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                                            Colin Gunn

CachedRender#should_render?

That's a good point. I've found myself using `valid?` and `invalidate!` to determine and set cache status.

Training failed. Failed to create trained image after successful training run

Here's some info which I hope helps. It appears the destination for the training is being lost after sending to replicate server, so suspect this is causing the failure to...