proton
dvc
| proton | dvc | |
|---|---|---|
| 10 | 109 | |
| 1,293 | 13,139 | |
| 3.8% | 0.8% | |
| 9.7 | 9.6 | |
| 6 days ago | 9 days ago | |
| C++ | 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.
proton
- FLaNK-AIM Weekly 06 May 2024
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Loading a trillion rows of weather data into TimescaleDB
What's the process for adding support for other databases to your tool qStudio?
I'm thinking perhaps you could add support for Timeplus [1]? Timeplus is a streaming-first database built on ClickHouse. The core DB engine Timeplus Proton is open source [2].
It seems that qStudio is open source [3] and written in Java and will need a JDBC driver to add support for a new RDBMS? If yes, Timeplus Proton has an open source JDBC driver [4] based on ClickHouse's driver but with modifications added for streaming use cases.
1: https://www.timeplus.com/
2: https://github.com/timeplus-io/proton
3: https://github.com/timeseries/qstudio
4: https://github.com/timeplus-io/proton-java-driver
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Comparing Timeplus Proton and ksqlDB for stream processing
* Proton is more developer friendly
To explore Proton yourself, visit the [Proton GitHub repo](https://github.com/timeplus-io/proton) or create your own workspace on [Timeplus Cloud](https://timeplus.com).
- FLaNK Stack Weekly 19 Feb 2024
- Proton, a fast and lightweight alternative to Apache Flink
- Proton, extending the historical data, storage, and computing of ClickHouse
- Proton, a unified database for streaming and historical data in a single binary
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First 15 Open Source Advent projects
5. Proton by Timeplus | Github | tutorial
- Timeplus has open-sourced its core streaming processing engine Proton
dvc
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My Favorite DevTools to Build AI/ML Applications!
Collaboration and version control are crucial in AI/ML development projects due to the iterative nature of model development and the need for reproducibility. GitHub is the leading platform for source code management, allowing teams to collaborate on code, track issues, and manage project milestones. DVC (Data Version Control) complements Git by handling large data files, data sets, and machine learning models that Git can't manage effectively, enabling version control for the data and model files used in AI projects.
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Why bad scientific code beats code following "best practices"
What you’re describing sounds like DVC (at a higher-ish—80%-solution level).
https://dvc.org/
See pachyderm too.
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First 15 Open Source Advent projects
10. DVC by Iterative | Github | tutorial
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Exploring Open-Source Alternatives to Landing AI for Robust MLOps
Platforms such as MLflow monitor the development stages of machine learning models. In parallel, Data Version Control (DVC) brings version control system-like functions to the realm of data sets and models.
- ML Experiments Management with Git
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Git Version Controlled Datasets in S3
I was using DVC (https://dvc.org/) for some time to help solve this but it was getting hard to manage the storage connections and I would run into cache issues a lot, but this solves it using git-lfs itself.
- Ask HN: How do your ML teams version datasets and models?
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Exploring MLOps Tools and Frameworks: Enhancing Machine Learning Operations
DVC (Data Version Control):
- Evaluate and Track Your LLM Experiments: Introducing TruLens for LLMs
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[D] Is there a tool to keep track of my ML experiments?
I have been using DVC and MLflow since then DVC had only data tracking and MLflow only model tracking. I can say both are awesome now and maybe the only factor I would like to mention is that IMO, MLflow is a bit harder to learn while DVC is just a git practically.
What are some alternatives?
ytsaurus - YTsaurus is a scalable and fault-tolerant open-source big data platform.
MLflow - Open source platform for the machine learning lifecycle
proton-python-driver - Python driver for Proton which support Proton native wire protocol
lakeFS - lakeFS - Data version control for your data lake | Git for data
OSQuery - SQL powered operating system instrumentation, monitoring, and analytics.
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]
duckdb - DuckDB is an in-process SQL OLAP Database Management System
delta - An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs
POCO - The POCO C++ Libraries are powerful cross-platform C++ libraries for building network- and internet-based applications that run on desktop, server, mobile, IoT, and embedded systems.
ploomber - The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
ClickHouse - ClickHouse® is a free analytics DBMS for big data
aim - Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.