Dagger.jl VS cloudflared

Firstly, I'll say that we already have work started to implement out-of-core directly in Dagger: https://github.com/JuliaParallel/Dagger.jl/pull/289.

With that PR in place, it should be possible to define a "storage device" which is backed by a database. I haven't had a chance to actually try this, since the PR still needs quite some work and testing, but it's definitely something on my radar!

I'm not sure that's necessarily the domain of a low-level package like CUDA.jl though (which I assume you're referring to). That kind of interface is more the domain of higher-level packages like https://github.com/JuliaParallel/Dagger.jl/ and to a lesser extent https://juliagpu.github.io/KernelAbstractions.jl/stable/. Moreover, the jury is still out on whether the built-in Distributed module is an ideal abstraction for every use-case (clusters, heterogeneous compute, etc.)

WRT Nx, my biggest question is how they'll crack the problem of still needing big balls of C++ and the shims everywhere to get acceleration. Creating a compiler that generates efficient GPU or other accelerator code is a massive research project with no clear winners, never mind the challenge of reconciling the very mutation-heavy needs of GPU compute with a mostly immutable language model.

cloudflared - Exposes local servers to the public internet over secure tunnels

Cloudflare Tunnel - Excellent free option. Nicely integrates tunneling with the rest of Cloudflare's products, which include DNS and auto HTTPS. Client source code is Apache 2.0 licensed and written in Golang.

I run a RaspberryPi 3 with FreeBSD 13 booting off an SD card and a USB SSD for storage [1]. Coincidentally today (1/7/2024) is its one year anniversary.

It runs a jail with my single user GotoSocial ActivityPub server [2] reasonably well with cloudflared [3] handling incoming traffic and acting as CDN to take some of the load. Originally it was only using an SD card, but there was too much IO contention so a USB-SSD adapter is used to offload the IO.

I choose FreeBSD over Linux since I have other Rpis with Linux already and wanted more experience with *BSD, jails, and ZFS. Unfortunately ZFS wasn't the best choice on an Rpi since it's more cpu intensive and switched back to UFS.

Overall it's been solid, multiple GTS updates and have it on my list to update to FreedBSD 14 but not really in a rush.

1. https://social.ecliptik.com/@micheal/statuses/01GP860MYM2CGH...

2. https://gotosocial.org/

3. https://github.com/cloudflare/cloudflared

# Install apt dependencies !apt install dotnet-sdk-7.0 git # Install Clouldflared (not on apt) !wget https://github.com/cloudflare/cloudflared/releases/latest/download/cloudflared-linux-amd64.deb !dpkg -i cloudflared-linux-amd64.deb # Download StableSwarmUI !git clone https://github.com/Stability-AI/StableSwarmUI # Download ComfyUI backend %cd /content/StableSwarmUI !mkdir /content/StableSwarmUI/dlbackend %cd /content/StableSwarmUI/dlbackend !git clone https://github.com/comfyanonymous/ComfyUI %cd /content/StableSwarmUI/dlbackend/ComfyUI # Setup ComfyUI !pip install -r requirements.txt

curl -L --output cloudflared.deb https://github.com/cloudflare/cloudflared/releases/latest/download/cloudflared-linux-amd64.deb && sudo dpkg -i cloudflared.deb && sudo systemctl restart cloudflared

Something like cloudflared would be awesome. https://github.com/cloudflare/cloudflared

if you're on windows, you can install it with the exe: https://github.com/cloudflare/cloudflared/releases/latest/download/cloudflared-windows-amd64.exe (or https://github.com/cloudflare/cloudflared/releases/latest/download/cloudflared-windows-386.exe if your using 32bit windows.)

So, the "more than one" issue is kind of discussed HERE and HERE but for sure, for whatever reason, this caused me sleepless nights.

%cd /content/naifu !pip install virtualenv && bash ./setup.sh !curl -Ls https://github.com/ekzhang/bore/releases/download/v0.4.0/bore-v0.4.0-x86_64-unknown-linux-musl.tar.gz | tar zx -C /usr/bin !curl -Lo /usr/bin/cloudflared https://github.com/cloudflare/cloudflared/releases/latest/download/cloudflared-linux-amd64 && chmod +x /usr/bin/cloudflared !/content/naifu/venv/bin/python -m pip install -qq pytorch_lightning==1.7.7

Anyway, here is the Github link for Cloudflared (aka Cloudflare Tunnel client) which should allow you to remotely tunnel into your Synology server instead of using the HTTP-based reverse proxying method: https://github.com/cloudflare/cloudflared