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* switch backward to use gradient [pr] * set device correctly, dedup * why does that fail? * add noop cast * simple backward * fix beautiful_mnist * touchups * set in compute_gradient * uop_count * uop_count was wrong * collections * no note * skip that test * update sched kernel counts * train mnist is 65 * fix metadata and gc * fixes * materialize_grads * no pathlib stuff * add contiguous_backward, fix bugs * add some realize * fix multi * remove unused backward passes [pr] * lower line count