CPython extension implementing Shared Transactional Memory with native-looking interface

Overview

CPython extension implementing Shared Transactional Memory with native-looking interface

This is my alternative to channels and pickle for cross-interpreter communication for the ongoing PEP 554 -- Multiple Interpreters in the Stdlib and multi-core-python. Treat this project as a deep rework of a standard multiprocessing.sharedctypes, intended to implement a support for complex dynamic data and complex atomic operations.

See INSTALL.txt for instructions on setup. Only 32-bit Linux or Windows are supported, and probably CPython 3.7+. It's still kinda proof-of-concept, so don't expect too much from it.

https://habr.com/en/post/585320/ - Detailed article with examples, benchmarks, and review of implementation details.

Brief tutorial on usage

  1. Import the library using import pso;
  2. Primary process calls pso.init() and notes the returned unique ID of the session;
  3. Secondary processes join the session with pso.connect(ID);
  4. Now all the processes can access a common pso.root() storage via attributes of this object.

Currently the pso.root() shared storage can be used for such types as: str, bytes, bool, int, float, dict, list, tuple, instances of pso.ShmObject and its subclasses, and any combination of mentioned data types.

For example, you can run this code side by side in two terminals:

Primary Secondary
>>> import pso >>> import pso
>>> pso.init()
'pso_FHu0a4idD'
>>> pso.connect('pso_FHu0a4idD')
>>> r = pso.root()
>>> r.list = []
r = pso.root()
>>> r.list
ShmList: 0 elements , empty
>>> r.list.append('stringy')
>>> r.list
ShmList: 1 elements , first element: stringy
>>> r.list
ShmList: 1 elements , first element: stringy

Those are basics you can do with multiprocessing.ShareableList too... except you cannot grow the list after creation and you cannot put other mutable containers into it. But we are just getting started.

Transactions

Extending the two terminals example:

Primary Secondary
>>> pso.transaction_start()
>>> r.list.append('another string')
>>> len(r.list)
1
>>> pso.transaction_commit()
>>> len(r.list)
2
>>> pso.transaction_start()
>>> r.list.append('third string')
>>> r.list
execution pauses
>>> pso.transaction_commit() ShmList: 3 elements , first element: stringy

As you can see, the changes made within transaction are invisible to other processes until committed. Moreover, modified uncommitted objects cannot be read by other processes. By making multiple changes withing a single transaction, you can commit them atomically and be sure nobody sees half-committed inconsistent data.

At first it might look like a simple fine-grained locking, but actually it magically resolves deadlocks and resource starvation. Let's repeat the last operation again but do the reading part with a longer running transaction:

Primary Secondary
>>> pso.transaction_start()
>>> r.list
ShmList: 3 elements , first element: stringy
>>> pso.transaction_start()
>>> r.list.append('fourth string')
Traceback (most recent call last):
File "", line 1, in
pso.ShmAbort: Transaction aborted

Oops, what happenned? The two transactions contended for the same resource again, but the result is different. Obviously, one transaction should be terminated and the other should keep running. PSO knows which one of them is running longer and allows it to proceed, while a recently started transaction is aborted.

In this very example the primary process is left in a limbo state where you are required to handle the contention somehow e.g. do pso.transaction_abort(). However, there already exist functions that can handle everything for you. Those are: pso.transaction() which accepts a function to be executed atomically, and a special with transaction: syntactic sugar which can run an unnamed block atomically e.g.:

with transaction:
    r.list.append('Fifth element')

This syntactic sugar requires a special module loader, activated either by running python3 -m pso modulename.py or by naming a loaded module with a .pso suffix, like modulename.pso.py. The latter option is only available once the "pso" module is loaded, so it won't work for the main module of your project.

You can find example programs in the examples/ folder, those are launched from the project's root using the following commands:
python3 examples/simple_workers.py
python3 -m pso examples/accounts.pso.py
python3 examples/producer_consumer.py

Python Service for MISP Feed Management

Python Service for MISP Feed Management This set of scripts is designed to offer better reliability and more control over the fetching of feeds into M

Chris 7 Aug 24, 2022
A tutorial presents several practical examples of how to build DAGs in Apache Airflow

Apache Airflow - Python Brasil 2021 Este tutorial apresenta vários exemplos práticos de como construir DAGs no Apache Airflow. Background Apache Airfl

Jusbrasil 14 Jun 03, 2022
Airplane reservation system python 2

airplane-reservation-system-python-2 Announcement 🔊 : 🔴 IMPORTANT 🔴 : Few new things have been added into the code [16/05/2021] different names is

voyager2005 1 Dec 06, 2021
Hopefully it'll become a very annoying desktop pet

AnnoyingPet Basic Tutorial: https://seebass22.github.io/python-desktop-pet-tutorial/ Handling Mouse Input: https://pythonhosted.org/pynput/mouse.html

1 Jun 08, 2022
We are building an open database of COVID-19 cases with chest X-ray or CT images.

🛑 Note: please do not claim diagnostic performance of a model without a clinical study! This is not a kaggle competition dataset. Please read this pa

Joseph Paul Cohen 2.9k Dec 30, 2022
msImpersonate - User account impersonation written in pure Python3

msImpersonate v1.0 msImpersonate is a Python-native user impersonation tool that is capable of impersonating local or network user accounts with valid

Joe Helle 90 Dec 16, 2022
redun aims to be a more expressive and efficient workflow framework

redun yet another redundant workflow engine redun aims to be a more expressive and efficient workflow framework, built on top of the popular Python pr

insitro 372 Jan 04, 2023
Terrible python code from the "bubble that breaks maths" video.

Terrible python code from the "bubble that breaks maths" video.

Stand-up Maths 12 Oct 25, 2022
Repository specifically for tcss503-22-wi Students

TCSS503: Algorithms and Problem Solving for Software Developers Course Description Introduces advanced data structures and key algorithmic techniques

Kevin E. Anderson 3 Nov 08, 2022
GCP Scripts and API Client Toolss

GCP Scripts and API Client Toolss Script Authentication The scripts and CLI assume GCP Application Default Credentials are set. Credentials can be set

3 Feb 21, 2022
Awesome open-source alternatives to SaaS

Awesome-oss-alternatives - Awesome list of open-source startup alternatives to well-known SaaS products

Runa Capital 12.7k Jan 03, 2023
Roblox Limited Sniper For Python

Info this is version 2.1 version 3 will support more options (install python: https://www.python.org) the program will buy any limited item with a pri

1 Dec 09, 2021
Transform Python source code into it's most compact representation

Python Minifier Transforms Python source code into it's most compact representation. Try it out! python-minifier currently supports Python 2.7 and Pyt

Daniel Flook 403 Jan 02, 2023
Wrapper for the undocumented CodinGame API. Can be used both synchronously and asynchronlously.

codingame API wrapper Pythonic wrapper for the undocumented CodinGame API. Installation Python 3.6 or higher is required. Install codingame with pip:

Takos 19 Jun 20, 2022
Discovering local read-level DNA methylation patterns and DNA methylation heterogeneity in intermediately methylated regions

Discovering local read-level DNA methylation patterns and DNA methylation heterogeneity in intermediately methylated regions

1 Jan 11, 2022
Blender addon, import and update mixamo animation

This is a blender addon for import and update mixamo animations.

ywaby 7 Apr 19, 2022
Mute your mic while you're typing. An app for Ubuntu.

Hushboard Mute your microphone while typing, for Ubuntu. Install from kryogenix.org/code/hushboard/. Installation We recommend you install Hushboard t

Stuart Langridge 142 Jan 05, 2023
Package pyVHR is a comprehensive framework for studying methods of pulse rate estimation relying on remote photoplethysmography (rPPG)

Package pyVHR (short for Python framework for Virtual Heart Rate) is a comprehensive framework for studying methods of pulse rate estimation relying on remote photoplethysmography (rPPG)

PHUSE Lab 261 Jan 03, 2023
A simple script that can watch a list of directories for change and does some action

plot_watcher A simple script that can watch a list of directories and does some action when a specific kind of change happens In its current implement

Charaf Errachidi 12 Sep 10, 2021
Never miss a deadline again

Hack the Opportunities Never miss a deadline again! Link to the excel sheet Contribution This list is not complete and I alone cannot make it whole. T

Vibali Joshi 391 Dec 28, 2022