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An entry in this database contains the details of a GPU cluster at a point in time, typically the first date it became operational.
Many GPU clusters are upgraded or expanded over time with newer hardware. In these cases, we create a new record, following the procedure below, and reflecting the date when the upgrade was completed.

Upgrades to clusters

If an existing GPU cluster is upgraded in a way that substantially changes the cluster, we count this as a new GPU cluster and create a new entry. We do this when one of the criteria apply:

  • The cluster increases performance by more than 20%
  • The majority of the chips used in the cluster are changed

We mark that the later cluster builds on the former by linking them in the “Builds Upon” and “Superseded by” fields. (See the table of fields below for further details.)

Chinese data

We anonymized the data of Chinese systems by concealing names and rounding values of numerical fields to one significant figure. We do this to protect our public data sources and reduce the risk of owners redacting relevant information. We took this step in response to reports about reduced Chinese openness triggered by increased coverage in American think tank reports. We may grant some trusted researchers access to the full dataset upon request. Inquiries should be directed to data@epoch.ai.

Fields

ColumnTypeDefinitionExampleCoverage