Garbage Collection in Julia

Introduction

Julia has a generational non-moving mark-sweep garbage collector. Native objects are precisely scanned and foreign ones are conservatively marked.

Memory layout of objects and GC bits

An opaque tag is stored in the front of GC managed objects, and its lowest two bits are used for garbage collection. The lowest bit is set for marked objects and the second lowest bit stores age information (e.g. it’s only set for old objects).

Objects are aligned by a multiple of 4 bytes to ensure this pointer tagging is legal.

Pool allocation

Sufficiently small objects (up to 2032 bytes) are pool-allocated.

A three-level tree (analogous to a three-level page-table) is used to keep metadata (e.g. whether a page has been allocated, whether contains marked objects, number of free objects etc.) about address ranges spanning at least one page. Sweeping a pool allocated object consists of inserting it back into the free list maintained by its pool.

Malloc’d arrays and big objects

Two lists are used to keep track of the remaining allocated objects: one for sufficiently large malloc’d arrays (mallocarray_t) and one for sufficiently large objects (bigval_t).

Sweeping these objects consists of unlinking them from their list and calling free on the corresponding address.

Generational and remembered sets

Field writes into old objects trigger a write barrier if the written field points to a young object and if a write barrier has not been triggered on the old object yet. In this case, the old object being written to is enqueued into a remembered set, and its mark bit is set to indicate that a write barrier has already been triggered on it.

There is no explicit flag to determine whether a marking pass will scan the entire heap or only through young objects and remembered set. The mark bits of the objects themselves are used to determine whether a full mark happens. The mark-sweep algorithm follows this sequence of steps:

• Objects in the remembered set have their GC mark bits reset

(these are set once write barrier is triggered, as described above) and are enqueued.

• Roots (e.g. thread locals) are enqueued.

• Object graph is traversed and mark bits are set.

• Object pools, malloc’d arrays and big objects are sweeped. On a full sweep,

the mark bits of all marked objects are reset. On a generational sweep, only the mark bits of marked young objects are reset.

• Mark bits of objects in the remembered set are set,

so we don’t trigger the write barrier on them again.

After these stages, old objects will be left with their mark bits set, so that references from them are not explored in a subsequent generational collection. This scheme eliminates the need of explicitly keeping a flag to indicate a full mark (though a flag to indicate a full sweep is necessary).

Heuristics

GC heuristics tune the GC by changing the size of the allocation interval between garbage collections. If a GC was unproductive, then we increase the size of the allocation interval to allow objects more time to die. If a GC returns a lot of space we can shrink the interval. The goal is to find a steady state where we are allocating just about the same amount as we are collecting.