BIGBALLON

# uninstall old versions
sudo apt-get remove docker docker-engine docker.io containerd runc
# install latest versions
sudo apt-get update
sudo apt-get install apt-transport-https ca-certificates curl gnupg-agent software-properties-common -y
curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo apt-key add -
sudo add-apt-repository \
   "deb [arch=amd64] https://download.docker.com/linux/ubuntu \
   $(lsb_release -cs) \
   stable"

BIGBALLON

import argparse
import gym
import os
import torch
import torch.nn as nn
import torch.optim as optim
import torch.nn.functional as F
import seaborn as sns
import pandas as pd
import numpy as np

BIGBALLON

from PIL import Image, ImageOps


def padding(img, expected_size):
    desired_size = expected_size
    delta_width = desired_size - img.size[0]
    delta_height = desired_size - img.size[1]
    pad_width = delta_width // 2
    pad_height = delta_height // 2
    padding = (pad_width, pad_height, delta_width - pad_width, delta_height - pad_height)

BIGBALLON

# Install tmux 2.8 on Centos

# install deps
yum install gcc kernel-devel make ncurses-devel

# DOWNLOAD SOURCES FOR LIBEVENT AND MAKE AND INSTALL
curl -LOk https://github.com/libevent/libevent/releases/download/release-2.1.8-stable/libevent-2.1.8-stable.tar.gz
tar -xf libevent-2.1.8-stable.tar.gz
cd libevent-2.1.8-stable
./configure --prefix=/usr/local

BIGBALLON

Tabs and Windows

Function	Shortcut
New Tab	⌘ + T
Close Tab or Window	⌘ + W (same as many mac apps)
Go to Tab	⌘ + Number Key (ie: ⌘2 is 2nd tab)
Go to Split Pane by Direction	⌘ + Option + Arrow Key
Cycle iTerm Windows	⌘ + backtick (true of all mac apps and works with desktops/mission control)

BIGBALLON

[2021-03-14 04:47:11] LOCAL_RANK: 0, RANK: 0
[2021-03-14 04:47:11] 
CFG_DEST: config.yaml
CUDNN:
  BENCHMARK: true
  DETERMINISTIC: false
MODEL:
  ARCH: botnet50
  PRETRAINED: false
  SYNCBN: false

BIGBALLON

" BASIC SETTING
set number
set noswapfile
set autoindent
set cindent
set mouse=a
set encoding=utf-8

set cursorcolumn
set cursorline

BIGBALLON

import torch

checkpoint = torch.load("resnet18.pth.tar")
state_dict = checkpoint["state_dict"]

from collections import OrderedDict

new_state_dict = OrderedDict()
for k, v in state_dict.items():
    name = k[7:]  # remove 'module.' of dataparallel

BIGBALLON

import numpy as np

def voc_ap(rec, prec):
    # correct AP calculation
    # first append sentinel values at the end
    mrec = np.concatenate(([0.], rec, [1.]))  #[0.  0.0666, 0.1333, 0.4   , 0.4666,  1.] 
    mpre = np.concatenate(([0.], prec, [0.])) #[0.  1.,     0.6666, 0.4285, 0.3043,  0.]
    for i in range(mpre.size - 1, 0, -1):
        mpre[i - 1] = np.maximum(mpre[i - 1], mpre[i])  #[1.     1.     0.6666 0.4285 0.3043 0.    ]

BIGBALLON

import math
import os
import random
from itertools import product

import numpy as np
from imgaug import augmenters as iaa
from PIL import Image

IMG_SIZE = 600