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covi

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VRAM Ghost Busting: Who You Gonna Close()?

hcompany.ai
1 points·by covi·18 วันที่ผ่านมา·0 comments

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

blog.skypilot.co
6 points·by covi·เดือนที่แล้ว·0 comments

RL Doesn't Work on Slurm

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

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

github.com
15 points·by covi·6 เดือนที่ผ่านมา·2 comments

The Evolution of AI Job Orchestration

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

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

blog.skypilot.co
1 points·by covi·ปีที่แล้ว·0 comments

Abusing SQLite to Handle Concurrency

blog.skypilot.co
2 points·by covi·ปีที่แล้ว·0 comments

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

blog.skypilot.co
13 points·by covi·ปีที่แล้ว·0 comments

Building Large-Scale Image Search Using VectorDB and OpenAI Clip

blog.skypilot.co
3 points·by covi·ปีที่แล้ว·2 comments

comments

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