

RankGPT is a Python toolkit specifically crafted to delve into the application of generative Large Language Models (LLMs), such as ChatGPT and GPT-4, for the purpose of relevance ranking within Information Retrieval (IR). It presents innovative techniques, including instructional permutation generation and a sliding window strategy, which help LLMs to efficiently rerank documents. Supporting a diverse array of LLMs—including GPT-3.5, GPT-4, Claude, Cohere, and Llama2 through LiteLLM—RankGPT offers comprehensive modules for retrieval, reranking, evaluation, and response analysis, thereby streamlining end-to-end processes. Additionally, the toolkit features a module dedicated to the in-depth analysis of input prompts and LLM outputs, effectively tackling reliability issues associated with LLM APIs and the non-deterministic nature of Mixture-of-Experts (MoE) models. Furthermore, it is designed to work with multiple backends, such as SGLang and TensorRT-LLM, making it compatible with a broad spectrum of LLMs. Among its resources, RankGPT's Model Zoo showcases various models, including LiT5 and MonoT5, which are conveniently hosted on Hugging Face, allowing users to easily access and implement them in their projects. Overall, RankGPT serves as a versatile and powerful toolkit for researchers and developers aiming to enhance the effectiveness of information retrieval systems through advanced LLM techniques.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Accenture AI Refinery
ChatGPT
Cohere
CrewAI
GPT-3.5
GPT-4
Hugging Face
LangChain
LiteLLM
LlamaIndex
NVIDIA AI Data Platform
NVIDIA AI Enterprise
NVIDIA AI Foundations
NVIDIA Llama Nemotron
NVIDIA NIM
NVIDIA NeMo
NVIDIA Omniverse
NVIDIA TensorRT
Python
RankLLM

Integrations

Accenture AI Refinery
ChatGPT
Cohere
CrewAI
GPT-3.5
GPT-4
Hugging Face
LangChain
LiteLLM
LlamaIndex
NVIDIA AI Data Platform
NVIDIA AI Enterprise
NVIDIA AI Foundations
NVIDIA Llama Nemotron
NVIDIA NIM
NVIDIA NeMo
NVIDIA Omniverse
NVIDIA TensorRT
Python
RankLLM

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

Free
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

NVIDIA

Founded

1993

Country

United States

Website

www.nvidia.com/en-us/ai-data-science/ai-workflows/

Vendor Details

Company Name

Weiwei Sun

Country

United States

Website

github.com/sunnweiwei/RankGPT

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