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Update learning rate on each backward pass instead of each forward pa…
…ss. (#1477) * change lr scheduler step interval to update every backwards pass instead of every forwards pass * update CHANGELOG * fix spacing * Add TODO to lr schedule update * remove trailing whitespace Co-authored-by: William Falcon <waf2107@columbia.edu>
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