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IO Performance Issues about ldif HOT 2 OPEN

google avatar google commented on August 27, 2024
IO Performance Issues

from ldif.

Comments (2)

chengzhag avatar chengzhag commented on August 27, 2024

The tfrecords dataset improved training speed on a machine with limited storage speed significantly! Thanks for your update!

With a GbE connection storage server, a single 1080ti GPU can train at a speed of 1.5 steps/sec at almost full utilization:
image
Previously, the same GPU can only achieve less than 0.6 steps/sec with the same network storage server, or 1.0 steps/sec with a nvme SSD (tested today).

from ldif.

chengzhag avatar chengzhag commented on August 27, 2024

PS: with the tfrecord dataset and a nvme SSD, a 1080ti can achieve 1.8 steps/sec at full utilization:
image

from ldif.

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