# FP8 Mixed-Precision Training

**Source:** https://www.startuphub.ai/startups/fp8-mixed-precision-training
**Profile type:** Startup

> FP8 Mixed-Precision Training is a framework that uses 8-bit floating point operations to boost training throughput and reduce memory requirements for large Transformer models.

## About

FP8 Mixed-Precision Training is a framework that uses 8-bit floating point operations to boost training throughput and reduce memory requirements for large Transformer models. It aims to achieve comparable accuracy to BF16 standards and enables efficient post-training quantization with up to 36% throughput gain. This approach is challenging due to potential numerical instability but is being addressed by frameworks that systematically suppress activation outliers.

## Key facts

- **Slug:** fp8-mixed-precision-training
- **Operating status:** Active
- **Sectors / tags:** Foundation Model, Large Language Model, AI Infrastructure, AI Hardware, MLOps, Developer Tools, API Platform

## Frequently asked

### What does FP8 Mixed-Precision Training do?

FP8 Mixed-Precision Training is a framework that uses 8-bit floating point operations to boost training throughput and reduce memory requirements for large Transformer models. It aims to achieve comparable accuracy to BF16 standards and enables efficient post-training quantization with up to 36% throughput gain. This approach is challenging due to potential numerical instability but is being addressed by frameworks that systematically suppress activation outliers.

### What industry does FP8 Mixed-Precision Training operate in?

FP8 Mixed-Precision Training operates in Foundation Model, Large Language Model, AI Infrastructure, AI Hardware, MLOps, Developer Tools.

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