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Python subprocess Popen erroring with OSError Errno 12 Cannot allocate memory after period of time

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27.11.2023 10:23
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In this tutorial, we will discuss the OSError: [Errno 12] Cannot allocate memory error that can occur when using the subprocess.Popen function in Python. We'll explain why this error occurs and provide solutions to handle it effectively.
The OSError: [Errno 12] Cannot allocate memory error is a common issue when using the subprocess.Popen function. This error occurs when the operating system is unable to allocate enough memory to execute the subprocess. This can happen for various reasons, such as:
Let's start with a code example that reproduces the error:
In this example, we attempt to run a subprocess with the subprocess.Popen method. If the system cannot allocate enough memory for the subprocess, it will raise an OSError with the [Errno 12] Cannot allocate memory message.
To handle the OSError: [Errno 12] Cannot allocate memory error, you can implement various strategies:
The most straightforward solution is to ensure that your system has enough available memory. You can try closing unnecessary applications or processes to free up memory before running your Python script. Upgrading your system's hardware, particularly the RAM, can also help if you frequently encounter memory-related issues.
If your code or subprocess is memory-intensive, consider optimizing it to reduce memory consumption. This might involve improving your code's efficiency, using data streaming, or processing data in smaller chunks.
You can set resource limits for the subprocess by using the resource module. This allows you to specify limits on various system resources, such as memory usage.
Here's an example of how to set a memory limit for your subprocess:
In this example, we use resource.setrlimit to set a memory limit to 500 MB for the subprocess.
In some cases, your system may not have enough physical memory but can use swap space as a temporary solution. Enabling swapping can help your system cope with memory demands. However, using swap space may impact performance.
The OSError: [Errno 12] Cannot allocate memory error in Python's subprocess.Popen is typically related to insufficient system memory. By following the steps outlined in this tutorial, you can effectively handle this error and run your subprocesses without running into memory allocation issues.
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