Place the crumbled bacon, potatoes, celery, leeks, garlic, chicken stock, salt, thyme sprigs, and pepper in the base of a 6- to 8-quartslow cooker. Put the lid on the slow cooker, and cook on high for 4 hours (or low for 6 to 8 hours) until the potatoes are tender when pierced with a fork.