SmartSim | SmartSim Infrastructure Library | Machine Learning library

 by   CrayLabs Python Version: 0.5.1 License: BSD-2-Clause

kandi X-RAY | SmartSim Summary

kandi X-RAY | SmartSim Summary

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

SmartSim makes it easier to use common Machine Learning (ML) libraries like PyTorch and TensorFlow, in High Performance Computing (HPC) simulations and applications. SmartSim provides an API to connect HPC workloads, particularly (MPI + X) simulations, to an in-memory database called the Orchestrator, built on Redis. Applications integrated with the SmartRedis clients, written in Fortran, C, C++ and Python, can stream tensors and datasets to and from the Orchestrator. The distributed Client-Server paradigm allows for data to be seamlessly exchanged between applications at runtime. In addition to exchanging data between languages, any of the SmartRedis clients can remotely execute Machine Learning models and TorchScript code on data stored in the Orchestrator despite which language the data originated from. SmartSim supports the following ML libraries. A number of other libraries are supported through ONNX, like SciKit-Learn and XGBoost. SmartSim is made up of two parts. The two library components are designed to work together, but can also be used independently.

            kandi-support Support

              SmartSim has a low active ecosystem.
              It has 168 star(s) with 31 fork(s). There are 8 watchers for this library.
              There were 2 major release(s) in the last 6 months.
              There are 14 open issues and 75 have been closed. On average issues are closed in 63 days. There are 5 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of SmartSim is 0.5.1

            kandi-Quality Quality

              SmartSim has no bugs reported.

            kandi-Security Security

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

            kandi-License License

              SmartSim is licensed under the BSD-2-Clause License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              SmartSim 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 are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed SmartSim and discovered the below as its top functions. This is intended to give you an instant insight into SmartSim implemented functionality, and help decide if they suit your requirements.
            • Build the REDIS backend
            • True if the file is a file
            • Check if Redis is installed
            • Return a list of redis backend plugins
            • Build from a git repo
            • Returns the path to a binary
            • Copy the rai library
            • Run a command
            • Return the js run command
            • Return a formatted summary of the jobs
            • Runs the given step
            • Return a list of redis backend
            • Build the run settings for the given executor
            • Return the launch command
            • Get a logger
            • Create a new run settings object
            • Launch ML model on database
            • Start the application
            • Get info about an uploader
            • Test the 2D plot of 2D heatmap
            • Build from a git repository
            • Create an ensemble
            • Create a new model
            • Add a ML model to the model
            • Add ML model to the model
            • Launch a single batch step
            • Get an allocation id
            Get all kandi verified functions for this library.

            SmartSim Key Features

            No Key Features are available at this moment for SmartSim.

            SmartSim Examples and Code Snippets

            No Code Snippets are available at this moment for SmartSim.

            Community Discussions


            ApplicationDbContext Does Not Implement Interface
            Asked 2018-Oct-24 at 20:39

            I am working on ASP.NET MVC Solution using Code first. I got this error in my ApplicationDbContext

            The ApplicationUser class has no issue



            Answered 2018-Oct-24 at 16:45

            Your IApplicationDbContext is exposing the wrong type for Users property, which is IDbSet<> interface and not DbSet<> class.

            SaveChanges is also not defined correctly as it is suppose to return an int

            Refactor interface to use the IDbSet<> interface instead for the Users property and also have SaveChanges return an int



            Handling Bad URLs in ASP.NET MVC
            Asked 2018-Oct-20 at 20:00

            I am working on ASP.NET MVC with Areas. I have three Areas. However, the default route is not an Area. When I ran the Application, I got this error:

            The Routes are shown below:




            Answered 2018-Oct-20 at 20:00

            Problem resolved. I turned RouteDebugger in the web.config to false. Thanks so much


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


            No vulnerabilities reported

            Install SmartSim

            You can install using 'pip install SmartSim' or download it from GitHub, PyPI.
            You can use SmartSim 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.


            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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          • PyPI

            pip install smartsim

          • CLONE
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          • CLI

            gh repo clone CrayLabs/SmartSim

          • sshUrl


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