hub | transfer learning by reusing parts | Machine Learning library

 by   tensorflow Python Version: v0.13.0 License: Apache-2.0

kandi X-RAY | hub Summary

kandi X-RAY | hub Summary

hub is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Tensorflow applications. hub has no bugs, it has no vulnerabilities, it has a Permissive License and it has medium support. However hub build file is not available. You can install using 'pip install hub' or download it from GitHub, PyPI.

TensorFlow Hub is a repository of reusable assets for machine learning with TensorFlow. In particular, it provides pre-trained SavedModels that can be reused to solve new tasks with less training time and less training data. This GitHub repository hosts the tensorflow_hub Python library to download and reuse SavedModels in your TensorFlow program with a minimum amount of code, as well as other associated code and documentation.
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            kandi-support Support

              hub has a medium active ecosystem.
              It has 3328 star(s) with 1701 fork(s). There are 147 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 3 open issues and 670 have been closed. On average issues are closed in 131 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of hub is v0.13.0

            kandi-Quality Quality

              hub has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              hub is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              hub releases are available to install and integrate.
              Deployable package is available in PyPI.
              hub has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are available. Examples and code snippets are not available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed hub and discovered the below as its top functions. This is intended to give you an instant insight into hub implemented functionality, and help decide if they suit your requirements.
            • Download the model
            • Wait for the lock to disappear
            • Returns the size of a directory
            • Returns the size of the directory in bytes
            • Create a new apply graph
            • Return True if graph is a TF graph function
            • Fix colocation after import
            • Rewrites colocation constraints
            • Adds inputs to the image
            • Return the expected size of the image
            • Validates the arguments
            • Generate bottleneck_truths for images
            • Create image classifier
            • Return the configuration for the keras layer
            • Checks that module is an image embedding
            • Recovers the partitioned variable map
            • Call the function
            • Evaluate a module
            • Create a list of image lists
            • Creates a ModuleSpec from module_fn
            • Exports the given estimator
            • Construct a sparse text embedding column
            • Run experiment
            • Retrieves a list of bottleneck values
            • Create a state graph
            • Adds the final retrain ops to tensorflow
            Get all kandi verified functions for this library.

            hub Key Features

            No Key Features are available at this moment for hub.

            hub Examples and Code Snippets

            ONNX Model Hub-Architecture
            C++dot img1Lines of Code : 55dot img1License : Permissive (Apache-2.0)
            copy iconCopy
            {
             "model": "BERT-Squad",
             "model_path": "text/machine_comprehension/bert-squad/model/bertsquad-8.onnx",
             "onnx_version": "1.3",
             "opset_version": 8,
             "metadata": {
                 "model_sha": "cad65b9807a5e0393e4f84331f9a0c5c844d9cc736e39781a80f9c48ca39447c",  
            Services-Launching a Hub-Managed Service
            Pythondot img2Lines of Code : 33dot img2License : Non-SPDX (NOASSERTION)
            copy iconCopy
            c.JupyterHub.load_roles = [
                {
                    "name": "idle-culler",
                    "scopes": [
                        "read:users:activity", # read user last_activity
                        "servers", # start and stop servers
                        # 'admin:users' # needed if culling idle use  
            copy iconCopy
            const createEventHub = () => ({
              hub: Object.create(null),
              emit(event, data) {
                (this.hub[event] || []).forEach(handler => handler(data));
              },
              on(event, handler) {
                if (!this.hub[event]) this.hub[event] = [];
                this.hub[event].pus  
            PaddleHub - hub fitter
            Pythondot img4Lines of Code : 95dot img4License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            # -*- coding: utf-8 -*-
            #*******************************************************************************
            #
            # Copyright (c) 2020 Baidu.com, Inc. All Rights Reserved
            #
            #*******************************************************************************
            """  
            jupyterhub - jupyterhub config-postgres-hub
            Pythondot img5Lines of Code : 21dot img5License : Non-SPDX
            copy iconCopy
            # Configuration file for jupyterhub (postgres example).
            
            c = get_config()  # noqa
            
            # Add some users
            c.Authenticator.allowed_users = {'ganymede', 'io', 'rhea'}
            
            c.JupyterHub.load_roles = [
                {
                    "name": "user-admin",
                    "scopes": [
                    
            nupic - description-opf-experiments-classification-category hub TP 0
            Pythondot img6Lines of Code : 13dot img6License : Non-SPDX (GNU Affero General Public License v3.0)
            copy iconCopy
            # ----------------------------------------------------------------------
            # Numenta Platform for Intelligent Computing (NuPIC)
            # Copyright (C) 2013, Numenta, Inc.  Unless you have an agreement
            # with Numenta, Inc., for a separate license for this soft  

            Community Discussions

            QUESTION

            VS 2022 - Diagnostic Tools failed unexpectedly
            Asked 2022-Mar-30 at 13:11

            I have a problem with the current version of Microsoft Visual Studio Version 17.0.0.
            Every time I start debugging my project the the Diagnostic Tools give me the following error:
            The diagnostic tools failed unexpectedly. The Diagnostics Hub output in the Output window may contain additional information.

            Additional information from the Output window:
            Request to DataWarehouse host was unsuccessful: 'Unable to load DLL 'SQLite.Interop.dll': The specified module could not be found. (Exception from HRESULT: 0x8007007E)'

            None of my projects is using SQLite. So this seems to be an internal problem in VS.
            It worked fine for me in VS 16.x.x.

            ...

            ANSWER

            Answered 2022-Mar-30 at 13:11

            Just in case anyone else finds this later:

            I am using VS 17.2.0 Preview 2.1 right now, and the bug seems to be fixed. I can not tell you, from wich version on it is (or will be) fixed in the non-Preview builds.

            Source https://stackoverflow.com/questions/70003333

            QUESTION

            TypeError: match.loader.options.plugins is not a function
            Asked 2022-Feb-24 at 05:03

            I am trying to use tailwindCSS in a ReactJS app

            These are the scripts commands in package.json file

            ...

            ANSWER

            Answered 2021-Dec-18 at 22:00

            It looks like the Tailwind configuration from CRACO is not needed anymore.

            https://github.com/facebook/create-react-app/issues/11771#issuecomment-997217680

            Look at Tailwind 3.0 install steps: https://tailwindcss.com/docs/guides/create-react-app

            Source https://stackoverflow.com/questions/70403417

            QUESTION

            Colab: (0) UNIMPLEMENTED: DNN library is not found
            Asked 2022-Feb-08 at 19:27

            I have pretrained model for object detection (Google Colab + TensorFlow) inside Google Colab and I run it two-three times per week for new images I have and everything was fine for the last year till this week. Now when I try to run model I have this message:

            ...

            ANSWER

            Answered 2022-Feb-07 at 09:19

            It happened the same to me last friday. I think it has something to do with Cuda instalation in Google Colab but I don't know exactly the reason

            Source https://stackoverflow.com/questions/71000120

            QUESTION

            Relation between linux/arm64 and linux/arm64/v8: are these aliases for each other?
            Asked 2022-Jan-28 at 06:12

            I have a question about the architecture of docker images.

            For example, alpine:latest provides the image for linux/arm/v8 architecture. We can pull this image by specifying the linux/arm64 platform:

            ...

            ANSWER

            Answered 2022-Jan-23 at 05:13

            QUESTION

            Cannot start PostgreSQL Docker container – "'/docker-entrypoint-initdb.d/': Operation not permitted"
            Asked 2021-Dec-24 at 12:54

            Trying to start a PostgreSQL container according to the instructions at https://hub.docker.com/_/postgres (How to use this imagestart a postgres instance),

            ...

            ANSWER

            Answered 2021-Nov-09 at 13:37

            I bumped into the same issue.

            PostgreSQL Docker tags 13 and 14 seem to be using Debian's bulleye which seems to change things in regards to the file system.

            At the moment there are two solutions:

            1. Downgrade to PostgreSQL 13-buster, i.e. Docker tag postgres:13.4-buster, as it seems 14 does not have a -buster equivalent.
            2. Upgrade current Docker you are running. From Docker version onwards 20.10.6, it seems to fix the issue.

            As a reference to the issue on GitHub related to this issue, you can find it at root user has no permissions within container #884 .

            For posterity, the solution from GitHub:

            you'll need to update Docker, runc, and likely libseccomp on your host.

            Source https://stackoverflow.com/questions/69706677

            QUESTION

            RabbitMQ, Celery and Django - connection to broker lost. Trying to re-establish the connection
            Asked 2021-Dec-23 at 15:56

            Celery disconnects from RabbitMQ each time a task is passed to rabbitMQ, however the task does eventually succeed:

            My questions are:

            1. How can I solve this issue?
            2. What improvements can you suggest for my celery/rabbitmq configuration?

            Celery version: 5.1.2 RabbitMQ version: 3.9.0 Erlang version: 24.0.4

            RabbitMQ error (sorry for the length of the log:

            ...

            ANSWER

            Answered 2021-Aug-02 at 07:25

            Same problem here. Tried different settings but with no solution.

            Workaround: Downgrade RabbitMQ to 3.8. After downgrading there were no connection errors anymore. So, I think it must have something to do with different behavior of v3.9.

            Source https://stackoverflow.com/questions/68602834

            QUESTION

            How can I use tar and tee in PowerShell to do a read once, write many, raw file copy
            Asked 2021-Dec-09 at 23:43

            I'm using a small laptop to copy video files on location to multiple memory sticks (~8GB). The copy has to be done without supervision once it's started and has to be fast.

            I've identified a serious boundary to the speed, that when making several copies (eg 4 sticks, from 2 cameras, ie 8 transfers * 8Gb ) the multiple Reads use a lot of bandwidth, especially since the cameras are USB2.0 interface (two ports) and have limited capacity.

            If I had unix I could use tar -cf - | tee tar -xf /stick1 | tee tar -xf /stick2 etc which means I'd only have to pull 1 copy (2*8Gb) from each camera once, on the USB2.0 interface.

            The memory sticks are generally on a hub on the single USB3.0 interface that is driven on different channel so write sufficently fast.

            For reasons, I'm stuck using the current Win10 PowerShell.

            I'm currently writing the whole command to a string (concatenating the various sources and the various targets) and then using Invoke-Process to execute the copy process while I'm entertaining and buying the rounds in the pub after the shoot. (hence the necessity to be afk).

            I can tar cf - | tar xf a single file, but can't seem to get the tee functioning correctly.

            I can also successfully use the microSD slot to do a single cameras card which is not as physically nice but is fast on one cameras recording, but I still have the bandwidth issue on the remaining camera(s). We may end up with 4-5 source cameras at the same time which means the read once, write many, is still going to be an issue.

            Edit: I've just advanced to play with Get-Content -raw | tee \stick1\f1 | tee \stick2\f1 | out-null . Haven't done timings or file verification yet....

            Edit2: It seems like the Get-Content -raw works properly, but the functionality of PowerShell pipelines violates two of the fundamental Commandments of programming: A program shall do one thing and do it well, Thou shalt not mess with the data stream. For some unknown reason PowerShell default (and only) pipeline behaviour always modifies the datastream it is supposed to transfer from one stream to the next. Doesn't seem to have a -raw option nor does it seem to have a $session or $global I can set to remedy the mutilation.

            How do PowerShell people transfer raw binary from one stream out, into the next process?

            ...

            ANSWER

            Answered 2021-Dec-09 at 23:43

            May be not quite what you want (if you insist on using built in Powershell commands), but if you care about speed, use streams and asynchronous Read/Write. Powershell is a great tool because it can use any .NET classes seamlessly.

            The script below can easily be extended to write to more than 2 destinations and can potentially handle arbitrary streams. You might want to add some error handling via try/catch there too. You may also try to play with buffered streams with various buffer size to optimize the code.

            Some references:

            -- 2021-12-09 update: Code is modified a little to reflect suggestions from comments.

            Source https://stackoverflow.com/questions/70167438

            QUESTION

            R2dbc Repositories always null with Mockito
            Asked 2021-Dec-07 at 10:10

            I am trying to test a service but the Repository is always null. When using a JPA repository I never had this issue. I am not sure if it has something to do with ReactiveCrudRepository. Has anyone encountered this issue?

            ...

            ANSWER

            Answered 2021-Dec-04 at 09:38

            findAll() method is not mocked, thus a null value is returned. You should mock userRepository.findAll() instead of userRepository.findAll().collectList().block().

            Try this:

            Source https://stackoverflow.com/questions/70024744

            QUESTION

            How to build an .aab using Buildozer via Docker?
            Asked 2021-Nov-26 at 13:34

            I have just seen that support for AAB files have just been introduced in Python for Android (p4a). Considering that, fom August 2021, new apps are required to publish with the Android App Bundle on Google Play, this is a crucial addition for any Python dev working on Android apps.

            Since I'm currently using Buildozer via Docker, I'd like to know which are the steps to make it generating an .aab instead of (or along to) the traditional .apk

            For the sake of clarity, here is what I use to run Buildozer from inside a container (using Docker for Windows) to make the .apk file:

            ...

            ANSWER

            Answered 2021-Nov-26 at 13:34

            The community has finally completed the AAB support for Buildozer. Although it is still a pending pull request, it is already possible to create the AAB, and I have figured out how to do it using Docker.

            I have found two very interesting gists that helped me a lot (this one about creating an AAB with Buildozer on Ubuntu, and another one about signing an AAB on the same platform). However, I have run everything on Windows via Docker, so I think it is a good idea to share how I did it.

            1. Clone the feat/aab-support branch of the Buildozer repository in your local machine:

            Source https://stackoverflow.com/questions/69149494

            QUESTION

            docker scan : - failed to get DockerScanID: bad status code "400 Bad Request"
            Asked 2021-Nov-21 at 17:24

            I am trying to run

            ...

            ANSWER

            Answered 2021-Nov-21 at 17:24

            you have to log in to snyk via the cli:

            Source https://stackoverflow.com/questions/70055332

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

            Vulnerabilities

            No vulnerabilities reported

            Install hub

            Introduction
            The asset types of tfhub.dev SavedModels for TensorFlow 2 and the Reusable SavedModel interface. Deprecated: Models in TF1 Hub format and their Common Signatures collection.
            Using the library Installation Caching model downloads Migration to TF2 Model compatibility for TF1/TF2 Common issues Build from source Hosting a module
            Tutorials TF2 Image Retraining TF2 Text Classification Additional TF1 and TF2 examples

            Support

            If you'd like to contribute to TensorFlow Hub, be sure to review the contribution guidelines. To contribute code to the library itself (not examples), you will probably need to build from source. This project adheres to TensorFlow's code of conduct. By participating, you are expected to uphold this code. We use GitHub issues for tracking requests and bugs. Please see the TensorFlow Hub mailing list for general questions and discussion, or tag tensorflow-hub on Stack Overflow.
            Find more information at:

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