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git show-branch \
| sed "s/].*//" \
| grep "\*" \
| grep -v "$(git rev-parse --abbrev-ref HEAD)" \
| head -n1 \
| sed "s/^.*\[//"

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import torch as th                                                                 
                                                                                   
                                                                                   
class NLL_OHEM(th.nn.NLLLoss):                                                     
    """ Online hard example mining. 
    Needs input from nn.LogSotmax() """                                             
                                                                                   
    def __init__(self, ratio):      
        super(NLL_OHEM, self).__init__(None, True)                                 
        self.ratio = ratio                                                         

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import io
import os
import numpy as np
from PIL import Image
from pymongo import MongoClient
from torch.utils.data import Dataset, DataLoader
from torchvision import transforms


def pil_loader(f):

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import math
from collections import OrderedDict
import torch.nn as nn
import torch.nn.init as init
import torch as th
import torch.nn.functional as F
from torch.autograd import Variable


class SPPLayer(nn.Module):