maro | Agent Resource Optimization platform | Reinforcement Learning library

 by   microsoft Python Version: maro-0.3.2a3 License: MIT

kandi X-RAY | maro Summary

kandi X-RAY | maro Summary

maro is a Python library typically used in Artificial Intelligence, Reinforcement Learning applications. maro 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 maro' or download it from GitHub, PyPI.

Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement learning as a Service (RaaS) for real-world resource optimization. It can be applied to many important industrial domains, such as container inventory management in logistics, bike repositioning in transportation, virtual machine provisioning in data centers, and asset management in finance. Besides Reinforcement Learning (RL), it also supports other planning/decision mechanisms, such as Operations Research.
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            kandi-support Support

              maro has a low active ecosystem.
              It has 716 star(s) with 139 fork(s). There are 26 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 11 open issues and 47 have been closed. On average issues are closed in 32 days. There are 6 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of maro is maro-0.3.2a3

            kandi-Quality Quality

              maro has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              maro 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

              maro 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.
              It has 27205 lines of code, 2065 functions and 390 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed maro and discovered the below as its top functions. This is intended to give you an instant insight into maro implemented functionality, and help decide if they suit your requirements.
            • Load parser parser
            • Decorator to print a help function
            • Load parser
            • Start training workflow
            • Collects and sends a request
            • Evaluate the policy
            • Return the result of the task
            • Create a new project
            • Returns a list of topologies for a scenario
            • Returns a list of scenario scenarios
            • Save a new topology
            • Build MARO node image
            • Forward a single tick
            • The full load event
            • Sample experience
            • Add a job to deployment
            • Choose a new action based on the given env
            • Create a master minion
            • Load config files
            • Process an action received
            • Standardize a join cluster deployment
            • Load parser inspector
            • Start a visualization
            • Update the cluster list
            • Create a new project with a built - in scenario
            • Load parser data
            Get all kandi verified functions for this library.

            maro Key Features

            No Key Features are available at this moment for maro.

            maro Examples and Code Snippets

            No Code Snippets are available at this moment for maro.

            Community Discussions

            QUESTION

            How to use angular bundles in index.ftl (freemarker template)
            Asked 2021-Dec-30 at 00:27

            I am working on multi-module Gradle project having below structure

            ...

            ANSWER

            Answered 2021-Dec-30 at 00:27

            The problem is the HtmlWebpackPlugin doesn't know how to correctly parse .ftl files. By default the plugin will use an ejs-loader. See https://github.com/jantimon/html-webpack-plugin/blob/main/docs/template-option.md

            Do you need to minify the index.ftl file? I'd argue that you don't. It's not necessary especially when you can just compress it before sending it from the server. You should be able to pass the config property minify with the value of false into the HtmlWebpackPlugin to prevent the minification error.

            i.e.

            Source https://stackoverflow.com/questions/70412094

            QUESTION

            Dense rank with separate attribute for order and partition
            Asked 2021-Nov-29 at 14:56

            I gather data from two similar tables (with union all), this leads to this table :

            ...

            ANSWER

            Answered 2021-Nov-29 at 14:56

            This is a gaps and island problem. Firstly you need to get the islands of data into groups, then you can get your DENSE_RANK, and then finally aggregate. I use a couple of nested CTEs to achieve this, firstly getting the groups, and then the DENSE_RANK:

            Source https://stackoverflow.com/questions/70156579

            QUESTION

            Import json array of objects using react hooks
            Asked 2021-Nov-03 at 10:12

            I was searching an entire day to add some categories from a JSON file using React hooks, with no luck so far. I am hoping that anyone can help me with this. Here is how the JSON it looks:

            ...

            ANSWER

            Answered 2021-Nov-03 at 10:12

            It looks like you don't need a state. You could move categories out your component (because json is not going to change and doesn't depend on anything) and just use this variable to iterate by.

            Source https://stackoverflow.com/questions/69822997

            QUESTION

            PHP compare current time with times in array and return related value
            Asked 2021-Apr-13 at 12:30

            I need to compare current time with times in array and accordingly return related value. So I have array like this:

            ...

            ANSWER

            Answered 2021-Apr-13 at 12:16

            Expanding on El_Vanja's comment, you could just split looping your array and filtering its data in two separate functions, so your code becomes both more sparse and more readable.

            For example, given your array:

            Source https://stackoverflow.com/questions/67073817

            QUESTION

            How to display a popup dialog box that shows corrections for a word
            Asked 2020-Dec-01 at 13:32

            I am creating a word correction extension, it wraps the wrong word in a span element. When the user hover over the word a drop down menu of possible correction shall appear. Here is my code it is not working properly, how can align each one in a row currently they appear besides each other.

            Also is there a better approach to do this?

            ...

            ANSWER

            Answered 2020-Dec-01 at 13:32

            Your listitem elements are using which is an inline element and why the words display next to each other instead of on top of each other. You can use a different element or add a class to the listitem elements to make the display:block. In this example, I chose to add CSS for the listitem class. I also added a hover effect for fun.

            Source https://stackoverflow.com/questions/65091339

            QUESTION

            geckodriver not opening firefox on ubuntu using selenium with django
            Asked 2020-Sep-03 at 08:36

            I have spent the whole day tackling this problem. my selenium code works on windows perfectly with chromedriver and geckodriver,i needed celery and my best option was to switch to my ubuntu os(version 20.) The page were it is supposed to display the scraped data shows message:connection refused. geckodriver is version 26 This is the error.

            ...

            ANSWER

            Answered 2020-Aug-09 at 07:43

            I've gotten it to work. I switched to chromedriver, I encountered a similar problem and discovered that the chromedriver uses the same port as my Django app. I changed the port for my Django app to 8001 with python manage.py runserver 8001

            Source https://stackoverflow.com/questions/62843069

            QUESTION

            Modal Box Repeated 3 Times
            Asked 2020-Jul-30 at 12:16

            I'm working on this page, and it's main idea to click one of these buttons
            and it will open a popup modal box with a certain video
            i'm trying this with the same video it's not a problem
            but the problem that when you try to close the video it appears that there's 3 modal boxes opened so you have to close 3 times. my expectations that it will be one box to close not 3 of course.
            I've tried to make every video a variable number on a href tag like this
            Marwan Moussa
            Final Maro Trying
            Marwaaaaan
            But Not Working.

            ...

            ANSWER

            Answered 2020-Jul-30 at 10:56

            By using .next() in the example below it seems to solve your problem:

            Source https://stackoverflow.com/questions/63171495

            QUESTION

            How to write a generic function to evaluate column values inside withcolumn of spark dataframe
            Asked 2020-Jul-16 at 16:04

            Hi I have the below dataframe which has countries column along with multiple other columns and more than a lack rows.I want to write a generic function(because used in multiple places) which can be used inside the withcolumn to create a new column.

            input

            ...

            ANSWER

            Answered 2020-Jul-16 at 15:09

            Wrap the function logic you have as udf and call this udf from various places from code.

            Source https://stackoverflow.com/questions/62937586

            QUESTION

            Where are IDBRequest objects held in memory?
            Asked 2020-Apr-27 at 03:01

            This may seem like a strange question but I'm trying to understand what exactly my code is doing memory wise in order to make it as efficient as possible.

            When a database request is made such as req = objectStore.getAll( keyRange ); and the IDBRequest object is returned and the result provided later to the result property of the object, where is the object created? Is it just like any other JS object, allocated and released by the GC; and the variable req is just a reference to it, such that once the reference is broken the GC 'knows' the object is unreachable and releases the memory?

            If many such requests are made over a short interval of time, is there a way to not consume additional RAM for each result?

            For example, the process I'm interested in is a button click invokes two promises(one write and one read) through a Promise.allSettled, one that writes the current state to the database, and another that retrieves new data and builds a document fragment from it. If both fulfill, the fragment replaces a node in the DOM.

            If a user rapidly clicks through this data, every read/getAll returns an IDBRequest with a result that is an array of objects, and that appears to consume more and more RAM until the GC runs. I can observe that the memory is eventually released, but was wondering if there is a way to not have that happen. Since I know what those objects are in terms of maximum size, could I write the IDBRequest to an exsiting object that is like a template object and only ever need one or two of them, such as one for current and one for the new request, rather than continually adding new objects until the GC releases those deemed unreachable?

            Thank you for considering my question.

            Thanks for the answer concerning where the IDBRequest object is allocated and advice concerning avoidance of memory leaks. Just to add further explanantion of what I was observing and wondering if it were possible, I'm adding this note.

            There isn't a single global variable declared in my code, all exist within functions or are properties of a function object; and I set tem to null at the close of every function just in case I missed some scope/closure hidden reference. After finally getting a large portion of I/O within indexedDB working, I started to consider what would happen as a user worked within my application for an hour or two. Would memory use continually increase in the long term, even though I observed no issues during all the building and testing?

            I filled the database with 500 data packets, meaning it takes more than one DB object to build a new DOM node; it is anywhere from 15 to 60 objects per node, depending upon what the user builds. So, I made every one of the 500 packets to be comprised of 60 objects and made those objects overly large in size for the testing, far greater than expected during appropriate use of the tool.

            Then through a setInterval, the save-state, get-and-build promises were invoked every 500ms from packet 1 to 500; and I observed the data usage at the maro level only. The result appears to be that at any one time, there can be about one hundred of these packets in RAM between the GC runs. As the packets are retrieved, and nodes built and replaced, the RAM usage steadily increases and drops about five times during the traversal from packet 1 to 500. The max level of each increase prior to the drop is a little higher than the previous one. About 45 seconds or so after completion, the memory returns to just about where it was when the setInterval commenced.

            Thus, fortunately, I don't think there is a memory leak. However, RAM usage is much as described in this article about using object pools. I'm interested in the graphs under the heading "Reduce Memory Churn, Reduce Garbage Collection taxes"--that saw-tooth pattern that consumes far more memory than is ever needed at any one time, when it could be like the second graph that is smaller, level, and requires fewer GC runs in total.

            And the first answer to this SO question, at almost the very end, writes that this causes the GC to have to trace more objects also.

            I'm not sure if the GC will run at a lower total RAM consumption or will wait until some maximum level is reached. Of course, I can test that on my machine, but that isn't very definitive overall.

            I'm not building a game and a pause for a GC run isn't an issue; and a user should never click through 500 data packets in 250 seconds total and there will never be 500 packets of such a ridiculous size. Perhaps, that test was unrealistic; but the objective was to attempt to exacerbate the effect of using the tool for an extended period of time and generating many, many small objects throughout. Even a get/put for a minor edit creates a new object each time. These are concepts that I hadn't considered before and was just focused on how to get the I/O working accurately first.

            When you consider how many objects sit around in RAM for a little while at least, waiting to be garbage collected, it seems reaonsable to simply hold the current packet at all times, such that a get operation is not required for an edit. Just edit the object in RAM and use a put operation only. Then all those get request result objects for edits are never created. But that doesn't eliminate the need for objects to hold the newly requested full data packets.

            I understand that the browser's GC process is supposed to make all of this easier but it seems that, by doing so, it takes a lot out of the coders' control; and the advice that I see on SO in other questions is usually to not worry about it unless you experience an issue. I'm just an amateur at best but I'd prefer to understand what is happening in the background and code from the start with that in mind; and perhaps there is some stubbornness on my part that, regardless of how powerful the processor and size of RAM, my little tool ought to use as little resources as necessary or I haven't done my job.

            I don't know if an object pool is a good technique anyway, but, even if it were, it appears that it would be an impossibility when it comes to retrieving data from indexedDB because the IDBRequest object is always created anew and could never be written to an existing object.

            Thanks again for the explanation.

            ...

            ANSWER

            Answered 2020-Apr-26 at 17:04

            The result property of the IDBRequest object holds the data in memory just like any other object. When nothing references the request object the memory is reclaimable. There is no way to not consume additional memory for each new result. An allocation is a memory acquisition.

            Chrome's policy is that keeping things around in virtual memory is not a problem until there is contention. You should not concern yourself with excessive memory usage until there is proof that it causes a performance impact. Most of the time it does not.

            You can, however, look for where in your code you retain references to request objects. If you keep references to them around forever, then the objects will never be released and are not reclaimable. Very much like the old IE bug with event listeners, a form of a memory leak.

            A surefire novice proof way of avoiding this behavior is to just use variables in functions and not global variables. Per function call variables are generally reclaimable at scope exit, when the function call completes, and there isn't much thought involved, and there isn't explicit code that tries to micromanage something already managed for you. For example, there is no need to declare all variables as let instead of const and set value = undefined; or delete value; after every variable use. So I would look at your code and look at where you are retaining references to variables beyond the lifetime of the function that created them. Those are the culprits.

            Source https://stackoverflow.com/questions/61420826

            QUESTION

            Error with onRequestPermission / onActivityResult Android Studio
            Asked 2020-Apr-08 at 15:58

            I have a error at my application in Android Studio. Please check my code! btnChoose doesn't work... When I press the button, ask for permission to access the phone gallery, but don t enter the phone gallery to choose the image. Please help me! Thanks!

            Main java code - MainFragment:

            ...

            ANSWER

            Answered 2020-Apr-08 at 15:58

            I navigated through your code, seems nothing wrong, and as there are no raised exceptions, then no problem getting the needed permission programmatically; So, please try to request the permission from the manifest file as well, it won't work for just providing it programmatically alone

            Source https://stackoverflow.com/questions/61101559

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

            Vulnerabilities

            No vulnerabilities reported

            Install maro

            Mac OS / Linux pip install pymaro
            Windows # Install torch first, if you don't have one. pip install torch===1.6.0 torchvision===0.7.0 -f https://download.pytorch.org/whl/torch_stable.html pip install pymaro
            Prerequisites C++ Compiler Linux or Mac OS X: gcc Windows: Build Tools for Visual Studio 2017
            Enable Virtual Environment Mac OS / Linux # If your environment is not clean, create a virtual environment firstly. python -m venv maro_venv source ./maro_venv/bin/activate Windows # If your environment is not clean, create a virtual environment firstly. python -m venv maro_venv # You may need this for SecurityError in PowerShell. Set-ExecutionPolicy -Scope CurrentUser -ExecutionPolicy Unrestricted # Activate the virtual environment. .\maro_venv\Scripts\activate
            Install MARO # Git Clone the whole source code. git clone https://github.com/microsoft/maro.git Mac OS / Linux # Install MARO from source. bash scripts/install_maro.sh Windows # Install MARO from source. .\scripts\install_maro.bat
            Notes: If your package is not found, remember to set your PYTHONPATH Mac OS / Linux export PYTHONPATH=PATH-TO-MARO Windows $Env:PYTHONPATH=PATH-TO-MARO

            Support

            This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com. When you submit a pull request, a CLA bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA. This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.
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