BYOL | New Approach to Self-Supervised Learning | Machine Learning library

 by   Spijkervet Python Version: 1.0 License: No License

kandi X-RAY | BYOL Summary

kandi X-RAY | BYOL Summary

BYOL is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch applications. BYOL has no bugs, it has no vulnerabilities, it has build file available and it has low support. You can download it from GitHub.

PyTorch implementation of "Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning" by J.B. Grill et al.
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              BYOL has a low active ecosystem.
              It has 114 star(s) with 24 fork(s). There are 6 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 7 open issues and 2 have been closed. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of BYOL is 1.0

            kandi-Quality Quality

              BYOL has 0 bugs and 8 code smells.

            kandi-Security Security

              BYOL has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              BYOL code analysis shows 0 unresolved vulnerabilities.
              There are 2 security hotspots that need review.

            kandi-License License

              BYOL 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

              BYOL releases are available to install and integrate.
              Build file is available. You can build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              BYOL saves you 183 person hours of effort in developing the same functionality from scratch.
              It has 453 lines of code, 32 functions and 7 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed BYOL and discovered the below as its top functions. This is intended to give you an instant insight into BYOL implemented functionality, and help decide if they suit your requirements.
            • Return the projection of x
            • Get the representation of x
            • Find the layer
            • Register the forward hook
            • Get MLP projection
            • Compute the loss between two images
            • Calculate loss function
            • Return the target encoder
            • Update moving average
            • Calculate the average value
            • Get features
            • Performs inference
            • Set the hidden state
            • Flattens t
            • Create data loader from arrays
            • Clean up process group
            Get all kandi verified functions for this library.

            BYOL Key Features

            No Key Features are available at this moment for BYOL.

            BYOL Examples and Code Snippets

            No Code Snippets are available at this moment for BYOL.

            Community Discussions

            QUESTION

            AWS: Dedicated Host VS Dedicated Instance, why the first is more expensive than the later?
            Asked 2020-Oct-12 at 06:36

            I'm studying for my Associate Architect exam at AWS, and I can't find an explanation for this question. Why Dedicated Host are more expensive than Dedicated Instances? I understand the main differences between the two, it is just that in my brain it doesn't make sense.

            This is my perspective: if you ask for a dedicated host, you control the entire hardware. CPUs, RAM, Sockets, etc. You can use your own license (BYOL). But if you ask for a Dedicated Instance, the hardware it is still just for you. Your AWS account is still the only one using that hardware. You have less control over it, but even though you are locking down a single piece of hardware just for your purposes.

            So, why dedicated hosts are more expensive than dedicated instances, if after all, in either case, you "own" the hardware? Again, in either case, AWS won't be able to use that hardware for something else.

            ...

            ANSWER

            Answered 2020-Oct-12 at 06:36

            you are locking down a single piece of hardware just for your purposes.

            Dedicated Instance does not work like this. Your instance runs on some dedicated hardware. Its not lockdown to you. If you stop/start instance, you can get some other hardware somewhere else. Basically, the hardware is "yours" (you are not sharing it with others) for the time your instance is running. You stop/start it, you may get different physical machine later on (maybe older, maybe newer, maybe its specs will be a bit different), and so on. So your instance is moved around on different physical servers - whichever is not occupied by others at the time.

            With Dedicated Host the physical server is basically yours. It does not change, it's always the same physical machine for as long as you are paying.

            Source https://stackoverflow.com/questions/64309679

            QUESTION

            AWS EC2 import-image: ClientError: Disk validation failed [We do not have access to the given resource. Reason 403 Forbidden
            Asked 2020-Sep-22 at 14:24

            I have an S3 bucket which contains my ova file. The file name does not contain space, etc. The S3 bucket is in my default region. I have created the role and trusting policy as described in https://docs.aws.amazon.com/vm-import/latest/userguide/vmimport-image-import.html#import-image-prereqs

            Command used:

            I call the following command to start the import:

            ...

            ANSWER

            Answered 2020-Sep-22 at 14:24

            Make sure the vmimport policy attached to vmimport role allows access to the S3 bucket containing your .ova files.

            If you copied the policy from the documentation verbatim, you will need to edit it to explicitly grant access to your S3 buckets.

            This section:

            Source https://stackoverflow.com/questions/63933702

            QUESTION

            Compare two nested objects by its keys and get the matched object/array
            Asked 2020-Mar-10 at 10:23

            I have 2 objects a and diff I need the matching array or object from nested object "a".

            The INPUT as below :

            ...

            ANSWER

            Answered 2020-Mar-10 at 10:23

            Loop through diff properties and add each property of diff to output as field and its value from the a object :

            Source https://stackoverflow.com/questions/60613793

            QUESTION

            GCP OpenVPN with Win10 OpenVPN Client
            Asked 2019-Sep-05 at 07:29

            I'm really bad with networking things, but i tried today to set-up an OpenVPN server using GCP Marketplace following this tutorial: https://openvpn.net/vpn-server-resources/google-cloud-platform-byol-instance-quick-launch-guide/

            When trying to connect using OpenVPN Client on Windows 10, the connection seems ok but no traffic is redirected trough the VPN.

            What i try to acheive is to route all the traffic from my Windows 10 computer trough the OpenVPN Server.

            I think it's just about a settings on the server/client but i can't seem to understand while searching for a solution.

            Thanks for the help! Jimmy

            ...

            ANSWER

            Answered 2019-Sep-05 at 07:29

            I finally found the answer myself.

            It was just a configuration to do in the OpenVPN web admin interface to ask the server to re-route all traffic.

            I had another issue with DNS, so i did setup DNS manually in the admin interface.

            Cheers. Jimmy

            Source https://stackoverflow.com/questions/57776905

            QUESTION

            Why do I get an error when converting a list to a string?
            Asked 2019-Aug-29 at 00:26

            I am relatively new to Python and am trying to take the output of the command

            ...

            ANSWER

            Answered 2019-Aug-29 at 00:26

            The subprocess.call method will return the returncode, not the command output. From the documentation:

            subprocess.call(args, *, stdin=None, stdout=None, stderr=None, shell=False, cwd=None, timeout=None)

            Run the command described by args. Wait for command to complete, then return the returncode attribute.

            Perhaps you wanted to use .check_output():

            Run command with arguments and return its output.

            Also note that the output will be a string. You should use json.loads() to convert it to a Python dictionary first.

            Source https://stackoverflow.com/questions/57701434

            QUESTION

            Azure ARM deployment - copyIndex error with multiple NICs
            Asked 2018-Nov-16 at 16:39

            I am trying to deploy the below Palo Alto deployment to an Azure environment. We are using it as an internal firewall for the various features it provides that NSGs don't, so we don't want a public IP. We're using a virtual gateway and sticking the firewall behind it in an active-active pair (the load balancer, NSGs, etc. are being done in a separate template).

            I've been trying to get this template to work for a while now, but I'm stuck on deploying the two VMs with multiple NICs. I keep getting this error:

            ERROR: Azure Error: InvalidTemplate Message: Deployment template validation failed: 'The template variable 'nicName' is not valid: The template function 'copyIndex' is not expected at this location. The function can only be used in a resource with copy specified. Please see https://aka.ms/arm-copy for usage details.. Please see https://aka.ms/arm-template-expressions for usage details.'.

            I've tried a bunch of fixes - changing the variable syntax, changing the syntax of the resource, but none of them are working. I've checked the Azure documentation on using the copyIndex feature, but I can't see where I'm going wrong. I was hoping someone with a bit more experience could point out where my syntax is wrong and provide suggestions on how to correct it?

            Many thanks, template is below:

            ...

            ANSWER

            Answered 2018-Nov-16 at 16:39

            so in general with loops, you can only use copyIndex() function inside loops (and you are trying to use it outside of loop). with variables you can use this (same method applies to property loops):

            Source https://stackoverflow.com/questions/53341771

            QUESTION

            How can I filter a block of data out of a big JSON output by value using JQ?
            Asked 2018-Jul-25 at 18:28

            When I run this command to get the status on an image import:

            ...

            ANSWER

            Answered 2018-Jul-25 at 18:28

            If you want to extract only the one block:

            Source https://stackoverflow.com/questions/51525419

            QUESTION

            MarkLogic Server on AWS
            Asked 2018-Feb-16 at 18:06

            Could anyone give me a precise explanation about any restriction for using ML marketplace edition vs BYOL? e.g. Using Optional features, topology restriction, support etc..

            I still cannot find a clear definition in the document, will be helpful if anyone can point where I can found those information officially on the MarkLogic web.

            ...

            ANSWER

            Answered 2018-Feb-16 at 18:06

            MarkLogic Essential Enterprise Edition for AWS Marketplace includes the same features as MarkLogic Essential Enterprise - Multi-Model, ACID, Certified Security, Clustering, HA, DR, etc. There are no limitations around topology. Enterprise Support is included with annual subscriptions.
            This information is presented on the AWS Marketplace site: https://aws.amazon.com/marketplace/pp/B072Z6YK6K?qid=1518802554564&sr=0-2&ref_=srh_res_product_title

            While this edition does not have support for optional features, those are available with BYOL. Consult the documentation for more detail information about use of the features. You may find that the marketplace edition meets your needs. HA, DR, SQL, Bitemporal Queries, Partitions, Federation, Encryption (with embedded wallet), Element Level Security, most Geospatial queries, Indexing Semantic triples for query with Optic + SQL, and many, many other features are included in this edition.

            Features requiring optional licenses are listed at the beginning of the Guide documents. For example, at the beginning of the Security Guide: http://docs.marklogic.com/guide/security/intro

            Role base security, Element Level Security, use of Encryption without KMS, and all the other rich security features in MarkLogic do not require the Advanced Security option and therefore are part of the Marketplace edition license.

            "Some MarkLogic Server security features require an Advanced Security License in addition to the regular license. The Advanced Security License option is required when using:

            • Compartment Security
            • Redaction
            • An external Key Management System (KMS) or keystore with encryption at rest"

            (I am a MarkLogic employee)

            Source https://stackoverflow.com/questions/48801195

            QUESTION

            AWS EC2 import-image Windows Server license type
            Asked 2017-Sep-13 at 04:31

            I am at a situation that I want to import a VM in AWS as an AMI. The VM is a Windows Server 2012 image.

            My question is around the licensing.

            I know that the VM itself has no implicit Windows license.

            If I use --license-type AWS in my aws ec2 import-image command does it mean that AWS will cover the licensing or do I need to contact Microsoft, purchase a license and use --license-type BYOL?

            ...

            ANSWER

            Answered 2017-Sep-13 at 04:31

            Yeah, if you import an image with "--license-type AWS", AWS will activate windows by using their KMS every time server booting up, this completed by ec2config service or ec2launch(2016), you can check logs to find how Ec2WindowsActivate plugin works. To change this behavior, please modify config.xml of ec2config.

            If you import an image with "--license-type BYOL", AWS ec2config or ec2launch will ignore windows activation which makes you need to have your own licenses.

            Also, you can imagine AWS hourly rate gonna be higher than BYOL because AWS is paying licenses.

            https://github.com/LarrysGIT/Switch-AWS-AMI-from-BYOL-to-AWS

            Source https://stackoverflow.com/questions/44719096

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

            Vulnerabilities

            No vulnerabilities reported

            Install BYOL

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

            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/Spijkervet/BYOL.git

          • CLI

            gh repo clone Spijkervet/BYOL

          • sshUrl

            git@github.com:Spijkervet/BYOL.git

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