My boyfriend recently broke up with me, he said he can't keep treating me the way he has and taking things out on me. I want him back pls help?

We have been together nearly 2 years, he struggles with depression and is bad at communicating his feelings. He has done this before, normally when he is shutting down and he just walks out. He done this last Monday at 3am he walked out, a couple of days later i asked how he was feeling about us and he said he really did love me and didn't want to just throw this away but he needed some space to work on himself. So we weren't really talking just saying good morning/goodnight and talking a bit before bed. When this has happened before he always comes back saying he didn't mean it and how much he wants this and loves me, this time feels different, he broke up with me Friday and then on Saturday morning he messaged saying "good morning have a good day xxx" and then I haven't heard anything since. I really want him to come back and I'm trying not to reach out to him or trying to accept that it's over but I'm really struggling, should I reach out or will this push him away more?
My boyfriend recently broke up with me, he said he can't keep treating me the way he has and taking things out on me. I want him back pls help?
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