luminaire | python package that provides ML driven solutions | Predictive Analytics library

 by   zillow Python Version: v0.4.2 License: Apache-2.0

kandi X-RAY | luminaire Summary

kandi X-RAY | luminaire Summary

luminaire is a Python library typically used in Analytics, Predictive Analytics, Deep Learning, Tensorflow applications. luminaire 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 luminaire' or download it from GitHub, PyPI.

Luminaire is a python package that provides ML-driven solutions for monitoring time series data. Luminaire provides several anomaly detection and forecasting capabilities that incorporate correlational and seasonal patterns as well as uncontrollable variations in the data over time.
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              luminaire has a low active ecosystem.
              It has 674 star(s) with 53 fork(s). There are 25 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 20 open issues and 28 have been closed. On average issues are closed in 65 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of luminaire is v0.4.2

            kandi-Quality Quality

              luminaire has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              luminaire 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

              luminaire 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, examples and code snippets are available.
              luminaire saves you 1031 person hours of effort in developing the same functionality from scratch.
              It has 2583 lines of code, 112 functions and 21 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed luminaire and discovered the below as its top functions. This is intended to give you an instant insight into luminaire implemented functionality, and help decide if they suit your requirements.
            • Calculate objective function
            • Profile the KLF model
            • Returns the magnitude of the changepoint using PELT
            • Calculates the intensity of a given intensity point
            • Compute the mean anomaly score
            • Calculate the anomaly score
            • Perform anomaly detection
            • Call scoring function
            • Run the model
            • Return the data
            • Compute the model score
            • Private method for scoring
            Get all kandi verified functions for this library.

            luminaire Key Features

            No Key Features are available at this moment for luminaire.

            luminaire Examples and Code Snippets

            No Code Snippets are available at this moment for luminaire.

            Community Discussions

            QUESTION

            What is the React JS equivalent of map function for objects? (Closed)
            Asked 2021-Oct-05 at 13:49

            I am new to React, so please bear with me as I unveil my question. I am trying to handle API calls so that I can display the returned JSON files on HTML tables. So far I have been using the map function in order to properly assign keys and values to the table cells.

            One thing I noticed almost right away, which the internet search could not help me with, was that the map function was useful and functional to me so long as the returned data of a JSON file were inside square brackets ..[].., possibly leading to them being items inside a table. See below:

            ...

            ANSWER

            Answered 2021-Sep-30 at 12:18

            [] is an array {} is an object

            map belongs to arrays. You can take a look at object prototype if you want to "convert" them into arrays. https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Object

            As an example:

            if you want to get all the values and don't care about the key :

            Source https://stackoverflow.com/questions/69391939

            QUESTION

            Laravel Excel import using Maatwebsite Excel package with additional columns from View
            Asked 2021-Sep-21 at 20:45

            I am trying to import data into MySQL from an Excel file. My table has 2 foreign keys project_id and site_id when importing I am selecting these 2 fields from dropdowns in my View. Is there a way I can map these 2 fields to my import collection? Mind you, the 2 fields do not exist in the import file (for integrity reasons) but they do exist in the table.

            Collection

            ...

            ANSWER

            Answered 2021-Sep-21 at 20:45

            Override import controller's construct method, sending all the parameters you need, like this:

            Source https://stackoverflow.com/questions/69275158

            QUESTION

            Web-application design on embedded linux
            Asked 2021-Apr-20 at 11:28

            I am working for a lighting automation company and we will design and develop a product which will implement Yocto/ Buildroot embedded linux operating system. We will use a Linux SoM inside the product and the specs of the SoM is ~:

            • 1.2/1.5GHz MPU
            • 128/256MB RAM
            • 4/8/16GB eMMC/SD
            • various peripherals UART, SPI...

            At this point, Linux side must implement a Web-Based App, which monitors luminaires and control them etc. In general, project intends to control the lighting of a building/home using the web-app running on the device. Front-end shall show each luminary on the page and relevant buttons and icons help client control and monitor the luminaries. The front-end may have a couple of different pages. Overall there can be max of 250 luminaries and 10-bytes of data for each luminary.

            I will have an MCU running beside which does real-time stuff and connected to Linux SoM using UART. The real-time MCU communicates to the luminaries and sends their data to Linux through UART or vice versa. The web-app should start a web-server I guess so that client can connect to the app from his/her PC/Smartphone browser. I also think I will need a database, because device should retain the data once restarted or in case of a power failure.

            At this point I am not sure what kind of design should I do. I do not want to create a complex application. I do not want to do over-engineering. We are currently 2 embedded guys and 2 software guys will join us soon. I am an embedded C/C++ guy and although I know how stuff works in a very general sense for Vui.js, React.js etc. I am not really sure how well they will do on embedded linux with restricted sources such as RAM.

            I have 3 different designs in my head:

            1st ->

            1. Receive data through UART directly using a high-level language inside web-app backend (Node.js, Flask or ??? if possible)
            2. Web-app backend (Node.js, Flask etc. or ???) either writes received data to a database (SQLite ??) or executes it directly in a proper way
            3. Front-end communicates to backend through REST APIs (Vue.js, React or ???)

            2nd ->

            1. Receive data through UART with a plain C executable file (circular buffer etc.)
            2. Web-app backend (Node.js, Flask or ???) receives data through a local socket from the C file and does database operations etc.
            3. Front-end communicates to backend through REST APIs (Vue.js, React or ???)

            3rd -> If flask, vue.js etc. complicates the Linux applications

            1. Receive data through UART with a plain C executable file (circular buffer etc.)
            2. Use lighttpd or similar to start a web-server and use fast-cgi ?

            As far as I learnt from the web, with the specs of the SoM I will use, technologies such as Node.js Vue.js can be handled easily and there should be no problem at all. If so, even though it is a quite general question, how to do it in a simple & modern way?

            ...

            ANSWER

            Answered 2021-Apr-20 at 11:25

            I think the best way is the first. In this way you build all the system with module so in the future will be easyer to change something. All the framework you will use is maintained by big company so will live for longer

            Source https://stackoverflow.com/questions/67177801

            QUESTION

            jQuery how to use event driven variable in multiple functions
            Asked 2020-Mar-02 at 18:51

            I have a function that assigns values to multiple dynamically rendered input boxes based on their events. One of these values originate from a Modal, I would like to assign the value from the Modal to a textbox but am having trouble getting the value inside the Modal saving function as the value is generated in an external function. i have tried nesting or separating the two functions but I can't get it right. I would really appreciate any help.

            Here is the code for the dynamic inputs in a table

            ...

            ANSWER

            Answered 2020-Mar-02 at 18:51

            You can make the variables global using window.

            Source https://stackoverflow.com/questions/60454380

            QUESTION

            jQuery set dynamically created input fields based on difference between 2 fields
            Asked 2020-Feb-20 at 15:54

            Is there a way I can set input values of each dynamically created input fields based on a difference between 2 dynamically created fields. Below is my code and what am trying to achieve.

            HTML

            ...

            ANSWER

            Answered 2020-Feb-20 at 15:20

            You should not use id on elements which are not unique. Since the inputs will be rendered multiple times (in rows), then I suggest to not use the id attribute. So let's try to use the name attribute instead for finding the DOM.

            On the change event listener of delivered_quantity input, get the other fields in the same row. To do that, from this object inside the event handler, do seek the closest tr and then find the particular field from it's child.

            Source https://stackoverflow.com/questions/60323008

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

            Vulnerabilities

            No vulnerabilities reported

            Install luminaire

            Install Luminaire from PyPI using pip. Import luminaire module in python. See Examples to get started. Also, refer to the Luminaire documentation for detailed description of methods and usage.

            Support

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            https://github.com/zillow/luminaire.git

          • CLI

            gh repo clone zillow/luminaire

          • sshUrl

            git@github.com:zillow/luminaire.git

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