Tag

#bert

Every item tagged bert, newest first.

2 items

Scaling up BERT-like model Inference on modern CPU - Part 2

The Hugging Face team explores scaling up BERT-like model inference on modern CPUs, focusing on optimization techniques for efficient deployment. They achieved a 2-4x speedup through various methods. This work enables builders to deploy BERT-like models more efficiently on CPU infrastructure. The optimizations can be applied to a wide range of transformer-based models.

Key takeaways

2-4x speedup on BERT-like model inference on CPUs.
Optimization techniques applicable to transformer-based models.
Efficient deployment on CPU infrastructure now feasible.

HHugging Face Blog#cpu-optimization #bert #transformers

modelsApr 20

Scaling-up BERT Inference on CPU (Part 1)

The Hugging Face team explores scaling up BERT inference on CPU, presenting optimizations and performance benchmarks. They achieved a 2x speedup on a single socket Intel Xeon Platinum 8280 CPU. These improvements enable faster and more efficient deployment of BERT models on CPU infrastructure. You can apply these optimizations to your own BERT deployments.

Key takeaways

2x speedup on single socket Intel Xeon Platinum 8280 CPU.
Optimizations enable faster BERT deployment on CPU.
Improvements apply to existing BERT models.

HHugging Face Blog#cpu-inference #bert #optimization