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covi

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VRAM Ghost Busting: Who You Gonna Close()?

hcompany.ai
1 points·by covi·18 hari yang lalu·0 comments

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

blog.skypilot.co
6 points·by covi·bulan lalu·0 comments

RL Doesn't Work on Slurm

blog.skypilot.co
5 points·by covi·2 bulan yang lalu·0 comments

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

github.com
15 points·by covi·6 bulan yang lalu·2 comments

The Evolution of AI Job Orchestration

blog.skypilot.co
2 points·by covi·12 bulan yang lalu·0 comments

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

blog.skypilot.co
1 points·by covi·tahun lalu·0 comments

Abusing SQLite to Handle Concurrency

blog.skypilot.co
2 points·by covi·tahun lalu·0 comments

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

blog.skypilot.co
13 points·by covi·tahun lalu·0 comments

Building Large-Scale Image Search Using VectorDB and OpenAI Clip

blog.skypilot.co
3 points·by covi·tahun lalu·2 comments

Fungible cloud compute and storage: AI training on any cloud

tigrisdata.com
2 points·by covi·2 tahun yang lalu·0 comments

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

blog.skypilot.co
1 points·by covi·2 tahun yang lalu·0 comments

You Ran the Operational Database on What? Testing Spot Instances

cockroachlabs.com
3 points·by covi·2 tahun yang lalu·1 comments

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

blog.skypilot.co
3 points·by covi·2 tahun yang lalu·0 comments

Embarrassingly parallel batch jobs on multiple clouds or regions

skypilot.readthedocs.io
1 points·by covi·2 tahun yang lalu·0 comments

comments

covi
·4 bulan yang lalu·discuss
This feels like the chimpanzee with a power drill. An agent is honestly just brute-force search, but guided.
covi
·5 bulan yang lalu·discuss
The post says Slurm supports gang scheduling, k8s doesn't (out of the box).
covi
·tahun lalu·discuss
Take a look at SkyPilot. Good for running these batch workloads. You can use spot instances to save costs.
covi
·tahun lalu·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
·tahun lalu·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
·tahun lalu·discuss
Congrats on the API launch (from SkyPilot)!
covi
·2 tahun yang lalu·discuss
If you want to use your own GPUs or cloud accounts but with a great dev experience, see SkyPilot.