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--- /dev/null
+++ b/trial_test1_2022-03-02_22_46/model_test1_2022-03-02_22_46.txt.py
@@ -0,0 +1,250 @@
+import torch
+from torch import nn
+from torch.nn import functional as F
+
+from math import sqrt
+
+
+class EqualLR:
+    def __init__(self, name):
+        self.name = name
+
+    def compute_weight(self, module):
+        weight = getattr(module, self.name + '_orig')
+        fan_in = weight.data.size(1) * weight.data[0][0].numel()
+
+        return weight * sqrt(2 / fan_in)
+
+    @staticmethod
+    def apply(module, name):
+        fn = EqualLR(name)
+
+        weight = getattr(module, name)
+        del module._parameters[name]
+        module.register_parameter(name + '_orig', nn.Parameter(weight.data))
+        module.register_forward_pre_hook(fn)
+
+        return fn
+
+    def __call__(self, module, input):
+        weight = self.compute_weight(module)
+        setattr(module, self.name, weight)
+
+
+def equal_lr(module, name='weight'):
+    EqualLR.apply(module, name)
+
+    return module
+
+
+class PixelNorm(nn.Module):
+    def __init__(self):
+        super().__init__()
+
+    def forward(self, input):
+        return input / torch.sqrt(torch.mean(input ** 2, dim=1, keepdim=True)
+                                  + 1e-8)
+
+
+class EqualConv2d(nn.Module):
+    def __init__(self, *args, **kwargs):
+        super().__init__()
+
+        conv = nn.Conv2d(*args, **kwargs)
+        conv.weight.data.normal_()
+        conv.bias.data.zero_()
+        self.conv = equal_lr(conv)
+
+    def forward(self, input):
+        return self.conv(input)
+
+
+class EqualConvTranspose2d(nn.Module):
+    ### additional module for OOGAN usage
+    def __init__(self, *args, **kwargs):
+        super().__init__()
+
+        conv = nn.ConvTranspose2d(*args, **kwargs)
+        conv.weight.data.normal_()
+        conv.bias.data.zero_()
+        self.conv = equal_lr(conv)
+
+    def forward(self, input):
+        return self.conv(input)
+
+class EqualLinear(nn.Module):
+    def __init__(self, in_dim, out_dim):
+        super().__init__()
+
+        linear = nn.Linear(in_dim, out_dim)
+        linear.weight.data.normal_()
+        linear.bias.data.zero_()
+
+        self.linear = equal_lr(linear)
+
+    def forward(self, input):
+        return self.linear(input)
+
+
+class ConvBlock(nn.Module):
+    def __init__(self, in_channel, out_channel, kernel_size, padding, kernel_size2=None, padding2=None, pixel_norm=True):
+        super().__init__()
+
+        pad1 = padding
+        pad2 = padding
+        if padding2 is not None:
+            pad2 = padding2
+
+        kernel1 = kernel_size
+        kernel2 = kernel_size
+        if kernel_size2 is not None:
+            kernel2 = kernel_size2
+
+        convs = [EqualConv2d(in_channel, out_channel, kernel1, padding=pad1)]
+        if pixel_norm:
+            convs.append(PixelNorm())
+        convs.append(nn.LeakyReLU(0.1))
+        convs.append(EqualConv2d(out_channel, out_channel, kernel2, padding=pad2))
+        if pixel_norm:
+            convs.append(PixelNorm())
+        convs.append(nn.LeakyReLU(0.1))
+
+        self.conv = nn.Sequential(*convs)
+
+    def forward(self, input):
+        out = self.conv(input)
+        return out
+
+
+def upscale(feat):
+    return F.interpolate(feat, scale_factor=2, mode='bilinear', align_corners=False)
+
+class Generator(nn.Module):
+    def __init__(self, input_code_dim=128, in_channel=128, pixel_norm=True, tanh=True):
+        super().__init__()
+        self.input_dim = input_code_dim
+        self.tanh = tanh
+        self.input_layer = nn.Sequential(
+            EqualConvTranspose2d(input_code_dim, in_channel, 4, 1, 0),
+            PixelNorm(),
+            nn.LeakyReLU(0.1))
+
+        self.progression_4 = ConvBlock(in_channel, in_channel, 3, 1, pixel_norm=pixel_norm)
+        self.progression_8 = ConvBlock(in_channel, in_channel, 3, 1, pixel_norm=pixel_norm)
+        self.progression_16 = ConvBlock(in_channel, in_channel, 3, 1, pixel_norm=pixel_norm)
+        self.progression_32 = ConvBlock(in_channel, in_channel, 3, 1, pixel_norm=pixel_norm)
+        self.progression_64 = ConvBlock(in_channel, in_channel//2, 3, 1, pixel_norm=pixel_norm)
+        self.progression_128 = ConvBlock(in_channel//2, in_channel//4, 3, 1, pixel_norm=pixel_norm)
+        self.progression_256 = ConvBlock(in_channel//4, in_channel//4, 3, 1, pixel_norm=pixel_norm)
+
+        self.to_rgb_8 = EqualConv2d(in_channel, 3, 1)
+        self.to_rgb_16 = EqualConv2d(in_channel, 3, 1)
+        self.to_rgb_32 = EqualConv2d(in_channel, 3, 1)
+        self.to_rgb_64 = EqualConv2d(in_channel//2, 3, 1)
+        self.to_rgb_128 = EqualConv2d(in_channel//4, 3, 1)
+        self.to_rgb_256 = EqualConv2d(in_channel//4, 3, 1)
+        
+        self.max_step = 6
+
+    def progress(self, feat, module):
+        out = F.interpolate(feat, scale_factor=2, mode='bilinear', align_corners=False)
+        out = module(out)
+        return out
+
+    def output(self, feat1, feat2, module1, module2, alpha):
+        if 0 <= alpha < 1:
+            skip_rgb = upscale(module1(feat1))
+            out = (1-alpha)*skip_rgb + alpha*module2(feat2)
+        else:
+            out = module2(feat2)
+        if self.tanh:
+            return torch.tanh(out)
+        return out
+
+    def forward(self, input, step=0, alpha=-1):
+        if step > self.max_step:
+            step = self.max_step
+
+        out_4 = self.input_layer(input.view(-1, self.input_dim, 1, 1))
+        out_4 = self.progression_4(out_4)
+        out_8 = self.progress(out_4, self.progression_8)
+        if step==1:
+            if self.tanh:
+                return torch.tanh(self.to_rgb_8(out_8))
+            return self.to_rgb_8(out_8)
+        
+        out_16 = self.progress(out_8, self.progression_16)
+        if step==2:
+            return self.output( out_8, out_16, self.to_rgb_8, self.to_rgb_16, alpha )
+        
+        out_32 = self.progress(out_16, self.progression_32)
+        if step==3:
+            return self.output( out_16, out_32, self.to_rgb_16, self.to_rgb_32, alpha )
+
+        out_64 = self.progress(out_32, self.progression_64)
+        if step==4:
+            return self.output( out_32, out_64, self.to_rgb_32, self.to_rgb_64, alpha )
+        
+        out_128 = self.progress(out_64, self.progression_128)
+        if step==5:
+            return self.output( out_64, out_128, self.to_rgb_64, self.to_rgb_128, alpha )
+
+        out_256 = self.progress(out_128, self.progression_256)
+        if step==6:
+            return self.output( out_128, out_256, self.to_rgb_128, self.to_rgb_256, alpha )
+
+
+class Discriminator(nn.Module):
+    def __init__(self, feat_dim=128):
+        super().__init__()
+
+        self.progression = nn.ModuleList([ConvBlock(feat_dim//4, feat_dim//4, 3, 1),
+                                          ConvBlock(feat_dim//4, feat_dim//2, 3, 1),
+                                          ConvBlock(feat_dim//2, feat_dim, 3, 1),
+                                          ConvBlock(feat_dim, feat_dim, 3, 1),
+                                          ConvBlock(feat_dim, feat_dim, 3, 1),
+                                          ConvBlock(feat_dim, feat_dim, 3, 1),
+                                          ConvBlock(feat_dim+1, feat_dim, 3, 1, 4, 0)])
+
+        self.from_rgb = nn.ModuleList([EqualConv2d(3, feat_dim//4, 1),
+                                       EqualConv2d(3, feat_dim//4, 1),
+                                       EqualConv2d(3, feat_dim//2, 1),
+                                       EqualConv2d(3, feat_dim, 1),
+                                       EqualConv2d(3, feat_dim, 1),
+                                       EqualConv2d(3, feat_dim, 1),
+                                       EqualConv2d(3, feat_dim, 1)])
+
+        self.n_layer = len(self.progression)
+
+        self.linear = EqualLinear(feat_dim, 1)
+
+    def forward(self, input, step=0, alpha=-1):
+        for i in range(step, -1, -1):
+            index = self.n_layer - i - 1
+
+            if i == step:
+                out = self.from_rgb[index](input)
+
+            if i == 0:
+                out_std = torch.sqrt(out.var(0, unbiased=False) + 1e-8)
+                mean_std = out_std.mean()
+                mean_std = mean_std.expand(out.size(0), 1, 4, 4)
+                out = torch.cat([out, mean_std], 1)
+
+            out = self.progression[index](out)
+
+            if i > 0:
+                # out = F.avg_pool2d(out, 2)
+                out = F.interpolate(out, scale_factor=0.5, mode='bilinear', align_corners=False)
+
+                if i == step and 0 <= alpha < 1:
+                    # skip_rgb = F.avg_pool2d(input, 2)
+                    skip_rgb = F.interpolate(input, scale_factor=0.5, mode='bilinear', align_corners=False)
+                    skip_rgb = self.from_rgb[index + 1](skip_rgb)
+                    out = (1 - alpha) * skip_rgb + alpha * out
+
+        out = out.squeeze(2).squeeze(2)
+        # print(input.size(), out.size(), step)
+        out = self.linear(out)
+
+        return out
\ No newline at end of file
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diff --git a/trial_test1_2022-03-02_22_46/train_config_test1_2022-03-02_22_46.txt b/trial_test1_2022-03-02_22_46/train_config_test1_2022-03-02_22_46.txt
new file mode 100644
index 0000000..239a238
--- /dev/null
+++ b/trial_test1_2022-03-02_22_46/train_config_test1_2022-03-02_22_46.txt
@@ -0,0 +1 @@
+Namespace(batch_size=4, channel=128, gpu_id=0, init_step=1, lr=0.001, n_critic=1, path='./image/', pixel_norm=False, tanh=False, total_iter=80000, trial_name='test1', z_dim=128)
\ No newline at end of file
diff --git a/trial_test1_2022-03-02_22_46/train_log_test1_2022-03-02_22_46.txt b/trial_test1_2022-03-02_22_46/train_log_test1_2022-03-02_22_46.txt
new file mode 100644
index 0000000..4e7650d
--- /dev/null
+++ b/trial_test1_2022-03-02_22_46/train_log_test1_2022-03-02_22_46.txt
@@ -0,0 +1,134 @@
+g,d,nll,onehot
+-0.64592,0.54294
+0.15535,1.04942
+-0.29317,0.86175
+-0.63737,0.87536
+-0.44971,0.88378
+-0.35579,0.87340
+-0.10244,0.86365
+0.13225,0.83224
+0.27667,0.80484
+0.50387,0.75288
+0.56984,0.70328
+0.76477,0.70009
+0.71658,0.65134
+0.79274,0.63578
+0.79893,0.60660
+0.70392,0.58274
+0.76850,0.55206
+0.70235,0.53952
+0.64714,0.50266
+0.65539,0.47414
+0.59603,0.48000
+0.58561,0.46269
+0.54642,0.42523
+0.62635,0.44054
+0.65082,0.43894
+0.54704,0.41356
+1.29558,0.66889
+3.54109,1.78333
+3.47839,2.15682
+2.43618,1.80485
+2.17936,1.61030
+1.96068,1.56006
+2.01301,1.47577
+1.87401,1.32540
+1.80983,1.30544
+1.98598,1.28881
+1.83296,1.21993
+1.63693,1.16876
+1.65447,1.11550
+1.50996,1.03897
+1.39570,1.01983
+1.51969,1.05825
+1.44132,0.98865
+1.52835,0.98881
+1.65703,1.02107
+1.36458,0.97520
+1.20906,0.91891
+1.38709,0.91554
+1.52715,0.95372
+1.28866,0.92584
+1.28636,0.91724
+1.50243,0.93054
+1.27621,0.89807
+3.63613,2.13080
+5.19717,3.64776
+5.11815,3.84746
+4.63399,3.66649
+5.01422,3.74314
+4.74879,3.33370
+4.28428,2.99483
+4.13709,2.74157
+3.83567,2.68314
+3.74388,2.49678
+3.18186,2.36459
+3.26840,2.29814
+2.67749,2.05171
+3.17476,2.15539
+2.71222,2.05167
+2.67567,1.94389
+2.63662,1.92863
+2.81491,1.87689
+2.84098,1.81085
+2.75336,1.81746
+2.88811,1.85881
+2.71672,1.78782
+2.49724,1.66985
+2.87290,1.67065
+2.89125,1.77726
+2.48403,1.63782
+2.98929,1.74904
+7.02009,4.54620
+8.14832,5.55040
+8.25661,6.12321
+8.05929,6.11117
+8.12140,6.38431
+8.07654,6.08540
+8.15941,5.91417
+8.21197,5.70869
+8.24814,5.66602
+8.38577,5.55978
+7.59101,5.16959
+7.54433,4.92944
+6.14168,4.21345
+6.17767,3.75015
+6.14623,4.00294
+5.97535,3.79556
+6.05091,4.04527
+5.83200,3.68037
+5.95667,3.97570
+6.59742,3.90693
+7.01839,4.25326
+6.89659,4.08698
+6.05731,3.74856
+6.12310,3.67814
+7.12542,4.09629
+6.84241,4.03162
+8.28697,5.80397
+12.56830,10.57040
+13.56378,11.07725
+13.13281,10.80232
+14.45852,11.24399
+14.57741,11.72583
+14.58690,11.61274
+15.26947,11.10180
+15.67991,11.48834
+13.13068,11.16920
+14.26018,10.51328
+15.26795,9.82885
+15.63281,9.66626
+13.77620,7.20526
+11.82854,5.77704
+13.52491,7.16561
+13.55407,8.12688
+12.91797,8.16633
+13.00615,8.19770
+12.82201,8.22806
+13.54564,8.31891
+13.52095,8.14873
+13.51875,8.23764
+14.12419,7.77342
+14.54715,8.85286
+15.87732,8.58450
+15.99998,8.68666
diff --git a/trial_test1_2022-03-02_22_46/train_test1_2022-03-02_22_46.txt.py b/trial_test1_2022-03-02_22_46/train_test1_2022-03-02_22_46.txt.py
new file mode 100644
index 0000000..a60bea6
--- /dev/null
+++ b/trial_test1_2022-03-02_22_46/train_test1_2022-03-02_22_46.txt.py
@@ -0,0 +1,247 @@
+from tqdm import tqdm
+import numpy as np
+from PIL import Image
+import argparse
+import random
+
+import torch
+import torch.nn.functional as F
+from torch import nn, optim
+from torch.autograd import Variable, grad
+from torch.utils.data import DataLoader
+from torchvision import datasets, transforms, utils
+
+from progan_modules import Generator, Discriminator
+
+
+def accumulate(model1, model2, decay=0.999):
+    par1 = dict(model1.named_parameters())
+    par2 = dict(model2.named_parameters())
+
+    for k in par1.keys():
+        par1[k].data.mul_(decay).add_(1 - decay, par2[k].data)
+
+
+def imagefolder_loader(path):
+    def loader(transform):
+        data = datasets.ImageFolder(path, transform=transform)
+        data_loader = DataLoader(data, shuffle=True, batch_size=batch_size,
+                                 num_workers=4)
+        return data_loader
+    return loader
+
+
+def sample_data(dataloader, image_size=4):
+    transform = transforms.Compose([
+        transforms.Resize(image_size+int(image_size*0.2)+1),
+        transforms.RandomCrop(image_size),
+        transforms.RandomHorizontalFlip(),
+        transforms.ToTensor(),
+        transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))
+    ])
+
+    loader = dataloader(transform)
+
+    return loader
+
+
+def train(generator, discriminator, init_step, loader, total_iter=600000):
+    step = init_step # can be 1 = 8, 2 = 16, 3 = 32, 4 = 64, 5 = 128, 6 = 128
+    data_loader = sample_data(loader, 4 * 2 ** step)
+    dataset = iter(data_loader)
+
+    #total_iter = 600000
+    total_iter_remain = total_iter - (total_iter//6)*(step-1)
+
+    pbar = tqdm(range(total_iter_remain))
+
+    disc_loss_val = 0
+    gen_loss_val = 0
+    grad_loss_val = 0
+
+    from datetime import datetime
+    import os
+    date_time = datetime.now()
+    post_fix = '%s_%s_%d_%d.txt'%(trial_name, date_time.date(), date_time.hour, date_time.minute)
+    log_folder = 'trial_%s_%s_%d_%d'%(trial_name, date_time.date(), date_time.hour, date_time.minute)
+    
+    os.mkdir(log_folder)
+    os.mkdir(log_folder+'/checkpoint')
+    os.mkdir(log_folder+'/sample')
+
+    config_file_name = os.path.join(log_folder, 'train_config_'+post_fix)
+    config_file = open(config_file_name, 'w')
+    config_file.write(str(args))
+    config_file.close()
+
+    log_file_name = os.path.join(log_folder, 'train_log_'+post_fix)
+    log_file = open(log_file_name, 'w')
+    log_file.write('g,d,nll,onehot\n')
+    log_file.close()
+
+    from shutil import copy
+    copy('train.py', log_folder+'/train_%s.py'%post_fix)
+    copy('progan_modules.py', log_folder+'/model_%s.py'%post_fix)
+
+    alpha = 0
+    #one = torch.FloatTensor([1]).to(device)
+    one = torch.tensor(1, dtype=torch.float).to(device)
+    mone = one * -1
+    iteration = 0
+
+    for i in pbar:
+        discriminator.zero_grad()
+
+        alpha = min(1, (2/(total_iter//6)) * iteration)
+
+        if iteration > total_iter//6:
+            alpha = 0
+            iteration = 0
+            step += 1
+
+            if step > 6:
+                alpha = 1
+                step = 6
+            data_loader = sample_data(loader, 4 * 2 ** step)
+            dataset = iter(data_loader)
+
+        try:
+            real_image, label = next(dataset)
+
+        except (OSError, StopIteration):
+            dataset = iter(data_loader)
+            real_image, label = next(dataset)
+
+        iteration += 1
+
+        ### 1. train Discriminator
+        b_size = real_image.size(0)
+        real_image = real_image.to(device)
+        label = label.to(device)
+        real_predict = discriminator(
+            real_image, step=step, alpha=alpha)
+        real_predict = real_predict.mean() \
+            - 0.001 * (real_predict ** 2).mean()
+        real_predict.backward(mone)
+
+        # sample input data: vector for Generator
+        gen_z = torch.randn(b_size, input_code_size).to(device)
+
+        fake_image = generator(gen_z, step=step, alpha=alpha)
+        fake_predict = discriminator(
+            fake_image.detach(), step=step, alpha=alpha)
+        fake_predict = fake_predict.mean()
+        fake_predict.backward(one)
+
+        ### gradient penalty for D
+        eps = torch.rand(b_size, 1, 1, 1).to(device)
+        x_hat = eps * real_image.data + (1 - eps) * fake_image.detach().data
+        x_hat.requires_grad = True
+        hat_predict = discriminator(x_hat, step=step, alpha=alpha)
+        grad_x_hat = grad(
+            outputs=hat_predict.sum(), inputs=x_hat, create_graph=True)[0]
+        grad_penalty = ((grad_x_hat.view(grad_x_hat.size(0), -1)
+                         .norm(2, dim=1) - 1)**2).mean()
+        grad_penalty = 10 * grad_penalty
+        grad_penalty.backward()
+        grad_loss_val += grad_penalty.item()
+        disc_loss_val += (real_predict - fake_predict).item()
+
+        d_optimizer.step()
+
+        ### 2. train Generator
+        if (i + 1) % n_critic == 0:
+            generator.zero_grad()
+            discriminator.zero_grad()
+            
+            predict = discriminator(fake_image, step=step, alpha=alpha)
+
+            loss = -predict.mean()
+            gen_loss_val += loss.item()
+
+
+            loss.backward()
+            g_optimizer.step()
+            accumulate(g_running, generator)
+
+        if (i + 1) % 1000 == 0 or i==0:
+            with torch.no_grad():
+                images = g_running(torch.randn(5 * 10, input_code_size).to(device), step=step, alpha=alpha).data.cpu()
+
+                utils.save_image(
+                    images,
+                    f'{log_folder}/sample/{str(i + 1).zfill(6)}.png',
+                    nrow=10,
+                    normalize=True,
+                    range=(-1, 1))
+ 
+        if (i+1) % 10000 == 0 or i==0:
+            try:
+                torch.save(g_running.state_dict(), f'{log_folder}/checkpoint/{str(i + 1).zfill(6)}_g.model')
+                torch.save(discriminator.state_dict(), f'{log_folder}/checkpoint/{str(i + 1).zfill(6)}_d.model')
+            except:
+                pass
+
+        if (i+1)%500 == 0:
+            state_msg = (f'{i + 1}; G: {gen_loss_val/(500//n_critic):.3f}; D: {disc_loss_val/500:.3f};'
+                f' Grad: {grad_loss_val/500:.3f}; Alpha: {alpha:.3f}')
+            
+            log_file = open(log_file_name, 'a+')
+            new_line = "%.5f,%.5f\n"%(gen_loss_val/(500//n_critic), disc_loss_val/500)
+            log_file.write(new_line)
+            log_file.close()
+
+            disc_loss_val = 0
+            gen_loss_val = 0
+            grad_loss_val = 0
+
+            print(state_msg)
+            #pbar.set_description(state_msg)
+
+
+if __name__ == '__main__':
+
+    parser = argparse.ArgumentParser(description='Progressive GAN, during training, the model will learn to generate  images from a low resolution, then progressively getting high resolution ')
+
+    parser.add_argument('--path', type=str, help='path of specified dataset, should be a folder that has one or many sub image folders inside')
+    parser.add_argument('--trial_name', type=str, default="test1", help='a brief description of the training trial')
+    parser.add_argument('--gpu_id', type=int, default=0, help='0 is the first gpu, 1 is the second gpu, etc.')
+    parser.add_argument('--lr', type=float, default=0.001, help='learning rate, default is 1e-3, usually dont need to change it, you can try make it bigger, such as 2e-3')
+    parser.add_argument('--z_dim', type=int, default=128, help='the initial latent vector\'s dimension, can be smaller such as 64, if the dataset is not diverse')
+    parser.add_argument('--channel', type=int, default=128, help='determines how big the model is, smaller value means faster training, but less capacity of the model')
+    parser.add_argument('--batch_size', type=int, default=4, help='how many images to train together at one iteration')
+    parser.add_argument('--n_critic', type=int, default=1, help='train Dhow many times while train G 1 time')
+    parser.add_argument('--init_step', type=int, default=1, help='start from what resolution, 1 means 8x8 resolution, 2 means 16x16 resolution, ..., 6 means 256x256 resolution')
+    parser.add_argument('--total_iter', type=int, default=300000, help='how many iterations to train in total, the value is in assumption that init step is 1')
+    parser.add_argument('--pixel_norm', default=False, action="store_true", help='a normalization method inside the model, you can try use it or not depends on the dataset')
+    parser.add_argument('--tanh', default=False, action="store_true", help='an output non-linearity on the output of Generator, you can try use it or not depends on the dataset')
+    
+    args = parser.parse_args()
+
+    print(str(args))
+
+    trial_name = args.trial_name
+    device = torch.device("cuda:%d"%(args.gpu_id))
+    input_code_size = args.z_dim
+    batch_size = args.batch_size
+    n_critic = args.n_critic
+
+    generator = Generator(in_channel=args.channel, input_code_dim=input_code_size, pixel_norm=args.pixel_norm, tanh=args.tanh).to(device)
+    discriminator = Discriminator(feat_dim=args.channel).to(device)
+    g_running = Generator(in_channel=args.channel, input_code_dim=input_code_size, pixel_norm=args.pixel_norm, tanh=args.tanh).to(device)
+    
+    ## you can directly load a pretrained model here
+    #generator.load_state_dict(torch.load('./tr checkpoint/150000_g.model'))
+    #g_running.load_state_dict(torch.load('checkpoint/150000_g.model'))
+    #discriminator.load_state_dict(torch.load('checkpoint/150000_d.model'))
+    
+    g_running.train(False)
+
+    g_optimizer = optim.Adam(generator.parameters(), lr=args.lr, betas=(0.0, 0.99))
+    d_optimizer = optim.Adam(discriminator.parameters(), lr=args.lr, betas=(0.0, 0.99))
+
+    accumulate(g_running, generator, 0)
+
+    loader = imagefolder_loader(args.path)
+
+    train(generator, discriminator, args.init_step, loader, args.total_iter)
diff --git a/trial_test1_2022-03-04_21_4/checkpoint/000001_d.model b/trial_test1_2022-03-04_21_4/checkpoint/000001_d.model
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diff --git a/trial_test1_2022-03-04_21_4/model_test1_2022-03-04_21_4.txt.py b/trial_test1_2022-03-04_21_4/model_test1_2022-03-04_21_4.txt.py
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--- /dev/null
+++ b/trial_test1_2022-03-04_21_4/model_test1_2022-03-04_21_4.txt.py
@@ -0,0 +1,250 @@
+import torch
+from torch import nn
+from torch.nn import functional as F
+
+from math import sqrt
+
+
+class EqualLR:
+    def __init__(self, name):
+        self.name = name
+
+    def compute_weight(self, module):
+        weight = getattr(module, self.name + '_orig')
+        fan_in = weight.data.size(1) * weight.data[0][0].numel()
+
+        return weight * sqrt(2 / fan_in)
+
+    @staticmethod
+    def apply(module, name):
+        fn = EqualLR(name)
+
+        weight = getattr(module, name)
+        del module._parameters[name]
+        module.register_parameter(name + '_orig', nn.Parameter(weight.data))
+        module.register_forward_pre_hook(fn)
+
+        return fn
+
+    def __call__(self, module, input):
+        weight = self.compute_weight(module)
+        setattr(module, self.name, weight)
+
+
+def equal_lr(module, name='weight'):
+    EqualLR.apply(module, name)
+
+    return module
+
+
+class PixelNorm(nn.Module):
+    def __init__(self):
+        super().__init__()
+
+    def forward(self, input):
+        return input / torch.sqrt(torch.mean(input ** 2, dim=1, keepdim=True)
+                                  + 1e-8)
+
+
+class EqualConv2d(nn.Module):
+    def __init__(self, *args, **kwargs):
+        super().__init__()
+
+        conv = nn.Conv2d(*args, **kwargs)
+        conv.weight.data.normal_()
+        conv.bias.data.zero_()
+        self.conv = equal_lr(conv)
+
+    def forward(self, input):
+        return self.conv(input)
+
+
+class EqualConvTranspose2d(nn.Module):
+    ### additional module for OOGAN usage
+    def __init__(self, *args, **kwargs):
+        super().__init__()
+
+        conv = nn.ConvTranspose2d(*args, **kwargs)
+        conv.weight.data.normal_()
+        conv.bias.data.zero_()
+        self.conv = equal_lr(conv)
+
+    def forward(self, input):
+        return self.conv(input)
+
+class EqualLinear(nn.Module):
+    def __init__(self, in_dim, out_dim):
+        super().__init__()
+
+        linear = nn.Linear(in_dim, out_dim)
+        linear.weight.data.normal_()
+        linear.bias.data.zero_()
+
+        self.linear = equal_lr(linear)
+
+    def forward(self, input):
+        return self.linear(input)
+
+
+class ConvBlock(nn.Module):
+    def __init__(self, in_channel, out_channel, kernel_size, padding, kernel_size2=None, padding2=None, pixel_norm=True):
+        super().__init__()
+
+        pad1 = padding
+        pad2 = padding
+        if padding2 is not None:
+            pad2 = padding2
+
+        kernel1 = kernel_size
+        kernel2 = kernel_size
+        if kernel_size2 is not None:
+            kernel2 = kernel_size2
+
+        convs = [EqualConv2d(in_channel, out_channel, kernel1, padding=pad1)]
+        if pixel_norm:
+            convs.append(PixelNorm())
+        convs.append(nn.LeakyReLU(0.1))
+        convs.append(EqualConv2d(out_channel, out_channel, kernel2, padding=pad2))
+        if pixel_norm:
+            convs.append(PixelNorm())
+        convs.append(nn.LeakyReLU(0.1))
+
+        self.conv = nn.Sequential(*convs)
+
+    def forward(self, input):
+        out = self.conv(input)
+        return out
+
+
+def upscale(feat):
+    return F.interpolate(feat, scale_factor=2, mode='bilinear', align_corners=False)
+
+class Generator(nn.Module):
+    def __init__(self, input_code_dim=128, in_channel=128, pixel_norm=True, tanh=True):
+        super().__init__()
+        self.input_dim = input_code_dim
+        self.tanh = tanh
+        self.input_layer = nn.Sequential(
+            EqualConvTranspose2d(input_code_dim, in_channel, 4, 1, 0),
+            PixelNorm(),
+            nn.LeakyReLU(0.1))
+
+        self.progression_4 = ConvBlock(in_channel, in_channel, 3, 1, pixel_norm=pixel_norm)
+        self.progression_8 = ConvBlock(in_channel, in_channel, 3, 1, pixel_norm=pixel_norm)
+        self.progression_16 = ConvBlock(in_channel, in_channel, 3, 1, pixel_norm=pixel_norm)
+        self.progression_32 = ConvBlock(in_channel, in_channel, 3, 1, pixel_norm=pixel_norm)
+        self.progression_64 = ConvBlock(in_channel, in_channel//2, 3, 1, pixel_norm=pixel_norm)
+        self.progression_128 = ConvBlock(in_channel//2, in_channel//4, 3, 1, pixel_norm=pixel_norm)
+        self.progression_256 = ConvBlock(in_channel//4, in_channel//4, 3, 1, pixel_norm=pixel_norm)
+
+        self.to_rgb_8 = EqualConv2d(in_channel, 3, 1)
+        self.to_rgb_16 = EqualConv2d(in_channel, 3, 1)
+        self.to_rgb_32 = EqualConv2d(in_channel, 3, 1)
+        self.to_rgb_64 = EqualConv2d(in_channel//2, 3, 1)
+        self.to_rgb_128 = EqualConv2d(in_channel//4, 3, 1)
+        self.to_rgb_256 = EqualConv2d(in_channel//4, 3, 1)
+        
+        self.max_step = 6
+
+    def progress(self, feat, module):
+        out = F.interpolate(feat, scale_factor=2, mode='bilinear', align_corners=False)
+        out = module(out)
+        return out
+
+    def output(self, feat1, feat2, module1, module2, alpha):
+        if 0 <= alpha < 1:
+            skip_rgb = upscale(module1(feat1))
+            out = (1-alpha)*skip_rgb + alpha*module2(feat2)
+        else:
+            out = module2(feat2)
+        if self.tanh:
+            return torch.tanh(out)
+        return out
+
+    def forward(self, input, step=0, alpha=-1):
+        if step > self.max_step:
+            step = self.max_step
+
+        out_4 = self.input_layer(input.view(-1, self.input_dim, 1, 1))
+        out_4 = self.progression_4(out_4)
+        out_8 = self.progress(out_4, self.progression_8)
+        if step==1:
+            if self.tanh:
+                return torch.tanh(self.to_rgb_8(out_8))
+            return self.to_rgb_8(out_8)
+        
+        out_16 = self.progress(out_8, self.progression_16)
+        if step==2:
+            return self.output( out_8, out_16, self.to_rgb_8, self.to_rgb_16, alpha )
+        
+        out_32 = self.progress(out_16, self.progression_32)
+        if step==3:
+            return self.output( out_16, out_32, self.to_rgb_16, self.to_rgb_32, alpha )
+
+        out_64 = self.progress(out_32, self.progression_64)
+        if step==4:
+            return self.output( out_32, out_64, self.to_rgb_32, self.to_rgb_64, alpha )
+        
+        out_128 = self.progress(out_64, self.progression_128)
+        if step==5:
+            return self.output( out_64, out_128, self.to_rgb_64, self.to_rgb_128, alpha )
+
+        out_256 = self.progress(out_128, self.progression_256)
+        if step==6:
+            return self.output( out_128, out_256, self.to_rgb_128, self.to_rgb_256, alpha )
+
+
+class Discriminator(nn.Module):
+    def __init__(self, feat_dim=128):
+        super().__init__()
+
+        self.progression = nn.ModuleList([ConvBlock(feat_dim//4, feat_dim//4, 3, 1),
+                                          ConvBlock(feat_dim//4, feat_dim//2, 3, 1),
+                                          ConvBlock(feat_dim//2, feat_dim, 3, 1),
+                                          ConvBlock(feat_dim, feat_dim, 3, 1),
+                                          ConvBlock(feat_dim, feat_dim, 3, 1),
+                                          ConvBlock(feat_dim, feat_dim, 3, 1),
+                                          ConvBlock(feat_dim+1, feat_dim, 3, 1, 4, 0)])
+
+        self.from_rgb = nn.ModuleList([EqualConv2d(3, feat_dim//4, 1),
+                                       EqualConv2d(3, feat_dim//4, 1),
+                                       EqualConv2d(3, feat_dim//2, 1),
+                                       EqualConv2d(3, feat_dim, 1),
+                                       EqualConv2d(3, feat_dim, 1),
+                                       EqualConv2d(3, feat_dim, 1),
+                                       EqualConv2d(3, feat_dim, 1)])
+
+        self.n_layer = len(self.progression)
+
+        self.linear = EqualLinear(feat_dim, 1)
+
+    def forward(self, input, step=0, alpha=-1):
+        for i in range(step, -1, -1):
+            index = self.n_layer - i - 1
+
+            if i == step:
+                out = self.from_rgb[index](input)
+
+            if i == 0:
+                out_std = torch.sqrt(out.var(0, unbiased=False) + 1e-8)
+                mean_std = out_std.mean()
+                mean_std = mean_std.expand(out.size(0), 1, 4, 4)
+                out = torch.cat([out, mean_std], 1)
+
+            out = self.progression[index](out)
+
+            if i > 0:
+                # out = F.avg_pool2d(out, 2)
+                out = F.interpolate(out, scale_factor=0.5, mode='bilinear', align_corners=False)
+
+                if i == step and 0 <= alpha < 1:
+                    # skip_rgb = F.avg_pool2d(input, 2)
+                    skip_rgb = F.interpolate(input, scale_factor=0.5, mode='bilinear', align_corners=False)
+                    skip_rgb = self.from_rgb[index + 1](skip_rgb)
+                    out = (1 - alpha) * skip_rgb + alpha * out
+
+        out = out.squeeze(2).squeeze(2)
+        # print(input.size(), out.size(), step)
+        out = self.linear(out)
+
+        return out
\ No newline at end of file
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diff --git a/trial_test1_2022-03-04_21_4/train_config_test1_2022-03-04_21_4.txt b/trial_test1_2022-03-04_21_4/train_config_test1_2022-03-04_21_4.txt
new file mode 100644
index 0000000..326a016
--- /dev/null
+++ b/trial_test1_2022-03-04_21_4/train_config_test1_2022-03-04_21_4.txt
@@ -0,0 +1 @@
+Namespace(batch_size=4, channel=128, gpu_id=0, init_step=1, lr=0.001, n_critic=1, path='./image', pixel_norm=False, tanh=False, total_iter=150000, trial_name='test1', z_dim=128)
\ No newline at end of file
diff --git a/trial_test1_2022-03-04_21_4/train_log_test1_2022-03-04_21_4.txt b/trial_test1_2022-03-04_21_4/train_log_test1_2022-03-04_21_4.txt
new file mode 100644
index 0000000..66859b0
--- /dev/null
+++ b/trial_test1_2022-03-04_21_4/train_log_test1_2022-03-04_21_4.txt
@@ -0,0 +1,251 @@
+g,d,nll,onehot
+-0.90711,0.60056
+-0.13765,1.12639
+-0.28409,0.88462
+-0.08455,0.83674
+-0.14992,0.73662
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diff --git a/trial_test1_2022-03-04_21_4/train_test1_2022-03-04_21_4.txt.py b/trial_test1_2022-03-04_21_4/train_test1_2022-03-04_21_4.txt.py
new file mode 100644
index 0000000..a60bea6
--- /dev/null
+++ b/trial_test1_2022-03-04_21_4/train_test1_2022-03-04_21_4.txt.py
@@ -0,0 +1,247 @@
+from tqdm import tqdm
+import numpy as np
+from PIL import Image
+import argparse
+import random
+
+import torch
+import torch.nn.functional as F
+from torch import nn, optim
+from torch.autograd import Variable, grad
+from torch.utils.data import DataLoader
+from torchvision import datasets, transforms, utils
+
+from progan_modules import Generator, Discriminator
+
+
+def accumulate(model1, model2, decay=0.999):
+    par1 = dict(model1.named_parameters())
+    par2 = dict(model2.named_parameters())
+
+    for k in par1.keys():
+        par1[k].data.mul_(decay).add_(1 - decay, par2[k].data)
+
+
+def imagefolder_loader(path):
+    def loader(transform):
+        data = datasets.ImageFolder(path, transform=transform)
+        data_loader = DataLoader(data, shuffle=True, batch_size=batch_size,
+                                 num_workers=4)
+        return data_loader
+    return loader
+
+
+def sample_data(dataloader, image_size=4):
+    transform = transforms.Compose([
+        transforms.Resize(image_size+int(image_size*0.2)+1),
+        transforms.RandomCrop(image_size),
+        transforms.RandomHorizontalFlip(),
+        transforms.ToTensor(),
+        transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))
+    ])
+
+    loader = dataloader(transform)
+
+    return loader
+
+
+def train(generator, discriminator, init_step, loader, total_iter=600000):
+    step = init_step # can be 1 = 8, 2 = 16, 3 = 32, 4 = 64, 5 = 128, 6 = 128
+    data_loader = sample_data(loader, 4 * 2 ** step)
+    dataset = iter(data_loader)
+
+    #total_iter = 600000
+    total_iter_remain = total_iter - (total_iter//6)*(step-1)
+
+    pbar = tqdm(range(total_iter_remain))
+
+    disc_loss_val = 0
+    gen_loss_val = 0
+    grad_loss_val = 0
+
+    from datetime import datetime
+    import os
+    date_time = datetime.now()
+    post_fix = '%s_%s_%d_%d.txt'%(trial_name, date_time.date(), date_time.hour, date_time.minute)
+    log_folder = 'trial_%s_%s_%d_%d'%(trial_name, date_time.date(), date_time.hour, date_time.minute)
+    
+    os.mkdir(log_folder)
+    os.mkdir(log_folder+'/checkpoint')
+    os.mkdir(log_folder+'/sample')
+
+    config_file_name = os.path.join(log_folder, 'train_config_'+post_fix)
+    config_file = open(config_file_name, 'w')
+    config_file.write(str(args))
+    config_file.close()
+
+    log_file_name = os.path.join(log_folder, 'train_log_'+post_fix)
+    log_file = open(log_file_name, 'w')
+    log_file.write('g,d,nll,onehot\n')
+    log_file.close()
+
+    from shutil import copy
+    copy('train.py', log_folder+'/train_%s.py'%post_fix)
+    copy('progan_modules.py', log_folder+'/model_%s.py'%post_fix)
+
+    alpha = 0
+    #one = torch.FloatTensor([1]).to(device)
+    one = torch.tensor(1, dtype=torch.float).to(device)
+    mone = one * -1
+    iteration = 0
+
+    for i in pbar:
+        discriminator.zero_grad()
+
+        alpha = min(1, (2/(total_iter//6)) * iteration)
+
+        if iteration > total_iter//6:
+            alpha = 0
+            iteration = 0
+            step += 1
+
+            if step > 6:
+                alpha = 1
+                step = 6
+            data_loader = sample_data(loader, 4 * 2 ** step)
+            dataset = iter(data_loader)
+
+        try:
+            real_image, label = next(dataset)
+
+        except (OSError, StopIteration):
+            dataset = iter(data_loader)
+            real_image, label = next(dataset)
+
+        iteration += 1
+
+        ### 1. train Discriminator
+        b_size = real_image.size(0)
+        real_image = real_image.to(device)
+        label = label.to(device)
+        real_predict = discriminator(
+            real_image, step=step, alpha=alpha)
+        real_predict = real_predict.mean() \
+            - 0.001 * (real_predict ** 2).mean()
+        real_predict.backward(mone)
+
+        # sample input data: vector for Generator
+        gen_z = torch.randn(b_size, input_code_size).to(device)
+
+        fake_image = generator(gen_z, step=step, alpha=alpha)
+        fake_predict = discriminator(
+            fake_image.detach(), step=step, alpha=alpha)
+        fake_predict = fake_predict.mean()
+        fake_predict.backward(one)
+
+        ### gradient penalty for D
+        eps = torch.rand(b_size, 1, 1, 1).to(device)
+        x_hat = eps * real_image.data + (1 - eps) * fake_image.detach().data
+        x_hat.requires_grad = True
+        hat_predict = discriminator(x_hat, step=step, alpha=alpha)
+        grad_x_hat = grad(
+            outputs=hat_predict.sum(), inputs=x_hat, create_graph=True)[0]
+        grad_penalty = ((grad_x_hat.view(grad_x_hat.size(0), -1)
+                         .norm(2, dim=1) - 1)**2).mean()
+        grad_penalty = 10 * grad_penalty
+        grad_penalty.backward()
+        grad_loss_val += grad_penalty.item()
+        disc_loss_val += (real_predict - fake_predict).item()
+
+        d_optimizer.step()
+
+        ### 2. train Generator
+        if (i + 1) % n_critic == 0:
+            generator.zero_grad()
+            discriminator.zero_grad()
+            
+            predict = discriminator(fake_image, step=step, alpha=alpha)
+
+            loss = -predict.mean()
+            gen_loss_val += loss.item()
+
+
+            loss.backward()
+            g_optimizer.step()
+            accumulate(g_running, generator)
+
+        if (i + 1) % 1000 == 0 or i==0:
+            with torch.no_grad():
+                images = g_running(torch.randn(5 * 10, input_code_size).to(device), step=step, alpha=alpha).data.cpu()
+
+                utils.save_image(
+                    images,
+                    f'{log_folder}/sample/{str(i + 1).zfill(6)}.png',
+                    nrow=10,
+                    normalize=True,
+                    range=(-1, 1))
+ 
+        if (i+1) % 10000 == 0 or i==0:
+            try:
+                torch.save(g_running.state_dict(), f'{log_folder}/checkpoint/{str(i + 1).zfill(6)}_g.model')
+                torch.save(discriminator.state_dict(), f'{log_folder}/checkpoint/{str(i + 1).zfill(6)}_d.model')
+            except:
+                pass
+
+        if (i+1)%500 == 0:
+            state_msg = (f'{i + 1}; G: {gen_loss_val/(500//n_critic):.3f}; D: {disc_loss_val/500:.3f};'
+                f' Grad: {grad_loss_val/500:.3f}; Alpha: {alpha:.3f}')
+            
+            log_file = open(log_file_name, 'a+')
+            new_line = "%.5f,%.5f\n"%(gen_loss_val/(500//n_critic), disc_loss_val/500)
+            log_file.write(new_line)
+            log_file.close()
+
+            disc_loss_val = 0
+            gen_loss_val = 0
+            grad_loss_val = 0
+
+            print(state_msg)
+            #pbar.set_description(state_msg)
+
+
+if __name__ == '__main__':
+
+    parser = argparse.ArgumentParser(description='Progressive GAN, during training, the model will learn to generate  images from a low resolution, then progressively getting high resolution ')
+
+    parser.add_argument('--path', type=str, help='path of specified dataset, should be a folder that has one or many sub image folders inside')
+    parser.add_argument('--trial_name', type=str, default="test1", help='a brief description of the training trial')
+    parser.add_argument('--gpu_id', type=int, default=0, help='0 is the first gpu, 1 is the second gpu, etc.')
+    parser.add_argument('--lr', type=float, default=0.001, help='learning rate, default is 1e-3, usually dont need to change it, you can try make it bigger, such as 2e-3')
+    parser.add_argument('--z_dim', type=int, default=128, help='the initial latent vector\'s dimension, can be smaller such as 64, if the dataset is not diverse')
+    parser.add_argument('--channel', type=int, default=128, help='determines how big the model is, smaller value means faster training, but less capacity of the model')
+    parser.add_argument('--batch_size', type=int, default=4, help='how many images to train together at one iteration')
+    parser.add_argument('--n_critic', type=int, default=1, help='train Dhow many times while train G 1 time')
+    parser.add_argument('--init_step', type=int, default=1, help='start from what resolution, 1 means 8x8 resolution, 2 means 16x16 resolution, ..., 6 means 256x256 resolution')
+    parser.add_argument('--total_iter', type=int, default=300000, help='how many iterations to train in total, the value is in assumption that init step is 1')
+    parser.add_argument('--pixel_norm', default=False, action="store_true", help='a normalization method inside the model, you can try use it or not depends on the dataset')
+    parser.add_argument('--tanh', default=False, action="store_true", help='an output non-linearity on the output of Generator, you can try use it or not depends on the dataset')
+    
+    args = parser.parse_args()
+
+    print(str(args))
+
+    trial_name = args.trial_name
+    device = torch.device("cuda:%d"%(args.gpu_id))
+    input_code_size = args.z_dim
+    batch_size = args.batch_size
+    n_critic = args.n_critic
+
+    generator = Generator(in_channel=args.channel, input_code_dim=input_code_size, pixel_norm=args.pixel_norm, tanh=args.tanh).to(device)
+    discriminator = Discriminator(feat_dim=args.channel).to(device)
+    g_running = Generator(in_channel=args.channel, input_code_dim=input_code_size, pixel_norm=args.pixel_norm, tanh=args.tanh).to(device)
+    
+    ## you can directly load a pretrained model here
+    #generator.load_state_dict(torch.load('./tr checkpoint/150000_g.model'))
+    #g_running.load_state_dict(torch.load('checkpoint/150000_g.model'))
+    #discriminator.load_state_dict(torch.load('checkpoint/150000_d.model'))
+    
+    g_running.train(False)
+
+    g_optimizer = optim.Adam(generator.parameters(), lr=args.lr, betas=(0.0, 0.99))
+    d_optimizer = optim.Adam(discriminator.parameters(), lr=args.lr, betas=(0.0, 0.99))
+
+    accumulate(g_running, generator, 0)
+
+    loader = imagefolder_loader(args.path)
+
+    train(generator, discriminator, args.init_step, loader, args.total_iter)