# Hugging Face — Same Cluster, 33 Points More Utilization: What Changed Was the Order

- Company: Hugging Face (huggingface.co)
- Announced: 2026-08-17T19:46:21+00:00
- Subject: Platform
- Source: https://huggingface.co/blog/Dharma-AI/gpu-management-pt2
- Record: https://forck.live/items/4156-same-cluster-33-points-more-utilization-what-changed-was-the-order

Hugging Face blog post describes a constraint-aware GPU allocator that improves GPU utilization by up to 33 percentage points and priority-weighted output by up to 105% compared to FIFO scheduling.

## Evidence

Verbatim from https://huggingface.co/blog/Dharma-AI/gpu-management-pt2:

> GPU utilization rose by as much as 33 percentage points, and priority-weighted output rose in every one of them, by as much as 105%.

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