Filipino Chicken Adobo

2 lbs chicken drumsticks
1 cup soy sauce
1/2 cup white vinegar
1/4 cup brown sugar
8 cloves garlic

1 medium white onion
1 cup chicken stock or water
4-6 bay leaves
1 Tbsp black peppercorns