I've tried surviving on the map for as long as I could, I researched a lot of things and I've explored 2 conjoined islands (Very big in size). Both islands did not initially have a rock biome, just a few scattered boulders which I mined really fast, leaving me with about 12 stone, which isn't enough.
Now that I look at the map, there are no other boulders on both islands, even if there are boulders in the unexplored space (A lot of swamps there) it would take me a long time to get there and back to my base.
What do I do in the case where there are no more boulders in my reach? Boulders are an essential material, and they are not farmable. I really don't want to resort to a new world, as I've already spent a long time in this one.
Best Answer
Rocks aren't renewable in the open*. When you're playing your first few worlds, especially if you've been unlucky with the random generation, it can happen to run out of resources and die while looking for more. When you'll get a little more experience it takes very little to gather the necessary equipment to build a fire pit and find a little nice place to settle.
Anyway in your current situation you can do some things to cut your losses:
EXPLORE! Even if the islands you've spawned in are very huge, the world doesn't end there. Pack a lot of logs, make a Logsuit and a Spear (these are fundamental to defend yourself from hounds and spiders) and start going around. The swamps may be dangerous, but there's a whole lot of new world beyond them, and you may even find a field of rocks for all your needs.
Research. Especially in your first few gameplays, you should try to research as much as you can. Since your unlocked researches are passed to your next incarnation, you'll have less penalties from your death, and you'll start your new game with some new tricks under your sleeve. Some suggestions: the Fire Pit, the Logsuit, the Spear, the Turbo Farm Plot, the Backpack are all useful and quality of life changing items. (Alas, this part is obsolete; the research points system is no longer in the game.)
Don't be afraid to die. However inconvenient death may be, your new life will restore every resource you've depleted in the current world, letting you start anew.
Don't be afraid to change the world. The first thing you should do is explore your surroundings. You don't like what you see? Reroll. There's no penalty in that, especially if it's your first day, and it can save you a lot of problems later.
Finally, let's take a look in detail at what you can do with the rocks (in brackets the number of stones needed for every item, 1 cut stone = 3 rocks):
Rocks:
Cut stone:
You said that you've already done some researches, so the Science machine should already be in place. The only other thing that you really need of those above is the fire pit, and you said you have the 12 rocks to build it. As I already said pack your things and try to find a new place to live in, possibly near a herd of beefalos or a pigmen village -- manure is an even more fundamental resource than rocks, especially if you have many farm plots and/or berry bushes. Put your camp at night away from spiders' nests, and be prepared to defend yourself from the hounds. Run as fast as you can through the swamp to avoid the tentacles. And remember, even if you die, that's not the end. Even if you've spent 10 or 10,000 days in your current world, however frutrating it may be, your death is just another step in the right direction.
*: since the Underground update stones have become a renewable resource through the Earthquakes, but these require you to be in a Cave to be useful. In DST, rocks are renewable thanks to meteorite impacts at rocky biomes.