Benchmark of LowLevelCallable for ODE IVP

Definition of benchmarked integrands

all_funs = {
    'mul_py_fun_array' : test_from_fun(mul_py_fun_array),
    'mul_nb_fun_inplace_pointer' : test_from_fun(mul_nb_fun_inplace_pointer),
    'py_fun_in_pyx' : test_from_fun(choreo.scipy_plus.cython.test.mul_py_fun_tx) ,
    'cy_fun_pointer_LowLevel' : test_from_fun(scipy.LowLevelCallable.from_cython(choreo.scipy_plus.cython.test, "mul_cy_fun_pointer_tx")),
    'cy_fun_memoryview_LowLevel' : test_from_fun(scipy.LowLevelCallable.from_cython(choreo.scipy_plus.cython.test, "mul_cy_fun_memoryview_tx")),
}

relative_to_val = {pyquickbench.fun_ax_name:'cy_fun_memoryview_LowLevel'}

pyquickbench.plot_benchmark(
    all_times                           ,
    all_nint                            ,
    all_funs                            ,
    show = True                         ,
    relative_to_val = relative_to_val   ,
    title = 'Timings relative to cy_fun_memoryview_LowLevel'      ,
)