kale | Kubeflow ’ s superfood for Data Scientists | BPM library
kandi X-RAY | kale Summary
kandi X-RAY | kale Summary
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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Top functions reviewed by kandi - BETA
- 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
kale Key Features
kale Examples and Code Snippets
Community Discussions
Trending Discussions on kale
QUESTION
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 07:33You 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:
QUESTION
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 22:05arrayFilters seems suitable here:
QUESTION
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 17:33it 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]
QUESTION
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 22:48From just my visual inspection of your code, I would say start by fixing up your loadBreakfast() method.
Your original code...
QUESTION
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 15:06We can subset based on the subgroup by group
QUESTION
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 10:56Loop through the options and hide if value doesnot match
QUESTION
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 23:46You can achieve the same functionality using decorator, as shown in example below
QUESTION
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 16:15We may reshape to 'long' format with pivot_longer
QUESTION
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 17:39As per @MrFlick 's comment, the typo was the problem:
In the definition of reactive -> Recipe_Inv_Flt()
the following if
statement condition:
QUESTION
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 15:55reindex
from the values in df_dic
before adding to dat
:
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