diffy | Easy Diffing in Ruby
kandi X-RAY | diffy Summary
kandi X-RAY | diffy Summary
Diffy - Easy Diffing With Ruby
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Top functions reviewed by kandi - BETA
- Return the diff of the file
- Determine the diff between two lines .
- Iterates over each line
- Recursively reconstructs all characters in a string .
- Get the diff of the diff
- Convert the string into a string
- Wrapper around lines
- Determines the lines of a markdown line .
- Returns a string representation of the format .
- Splits a line into chunkspace
diffy Key Features
diffy Examples and Code Snippets
Community Discussions
Trending Discussions on diffy
QUESTION
import torch
import torch.nn as nn
import torch.nn.functional as F
class double_conv(nn.Module):
'''(conv => BN => ReLU) * 2'''
def __init__(self, in_ch, out_ch):
super(double_conv, self).__init__()
self.conv = nn.Sequential(
nn.Conv2d(in_ch, out_ch, 3, padding=1),
nn.BatchNorm2d(out_ch),
nn.ReLU(inplace=True),
nn.Conv2d(out_ch, out_ch, 3, padding=1),
nn.BatchNorm2d(out_ch),
nn.ReLU(inplace=True)
)
def forward(self, x):
x = self.conv(x)
return x
class inconv(nn.Module):
def __init__(self, in_ch, out_ch):
super(inconv, self).__init__()
self.conv = double_conv(in_ch, out_ch)
def forward(self, x):
x = self.conv(x)
return x
class down(nn.Module):
def __init__(self, in_ch, out_ch):
super(down, self).__init__()
self.mpconv = nn.Sequential(
nn.MaxPool2d(2),
double_conv(in_ch, out_ch)
)
def forward(self, x):
x = self.mpconv(x)
return x
class up(nn.Module):
def __init__(self, in_ch, out_ch, bilinear=True):
super(up, self).__init__()
# would be a nice idea if the upsampling could be learned too,
# but my machine do not have enough memory to handle all those weights
if bilinear:
self.up = nn.Upsample(scale_factor=2, mode='bilinear', align_corners=True)
else:
self.up = nn.ConvTranspose2d(in_ch//2, in_ch//2, 2, stride=2)
self.conv = double_conv(in_ch, out_ch)
def forward(self, x1, x2):
x1 = self.up(x1)
diffX = x1.size()[2] - x2.size()[2]
diffY = x1.size()[3] - x2.size()[3]
x2 = F.pad(x2, (diffX // 2, int(diffX / 2),
diffY // 2, int(diffY / 2)))
x = torch.cat([x2, x1], dim=1)
x = self.conv(x)
return x
class outconv(nn.Module):
def __init__(self, in_ch, out_ch):
super(outconv, self).__init__()
self.conv = nn.Conv2d(in_ch, out_ch, 1)
def forward(self, x):
x = self.conv(x)
return x
class UNet(nn.Module):
def __init__(self, n_channels, n_classes):
super(UNet, self).__init__()
self.inc = inconv(n_channels, 64)
self.down1 = down(64, 128)
self.down2 = down(128, 256)
self.down3 = down(256, 512)
self.down4 = down(512, 512)
self.up1 = up(1024, 256)
self.up2 = up(512, 128)
self.up3 = up(256, 64)
self.up4 = up(128, 64)
self.outc = outconv(64, n_classes)
def forward(self, x):
self.x1 = self.inc(x)
self.x2 = self.down1(self.x1)
self.x3 = self.down2(self.x2)
self.x4 = self.down3(self.x3)
self.x5 = self.down4(self.x4)
self.x6 = self.up1(self.x5, self.x4)
self.x7 = self.up2(self.x6, self.x3)
self.x8 = self.up3(self.x7, self.x2)
self.x9 = self.up4(self.x8, self.x1)
self.y = self.outc(self.x9)
return self.y
...ANSWER
Answered 2021-Jun-11 at 09:42Does n_classes signify multiclass segmentation?
Yes, if you specify n_classes=4
it will output a (batch, 4, width, height)
shaped tensor, where each pixel can be segmented as one of 4
classes. Also one should use torch.nn.CrossEntropyLoss
for training.
If so, what is the output of binary UNet segmentation?
If you want to use binary segmentation you'd specify n_classes=1
(either 0
for black or 1
for white) and use torch.nn.BCEWithLogitsLoss
I am trying to use this code for image denoising and I couldn't figure out what will should the n_classes parameter be
It should be equal to n_channels
, usually 3
for RGB or 1
for grayscale. If you want to teach this model to denoise an image you should:
- Add some noise to the image (e.g. using
torchvision.transforms
) - Use
sigmoid
activation at the end as the pixels will have value between0
and1
(unless normalized) - Use
torch.nn.MSELoss
for training
Because [0,255]
pixel range is represented as [0, 1]
pixel value (without normalization at least). sigmoid
does exactly that - squashes value into [0, 1]
range, hence linear
outputs (logits) can have a range from -inf
to +inf
.
Why not a linear output and a clamp?
In order for the Linear layer to be in [0, 1]
range after clamp possible output values from Linear would have to be greater than 0
(logits range to fit the target: [0, +inf]
)
Why not a linear output without a clamp?
Logits outputted would have to be within [0, 1]
range
Why not some other method?
You could do that, but the idea of sigmoid
is:
- help neural network (any logit value can be outputted)
- first derivative of
sigmoid
is gaussian standard normal, hence it models the probability of many real-life occurring phenomena (see also here for more)
QUESTION
I have the below script attached to my main camera. Its for a VR app. The script allows me to rotate the camera when pressing down on the mouse button.
The script works but the problem is, while I have the mouse button pressed down the view slightly keeps rotating towards the left. When I release the mouse button the movement stops.
I cant find the cause of this "ghost" movement
...ANSWER
Answered 2021-May-06 at 13:01QUESTION
I am learning the concepts of Composition in JS. Below is my demo code.
The moveBy
function assigns the values correctly to x
and y
.
However, the setFillColor
function does not assign the passed value to fillColor
.
What exactly is happening when the setFillColor
function is called?
ANSWER
Answered 2021-Mar-29 at 14:30The problem stems from this assignment in createShape
- annotations by me:
QUESTION
The red circle is at a known angle of 130°, then I want to draw the navy line from the center to 130° using x and y of the red circle but it looks like I missed the calculation.
Currently, the angle of the Navy line is a reflection to the angle of the red line and if I add minus sign ➖ to *diffX * at line13, it'll work as expected but Why do I need to do that by myself, why can't the Calculations at line 10 and 13 figured out if x should be minus ➖ or plus.
I couldn't figure out where I was wrong..any help/suggestions are appreciated!
...ANSWER
Answered 2021-Feb-21 at 16:07Seems you are using too much minuses.
At first, you define angle -130
degrees, close to -3Pi/4
. Cosine and sine values for this angle are about -0.7
, using hypothenus = 100
, we get x =W/2-70, y = H/2-70
QUESTION
I am new to iOS Development and I want to build some workout app and want to have some zoom-in animation after launching the app. I searched for it on the internet and found some YouTube video, where I saw how to do the animation immediately after launching the app. So I wrote down the code, that was presented in the video. So in the ViewController.swift I got imageView
variable, which is the logo. And in ViewController.swift my code looks like this:
ANSWER
Answered 2020-Dec-31 at 13:41welcome to stackOverflow. The problem is that you are not grabbing the correct instance of HomeViewController. By doing let viewController = HomeViewController()
you are creating a new one rather than grabbing the instance you created in the storyboard.
Change that line to
QUESTION
App has bottom navigation menus and fragments. This is the fragment which requires swipe detection similar to Tinder:
...ANSWER
Answered 2020-Nov-27 at 07:31In Android, a gesture is defined as the beginning of ACTION_DOWN and ending with ACTION_UP. If you want your view to receive a gesture, you MUST return true for ACTION_DOWN, otherwise, you will got nothing.
Root cause
QUESTION
Find the buried treasure!
...ANSWER
Answered 2020-Nov-23 at 22:36As you say the code seems to work - I copied into the snippet below which you can run here. I added some console logging to see what was going on. The only change I made was to the width & height vars which were both set at 800 when in fact the image is 400 x 400. Maybe that was your issue. Otherwise it appears to work.
You might want to consider breaking the image into a grid of squares, say 20x20px. Then maybe mark where the player clicked already with a semi-transparent div.
QUESTION
In my libgdx test game, I have initially created 2 circle objects (stellar) about which I will say more in details below. However, my goal is to simulate gravity in 2d, where smaller object orbits towards center of bigger object (just like earth orbits sun) but closer and closer to the center of bigger.
So, I have created the following:
- stellar1: smaller, 10px radius, 10 mass, dynamic (can move), initial position -160x90, velocity (0,0), accelerator (0,0)
- stellar2: bigger, 30px radius, 30 mass, static (cannot move), initial position 0x0, velocity (0,0), accelerator (0,0)
Here is also a screenshot, just to have a picture:
I will give the full code below of what I did so far, before that I want to mention I have 2 approaches, StellarTest1 and StellarTest2.
First StellarTest1, I've tried to add some extra values like 1000f to both x and y just to see something in action like:
...ANSWER
Answered 2020-Nov-22 at 16:47Your update approach in StellarTest1 looks conceptually fine to me (I assume this 1000f
factor is way to adjust the gravitational constant/mass of the bigger body). However, of you want some extra decay of the orbit, you need to add some fictitious velocity-dependent drag term to the acceleration. There is no need of StellarTest2, because you should get a comparable results while the calculation of cos and sin is slower and expensive, while the same components in StellarTest1 are calculated in a purely algebraic way (multiplication and division) which are much faster.
But to achieve some interesting orbit you need not only the two coordinates of the initial position of the smaller object, but also the two coordinates of the initial velocity of the smaller object! Without specifying the initial velocity or assuming it is zero you are not going to get a nice curved orbit. You need to choose initial velocity. Also, the orbits should not get nowhere near the center of the big object, because the Newtonian gravitational force-field has a singularity at the center of the bigger body, so the closer the smaller body gets to that singularity, the worse the orbit will look (and the numerical errors will blow out of proportion) and it is not surprising you are getting the smaller body shot out of the center of the bigger one.
In general there is a way to choose a velocity that will send the smaller body on an elliptic orbit with predefined orbital parameters: the length of the semi-major axis a
, orbital eccentricity e
, the angle omega
between the semi-major axis and the horizontal x-axis and the angle f
(called true anomaly) between the position vector from the bigger to the smaller body and the the semi-major axis.
QUESTION
Sorry if this has been asked before i did search and couldn't find anything.
I am currently in the process of creating a react application and need to render details to a canvas. The program itself is going to be a map creation program. Currently I'm drawing to the canvas with the canvas context, although I want to change this out to konva or ocanvas eventually.
My isssue at the moment is I'm struggling to find a nice way to seperate everything as the canvas need to handle lots of mouse events, rendering the data, and "tool" selection and some data manupulation. Ideally I'd like to seperate this code out to a seperate units so all of the code isn't in one place. IE: rendering logic, input logic, etc... How would I go about doing this? bearing in mind the map MAY need to be passed into the sub unit.
Below is a snippet of the code i currently have i have removed some of the granular details but have kept all my mouse code and values:
...ANSWER
Answered 2020-Nov-11 at 12:51After some considerations and thinking about the problem i have come up with the following solution:
Within the canvas class create and initlise a list of "tools" part of this inilisation is giving a list of callback functions to update the state IE: render scale & offsets. the within the event functions for the canvas call the event within the selected tool.
This method is quite expandable as any functions can be added to the callback, this means the tools can be coded to do anything. I also added a render function to the tool which get's called last and can render custom elements to the screen depending on the tool.
QUESTION
I'm building an app, that allows the user to move 2 textviews in Xamarin android .net. Everything works as it should, exept for onScale (pinch gesture). Debug shows that IOnScaleGestureListener functions are never called(that's why i left them empty). Does anyone know what do i need to do to call them? main activity
...ANSWER
Answered 2020-Oct-29 at 10:22The problem was in OnTouch()
i was returning
return gestureDetector.OnTouchEvent(e);
instead of
return scaleDetector.OnTouchEvent(e);
what's why non of this functions:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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On a UNIX-like operating system, using your system’s package manager is easiest. However, the packaged Ruby version may not be the newest one. There is also an installer for Windows. Managers help you to switch between multiple Ruby versions on your system. Installers can be used to install a specific or multiple Ruby versions. Please refer ruby-lang.org for more information.
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