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torchdiffeq vs Julia DiffEqFlux Neural ODE Training Benchmark

The spiral neural ODE was used as the training benchmark for both torchdiffeq (Python) and DiffEqFlux (Julia) which utilized the same architecture and 500 steps of ADAM. Both achived similar objective values at the end. Results:

DiffEqFlux defaults: 7.4 seconds
DiffEqFlux optimized: 2.7 seconds
torchdiffeq: 288.965871299999 seconds

	import java.util.*
	import kotlin.*
	import kotlin.collections.*

	private fun List<Int>.sweetenCookies(targetSweetness: Int): Int {
	val heap = PriorityQueue(this)

	var count = 0
	while (heap.size > 1 && heap.peek() <= targetSweetness) {
	val first = heap.poll()

	x86_64-linux nsd
	aarch64-darwin nsd
	aarch64-linux nsd
	x86_64-darwin nsd

	Pipeline still running ...
	PipelineRun is still running: Tasks Completed: 41 (Failed: 1, Cancelled 0), Incomplete: 1, Skipped: 8
	[get-pr-number : parse-pr-url] + echo -n 326
	[get-pr-number : parse-pr-url] + tee /tekton/results/git_pr_number
	[get-pr-number : parse-pr-url] 326

	[acquire-lease : create-lease] Attempting to create lease operator-hosted-pipeline-pr-326
	[acquire-lease : create-lease] lease.coordination.k8s.io/operator-hosted-pipeline-pr-326 created
	[acquire-lease : create-lease] Acquired lease operator-hosted-pipeline-pr-326

	Log uploaded on Monday, April 29, 2024, 3:29:38 PM
	Loaded mods:
	Harmony(brrainz.harmony)[mv:2.3.1.0]: 0Harmony(2.3.3), HarmonyMod(2.3.1)
	Core(Ludeon.RimWorld): (no assemblies)
	Royalty(Ludeon.RimWorld.Royalty): (no assemblies)
	Ideology(Ludeon.RimWorld.Ideology): (no assemblies)
	Biotech(Ludeon.RimWorld.Biotech): (no assemblies)
	Anomaly(Ludeon.RimWorld.Anomaly): (no assemblies)
	HugsLib(UnlimitedHugs.HugsLib)[ov:11.0.3]: 0Harmony(av:2.3.3,fv:1.2.0.1), HugsLib(av:1.0.0,fv:11.0.3)
	Humanoid Alien Races(erdelf.HumanoidAlienRaces): 0Harmony(2.3.3), AlienRace(1.0.0)

	/*
	Instagram API: view and backup direct messages from a web browser

	Since April 2020, Instagram has a web version to send and read direct messages so my Instagram scripts are not longer needed and I would not recommend using them unless you really need it, to avoid being banned
	(never happened to me with Instagram but WhatsApp is owned by Facebook also and they did it to users registering from an unofficial app like yowsup: https://github.com/tgalal/yowsup/commit/88b8ad9581fa22dac330ee3a05fec4e485dfa634#diff-b335630551682c19a781afebcf4d07bf978fb1f8ac04c6bf87428ed5106870f5)

	1) Log in on Instagram web version and go to your profile page
	(the home page will not work because it loads data when scrolling down and the direct messages will be displayed at the bottom of the page)

	2) Modify HTTP headers with a browser addon like Header Editor (https://addons.mozilla.org/en-US/firefox/addon/header-editor/)

	git switch -c react-19
	yarn up react@beta react-dom@beta
	npm pkg set resolutions.'@types/react'='npm:types-react@beta'
	npm pkg set resolutions.'@types/react-dom'='npm:types-react-dom@beta'
	yarn
	yarn tsc
	yarn unit

	import 'package:flutter/material.dart';

	void main() {
	runApp(const TabBarDemo());
	}

	class TabBarDemo extends StatelessWidget {
	const TabBarDemo({Key? key}) : super(key: key);

	@override

	Maintainers:
	hrdinka: nsd, nsd, nsd, nsd