Taipy
dagster
Taipy | dagster | |
---|---|---|
16 | 47 | |
8,812 | 10,326 | |
12.6% | 3.2% | |
9.9 | 10.0 | |
1 day ago | 4 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.
Taipy
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Python Day 9: Building Interactive Web Apps without HTML/CSS and JavaScript
Taipy is an open-source Python library that enables data scientists and developers to build robust end-to-end data pipelines.
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+10 Resources to Empower Women in Technology
Iβve been working in tech for more than five years. I started as a Data Scientist, and now Iβm exploring and loving the DevRel π₯ role for Taipy. Needless to say, evolving in the tech scene has been a ride full of ups, downs, and everything in between.
- Show HN: Building data and AI apps, an alternative to Streamlit
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Our open-source project for building AI / Data full-stack apps got funded! π π
In 2022, we first launched Taipy as an open-source project (do check out our GitHub Page), followed by the Enterprise version later that year.
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Plotting 1,000,000 points on a webpage using only Python
Hey guys! I work at Taipy; we are a Python library designed to create web applications using only Python. Some users had problems displaying charts based on big data, e.g., line charts with 100,000 points. We worked on a feature to reduce the number of displayed points while retaining the shape of the curve as much as possible and wanted to share how we did it. Feel free to take a look here:
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Show HN: Taipy β Turns Data and AI algorithms into full web applications
What is the business model for https://www.taipy.io/, https://streamlit.io/, or https://www.gradio.app/? These are nice tools - but how will the sponsoring businesses support themselves? I didn't see any mention of enterprise plans, etc. Is the answer simply that "we've not announced our revenue model yet"? What should one expect?
- Taipy for Data and AI algos web apps building
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TaiPy - Some quirks
I am not going to have a tutorial on how to use it, their website has a decent documentation on how to get started. I will be documenting the difficulties and little quirks that I had to figure out about TaiPy when applying it to a bigger project.
- Taipy, your web application builder. Pure Python
- A quick tutorial on how to easily create Web Apps using only Python
dagster
- Experience with Dagster.io?
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Dagster tutorials
My recommendation is to continue on with the tutorial, then look at one of the larger example projects especially the ones named βproject_β, and you should understand most of it. Of what you don't understand and you're curious about, look into the relevant concept page for the functions in the docs.
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The Dagster Master Plan
I found this example that helped me - https://github.com/dagster-io/dagster/tree/master/examples/project_fully_featured/project_fully_featured
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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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The Why and How of Dagster User Code Deployment Automation
In Helm terms: there are 2 charts, namely the system: dagster/dagster (values.yaml), and the user code: dagster/dagster-user-deployments (values.yaml). Note that you have to set dagster-user-deployments.enabled: true in the dagster/dagster values-yaml to enable this.
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Best Orchestration Tool to run dbt projects?
Dagster seemed really cool when I looked into it as an alternative to airflow. I especially like the software defined assets and built-in lineage which I haven't seen in any other tool. However it seems it does not support RBAC which is a pretty big issue if you want a self-service type of architecture, see https://github.com/dagster-io/dagster/issues/2219. It does seem like it's available in their hosted version, but I wanted to run it myself on k8s.
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dbt Cloud Alternatives?
Dagster? https://dagster.io
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What's the best thing/library you learned this year ?
One that I haven't seen on here yet: dagster
- Anyone have an example of a project where a handful of the more popular Python tools are used? (E.g. airbyte, airflow, dbt, and pandas)
- Can we take a moment to appreciate how much of dataengineering is open source?
What are some alternatives?
Prefect - The easiest way to build, run, and monitor data pipelines at scale.
prefect-deployment-patterns - Code examples showing flow deployment to various types of infrastructure
Airflow - Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
gradio - Build and share delightful machine learning apps, all in Python. π Star to support our work!
Mage - π§ The modern replacement for Airflow. Mage is an open-source data pipeline tool for transforming and integrating data. https://github.com/mage-ai/mage-ai
Taipy-GPT4-Demo - GPT-4 Chat Web App created in 80 lines of Python using Taipy
airbyte - The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
MLflow - Open source platform for the machine learning lifecycle
streamlit - Streamlit β A faster way to build and share data apps.
meltano