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Last updated 2025-08-27 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 2025-08-27 UTC."],[],[],null,["Version latestkeyboard_arrow_down\n\n- [1.111.0 (latest)](/python/docs/reference/aiplatform/latest/multiprocessing)\n- [1.110.0](/python/docs/reference/aiplatform/1.110.0/multiprocessing)\n- [1.109.0](/python/docs/reference/aiplatform/1.109.0/multiprocessing)\n- [1.108.0](/python/docs/reference/aiplatform/1.108.0/multiprocessing)\n- [1.107.0](/python/docs/reference/aiplatform/1.107.0/multiprocessing)\n- [1.106.0](/python/docs/reference/aiplatform/1.106.0/multiprocessing)\n- 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[1.16.1](/python/docs/reference/aiplatform/1.16.1/multiprocessing)\n- [1.15.1](/python/docs/reference/aiplatform/1.15.1/multiprocessing)\n- [1.14.0](/python/docs/reference/aiplatform/1.14.0/multiprocessing)\n- [1.13.1](/python/docs/reference/aiplatform/1.13.1/multiprocessing)\n- [1.12.1](/python/docs/reference/aiplatform/1.12.1/multiprocessing)\n- [1.11.0](/python/docs/reference/aiplatform/1.11.0/multiprocessing)\n- [1.10.0](/python/docs/reference/aiplatform/1.10.0/multiprocessing)\n- [1.9.0](/python/docs/reference/aiplatform/1.9.0/multiprocessing)\n- [1.8.1](/python/docs/reference/aiplatform/1.8.1/multiprocessing)\n- [1.7.1](/python/docs/reference/aiplatform/1.7.1/multiprocessing)\n- [1.6.2](/python/docs/reference/aiplatform/1.6.2/multiprocessing)\n- [1.5.0](/python/docs/reference/aiplatform/1.5.0/multiprocessing)\n- [1.4.3](/python/docs/reference/aiplatform/1.4.3/multiprocessing)\n- [1.3.0](/python/docs/reference/aiplatform/1.3.0/multiprocessing)\n- [1.2.0](/python/docs/reference/aiplatform/1.2.0/multiprocessing)\n- [1.1.1](/python/docs/reference/aiplatform/1.1.1/multiprocessing)\n- [1.0.1](/python/docs/reference/aiplatform/1.0.1/multiprocessing)\n- [0.9.0](/python/docs/reference/aiplatform/0.9.0/multiprocessing)\n- [0.8.0](/python/docs/reference/aiplatform/0.8.0/multiprocessing)\n- [0.7.1](/python/docs/reference/aiplatform/0.7.1/multiprocessing)\n- [0.6.0](/python/docs/reference/aiplatform/0.6.0/multiprocessing)\n- [0.5.1](/python/docs/reference/aiplatform/0.5.1/multiprocessing)\n- [0.4.0](/python/docs/reference/aiplatform/0.4.0/multiprocessing)\n- [0.3.1](/python/docs/reference/aiplatform/0.3.1/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)."]]