Python HeatMapBVLの例

コード例 #1

ファイル: test.py プロジェクト: ok-nc/idlm_Pytorch

import torch
import sys
sys.path.append('../utils/')
from utils import plotsAnalysis
if __name__ == '__main__':
    #pathnamelist = ['reg0.0001','reg0.0005','reg0.005','reg0.001','reg1e-5','reg5e-5']
    pathnamelist = ['reg0.0005']
    for pathname in pathnamelist:
        plotsAnalysis.HeatMapBVL('num_layers',
                                 'num_unit',
                                 'layer vs unit Heat Map',
                                 save_name=pathname + '_heatmap.png',
                                 HeatMap_dir='models/' + pathname,
                                 feature_1_name='linear_b',
                                 feature_2_name='linear_unit')

コード例 #2

ファイル: plot_swipe.py プロジェクト: BensonRen/MM_Bench

            # FORWARD PEURIFOY: Nodes 1500 - 2000, layers = 7 - 15, lr_decay_rate = 0.1-0.2,
            if (el[0] >= 10 and el[0] <= 15) and (el[1] >= 1500 and el[1] <= 2000) and el[3] in (1e-3,1e-4,0,1e-5) and el[2] in (0.1,0.01,1e-3,1e-4) and el[4] in [0.1,0.2,0.3]:
                filtered.append(f)

        for f in filtered:
            shutil.copytree(os.path.join(pathname,f),os.path.join(pathnamelist[0],f))

    for pathname in pathnamelist:
        
        # Forward: Convolutional swipe
        #plotsAnalysis.HeatMapBVL('kernel_first','kernel_second','layer vs unit Heat Map',save_name=pathname + '_heatmap.png',
        #                        HeatMap_dir='models/'+pathname,feature_1_name='kernel_first',feature_2_name='kernel_second')
        

        # General: lr vs layernum
        plotsAnalysis.HeatMapBVL('num_layers','reg_scale','layer vs unit Heat Map',save_name=pathname + 'layer vs reg_scale.png',
                                HeatMap_dir=pathname,feature_1_name='linear',feature_2_name='reg_scale')

        # General: Complexity swipe
<<<<<<< HEAD
        plotsAnalysis.HeatMapBVL('num_layers','num_unit','layer vs unit Heat Map',save_name=pathname + 'layer vs unit_heatmap.png',
                                HeatMap_dir=pathname,feature_1_name='linear',feature_2_name='linear_unit')
=======
        plotsAnalysis.HeatMapBVL('num_layers','num_unit','layer vs unit Heat Map',save_name=pathname + 'Peurifoy_node_vs_layers_heatmap.png',
                                 HeatMap_dir=pathname,feature_1_name='linear',feature_2_name='linear_unit')

        shutil.rmtree(pathname)
>>>>>>> 59e71ae73cce8b748bde634d82480d2d2ba2af13
        
        # General: lr vs layernum
        plotsAnalysis.HeatMapBVL('num_layers','lr','layer vs unit Heat Map',save_name=pathname + 'layer vs lr_heatmap.png',
                                HeatMap_dir=pathname,feature_1_name='linear',feature_2_name='lr')

コード例 #3

import torch
import sys
sys.path.append('../utils/')
from utils import plotsAnalysis
if __name__ == '__main__':
    #pathnamelist = ['reg0.0001','reg0.0005','reg0.005','reg0.001','reg1e-5','reg5e-5']
    pathnamelist = ['ballistics']
    for pathname in pathnamelist:
        plotsAnalysis.HeatMapBVL(plot_x_name='layer_num', plot_y_name='linear_unit', title='linear vs linear_unit Heat Map',
                                 save_name=pathname + '_heatmap.png', HeatMap_dir='models/'+pathname,
                                 feature_1_name='linear_d', feature_2_name='linear_unit')
        #plotsAnalysis.HeatMapBVL(plot_x_name='linear_d_layer', plot_y_name='linear_unit', title='linear_d_layer vs linear_unit Heat Map',
        #                         save_name=pathname + '_heatmap.png', HeatMap_dir='models/'+pathname,
        #                         feature_1_name='linear_d', feature_2_name='linear_unit')

コード例 #4

import torch
import sys
sys.path.append('../utils/')
from utils import plotsAnalysis
if __name__ == '__main__':
    #pathnamelist = ['reg0.0001','reg0.0005','reg0.005','reg0.001','reg1e-5','reg5e-5']
    pathnamelist = ['']
    for pathname in pathnamelist:
        plotsAnalysis.HeatMapBVL(plot_x_name='dim_z',
                                 plot_y_name='dim_spec',
                                 title='dim_z vs dim_spec Heat Map',
                                 save_name=pathname + '_heatmap.png',
                                 HeatMap_dir='models/' + pathname,
                                 feature_1_name='dim_z',
                                 feature_2_name='dim_spec')

コード例 #5

ファイル: plotswipe.py プロジェクト: ydeng-MLM/NA_ADM_Inverse_Design

import torch
import sys
sys.path.append('../utils/')
from utils import plotsAnalysis
if __name__ == '__main__':
    #pathnamelist = ['reg0.0001','reg0.0005','reg0.005','reg0.001','reg1e-5','reg5e-5']
    pathnamelist = ['']
    for pathname in pathnamelist:
        plotsAnalysis.HeatMapBVL('kernel_first','kernel_second','layer vs unit Heat Map',save_name=pathname + '_conv_heatmap.png',
                              HeatMap_dir='models/'+pathname,feature_1_name='kernel_first',feature_2_name='kernel_second')
        #plotsAnalysis.HeatMapBVL('num_layers','num_unit','layer vs unit Heat Map',save_name=pathname + '_heatmap.png',
        #                       HeatMap_dir='models/'+pathname,feature_1_name='linear_b',feature_2_name='linear_unit')
        #plotsAnalysis.HeatMapBVL('num_layers','reg_scale','layer vs unit Heat Map',save_name=pathname + '_heatmap.png',
              #                HeatMap_dir='models/'+pathname,feature_1_name='linear',feature_2_name='reg_scale')

コード例 #6

import torch
import sys
sys.path.append('../utils/')
from utils import plotsAnalysis
if __name__ == '__main__':
    #pathnamelist = ['reg0.0001','reg0.0005','reg0.005','reg0.001','reg1e-5','reg5e-5']
    pathnamelist = ['ballistics']
    for pathname in pathnamelist:
        plotsAnalysis.HeatMapBVL('couple_layer_num','dim_tot','couple_layer_num Heat Map',save_name=pathname + '_heatmap.png',
                                HeatMap_dir='models/'+pathname,feature_1_name='couple_layer_num',feature_2_name='dim_tot')