Sponsor of the Day:
Jerkmate
https://dstack.ai/examples/accelerators/amd/
AMD - dstack
Deploying and fine-tuning models on AMD MI300X GPUs using SGLang, vLLM, TRL, and Axolotl
amddstack
https://dstack.ai/docs/concepts/services/
Services - dstack
Deploying models and web apps as endpoints
servicesdstack
https://www.gayporno.tv/2859131/virgo-and-dstack/
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https://dstack.ai/docs/
What is dstack? - dstack
Introduction to dstack and how it works
dstack
https://dstack.ai/examples/distributed-training/trl/
TRL - dstack
Distributed fine-tuning with TRL, Accelerate, and DeepSpeed
trldstack
https://formulae.brew.sh/formula/dstack
dstack — Homebrew Formulae
Homebrew’s package index
homebrew formulaedstack
https://dstack.org/
dstack - Open Source Confidential Computing
Deploy secure applications with hardware-guaranteed privacy using TEE technology. Built for confidential AI, private cloud compute, and secure data processing.
open sourceconfidential computingdstack
https://dstack.ai/docs/concepts/fleets/
Fleets - dstack
Managing pools of compute instances
fleetsdstack
https://dstack.ai/docs/reference/profiles.yml/
.dstack/profiles.yml - dstack
dstack is an open-source control plane for GPU provisioning and orchestration across GPU clouds, Kubernetes, and on-prem clusters.
dstackprofilesyml
https://dstack.ai/
Agentic orchestration for AI infrastructure - dstack
dstack is an open-source control plane for GPU provisioning and orchestration across GPU clouds, Kubernetes, and on-prem clusters.
agentic orchestrationai infrastructuredstack
https://dstack.ai/examples/accelerators/tenstorrent/
Tenstorrent - dstack
Running dev environments, tasks, and services on Tenstorrent Wormhole accelerators
tenstorrentdstack
https://dstack.ai/blog/
Blog - dstack
dstack is an open-source control plane for GPU provisioning and orchestration across GPU clouds, Kubernetes, and on-prem clusters.
blogdstack
https://dstack.ai/docs/concepts/gateways/
Gateways - dstack
Managing ingress traffic and endpoints for services
gatewaysdstack
https://dstack.ai/docs/reference/cli/dstack/secret/
dstack secret - dstack
dstack is an open-source control plane for GPU provisioning and orchestration across GPU clouds, Kubernetes, and on-prem clusters.
dstacksecret
https://dstack.ai/docs/reference/cli/dstack/project/
dstack project - dstack
dstack is an open-source control plane for GPU provisioning and orchestration across GPU clouds, Kubernetes, and on-prem clusters.
dstackproject
https://dstack.ai/docs/reference/cli/dstack/offer/
dstack offer - dstack
dstack is an open-source control plane for GPU provisioning and orchestration across GPU clouds, Kubernetes, and on-prem clusters.
dstackoffer
https://dstack.ai/examples/clusters/nebius/
Nebius - dstack
Using Nebius clusters with InfiniBand support via VMs or Kubernetes
nebiusdstack
https://dstack.ai/docs/guides/migration/slurm/
Migrate from Slurm - dstack
This guide compares Slurm and dstack, and shows how to orchestrate equivalent GPU-based workloads using dstack.
migrateslurmdstack
https://dstack.ai/docs/concepts/secrets/
Secrets - dstack
Managing sensitive values and credentials
secretsdstack
https://discord.com/invite/u8SmfwPpMd
dstack
Check out the dstack community on Discord - hang out with 582 other members and enjoy free voice and text chat.
dstack
https://dstack.ai/examples/single-node-training/axolotl/
Axolotl - dstack
Fine-tuning models with Axolotl using FSDP and QLoRA
axolotldstack
https://dstack.ai/blog/case-studies/
Case studies - dstack
dstack is an open-source control plane for GPU provisioning and orchestration across GPU clouds, Kubernetes, and on-prem clusters.
case studiesdstack
https://dstack.ai/examples/clusters/nccl-rccl-tests/
NCCL/RCCL tests - dstack
Running NCCL and RCCL tests to validate cluster network bandwidth
ncclrccltestsdstack