News

User Story

Engineering

Culture

Justin Olsson

Waleed Kadous

Llama 2 70b matches legislative interns for summaries, but GPT-4 does better. Studying the GPT-4 summaries helped us improve the prompt. It worked.

Human rated performance of different bill summarization

LLM-based summarization: A case study of human, Llama 2 70b and GPT-4 summarization quality

Kyle Huang

Wendi Ding

Liguang Xie

Avnish Narayan

Ricky Xu

Anyscale is releasing LLMPerf for benchmarking LLMs on current LLM offerings. See benchmarking results for Anyscale Endpoints vs Fireworks.ai.

End-to-end time

Reproducible Performance Metrics for LLM inference

Using Anyscale Endpoints, we compared Llama 2 7b, 13b and 70b vs. OpenAI's GPT-3.5-turbo and GPT-4 for accuracy and cost.

factuality 373 examples

Llama 2 vs. GPT-4: Nearly As Accurate and 30X Cheaper

Llama 2 is about as factually accurate as GPT-4 for summaries and is 30X cheaper

Kourosh Hakhamaneshi

Fine tuning is one approach to domain-specific model refinement (DSMR), but it’s not a silver bullet for improving domain-specific performance.

fine-tune-img-1

Fine Tuning Is For Form, Not Facts | Anyscale

Fine tuning is for form, not facts

Aviary Explorer

Announcing Aviary: Open Source Multi-LLM Serving

For LLM developers, it's useful to know numbers for back-of-the-envelope calculations. Here are the numbers we use, plus how and why to use them.

numbers-cover-image

Numbers Every LLM Developer Should Know | Anyscale

Numbers every LLM Developer should know

In part 3 of our blog series, we’ll show you how to build an LLM question and answering service in 20 minutes using LangChain & Ray.

qna-answering-questions-with

Building a Self-Hosted Question Answering Service in 20 Minutes

Building a Self Hosted Question Answering Service using LangChain + Ray in 20 minutes

In part 1 of a new blog series, we show how to build a search engine in 100 lines using LLM embeddings and a vector database.

Build a document index easily with Ray and Langchain

doc-index-starter-langchain

Building an LLM Open-Source Search Engine in 100 Lines

Building an LLM open source search engine in 100 lines using LangChain and Ray

Jun Gong

Antoni Baum

Richard Liaw

Richard Liaw headshot

In part 4 of our Generative AI series, we share how to build a system for fine-tuning & serving LLMs in 40 minutes or less.

fine-tune-stack

How to Fine-Tune a 6 Billion Parameter LLM for Less Than $7

How to fine tune and serve LLMs simply, quickly and cost effectively using Ray + DeepSpeed + HuggingFace

Eric Liang

Eric Liang headshot

Chen Shen

Clark Zinzow

3rdGenTasks andActors

Data Ingest in a Third-Generation ML Architecture | Anyscale

Deep Dive: Data Ingest in a Third Generation ML Architecture

Uber Leveraging Ray

The 3rd Generation of Production ML Architectures | Anyscale

The Third Generation of Production ML Architectures

WaleedKadous345

Why I’m joining Anyscale

Ray Summit 2024, the annual Ray community conference, is back in San Francisco, CA this September 30th through October 2nd. It is a two-day event with a third day dedicated to training.

Call for Proposals is open Blog Post

Ray Summit 2024 Call for Proposals is now open

Intel and Anyscale have integrated Ray with Gaudi3. Gaudi3 is AI-optimized for efficient training and other machine learning workloads.

Anyscale - Intel

Accelerating AI: Harnessing Intel(R) Gaudi(R) 3 with Ray 2.10

Anyscale is teaming with NVIDIA to combine the developer productivity of Ray Serve and RayLLM with the cutting-edge optimizations from NVIDIA Triton Inference Server software and the NVIDIA TensorRT-LLM library.

NVIDIA-Anyscale Logo 1280x680.jpg

Low-latency Generative AI Model Serving with Ray, NVIDIA Triton Inference Server, and NVIDIA TensorRT-LLM

Generating embeddings is a critical task for developing successful RAG applications, and Anyscalew with Pinecone is the most cost-efficient solution for this workflow.

blog-anyscale-pincone

RAG at Scale: 10x Cheaper Embedding Computations with Anyscale and Pinecone

This section is used to order the "Types" and "Tags" that show up for filters on the Blog Index

Types

Products / Libraries

Blog

Hosted Anyscale is in Private Preview. Click here to request access!

Anyscale is the leading AI application platform. With Anyscale, developers can build, run and scale AI applications instantly.

Anyscale

Posts by Waleed Kadous

No posts found.