hera
covalent
Our great sponsors
| hera | covalent | |
|---|---|---|
| 1 | 4 | |
| 484 | 689 | |
| 9.3% | 8.6% | |
| 9.3 | 8.9 | |
| 3 days ago | 14 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
hera
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New Argo Workflows Python SDK - Hera!
Argo Labs now features Hera Workflows! Hera is a very simple Python library for constructing workflows - it can run any Python script you submit, allowing you and your company to focus on the value of the script itself rather than workflow construction :) you can run anything! ML workflows, DevOps jobs, crons with API calls, ETLs using pure Python, containers with commands, easily integrate with things like Horovod, etc.
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
What are some alternatives?
flyte - Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
SmartSim - SmartSim Infrastructure Library.
awesome-argo - A curated list of awesome projects and resources related to Argo (a CNCF graduated project)
kestra - Infinitely scalable, event-driven, language-agnostic orchestration and scheduling platform to manage millions of workflows declaratively in code.
django-hurricane - Hurricane is an initiative to fit Django perfectly with Kubernetes.
cadence-python - Python framework for Cadence Workflow Service
doit - task management & automation tool
mlnotify - 🔔 No need to keep checking your training - just one import line and you'll know the second it's done.
couler - Unified Interface for Constructing and Managing Workflows on different workflow engines, such as Argo Workflows, Tekton Pipelines, and Apache Airflow.
dagster - An orchestration platform for the development, production, and observation of data assets.
covalent - Teradata UI Platform built on Angular Material
bytehub - ByteHub: making feature stores simple