TCN | Sequence modeling benchmarks and temporal convolutional | Machine Learning library

 by   locuslab Python Version: Current License: MIT

kandi X-RAY | TCN Summary

kandi X-RAY | TCN Summary

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

This repository contains the experiments done in the work An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling by Shaojie Bai, J. Zico Kolter and Vladlen Koltun. We specifically target a comprehensive set of tasks that have been repeatedly used to compare the effectiveness of different recurrent networks, and evaluate a simple, generic but powerful (purely) convolutional network on the recurrent nets' home turf.
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            kandi-support Support

              TCN has a medium active ecosystem.
              It has 3651 star(s) with 847 fork(s). There are 90 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 16 open issues and 56 have been closed. On average issues are closed in 29 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of TCN is current.

            kandi-Quality Quality

              TCN has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              TCN 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

              TCN releases are not available. You will need to build from source code and install.
              TCN has no build file. You will be need to create the build yourself to 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 TCN and discovered the below as its top functions. This is intended to give you an instant insight into TCN implemented functionality, and help decide if they suit your requirements.
            • Load training data
            • Batch data
            • Tokenize a file
            • Tokenize a text file
            • Construct a tensor from a string
            • Save model to file
            Get all kandi verified functions for this library.

            TCN Key Features

            No Key Features are available at this moment for TCN.

            TCN Examples and Code Snippets

            Cluster Covariates for a TCN,Folder structure
            Jupyter Notebookdot img1Lines of Code : 79dot img1no licencesLicense : No License
            copy iconCopy
            .
            ├── __init__.py
            ├── adding_problem
            │   ├── __init__.py
            │   ├── data.py
            │   ├── model.py
            │   ├── run_adding.py
            │   └── README.md
            ├── clustering
            │   ├── cluster.py
            │   ├── clusters
            │   │   └── ...
            │   └── README.md
            ├── electricity
            │   ├── __init__.py  
            TCN API Go Server,Test,How it works (at a glance)
            Godot img2Lines of Code : 32dot img2License : Permissive (MIT)
            copy iconCopy
            mysql> select * from CENKeys;
            +----------------------------------+------------------------------------------------------------------+------------+
            | cenKey                           | reportID                                                         
            TCN API Go Server,Documentation,MySQL Setup
            Godot img3Lines of Code : 27dot img3License : Permissive (MIT)
            copy iconCopy
            [root@d5 backend]# go test -run TestBackendSimple
            CENReportJSON Sample: {"reportID":"1","report":"c2V2ZXJlIGZldmVyLGNvdWdoaW5nLGhhcmQgdG8gYnJlYXRoZQ==","cenKeys":"79c256d12f5cad1af81e3658c0416e4e,4c29aa2b332199c82c825887ba179e27"}
            CENKey 0: 79c256d12  

            Community Discussions

            QUESTION

            Request body of HttpContext - How grab values
            Asked 2022-Jan-09 at 12:08

            Here is request body of HttpContext :

            ...

            ANSWER

            Answered 2022-Jan-09 at 12:08

            In case of not using request stream, I think because the content type of request is form-data you can use Form function on request like this:

            Source https://stackoverflow.com/questions/70640943

            QUESTION

            Why am I getting a CORS error with jQuery but not with XMLHttpRequest?
            Asked 2021-Dec-30 at 14:05

            We are facing weird issue while making a Cross domain API call from from UI code base where one way of Ajax request (vanilla JS) works however another doesn't (jQuery). Any pointer will help.

            Cross Domain Success call

            ...

            ANSWER

            Answered 2021-Dec-30 at 13:57
            Problem(s) The two requests are not equivalent

            For the one sent via XHR, you're only setting the content type of the response:

            Source https://stackoverflow.com/questions/70531105

            QUESTION

            (v)matchPattern DNAStringSetList of Codons to Reference DNAString
            Asked 2021-Oct-12 at 22:59

            I am assessing the impact of hotspot single nucleotide polymorphism (SNPs) from a next generation sequencing (NGS) experiment on the protein sequence of a virus. I have the reference DNA sequence and a list of hotspots. I need to first figure out the reading frame of where these hotspots are seen. To do this, I generated a DNAStringSetList with all human codons and want to use a vmatchpattern or matchpattern from the Biostrings package to figure out where the hotspots land in the codon reading frame.

            I often struggle with lapply and other apply functions, so I tend to utilize for loops instead. I am trying to improve in this area, so welcome a apply solution should one be available.

            Here is the code for the list of codons:

            ...

            ANSWER

            Answered 2021-Oct-12 at 22:59

            For the current code, change the way the codons is formed. Currently the output of codons looks like this:

            Source https://stackoverflow.com/questions/69540584

            QUESTION

            When TCN is used for prediction(python), there is a valueerror: high is out of bounds for int32. I can't find out why
            Asked 2021-Apr-21 at 08:16

            The database is darts and the code is GitHub- https://unit8co.github.io/darts/examples/06-TCN-examples.html Every example here is used on pychar with the following errors My environment is created by CONDA, and the virtual environment is Python 3.8

            Error message

            ...

            ANSWER

            Answered 2021-Apr-21 at 08:16
            1. Go to the file ...\site-packages\darts\utils\torch.py in your system

            2. Find the line MAX_TORCH_SEED_VALUE = (1 << 63) - 1 which should be around line 17

            3. Change it to MAX_TORCH_SEED_VALUE = (1 << 31) - 1 so that it fits into 32 bit int.

            After saving this change, code should run fine.

            (credit: https://github.com/unit8co/darts/issues/235#issue-737158114)

            Source https://stackoverflow.com/questions/66514169

            QUESTION

            Count case expression with wildcards
            Asked 2021-Mar-26 at 13:22

            Suppose I have this query:

            ...

            ANSWER

            Answered 2021-Mar-26 at 12:22

            If I understand correctly, you want count(distinct):

            Source https://stackoverflow.com/questions/66816846

            QUESTION

            Tensorflow Quantization - Failed to parse the model: pybind11::init(): factory function returned nullptr
            Asked 2021-Mar-25 at 15:45

            I'm working on a TensorFlow model to be deployed on an embedded system. For this purpose, I need to quantize the model to int8. The model is composed of three distinct models:

            1. CNN as a feature extractor
            2. TCN for temporal prediction
            3. FC/Dense as last classfier.

            I implemented the TCN starting from this post with some modifications. In essence, the TCN is just a set of 1D convolutions (with some 0-padding) plus an add operation.

            ...

            ANSWER

            Answered 2021-Mar-25 at 15:45

            As suggested by @JaesungChung, the problem seems to be solved using tf-nightly (I tested on 2.5.0-dev20210325).

            It's possible to obtain the same effect in 2.4.0 using a workaround and transforming the Conv1D into Conv2D with a width of 1 and using a flat kernel (1, kernel_size).

            Source https://stackoverflow.com/questions/66731194

            QUESTION

            Untraced function warning and Model parsing failure for Keras TCN Regressor (TF Lite)
            Asked 2021-Mar-22 at 14:40

            The error: TF Lite converter throws an untraced function warning when trying to convert a temporal CNN (built using the widely used Keras TCN library: https://github.com/philipperemy/keras-tcn ), and throws in model parsing error when trying to do post-training quantization

            1. System information
            • OS Platform and Distribution (e.g., Linux Ubuntu 16.04): Ubuntu 18.04
            • TensorFlow installation (pip package or built from source): Pip (python 3.8.8)
            • TensorFlow library (version, if pip package or github SHA, if built from source): 2.3.0 (TF Base), 2.4.0 (TF-GPU)
            2. Code

            Part 1, converting pretrained TF model to TF Lite Model:

            ...

            ANSWER

            Answered 2021-Mar-22 at 14:40

            I had a similar issue. I found a workaround by implementing the TCN without using custom layers (it's basically just padding and Conv1D) to get rid of the untraced function issue.

            For the quantization, it seems that there might be an issue with the current version of TF (2.4.0). Again, a workaround is to change the Conv1D with Conv2D with a kernel size of (1,k). It also seems that the quantization issue should be solved in tf-nightly. If you want to give it a try, then please let me know if it works in tf-nightly, as I didn't try it myself yet.

            Source https://stackoverflow.com/questions/66432258

            QUESTION

            Blazor: Apply Pagination with Entiy Framework on Datatable.Js
            Asked 2021-Mar-12 at 13:00

            I have a Blazor project that uses Entity Framework and Binds to DataTable.js using JavaScript InterOp.

            The project works well but in cases where records loaded from my table are bulky i experience delay and my app crashes at some point.

            ...

            ANSWER

            Answered 2021-Mar-12 at 13:00

            I think you would need to look at server-side processing https://datatables.net/manual/data/

            Otherwise, perhaps there is a way of utilising the new virtualization feature.

            https://docs.microsoft.com/en-us/aspnet/core/blazor/components/virtualization?view=aspnetcore-5.0

            Source https://stackoverflow.com/questions/66585460

            QUESTION

            Is there a simpler way I can create such an array?
            Asked 2021-Feb-14 at 06:54

            I have a list of numbers that indicate the position, called tcn, here's part of my code (Python):

            ...

            ANSWER

            Answered 2021-Feb-14 at 06:54

            Yes, it's simple enough:

            Source https://stackoverflow.com/questions/66193101

            QUESTION

            Can I get the tab index that was selected before
            Asked 2021-Jan-22 at 00:48

            The TCM_SETCURSEL message select a new tab in the control and returns the index of the previously selected one. Can I get the index of the previously selected tab index after a new one is set? for example, use jump from tab 3 (current) to 4 (new selected tab index), which fires TCN_SELCHANGE but can I get the previous index, i.e., 3, somehow using WINAPI?

            ...

            ANSWER

            Answered 2021-Jan-22 at 00:48

            You can get the table index before changing the tab by processing the TCN_SELCHANGING message and calling TabCtrl_GetCurSel.

            Source https://stackoverflow.com/questions/65821507

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

            Vulnerabilities

            No vulnerabilities reported

            Install TCN

            You can download it from GitHub.
            You can use TCN 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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            CLONE
          • HTTPS

            https://github.com/locuslab/TCN.git

          • CLI

            gh repo clone locuslab/TCN

          • sshUrl

            git@github.com:locuslab/TCN.git

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