MinIO is capable of the performance needed to feed your hungry GPUs; a recent benchmark achieved 325 GiB/s on GETs and 165 GiB/s on PUTs with just 32 nodes of off-the-shelf NVMe SSDs.
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MinIO is a high-performance, cloud-native object store that runs anywhere (public cloud, private cloud, colo, onprem).