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covi

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投稿

VRAM Ghost Busting: Who You Gonna Close()?

hcompany.ai
1 ポイント·投稿者 covi·18 日前·0 コメント

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

blog.skypilot.co
6 ポイント·投稿者 covi·先月·0 コメント

RL Doesn't Work on Slurm

blog.skypilot.co
5 ポイント·投稿者 covi·2 か月前·0 コメント

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

github.com
15 ポイント·投稿者 covi·6 か月前·2 コメント

The Evolution of AI Job Orchestration

blog.skypilot.co
2 ポイント·投稿者 covi·12 か月前·0 コメント

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

blog.skypilot.co
1 ポイント·投稿者 covi·昨年·0 コメント

Abusing SQLite to Handle Concurrency

blog.skypilot.co
2 ポイント·投稿者 covi·昨年·0 コメント

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

blog.skypilot.co
13 ポイント·投稿者 covi·昨年·0 コメント

Building Large-Scale Image Search Using VectorDB and OpenAI Clip

blog.skypilot.co
3 ポイント·投稿者 covi·昨年·2 コメント

Fungible cloud compute and storage: AI training on any cloud

tigrisdata.com
2 ポイント·投稿者 covi·2 年前·0 コメント

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

blog.skypilot.co
1 ポイント·投稿者 covi·2 年前·0 コメント

You Ran the Operational Database on What? Testing Spot Instances

cockroachlabs.com
3 ポイント·投稿者 covi·2 年前·1 コメント

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

blog.skypilot.co
3 ポイント·投稿者 covi·2 年前·0 コメント

Embarrassingly parallel batch jobs on multiple clouds or regions

skypilot.readthedocs.io
1 ポイント·投稿者 covi·2 年前·0 コメント

コメント

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