Synchronize read/write access to resources shared between MPI processes.
Project description
About
mpilock offers a WindowController class with a high-level API for parallel access to
resources. The WindowController can be used to synchronize MPI processes during read,
write or single_write operations on shared resources.
Read operations happen in parallel while write operations will lock the resource, prevent any new read or write operations, and will wait for all existing read operations to finish. After the write operation completes, the lock is released and other operations can resume.
[!IMPORTANT]
One of the MPI ranks involved will need to act as the root. Under some conditions, for some MPI implementations, whenever the root rank acquires a read lock, others may not be able to acquire a read or write lock in parallel. This applies to you if:
- The root rank acquires read locks
- You use an affected MPI implementation
- Your root rank does not perform MPI operations while it holds the read lock.
A solution to this is to frequently call an MPI noop like
Iprobe()from the root rank while it holds the read lock.
The WindowController does not contain any logic to control the resources, it only locks
and synchronizes the MPI processes. Once the operation permission is obtained, it's up to
the user to perform the reading/writing to the resources.
The sync method is a factory for WindowControllers and can simplify creation of
WindowControllers.
Example usage
from mpilock import sync
from h5py import File
# Create a default WindowController on `COMM_WORLD` with the master on rank 0
ctrl = sync()
# Fencing is the preferred idiom to fence anyone that isn't writing out of
# the writer's code block, and afterwards share a resource
with ctrl.single_write() as fence:
# Makes anyone without access long jump to the end of the with statement
fence.guard()
resource = h5py.File("hello.world", "w")
# Put a resource to be collected by other processes
fence.share(resource)
resource = fence.collect()
try:
# Acquire a parallel read lock, guarantees noone writes while you're reading.
with ctrl.read():
data = resource["/my_data"][()]
# Acquire a write lock, will block all reading and writing.
with ctrl.write():
resource.create_dataset(lock.rank, data=data)
finally:
with ctrl.single_write() as fence:
fence.guard()
resource.close()
# The window controller itself needs to be closed as well (is done atexit)
ctrl.close()
Project details
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file mpilock-2.0.0.tar.gz.
File metadata
- Download URL: mpilock-2.0.0.tar.gz
- Upload date:
- Size: 15.0 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: python-requests/2.32.3
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
093051fd4795f86ee682d2228cd9a87821f65851b0306b34a06c6de8936b42f1
|
|
| MD5 |
6feead092cbd8b504fd9612da1391d44
|
|
| BLAKE2b-256 |
90c747840ec1e1257362f0fa192618a8c2ad573fed4e75177ea8238f5fe61797
|
File details
Details for the file mpilock-2.0.0-py3-none-any.whl.
File metadata
- Download URL: mpilock-2.0.0-py3-none-any.whl
- Upload date:
- Size: 7.0 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: python-requests/2.32.3
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
1bef425318c0251069b08b86a52c9dafec1e9483b3ca3e1da2b5b5ac2c5028c6
|
|
| MD5 |
f83fd97fdbe0bb8e82cc2b39d956f749
|
|
| BLAKE2b-256 |
caaf7403c609b1d72212f48b1c7308127ee2b0f20f82c50580bb75b387330ade
|