Hello readers,
I built a proof-of-concept application I call TokenGate. It’s a high performance async/threaded event bus, with control mechanisms designed to be extremely minimalist.
The core concept is to produce parallelism in concurrent operations through async token gathering and coordinated threading workers.
Here's what "TokenGate" uses to thread an operation:
# -- Python 3.12 -- #
from token_system import task_token_guard
from operations_coordinator import OperationsCoordinator
# 1. Decorated standard synchronous function for threading
@task_token_guard(operation_type='string_ops', tags={'weight': 'light'})
def string_operation_task(task_data):
# This function is now threaded
return result
# 2. Starts the coordinator (through a running loop)
coordinator = OperationsCoordinator()
coordinator.start()
# 3. finally or an exception stops on close
coordinator.stop()
Task tokens are generated by using a wrapped decorator.
Here's some test results on operations in a "release mechanism" that dispatches batches of mixed tasks incrementally:
CONCURRENCY BURST: Medium x8 | release 1464 (8 tasks)
======================================================================
Submit spread (barrier jitter): 0.19ms
Overall wall-clock: 0.009045s
Min task duration: 0.007818s
Max task duration: 0.008432s
Mean task duration: 0.008148s
Stdev (clustering indicator): 0.000218s
Duration per task (tight clustering = true concurrency):
Task 00: 0.007928s
Task 01: 0.008000s
Task 02: 0.008136s
Task 03: 0.008209s
Task 04: 0.008432s
Task 05: 0.008300s
Task 06: 0.008362s
Task 07: 0.007818s
Serial estimate (sum): 0.065186s
Actual wall-clock: 0.009045s
Concurrency ratio: 7.21x (concurrent)
CONCURRENCY BURST [Medium x8 | release 1464] PASSED
======================================================================
CONCURRENCY WINDOW: Sustained mixed releases (30s)
======================================================================
Releases: 1484
Total tasks: 11872
Overall wall-clock: 30.070291s
Min task duration: 0.001157s
Max task duration: 0.105874s
Mean task duration: 0.014970s
Stdev (clustering indicator): 0.025983s
Serial estimate (sum): 177.728067s
Actual wall-clock: 30.070291s
Sustained concurrency ratio: 5.91x (concurrent)
CONCURRENCY WINDOW [Sustained mixed releases (30s)] PASSED
CONCURRENCY SUITE COMPLETE.
(Concurrency ratios of up to 7.21x were witnessed on an 8 core CPU with ~32 dynamic workers in ideal conditions, which is roughly 90% of the 8x concurrent operation ceiling.)
I've tested a wide variety of normally threaded operations with result delivery as expected.
It's still a just a proof, however I've used it in various side-projects with good results.
For anyone interested here's my project on GitHub (with proofs):
Repo link - https://github.com/TavariAgent/Py-TokenGate
Top comments (0)