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covi

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VRAM Ghost Busting: Who You Gonna Close()?

hcompany.ai
1 points·by covi·18 dni temu·0 comments

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

blog.skypilot.co
6 points·by covi·w zeszłym miesiącu·0 comments

RL Doesn't Work on Slurm

blog.skypilot.co
5 points·by covi·2 miesiące temu·0 comments

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

github.com
15 points·by covi·6 miesięcy temu·2 comments

The Evolution of AI Job Orchestration

blog.skypilot.co
2 points·by covi·12 miesięcy temu·0 comments

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

blog.skypilot.co
1 points·by covi·w zeszłym roku·0 comments

Abusing SQLite to Handle Concurrency

blog.skypilot.co
2 points·by covi·w zeszłym roku·0 comments

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

blog.skypilot.co
13 points·by covi·w zeszłym roku·0 comments

Building Large-Scale Image Search Using VectorDB and OpenAI Clip

blog.skypilot.co
3 points·by covi·w zeszłym roku·2 comments

Fungible cloud compute and storage: AI training on any cloud

tigrisdata.com
2 points·by covi·2 lata temu·0 comments

comments

covi
·4 miesiące temu·discuss
This feels like the chimpanzee with a power drill. An agent is honestly just brute-force search, but guided.
covi
·5 miesięcy temu·discuss
The post says Slurm supports gang scheduling, k8s doesn't (out of the box).
covi
·w zeszłym roku·discuss
Take a look at SkyPilot. Good for running these batch workloads. You can use spot instances to save costs.
covi
·w zeszłym roku·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
·w zeszłym roku·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
·w zeszłym roku·discuss
Congrats on the API launch (from SkyPilot)!