bench.py

    common_setup = """
     import numpy
     from crab.metrics import cosine_distances
     X = numpy.random.uniform(1,5,(1000,))
    """

    bench = Benchmark(statement, setup_bk1, name="Crab Cosine")

    suite = BenchmarkSuite()
    suite.append(bench)     
    statement = "cosine_distances(X, X)"

    runner = BenchmarkGitRunner(suite, '.', 'Absolute timing in ms')
    n_benchs, results = runner.run()

    runner.plot_history(results)
    plt.show()