Krzysztof Dmowski @xaphanpl

**gyptazy** @gyptazy@gyptazy.com · 2d

Proxmox fully automated! From ClickOps to Code: Automated. Audited. Revisioned. Repeatable.

Starting from the base by automating:
- Cluster initialization
- Cluster join
- Storage Integration
- Proxmox Backup Server Integration
- SDN Networks (different ones for pros/dev)
- Guest Resources utilizing the cluster infrastructure

#Proxmox #PVE #Pbs #ProxmoxBackupServer #opensource #Automation #Ansible #python #devops #terraform #cicd #pipeline #cluster #nfs #iscsi

https://peertube.gyptazy.com/w/4cp7ddLdSHGSUeUwUPsuo9

PeerTubeProxmox Cluster Fully Automated: Cluster Creation, NetApp Storage & SDN Networking with AnsibleIn this video, I show how to automate the complete setup of a Proxmox VE Cluster — from bare-metal to running virtual machines — without any clicks, without touching the UI (but we will watch the U...

**Mark** @paka@mastodon.scot · Jul 3

Jul 3

Mark @paka@mastodon.scot

Russia targets Ukraine’s cities with cluster munitions, raising #civilian deaths

Amid stalled peace talks, #Russia's increasingly attacking #Ukrainian #cities with #ClusterMunitions, banned for indiscriminate damage to #civilians

Civilian casualties in #Ukraine in 2025 rose 37% compared with same period last year, mostly due to #Russia’s use of #long-range explosive weapons — including #cluster munitions in densely populated cities

https://kyivindependent.com/russia-increasingly-targets-ukraines-cities-with-cluster-munitions-raising-civilian-toll/

The Kyiv Independent · Jul 2Russia increasingly targets Ukraine's cities with cluster munitions, raising civilian tollBy Natalia Yermak

#WarCrimes #RussianAggression

**Mark** @paka@mastodon.scot · Jun 18

Jun 18

Mark @paka@mastodon.scot

In the capital’s #Nyvky neighborhood, emergency workers are now finding #ClusterMunition parts

Another clear sign of the #genocide #Russia is committing against Ukrainians

#Cluster #munitions are banned under international law by more than 100 countries due to their indiscriminate nature & long-term threat they pose to #civilians, especially as munitions remain hidden in #ResidentialAreas

https://kyivindependent.com/prohibited-cluster-munitions-used-in-overnight-russian-strike-kyiv-mayor-says/

The Kyiv Independent · Jun 17Cluster munitions used in overnight Russian strike on Ukraine, Kyiv mayor says"On the capital's Nyvky neighborhood, emergency workers are now finding these kinds of cluster munition parts," Mayor Vitali Klitschko said in a statement.

#WarCrimes #RussianAggression

**Ay Papi Parental Advisory** @AyPapi@miniwa.moe · Jun 16

Jun 16

Ay Papi Parental Advisory @AyPapi@miniwa.moe

If you are running a #bot account, or you toot's #privacy violating URI's and think i #repost ( #retoot ) "your" content as mine... then please remember =>

it is with 99.9999% certainty not your original work, you stole it from somewhere else to make it yours
You posts to much shit, I wont help boosting your #bot #account
Your post contained a privacy violating URL, I put my self on the list of allowed users to #repost. I will try to remember NOT to post credit to origin posts... Please don't shoot me, You stated violating everyone #privacy, and you are of curse NOT welcome to add the link to original post as comment.
If a post contains a link to a walled garden (e.g. Facebook, Cloudflare, or Quora), I will not boost it. All posts I write & all boosts from me are openly accessible to everyone.
#AI Generated contents is everybody's by curt ruling, the work is NOT yours, maybe you asked the #Cluster of #Computers #thiefs to generate you something from #stolen work, that the cluster have been steeling against #License this includes and not limited to #OSS License as CC-BY-* AGPLv3 etc.

miniwa.moeMiniwa/Cute

#ai #cluster #computers

**Karsten Schmidt** @toxi@mastodon.thi.ng · Jun 15

Jun 15

Karsten Schmidt @toxi@mastodon.thi.ng

Recently I've combined various functions which I've been using in other projects (e.g. my personal PKM toolchain) and published them as new library https://thi.ng/text-analysis for better re-use:

- customizable, composable & extensible tokenization (transducer based)
- ngram generation
- Porter-stemming & stopword removal
- vocabulary (bi-directional index) creation
- dense & sparse multi-hot vector encoding/decoding
- histograms (incl. sorted versions)
- tf-idf (term frequency & inverse document frequency), multiple strategies
- k-means clustering (with k-means++ initialization & customizable distance metrics)
- similarity/distance functions (dense & sparse versions)
- central terms extraction

The attached code example (also in the project readme) uses this package to creeate a clustering of all ~210 #ThingUmbrella packages, based on their assigned tags/keywords...

The library is not intended to be a full-blown NLP solution, but I keep on finding myself running into these functions/concepts quite often, and maybe you'll find them useful too...

#Text #Analysis #Cluster

**Karsten Schmidt** @toxi@mastodon.thi.ng · Jun 3

Jun 3

Karsten Schmidt @toxi@mastodon.thi.ng

#ReleaseTuesday — New version of https://thi.ng/tsne with ~15-20% better performance[1] due to avoiding repeated internal allocations and skipping gradient updates where unnecessary...

[1] Benchmarked with multiple datasets of ~750 items, each with 192 dimensions (now ~165ms @ MBA M1, 2020)...

thi.ng/tsneHighly configurable t-SNE implementation for arbitrary dimensions

#ThingUmbrella #TSNE #DataViz

**gyptazy** @gyptazy@gyptazy.com · Jun 3

Jun 3

gyptazy @gyptazy@gyptazy.com

Proxmox for Enterprises: Imagine DRS-Like Guest Load Balancing!

ProxLB automatically rebalances VMs & Containers across a Proxmox cluster based on memory, CPU, and local disk usage, and can suggest the best nodes for further automation within CI/CDs. It supports maintenance mode, affinity and anti-affinity rules, and integrates seamlessly with the Proxmox API and ACL system. No SSH, just pure API! The best - it's free & #opensource

#Proxmox #ProxmoxVE #PVE