ADaPTION | adapted version of the original caffe deep learning library | Machine Learning library
kandi X-RAY | ADaPTION Summary
kandi X-RAY | ADaPTION Summary
Deep neural networks (DNN) and Convolutional Networks (CNNs) offer a great opportunity for lots of classification and recognition tasks in machine learning, such as handwritten digit recognition (based on MNIST dataset) or image classification (based on Imagenet dataset). The weight between two consecutive neurons within the deep network is stored with high-resolution, i.e. 32 bit floating point are used to represent the weights. Furthermore, while training such a network the weight needs to be updated based on a gradient descent technique, such as error backpropagation. The weight update is then stored and propagated through the network. However, storage capacity and memory access are two limiting factors when it comes to an implementation of deep networks on small devices, since the storage capacity is limited and each memory access consumes power.\\ We extended the well-known deep learning library Caffe to support training deep CNNs with reduced numerical precision of weights, as well as activations using fixed-point notation. We are able to quantize VGG16 [Zisserman 2014] down to 16 bit weights and activations with only 0.8 % drop in top-1 accuracy compared to its high precision counterpart. The quantization especially of the activations lead to increase of up to 50 % of sparsity in certain layers, which can be exploited to skip multiplications with zero, thus performing fast and computationally cheap inference.
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ADaPTION Examples and Code Snippets
Community Discussions
Trending Discussions on ADaPTION
QUESTION
I want to extract all the columns starting from line 1472 named "Physics", "Time", "dt", "Progress", "Nonlinear Iteration" "Linear Iterations"...."Nodes After Adaption") from the attached text file as a dataframe either in python or in R. I don't know how to use regular expression for that. I highly appreciate any help.
https://i.stack.imgur.com/30lkp.png https://drive.google.com/file/d/1sLa5EjgbKNXf0u59PQNTkE_rMpMK8WN0/view?usp=sharing
...ANSWER
Answered 2021-May-20 at 22:59Since I used readLines, which does not have a skip parameter, I just read in the whole thing and then removed the first 1471 lines:
QUESTION
I am looking to build a simple logic to let user define which templates that should be called upon. The code illustrates a minimized example. The setup is very useful when having many templates, e.g. the output I am building is about 2.600 lines of XHTML code. Then it is very good being able to exclude several templates to focus on only some of the templates.
I have created above setup (previously) successfully having XML as source file and modularized code. I suspect it is my setup with having JSON as source file and the adaption of code that causes the problem.
Below code should allow the user to switch variable "build-with-books" from 0 to 1, and if set to 1, the "if" element should call the included template.
I am sure that there are many "smarter" way of solving my needs. Currently I am just looking to understand why my code does not follow the wanted logics of switching on/off the build of elements.
XSLT fiddle is down so I just paste my code below:
data:
...ANSWER
Answered 2021-May-21 at 07:21Start
Delete this part from principal.xsl: (call-template uses the current context and that is still your match on data)
QUESTION
Wildfly 20 is connected with a Logstash instance listening on tcp port 5300:
logstash.conf:
...ANSWER
Answered 2021-Apr-08 at 15:03With the above setup the following Wildfly CLI command sucessfully renames the wanted keys' default values:
QUESTION
I am trying to make Zscores graph as given below.
My data is based on NetLogo experiments and have repeated columns of same variables(say 10 times). It consists of different scenarios. I am trying to make a one representative graph to understand data. I am trying bit by bit. For the data given below lets say for Adaption scenario;
ANSWER
Answered 2021-Apr-07 at 17:13You've not given us values for Scenario
in you MWE, so it's not clear if you want to standardise within or between scenarios. This code standardises within scenario: that is, it calculates the effect size for each column.
As always, it helps to tidy your data before you start: that is the effect of the call to pivot_longer
. Obviously, when you have your own Scenario
, you can remove the add_column
call.
QUESTION
I have two questions regarding Quarkus:
Can quarkus be used with ANY java library when NOT using native mode? I don't understand the sense of quarkus extensions, for example, the extensions provided in https://github.com/quarkiverse for non native images. Are these extensions only needed when using quarkus in native mode?
I read Quarkus extensions nediness, but it vague describes if I can run any java lib in quarkus (when not using native images) without adaptions.
When comparing Quarkus with Wildfly, then it is obvious that Quarkus starts faster, BUT is quarkus also faster (and more memory friendly) while running the application in the long term (24 hours x 7 days)? I have read that, for example, speed and memory consumption on start is better in quarkus than wildfly, BUT when comparing runtime, then the story can be different because of quarkus non dynamical approach (e.g. quarkus bypasses JIT). Is that true? And if so, why?
Currently, I use Wildfly but I am considering to switch to Quarkus if (and only if), it supports all java libs out of the box in non-native mode (like wildfly) and is also better regarding speed and memory consumption while running the application in the long term (and not only at startup).
...ANSWER
Answered 2021-Mar-29 at 15:08- It is true that quarkus can be used with any java library when not using native mode. You are not utilizing Quarkus' real strength by not using extensions. Quarkus works on the philosophy of 'compile time boot' with which it is able to achieve fast start-up time. This is where extensions come into play. extensions tell quarkus what are the things that can be pre-processed even when not using native mode(https://quarkus.io/guides/writing-extensions#why-an-extension-framework)
As per the wiki(https://github.com/quarkiverse/quarkiverse/wiki) quarkiverse is for all the extensions that didn't find its place in quarkus-core project.
- There is no binary answer. There are lot blogs on the quarkus experiments and all of them have got varying results. You will need to conduct your own experiments to see if quarkus really fits your usecase and performance expectations. but on the home page(https://quarkus.io/) though they only claim improvements in start-up time and memory consumption.
Quarkus does not bypass JIT, It just perform the same thing differently
QUESTION
I have been having an issue and have spent days trying to find a solution, I'm trying to learn SwiftUI having not done Swift in a while and only getting back into it post neurosurgery to remove brain tumour (so maybe I'm just a bit slow). I'd spend a bit of time trying to solve this then give up and move on only to come back to it, but I'm reaching the point where I need it sorted as little else needs done in my app update / conversion to SwiftUI.
I am trying to display a year (eg 2021) output as just a number off some previous code I did, this is not handled as a date for a reason I won't get into here. I'm just passing years as numbers. However when I put these into Text() in the middle of a string they are always output formatted like a normal number (eg 2,021) which obviously is not how years are displayed.
Basically what I need is just a way to tell Text() to ignore the fact it's a "number" and just display it as is with no adaption as if it is just string value as part of the string it's being added to.
Example
...ANSWER
Answered 2021-Mar-12 at 15:05You can just wrap it in a String().
QUESTION
In the layout editor, I am using Pixel 2 as shown below. [1]: https://i.stack.imgur.com/zeTlj.jpg
The problem is in the layout editor, there is still some space between the TextView and the bottom of the screen but in the emulator, there is no space. If the TextView gets longer, it will still be visible in the layout editor but in the emulator, some text at the bottom will get cut off. The emulator is also Pixel 2 so shouldn't it look the same as the layout in the layout editor?
Here is the emulator https://i.stack.imgur.com/6np2Z.png
Below is the xml code
...ANSWER
Answered 2021-Mar-04 at 09:23The app's layout will reflect differently on different devices because each device has a different screen size and in your layout file, there is also an option to choose the screen size. You can use margin_bottom
in TextView
to reduce the error. But it mainly depends on the screen size of the device. You can also use NestedScrollView
to reflect your design on the maximum screen.
QUESTION
My task is to convert one or more lists occurring in texts to a unordered html list. The text I want to convert into a list item starts with a line-break followed by a dash and a blank. But as my users were creative there might be line-breaks within a future list item as shown in the examples.
What regular expression could find the textblocks which are to be converted as lists. Just catching the first block and letting the conversion script run several times is also an option.
A "list" is defined by
- two line-breaks
- a dash
- a blank
- at least two lines of text
- two line-breaks as the end of the list
The input text looks as follows:
...ANSWER
Answered 2021-Feb-10 at 14:54You may use this regex in MULTILINE mode to get 3 required matches:
QUESTION
I am trying to create a Split Layout using https://tympanus.net/codrops/2013/10/25/split-layout/ However, I am unable to see the contents below the split view. I am able to scroll but cannot see contents of element id "services". I am not posting the CSS in order to avoid making it readable. The CSS can be found on the link above. Thank you.
...ANSWER
Answered 2021-Feb-09 at 04:27Change the position: fixed;
on .side
to position: absolute;
.
QUESTION
I am using a script populating the Structure-from-Motion software COLMAP with custom features. This script is usually distributed for linux and I had to do some adaptions in Windows 10.
The script is calling COLMAP via:
...ANSWER
Answered 2021-Feb-05 at 08:39I found the solution on a different website. I had to copy the platforms folder containing the qwindows.dll into the bin folder. This works as a solution for many different applications executable with a .exe; subprocess.call
was then able to find the qt platform plugin and the script ran without errors.
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