nauta | distributed computing environment for running DL model | Machine Learning library

 by   IntelAI Python Version: 1.1 License: Apache-2.0

kandi X-RAY | nauta Summary

kandi X-RAY | nauta Summary

nauta is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Docker applications. nauta has build file available, it has a Permissive License and it has low support. However nauta has 30 bugs and it has 1 vulnerabilities. You can download it from GitHub.

See the docs at: The Nauta software provides a multi-user, distributed computing environment for running deep learning model training experiments. Results of experiments, can be viewed and monitored using a command line interface, web UI and/or TensorBoard*. You can use existing data sets, use your own data, or downloaded data from online sources, and create public or private folders to make collaboration among teams easier. Nauta runs using the industry leading Kubernetes* and Docker* platform for scalability and ease of management. Template packs for various DL frameworks and tooling are available (and customizable) on the platform to take the complexities out of creating and running single and multi-node deep learning training experiments without all the systems overhead and scripting needed with standard container environments. To test your model, Nauta also supports both batch and streaming inference, all in a single platform. To build Nauta installation package and run it smoothly on Google Cloud Platform please follow our Nauta on Google Cloud Platform - Getting Started. More details on building Nauta artifacts can be found in How to Build guide. To get things up and running quickly please take a look at our Getting Started guide.
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            kandi-support Support

              nauta has a low active ecosystem.
              It has 394 star(s) with 65 fork(s). There are 40 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 13 open issues and 21 have been closed. On average issues are closed in 16 days. There are 10 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of nauta is 1.1

            kandi-Quality Quality

              nauta has 30 bugs (0 blocker, 0 critical, 7 major, 23 minor) and 584 code smells.

            kandi-Security Security

              nauta has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              nauta code analysis shows 1 unresolved vulnerabilities (0 blocker, 1 critical, 0 major, 0 minor).
              There are 67 security hotspots that need review.

            kandi-License License

              nauta is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              nauta releases are available to install and integrate.
              Build file is available. You can build the component from source.
              nauta saves you 18210 person hours of effort in developing the same functionality from scratch.
              It has 36037 lines of code, 1974 functions and 445 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed nauta and discovered the below as its top functions. This is intended to give you an instant insight into nauta implemented functionality, and help decide if they suit your requirements.
            • Cancel a running experiment
            • Cancel an experiment
            • Delete the given helm release
            • Cancel a given experiment
            • View a run
            • Get Kubernetes pod events
            • Sum the CPU resources
            • Sum the number of memory resources
            • Delete a user
            • Start port forwarding
            • Runs the inference service
            • Get logs for a given operation
            • Deepnn layer
            • Bottleneck block
            • Export workflow
            • Stream the given data
            • List run objects
            • Submit a experiment
            • Building block
            • Launch inference
            • Bottleneck block_v2
            • Install a template
            • Train the model
            • Interactively interact with a notebook
            • Create a new user
            • Verify that the SDK is installed
            Get all kandi verified functions for this library.

            nauta Key Features

            No Key Features are available at this moment for nauta.

            nauta Examples and Code Snippets

            No Code Snippets are available at this moment for nauta.

            Community Discussions

            QUESTION

            Fail to change the order of legend items in ggplot2
            Asked 2020-Jul-15 at 07:41

            I am practising R with open datasets, I gone through some questions online and see the following code can customise the order in legend, but it didn't work for me:

            ...

            ANSWER

            Answered 2020-Jul-15 at 07:41

            The levels should match exactly with the species names present in the dataset. Here is the solution

            Source https://stackoverflow.com/questions/62909161

            QUESTION

            pkg_resources.DistributionNotFound: 'jsonschema'
            Asked 2019-Feb-27 at 07:42

            unable to get "intel-nauta" running as its throwing this error : pkg_resources.DistributionNotFound: The 'jsonschema' distribution was not found and is required by the application [19160] Failed to execute script main.

            python 3.0

            while pip installing jsonschema it says requirement already found. changed the version still error persists. referred the following links. https://github.com/IntelAI/nauta/blob/develop/docs/user-guide/actions/getting_started.md

            https://github.com/docker/compose/issues/1305

            https://github.com/Julian/jsonschema/issues/228

            https://github.com/Julian/jsonschema/issues/228

            not a great coder pls help. posting the whole error trail:

            ...

            ANSWER

            Answered 2019-Feb-27 at 07:42

            The issue is with pyinstaller not working with new version jsonschema. There is already a workaround in nauta https://github.com/IntelAI/nauta/commit/8806aaa87a25d17d89a9aa9062571620d63e2b48 where the requirements.txt are forcing jsonschema==2.6.0 Please pull the latest version and try the build again.

            Source https://stackoverflow.com/questions/54879457

            QUESTION

            CSS: How to select a specific sibiling element
            Asked 2018-Apr-27 at 05:13

            I need to know how I can select the

          • Iquitos Peru
          • tag using CSS, I have read about "nth-child" but I do not understand it. I have the following sample code.

            ...

            ANSWER

            Answered 2018-Apr-27 at 04:40

            You can either give that

          • an id or a class. Otherwise you can use a selector, see: Nested classes selectors

          • Source https://stackoverflow.com/questions/50055328

            QUESTION

            My website is responsive but it doesnt react at the right sizes
            Asked 2018-Feb-22 at 22:38

            So i made a responsive website but the website doesnt change when it should. The website that i link below this shows that on my Iphone 6 Plus it should be formatted correctly but when i check the website on my iphone its in tablet view mode.

            And you can check what i mean here http://quirktools.com/screenfly/#u=http%3A//maartennauta.com&w=1024&h=600&s=1

            the CSS code

            ...

            ANSWER

            Answered 2018-Feb-22 at 22:32

            You are missing the viewport meta tag

            (...) Apple introduced the "viewport meta tag" in Safari iOS to let web developers control the viewport's size and scale. Many other mobile browsers now support this tag, although it is not part of any web standard. Apple's documentation does a good job explaining how web developers can use this tag, but we had to do some detective work to figure out exactly how to implement it in Fennec. For example, Safari's documentation says the content is a "comma-delimited list," but existing browsers and web pages use any mix of commas, semicolons, and spaces as separators.

            Source https://stackoverflow.com/questions/48938228

            QUESTION

            Boolean-logical Comparison of Lists Using List Comprehension
            Asked 2018-Feb-21 at 05:56

            Here's what I'm trying to do (in a single list comprehension):

            1. Compare the the relation of 2 bool-integer lists using logical operators
            2. Return a list of bool-int values where:
            - 1 is returned when both a,b values are 1 (1,1)
            - 0 is returned when a==1 and b==0 (1,0)
            - other cases are skipped, as in (0,0 & 0,1)

            Example Logic:

            ...

            ANSWER

            Answered 2017-Nov-08 at 23:13

            QUESTION

            Python, uWSGI, NGINX, FLASK works on WiFi does not over cellular
            Asked 2017-Dec-26 at 18:24

            I'm using a Digital Ocean server to run a personal website. The site works perfectly and I'm happy with it. I was able to get Lets Encrypt set up and working too (this problem existed before setting up Lets Encrypt).

            Over WiFi. Over a cellular network the site doesn't load. But if I switch my phone to WiFi, it works fine. I have literally no idea what is causing this issue.

            My set up is very standard, Python and flask, served by nginx and uWSGI. Everything was set up using this tutorial. I am happy to post nginx config, uwsgi config, etc, and all source for the site is here.

            UPDATE

            This issue is caused by a bug in certbot, which doesn't handle IPV6 when used on NGINX. This can be fixed by editing the NGINX config and adding the lines in Wander Nauta's answer.

            ...

            ANSWER

            Answered 2017-Dec-26 at 17:31

            Your website has both an IPv4 and an IPv6 address:

            Source https://stackoverflow.com/questions/47981630

            QUESTION

            PHP Mailer: Specific Confirmations Messages based on Empty Fields
            Asked 2017-Jun-10 at 15:39

            I have a Contact Form which submits the data using AJAX to a PHP mailer. Once the email have been sent a confirmation message is shown to the user. It works well. My problem is how to customize the confirmation message based on which fields have been filled.

            The form has four fields. Name (required), Subject (option list: by default 'Subscribe to Newsletter'), Email (required) and Message and there are two cases:

            1) User is only looking to get subscribed to the Newsletter. Only 'Name' and 'Email' fields are filled. Confirmation message A.

            2) User sends an email. 'Name', 'Email' and 'Message' are filled. Confirmation message B.

            This is my current code, shows a general confirmation message:

            ...

            ANSWER

            Answered 2017-Jun-09 at 19:31

            Try to ask if message is an empty string or one blank character:

            Source https://stackoverflow.com/questions/44464815

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install nauta

            You can download it from GitHub.
            You can use nauta like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            Submit Github issue to ask a question, submit a request or report a bug.
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            CLONE
          • HTTPS

            https://github.com/IntelAI/nauta.git

          • CLI

            gh repo clone IntelAI/nauta

          • sshUrl

            git@github.com:IntelAI/nauta.git

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