covalent
streetdensityai
covalent | streetdensityai | |
---|---|---|
4 | 1 | |
692 | 9 | |
2.5% | - | |
8.6 | 1.8 | |
7 days ago | over 2 years ago | |
Python | Python | |
Apache License 2.0 | MIT License |
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covalent
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Remote execution of code
Pretty interesting request, if SSH is not used, i would try using something like dask which uses tcp to connect and execute assuming your workers are in another machine.I also think something like covalent can be used to extend your own custom plugin in their ecosystem to connect how you want. We have a very custom private plugin written on top of covalent's to have a custom protocol to connect our central on-prem GPU machines to our local laptops that is rpc based, mostly for high performance as well as some mandate security from where the GPU machines are. Once done it is pretty much something like
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Prefect alternatives meant for Slurm (HPC)
Does anyone here have any suggestions of alternatives tailored for Slurm on HPC? I know Covalent is one option, but I'm curious about others as well. Ideally the platform should be Pythonic, have a GUI, and be reasonably active/well-maintained.
- Show HN: Covalent – distributed computing for ML, HPC and Quantum (open source)
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Your strategies for offloading computation
Came across this new tool exactly for this - https://github.com/AgnostiqHQ/covalent
streetdensityai
What are some alternatives?
SmartSim - SmartSim Infrastructure Library.
Activeloop Hub - Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai [Moved to: https://github.com/activeloopai/deeplake]
kestra - Infinitely scalable, event-driven, language-agnostic orchestration and scheduling platform to manage millions of workflows declaratively in code.
nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
cadence-python - Python framework for Cadence Workflow Service
mlnotify - 🔔 No need to keep checking your training - just one import line and you'll know the second it's done.
dagster - An orchestration platform for the development, production, and observation of data assets.
bytehub - ByteHub: making feature stores simple
hera - Hera is an Argo Python SDK. Hera aims to make construction and submission of various Argo Project resources easy and accessible to everyone! Hera abstracts away low-level setup details while still maintaining a consistent vocabulary with Argo. ⭐️ Remember to star!
pubmedflow - Data Collection API for pubmed
cqasm_development_interface - Framework for writing and running cQASM files against any Quantum Inspire's emulator backend via their API
JDR - Job Dependency Runner