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covi

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VRAM Ghost Busting: Who You Gonna Close()?

hcompany.ai
1 points·by covi·18 дней назад·0 comments

SkyPilot Sandboxes: Run Agent Code on Your Own Kubernetes, at Scale

blog.skypilot.co
6 points·by covi·в прошлом месяце·0 comments

RL Doesn't Work on Slurm

blog.skypilot.co
5 points·by covi·2 месяца назад·0 comments

SkyPilot: One system to use and manage all AI compute (K8s, 20 clouds, Slurm)

github.com
15 points·by covi·6 месяцев назад·2 comments

The Evolution of AI Job Orchestration

blog.skypilot.co
2 points·by covi·12 месяцев назад·0 comments

Large-Scale AI Batch Inference: 9x Faster Embedding Generation

blog.skypilot.co
1 points·by covi·в прошлом году·0 comments

Abusing SQLite to Handle Concurrency

blog.skypilot.co
2 points·by covi·в прошлом году·0 comments

Using DeepSeek R1 for RAG: Do's and Don'ts

blog.skypilot.co
13 points·by covi·в прошлом году·0 comments

Building Large-Scale Image Search Using VectorDB and OpenAI Clip

blog.skypilot.co
3 points·by covi·в прошлом году·2 comments

Fungible cloud compute and storage: AI training on any cloud

tigrisdata.com
2 points·by covi·2 года назад·0 comments

Getting $1M cloud credits for AI startups – and using them wisely

blog.skypilot.co
1 points·by covi·2 года назад·0 comments

You Ran the Operational Database on What? Testing Spot Instances

cockroachlabs.com
3 points·by covi·2 года назад·1 comments

Can Multi-Modal LLMs "See" Images? A Deep Dive with ASCII Art

blog.skypilot.co
3 points·by covi·2 года назад·0 comments

Embarrassingly parallel batch jobs on multiple clouds or regions

skypilot.readthedocs.io
1 points·by covi·2 года назад·0 comments

Llama 3.1 finetuning on your own data and infra, without vendor lock-in

blog.skypilot.co
2 points·by covi·2 года назад·0 comments

Guide: Finetune Llama 3.1 on your infra

github.com
5 points·by covi·2 года назад·0 comments

AI on Kubernetes Without the Pain

blog.skypilot.co
2 points·by covi·2 года назад·0 comments

Dagster and SkyPilot: Orchestrating LLM training cost-effectively

dagster.io
3 points·by covi·2 года назад·0 comments

comments

covi
·4 месяца назад·discuss
This feels like the chimpanzee with a power drill. An agent is honestly just brute-force search, but guided.
covi
·5 месяцев назад·discuss
The post says Slurm supports gang scheduling, k8s doesn't (out of the box).
covi
·в прошлом году·discuss
Take a look at SkyPilot. Good for running these batch workloads. You can use spot instances to save costs.
covi
·в прошлом году·discuss
To massively increase the reliability to get GPUs, you can use something like SkyPilot (https://github.com/skypilot-org/skypilot) to fall back across regions, clouds, or GPU choices. E.g.,

$ sky launch --gpus H100

will fall back across GCP regions, AWS, your clusters, etc. There are options to say try either H100 or H200 or A100 or <insert>.

Essentially the way you deal with it is to increase the infra search space.
covi
·в прошлом году·discuss
Related: https://skyplane.org/en/latest/ (mentioned in OP)

From what I know this idea underpins a few FAANG-level companies' data transfer systems. OP's value = a simple implementation of the idea that's OSS and applied to AI.
covi
·в прошлом году·discuss
Congrats on the API launch (from SkyPilot)!
covi
·2 года назад·discuss
If you want to use your own GPUs or cloud accounts but with a great dev experience, see SkyPilot.