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        "description": "===========\nPyShoal\n===========\n\nPyShoal is an implementation of <Particle Swarm Optimisation> in Python.\n\nTypical usage::\n\n    #!/usr/bin/env python\n    from pso import PSO\n\n    def rastrigin(a,b):\n        return 0- (10 * 2 + \\\n               (a**2 - (10 * np.cos(2 * np.pi * a))) + \\\n               (b**2 - (10 * np.cos(2 * np.pi * b))))\n\n    obj_func = rastrigin\n    o = PSO(obj_func = obj_func, \n            init_var_ranges = ((-500,500),(-500,500)), \n            n_parts = 144, \n            topo=\"gbest\", \n            weights=[0.9, 0.4, 1.0, 2.5])\n    res = o.opt(max_itr = 100, \n                tol_thres = (0.01,0.01), \n                tol_win = 5, \n                plot = True, \n                save_plots=False)",
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