kale | Kubeflow ’ s superfood for Data Scientists | BPM library

 by   kubeflow-kale Python Version: v0.7.0 License: Apache-2.0

kandi X-RAY | kale Summary

kandi X-RAY | kale Summary

kale is a Python library typically used in Automation, BPM, Jupyter applications. kale has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. However kale build file is not available. You can install using 'npm i kubeflow-kale-launcher' or download it from GitHub, npm.

KALE (Kubeflow Automated pipeLines Engine) is a project that aims at simplifying the Data Science experience of deploying Kubeflow Pipelines workflows. Kubeflow is a great platform for orchestrating complex workflows on top Kubernetes and Kubeflow Pipeline provides the mean to create reusable components that can be executed as part of workflows. The self-service nature of Kubeflow make it extremely appealing for Data Science use, at it provides an easy access to advanced distributed jobs orchestration, re-usability of components, Jupyter Notebooks, rich UIs and more. Still, developing and maintaining Kubeflow workflows can be hard for data scientists, who may not be experts in working orchestration platforms and related SDKs. Additionally, data science often involve processes of data exploration, iterative modelling and interactive environments (mostly Jupyter notebook). Kale bridges this gap by providing a simple UI to define Kubeflow Pipelines workflows directly from you JupyterLab interface, without the need to change a single line of code. Read more about Kale and how it works in this Medium post: Automating Jupyter Notebook Deployments to Kubeflow Pipelines with Kale.
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            kandi-support Support

              kale has a low active ecosystem.
              It has 507 star(s) with 101 fork(s). There are 17 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 78 open issues and 73 have been closed. On average issues are closed in 35 days. There are 32 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of kale is v0.7.0

            kandi-Quality Quality

              kale has 0 bugs and 0 code smells.

            kandi-Security Security

              kale has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              kale code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              kale 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

              kale releases are available to install and integrate.
              Deployable package is available in npm.
              kale has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed kale and discovered the below as its top functions. This is intended to give you an instant insight into kale implemented functionality, and help decide if they suit your requirements.
            • Serve a model
            • Get the imports and functions
            • Prepare the preprocessing assets for preprocessing
            • Return the source code for a reserved tag
            • Create a new run and wait for it to finish
            • Annotate a trial
            • Return the owner of an experiment
            • Given a trial
            • Add artifact to KFP UI
            • Get the base image of the Docker container
            • Link input artifacts to the given checkpoint
            • Create the execution context
            • Hydrate a new PVC from a snapshot
            • Get or create a logger
            • Load Transformer assets
            • Return a set of function calls
            • Train the model
            • Constructs the experiment crontab
            • Create a snapshot of a given volume
            • Sends predictions to the InferenceService
            • Get the version ID of a pipeline version
            • Create an experiment
            • Given a Python code block return a set of possible marshalling candidates
            • Run user code
            • Snapshot a pipeline step
            • Decorator to configure a pipeline
            Get all kandi verified functions for this library.

            kale Key Features

            No Key Features are available at this moment for kale.

            kale Examples and Code Snippets

            No Code Snippets are available at this moment for kale.

            Community Discussions

            QUESTION

            delay on hover for tailwind
            Asked 2022-Feb-28 at 07:33

            So, this is what my issue is. When someone hovers over a group, the new text shows up but it causes this feeling of dizzy because it auto formats during resize. What I want, if possible is to delay the text showing up until the resize is done. Is this possible and if so, what would I do? I need this to be 100% tailwind as I am challenging myself not to use any JS.

            ...

            ANSWER

            Answered 2022-Feb-28 at 07:33

            You can create a div and set class: opacity-0 group-hover:hover:opacity-100 min-h-full transition duration-300 delay-500 flex items-center

            like this:

            Source https://stackoverflow.com/questions/71290989

            QUESTION

            How to update array inside MongoDB document
            Asked 2022-Jan-16 at 22:05

            Can someone help me with a solution to update an array object inside the MongoDB document, I've tried a couple of methods but still it's to updating, here is my document that I want to update the array in the document.

            ...

            ANSWER

            Answered 2022-Jan-16 at 22:05

            arrayFilters seems suitable here:

            Source https://stackoverflow.com/questions/70733176

            QUESTION

            How to get data from json in flutter
            Asked 2021-Nov-12 at 17:37

            I'm trying to access my JSON data, but it returns me this error. I already manipulated the structure of my JSON but nothing seems to fix. I tried to use [{:[{}]}] or {:[{}]} for JSON format but the error persist. I want to display the data that I can get into a container.

            ERROR: RangeError (RangeError (index): Invalid value: Valid value range is empty: 0)

            This is my code.

            ...

            ANSWER

            Answered 2021-Nov-12 at 17:33

            it happens when you are calling a list which doesn't have enough length according to the index you passed i.e. breakfast[0]

            you have made a Future but you need to call it using FutureBuilder so thar data can be passed into your list and can be accessed here breakfast[0]

            Source https://stackoverflow.com/questions/69946159

            QUESTION

            how to get the json data in a json file locally in flutter
            Asked 2021-Nov-11 at 22:48

            I am trying to get the data from a json file. But I can't done it right. I don't know what is wrong with this. Hope to get an advice or tutorial.

            The error I get is : Undefined name 'breakfast'. Then when I change breakfast to Breakfast, I got the error : Instance member '...' can't be accessed using static access. Nothing else. I hope to get an explanation. I'm just a newbie to flutter. I tried to look for the problem and explanation to the web but nothing fix it.

            Here is the code:

            ...

            ANSWER

            Answered 2021-Nov-11 at 22:48

            From just my visual inspection of your code, I would say start by fixing up your loadBreakfast() method.

            Your original code...

            Source https://stackoverflow.com/questions/69933353

            QUESTION

            r data.table calculate ratio of value column to value identified by another column
            Asked 2021-Oct-22 at 16:44

            I have a data table that includes two columns (crop and plotnum) that identify a group (crop) and elements of the group (plotnum). I want to calculate the ratio of the value of subgroups within a group to the value of one of the subgroups in the group (e.g. plot_4). The idea is to compare the performance of the subgroup within the group.

            Here's a sample data table.

            ...

            ANSWER

            Answered 2021-Oct-22 at 15:06

            We can subset based on the subgroup by group

            Source https://stackoverflow.com/questions/69679153

            QUESTION

            Change a select option thanks to another option
            Asked 2021-Oct-06 at 10:56

            What I'm trying is something pretty basic, but I can't do it because the examples I see aren't anything similar to what I'm looking for.

            There are 2 select, one of them you choose manually and the other dynamically changes depending on the value of the first one.

            If the value of the first select is 1, that in the second one they only appear whose value is 1 as well.

            I want to make it 100% JavaScript, I don't want any JQuery.

            HTML.php ...

            ANSWER

            Answered 2021-Oct-06 at 10:56

            Loop through the options and hide if value doesnot match

            Source https://stackoverflow.com/questions/69464199

            QUESTION

            Python replace method with a decorator
            Asked 2021-Sep-29 at 23:46

            I have a Python dictionary basket={fruit:'apple',vegetable:'kale'}

            and a helper function , that wherever it sees the words fruits and vegetables in the Execution query , it will replace it with apple and kale respectively.

            Helper function :

            ...

            ANSWER

            Answered 2021-Sep-29 at 23:46

            You can achieve the same functionality using decorator, as shown in example below

            Source https://stackoverflow.com/questions/69369151

            QUESTION

            Iterating across sequences of columns (of same crop-related data) to build tidy rbind dataset in R
            Asked 2021-Sep-27 at 16:15

            I am working with a messy wide format dataset of CROP data where each crop has six associated variables (crop type, crop acreage, nitrogen in soil, nitrogen applied, organic v. conventional, and notes). There are 50 sets of these 6 variables, 300 columns total, with the unfortunate naming convention: c.0. | a.0. | s.0. | f.0. | o.0. | r.0. |, .... , | c.23. | a.23 | s.23. | f.23. |o.23. | r.23. |.

            I want to iterate across sequences of columns (the 6 columns associated with each crop), saving each iteration, or individual crop, as a list (or df) with the common colnames c(CROP, CROP_ACREAGE, SOIL_N, APP_N, TYPE, NOTES). Once all of the crops have been iterated through, I want to build a tidy df by rbinding the 50 individual crops datasets.

            Below is an example dataset with only two sets of crop columns, four growers, across three years:

            ...

            ANSWER

            Answered 2021-Sep-27 at 16:15

            We may reshape to 'long' format with pivot_longer

            Source https://stackoverflow.com/questions/69349831

            QUESTION

            R shiny reactive value does not recalculate when called from DT::renderDT
            Asked 2021-Aug-19 at 17:39

            A reactive value in my shiny app does not recalculate when it is being called from inside DT::renderDT function after the 1st calculation.

            Here is my code:

            ...

            ANSWER

            Answered 2021-Aug-19 at 17:39

            As per @MrFlick 's comment, the typo was the problem: In the definition of reactive -> Recipe_Inv_Flt() the following if statement condition:

            Source https://stackoverflow.com/questions/68851290

            QUESTION

            add categories present in dictionary that are not present in the data to counts output - python
            Asked 2021-Jul-02 at 15:55

            I am creating some counts of the categories per columns in a df. All possible categories are not present in the column - but they are stored in a dictionary. Is there a possible way to append the categories not in the data back into the value_counts data? see below for some code and examples of the expected output. there are many of these columns so its not good to append at the end manually. Thank you so much!

            dictionary with all possible responses

            ...

            ANSWER

            Answered 2021-Jul-02 at 15:55

            reindex from the values in df_dic before adding to dat:

            Source https://stackoverflow.com/questions/68227993

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

            Vulnerabilities

            No vulnerabilities reported

            Install kale

            Install the Kale backend from PyPI and the JupyterLab extension. You can find a set of curated Notebooks in the examples repository. To build images to be used as a NotebookServer in Kubeflow, refer to the Dockerfile in the docker folder.

            Support

            Create a new Python virtual environment with Python >= 3.6. Then:.
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            CLONE
          • HTTPS

            https://github.com/kubeflow-kale/kale.git

          • CLI

            gh repo clone kubeflow-kale/kale

          • sshUrl

            git@github.com:kubeflow-kale/kale.git

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