ZnTrack Alternatives
Similar projects and alternatives to ZnTrack
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InfluxDB
InfluxDB – Built for High-Performance Time Series Workloads. InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.
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mlem
Discontinued 🐶 A tool to package, serve, and deploy any ML model on any platform. Archived to be resurrected one day🤞
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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messages
xcompute sub-module (CAE schema layer) including serialization utilities and bindings (by XplicitComputing)
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Activeloop Hub
Discontinued 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] (by activeloopai)
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ZnTrack discussion
ZnTrack reviews and mentions
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What are some good examples of well-engineered pipelines
I expaned a bit on them with my own package https://zntrack.readthedocs.io/ - a general framework for building DVC pipelines through python scripts (and more). This finally brings me to the project I'm actually working on https://github.com/zincware/IPSuite which brings all of this together for the specific use case of machine learned interatomic potentials.
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HPC Rocket - A tool to run Slurm jobs from CI pipelines
This looks really interesting! I have a similar scenario but haven't looked into it yet. Have you looked at dvc.org - I'm planning on using it together with slurm and what they call CML for my projects. On that context I also wrote a tool that makes DVC more pythonic https://github.com/zincware/ZnTrack altough I'm currently restructuring it a bit but having backwards compatibility in mind.
Stats
zincware/ZnTrack is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of ZnTrack is Python.