pit | Distributed Recommender System

 by   alonsovidales Go Version: Current License: GPL-3.0

kandi X-RAY | pit Summary

kandi X-RAY | pit Summary

pit is a Go library. pit has no bugs, it has no vulnerabilities, it has a Strong Copyleft License and it has low support. You can download it from GitHub.

Pitia is an open source recommender system developed using Go and and based in an improved version of the algorithm described in the "Adaptive Bootstrapping of Recommender Systems Using Decision Trees" paper by Yahoo. After test the recomendations algorithm we got more than a 95% of precision using the Netflix Prize dataset, you can read more about how the tests was performed on our blog. Pitia provides an easy to use HTTP API that can be integrated on almost any client. This project is designed as a horizontally scalable system based on the concept of virtual shards inside instances. The system was designed to be deployed on an array of instances behind a load balancer in order to distribute randomly the requests across the nodes. There is no a master instance in the cluster and all the new instances are registered automatically being registered, so to scale the system just add new instances, is recomended to add autoscaling based in the CPU and memory usage of the nodes. Dynamo DB is used to coordinate the virtual shards distribution, architecture of the cluster, and to store the accounts information. The system contains User Accounts, each user account contains Groups and each group, Virtual Shards. Each group has to be used for a single purpose, for instance we can have groups to perform recommendations of movies, books, etc. Each different use case has to be isolated in a separate group. For instance, a group can store book classifications in order to be used to perform recommendations of books based on the books that the users had been read, but other group can contain items of a store in general, in order to perform recommendations of items to buy based in the elements that the user had bought before. Each group contains number of Virtual Shards, up to the number of available instances, defined by the user, since each shard is going to be allocated in a different inscante, the shards can be of different types (see Pricing section) , the type will define the number of requests per second and elements that can be stored on each shard, this properties can be configured in the INI file. Since each shard is allocated in a different node in case of one of the nodes goes down the shards allocated by this node are going to be acquired by another nodes. In order to grant high availability, it is not recommended to define less than two shards by group. In order to distribute the shards across the cluster instances, the system uses a bidding strategy, each instance try to acquire a group if have enough resources to allocate it, to bid for a shard, the instance inscribes itself in a DynamoDB table, after some seconds, time enough for the other instances to claim that shard, the shard with more resources available that is claiming this shard will acquire it. If an instance goes down, the shards are released after a period of time that can be defined in the INI config file being them released, and the other nodes are going to start with the bidding strategy to claim this free shards. The information stored on each shard is not shared with another shards of the same group since the purpose of this system is to perform recommendations and based in the idea that the load balancer is going to distribute randomly the incoming requests across all the available instances we can consider that the quality of the predictions is the same for all the shards. Each shard is going to dump all the information in memory periodically into S3 encoded as JSON, and each time a new shard is adquired the memory will be restored using the last available backup on S3.
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            kandi-support Support

              pit has a low active ecosystem.
              It has 28 star(s) with 5 fork(s). There are 4 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 1 open issues and 0 have been closed. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of pit is current.

            kandi-Quality Quality

              pit has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              pit is licensed under the GPL-3.0 License. This license is Strong Copyleft.
              Strong Copyleft licenses enforce sharing, and you can use them when creating open source projects.

            kandi-Reuse Reuse

              pit releases are not available. You will need to build from source code and install.
              Installation instructions, examples and code snippets are available.
              It has 14185 lines of code, 168 functions and 49 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed pit and discovered the below as its top functions. This is intended to give you an instant insight into pit implemented functionality, and help decide if they suit your requirements.
            • Open the kingpin command line arguments .
            • Process new trees
            • RecoverPass is used to recover a password
            • GetModel returns a Model .
            • List groups
            • Show user info
            • InitAndKeepAlive initializes a DynamoDB model .
            • listUsers lists all registered users .
            • GetGroupInfo returns request information
            • addGroup adds a new group .
            Get all kandi verified functions for this library.

            pit Key Features

            No Key Features are available at this moment for pit.

            pit Examples and Code Snippets

            No Code Snippets are available at this moment for pit.

            Community Discussions

            QUESTION

            Splitting a single column into multiple columns in R
            Asked 2022-Apr-01 at 07:33

            I have a table that's stored in a single column of a data frame. I want to convert that single column into a data frame with the original column names.

            ...

            ANSWER

            Answered 2022-Apr-01 at 05:27

            QUESTION

            Form multiple parent elements if condition is met- using xslt 1
            Asked 2022-Mar-31 at 18:25

            I have two scenarios:

            • Scenario 1: L node having child node SL
            • Scenario 2: L node with no child node SL

            I need to form multiple L nodes if text "L1" () is found at other nodes like and . Id attribute of SL node(i.e ) is formed using "L1" in . Also ref attribute of pit node(i.e ) is formed using "L1" in , I need to check whether "L1" is present in either id attribute of SL or ref attribute of pit and form the desired output.

            Input xml as below

            ...

            ANSWER

            Answered 2022-Mar-31 at 18:25

            I suppose in the second scenario there is a relation between the L/@Id and the pit/@ref. For now I used the assumption that the first two chars of pit/@ref should match the L/@Id.

            If that is correct you could try something like this:

            Source https://stackoverflow.com/questions/71681231

            QUESTION

            Mancala program showing correct output but valgrind showing errors
            Asked 2022-Mar-18 at 16:36

            I had an assignment to replicate mancala. The rules of the game are slightly different from original, and are the following:

            The active player removes all stones from a pit on their side of the board and distributes them counter-clockwise around the board.

            Distribution includes the player's goal, but not the opponent's goal.

            If distribution ends in the player's goal, they take another turn.

            If distribution ends on the player's side, in a previously empty pit, the last stone and any stones immediately across the board are moved to active player's goal (and their turn ends).

            If a player's side of the board is empty (not including their goal), any remaining stones are collected by the opponent and the game is over.

            I failed the assignment a while back and I'm still trying to figure out why I'm wrong. The program has correct output but my school requires us to use a programming tool called valgrind and that's where the issue comes from.

            Why would valgrind give me this error

            ...

            ANSWER

            Answered 2022-Mar-18 at 16:36

            I had difficulty myself to find the issue.

            The main difficulty was that valgrind effectively found a problem at this line :

            Source https://stackoverflow.com/questions/71522924

            QUESTION

            How do you drop a header from a Pandas Dataframe formed by Scraping a Table using Beautifulsoup? (Python)
            Asked 2022-Mar-08 at 21:35

            I scraped a table from pro-football-reference and created a Dataframe but seem to be running into an issue due to the need to convert the html to a string.

            ...

            ANSWER

            Answered 2022-Mar-08 at 21:14

            You're near to your goal, just add the header parameter to pandas.read_html() to select the correct one:

            Source https://stackoverflow.com/questions/71401385

            QUESTION

            Beautiful Soup web crawler: Trying to filter specific rows I want to parse
            Asked 2022-Mar-08 at 12:08

            I built a web-crawler, here is an example of one of the pages that it crawls:

            https://www.baseball-reference.com/register/player.fcgi?id=buckle002jos

            I only want to get the rows that contain 'NCAA' or 'NAIA' or 'NWDS' in them. Currently the following code gets all of the rows on the page and my attempt at filtering it does not quite work.

            Here is the code for the crawler:

            ...

            ANSWER

            Answered 2022-Mar-06 at 20:20

            Problem is because you check

            Source https://stackoverflow.com/questions/71373377

            QUESTION

            How to set a column value by fuzzy string matching with another dataframe?
            Asked 2022-Mar-02 at 14:16

            I have referred to this post but cannot get it to run for my particular case. I have two dataframes:

            ...

            ANSWER

            Answered 2021-Dec-26 at 17:50

            QUESTION

            Polite Webscraping with Rvest in R
            Asked 2022-Feb-22 at 13:44

            I have code that scrapes a website but does so in a way that after so many scrapes from a run, I get a 403 forbidden error. I understand there is a package in R called polite that does the work of figuring out how to run the scrape to the hosts requirements so the 403 won't occur. I tried my best at adapting it to my code but I'm stuck. Would really appreciate some help. Here is some sample reproducible code with just a few links from many:

            ...

            ANSWER

            Answered 2022-Feb-22 at 13:44

            Here is my suggestion how to use polite in this scenario. The code creates a grid of teams and seasons and politely scrapes the data.

            The parser is taken from your example.

            Source https://stackoverflow.com/questions/71201215

            QUESTION

            How to find ratio of values in two rows that have the same identifier using python dataframes
            Asked 2022-Feb-21 at 00:55

            I have a dataframe with 4858 rows and 67 columns. This contains the stats from each game in the season for each MLB team. This means that for every game, there are two rows of data. One with the stats from one team and the other with the stats from the team they played. Here are the column names: ['AB', 'R', 'H', 'RBI', 'BB', 'SO', 'PA', 'BA', 'OBP', 'SLG', 'OPS', 'Pit', 'Str', 'RE24', 'WinOrLoss', 'Team', 'Opponent', 'HomeOrAway', 'url', 'Win_Percentage', 'R_Season_Long_Count', 'H_Season_Long_Count', 'BB_Season_Long_Count', 'SO_Season_Long_Count', 'PA_Season_Long_Count', 'R_Moving_Average_3', 'R_Moving_Average_10', 'R_Moving_Average_31', 'SLG_Moving_Average_3', 'SLG_Moving_Average_10', 'SLG_Moving_Average_31', 'BA_Moving_Average_3', 'BA_Moving_Average_10', 'BA_Moving_Average_31', 'OBP_Moving_Average_3', 'OBP_Moving_Average_10', 'OBP_Moving_Average_31', 'SO_Moving_Average_3', 'SO_Moving_Average_10', 'SO_Moving_Average_31', 'AB_Moving_Average_3', 'AB_Moving_Average_10', 'AB_Moving_Average_31', 'Pit_Moving_Average_3', 'Pit_Moving_Average_10', 'Pit_Moving_Average_31', 'H_Moving_Average_3', 'H_Moving_Average_10', 'H_Moving_Average_31', 'BB_Moving_Average_3', 'BB_Moving_Average_10', 'BB_Moving_Average_31', 'OPS_Moving_Average_3', 'OPS_Moving_Average_10', 'OPS_Moving_Average_31', 'RE24_Moving_Average_3', 'RE24_Moving_Average_10', 'RE24_Moving_Average_31', 'Win_Percentage_Moving_Average_3', 'Win_Percentage_Moving_Average_10', 'Win_Percentage_Moving_Average_31', 'BA_Season_Long_Average', 'SLG_Season_Long_Average', 'OPS_Season_Long_Average']

            Then, here is a picture of the output from these columns. Sorry, it's only from a few columns but essentially all the stats will just be numbers like this.

            The most important column for this question is the url column. This column identifies the game played as there is only one unique url for each game. However, there will be two rows within the dataframe that have this unique url as one will contain the stats from one team in that game and the other will contain the stats from the other team also in that game.

            Now, what I am wanting to do is to combine these two rows that are identified by the common url by creating a ratio between them. So, I would like to divide the stats from the first team by the stats from the second team for that specific game with the unique url. I want to do this for each game/unique url. I am able to sum them by using the groupby.sum() function, but I am unsure how to find the ratio between the two rows with the same url. I would really appreciate any suggestions. Thanks so much!

            ...

            ANSWER

            Answered 2022-Feb-21 at 00:55

            Assumptions:

            • always 2 rows for each url
            • in each url, among the 2 rows, you don't care which is divided by which

            A small example of your dataset:

            Source https://stackoverflow.com/questions/71197977

            QUESTION

            Writing multiple values to json file throws "only one top level item is allowed " error C#
            Asked 2022-Feb-15 at 16:37

            I'm working on a queue management system app, when the person on the counter-press the call next button my program fetches the next person's details using their Id and save them to a JSON file which is then read by a page that displays their name,id, and picture. Now I am able to save a single data but when I save another value the JSON file says "only one top-level item is allowed"

            ...

            ANSWER

            Answered 2022-Jan-03 at 10:44

            The issue is caused by adding a new json list to the file every time this method gets called.

            What you want to do is first load the json list from this file into your csharp code, then add the new ServerToScreen object to the loaded list, and then replace the json file with the new list.

            Code example:

            Source https://stackoverflow.com/questions/70564278

            QUESTION

            The activity activityId could not be found (Parameter 'activityId')
            Asked 2022-Feb-12 at 17:33

            For workitems i make /appbundles = "NamiliftActivity" and appbundles/:id/aliases "beta"

            but while sending data on /workitems

            ...

            ANSWER

            Answered 2022-Feb-12 at 17:33

            Activity and Appbundles are 2 different concepts / entities. You have named your AppBundle NamiliftActivity, which is not an issue. You can name it anything as long as it uses allowed characters.

            The error you have:

            The activity BAsBRLiyiaHR1X9eYiAI4ATPmdcuZ5Pf.NamiliftActivity+beta could not be found (Parameter 'activityId')

            is exactly what it says. There is no such Activity NamiliftActivity with an alias beta. Or is there? Your post only shows an AppBundle with that name+alias.

            Source https://stackoverflow.com/questions/71084702

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

            Vulnerabilities

            No vulnerabilities reported

            Install pit

            The configuration of each of the cluster nodes is defined in two places, the /etc/pit_<env>.ini file, and some environment variables, the INI file contains the most general configuration parameters and this file can be upload to any public repository without security risks, the environment variables contains security related variables. The environment variables to be present on the system are the next:.
            deps: Downloads and installs all the Go reqiered dependencies
            updatedeps: In case of have the dependencies already installed, this script will update them to the last available version, is recommended to use GoDeps in order to avoid problems with versions, etc, this scripts are designed to help during the developement process
            format: Goes through all the files using "go fmt" auto formating them
            test: Lauches all the test suites for all the packages
            deb: Compiles the aplication for amd64 architecture building a debian package that can be used to install the aplication on all the environments
            static_deb: Generates a debian package that contains all the static content used by the https://wwww.pitia.info website and contained in the static directory.
            deploy_dev: Generates the debian package using the "deb" script, uploads and deploys it into all the machines specified on the env var PIT_DEV_SERVERS , use spaces as separator for the machine names, like export PIT_DEV_SERVERS="machine1 machihne2 ... machineN"
            deploy_pro: Generates the debian package using the "deb" script, uploads and deploys it into all the machines specified on the env var PIT_PRO_SERVERS , use spaces as separator for the machine names, like export PIT_PRO_SERVERS="machine1 machihne2 ... machineN"
            deploy_static_pro: Generates the debian package for static content only using the "static_deb" script and uploads and deploys it into all the machines specified on the env var PIT_PRO_SERVERS , use spaces as separator for the machine names, like export PIT_PRO_SERVERS="machine1 machihne2 ... machineN"

            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 .
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            https://github.com/alonsovidales/pit.git

          • CLI

            gh repo clone alonsovidales/pit

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            git@github.com:alonsovidales/pit.git

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