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Reset xmodmap Keyboard

setxkbmap -layout us

Swap Caps_Lock and Control_L

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alternatively use: http://geoff.greer.fm/lscolors/

LSCOLORS

The value of this variable describes what color to use for which attribute when colors are enabled with CLICOLOR. This string is a concatenation of pairs of the format fb, where f is the foreground color and b is the background color.

The color designators are as follows:

a black

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NOTE: "nb_classes" is set automatically now in training; hence, ignore it as parameter. 

2019-01-17 12:43:53,439 Training parameters: {'dataset': 'cars', 'sz_embedding': 64, 'nb_classes': 100, 'sz_batch': 32, 'lr_embedding': 1e-05, 'lr_inception': 0.001, 'lr_proxynca': 0.001, 'weight_decay': 0.0005, 'epsilon': 0.01, 'gamma': 0.1, 'nb_epochs': 20, 'log_filename': 'cars-scalenorm', 'gpu_id': 1, 'nb_workers': 16}
2019-01-17 12:43:53,440 Training for 20 epochs.
2019-01-17 12:43:53,440 **Evaluating initial model...**
2019-01-17 12:44:26,258 NMI: 33.773
2019-01-17 12:44:31,517 R@1 : 28.754
2019-01-17 12:44:31,729 R@2 : 39.208
2019-01-17 12:44:31,937 R@4 : 51.273

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2019-01-18 19:40:32,659 Training parameters: {'dataset': 'cars', 'config': 'config_default.json', 'sz_embedding': 64, 'sz_batch': 32, 'nb_epochs': 50, 'log_filename': 'default-config', 'gpu_id': 3, 'nb_workers': 16}
2019-01-18 19:40:32,659 Training for 50 epochs.
2019-01-18 19:40:32,660 **Evaluating initial model...**
2019-01-18 19:41:29,950 NMI: 33.707
2019-01-18 19:41:36,078 R@1 : 27.315
2019-01-18 19:41:36,360 R@2 : 37.769
2019-01-18 19:41:36,629 R@4 : 50.203
2019-01-18 19:41:36,862 R@8 : 63.707
2019-01-18 19:42:32,918 Epoch: 0, loss: 4.153, time (seconds): 56.05.
2019-01-18 19:42:32,919 **Evaluating...**

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from .base import *
import scipy.io

class Cars(BaseDataset):
    def __init__(self, root, classes, transform = None):
        BaseDataset.__init__(self, root, classes, transform)
        annos_fn = 'cars_annos.mat'
        cars = scipy.io.loadmat(os.path.join(root, annos_fn))
        ys = [int(a[5][0] - 1) for a in cars['annotations'][0]]

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ZSH CheatSheet

This is a cheat sheet for how to perform various actions to ZSH, which can be tricky to find on the web as the syntax is not intuitive and it is generally not very well-documented.

Strings

Description	Syntax
Get the length of a string	${#VARNAME}
Get a single character	${VARNAME[index]}