Regarding the following SO answer . I've made some changes in order to understand the difference between do use Contextvars and don't.
I expect at some point the variable myid
gets corrupted but changing the range to a higher number seems doesn't affect at all.
import asyncio
import contextvars
# declare context var
request_id = contextvars.ContextVar('Id of request.')
async def some_inner_coroutine(myid):
# get value
print('Processed inner coroutine of myid : {}'.format(myid))
print('Processed inner coroutine of request: {}'.format(request_id.get()))
if myid != request_id.get():
print("ERROR")
async def some_outer_coroutine(req_id):
# set value
request_id.set(req_id)
await some_inner_coroutine(req_id)
# get value
print('Processed outer coroutine of request: {}'.format(request_id.get()))
async def main():
tasks = []
for req_id in range(1, 1250):
tasks.append(asyncio.create_task(some_outer_coroutine(req_id)))
await asyncio.gather(*tasks)
if __name__ == '__main__':
asyncio.run(main())
Results
Processed inner coroutine of myid : 1
Processed inner coroutine of request: 1
Processed outer coroutine of request: 1
Processed inner coroutine of myid : 2
Processed inner coroutine of request: 2
Processed outer coroutine of request: 2
Processed inner coroutine of myid : 3
Processed inner coroutine of request: 3
Processed outer coroutine of request: 3
Processed inner coroutine of myid : 4
Processed inner coroutine of request: 4
Processed outer coroutine of request: 4
...
...
Processed inner coroutine of myid : 1244
Processed inner coroutine of request: 1244
Processed outer coroutine of request: 1244
Processed inner coroutine of myid : 1245
Processed inner coroutine of request: 1245
Processed outer coroutine of request: 1245
Processed inner coroutine of myid : 1246
Processed inner coroutine of request: 1246
Processed outer coroutine of request: 1246
Processed inner coroutine of myid : 1247
Processed inner coroutine of request: 1247
Processed outer coroutine of request: 1247
Processed inner coroutine of myid : 1248
Processed inner coroutine of request: 1248
Processed outer coroutine of request: 1248
Processed inner coroutine of myid : 1249
Processed inner coroutine of request: 1249
Processed outer coroutine of request: 1249
What should I change to see an unexpected behaviour of the variable myid
?
Context variables are convenient when you need to pass a variable along the chain of calls so that they share the same context, in the case when this cannot be done through a global variable in case of concurrency. Context variables can be used as an alternative to global variables both in multi-threaded code and in asynchronous (with coroutines).
Context variables are natively supported in asyncio
and are ready to be used without any extra configuration. Because when a Task
is created it copies the current context and later runs its coroutine in the copied context:
# asyncio/task.py
class Task:
def __init__(self, coro):
...
# Get the current context snapshot.
self._context = contextvars.copy_context()
self._loop.call_soon(self._step, context=self._context)
def _step(self, exc=None):
...
# Every advance of the wrapped coroutine is done in
# the task's context.
self._loop.call_soon(self._step, context=self._context)
...
Below is your example showing the corruption of a global variable compared to context vars:
import asyncio
import contextvars
# declare context var
current_request_id_ctx = contextvars.ContextVar('')
current_request_id_global = ''
async def some_inner_coroutine():
global current_request_id_global
# simulate some async work
await asyncio.sleep(0.1)
# get value
print('Processed inner coroutine of request: {}'.format(current_request_id_ctx.get()))
if current_request_id_global != current_request_id_ctx.get():
print(f"ERROR! global var={current_request_id_global}")
async def some_outer_coroutine(req_id):
global current_request_id_global
# set value
current_request_id_ctx.set(req_id)
current_request_id_global = req_id
await some_inner_coroutine()
# get value
print('Processed outer coroutine of request: {}\n'.format(current_request_id_ctx.get()))
async def main():
tasks = []
for req_id in range(1, 10000):
tasks.append(asyncio.create_task(some_outer_coroutine(req_id)))
await asyncio.gather(*tasks)
if __name__ == '__main__':
asyncio.run(main())
Output:
...
Processed inner coroutine of request: 458
ERROR! global var=9999
Processed outer coroutine of request: 458
Processed inner coroutine of request: 459
ERROR! global var=9999
Processed outer coroutine of request: 459
...
An example of converting code that uses threading.local()
can be found in PЕP 567
If you love us? You can donate to us via Paypal or buy me a coffee so we can maintain and grow! Thank you!
Donate Us With