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* SA: for #958: set torch cuda device when finding root * SA: for #958: removing root gpu hack in trainer/evaluation_loop * SA: setting torch cuda device * comment line too long * check if root gpu exists or available * Incorporating suggestions on #1094 * since root gpu returns none instead of -1 for cpu * undo changes * fixed dp memory thing Co-authored-by: Shubham Agarwal <shubhamagarwal92@gmail.com>