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{
"title": "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models",
"authors": "David Raposo; Sam Ritter; Blake Richards; Timothy Lillicrap; Peter Conway Humphreys; Adam Santoro",
"pub_date": "2024-04-02",
"abstract": "Transformer-based language models spread FLOPs uniformly across input sequences. In this work we demonstrate that transformers can instead learn to dynamically allocate FLOPs (or compute) to specific positions in a sequence, optimising the allocation along the sequence for different layers across the model depth. Our method enforces a total compute budget by capping the number of tokens (\ud835\udc58) that can participate in the self-attention and MLP computations at a given layer. The tokens to be processed are determined by the network using a top-\ud835\udc58 routing mechanism. Since \ud835\udc58 is defined a priori, this simple procedure uses a static computation graph with known tensor sizes, unlike other conditional computation techniques. Nevertheless
أمن تذكر جيران بذي سلم
مزجت دمعا جرى من مقلة بدم
أم هبت الريح من تلقاء كاظمة
وأومض البرق في الظلماء من إضم
فما لعينيك إن قلت اكففا همتا
وما لقلبك إن قلت استفق يهم
أيحسب الصب أن الحب منكتم
ما بين منسجم منه ومضطرم
لولا الهوى لم ترق دمعا على طلل
ولا أرقت لذكر البان والعلم
[ASP.NET MVC Data Source Component DataSource Sorting | Telerik UI for ASP.NET MVC]
(https://docs.telerik.com/aspnet-mvc/html-helpers/datasource/sort)
https://docs.telerik.com/aspnet-mvc/knowledge-base/grid-add-a-custom-button-in-toolbar
import 'package:flutter/material.dart';
void main() {
runApp(new MaterialApp(
debugShowCheckedModeBanner: false,
home: new MyApp(),
));
}
class MyApp extends StatefulWidget {
@Elrashid
Elrashid / Ignite Dubai Support
Created February 9, 2020 16:39
Ignite Dubai Support
If you have any qution about the app add a comment ! More than happy to help you
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[
{
"@search.score": 1.0,
"sessionId": "86550",
"sessionInstanceId": "86550",
"sessionCode": "SECO40",
"sessionCodeNormalized": "SECO40",
"title": "Understanding how the latest Microsoft Information Protection solutions help protect your sensitive data",
"sortTitle": "understanding how the latest microsoft information protection solutions help protect your sensitive data",
"sortRank": 2147483647,
import 'package:flutter/material.dart';
import 'dart:math';
void main() {
runApp(new MyApp());
}
class MyApp extends StatelessWidget {
@override
Widget build(BuildContext context) {
@Elrashid
Elrashid / 0ReadMe.md
Last active August 14, 2019 01:18
dotnet_new_mvc.bat