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Last updated 2025-09-04 UTC.
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[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2025-09-04 UTC."],[],[],null,["Version latestkeyboard_arrow_down\n\n- [2.59.0 (latest)](/python/docs/reference/container/latest/multiprocessing)\n- [2.58.0](/python/docs/reference/container/2.58.0/multiprocessing)\n- [2.57.0](/python/docs/reference/container/2.57.0/multiprocessing)\n- [2.56.1](/python/docs/reference/container/2.56.1/multiprocessing)\n- [2.55.1](/python/docs/reference/container/2.55.1/multiprocessing)\n- [2.54.0](/python/docs/reference/container/2.54.0/multiprocessing)\n- [2.53.0](/python/docs/reference/container/2.53.0/multiprocessing)\n- [2.52.0](/python/docs/reference/container/2.52.0/multiprocessing)\n- [2.50.0](/python/docs/reference/container/2.50.0/multiprocessing)\n- [2.49.0](/python/docs/reference/container/2.49.0/multiprocessing)\n- [2.48.0](/python/docs/reference/container/2.48.0/multiprocessing)\n- [2.47.1](/python/docs/reference/container/2.47.1/multiprocessing)\n- [2.46.0](/python/docs/reference/container/2.46.0/multiprocessing)\n- [2.45.0](/python/docs/reference/container/2.45.0/multiprocessing)\n- [2.44.0](/python/docs/reference/container/2.44.0/multiprocessing)\n- [2.43.0](/python/docs/reference/container/2.43.0/multiprocessing)\n- [2.42.0](/python/docs/reference/container/2.42.0/multiprocessing)\n- [2.41.0](/python/docs/reference/container/2.41.0/multiprocessing)\n- [2.40.0](/python/docs/reference/container/2.40.0/multiprocessing)\n- [2.39.0](/python/docs/reference/container/2.39.0/multiprocessing)\n- [2.38.0](/python/docs/reference/container/2.38.0/multiprocessing)\n- [2.37.0](/python/docs/reference/container/2.37.0/multiprocessing)\n- [2.36.0](/python/docs/reference/container/2.36.0/multiprocessing)\n- [2.35.0](/python/docs/reference/container/2.35.0/multiprocessing)\n- [2.34.0](/python/docs/reference/container/2.34.0/multiprocessing)\n- [2.33.0](/python/docs/reference/container/2.33.0/multiprocessing)\n- [2.32.0](/python/docs/reference/container/2.32.0/multiprocessing)\n- [2.31.0](/python/docs/reference/container/2.31.0/multiprocessing)\n- [2.30.0](/python/docs/reference/container/2.30.0/multiprocessing)\n- [2.29.0](/python/docs/reference/container/2.29.0/multiprocessing)\n- [2.28.0](/python/docs/reference/container/2.28.0/multiprocessing)\n- [2.27.0](/python/docs/reference/container/2.27.0/multiprocessing)\n- [2.26.0](/python/docs/reference/container/2.26.0/multiprocessing)\n- [2.25.0](/python/docs/reference/container/2.25.0/multiprocessing)\n- [2.24.0](/python/docs/reference/container/2.24.0/multiprocessing)\n- [2.23.0](/python/docs/reference/container/2.23.0/multiprocessing)\n- [2.22.0](/python/docs/reference/container/2.22.0/multiprocessing)\n- [2.21.0](/python/docs/reference/container/2.21.0/multiprocessing)\n- [2.20.0](/python/docs/reference/container/2.20.0/multiprocessing)\n- [2.19.0](/python/docs/reference/container/2.19.0/multiprocessing)\n- [2.18.0](/python/docs/reference/container/2.18.0/multiprocessing)\n- [2.17.4](/python/docs/reference/container/2.17.4/multiprocessing)\n- [2.16.0](/python/docs/reference/container/2.16.0/multiprocessing)\n- [2.15.0](/python/docs/reference/container/2.15.0/multiprocessing)\n- [2.14.0](/python/docs/reference/container/2.14.0/multiprocessing)\n- [2.13.0](/python/docs/reference/container/2.13.0/multiprocessing)\n- [2.12.2](/python/docs/reference/container/2.12.2/multiprocessing)\n- [2.11.2](/python/docs/reference/container/2.11.2/multiprocessing)\n- [2.10.8](/python/docs/reference/container/2.10.8/multiprocessing)\n- [2.9.0](/python/docs/reference/container/2.9.0/multiprocessing)\n- [2.8.1](/python/docs/reference/container/2.8.1/multiprocessing)\n- [2.7.1](/python/docs/reference/container/2.7.1/multiprocessing)\n- [2.6.1](/python/docs/reference/container/2.6.1/multiprocessing)\n- [2.5.0](/python/docs/reference/container/2.5.0/multiprocessing)\n- [2.4.1](/python/docs/reference/container/2.4.1/multiprocessing)\n- [2.3.1](/python/docs/reference/container/2.3.1/multiprocessing)\n- [2.2.0](/python/docs/reference/container/2.2.0/multiprocessing)\n- [2.1.0](/python/docs/reference/container/2.1.0/multiprocessing)\n- [2.0.1](/python/docs/reference/container/2.0.1/multiprocessing)\n- [1.0.3](/python/docs/reference/container/1.0.3/multiprocessing)\n- [0.5.0](/python/docs/reference/container/0.5.0/multiprocessing)\n- [0.4.0](/python/docs/reference/container/0.4.0/multiprocessing)\n- [0.3.0](/python/docs/reference/container/0.3.0/multiprocessing) \n\nMultiprocessing\n===============\n\n**NOTE** : Because this client uses [`grpc`](https://grpc.github.io/grpc/python/grpc.html#module-grpc) library, it is safe to\nshare instances across threads. In multiprocessing scenarios, the best\npractice is to create client instances *after* the invocation of\n[`os.fork()`](https://docs.python.org/3/library/os.html#os.fork) by [`multiprocessing.pool.Pool`](https://docs.python.org/3/library/multiprocessing.html#multiprocessing.pool.Pool) or\n[`multiprocessing.Process`](https://docs.python.org/3/library/multiprocessing.html#multiprocessing.Process)."]]