The first stanza is a celebration and it suggests that autumn begins in a rich and calm way.
In the second stanza, Keats speaks directly to autumn and makes the suggestion that autumn is in no rush to move on.
The final stanza shows change, just as the season is changing from autumn to winter, Keats recognises this and is accepting of the fact he cannot control this.