Leela | Go program combining Monte Carlo simulations and Neural | Machine Learning library

 by   gcp C++ Version: release_0_11_0 License: MIT

kandi X-RAY | Leela Summary

kandi X-RAY | Leela Summary

Leela is a C++ library typically used in Artificial Intelligence, Machine Learning, Deep Learning applications. Leela has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. You can download it from GitHub.

this is the original source of the go/baduk program leela. i had an interest in computer go for a long time, but existing approaches were based on pattern matching and extensive manual tuning, which did not appeal to me very much. things were turned on their head though, when in 2006 rémi coulom published efficient selectivity and backup operators in monte-carlo tree search and (re-)invented mcts. suddenly, we had an algorithm that scaled with computing power and thinking time, and that turned the existing computer-go world upside down, making me interested in entering that competition. it also marked the beginning of the end for humanity, but that would take a few more years to play out. leela was started around 2006-2007 and incorporated both public ideas published in those years (uct, rave, elo-rating move patterns, …​) and some additional tweaks. in 2008 it entered the computer olympiad, and did rather well on very modest hardare with bronze and silver medals. but lacking a clear path forward what to do with a go engine, i lost interest for several years. in 2014 two researchers from the university of edinburgh published a paper teaching deep convolutional neural networks to play go, showing that a dcnn could play go
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            kandi-support Support

              Leela has a low active ecosystem.
              It has 48 star(s) with 10 fork(s). There are 5 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              Leela has no issues reported. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of Leela is release_0_11_0

            kandi-Quality Quality

              Leela has no bugs reported.

            kandi-Security Security

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

            kandi-License License

              Leela is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              Leela releases are not available. You will need to build from source code and install.

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            Leela Key Features

            No Key Features are available at this moment for Leela.

            Leela Examples and Code Snippets

            No Code Snippets are available at this moment for Leela.

            Community Discussions

            QUESTION

            How to isolate Jetty HttpClient for multiple users?
            Asked 2020-Sep-03 at 16:15

            I am using Eclipse Jetty HttpClient to send POST requests to a server, for load testing.

            TL;DR: Is there a way to use a single HttpClient instance with multiple user credential sets to a single destination URL?

            For this purpose, I need to log in to the server-under-test as separate users. Even though HttpClient is thread safe, it does not appear to support this with a single instance, due to its shared authentication store.

            The solution seems easy, just use one HttpClient per user, or per thread.

            This works okay, except that HttpClient creates a number of threads (5 to 10 it seems) for each instance, and so my load test needs a very large heap or else it will start throwing OutOfMemory exceptions when trying to create new threads.

            For example, in this very basic test, the first set of credentials is used for all subsequent POSTs:

            ...

            ANSWER

            Answered 2020-Sep-03 at 16:15

            What you need can be done by "preempting" the authentication headers for every request, as explained in the documentation.

            This is how you would do it:

            Source https://stackoverflow.com/questions/63726938

            QUESTION

            Purpose of typealias
            Asked 2020-Aug-19 at 08:51

            I thought that today I finally understood what is typealias for.

            I didn't.

            Let's take a look at an example:

            ...

            ANSWER

            Answered 2020-Aug-18 at 09:52
            1. typealias is literally for creating an "alias" (i.e. another name) for a type. You are not creating a new type, just another name for an existing type. From the Language Reference:

              Type aliases do not create new types; they simply allow a name to refer to an existing type.

              Therefore, once you declared the typealias, Graph and [String: [String]] now refers to the same type. An extension on Graph is equivalent to an extension on [String: [String]].

            2. For your desired behaviour, you need to create a new type. For a Graph, I think a struct would be appropriate:

            Source https://stackoverflow.com/questions/63464958

            QUESTION

            Writing multiple lines to a .txt using a loop
            Asked 2020-Jun-30 at 01:51

            The assignment calls for me to use nested loops to write to a textfile. I am sure it has something do with the way I am opening and closing the ofstream object within the nested loops but I am stumped as to where/why.

            ...

            ANSWER

            Answered 2020-Jun-30 at 01:51

            You aren't adding a new line anywhere. You need to outFile << '\n' after the second loop

            Source https://stackoverflow.com/questions/62649111

            QUESTION

            Pandas Compare Multiple Columns and Return Longest String to New Col
            Asked 2020-Jun-26 at 00:17

            I have a pandas dataframe with multiple columns that I'm trying to merge into a single column, keeping the longer string. Unfortunately I'm getting lost with how to do this. There are a limited number of potential columns, there may two or more (two is the most likely scenario).

            ...

            ANSWER

            Answered 2020-Jun-26 at 00:17

            We can try max with key

            Source https://stackoverflow.com/questions/62586142

            QUESTION

            Calling a component gives Cannot read property 'map' of undefined
            Asked 2020-Mar-20 at 16:49

            I made this component, userRow:

            userRow:

            ...

            ANSWER

            Answered 2020-Mar-20 at 16:49

            You need to access the props differently since the props are accumulated in the props object:

            Source https://stackoverflow.com/questions/60776917

            QUESTION

            Can't use search on a mapped object
            Asked 2020-Mar-12 at 13:11

            I have a user component that displays a material-ui table:

            The problem is, the search bar is not working for the users that are mapped by an api, but it works on the hard coded user that I inserted ("Zerya").

            Here is my component code:

            ...

            ANSWER

            Answered 2020-Mar-12 at 13:11

            I think the issue you are running into is that for the data from the API, you are specifying the search fields (name and details) as React components instead of strings. I've never used material-table but it probably requires the fields to be strings, and that's why it works on the hardcoded one.

            If you want to customize how each column looks, it looks like you can use the render property for columns. When you use the render property, it will provide you with the data for that column. I don't think it will be a list, so in the example below I won't use the component (which I don't think you need in this case). This is also assuming that the data array that comes back is your list of names.

            Source https://stackoverflow.com/questions/60654032

            QUESTION

            How can I loop over the @pytest.mark.parametrize data or print it on the tests
            Asked 2020-Feb-27 at 14:05

            I have this data that basically are parameters that i want to pass into a function:

            ...

            ANSWER

            Answered 2020-Feb-21 at 11:10

            It seems like you're asking two separate questions. If you want to assert a negative just use assert not. If you run pytest with the -v flag it will output all the tests it's running, and for parametrized tests it will also show each parameter value it's running the test with.

            You can write your test sort of like this:

            Source https://stackoverflow.com/questions/60337192

            QUESTION

            Pull nested JSON data using foreach loop in php
            Asked 2020-Feb-14 at 12:03

            I want to pull data from below JSON format using PHP (foreach loop).

            User detail is correspondence to house detail and house detail correspondence to individual meter reading.

            I want to show Username, Device_No and all meter_detail field. Please help me out.

            ...

            ANSWER

            Answered 2020-Feb-14 at 12:03

            use json_decode() function, like this

            Source https://stackoverflow.com/questions/60225110

            QUESTION

            SwiftUI - Interesting problem with binding array in list when deleting
            Asked 2020-Jan-23 at 12:00

            This is a very similar problem to one I had before (which no one could answer). I'm trying to create a dynamic list in which I can edit elements. As far as I can gather, the recommended way to do this is to have an EditView, with bindings, that's activated by a NavigationLink in the LIst.
            So, I've done that. It appears to work at first, until I realised that each NavigationLink would only work once (is this a bug?). I can't think what I could have done wrong to cause that.
            Then I thought perhaps I can switch to in-place editing by having the EditView in the List. I devised a theoretical way to do this, then tried it in my code. And at first it seemed to work great. However, if 'edit in place' is on, deleting the last element causes 'Fatal error: Index out of range'.
            I've bundled my whole code into one file so you can just copy and paste into Xcode to try for yourself.
            I'm starting to think that maybe XCode 11.3.1 is far from the finished article, yet.

            ...

            ANSWER

            Answered 2020-Jan-23 at 12:00

            Ok despite my comment I tried to get to a solution and I might found an acceptable one:

            I had to remodel Person... The whole indices was the issue of course but I couldn't exactly find out when what happens. I even tried with a local @State which updates the view and then updates the array of the @ObservedObject...

            here are some links which could help to further investigate though...

            Swift UI detail remove

            How do I set the toggle state in a foreach loop in SwiftUI

            Also this link here shows how to update members of an observed array generically which is pretty cool!:

            https://stackoverflow.com/a/57920136/5981293

            Source https://stackoverflow.com/questions/59863640

            QUESTION

            Opening deeplink in webbrowser to React-Native application
            Asked 2019-Oct-25 at 16:47

            I have been trying to open an application through a web browser on my Android phones (both emulator and psychical device). Anytime when I put 'mydeeplink://people/0' as URL it just starts searching on google for the query instead of opening the app.

            I personally think that I didn't configure one of the Google flags correctly. I left it all on default, because I didn't found anybody mentioning flags corresponding to deep links on the internet.

            I already tried adding node-tools to the intent-filter after 'android:label="filter_react_native"'

            I followed a tutorial from this website, however it seems to be outdated

            this is my code:

            AndroidManifest.xml:

            ...

            ANSWER

            Answered 2019-Oct-25 at 16:47

            Solution was quite easy. Apparently deep links can't be opened without configuring the right chrome://flags. I didn't manage to find the right configurations so I fixed the problem in another way:

            I just made a google website where you put: Deeplink to app

            Then I simply opened the google website on my phone and pressed the link.

            Very easy solution, quite hard to find since any other tutorial I found simply typed the link in the URL bar.

            Source https://stackoverflow.com/questions/58523891

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

            Vulnerabilities

            No vulnerabilities reported

            Install Leela

            You can download it from GitHub.

            Support

            I do not accept contributions to or bug reports about this code. Maintaining an open source effort is a lot of work, and I do not have the time and energy to maintain the project at this point in time. If you wish to improve it, feel free to fork the repostiory and make your fork the best one there is. But do me ONE favor, and do keep Leela’s name in your fork…​.
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            https://github.com/gcp/Leela.git

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            gh repo clone gcp/Leela

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            git@github.com:gcp/Leela.git

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