shmutils - Shared Memory structures in Python
|Release Status| |Style Status| |Test Status|
I've wondered why isn't it easier to have multiple processes be able to have a shared memory space.
I've also wondered about how to pass shared memory definitions between processes.
Examples
.. code-block:: python
import multiprocessing
from contextlib import suppress
from concurrent.futures import ProcessPoolExecutor, as_completed
from shmutils import MappedMemory, MapFlags, MapProtections
from shmutils.utils import cffiwrapper
from shmutils.lock import Lock
from shmutils.shm import shm_open, shm_unlink
def _increment_to(m, lock: Lock, value: cffiwrapper, limit: int):
"""
Returns the number of times we increments the number
"""
count = value[0]
num_incr = 0
while count < limit:
with lock:
count = value[0]
if count >= limit:
break
num_incr += 1
value[0] = count + 1
return num_incr
if __name__ == "__main__":
with suppress(FileNotFoundError):
shm_unlink("test-lock")
fd = shm_open("test-lock", "w+")
size = 4096 * 100
fd.truncate(size)
assert fd.size() == size
with MappedMemory(0, size, MapProtections.READ_WRITE, MapFlags.SHARED, fd) as m:
with ProcessPoolExecutor(mp_context=multiprocessing.get_context("fork")) as exe:
lock = Lock(m)
counter = m.new("size_t *", 0)
with lock:
result1 = exe.submit(_increment_to, m, lock, cffiwrapper(counter, m), 2_0000)
result2 = exe.submit(_increment_to, m, lock, cffiwrapper(counter, m), 2_0000)
tuple(as_completed((result1, result2)))
r1, r2 = result1.result(), result2.result()
assert (result1.exception(), result2.exception()) == (None, None)
assert counter[0] == 2_0000
assert r1 + r2 == 2_0000
A MappedMemory is helpful for straddling the relative/absolute address world.
.. code-block: pycon
>>> from shmutils import MappedMemory
>>> m = MappedMemory(0, 51342411)
>>> m.pages.length
12535
>>> ptr1, *_, ptr2 = m.pages[44:124]
>>> len(m.absolute_at[ptr1:ptr1+10])
10
>>> len(m.absolute_at[ptr1:ptr2])
327680
>>> m.absolute_at[ptr1:ptr1+10] = b'x' * 10
>>> m.relative_address_at[ptr1]
180224
>>> m.seek(180224)
180224
>>> m.read(10)
b'xxxxxxxxxx'
>>>
Roadmap
-
|done| Virtual address stability
MappedMemory.at
(relative address to bytes)MappedMemory.absolute_at
(absolute address to bytes)MappedMemory.abs_address_at
(relative address -> absolute address)MappedMemory.relative_address_at
(absolute address -> relative address)
-
|inprogress| Support Python multiprocessing.get_context("spawn")
-
|todo| figure out pickling of cffi.CData
-
|todo| switch to instruct
for internal classes
-
implement something like:
.. code-block:: python
from instruct import CBase, class_metadata, astuple
from shmutils import MemoryMap, MemoryFlags, ffi as shmffi
...
fd = shm_open(...).truncate(PAGE_SIZE)
page = MemoryMap(None, PAGE_SIZE, flags=MemoryFlags.SHARED, fd=fd)
...
ffi = cffi.FFI()
You can include other ffi's to reuse c type declarations
ffi.include(shmffi)
ffi.cdef('''
typedef enum {INACTIVE, ACTIVE, DELETED} OrgUserStatus_t;
''')
pass into the instruct.CBase class an ffi instead of instruct.default_ffi
class User(CBase, ffi=ffi):
slots = '''
struct org_user_t {
uint64_t id;
char *fullname;
uint8_t fullname_len;
OrgUserStatus_t status;
};
'''
assert User.slots == ()
assert ffi.typeof(class_metadata(User, "cdecl")) is ffi.typeof('struct org_user_t)
assert ffi.sizeof('struct org_user_t') == class_metadata(User, "csizeof")
assert ffi is class_metadata(User, "default_ffi")
lib = ffi.dlopen(None)
Allocate using ffi.new
u = User.new(12345, b"Autumn", 6, lib.ACTIVE)
assert User.typeof(u) == 'struct org_user_t*'
assert ffi.typeof(u.id) is ffi.typeof('uint64_t')
assert ffi.typeof(u.fullname) is ffi.typeof('char*')
assert ffi.typeof(u.fullname_len) is ffi.typeof('uint8_t')
assert len(memoryview(User.getbuffer(u))) == User.sizeof()
assert len(memoryview(User.getbuffer(u))) == User.sizeof(u)
assert not hasattr(u, 'sizeof')
assert u.internals["heap"] is None
Allocate using an alternate function
in this case, use the .new
malloc for the
shared page
SharedUser: Type[User] = User.with_heap(page)
u2 = SharedUser.new()
assert u2.internals["heap"] is page
assert u2.id == 0
assert u2.fullname == ffi.NULL
assert u2.fullname_len == 0
assert u2.status == 0
as far as the cdata is concerned, it points into the page
's heap
User the CBase
's .addressof
call to get a pointer to the entity
abs_ptr = ffi.cast('uintptr_t', User.addressof(u2))
assert page.address.begin <= int(abs_ptr) < page.address.end
page contents and buffer match each other
assert page.absolute_at[abs_ptr: abs_ptr + User.sizeof()] == User.getbuffer()[0: User.sizeof()]
demo assign
allocate space for a name
raw_u2_fullname = page.new('char*', b'Autumn Jolitz')
u2.id = 4123
u2.fullname = u2_fullname # assign the pointer
u2.fullname_len = 13
u2.status = lib.ACTIVE
assert astuple(u2) == (u2.id, raw_u2_fullname, u2.fullname_len, lib.ACTIVE)
u2_copy = pickle.loads(pickle.dumps(u2))
assert u2_copy.internals["heap"] is page
assert astuple(u2) == astuple(u2_copy)
-
|todo| split Locks into RawLock|RawRLock
(consumes a memoryview|bytebuffer|ffi.buffer
, allocates from 0 to length of lock size)
-
|todo| split Locks into Lock|RLock
-
|todo| reimplement locking in terms of a condition variable
-
|todo| use liblfs for a freelist
-
|todo| make a shared heap process-safe
Limitations
- Toy allocator, does not synchronize writes between processes (only parent is expected to have allocated ahead of time).
spawn vs fork
Use "fork" multiprocessing method instead.
The "spawn" multiprocessing method is subject to ASLR and sometimes the kernel locates a child process starting much higher than our process. This has the effect of breaking the requirement for absolute pointers working.
However, it is observed that if a parent process manages to get a high enough memory page, the probability of the child process being able to mmap(2)
the same address increases significantly.
.. code-block:: python
import multiprocessing
from contextlib import suppress
from concurrent.futures import ProcessPoolExecutor, wait
from mmap import PAGESIZE
from shmutils import MappedMemory, MapFlags
from shmutils.mmap import munmap, round_to_page_size
from shmutils.shm import shm_open, ffi, shm_unlink
from shmutils.utils import cffiwrapper
# cffiwrapper - use to pickle/unpickle cffi objects between processes
def _set_data_to(value: cffiwrapper, to: int) -> int:
was = value[0]
for i in range(was, to):
value[0] = i
value[0] = to
return was
if __name__ == "__main__":
with suppress(FileNotFoundError):
shm_unlink("test-mmap-spawn")
with shm_open("test-mmap-spawn", "x+") as fd:
shared_size = round_to_page_size(1024 * 1024 * 1024)
fd.truncate(shared_size)
# Allocate a dummy 512 MiB blockrange
unused_space = MappedMemory(None, 512 * 1024 * 1024)
# write to the pages to ensure we're not being fooled
unused_space[len(unused_space) - PAGESIZE : len(unused_space) - PAGESIZE + 4] = b"sink"
# Calculate the last page in the unused space range
start_address: int = unused_space.abs_address_at[len(unused_space) - PAGESIZE]
# detach the unused space guts so we can free all bu the last page
raw_address, size = unused_space.detach()
# free all BUT the last page
munmap(raw_address, size - PAGESIZE)
del unused_space
# Prove our start address is the last page of the mostly freed range
# (our last page is still mapped.)
assert int(ffi.cast("uintptr_t", raw_address)) + size - PAGESIZE == start_address
with MappedMemory(
start_address, shared_size, flags=MapFlags.SHARED | MapFlags.FIXED, fd=fd
) as m:
with ProcessPoolExecutor(1, mp_context=multiprocessing.get_context("spawn")) as exe:
value = m.new("int64_t*", 1923)
assert value[0] == 1923
# The child process will now be able to mess with this counter
future = exe.submit(_set_data_to, cffiwrapper(value, m), 8900)
wait([future])
# And we can see the results both on the value in memory and from the
# return
assert future.done() and not future.exception()
assert (future.result(), value[0]) == (1923, 8900)
.. |done| unicode:: U+2705
.. |warning| unicode:: U+FE0F
.. |error| unicode:: U+274C
.. |inprogress| unicode:: U+1F6A7
.. |todo| unicode:: U+2610
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.. |Test Status| image:: https://github.com/autumnjolitz/shmutils/actions/workflows/test.yml/badge.svg
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