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A research toolkit for particle swarm optimization in Python

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Hello, thanks for that job. i encounter an issue in usage: I prepare my own optimization loops and an issu eoccurs in gbest computing the output value is not the...

I don't think this needs much explanation, but if user could pass verbose and n_processes to the hyperparamter tuning algorithms like RandomSearch or GridSearch along with other parameters (e.g., bounds)...

## Description I found a typo in the documentation listed on the main page (https://pyswarms.readthedocs.io/en/latest/) under the Launching Pad section. The hyperlink provided to `use-cases examples` is incorrect. ## Related...

* PySwarms version: 1.3.0 * Python version: 3.11 * Operating System: Windows 11 ### Description I found a typo in the documentation listed on the main page (https://pyswarms.readthedocs.io/en/latest/) under the...

Add a simple print message when calling `plot_contour` or `plot_surface` if `pos_history` is greater than 2 dimensions warning the user that higher dimensions will be ignored for plotting.

Complete overhaul of the codebase - Update to python 3.10 - Replace setup.py with pyproject.toml - Add type annotations everywhere - Decrease the number of lines by ~1.5k by removing...

Dear pyswarms contributors and maintainers, I have noticed while extensively using pyswarms for neural network training when i am using as topology the VonNeumann or Pyramid architectures, my swarms are...

In the custom loop example, the objective function is called twice, which is a problem for computationally expensive objective functions, only because the array of personal best did not have...

Hello. I see that the project depends on future library and I can find only one usage of the library here: https://github.com/ljvmiranda921/pyswarms/blob/70c969d929bb2dab6211765def0431680fc5cb01/pyswarms/utils/search/random_search.py#L38 Do you think this is still useful? I'm...

**Describe the bug** The Fedora pyswarms package is failing tests ``` ==================================== ERRORS ==================================== _ ERROR at setup of TestGeneralOptimizer.test_train_history[optimizer_history0-cost_history-expected_shape0] _ self = request = options = {'c1': 0.3, 'c2':...