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def add_zoom_crop(img, crop_xs, crop_ys, r, inset_coord): | |
x1,x2 = crop_xs | |
y1,y2 = crop_ys | |
img = (img*255).astype(np.uint8) | |
inset_coord_end = ( int(inset_coord[0]+(x2-x1)*r), int(inset_coord[1] +(y2-y1)*r)) | |
patch = img[y1:y2,x1:x2] | |
patch_bigger = cv2.resize(patch, ( int(patch.shape[1]*r), int(patch.shape[0]*r))) | |
img[inset_coord[1]:inset_coord[1]+patch_bigger.shape[0], inset_coord[0]:inset_coord[0]+patch_bigger.shape[1]] = np.atleast_3d(patch_bigger) | |
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######################## | |
# https://gist.github.com/alper111/b9c6d80e2dba1ee0bfac15eb7dad09c8 | |
def gauss_kernel(size=5, device=torch.device('cpu'), channels=3): | |
kernel = torch.tensor([[1., 4., 6., 4., 1], | |
[4., 16., 24., 16., 4.], | |
[6., 24., 36., 24., 6.], | |
[4., 16., 24., 16., 4.], |
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def group_weight(module, lr_encoder, lr_decoder, WD): | |
group_decay = { 'encoder': [], 'decoder':[]} | |
group_bias = { 'encoder': [], 'decoder':[]} | |
group_GN = { 'encoder': [], 'decoder':[]} | |
for name, m in module.named_modules(): | |
# if hasattr(m, 'requires_grad'): | |
# if m.requires_grad: | |
# continue |
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name: "color" | |
input: "data" | |
input_dim: 1 | |
input_dim: 4 | |
input_dim: 256 | |
input_dim: 256 | |
layer { | |
name: "data_l_ab_mask" | |
type: "Input" | |
top: "data_l_ab_mask" |
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name: "RED-Net" | |
input: "data" | |
input_dim: 1 | |
input_dim: 3 | |
input_dim: 256 | |
input_dim: 256 | |
# conv1 | |
layer { | |
name: "conv1" |
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Primarily about computing factorials" | |
] | |
}, | |
{ |
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#Newbie programmer | |
def factorial(x): | |
if x == 0: | |
return 1 | |
else: | |
return x * factorial(x - 1) | |
print factorial(6) | |
#First year programmer, studied Pascal |
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""" This module shows how to retrieve the duration of an audio or video file on Windows by getting the file details | |
with Powershell, tested on Powershell 4. """ | |
import subprocess | |
myFileLocation = r"'C:\Users\Marco\Untitled.wma'" # or myFileLocation = 'C:\\Users\\yourname\\test.mp4' | |
def getFileDuration(fileLocation): | |
# Calls the Powershell script that gets the file duration | |
return subprocess.check_output([r'C:\WINDOWS\system32\WindowsPowerShell\v1.0\powershell.exe', | |
'(((New-Object -COMObject Shell.Application).Namespace((Split-Path {0})))).GetDetailsOf((((New-Object -COMObject Shell.Application).Namespace((Split-Path {0}))).ParseName((Split-Path {0} -Leaf))), 183);'.format(myFileLocation)]).decode("utf-8").splitlines()[0] |