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Category:Scanners Category:Companies based in San Jose, California Category:Companies established in 1995 Category:Products introduced in 1995 Category:Software companies based in the San Francisco Bay Area Category:Scanner manufacturersimport tensorflow as tf from tensorflow.python.framework import dtypes from functools import partial import torch.nn as nn import torch.nn.functional as F import torch.nn.modules as mod import torch.optim as optim from torch.utils.checkpoint import checkpoint, load_checkpoint from torch.utils.data import Dataset, DataLoader import data_loader from common import data_utils from forward_models import * from matrices import * class ResBlock(nn.Module): def __init__(self, in_channels, out_channels, stride, downsample=None, bn=True): super(ResBlock, self).__init__() self.stride = stride if downsample is None: downsample = stride else: downsample = int(float(downsample) / float(stride)) self.bn = bn self.conv1 = conv_bn_relu(in_channels=in_channels, out_channels=in_channels//downsample, bn=True, stride=1) self.conv2 = conv_bn_relu(in_channels=in_channels//downsample, out_channels=out_channels,









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