Incredibly Fast BLOOM Inference with DeepSpeed and Accelerate
Open-source BLOOM model now runs 5-10x faster. Here's how Hugging Face and Microsoft did it.
Why it matters
Inference optimization tools (DeepSpeed + Accelerate) dramatically lower the operational cost and latency barrier for running large language models, making open-source model deployment viable at scale for more organizations.
The key facts
10 to knowBLOOM model inference optimization via DeepSpeed and Accelerate
Focus on inference speed improvements for open-source LLM deployment
Joint work between Hugging Face and Microsoft
Published September 2022 — foundational period for open-source LLM infrastructure
Reduces compute barriers for model serving and deployment
BLOOM inference optimization via DeepSpeed and Accelerate
Focus on inference speed and cost efficiency
Collaboration between Hugging Face and Microsoft
Published September 2022 (historical but foundational)
Open-source inference optimization as infrastructure play
Go to the source
Hugging Face Bloghuggingface.co