make use of ray tune parameter "resume" from "ray.tune.run" -
resume (str|bool) – One of “LOCAL”, “REMOTE”, “PROMPT”, or bool. LOCAL/True restores the checkpoint from the local_checkpoint_dir. REMOTE restores the checkpoint from remote_checkpoint_dir. PROMPT provides CLI feedback. False forces a new experiment. If resume is set but checkpoint does not exist, ValueError will be thrown.