metaflow
rclone
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metaflow | rclone | |
---|---|---|
24 | 963 | |
7,559 | 43,588 | |
2.1% | 1.8% | |
9.2 | 9.8 | |
3 days ago | 7 days ago | |
Python | Go | |
Apache License 2.0 | MIT License |
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.
metaflow
- FLaNK Stack 05 Feb 2024
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metaflow VS cascade - a user suggested alternative
2 projects | 5 Dec 2023
- In Need of Guidance: Implementing MLOps in a Complex Organization as a Junior Data Engineer
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What are some open-source ML pipeline managers that are easy to use?
I would recommend the following: - https://www.mage.ai/ - https://dagster.io/ - https://www.prefect.io/ - https://metaflow.org/ - https://zenml.io/home
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Needs advice for choosing tools for my team. We use AWS.
1) I've been looking into [Metaflow](https://metaflow.org/), which connects nicely to AWS, does a lot of heavy lifting for you, including scheduling.
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Selfhosted chatGPT with local contente
even for people who don't have an ML background there's now a lot of very fully-featured model deployment environments that allow self-hosting (kubeflow has a good self-hosting option, as do mlflow and metaflow), handle most of the complicated stuff involved in just deploying an individual model, and work pretty well off the shelf.
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[OC] Gender diversity in Tech companies
They had to figure out video compression that worked at the volume that they wanted to deliver. They had to build and maintain their own CDN to be able to have a always available and consistent viewing experience. Don’t even get me started on the resiliency tools like hystrix that they were kind enough to open source. I mean, they have their own fucking data science framework and they’re looking into using neural networks to downscale video.. Sound familiar? That’s cause that’s practically the same thing as Nvidia’s DLSS (which upscales instead of downscales).
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Model artifacts mess and how to deal with it?
Check out Metaflow by Netflix
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Going to Production with Github Actions, Metaflow and AWS SageMaker
Github Actions, Metaflow and AWS SageMaker are awesome technologies by themselves however they are seldom used together in the same sentence, even less so in the same Machine Learning project.
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Small to Reasonable Scale MLOps - An Approach to Effective and Scalable MLOps when you're not a Giant like Google
It's undeniable that leadership is instrumental in any company and project success, however I was intrigued with one of their ML tool choices that helped them reach their goal. I was so curious about this choice that I just had to learn more about it, so in this article will be talking about a sound strategy of effectively scaling your AI/ML undertaking and a tool that makes this possible - Metaflow.
rclone
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Supabase Storage: now supports the S3 protocol
rclone: a command-line program to manage files on cloud storage.
- World Backup Day
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S3 Client against disasters (hacks, fires, catastrophes)
Synchronise buckets with Sclone or Rclone
- Show HN: Query Your Sheets with SheetSQL
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Rclone syncs your files to cloud storage
Says that Apple doesn't provide a multi platform API. It doesn't provide any official supported way to access iCloud from Windows, Linux.
There's a ticket covering everything you might ever want to know:
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Ask HN: Best modern file transfer/synchronization protocol?
seconding rsync and syncthing.
the server could expose an smb or nfs share, the client could mount it, and then sync to that mount.
rsync over ssh also works, if you do not want to run smb/nfs.
this is also a cool tool https://rclone.org/
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Ask HN: How do you do personal backups in 2023? (Google and Dropbox issues)
rclone [1] to dropbox. works since years without problems
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Which synchronization tool are you using together with the pCloud Crypto Folder?
rclone provides a special pCloud config option, which makes the setup straight forward. rclone can encrypt the data it uploads with its own encryption but not with the pCloud encryption. Therefore it can only upload data to the unencrypted pCloud folders, not to the Crypto Folder.
- Backup of Google Drive (and photos?) to local disk (not to Google Drive)
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All I want for Christmas is
The arkclone project impliments rclone in ArkOS to achieve cloud saves. Not yet built in to ArkOS yet, and not a lot of recent traction on the pull request to get it added, but it can be installed manually.
What are some alternatives?
flyte - Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
syncthing - Open Source Continuous File Synchronization
zenml - ZenML 🙏: Build portable, production-ready MLOps pipelines. https://zenml.io.
Cryptomator - Multi-platform transparent client-side encryption of your files in the cloud
pytorch-lightning - Build high-performance AI models with PyTorch Lightning (organized PyTorch). Deploy models with Lightning Apps (organized Python to build end-to-end ML systems). [Moved to: https://github.com/Lightning-AI/lightning]
rsync - An open source utility that provides fast incremental file transfer. It also has useful features for backup and restore operations among many other use cases.
kedro-great - The easiest way to integrate Kedro and Great Expectations
s3fs-fuse - FUSE-based file system backed by Amazon S3
clearml - ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
Duplicati - Store securely encrypted backups in the cloud!
dvc - 🦉 ML Experiments and Data Management with Git
aws-cli - Universal Command Line Interface for Amazon Web Services