MEAL | Official Implementation of MEAL | Machine Learning library
kandi X-RAY | MEAL Summary
kandi X-RAY | MEAL Summary
This is the official PyTorch implementation for paper:. MEAL: Multi-Model Ensemble via Adversarial Learning (AAAI 2019, Oral). Zhiqiang Shen*, Zhankui He*, Xiangyang Xue. The key idea of this work is distilling diverse knowledge from different trained models (teachers) into a single student network, in order to learn an ensemble of multiple models without incurring additional testing costs. We use adversarial-based learning strategy where we define a block-wise training loss to guide and optimize the predefined student network to recover the knowledge in teacher models, and to promote the discriminator network to distinguish teacher vs. student features simultaneously. The student and teacher networks we implemented are listed in \models, and it is also easy to add new networks in our repo. The corresponding author of this paper is: Dr. Zhiqiang Shen.
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Top functions reviewed by kandi - BETA
- Runs the test function
- Definition of DPN
- Denset_cifar
- Select the output selector
- Test resnexn
- ResNeXT
- Compute the gradients of x
- Gradient for gradients
- Compute the feature map
- Add a feature to the feature map
- Compute feature maps
- Add feature to feature map
- Train the network
- Compute the gradient of the gradients
- Forward forward computation
- Compute the features of x
- Get the model
MEAL Key Features
MEAL Examples and Code Snippets
Lines of Code : 41License : Permissive (MIT License)
Copypublic static void main(String...args){
List numbers = Arrays.asList(3,4,5,1,2);
Arrays.stream(numbers.toArray()).forEach(System.out::println);
int calories = menu.stream()
.mapToInt(Dish::getC public static void main(String[] args) {
Scanner scan = new Scanner(System.in);
double mealCost = scan.nextDouble(); // original meal price
int tipPercent = scan.nextInt(); // tip percentage
int taxPercent = scan.nextInt(); // tax percentage
@PUT
@Path("/{id}")
@Consumes("application/json")
@Produces({ "application/json" })
public Response update(@PathParam("id") int id, Meal meal) {
meals.set(id, meal);
return Response.ok()
.entity(meal)
Community Discussions
Trending Discussions on MEAL
QUESTION
What I want to make, is to create a record of this class:
...ANSWER
Answered 2021-Jun-15 at 17:47 if form.is_valid():
my_form = form.save(commit=False)
my_form.user = request.user
my_form.save()
QUESTION
I want to make a Telegram bot to notify korea school meal but It has a problem
AttributeError: 'list' object has no attribute 'data_filter'
I tried to modify the source code, but I was quite a beginner, so another error occurred when I tried to modify it. I'm sorry to write such an unhelpful word.
koreans are not the cause of the error
...ANSWER
Answered 2021-Jun-05 at 18:55You are converting Filters.text to a list. Remove the square brackets in MessageHandler method.
QUESTION
How do I do a drag and drop using jQuery UI to move data between two or more divs?
I'm using jQuery and this is in conjunction with an asp.net core api.
This would essentially be like a calendar, being able to move entries between days.
The tutorials I've looked at don't cover exactly what I need to do. New Divs (or elements) will be created dynamically, and I've been unable to get the drap/drop to work in the dynamically created divs, even after applying droppable()/draggable() to the new elements.
I've included the html page below and css in a mock-up. The mock-up doesn't include any dynmaically-added elements to keep it simpler for now.
There are a series of divs in the mock-up that represent days. Each day contains event items that can be moved around to different days. If you imagine this when connected to a data source, where it says Monday, Tuesday etc will display the date.
But first of all, I need help with understanding how I get what I currently have to work without absolute positioning.
Index.html:
...ANSWER
Answered 2021-Jun-04 at 20:02Consider using Sortable.
The jQuery UI Sortable plugin makes selected elements sortable by dragging with the mouse.
Here is a basic example.
QUESTION
I am making a shopping cart. Adding meals to the cart is done and I also can show the products with the price in cart. The only thing what I haven't been able to do is to add all the prices up and write that value. The shoppingcart can have random number of products.
This is the code I use for the shopping cart:
...ANSWER
Answered 2021-Jun-02 at 15:24You can do this it 2 ways on your code:
you can sum it on the current loop like this:
QUESTION
I am having a problem with a string length calculation which I can't solve. So the whole thing is from a book I am working through on kotlin programming: Big Nerd Ranch Guide. There is a tavern menu that should be formatted in code. There is a menu list provided which looks like this:
...ANSWER
Answered 2021-May-21 at 17:34Thanks everyone contributing to the answer of my question as Tenfour04, Henry Twist and gidds in the comments. Tenfour04 gave the initial right answer. Line breaks are getting added to the elements in the list after split. I have seen it on windows now happen as well. So one should always use trim() with split() when you read strings from a file I guess. Solution is:
QUESTION
I'm using Ionic 4 and have just integrated with AngularFire. Collections and documents work well, however I cannot get the collectionGroup function to work - it always gives an error that the function does not exist.
Relevant code is :
...ANSWER
Answered 2021-Jun-02 at 09:07You user object is an instance of the firebase.firestore.DocumentReference class, and it does not have a collectionGroup method. Check the documetation here.
If you want to run a query across various collections, these should have the same name, and you can use the firebase.firestore().collectionGroup() method. You can find how to configure it in this link.
If you just want to get all the documents inside your recipe collection, you can make use of the CollectionReference.get() method (documentation).
QUESTION
I'm trying to filter specific user posts like this:
...ANSWER
Answered 2021-May-31 at 17:59Query reference = FirebaseDatabase.getInstance().getReference("Posts").orderByChild("Meal");
This will return list of matched data snapshot. get each snapshot like
QUESTION
I've been trying for a while now, with no luck on trying to get it to where a user clicks on a table item that it brings up a window with the information on what they clicked. I have a JSON file and would like it to read the information from the file instead of the actual file page.
Here is the main app page
...ANSWER
Answered 2021-May-28 at 06:17In the model file. When you're exporting the component remove default. Use something like this-
QUESTION
I am trying to add a List of Map to my Firestore but it doesn't seem to work.
The reason it is not working is because the write function to Firestore is being called before I can assign a value to the Map and add it to my List. The issue seems to be with async await I suppose but I can't see anything wrong with the code.
This is the function that I am using to add Order Requests
...ANSWER
Answered 2021-May-28 at 21:59Async call don't wokr in a forEach loop. They will be executed but your code will just went trough the loop without awaiting them. That is the reason you see that behaviour.
The best solution is to store the data into an Array and use a for in loop and the async will work as expected.
Here is a similar problem like yours with a solution example.
QUESTION
I know there is a lot wrong, I need someone to help me out and fix/explain this. I'm trying to make a food ordering app and I need to render an array of objects. ps. I'm new to ReactJS and this is my first job with it.
Here is the error code I get: [The screenshot is at the end of the page][1] I need to render these objects in a component so I could export it to my main app. I hope there is someone out there to help me out.
...ANSWER
Answered 2021-May-26 at 14:29If you are up for a refactor then i would suggest you to refactor the component as below . I would still prefer the MealItems to be in a separate file of its own.
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install MEAL
git clone this repo
download pre-trained teachers (on CIFAR-10):
for single MEAL like teacher: vgg, student: vgg:
for ensemble MEAL like teachers: vgg19, densenet, dpn92,resnet18, preactresnet18; student:densenet:
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