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2025-04-05 Update From: SLTechnology News&Howtos shulou NAV: SLTechnology News&Howtos > Internet Technology >
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In this issue, the editor will bring you about how to use your favorite editor in CDSW1.6. The article is rich in content and analyzed and described from a professional point of view. I hope you can get something after reading this article.
Since the launch of Cloudera Data Science Workbench (CDSW) in 2017, we have been committed to accelerating enterprise data science from research to production. We are helping hundreds of customers such as IQVIA and Deutsche Telekom set up their own AI factories to enable large data science teams to securely and self-help access business data, computing resources, and open source tools and libraries, so that they can innovate and impact their business faster.
Improving the productivity of the data science team through a good user experience remains key to our customers' mission to industrialize machine learning and AI, and we are pleased to announce that today's release of CDSW1.6 supports third-party editors including Jupyter Notebook, RStudio, PyCharm, etc. CDSW enables teams to collaborate on end-to-end data science workflows, from data exploration and data engineering to model development and deployment in production. This may involve collaboration among data engineers, data scientists, and ML engineers, who usually have different preferences for editors and IDE. Different teams can now take advantage of the self-service data science offered by CDSW while working in the most familiar or favorite IDE.
Browser-based IDE
In terms of IDE preferences, sometimes everyone has their own favorite tools, and everyone's favorite is different, in fact, everyone is not wrong. In fact, many Cloudera clients are fans of Jupyter Notebooks and RStudio. Starting with CDSW1.6, you can run these Web-based editors directly in CDSW, just like other libraries, the editor is also a library, the administrator can install the editor directly into Engine, or at the project level by ordinary CDSW users themselves. Jupyter Notebook support is pre-installed in CDSW, and the installation of RStudio is very simple through the method we provide.
To use Jupyter Notebook in CDSW, users only need to access their projects in CDSW:
This allows you to continue to access and edit CDSW Project files using Jupyter Notebook in a CDSW browser-based environment:
The local IDE on your machine
Other programmers on the team, such as ML and DevOps engineers, tend to work in local IDE on their computers, such as PyCharm. These applications run locally on the user's computer and connect remotely to CDSW through SSH to complete the code and execute. Each user is configured individually and cannot be associated at the project level of CDSW. The following link provides sample instructions based on PyCharm v2019.1 Professional:
Https://www.cloudera.com/documentation/data-science-workbench/1-6-x/topics/cdsw_editors_pycharm.html
Together, the above two approaches solve the problem of Cloudera customers' preference for editor IDE, and these features are also tested during CDSW1.6 development. You can also install and configure other browser-based and native IDE, using a similar approach. For more information on this section and other new security and management features, please refer to CDSW1.6 's official website documentation:
Https://www.cloudera.com/documentation/data-science-workbench/1-6-x.html
CDSW1.6 supports installation to the following versions of CDH/HDP:
RPM installation: CDH5.7 or higher, CDH6.1.x or higher, Cloudera Manager5.11 or higher, Cloudera Manager6.1.x or higher, HDP2.6.5 or higher, HDP3.1.0 or higher.
CSD installation: CDH5.7 or higher, CDH6.1.x or higher, Cloudera Manager5.13 or higher, Cloudera Manager6.1.x or higher.
To see some of the new features in progress and to learn more about how Cloudera Data Science Workbench accelerates enterprise data science from research to production, visit CDSW resource center:
Https://www.cloudera.com/campaign/cdsw-resource-center.html?utm_source=blog&utm_medium=organic&utm_term=ml&utm_campaign=CDSW_FY20Q2_Kit%20Hub&cid=7012H000001l2AX
For existing Cloudera customers, you can download the CDSW1.6 trial at the following link:
Https://www.cloudera.com/downloads/workbench/1-6-0.html above is the editor to share with you how to use your favorite editor in CDSW1.6. If you happen to have similar doubts, please refer to the above analysis to understand. If you want to know more about it, you are welcome to follow the industry information channel.
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