DBRX: A New State-of-the-Art Open LLM

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DBRX is an open, general-purpose LLM that sets a new state-of-the-art for established open LLMs. It surpasses GPT-3.5 and is competitive with Gemini 1.0 Pro. DBRX is especially capable in code modeling, surpassing specialized models like CodeLLaMA-70B.

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Updated:2024/10/02

What is DBRX: A New State-of-the-Art Open LLM

Introducing DBRX, a new state-of-the-art open LLM that sets a new standard for established open LLMs. DBRX is a transformer-based decoder-only large language model that was trained using next-token prediction.

Key Features of DBRX: A New State-of-the-Art Open LLM

DBRX is a fine-grained mixture-of-experts (MoE) architecture that provides substantial improvements in compute-efficiency for training and inference. It surpasses GPT-3.5 and is competitive with Gemini 1.0 Pro.

Fine-Grained Mixture-of-Experts (MoE) Architecture

DBRX uses a fine-grained MoE architecture, which provides substantial improvements in compute-efficiency for training and inference.

Transformer-Based Decoder-Only Large Language Model

DBRX is a transformer-based decoder-only large language model that was trained using next-token prediction.

132B Total Parameters

DBRX has 132B total parameters, of which 36B parameters are active on any input.

Trained on 3072 NVIDIA H100s

DBRX was trained on 3072 NVIDIA H100s connected by 3.2Tbps Infiniband.

Suite of Databricks Tools

DBRX was trained using a suite of Databricks tools, including Unity Catalog, Apache Spark, and Databricks notebooks.

Use Cases of DBRX: A New State-of-the-Art Open LLM

Natural Language Processing (NLP)
Code Modeling
Mathematics and Problem Solving
Conversational AI

Pros and Cons of DBRX: A New State-of-the-Art Open LLM

Pros

State-of-the-art performance in established open LLMs
Substantial improvements in compute-efficiency for training and inference
Competitive with Gemini 1.0 Pro and GPT-3.5
Especially capable in code modeling

Cons

Large model size (132B total parameters)
Requires significant computational resources for training and inference

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How to Use DBRX: A New State-of-the-Art Open LLM

1
Get started with DBRX on Databricks by downloading the model from the Databricks Marketplace
2
Deploy the model on Model Serving for production applications
3
Use the Databricks Foundation Model APIs for pay-as-you-go pricing and query the model from the AI Playground chat interface

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DBRX: A New State-of-the-Art Open LLM

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DBRX: A New State-of-the-Art Open LLM

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What is DBRX: A New State-of-the-Art Open LLM