panrep/plot_data.py [10619:10991]: - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - exp = paramlist[8] + ":" + str(sets[8]) \ + paramlist[9] + ":" \ + str(sets[9]) + paramlist[10] + ":" + str(sets[10]) + paramlist[13] + ":" + str(sets[13]) i = 0 for conf6 in sets[confs[5]]: for conf5 in sets[confs[4]]: experiment = exp+ paramlist[confs[5]] + ' : ' + str(conf6) + \ paramlist[confs[4]] + ' : ' + str(conf5) key[confs[4]] = conf5 key[confs[5]] = conf6 legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) # fig.set_prop_cycle('color', plt.cm.Spectral(np.linspace(0, 1, 30))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][0]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Macro-F1') # plt.ylim(bottom=0.4) plt.title("PR " + experiment) plt.show() legend = [] legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) # fig.set_prop_cycle('color', plt.cm.Spectral(np.linspace(0, 1, 30))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][9]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Macro-F1') # plt.ylim(bottom=0.4) plt.title("PR-FT Log" + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) # fig.set_prop_cycle('color', plt.cm.Spectral(np.linspace(0, 1, 30))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][2]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Macro-F1') # plt.ylim(bottom=0.4) plt.title("PR-FT " + experiment) plt.show() legend = [] legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) # fig.set_prop_cycle('color', plt.cm.Spectral(np.linspace(0, 1, 30))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][1]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Test Acc') plt.title("MLP " + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) # fig.set_prop_cycle('color', plt.cm.Spectral(np.linspace(0, 1, 30))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][3]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('MRR') plt.title("PanRep " + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][4]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('MRR') plt.title("PanRep-LP module" + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][5]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('MRR') plt.title("PanRep LP-FT " + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][7]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Acc') plt.title("MLP acc of pr " + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][8]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Acc') plt.title("MLP acc of pr-ft" + experiment) plt.show() paramlist = "n_epochs,n_ft_ep, L, n_h, n_b, fanout, lr, dr, LP, R, I, mask_links," \ " self_loop , M,num_cluster,single_layer, n_mt_cls,k_shot, rw, ng_rate, ssl,split_pct " paramlist = paramlist.split(',') - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - panrep/plot_data.py [11040:11412]: - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - exp = paramlist[8] + ":" + str(sets[8]) \ + paramlist[9] + ":" \ + str(sets[9]) + paramlist[10] + ":" + str(sets[10]) + paramlist[13] + ":" + str(sets[13]) i = 0 for conf6 in sets[confs[5]]: for conf5 in sets[confs[4]]: experiment = exp+ paramlist[confs[5]] + ' : ' + str(conf6) + \ paramlist[confs[4]] + ' : ' + str(conf5) key[confs[4]] = conf5 key[confs[5]] = conf6 legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) # fig.set_prop_cycle('color', plt.cm.Spectral(np.linspace(0, 1, 30))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][0]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Macro-F1') # plt.ylim(bottom=0.4) plt.title("PR " + experiment) plt.show() legend = [] legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) # fig.set_prop_cycle('color', plt.cm.Spectral(np.linspace(0, 1, 30))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][9]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Macro-F1') # plt.ylim(bottom=0.4) plt.title("PR-FT Log" + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) # fig.set_prop_cycle('color', plt.cm.Spectral(np.linspace(0, 1, 30))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][2]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Macro-F1') # plt.ylim(bottom=0.4) plt.title("PR-FT " + experiment) plt.show() legend = [] legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) # fig.set_prop_cycle('color', plt.cm.Spectral(np.linspace(0, 1, 30))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][1]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Test Acc') plt.title("MLP " + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) # fig.set_prop_cycle('color', plt.cm.Spectral(np.linspace(0, 1, 30))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][3]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('MRR') plt.title("PanRep " + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][4]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('MRR') plt.title("PanRep-LP module" + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][5]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('MRR') plt.title("PanRep LP-FT " + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][7]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Acc') plt.title("MLP acc of pr " + experiment) plt.show() legend = [] i += 1 fig = plt.figure(num=i, figsize=(8, 6)) plt.rc('axes', prop_cycle=(cycler('color', list('kcbgyrgbrgykcmygbcg')) + cycler('linestyle', ['--', ':', '-.', '-', ':', '-', '--', '-', ':', ':', '-.', '-', '--', ':', '-.', '-', '--', ':', '-.']))) for conf in sets[confs[0]]: for conf2 in sets[confs[1]]: for conf3 in sets[confs[2]]: for conf4 in sets[confs[3]]: skip_this = False cur_legend = paramlist[confs[2]] + ' : ' + str(float(conf3)) + paramlist[ confs[0]] + ' : ' + str( int(conf)) + paramlist[confs[1]] + ' : ' + str(float(conf2)) + paramlist[confs[3]] + \ ' : ' + str(float(conf4)) y = [] key[confs[0]] = conf key[confs[1]] = conf2 key[confs[2]] = conf3 key[confs[3]] = conf4 x = sorted(sets[plot_over]) for el in x: key[plot_over] = el if tuple(key) not in plots: skip_this = True break y += [plots[tuple(key)][8]] if skip_this: break plt.plot(x, y) legend += [cur_legend] plt.legend(legend, loc='center left', bbox_to_anchor=(-0.1, 1.2), ncol=3, prop=fontP) plt.xlabel(paramlist[plot_over]) plt.ylabel('Acc') plt.title("MLP acc of pr-ft" + experiment) plt.show() paramlist = "n_epochs,n_ft_ep, L, n_h, n_b, fanout, lr, dr, LP, R, I, mask_links," \ " self_loop , M,num_cluster,single_layer, n_mt_cls,k_shot, rw, ng_rate, ssl,split_pct " paramlist = paramlist.split(',') - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -