Adelbert Altenwerth

Adelbert Altenwerth

1593934200

GPU Metrics Library in New PyTorch Release

PyTorch Lightning

PyTorch Lightning is a very light-weight structure for PyTorch — it’s more of a style guide than a framework. But once you structure your code, we give you free GPU, TPU, 16-bit precision support and much more!

Figure

Lightning is just structured PyTorch

Metrics

This release has a major new package inside lightning, a multi-GPU metrics package!

import pytorch_lightning.metrics.functional as plm

pred = torch.tensor([0, 1, 2, 3])target = torch.tensor([0, 1, 2, 2])

# many popular classification metrics and moreplm.accuracy(pred, target)plm.auc(pred, target)plm.auroc(pred, target)plm.average_precision(pred, target)plm.confusion_matrix(pred, target)plm.dice_score(pred, target)plm.f1_score(pred, target)…# 20+ metrics

view raw

metrics.py hosted with ❤ by GitHub

#overviews #gpu #python #pytorch

What is GEEK

Buddha Community

GPU Metrics Library in New PyTorch Release
Adelbert Altenwerth

Adelbert Altenwerth

1593934200

GPU Metrics Library in New PyTorch Release

PyTorch Lightning

PyTorch Lightning is a very light-weight structure for PyTorch — it’s more of a style guide than a framework. But once you structure your code, we give you free GPU, TPU, 16-bit precision support and much more!

Figure

Lightning is just structured PyTorch

Metrics

This release has a major new package inside lightning, a multi-GPU metrics package!

import pytorch_lightning.metrics.functional as plm

pred = torch.tensor([0, 1, 2, 3])target = torch.tensor([0, 1, 2, 2])

# many popular classification metrics and moreplm.accuracy(pred, target)plm.auc(pred, target)plm.auroc(pred, target)plm.average_precision(pred, target)plm.confusion_matrix(pred, target)plm.dice_score(pred, target)plm.f1_score(pred, target)…# 20+ metrics

view raw

metrics.py hosted with ❤ by GitHub

#overviews #gpu #python #pytorch

Amya Runolfsdottir

Amya Runolfsdottir

1599126480

Facebook Gives Away This PyTorch Library For Differential Privacy

Recently, Facebook AI open-sourced a new high-speed library for training PyTorch models with differential privacy (DP) known as Opacus. The library is claimed to be more scalable than existing state-of-the-art methods.

According to the developers at the social media giant, differential privacy is a mathematically rigorous framework for quantifying the anonymisation of sensitive data. With the growing interest in the machine learning (ML) community, this framework is often used in analytics and computations.

Differential privacy constitutes a strong standard for privacy guarantees for algorithms on aggregate databases. It is usually defined in terms of the application-specific concept of adjacent databases. The framework has several properties that make it particularly useful in applications, such as group privacy, robustness to auxiliary information, among others.

#developers corner #differential privacy #facebook ai research #facebook differential privacy #opacus #pytorch #pytorch library #pytorch library opacus

Justen Hintz

Justen Hintz

1663559281

To-do List App with HTML, CSS and JavaScript

Learn how to create a to-do list app with local storage using HTML, CSS and JavaScript. Build a Todo list application with HTML, CSS and JavaScript. Learn the basics to JavaScript along with some more advanced features such as LocalStorage for saving data to the browser.

HTML:

<!DOCTYPE html>
<html lang="en">
  <head>
    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
    <title>To Do List With Local Storage</title>
    <!-- Font Awesome Icons -->
    <link
      rel="stylesheet"
      href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.2.0/css/all.min.css"
    />
    <!-- Google Fonts -->
    <link
      href="https://fonts.googleapis.com/css2?family=Poppins:wght@400;500&display=swap"
      rel="stylesheet"
    />
    <!-- Stylesheet -->
    <link rel="stylesheet" href="style.css" />
  </head>
  <body>
    <div class="container">
      <div id="new-task">
        <input type="text" placeholder="Enter The Task Here..." />
        <button id="push">Add</button>
      </div>
      <div id="tasks"></div>
    </div>
    <!-- Script -->
    <script src="script.js"></script>
  </body>
</html>

CSS:

* {
  padding: 0;
  margin: 0;
  box-sizing: border-box;
}
body {
  background-color: #0b87ff;
}
.container {
  width: 90%;
  max-width: 34em;
  position: absolute;
  transform: translate(-50%, -50%);
  top: 50%;
  left: 50%;
}
#new-task {
  position: relative;
  background-color: #ffffff;
  padding: 1.8em 1.25em;
  border-radius: 0.3em;
  box-shadow: 0 1.25em 1.8em rgba(1, 24, 48, 0.15);
  display: grid;
  grid-template-columns: 9fr 3fr;
  gap: 1em;
}
#new-task input {
  font-family: "Poppins", sans-serif;
  font-size: 1em;
  border: none;
  border-bottom: 2px solid #d1d3d4;
  padding: 0.8em 0.5em;
  color: #111111;
  font-weight: 500;
}
#new-task input:focus {
  outline: none;
  border-color: #0b87ff;
}
#new-task button {
  font-family: "Poppins", sans-serif;
  font-weight: 500;
  font-size: 1em;
  background-color: #0b87ff;
  color: #ffffff;
  outline: none;
  border: none;
  border-radius: 0.3em;
  cursor: pointer;
}
#tasks {
  background-color: #ffffff;
  position: relative;
  padding: 1.8em 1.25em;
  margin-top: 3.8em;
  width: 100%;
  box-shadow: 0 1.25em 1.8em rgba(1, 24, 48, 0.15);
  border-radius: 0.6em;
}
.task {
  background-color: #ffffff;
  padding: 0.3em 0.6em;
  margin-top: 0.6em;
  display: flex;
  align-items: center;
  border-bottom: 2px solid #d1d3d4;
  cursor: pointer;
}
.task span {
  font-family: "Poppins", sans-serif;
  font-size: 0.9em;
  font-weight: 400;
}
.task button {
  color: #ffffff;
  padding: 0.8em 0;
  width: 2.8em;
  border-radius: 0.3em;
  border: none;
  outline: none;
  cursor: pointer;
}
.delete {
  background-color: #fb3b3b;
}
.edit {
  background-color: #0b87ff;
  margin-left: auto;
  margin-right: 3em;
}
.completed {
  text-decoration: line-through;
}

Javascript:

//Initial References
const newTaskInput = document.querySelector("#new-task input");
const tasksDiv = document.querySelector("#tasks");
let deleteTasks, editTasks, tasks;
let updateNote = "";
let count;

//Function on window load
window.onload = () => {
  updateNote = "";
  count = Object.keys(localStorage).length;
  displayTasks();
};

//Function to Display The Tasks
const displayTasks = () => {
  if (Object.keys(localStorage).length > 0) {
    tasksDiv.style.display = "inline-block";
  } else {
    tasksDiv.style.display = "none";
  }

  //Clear the tasks
  tasksDiv.innerHTML = "";

  //Fetch All The Keys in local storage
  let tasks = Object.keys(localStorage);
  tasks = tasks.sort();

  for (let key of tasks) {
    let classValue = "";

    //Get all values
    let value = localStorage.getItem(key);
    let taskInnerDiv = document.createElement("div");
    taskInnerDiv.classList.add("task");
    taskInnerDiv.setAttribute("id", key);
    taskInnerDiv.innerHTML = `<span id="taskname">${key.split("_")[1]}</span>`;
    //localstorage would store boolean as string so we parse it to boolean back
    let editButton = document.createElement("button");
    editButton.classList.add("edit");
    editButton.innerHTML = `<i class="fa-solid fa-pen-to-square"></i>`;
    if (!JSON.parse(value)) {
      editButton.style.visibility = "visible";
    } else {
      editButton.style.visibility = "hidden";
      taskInnerDiv.classList.add("completed");
    }
    taskInnerDiv.appendChild(editButton);
    taskInnerDiv.innerHTML += `<button class="delete"><i class="fa-solid fa-trash"></i></button>`;
    tasksDiv.appendChild(taskInnerDiv);
  }

  //tasks completed
  tasks = document.querySelectorAll(".task");
  tasks.forEach((element, index) => {
    element.onclick = () => {
      //local storage update
      if (element.classList.contains("completed")) {
        updateStorage(element.id.split("_")[0], element.innerText, false);
      } else {
        updateStorage(element.id.split("_")[0], element.innerText, true);
      }
    };
  });

  //Edit Tasks
  editTasks = document.getElementsByClassName("edit");
  Array.from(editTasks).forEach((element, index) => {
    element.addEventListener("click", (e) => {
      //Stop propogation to outer elements (if removed when we click delete eventually rhw click will move to parent)
      e.stopPropagation();
      //disable other edit buttons when one task is being edited
      disableButtons(true);
      //update input value and remove div
      let parent = element.parentElement;
      newTaskInput.value = parent.querySelector("#taskname").innerText;
      //set updateNote to the task that is being edited
      updateNote = parent.id;
      //remove task
      parent.remove();
    });
  });

  //Delete Tasks
  deleteTasks = document.getElementsByClassName("delete");
  Array.from(deleteTasks).forEach((element, index) => {
    element.addEventListener("click", (e) => {
      e.stopPropagation();
      //Delete from local storage and remove div
      let parent = element.parentElement;
      removeTask(parent.id);
      parent.remove();
      count -= 1;
    });
  });
};

//Disable Edit Button
const disableButtons = (bool) => {
  let editButtons = document.getElementsByClassName("edit");
  Array.from(editButtons).forEach((element) => {
    element.disabled = bool;
  });
};

//Remove Task from local storage
const removeTask = (taskValue) => {
  localStorage.removeItem(taskValue);
  displayTasks();
};

//Add tasks to local storage
const updateStorage = (index, taskValue, completed) => {
  localStorage.setItem(`${index}_${taskValue}`, completed);
  displayTasks();
};

//Function To Add New Task
document.querySelector("#push").addEventListener("click", () => {
  //Enable the edit button
  disableButtons(false);
  if (newTaskInput.value.length == 0) {
    alert("Please Enter A Task");
  } else {
    //Store locally and display from local storage
    if (updateNote == "") {
      //new task
      updateStorage(count, newTaskInput.value, false);
    } else {
      //update task
      let existingCount = updateNote.split("_")[0];
      removeTask(updateNote);
      updateStorage(existingCount, newTaskInput.value, false);
      updateNote = "";
    }
    count += 1;
    newTaskInput.value = "";
  }
});

Related Videos

Build a Todo list app in HTML, CSS & JavaScript | JavaScript for Beginners tutorial

Build a Todo List App in HTML, CSS & JavaScript with LocalStorage | JavaScript for Beginners

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Create A Todo List App in HTML CSS & JavaScript | Todo App in JavaScript

#html #css #javascript

Stephie John

1606290330

What is ASO for Android & iOS Mobile App?

App Store Optimization is all about improving the visibility of a particular Android /iOS Mobile App on the App Store. Mobile App to optimize? Then go for Best SEO Company in New Zealand

How does ASO Really Work?
ASO is the process of improving the visibility of a mobile app in an app store. Just like search engine optimization (SEO) is for websites, App Store Optimization (ASO) is for mobile apps. Specifically, app store optimization includes the process of ranking highly in an app store’s search results and top charts rankings. Lia Infraservices the Top SEO Company in New Zealand and ASO marketers agrees that ranking higher in search results and top charts rankings will drive more downloads for an app.

ASO Focus on 2 Areas:
A. Search Optimization
B. Behavioral Approach

  1. Search Optimization:
    This part of App Store Optimization focuses on adjusting the name of the app and its keywords. When it comes to SEO services in New Zealand, each app is described by keywords, packed into a 100 character string. These keywords affect search rankings. The better the keywords, the higher the possibility for the app to appear in App Store search results.

/The more often the app appears in search results = the more installs /

Note: The app name is the strongest key phrase.

5 point method to Choose Keywords:
1.Create a list of general keywords based on the app description.
2.Find the Top 5 apps that target the already selected keywords.
3.Find keywords that work best for each of the 5 apps.
4.Now you should have created quite a large list of keywords. Get rid of those which don’t fit your app.
5.Create 100 characters, a comma separated string that contains the best keywords you chose.

  1. Behavioural Approach:
    App Store Optimization is not only about adjusting towards search algorithms, it’s also about human behavior. There are several areas on the Android/iOS Mobile App Store that trigger human decisions to make an install or to abandon it. These are the most important for us:

a.Application name
b.Rating
c.Screenshots / video preview
d.App description

Is your Mobile App Optimized?
When it comes to app downloads and revenue, approach the SEO Company in New Zealand, your app will do much better almost immediately after optimization. If you are interested in learning what the other factors that influence building an organic increase of app popularity are, you should get your mobile app developed by the expert SEO agency in New Zealand. Build your Android & iOS app at Lia Infraservices at cost and time effective.

#seo company in new zealand #seo services in new zealand #seo agency in new zealand #top seo company in new zealand #best seo company in new zealand #top digital marketing company in new zealand

I am Developer

1599536794

Laravel 8 New Features | Release Notes - Tuts Make

In this post, i will show you what’s new in laravel 8 version.

#What’s new in Laravel 8?

  • 1 - Change Path Of Default Models Directory
  • 2 - Removed Controllers Namespace Prefix
  • 3 - Enhancements on php artisan serve
  • 4 - Enhanced Rate Limiting
  • 5 - Enhanced on Route Caching
  • 6 - Update on Pagination Design
  • 8 - Dynamic Blade Componenets
  • 7 - Update Syntax for Closure Based Event Listeners
  • 8 - Queueable Model Event Listeners
  • 9 - Maintenance mode: secret access
  • 10 - Maintenance mode: pre-rendered page
  • 11 - Queued job batching
  • 12 - Queue backoff()
  • 13 - Laravel Factory

https://www.tutsmake.com/laravel-8-new-features-release-notes/

#laravel 8 features #laravel 8 release date #laravel 8 tutorial #news - laravel 8 new features #what's new in laravel 8 #laravel 8 release notes