CAREL | source callback-based framework | Reinforcement Learning library

 by   fmpr Python Version: Current License: No License

kandi X-RAY | CAREL Summary

kandi X-RAY | CAREL Summary

CAREL is a Python library typically used in Artificial Intelligence, Reinforcement Learning, Deep Learning, Tensorflow applications. CAREL has no bugs, it has no vulnerabilities and it has low support. However CAREL build file is not available. You can download it from GitHub.

CAREL is open-source callback-based framework for promoting the flexible evaluation of different deep RL configurations under a traffic simulation environment, as proposed in the paper:. Rodrigues, F. and Azevedo, C. Towards Robust Deep Reinforcement Learning for Traffic Signal Control: Demand Surges, Incidents and Sensor Failures. In proc. of IEEE Intelligent Transportation Systems Conference (ITSC), 2019.
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              CAREL has a low active ecosystem.
              It has 4 star(s) with 4 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              CAREL has no issues reported. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of CAREL is current.

            kandi-Quality Quality

              CAREL has no bugs reported.

            kandi-Security Security

              CAREL has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              CAREL does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              CAREL releases are not available. You will need to build from source code and install.
              CAREL has no build file. You will be need to create the build yourself to 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 CAREL and discovered the below as its top functions. This is intended to give you an instant insight into CAREL implemented functionality, and help decide if they suit your requirements.
            • Train the agent
            • Invokes on_action_begin
            • Called when an action ends
            • Set environment variables
            • Test the model
            • Initialize test
            • Test if test end
            • Backward computation
            • Process a state batch
            • Backward the network
            • Process a single state batch
            • Compiles the model
            • Builds rl agents
            • Format metrics
            • Calculate metrics
            • Determine next action based on current policy
            • Load RL agent
            • Sample from the model
            • Load demand data from disk
            • Perform the backward computation
            • Build the RL agent
            • Performs a single simulation step
            • Sample from the memory
            • Get the data for a specific controller
            • Determine the reward for a given button
            • Performs an action on a junction
            • Train the network
            Get all kandi verified functions for this library.

            CAREL Key Features

            No Key Features are available at this moment for CAREL.

            CAREL Examples and Code Snippets

            No Code Snippets are available at this moment for CAREL.

            Community Discussions

            QUESTION

            COUNTIFS ignoring rows based on values in row
            Asked 2021-May-12 at 15:39

            I have been struggling with these two problems for the better part of the day. Please see this link to an example: https://docs.google.com/spreadsheets/d/1odU7oqc-WviLzQcghkbYbQG-4DC70-Q_hszb22Chljw/edit?usp=sharing This is a simplified document I use to see which lecturer (name) has has added which of the 5 documents (on the right) to an online learning environment (one row for each course). The courses can be given in semester 1, 2, or in both. I want to use this document to automatically highlight a name if any of the five boxes on the right is empty if the semester I want to check (Cell D1) is similar to Column E. Furthermore, only the first time a name appears in red, should the e-mail appear so as well. For this, I of course use conditional formatting (please see those formulas, also pasted in column M (range column C and D) and N (Range column D). N is the white conditional formatting overruling M, in which a N="TRUE" means it is whitened out).

            Example 1 (Ans) shows how I intend the programme to work. The first instance shows shows both the name and e-mail in red, later instances do too unless the semester is not similar or all boxes on the right are ticked. Example 2 (Bertrand) shows the first problem. If the first instance of a red name and e-mail occurs in a semester 'both', the second time the name should be red the e-mail does so as well. This keep occurring until a semester is similar to Cell D1, after which it is normal again. Example 3 (Carel) shows the second problem. If the first instance in which a certain lecturer occurs all boxes on the right are ticked, the second time he occurs but does not tick all boxes his name shows in red but his e-mail doesn't.

            I think problem 1 (example 2) is solved if I can get 'both' to somehow mean both 1 and 2, but I don't know how. I think problem 2 (example 3) is solved if I can get COUNTIFS to ignore the rows is which all five boxes are ticked.

            However, I have no clue how to do this. Is anyone able to help me with either (but ideally both) problems? Thank you in advance!

            ...

            ANSWER

            Answered 2021-May-12 at 15:39

            I'm not entirely sure, but I think I've understood what you need.

            For the first part (where a lecturer has less than all 5 subjects containing 'x' AND where E is either the value of cell D1 or the value of 'both'), try this:

            Delete both of your existing conditional formatting rules.

            Create a new conditional formatting rule for range = C4:C21 (or perhaps further down your sheet to row 977), with a custom formula of:

            =AND(COUNTIF($G4:$K4,"x")<5,or($E4=$D$1,$E4="both"))

            The style for the rule should have a red background.

            For the second part (updated), this is a bit tricker with conditional formatting but I can offer a solution determined by the value of cells, like you had.

            Delete the contents of cells M4:N21 (21 being where you have a formula in the furthest cell).

            In cell M4, add the following formula:

            =arrayformula(if(iferror(if(ifs(E4:E=$D$1,1,E4:E="both",1)+if(G4:G&H4:H&I4:I&J4:J&K4:K <>"xxxxx",1,)=2,D4:D,),)<>"",countifs(iferror(if(ifs(E4:E=$D$1,1,E4:E="both",1)+if(G4:G&H4:H&I4:I&J4:J&K4:K <>"xxxxx",1,)=2,D4:D,),),iferror(if(ifs(E4:E=$D$1,1,E4:E="both",1)+if(G4:G&H4:H&I4:I&J4:J&K4:K <>"xxxxx",1,)=2,D4:D,),),row($E4:$E),"<="&row($E4:$E))=1,))

            It might seem a little complex, but it's done this way to use the functions that are compatible with ARRAYFORMULA so that it will keep working down the sheet as far as you have values in rows.

            Now create a new conditional formatting rule for range = D4:D21 (or perhaps further down your sheet to row 977), with a custom formula of:

            =$M4=true

            The style for the rule should have a red background.

            Source https://stackoverflow.com/questions/67489210

            QUESTION

            how to get table info and summary of page using Wikipedia api?
            Asked 2020-Apr-13 at 14:19

            I want to get minimal information of a Wikipedia page using MediaWiki API like DuckDuckGo. For example for Steve Carell: https://duckduckgo.com/?q=steve+carell&t=hp&ia=news&iax=about

            How can I get this information with a Wikipedia url (eg https://en.wikipedia.org/wiki/Steve_Carell) in HTML format?

            ...

            ANSWER

            Answered 2020-Apr-13 at 14:19

            You can use the MediaWiki API for that. There's an extension, TextExtracts, which is exactly for that (and it is installed on Wikipedia).

            In your case, e.g.: https://en.wikipedia.org/w/api.php?action=query&prop=extracts&exsentences=1&titles=Steve%20Carell

            will return something like:

            Source https://stackoverflow.com/questions/61188921

            QUESTION

            want to make filter product for ecommerce website AspNet Core
            Asked 2020-Apr-01 at 07:56

            Help, want to make filter product with more than one parameter (Category) for ecommerce website Asp.Net Core and razor pages not with textbox i can do it i need it with checkbox or dropdown multiable so please help i finished most of the website, i tried but i can't. and i maked that action for search with 3 textboxes

            ...

            ANSWER

            Answered 2020-Apr-01 at 07:56

            Here is a working demo about how to use DropdownList to filter the result together with displaying by partial view like below:

            Model:

            Source https://stackoverflow.com/questions/60957354

            QUESTION

            Why does Tensorflow multiclass-image-prediction not work when model is loaded?
            Asked 2020-Jan-26 at 01:04

            I am currently trying to learn machine learning techniques and wanted to recreate a simple image recognition algorithm with tensorflow. Therefore I made two Python-files: One for training and one for prediction.

            Tested on Ubuntu 18.04 Used Python Version: 3.7 Used Numpy Version: 1.18.1 Used Tensorflow Version: 1.14 and 2.1.0 (outputs below are from Version 1.14)

            My images are from http://www.cs.columbia.edu/CAVE/databases/pubfig/download/#dev The set consists of about 3000 images of cropped faces from 60 people.

            train_model.py:

            ...

            ANSWER

            Answered 2020-Jan-26 at 01:04

            Hey I believe you are getting strange predictions because your data distribution has 60 classes of people while your model is compiled with a loss function that is set to binary crossentropy.

            Binary crossentropy is used to determine a max of 2 classes. What you need to do is change the loss function to categorical crossentropy.

            Source https://stackoverflow.com/questions/59914299

            QUESTION

            polymorphism: calling overrided functions without pointers
            Asked 2019-Dec-22 at 17:57

            I am doing some experimentation with C++. I've been imporessioned by some behaviours with polymorphism. In other languages (such as c#), when I assign an object based on a derived class to an object of BaseType: this object starts working with the derived class code. Or If I have a list of BaseType objects and I put derived class based objects in it: every element works according to the specific Type. In c++ no... I obtained this behaiviour in C++ just using pointers. Is there an alternative way? Have i missed something? Here's my code example:

            ...

            ANSWER

            Answered 2019-Dec-22 at 17:57

            When you placed Ferrari in your first list you experienced type erasure - the "GenericCar" structure was copied into the list and anything that could have identified that it was a "FerrariCar" was lost.

            You need a pointer or reference to invoke polymorphic functions, have a pointer or reference gives you access to the virtual table for your object.

            To have a list that could store store such car objects and be passed around to different functions you will probably want to use smart pointers so that you don't wind up with dangling pointers or memory leaks.

            Source https://stackoverflow.com/questions/59446108

            QUESTION

            Find sibling of any descendent with matching tag for XML in Python
            Asked 2019-Nov-25 at 16:23

            I have imported an XML file into my Python script using ElementTree. Now, I want to find any movie or submovie with the "year" tag of "1992" and then I want to print the "rating" value of that movie or submovie. I'm confused about 2 parts of this: 1. Searching for the year tag in ALL descendents, not just immediate children. 2. Returning the rating value once I've searched for a year. Year is a sibling of rating. I'm not sure how to search for one value and return its sibling.

            ...

            ANSWER

            Answered 2019-Nov-22 at 21:47

            QUESTION

            How to condense text cleaning steps into single Python function?
            Asked 2019-Aug-30 at 17:19

            Newer programmer here, deeply appreciate any help this knowledgeable community is willing to provide.

            I have a column of 140,000 text strings (company names) in a pandas dataframe on which I want to strip all whitespace everywhere in/around the strings, remove all punctuation, substitute specific substrings, and uniformly transform to lowercase. I want to then take the first 0:10 elements in the strings and store them in a new dataframe column.

            Here is a reproducible example.

            ...

            ANSWER

            Answered 2019-Aug-30 at 16:49

            You don't need a function to do this. Try the following one-liner.

            Source https://stackoverflow.com/questions/57730415

            QUESTION

            Usage of List.of() in visitor Pattern
            Asked 2019-Mar-26 at 16:29

            I was going through the Visitor Pattern example from Wikipedia and there is a small piece of code as an example. You can find it here.

            If you scroll through the Java example section, the constructor of the Car() uses something called List.of().

            As per the oracle documentation, List.of() creates an immutable list. The same piece of code does not seem to work in my personal IntelliJ workspace and there is no recognition of List.of(). Although, if I could replace it with a mutable list - something like -

            ...

            ANSWER

            Answered 2019-Mar-26 at 16:29

            This is because List::of was introduced in JDK 9. Since you are compiling on JDK 8, this will not work.

            Type Parameters:
            E - the List's element type
            Parameters:
            elements - the elements to be contained in the list
            Returns:
            a List containing the specified elements
            Throws:
            NullPointerException - if an element is null or if the array is null
            Since:
            9

            Notice at the bottom of the docs they have Since: . This will tell you which version the method was added in

            Source https://stackoverflow.com/questions/55361919

            QUESTION

            DOM table from JSON
            Asked 2019-Feb-26 at 22:48

            Need help How to add custom columns to a table, for example, the first column needs to be an ID after the column DIED I need to add column age. I try to add a column named Age in the middle of the table, but the glade is shifted and this field displays the information that should be displayed in the Father column. The table is dynamically generated from JSON without using innerHTML.

            ...

            ANSWER

            Answered 2019-Feb-26 at 21:50

            This is just a fun approach using map and templating. Note the we use an Array.map function to transform our JSON and add the ID and Age data to the objects before we build the table.

            I don't know what you want ID to be but you can fix that.

            Source https://stackoverflow.com/questions/54894078

            QUESTION

            JSON JavaScript Accessing data
            Asked 2018-Dec-02 at 14:43

            I'm reading chapter 5 of Eloquent JavaScript: A Modern Introduction to Programming Book. I found this JSON online and my goal is to exercise what I learned from the book. I have some background on Java however because JavaScript is a loosely typed language declarations and parsing are a bit confusing. The code in coma does compile but what I have inside loop doesn't. Though it's obviously wrong, to my logic that line of code shouldn't make a different inside of loop or outside loop. Is the logic wrong or the syntax?

            The Error i'm getting is:

            Cannot read property 'died' of undefined

            ...

            ANSWER

            Answered 2018-Dec-02 at 14:43

            1 - It's not "dead" but "died", you just misreaded..

            2 - Try to filter

            Source https://stackoverflow.com/questions/46880457

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

            Vulnerabilities

            No vulnerabilities reported

            Install CAREL

            You can download it from GitHub.
            You can use CAREL 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.

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