Checkpointing data flow graph computation for machine learning

This invention describes a way to pause and restart complex machine learning calculations that are running on specialized computer chips. It works by sending a special signal, like a "stop" command, to the start of the calculation's steps. This signal then travels through the system, causing specific parts that hold changing information to temporarily freeze. The calculation can then be resumed from that paused state by sending a restart command and new data.

Why it matters: Filed before the explosion of large-scale machine learning models. The need for robust checkpointing of complex, long-running computations on specialized hardware has become critical for training and deploying modern AI systems like large language models.

Status: ExpiredProtection ended and was never renewed
How hard to build: SpecializedSoftware logic for specialized hardware

3 AI reinvention directions for this patent

See all three

AI gives you a few directions you could take this. Pick one, and we check whether your version is different enough to patent, then write the filing.

Reinvent this with AI

Where this one came from

Every morning we go through millions of abandoned patents and pick out 15 worth your time. This was one of today’s.

This one

+10