def plot_data_cdf()

in cluster-trace-gpu-v2020/analysis/utils.py [0:0]

• 20 lines of code
• 12 McCabe index (conditional complexity)

def plot_data_cdf(data, inverse=False, datalabel=None, xlabel=None, title=None, xlog=False, xlim=None, ylog=False, xticks=None, figsize=(4,3), dpi=120, savefig=None, ylabel=None):
    plt.figure(figsize=figsize, dpi=dpi)
    if type(data) == pd.DataFrame:
        data.dropna(inplace=True)
    x, y = get_cdf(data, inverse)
    plt.plot(x, y, label=datalabel, color='green', linestyle='-')
    if datalabel is not None: plt.legend(loc='lower right')
    if xlog: plt.xscale('log')
    if ylog: plt.yscale('log')
    if xlim is not None: plt.xlim(xlim)
    plt.ylim(0, 100)
    if xlabel is not None: plt.xlabel(xlabel)
    plt.ylabel(ylabel) if ylabel is not None else plt.ylabel('CCDF') if inverse is True else plt.ylabel('CDF')
    if title is not None: plt.title(title)
    if xticks is not None: plt.xticks(xticks)
    plt.grid(alpha=.3, linestyle='--')
    if savefig is not None:
        plt.savefig('/tmp/figures/{}.pdf'.format(savefig),bbox_inches='tight')
    else:
        plt.show()