tempo | MLOps Python Library | Machine Learning library

 by   SeldonIO Python Version: v0.3.0 License: Apache-2.0

kandi X-RAY | tempo Summary

kandi X-RAY | tempo Summary

tempo is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Tensorflow applications. tempo has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can install using 'pip install tempo' or download it from GitHub, PyPI.

An open source framework to enable data scientists to productionise, test and deploy models with simple workflows that abstract the underlying complexity of scalable MLOps platforms.
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            kandi-support Support

              tempo has a low active ecosystem.
              It has 53 star(s) with 15 fork(s). There are 16 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 43 open issues and 38 have been closed. On average issues are closed in 30 days. There are 3 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of tempo is v0.3.0

            kandi-Quality Quality

              tempo has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              tempo 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

              tempo releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              Installation instructions are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed tempo and discovered the below as its top functions. This is intended to give you an instant insight into tempo implemented functionality, and help decide if they suit your requirements.
            • Decorator to create a pipeline
            • Wrap a K into a class
            • Bind a function to an instance
            • Return the predict method of K
            • Create kubernetes Redis cluster
            • Create kubernetes client
            • Create a network
            • Deploys kubernetes kubernetes kubernetes services
            • Install pip packages
            • Deploy Kubernetes model specification
            • Create an explanation pipeline
            • Create a SageMaker Spec
            • Create API client
            • Train the model
            • Start a worker from a sync worker thread
            • List all models in a namespace
            • Make inference request
            • Wait until a model spec is ready
            • Returns a numpy ndarray of samples
            • Convert a JSON response into a tensor
            • Returns a tensorflow protocol request
            • Start an asynchronous worker from Async
            • Return the specification for this model
            • Converts inputs into Tensorflow protocol response
            • Wait for a model specification ready to be ready
            • Creates a protocol response
            Get all kandi verified functions for this library.

            tempo Key Features

            No Key Features are available at this moment for tempo.

            tempo Examples and Code Snippets

            Tempo: The MLOps Software Development Kit,Motivating Synopsis
            Pythondot img1Lines of Code : 47dot img1License : Permissive (Apache-2.0)
            copy iconCopy
            def get_tempo_artifacts(artifacts_folder: str) -> Tuple[Pipeline, Model, Model]:
            
                sklearn_model = Model(
                    name="test-iris-sklearn",
                    platform=ModelFramework.SKLearn,
                    local_folder=f"{artifacts_folder}/{SKLearnFolder}",
                 

            Community Discussions

            QUESTION

            I have my data inside a SqlDataReader and i passed it to the html View, how can i work with that info inside the view, and display it into a table?
            Asked 2022-Mar-22 at 07:46

            I'm developing a scholl project(using asp.net core Web Application) and i select data from a sql server database using a stored procedure into a SqlDataReader, that returns that The return of the stored procedure.

            I already passed that SQLDataReader to my html View, now i need to display that data into a html table like this:Table edited in paint to get the desired result, I'm not getting the result I want because i can't work correctly with the data.

            That's how i execute the stored Procedure.

            ...

            ANSWER

            Answered 2022-Mar-22 at 07:43

            It seems you want use SqlDataReader in razor page directly. Like below

            Source https://stackoverflow.com/questions/71557248

            QUESTION

            R how can I set x and y axes values?
            Asked 2022-Mar-10 at 12:48

            I am using this R script for plotting these trend:

            ...

            ANSWER

            Answered 2022-Mar-10 at 12:48

            You need to draw the plot without axes and specify where you want the breaks and what you want their labels to be:

            Source https://stackoverflow.com/questions/71423613

            QUESTION

            Plot line from dataframe
            Asked 2022-Mar-04 at 17:04

            I have the following dataframe [1] which contains information relating to music listening. I would like to print a line graph like the following 2 (I got it by putting the data manually) in which the slotID and the average bpm are related, without writing the values by hand . Each segment must be one unit long and must match the average bpm.

            [1]

            ...

            ANSWER

            Answered 2022-Mar-04 at 17:04

            You can loop through the rows and plot each segment like this:

            Source https://stackoverflow.com/questions/71354696

            QUESTION

            Get element in each cluster
            Asked 2022-Feb-24 at 08:37

            I've got this following code which extract 2 feature(tempo & slotID) from csv file and plot kmeans clustering based on this 2 features.

            ...

            ANSWER

            Answered 2022-Feb-24 at 08:37

            Use the dataframe indexing to get the desired data. For example, if you want points from cluster 1, you can get them with

            Source https://stackoverflow.com/questions/71239471

            QUESTION

            Adjust y axis when using parallel_coordinates
            Asked 2022-Feb-04 at 12:53

            I'm working on plotting some data with pandas in the form of parallel coordinates, and I'm not too sure how to go about setting the y-axis scaling.

            here is my code:

            ...

            ANSWER

            Answered 2022-Feb-04 at 12:53

            To normalize your values between 0 and 1, you have multiple choices. One of them could be (MinMaxScaler): the lowest value of each column is 0 and the highest value is 1:

            Source https://stackoverflow.com/questions/70986548

            QUESTION

            Running several tests with single initialization/destruction of objects to test
            Asked 2022-Jan-27 at 09:11

            TL;DR: is it possible with pytest to create an instance of an object and then run a battery of tests on the same instance ?

            I have a custom C API, that uses posix threads and does operations on serial ports. My API is an implementation of a custom/proprietary protocol with a master/slave messaging. With simple test programs in C (or in Python), it works correctly.

            But, with pytest, when testing sending and reception of messages, pytest repeatdly open/close the COM port and create/delete the background thread, as each unit test is written in the following manner:

            ...

            ANSWER

            Answered 2022-Jan-27 at 09:11

            You can use Fixtures or set-up/tear-down fixtures

            Source https://stackoverflow.com/questions/70875719

            QUESTION

            getting a KeyNotFoundException on a key that appears to exist in a dictionary
            Asked 2021-Dec-25 at 22:29

            full error:

            ...

            ANSWER

            Answered 2021-Dec-25 at 14:11

            From what I can see, in your SongManager you are creating Dictionary ret, but not adding any values to. Instead, you are trying to directly assign values: ret[timings] = notes_enc[name];. Dictionary is not an array, you should use Add() method, like this: ret.Add(timings, notes_enc[name]);

            Source https://stackoverflow.com/questions/70480242

            QUESTION

            Time interval between two dates with Perl
            Asked 2021-Dec-21 at 14:26

            I'm adding two dates and trying to calculate the time, but I'm getting the following error:

            ...

            ANSWER

            Answered 2021-Dec-21 at 14:26

            The matched pattern of $str1 is 20/12/2021 13:58:3 AM

            Problems:

            • There's no 20th month

            • There's no 13 AM

            • Can give the wrong answer near a switch from Daylight-Saving Time.

            Also, there's a couple of problems strptime ignores:

            • You should be using %I instead of %H for 12-hour time.

            • There's a lack of leading zeros where they are normally expected (minutes and seconds).

            You appear to be asking the following:

            Given the year, month, day, hour, minute and second components of a local time, how do I obtain the corresponding epoch time so I can perform a difference?

            To achieve this, use Time::Local's timelocal*.

            Source https://stackoverflow.com/questions/70425973

            QUESTION

            Python bs4 .find not detecting article
            Asked 2021-Dec-18 at 17:46

            i'm trying to get names of products but when it gets to the sponsored products it returns None. Here's my code;

            ...

            ANSWER

            Answered 2021-Dec-18 at 17:46

            Note First of all, take a look into your soup /doc_nextpage - There is the truth you processing the data on.

            What happens?

            In your doc_nextpage the html for your sponsored products is empty and thats why you get these None.

            They are empty because they will be provided dynamically by website and requests could not handle this. It is no browser, that will interpret / manipulate data.

            How to fix?

            One option is to simulate browser behavior with selenium and get page_source to process it with beautifulsoup or with selenium itself.

            Example (selenium 4)

            Source https://stackoverflow.com/questions/70404729

            QUESTION

            Why does my tab don't change when clicking the button?
            Asked 2021-Dec-09 at 18:05

            I'm developing a new website, with a multi-step form where the steps are all in separated divs. The problem is: when i click in the first button, it shows the second page, but then it goes back to the first. Here's my javascript code:

            ...

            ANSWER

            Answered 2021-Dec-09 at 18:04

            You are using anchor tab and so your page is getting refreshed. The page refreshes and so the first tab by default is visible again. Try removing the a tag here:

            Source https://stackoverflow.com/questions/70294609

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

            Vulnerabilities

            No vulnerabilities reported

            Install tempo

            You can install using 'pip install tempo' or download it from GitHub, PyPI.
            You can use tempo 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

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
            Find more information at:

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            CLONE
          • HTTPS

            https://github.com/SeldonIO/tempo.git

          • CLI

            gh repo clone SeldonIO/tempo

          • sshUrl

            git@github.com:SeldonIO/tempo.git

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